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https://openalex.org/W3194629514
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https://www.spractice.ru/jour/article/download/222/172
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THERAPEUTIC TACTICS FOR PEPTIC STRICTURES OF THE ESOPHAGUS. LITERATURE REVIEW
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Hirurgičeskaâ praktika
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THERAPEUTIC TACTICS FOR PEPTIC STRICTURES OF THE ESOPHAGUS.
LITERATURE REVIEW GANKOV V.A., ANDREASYAN A.R., MASLIKOVA S.A., BAGDASARYAN G.I. Federal State Budgetary Educational Institution of Higher Education "Altai State Medical University" of the Ministry of Health of
the Russian Federation, Lenin Avenue, 40, 656038, Altai Krai, Barnaul, Russian Federation. Federal State Budgetary Educational Institution of Higher Education "Altai State Medical University" of the Ministry of Health of
the Russian Federation, Lenin Avenue, 40, 656038, Altai Krai, Barnaul, Russian Federation. ЛЕЧЕБНАЯ ТАКТИКА ПРИ ПЕПТИЧЕСКИХ СТРИКТУРАХ ПИЩЕВОДА.
ОБЗОР ЛИТЕРАТУРЫ ГАНКОВ В.А., АНДРЕАСЯН А.Р., МАСЛИКОВА С.А., БАГДАСАРЯН Г.И., НДРЕАСЯН А.Р., МАСЛИКОВА С.А., БАГДАСАРЯН Г.И., ШЕСТАКОВ Д.Ю Федеральное государственное бюджетное образовательное учреждение высшего образования «Алтайский государствен
ный медицинский университет» Министерства здравоохранения Российской Федерации, проспект Ленина, д. 40, 656038,
Алтайский край, г. Барнаул, Российская Федерация. Keywords: peptic stricture, bougienage, antireflux surgery, review. Реферат: ф р
Работа основана на анализе литературных данных, посвященных проблеме выбора лечения пептических стриктур пищевода. Главная цель
данного обзора – выявить тактику лечения больных со стенозирующим рефлюкс-эзофагитом. ота основана на анализе литературных данных, посвященных проблеме выбора лечения пептических стри
ного обзора – выявить тактику лечения больных со стенозирующим рефлюкс-эзофагитом. Исследователи указывают, что основными причинами возникновения ГЭРБ является уменьшение давления в нижнем пищеводном сфинктере,
действие повреждающих свойств рефлюктанта. Несвоевременное лечение ГЭРБ может привести к таким осложнениям как пептическая стрик
тура, пищевод Баррета. Появлению стриктуры ГЭРБ чаще всего способствуют: постоянная изжога после бужирования, эрозии нижней трети
пищевода, укорочение пищевода II степени, а также неадекватная антисекреторная терапия. у
р
р
р
р
Приведены различные методы лечения на всех этапах появления пептической стриктуры, в зависимости от степени дисфагии и протяжен
ности стриктуры, применение адекватных схем консервативной терапии ИПП, бужирования, а также описание различных методик антиреф
люксных операций. Эндоскопическая дилатация является первым вариантом лечения всех симптоматических доброкачественных стриктур пищевода. Существуют
такие методы лечения доброкачественных рефрактерных стриктур пищевода как эндоскопическая дилатация с внутрипросветной инъекцией
стероидов, эндоскопическая послеоперационная терапия или стриктуропластика, стентирование пищевода, самобужирование, а также хи
рургическое вмешательство – атирефлюксная операция, эзофагэктомия с замещение пищевода желудком или толстой кишкой [1]. Эндоскопическая дилатация является первым вариантом лечения всех симптоматических доброкачественных стриктур пищевода. Существуют
такие методы лечения доброкачественных рефрактерных стриктур пищевода как эндоскопическая дилатация с внутрипросветной инъекцией
стероидов, эндоскопическая послеоперационная терапия или стриктуропластика, стентирование пищевода, самобужирование, а также хи
рургическое вмешательство – атирефлюксная операция, эзофагэктомия с замещение пищевода желудком или толстой кишкой [1]. Основной целью в лечении пептических стриктур пищевода по мнению большинства авторов является устранение прогрессирования ГЭРБ,
проведение бужирования или баллонной дилатации, стентирование, выбор оптимальной антирефлюксной операции. Лечебная тактика при
пептических стриктурах должна минимизировать риск повторной стриктуры пищевода. рур
р ф
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Основной целью в лечении пептических стриктур пищевода по мнению большинства авторов является устранение прогрессирования ГЭРБ,
проведение бужирования или баллонной дилатации, стентирование, выбор оптимальной антирефлюксной операции. Лечебная тактика при
пептических стриктурах должна минимизировать риск повторной стриктуры пищевода. Хирургическая
практика Хирургическая
практика №2 (44), 2021 Основная часть На протяжении многих лет терапевты, гастроэнтеро
логи и хирурги пытаются предупредить прогрессирова
ние гастроэзофагеальной рефлюксной болезни (ГЭРБ),
которая приводит к различным осложнениям. Одним из
грозных осложнений ГЭРБ является пептическая стрик
тура пищевода, которая возникает вследствие воздей
ствия повреждающих факторов содержимого желудка на
слизистую оболочку, мышечный слой пищевода и не
редко воспалительный процесс переходит на параэзофа
геальную клетчатку [5, 10, 11, 12]. Частота встречаемости
данной патологии по данным разных авторов составляет
от 7 до 13%. [10, 11, 13]. Согласно клиническим рекомендациям больные с
рефрактерным течением заболеваниям и при ослож
нении ГЭРБ (стриктуры, пищевод Баррета) рекоменду
ется проведение обследования: внутрипищеводной
рН-метрии, манометрии пищеводно-желудочного пере
хода, рентгеноскопии пищевода и желудка, УЗИ органов
брюшной полости. При осложнениях ГЭРБ применяются курсы внутри
венных форм ингибиторов протонной помпы. Для лече
ния пептических стриктур необходимо бужирование
пищевода, баллонная дилатация, инъекция стероидов в
месте стриктуры во время дилатации, аргоно-плазмен
ная коагуляция стриктуры, стентирование и оператив
ное лечение [4]. Многие авторы отмечают появление
пептических стриктур вследствие неадекватной консер
вативной терапии. Рецидив ГЭРБ возникает у 80% боль
ных, которые получают поддерживающую консер-
вативную терапию [5]. Зарубежные коллеги отмечают
положительные результаты после самобужирования па
циента [6, 7]. Д.И. Василевский и его коллеги изучили распростра
ненность эрозивного эзофагита и пептических стриктур
пищевода у жителей Ленинградской области и получили
результаты, что пик заболеваемости возникает от 61 года
до 75 лет и отметили, что пептические стриктуры встре
чаются у 0,2% россиян. При этом данное осложнение
возникает у 3,7% больных, страдающих эрозивным эзо
фагитом степени C и D согласно Лос-Анджелесской клас
сификации [14]. Пептическая стриктура сочетается у некоторых паци
ентов с эрозивно-язвенным эзофагитом на фоне ГЭРБ,
что более утяжеляет течение заболевания [15]. Чаще
всего эрозивные формы ГЭРБ встречаются у больных,
принимающих нестероидные противовоспалительные
препараты и аспирин [16]. Протяженность пептической
стриктуры, а также глубина воспалительных изменений
зависит от определенных факторов: состав рН желудка,
частота гастроэзофагеальных рефлюксов, дуоденогаст
ральных рефлюксов, защитная реакция слизистой обо
лочки на повреждающие факторы [17, 18, 19]. Как европейские, так и британские руководства реко
мендуют использовать стентирование в лечении рефрак
терных стриктур после неудачных попыток бужирова-
ния и баллонной дилатации. Стент должен быть удален
в течение 3х месяцев, чтобы избежать гипертрофии тка
ней [4]. Антирефрюксная хирургия направлена на восстанов
ление нормальной функции нижнего пищеводного
сфинктера, эффективность хирургического лечения
ГЭРБ была подтверждена результатами многих исследо
ваний. Чаще всего проводится эзофагофундопликация
по Ниссен, но данная операция не является оптималь
ной, т.к. возникает большое число осложнений [3, 8]. По данным Королева М.П. Хирургическая
практика Хирургическая
практика №2 (44), 2021 Введение ционной манжеты в средостение (до 30%), а также воз
никновение параэзофагеальной грыжи (до 6%) [9]. Пептическая стриктура пищевода как осложнение
ГЭРБ – рубцовое сужение пищевода вследствие рефлюкс-
эзофагита. По классификации Годжелло Э.А. и Галлингера
Ю.И. стеноз пищевода делится в зависимости от диаметра
пищевода на участке сужения: I степень – 9-11 мм; II сте
пень – 6-8 мм; III степень – 3-5 мм; IV степень – 1-2 мм
или просвет пищевода полностью облитерирован [1,2]. В настоящее время является достаточно актуальной
тема выбора антирефлюксных операций, так как под
ходы бывают разные, перед операцией в большинстве
случаев проводится бужирование или баллонная диля
тация, некоторые авторы придерживаются методики бу
жирования во время операции эзофагофундопликации
перед формированием фундопликационной манжеты, с
целью уменьшения риска возникновения рецидива пеп
тической стриктуры в послеоперационном периоде. По данным института Gallop (США) от 4 до 20% боль
ных страдает стриктурой пищевода [3]. ГЭРБ чаще всего
возникает у лиц старше 50 лет, курильщиков, людей с
ожирением. Распространенность ГЭРБ в России состав
ляет до 24%. [4]. Abstract: The work is based on the analysis of literature data devoted to the choice of treatment for peptic esophageal stricture
dentify treatment tactics for patients with stenosing reflux esophagitis. Researchers point out that the main causes of GERD are a decrease in pressure in the lower esophageal sphincter, the action of the damaging properties
of the refluctant. Untimely treatment of GERD can lead to complications such as peptic stricture, Barrett's esophagus. The appearance of GERD stricture
is most often promoted by: persistent heartburn after bougienage, erosion of the lower third of the esophagus, shortening of the II degree esophagus,
and inadequate antisecretory therapy. q
y
py
Various methods of treatment at all stages of the appearance of peptic stricture are presented, depending on the degree of dysphagia and the length of
the stricture, the use of adequate conservative therapy regimens for PPIs, bougienage, as well as a description of various methods of antireflux operations. Endoscopic dilation is the first treatment option for all symptomatic benign esophageal strictures. There are treatments for benign refractory esophageal
strictures such as endoscopic dilatation with intraluminal steroid injection, endoscopic postoperative therapy or stricturoplasty, esophageal stenting,
self-bougienage, as well as surgery - antireflux surgery, esophagectomy with replacement of the esophagus by the stomach or colon [1]. Various methods of treatment at all stages of the appearance of peptic stricture are presented, depending on the degree of dysphagia and the length of
the stricture, the use of adequate conservative therapy regimens for PPIs, bougienage, as well as a description of various methods of antireflux operations. Endoscopic dilation is the first treatment option for all symptomatic benign esophageal strictures. There are treatments for benign refractory esophageal
strictures such as endoscopic dilatation with intraluminal steroid injection endoscopic postoperative therapy or stricturoplasty esophageal stenting The main goal in the treatment of peptic esophageal strictures, according to most authors, is to eliminate the progression of GERD, conduct bougienage
or balloon dilatation, and select the optimal antireflux surgery. Treatment for peptic strictures should minimize the risk of re-stricture of the esophagus. Keywords: peptic stricture, bougienage, antireflux surgery, review. 14 Хирургическая
практика Хирургическая
практика №2 (44), 2021 желудка, длительное назоинтестинальное зондирование
верхних отделов желудочно-кишечного тракта, заболе
вания панкреатобилиарной зоны. клинических и функциональных признаков гастроэзо
фагеального рефлюкса необходимо выполнение анти
рефлюксных операций. Этот подход позволяет избежать
очень травматичной операции - резекции пищевода [12]. клинических и функциональных признаков гастроэзо
фагеального рефлюкса необходимо выполнение анти
рефлюксных операций. Этот подход позволяет избежать
очень травматичной операции - резекции пищевода [12]. Особенность этого заболевания кроется в частом ре
цидивировании стриктуры после лечения. Аллахвердян
А.С. и его соавторы [13] определили факторы, влияющие
на частоту возникновения ранних рестенозов: молодой
возраст, регулярная изжога после бужирования, наличие
дуодено-гастрального рефлюкса, наличие эрозий в пи
щеводе, протяженность стриктуры более 3 см, первона
чальный диаметр стриктуры менее 5 мм, дисфагия более
6 месяцев, укорочение пищевода II степени, грыжа пи
щеводного отверстия диафрагмы, неадекватная антисек
реторная терапия. Ряд авторов другими причинами
рецидива пептических стриктур у части больных назы
вают предшествующие операции по поводу язвенной бо
лезни желудка и ахалазии кардии. Коллеги из военно-медицинской академии имени
С.М. Кирова (Санкт-Петербург) рекомендуют проводить
бужирование или баллонную дилатацию при лечении
нижних пищеводных стриктур, а также отмечают, что
пептические стриктуры пищевода являются показанием
к местной эзофагопластике [27]. Крупное рандомизированное исследование клиниче
ское исследование из Великобритании показало значи
тельное уменьшение рефлюксов у пациентов, пере-
несших лапароскопическую фундопликацию Ниссена,
чем у пациентов, получавших поддерживающую терапию
ИПП [28, 29]. Согласно клиническим рекомендациям Мексикан
ской ассоциации гастроэнтерологов первым этапом
лечения пептических стриктур пищевода является бужи
рование и баллонная дилатация. Все пациенты с пепти
ческими стриктурами получают консервативную тера-
пию ИПП, а при рефрактерных стриктурах пищевода
проводят стентирование [30]. Пептическая стриктура
как осложнение ГЭРБ является показанием к антиреф
люксной операциям [31]. По мнению многих коллег применение ингибиторов
протонной помпы (ИПП) при лечении ГЭРБ в последние
годы снизило распространенность и заболеваемость пеп
тической стриктурой, но это также может свидетель
ствовать о большом распространении антирефлюксных
операций [20]. По данным клинических исследований
ИПП уменьшают симптомы эзофагита и снижают коли
чество процедур бужирования [21]. Большинство авто
ров считает, что антирефлюксные вмешательства явля-
ются необходимыми в лечении пациентов с пептической
стриктурой [22, 23, 24, 25]. Выполнение фундопликации
уменьшает вероятность развития ранних рестенозов в
3 раза [13]. В последнее время имеет актуальность такой метод
лечения, как инъекция стероидов в месте стриктуры во
время дилатации обеспечивает снижение отложения
коллагена и фиброза, связанных с хроническим воспале
нием и, следовательно, снижает вероятность рецидива
стриктуры [4]. Основная часть [18] и его соавторов основ
ными причинами появления пептических стриктур яв
ляются: грыжа пищеводного отверстия диафрагмы,
пищевод Барретта, язвенный стеноз выходного отдела Наиболее частыми осложнениями лапароскопиче
ской фундопликации является миграция фундоплика 15 Хирургическая
практика Хирургическая
практика №2 (44), 2021 №2 (44), 2021 никновения). У больных с рефрактерной пептической
стриктуры проводят внутрипросветную стероидную те
рапию, которая включает инъекцию 0,5 мл триамцино
лона во все четыре квадранта стриктуры. А также
используют внутрипросветную стероидную терапию в
сочетании с дилатацией при рефрактерных стриктурах,
если ранее проводилась консервативная терапия ИПП. При лечении большинства рефрактерных стриктур про
водят стентирование от 4 до 8 недель, не рекомендуют
оставлять стенты более 3х месяцев, так как имеется риск
врастания стента. Частота рецидивов рефрактерных
стриктур после стентирования составляет 69%, осо
бенно у пациентов с протяженными стриктурами (более
7 см) [34]. Согласно клиническим рекомендациям Российской
гастроэнтерологической ассоциации по диагностике и
лечению гастро-эзофагеальной рефлюксной болезни [37]
антирефлюксное хирургическое лечение считают пока
занным при осложненном течении заболевания (повтор
ные кровотечения, пептические стриктуры пищевода,
развитие пищевода Баррета с дисплазией эпителия вы
сокой степени, доказанной двумя морфологами, частые
аспирационные пневмонии). В некоторых случаях если
пациенту по тем или иным объективным либо субъ
ективным причинам не может быть проведена консерва
тивная терапия ГЭРБ, следует рассмотреть вопрос о
хирургическом лечении и при неосложненном течении. Хирургическое лечение может быть более эффективным
у тех пациентов с ГЭРБ, у которых имеются типичные
проявления заболевания и лечение которых с помощью
ИПП тоже эффективно [38, 39]. При неэффективности
ИПП, а также при наличии внепищеводных проявлений
хирургическое лечение будет менее эффективным. Petra G. A. van Boeckel и его соавторы предложили
определенный алгоритм лечения пациентов с доброкаче
ственной дисфагией. Дилатация остается первым выбо
ром как наиболее инвазивный подход с низкой частотой
осложнений. Следующий шаг в алгоритме должен об
суждаться с пациентом: самобужирование, дилатация
стероидами, послеоперационная терапия или стентиро
вание. Конечным этапом в лечении рефрактерных доб
рокачественных стриктур пищевода является хирур-
гическое вмешательство, которое не гарантирует появле
ния рестеноза в послеоперационном периоде [6]. Свои данные приводят Морошек А.А. [10], Королева
М.П. [18], Оглоблина А.П. [40] и другие исследователи
[13, 22], которые в предоперационном и послеопера
ционном периоде у больных пептической стриктурой
пищевода проводили бужирование и баллонную дилата
цию, помимо этого больные получали медикаментозную
терапию антацидными препаратами, блокаторами инги
биторов протонной помпы и прокинетиками. Несмотря
на это у части больных возник рецидив стриктуры пи
щевода. Значительному числу больных (83%) были про
ведены антирефлюксные операции в виде лапаро-
скопической фундопликации по Ниссену-Розетти или
Ниссену. Рецидив возник у 16% больных, при этом ста
тистически значимой связи между рецидивом пептиче
ской стриктуры и рецидивом ГЭР также отмечено не
было. Хирургическая
практика Исследования, проведенные в Нидерлан
дах в 2013 году, не показало большого влияния инъекции
стероидов в область стриктуры во время дилатации на
интервал без дисфагии и не сократило время для повтор
ной дилатации [32]. Zhang Y.W. и его коллеги имеют не
большой опыт наблюдения с пептическими стриктурами
пищевода и отметили значительное снижение количе
ства последующих дилатаций после инъекций триамци
нолона [33]. Результаты этих двух исследований сущест-
венно различаются между собой, но в целом эти иссле
дования поддерживают инъекцию стероидов (в область
стриктуры во время дилатации) в качестве терапевтиче
ского метода при резистентных стриктурах. Мелкуманян Р.А. проанализировал опыт наблюдения
и лечения 32 пациентов с пептической стриктурой пи
щевода. Пациентам проводилось бужирование, у 75%
больных была ГПОД, 25% из них выполнена фундопли
кация по Ниссену. У данных пациентов в дальнейшем не
наблюдалось пептической стриктуры. Автор по резуль
татам своей работы определил наиболее приемлемый
способ лечения пептической стриктуры, который имеет
такие этапы лечения, как бужирование пептической
стриктуры по струне-проводнику, далее пациенты об
учались самобужированию в домашних условиях по 3
раза в день, получали консервативную терапию, а за
ключительный этап лечения – это хирургическая коррек
ция ГЭРБ (сочетание пластики диафрагмы и фундо-
пликации по Ниссену) [26]. Согласно клиническим стандартам Британского об
щества гастроэнтерологов (BSG) в лечении пептических
стриктур пищевода проводится либо бужирование,
либо баллонная дилатация в зависимости от характера
стриктуры (протяженности, локализации, причины воз По данным российских и зарубежных авторов мето
дом выбора лечения пептических стриктур пищевода яв
ляется бужирование пищевода. Однако при сохранении 16 Хирургическая
практика плексному лечебному алгоритму применяли методы
лечения – дилатация пищевода в виде бужирования под
эндоскопическим контролем в до- и послеоперационном
периоде при пептической стриктуре. В раннем послеопе
рационном периоде у 37% пациентов отмечалось разви
тие дисфагии и gas-bloat-синдрома, которое носило
транзиторный характер [41, 42]. Шарапов Т.Л. и соавт. внедрили в практику в отделении хирургии пищевода
РКОД трансиллюминационный фототензометрический
зонд, применение которого способствовало профилак
тике интраоперационных осложнений [43]. Королев М.П. [18] имеет опыт наблюдений 55 боль
ных с пептическим стенозирующим эзофагитом. Опера
тивное лечение провели 12 больным. Были выполнены
крурорафия с эзофагофундопликацией и проксимальной
селективной ваготомией, резекция желудка по Бильрот-
II в модификации Гофмейстера- Финстерера с крурора
фией, резекция нижней трети пищевода и прокси-
мального отдела желудка с формированием инвагина
ционного анастомоза по Цоцаниди, резекция желудка по
Бильрот – II в модификации Гофмейстера-Финстерера. При этом рецидив стриктуры обнаружен у большинства
больных (73%). Причиной рецидива являлся преимуще
ственно гиперацидный тип желудочной секреции и отказ
больных от постоянного приема медикаментозных пре
паратов. Котив Б.Н. и соавторы [17] в 16 наблюдениях выпол
няли парциальную фундопликацию на 240© по Toupet, и
нашли определенные преимущества данной методики:
повышение внутрижелудочного давления вызывает уве
личение компрессионного эффекта манжеты, что пре
пятствует гастро-эзофагеальным рефлюксам. Коллеги из московского областного научно-исследо
вательского клинического института им. М.Ф. Влади
мирского имеют опыт лечения 204 больных с пепти-
ческими стриктурами пищевода, которые включали ди
латацию (бужирование) в комбинации с консервативной
терапией, антирефлюксную операцию, восстановление
пассажа из желудка, резекцию пищевода. Показаниями
к резекции пищевода явились невозможность бужиро
вания стриктуры, частые рецидивы стриктуры после бу
жирования, подозрение на рак. Резекция пищевода была
выполнена 11% больных. После бужирования пептиче
ских стриктур пищевода были выполнены антирефлюкс
ные операции 39% больных. Показаниями к ним послу-
жили некупируемый медикаментозно патологический
рефлюкс, частые рестенозы стриктуры на фоне лечения
ИПП, а также молодой возраст больных. (Pascalescu C.,
Bulat С.) Некоторые авторы считают абсолютными про
тивопоказаниями к фундопликации – недилатируемая
стриктура, предшествующая резекция желудка, значи
тельное укорочение пищевода [44]. Аллахвердян А.С. [13] и соавторы описали собствен
ную оригинальную методику циркулярной фундоплика
ции (68% наблюдений). Оригинальная методика вклю-
чала в себя перемещение задней стенки желудка позади
пищевода, формирование фундопликационной манжеты
(360©) вне ветвей вагуса, по медиальной стенке пище
вода на протяжении 5-6 см. Рестенозы были у 9% - после
частичной фундопликации. Но при циркулярной протя
женной фундопликации по собственной методике ресте
нозов в сроки более 12 месяцев не было выявлено [13]. Хирургическая
практика Значительная часть ранних послеоперационных
осложнений относилась к синдрому гиперфункции фун
допликационной манжеты, который проходил самостоя
тельно в течение 1-2 месяцев [10]. В период 2012 по 2016 год в Академическом медицин
ском центре Амстердама Emo E. van Halsema и его кол
леги провели ретроспективный анализ наблюдений
пациентов с резистентными доброкачественными стрик
турами пищевода, у которых проводилось самобужиро
вание пищевода, которое оказалось успешным у 94%
пациентов и происходило под строгим руководством. Все пациенты, выполнявшие самостоятельное бужиро
вание, достигли стабильного результата, смогли есть
твердую пищу без необходимости эндоскопической ди
латации. Кроме бужирования и баллонной дилатации
47% пациентов получили эндоскопическое лечение эн
доскопическое лечение в виде внутрипросветной инъ
екции стероидов, инцизионной терапии или стенти-
рования [35]. Хирурги из Национального медицинского исследова
тельского центра онкологии им. Н.Н. Блохина (Морошек
А.А.) и Республиканской клинической больницы, г.Ка
зань (Бурмистров М.В.) разработали комплексный ле
чебный алгоритм, который включал консервативную
антирефлюксную терапию до 4-8 недель, антирефлюкс
ную хирургическую операцию, а также диспансерное на
блюдение, включающее ФЭГДС с двойной хромоскопией
и биопсией, рентгеноскопии пищевода и желудка 2 раза
в год, с частотой 1 раз в 6 месяцев. Дополнительно к ком Самобужирование пищевода также положительно
влияет на показатели качества жизни пациентов. Иссле
дования клиники Mayo в Аризоне показало, что при рет
роспективном анализе с помощью самостоятельно
разработанного опросника показатели дисфагии и об
щего качества жизни значительно улучшились при само
бужировании по сравнению с периодом эндоскопически
выполненных дилатаций [36]. 17 Хирургическая
практика №2 (44), 2021 №2 (44), 2021 эндоскопический метод бужирования с атравматиче
ским кончиком полыми бужами типа Savary-Gilliard, при
этом у некоторых больных проводилось эндоскопиче
ское и рентгенологическое исследование, что являлось
методом двойного контроля положения металлического
проводника и бужа. Метод «блокирования» произво
дился курсами (5-6 сеансов за 1 курс). Поддерживающие
бужирования проводились на протяжении 6 месяцев с
интервалами в 2-4 недели. При пептических стриктурах
были произведены стандартные методики фундоплика
ции по Ниссену, Тоупе, Белси и по Дору. С целью пред
упреждения послеоперационной дисфагии больными с
нарушенной перистальтикой выполнялась частичная
фундопликация. плексному лечебному алгоритму применяли методы
лечения – дилатация пищевода в виде бужирования под
эндоскопическим контролем в до- и послеоперационном
периоде при пептической стриктуре. В раннем послеопе
рационном периоде у 37% пациентов отмечалось разви
тие дисфагии и gas-bloat-синдрома, которое носило
транзиторный характер [41, 42]. Шарапов Т.Л. и соавт. внедрили в практику в отделении хирургии пищевода
РКОД трансиллюминационный фототензометрический
зонд, применение которого способствовало профилак
тике интраоперационных осложнений [43]. Хирургическая
практика Авторы считают оптимальными сроками выполнения
данного оперативного вмешательства после завершения
курса бужирования спустя 3-6 месяцев (97% наблюде
ний). Невозможность бужирования, частые рецидивы
стриктуры или подозрение на малигнизацию на фоне
длительно существующей пептической стриктуры явля
лись показанием к резекции с внутриплевральной пла
стикой желудком (11%). В отделении эндоскопии Российского научного центра
хирургии им. акад. Б.В. Петровского РАМН имеют опыт
наблюдения и лечения 526 больных с рубцовыми суже
ниями пищевода, используя эндоскопические вмеша
тельства, из них 31% больных с пептическими стрик-
турами пищевода. Годжелло Э.А. и Ю.И. Галлингер счи
тают, что абсолютными показаниями к эндоскопическим
методам лечения рубцовых стриктур пищевода яв Аллахвердян А.С. [22] проанализировал результаты
лечения 310 больных с рубцовыми стриктурами пище
вода, среди них 151 больной с пептической стриктурой
пищевода. Автор описывает метод «блокирования» – это 18 Хирургическая
практика №2 (44), 2021 применяется в Краевой клинической больнице г. Читы. После использования данного метода у больных с пепти
ческими стриктурами были отмечены хорошие в 58%
случаев и удовлетворительные результаты – 11,8%, по
сравнению с больными, которые выполняли бужирова
ние сужения под рентген-контролем. Авторы отмечают,
что внутрипросветное эндоскопическое лечение с при
менением аргоновой плазмы сопровождается купирова
нием локального воспаления наряду со снижением
уровня противовоспалительных цитокинов, обладаю
щих хемоаттрактантным действием, и структурно-функ
циональным редепонированием. Проводили от 2 до
5 сеансов лечения, в среднем 2,8±0,5 [46, 47, 48, 49]. ляются: стенозы пищевода III-IV степени, высокая лока
лизация верхнего края сужения, большая протяжен
ность и извитой ход стриктуры, эксцентричное распо-
ложение входа в стриктуру, деформация супрастеноти
ческого расширения пищевода, двойные и множествен
ные сужения, стриктуры пищеводных анастомозов
любой локализации и любой степени выраженности. Применяли различные эндоскопические методы: бужи
рование по струне-направителю, баллонная гидродила
тация, рассечение рубца током высокой частоты,
инъекции лидазы и кортикостероидов в зону рубца (в
комбинации с дилатационными методиками), эндопро
тезирование пластиковыми трубчатыми стентами и в
одном наблюдении стентирование саморасправляю
щимся биодеградирующим стентом. Осложнения воз
никли у 5 (1%) из 514 больных: перфорация – у 4 (0,8%),
кровотечение – у 1 (0,2%). Ближайшие результаты были
отличными (14 мм и более) у 39,5%, хорошие (10-13 мм) –
у 21%. После окончания основного курса эндоскопиче
ского лечения были оперированы у 21% (из 514). Паци
ентам с пептическими стриктурами не выполнялось
стентирование. Многолетний опыт работы Э.А. Годжи
елло и Галлингера О.И. говорит о том, что при рубцовых
стриктурах пищевода эндоскопическое лечение будет
бесперспективным при невозможности проведения
через сужение бужа диаметром 9 мм [2]. Дробязгин Е.А. и Чикинев Ю.В. Хирургическая
практика [50] описывали на
блюдения и лечение пациентов после эзофагогастропла
стики у больных с пептической стриктурой и пост-
ожоговыми стриктурами пищевода, с рубцовым суже
нием пищевода после ушивания дефекта стенки, а также
больных с ахалазией пищевода IV стадии. Показанием к
оперативному лечению у данных пациентов была невоз
можность эндоскопического лечения или отсутствие эф
фекта от него в течение 4-6 месяцев. В послеопера-
ционном периоде у некоторых пациентов развился сте
ноз пищеводного анастомоза, критическими сроками
были первые 3 месяца и 1 год после вмешательства. Чаще
всего развивался стеноз пищеводного анастомоза у па
циентов, оперированных по поводу рубцового после
ожогового сужения пищевода. Коллеги из Российского научного центра хирургии
имени академика Б.В. Петровского (РНЦХ) имеют опыт на
блюдения и лечения 209 больнфых с рефлюкс-эзофагитом,
которым была выполнена фундопликациия по методитке
РНЦХ из лапаротомного и лапароскопического доступов. Среди них 47 пациентов с пептитческими стриктурами пи
щевода. Всем пациентам с выявленными пептическими
стриктурами пищевода в предоперационном периоде про
водились сеансы бужирования стриктуры. При анализе
ближайших результатов обычного и модифицированного
лапароскопических доступов и способов формирования
фундопликационной манжеты по методике РНЦХ показан
положительный результат у 95% больных. При анализе бли
жайших результатов оперативного лечения дисфагия на
блюдалась у 3,2% больных, при этом у 1% в предопе-
рационном периоде проводили бужирование по поводу
пептической стриктуры нижней трети пищевода. При эн
доскопическом исследовании отдаленных результатов лече
ния не было выявлено пептических стриктур пищевода [45]. По данным Орынбасар Н.Т. пациентам, у которых
имелся стенозирующий эзофагит в предоперационном
периоде выполнялось эндоскопическое бужирование пи
щевода. Во время выполнения лапароскопической фун
допликации формировали фундопликационную манже-
ту с использованием калибровочного зонда диаметром
12,0 мм. Бужирование пищевода было выполнено 9% па
циентов контрольной группы с пептическим стенози
рующим эзофагитом, и было выполнено под эндоско-
пическим контролем по струне-проводнику. Показанием
были стриктуры протяженностью более 3 мм [9]. Таким образом, большинство авторов считают, что
лечение больных с пептической стриктурой пищевода
должно быть разнонаправленным. Выводы Хирургическая
практика №2 (44), 2021 Gastrointestinal Endoscopy. 2019;12:1-12. https://doi.org/
10/1177/2631774519862134. Gastrointestinal Endoscopy. 2019;12:1-12. https://doi.org/
10/1177/2631774519862134. 2. Европейские и британские руководства рекомен
дуют использовать стентирование в лечении рефрактер
ных стриктур, при этом стент удаляют в течение 3х
месяцев, чтобы не возникло гипертрофии тканей. 5. Дурлештер В.М., Сиюхов Р.Ш., Щупляк С.В. Диаг
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роидную терапию, которая включает инъекцию 0,5 мл
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опыт наблюдения и лечения пациентов с пептическими
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J. Bergman Self-dilation for therapy-resistant benign esoph
ageal strictures: towards a systematic approach., 4 July 2017
/
Accepted:
3
January
2018. Surgical
Endoscopy
https://doi.org/10.1007/s00464-018-6037-z 7. Van Halsema Emo E., Chantal A. et Hoen, Patricia S. de Koning, Wilda D. Rosmolen, Jeanin E. van Hooft, Jacques
J. Bergman Self-dilation for therapy-resistant benign esoph
ageal strictures: towards a systematic approach., 4 July 2017
/
Accepted:
3
January
2018. Surgical
Endoscopy
https://doi.org/10.1007/s00464-018-6037-z 5. При неэффективности эндоскопического лечения
пептических стриктур пищевода выполняют антиреф
люксные операции в различных модификациях (по Нис
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The Mexican consensus on gastroesophageal reflux disease. Part II. F. Revista de Gastroenterologia de Mexico. 2013;78(4):231-
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scopic corticosteroid injections do not reduce dysphagia after
endoscopic dilation therapy in patients with benign esopha
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шков Д.В., Конанов Е.В. Пептическая стриктура пище
вода, диагностика и лечение. Эндоскопия желудка. 2014. [Ogloblin A.L., Fedotov E.L., Fedotov B.L., Pashkov D.V., Ko
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endoscopic intralesional triamcinolone injection for benign
esophageal strictures. Gastroenterol Res Pract. 2018;761:1-7. https://doi.org/10.1155/2018/7619298 34. Sami S.S., Haboubi H.N., Ang Y., Ph. Boger. UK guidelions on oesophageal dilatation in clinical practice. Additional material is published online only. To view
please visit the journal online. Gut 2018;67:1000–1023. https://doi.org/10.1136/gutjnl-2017-315414 34. Sami S.S., Haboubi H.N., Ang Y., Ph. Boger. UK guidelions on oesophageal dilatation in clinical practice. Additional material is published online only. To view
please visit the journal online. Gut 2018;67:1000–1023. https://doi.org/10.1136/gutjnl-2017-315414 41. Морошек А.А., Бурмистров М.В. Комплексный
подход в лечении пациентов с осложненными формами
гастроэзофагеальной рефлюксной болезни. Казанский
медицинский журнал. 2020;101(4):595-602. https://doi.org/ 22 Хирургическая
практика №2 (44), 2021 10.37882/2223-2966.2020.04.29. [Moroshek A.A., Burmistrov
M.V. Kompleksnyj podhod v lechenii pacientov s oslozhnen
nymi formami gastrojezofageal'noj refljuksnoj bolezni. Ka
zanskij medicinskij zhurnal. 2020;101(4):595-602. (In
Russian)] https://doi.org/10.37882/2223-2966.2020.04.29 10.37882/2223-2966.2020.04.29. [Moroshek A.A., Burmistrov
M.V. Kompleksnyj podhod v lechenii pacientov s oslozhnen
nymi formami gastrojezofageal'noj refljuksnoj bolezni. Ka
zanskij medicinskij zhurnal. 2020;101(4):595-602. (In
Russian)] https://doi.org/10.37882/2223-2966.2020.04.29 пищевода методом бужирования. Современные проблемы
науки и образования. 2016;2. https://doi.org/10.17116/hi
rurgia20161016-20. [Skazhutina T.V., Cepelev V.L. Rezul'taty
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stenozami pishhevoda metodom buzhirovanija. Sovremennye
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https://doi.org/10.17116/hirurgia20161016-20 пищевода методом бужирования. Современные проблемы
науки и образования. 2016;2. https://doi.org/10.17116/hi
rurgia20161016-20. [Skazhutina T.V., Cepelev V.L. Rezul'taty
lechenija pacientov s dobrokachestvennymi rubcovymi
stenozami pishhevoda metodom buzhirovanija. Sovremennye
problemy nauki i obrazovanija. 2016;2. (In Russian)]
https://doi.org/10.17116/hirurgia20161016-20 42. Морошек А.А., Бурмистров М.В., Иванов А.И.,
Сигал Е.И. Диагностические особенности и комплексное
патогенетическое лечение пептических стриктур пищевода. Вестник хирургической гастроэнтерологии. 2014;3-4:74-83. [Moroshek A.A., Burmistrov M.V., Ivanov A.I., Sigal E.I. Diagnosticheskie osobennosti i kompleksnoe patogenetiches
koe lechenie pepticheskih striktur pishhevoda. Vestnik hirur
gicheskoj gastrojenterologii. 2014;3-4:74-83 (In Russian)] 48. Скажутина Т.В., Цепелев В.Л. Диагностическая и
лечебная эндоскопия при гастроэзофагеальной рефлюкс
ной болезни и ее осложнениях. ЭНИ Забайкальский меди
цинский вестник. 2020;2:126-139. [Skazhutina T.V., Cepelev
V.L. Diagnosticheskaja i lechebnaja jendoskopija pri gastroje
zofageal'noj refljuksnoj bolezni i ee oslozhnenijah. JeNI Za
bajkal'skij medicinskij vestnik. 2020;2:126-139 (In Russian)] 43. Шарапов Т.Л., Бурмистров М.В., Сигал Е.И. Про
филактика осложнений при лапароскопических анти
рефлюксных
операциях. Эндоскопия
хирургия. 2012;3:9-14. [Sharapov T.L., Burmistrov M.V., Sigal E.I. Pro
filaktika oslozhnenij pri laparoskopicheskih antirefljuksnyh
operacijah. Jendoskopija hirurgija. 2012;3:9-14. (In Russian)] 49. Пензина О.Ж., Потхоева С.С., Суворова В.В. Це
пелев В.Л., Крюкова В.В. Распространенность эрозивного
эзофагита и пептических стриктур пищевода по данным
эндоскопических исследований. Материалы XVII меж
региональной научно-практической конференции сту
дентов и молодых ученых, посвященной 65-летию
Читинской государственной медицинской академии. Ме
дицина завтрашнего дня. 2018:93-94. [Penzina O.Zh., Pot
hoeva S.S., Suvorova V.V. Cepelev V.L., Krjukova V.V. Rasprostranennost' jerozivnogo jezofagita i pepticheskih
striktur pishhevoda po dannym jendoskopicheskih issledo
vanij. Materialy XVII mezhregional'noj nauchno-praktiches
koj
konferencii
studentov
i
molodyh
uchenyh,
posvjashhennoj 65-letiju Chitinskoj gosudarstvennoj medi
cinskoj akademii. Medicina zavtrashnego dnja. 2018:93-94 (In
Russian)] 44. Аллахвердян А.С., Мазурин В.С., Шестаковская
Е.Е., Титов А.Г. Лапароскопическая фундопликация в
профилактике рестенозов пептических стриктур пище
вода. Вестник Санкт-Петербурского университета. 2012;11(4):104-113. [Allahverdjan A.S., Mazurin V.S., Shes
takovskaja E.E., Titov A.G. Laparoskopicheskaja fundoplika
cija v profilaktike restenozov pepticheskih striktur
pishhevoda. Vestnik Sankt-Peterburskogo universiteta. 2012;11(4):104-113 (In Russian)] 45. Юрасов А.В., Шестаков А.Л., Битаров Т.Т., Сели
ванова И.М. Д л я ко р р е с пон де н ц и и Масликова Светлана Анатольевна – кафедра общей
хирургии, оперативной хирургии и топографической
анатомии АГМУ, проспект Ленина, д. 40, 656038,
Алтайский край, г. Барнаул, Российская Федерация;
maslikova18@mail.ru The authors declare no conflicts of interest. Хирургическая
практика №2 (44), 2021 Operative Surgery and Topographic Anatomy of the Altai
State Medical University, 40 Lenin Avenue, 656038, Altai
Krai, Barnaul, Russian Federation; maslikova18@mail.ru;
http://orcid.org/0000-0002-5542-9707 Operative Surgery and Topographic Anatomy of the Altai
State Medical University, 40 Lenin Avenue, 656038, Altai
Krai, Barnaul, Russian Federation; maslikova18@mail.ru;
http://orcid.org/0000-0002-5542-9707 Андреасян Армен Ромикович – к.м.н., доцент кафедры
общей хирургии, оперативной хирургии и топографической
анатомии Алтайского государственного медицинского уни
верситета, проспект Ленина, д. 40, 656038, Алтайский край,
г. Барнаул, Российская Федерация; andreasyanarm@rambler.ru;
http://orcid.org/0000-0003-3113-8734 Gayane I. Bagdasaryan – Assistant of the Department of
General Surgery, Operative Surgery and Topographic Anat
omy of the Altai State Medical University, Lenin Avenue, 40,
656038,
Altai
Krai,
Barnaul,
Russian
Federation;
ms.bag1973@mail.ru; http://orcid.org/0000-0001-8599-825X Масликова Светлана Анатольевна – к.м.н., доцент
кафедры общей хирургии, оперативной хирургии и то
пографической анатомии Алтайского государственного
медицинского университета, проспект Ленина, д. 40,
656038, Алтайский край, г. Барнаул, Российская Федерация;
maslikova18@mail.ru; http://orcid.org/0000-0002-5542-9707 Dmitry Yu. Shestakov – Assistant of the Department of
General Surgery, Operative Surgery and Topographic Anat
omy of the Altai State Medical University, 40 Lenin Avenue,
656038,
Altai
Krai,
Barnaul,
Russian
Federation;
shestago@gmail.com; http://orcid.org/0000-0001-9861-3697 Багдасарян Гаяне Игитовна – ассистент кафедры
общей хирургии, оперативной хирургии и топографиче
ской анатомии Алтайского государственного медицин
ского университета, проспект Ленина, д. 40, 656038,
Алтайский край, г. Барнаул, Российская Федерация;
ms.bag1973@mail.ru; http://orcid.org/0000-0001-8599-825X Багдасарян Гаяне Игитовна – ассистент кафедры
общей хирургии, оперативной хирургии и топографиче
ской анатомии Алтайского государственного медицин
ского университета, проспект Ленина, д. 40, 656038,
Алтайский край, г. Барнаул, Российская Федерация;
ms.bag1973@mail.ru; http://orcid.org/0000-0001-8599-825X Св едения о б а втор а х Ганков Виктор Анатольевич – д.м.н., профессор ка
федры общей хирургии, оперативной хирургии и топо
графической анатомии Алтайского государственного
медицинского университета, проспект Ленина, д. 40, 656038,
Алтайский край, г. Барнаул, Российская Федерация;
viktorgankov@yandex.ru; http://orcid.org/0000-0001-9314-7180 47. Скажутина Т.В., Цепелев В.Л. Результаты лечения
пациентов с доброкачественными рубцовыми стенозами 23 For cor resp ondence Svetlana A. Maslikova – Department of General Surgery,
Operative Surgery and Topographic Anatomy, ASMU, 40
Lenin Avenue, 656038, Altai Krai, Barnaul, Russian Feder
ation; maslikova18@mail.ru Шестаков Дмитрий Юрьевич - ассистент кафедры
общей хирургии, оперативной хирургии и топографиче
ской анатомии Алтайского государственного медицин
ского университета, проспект Ленина, д. 40, 656038,
Алтайский край, г. Барнаул, Российская Федерация;
shestago@gmail.com; http://orcid.org/0000-0001-9861-3697 In for mat i on ab out aut hors Viktor A. Gankov – MD, Professor of the Department of
General Surgery, Operative Surgery and Topographic Anatomy
of the Altai State Medical University, 40 Lenin Avenue, 656038,
Altai Krai, Barnaul, Russian Federation; viktorgankov@yandex.ru;
http://orcid.org/0000-0001-9314-7180. Armen R. Andreasyan – PhD, Associate Professor
of the Department of General Surgery, Operative Surgery
and Topographic Anatomy of the Altai State Medical
University, 40 Lenin Avenue, 656038, Altai Krai, Barnaul,
Russian
Federation;
andreasyanarm@rambler.ru;
http://orcid.org/0000-0003-3113-8734 Svetlana A. Maslikova – Candidate of Medical Sciences,
Associate Professor of the Department of General Surgery, Svetlana A. Maslikova – Candidate of Medical Sciences,
Associate Professor of the Department of General Surgery, 24
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https://openalex.org/W4391176631
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https://www.degruyter.com/document/doi/10.1515/dema-2023-0125/pdf
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English
| null |
Solutions of a coupled system of hybrid boundary value problems with Riesz-Caputo derivative
|
Demonstratio Mathematica
| 2,024
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cc-by
| 20,017
|
Dehong Ji, Shiqiu Fu, and Yitao Yang*
Solutions of a coupled system of hybrid
boundary value problems with Riesz-Caputo
derivative https://doi.org/10.1515/dema-2023-0125
received March 6, 2023; accepted October 6, 2023 Abstract: Riesz-Caputo fractional derivative refers to a fractional derivative that reflects both the past and the
future memory effects. This study gives sufficient conditions for the existence of solutions for a coupled system
of fractional order hybrid differential equations involving the Riesz-Caputo fractional derivative. For this
motive, the results are obtained via classical results due to Dhage. Keywords: fixed point theorem, coupled system of hybrid boundary value problems, existence of solutions,
Riesz-Caputo fractional derivative MSC 2020: 34A08, 34A12 MSC 2020: 34A08, 34A12 Dehong Ji: School of Science, Tianjin University of Technology, Tianjin 300384, China
Shiqiu Fu: School of Mathematical Sciences, Jiangsu University, Zhenjiang, Jiangsu 212013, China
* Corresponding author: Yitao Yang, School of Science, Tianjin University of Technology, Tianjin 300384, China,
e-mail: yitaoyangqf@163.com Dehong Ji: School of Science, Tianjin University of Technology, Tianjin 300384, China
Shiqiu Fu: School of Mathematical Sciences, Jiangsu University, Zhenjiang, Jiangsu 212013, China
* Corresponding author: Yitao Yang, School of Science, Tianjin University of Technology, Tianjin 300384, China,
e-mail: yitaoyangqf@163.com
Open Access. © 2024 the author(s), published by De Gruyter.
This work is licensed under the Creative Commons Attribution 4.0
International License. Open Access. © 2024 the author(s), published by De Gruyter.
This work is licensed under the Creative Commons Attribution 4.0
International License. Demonstratio Mathematica 2024; 57: 20230125 Houas [21] studied the results for the coupled hybrid system that contains integral boundary conditions as
follows: ( )
(
( )
( ))
(
( )
( ))
[
]
(
)
⎜
⎟
⎛
⎝
⎞
⎠
=
∈
∈
D
u t
g t u t
u t
f t u t
u t
t
α
,
,
,
,
,
0, 1 ,
0, 1 ,
α
1
1
1
2
1
1
2
1
1
( )
(
( )
( ))
(
( )
( ))
[
]
(
)
⎜
⎟
⎛
⎝
⎞
⎠
=
∈
∈
D
u t
g t u t
u t
f t u t
u t
t
α
,
,
,
,
,
0, 1 ,
0, 1 ,
α
2
2
1
2
2
1
2
1
2 ( )
( )
( )
(
)
∫
=
∈
u
A s u s
s
θ
0
d ,
0, 1 ,
θ
1
0
1
1
1
1
( )
( )
( )
(
)
∫
=
∈
u
A s u s
s
θ
0
d ,
0, 1 ,
θ
2
0
2
2
2
2 ( )
( )
( )
(
)
∫
=
∈
u
A s u s
s
θ
0
d ,
0, 1 ,
θ
2
0
2
2
2
2 where
(
)
=
D
i
1, 2
αi
stands for the Caputo’s derivative. where
(
)
=
D
i
1, 2
αi
stands for the Caputo’s derivative. Derbazi et al. [22] considered the solutions for the fractional boundary value problem as follows: where
(
)
=
D
i
1, 2
αi
stands for the Caputo’s derivative. where
(
)
=
D
i
1, 2
αi
stands for the Caputo’s derivative. Derbazi et al. [22] considered the solutions for the fractional boundary value problem as follows: where
(
)
=
D
i
1, 2
αi
stands for the Caputo’s derivative. Derbazi et al. [22] considered the solutions for the bazi et al. 1 Introduction The fractional differential equations have become a significant field of investigation due to their frequent use
in biophysics, economics, chemistry, mechanics, control theory, image processing and signal, etc. [1–3]. Recently, existence theory of solutions to initial and boundary value problems for fractional system has
received considerable attention from many researchers [4–11]. As is known to all, Riesz-Caputo derivative refers to a fractional derivative that reflects both the future and
the past memory effects; consequently, the Riesz fractional operator plays an important role in characterizing
anomalous diffusion, owing to successful applications to subdiffusive, superdiffusive, and evolution problems. Space fractional quantum mechanics is a natural generalization of standard quantum mechanics, which arises
when the Brownian trajectories in Feynman path integrals are replaced by Levy flights. The classical Levy
flight is a stochastic processes, which in one dimension, is described by a jump length probability density
function. The position space representation of the αth power of the momentum operator is given by: ⟨∣
∣⟩
( )
= −
∣∣
x P ψ
h D ψ x
ˆ
,
α
α
x
α where
∣∣
D x
α is the Riesz fractional derivative operator of order α. The Riesz fractional derivative is regarded as
an effective tool for studying nonlocal and memory effects in physics, engineering, and applied sciences. Therefore, many scholars are engaged in the study of the solutions of differential equations with the Riesz
fractional derivative. Many works carried out so far discuss the numerical solutions of diffusion equations,
which contain the Riesz derivative, and fractional variational problems, which contain the Riesz-Caputo
derivative, and only a few works report on the existence results of fractional boundary value problems, which
contain the Riesz-Caputo derivative. [22] considered the solutions for the fractional boundary value problem as follows: ( )
(
( ))
(
( ))
(
( ))
[
]
⎡
⎣⎢
−
⎤
⎦⎥=
<
≤
∈
=
+
D
x t
f t x t
g t x t
h t x t
α
t
J
T
,
,
,
,
1
2,
0,
,
α
C
0
( )
(
( ))
(
( ))
( )
(
( ))
(
( ))
⎡
⎣⎢
−
⎤
⎦⎥
+
⎡
⎣⎢
−
⎤
⎦⎥
=
=
=
a x t
f t x t
g t x t
b x t
f t x t
g t x t
λ
,
,
,
,
,
t
t T
1
0
1
1
( )
(
( ))
(
( ))
( )
(
( ))
(
( ))
⎡
⎣⎢
−
⎤
⎦⎥
+
⎡
⎣⎢
−
⎤
⎦⎥
=
<
<
=
=
+
+
a D
x t
f t x t
g t x t
b D
x t
f t x t
g t x t
λ
η
T
,
,
,
,
,
0
,
β
C
t η
β
C
t T
2
0
2
0
2 where
+
D
C
α
0 and
+
D β
C
0 stand for the Caputo fractional derivative. Recently, Baleanu et al. [23] discussed the hybrid fractional where
+
D
C
α
0 and
+
D β
C
0 stand for the Caputo fractional derivative. Recently, Baleanu et al. [23] discussed the hybrid fractional coupled system as follows: where
+
D
C
α
0 and
+
D β
C
0 stand for the Caputo fractional derivative. Recently, Baleanu et al. 2
Dehong Ji et al. 2
Dehong Ji et al. [23] discussed the hybrid fractional coupled system as follows: ( )
(
( )
( ))
(
( )
( ))
(
]
⎜
⎟
⎛
⎝
⎞
⎠= −
∈
D
x t
H t x t
z t
K t x t
z t
ω
,
,
,
,
,
2, 3 ,
ω
1
( )
(
( )
( ))
(
( )
( ))
(
]
⎜
⎟
⎛
⎝
⎞
⎠= −
∈
D
z t
g t x t
z t
K t x t
z t
ε
,
,
,
,
,
2, 3 ,
ε
2
( )
(
( )
( ))
( )
(
( )
( ))
( )
( )
⎜
⎟
=
⎛
⎝
⎞
⎠
=
=
=
=
x t
H t x t
z t
D
x t
H t x t
z t
x
,
,
0,
,
,
0,
0
0,
t
μ
t δ
1
2
1
( )
(
( )
( ))
( )
(
( )
( ))
( )
( )
⎜
⎟
=
⎛
⎝
⎞
⎠
=
=
=
=
z t
g t x t
z t
D
z t
g t x t
z t
x
,
,
0,
,
,
0,
0
0,
t
ν
t δ
1
2
2 ( )
(
( )
( ))
( )
(
( )
( ))
( )
( )
⎜
⎟
=
⎛
⎝
⎞
⎠
=
=
=
=
x t
H t x t
z t
D
x t
H t x t
z t
x
,
,
0,
,
,
0,
0
0,
t
μ
t δ
1
2
1
( )
(
( )
( ))
( )
(
( )
( ))
( )
( )
⎜
⎟
=
⎛
⎝
⎞
⎠
=
=
=
=
z t
g t x t
z t
D
z t
g t x t
z t
x
,
,
0,
,
,
0,
0
0,
t
ν
t δ
1
2
2 where D
D
D
,
,
ω
ε
μ, and Dν stand for the Caputo’s fractional derivative. where D
D
D
,
,
ω
ε
μ, and Dν stand for the Caputo’s fractional derivative. Gu et al. [12] discussed a new class of differential equations that contains the Riesz-Caputo fractional
derivative: Gu et al. [12] discussed a new class of differential equations that contains the Riesz-Caputo fractional
derivative: ( )
(
( ))
[
]
=
∈
<
≤
D x ξ
h ξ x ξ
ξ
α
,
,
0, 1 ,
0
1,
α
RC
1
0
( )
( )
=
=
x
x
x
x
0
,
1
. 0
1 ( )
( )
=
=
x
x
x
x
0
,
1
. 0
1 On the other hand, hybrid differential equation is a class of dynamical systems with quadratic perturba-
tion. Nowadays, due to the wide range of application of hybrid differential equations in several areas of real-
life problems, more researchers began to study the existence of solutions for hybrid differential equations with
different perturbations (readers can refer to [13–20]). where
<
≤
<
≤
≤
≤
γ
ν
t
D
0
1,
0
1,
0
1,
γ
RC
1
0
, and
Dν
RC
1
0
are Riesz-Caputo’s fractional derivative of orders
([
]
)
([
]
{ })
∈
×
∈
×
γ ν f
f
h h
C
R
R
g g
C
R
R
, ,
,
,
,
0, 1
,
,
,
0, 1
,
\ 0
1
2
1
2
2
1
2
2
and a a b
,
,
1
2
1, and b2 are the real constants. We
will use “Dhage’s fixed point theorem” to find the sufficient conditions for the existence of solutions. This is the
first time for us to present the existence of solutions of Systems (1)–(4). Solutions of a system of hybrid fractional boundary value problems
3 3 By virtue of the aforementioned documents, in this work, the authors present the solutions for the hybrid
fractional coupled system that contains the Riesz-Caputo derivative as follows: By virtue of the aforementioned documents, in this work, the authors present the solutions for the hybrid
fractional coupled system that contains the Riesz-Caputo derivative as follows: ( )
(
( )
( ))
(
( )
( ))
(
( )
( ))
⎜
⎟
⎛
⎝
−
⎞
⎠
=
<
≤
D
x t
f t x t
y t
g t x t
y t
h t x t
y t
γ
,
,
,
,
,
,
,
0
1,
γ
RC
1
0
1
1
1
(1)
( )
(
( )
( ))
(
( )
( ))
(
( )
( ))
⎜
⎟
⎛
⎝
−
⎞
⎠
=
<
≤
D
y t
f t x t
y t
g t x t
y t
h t x t
y t
ν
,
,
,
,
,
,
,
0
1,
ν
RC
1
0
2
2
2
(2) (1) (2) ( )
( )
=
=
x
a
x
b
0
,
1
,
1
1
(3)
( )
( )
=
=
y
a
y
b
0
,
1
,
2
2
(4) (3) (3)
(4) (4) where
<
≤
<
≤
≤
≤
γ
ν
t
D
0
1,
0
1,
0
1,
γ
RC
1
0
, and
Dν
RC
1
0
are Riesz-Caputo’s fractional derivative of orders
([
]
)
([
]
{ })
∈
×
∈
×
γ ν f
f
h h
C
R
R
g g
C
R
R
, ,
,
,
,
0, 1
,
,
,
0, 1
,
\ 0
1
2
1
2
2
1
2
2
and a a b
,
,
1
2
1, and b2 are the real constants. We
will use “Dhage’s fixed point theorem” to find the sufficient conditions for the existence of solutions. This is the
first time for us to present the existence of solutions of Systems (1)–(4). 2 Some lemmas Suppose
−
<
≤
∈
n
α
n n
N
1
,
for
>
α
0, and
[ ]
=
n
ω and [ ]⋅stands for the ceiling of a number. Definition 2.1. [24] The Riesz-Caputo fractional derivative for a function
( )
≤
≤
x t
t
T
, 0
, can be written as
follows: ( )
(
)
( )
∣
∣
(
)
( )
( )
∫
(
)
=
−
−
=
+ −
+ −
D x t
n
α
x
u
t
u
u
D
t D
x t
1
Γ
d
1
2
1
,
T
α
RC
T
n
α
n
t
α
C
n C
T
α
0
0
1
0 ( )
(
)
( )
∣
∣
(
)
( )
( )
∫
(
)
=
−
−
=
+ −
+ −
D x t
n
α
x
u
t
u
u
D
t D
x t
1
Γ
d
1
2
1
,
T
α
RC
T
n
α
n
t
α
C
n C
T
α
0
0
1
0 where Dt
α
C
0
is the left Caputo derivative and DT
α
C
t
is the right Caputo derivatives ( )
(
)
( )
(
)
( )
∫
=
−
−
+ −
D x t
n
α
x
u
t
u
u
1
Γ
d
t
α
C
t
n
α
n
0
0
1 ( )
(
)
( )
(
)
( )
∫
=
−
−
+ −
D x t
n
α
x
u
t
u
u
1
Γ
d
t
α
C
t
n
α
n
0
0
1 and and and ( )
(
)
(
)
( )
(
)
( )
∫
=
−
−
−
+ −
t D x t
n
α
x
u
u
t
u
1
Γ
d . C
T
α
n
t
T
n
α
n
1 ( )
(
)
(
)
( )
(
)
( )
∫
=
−
−
−
+ −
t D x t
n
α
x
u
u
t
u
1
Γ
d . where D
D
D
,
,
ω
ε
μ, and Dν stand for the Caputo’s fractional derivative. From the aforementioned equations, thus we have [25] Let S be a closed convex, bounded, and nonempty subset of a Banach algebra E, and let
→
A C
E
E
,
:
and
→
B
S
E
:
be three operators such that
(a) A and C are Lipschitzian with Lipschitz constants δ and ρ, respectively,
(b) B is compact and continuous,
(c)
=
+
⇒
∈
x
AxBy
Cx
x
S for all
∈
y
S,
(d)
+
<
δM
ρ
1, where
‖ ( )‖
=
M
B S
. Lemma 2.2. [25] Let S be a closed convex, bounded, and nonempty subset of a Banach algebra E, and let
→
A C
E
E
,
:
and
→
B
S
E
:
be three operators such that p
(a) A and C are Lipschitzian with Lipschitz constants δ and ρ, respectively, Then, there is a solution for the operator equation
+
=
AxBx
Cx
x in S. Then, there is a solution for the operator equation
+
=
AxBx
Cx
x in S. 2 Some lemmas C
T
α
n
t
T
n
α
n
1 Particularly, for
( )
(
)
∈
x t
C
T
0,
, then Particularly, for
( )
(
)
∈
x t
C
T
0,
, then ( )
(
) ( )
=
−
D x t
D
D
x t
1
2
,
T
α
RC
t
α
C
t
C
T
α
0
0 ( )
(
) ( )
=
−
D x t
D
D
x t
1
2
,
T
α
RC
t
α
C
t
C
T
α
0
0 if
<
≤
α
0
1. if
<
≤
α
0
1. Definition 2.2. [24] The right, left, and fractional Riemann-Liouville integrals of order α can be written as
follows: ( )
( ) (
)
( )
∫
=
−
−
I x t
α
u
t
x u
u
1
Γ
d ,
T
α
t
t
T
α 1 4
Dehong Ji et al. 4
Dehong Ji et al. ( )
( ) (
)
( )
∫
=
−
−
I x t
α
t
u
x u
u
1
Γ
d ,
t
α
t
α
0
0
1
( )
( ) ∣
∣
( )
∫
=
−
−
I x t
α
u
t
x u
u
1
Γ
d . T
α
T
α
0
0
1 ( )
( ) (
)
( )
∫
=
−
−
I x t
α
t
u
x u
u
1
Γ
d ,
t
α
t
α
0
0
1
( )
( ) ∣
∣
( )
∫
=
−
−
I x t
α
u
t
x u
u
1
Γ
d . T
α
T
α
0
0
1 Lemma 2.1. [24] Let
( )
[
]
∈
x t
C
T
0,
,
n
we have Lemma 2.1. [24] Let
( )
[
]
∈
x t
C
T
0,
,
n
we have ( )
( )
( )(
)
( )
∑
=
−
−
=
−
I
D x t
x t
x
l
t
0
! 2 Some lemmas 0
t
α C
t
α
l
n
l
l
0
0
0
1 ( )
( )
( )(
)
( )
∑
=
−
−
=
−
I
D x t
x t
x
l
t
0
! 0
t
α C
t
α
l
n
l
l
0
0
0
1 and
( )
(
)
( )
(
)
( ) (
)
( )
∑
= −
⎡
⎣⎢
−
−
−
⎤
⎦⎥
=
−
I
D x t
x t
x
T
l
T
t
1
1
! . T t
α C
t
T
α
n
l
n
l
l
l
0
1 and ( )
(
)
( )
(
)
( ) (
)
( )
∑
= −
⎡
⎣⎢
−
−
−
⎤
⎦⎥
=
−
I
D x t
x t
x
T
l
T
t
1
1
! . T t
α C
t
T
α
n
l
n
l
l
l
0
1 From the aforementioned equations, thus we have From the aforementioned equations, thus we have From the aforementioned equations, thus we have From the aforementioned equations, thus we have ( )
( )
(
)
( )
(
)
( )
(
)
(
)
(
)
=
+
+ −
+
=
+ −
I
D x t
I
D
I
D
x t
I
D
I
D
x t
I
D
I
D
x t
1
2
1
1
2
1
2
1
. T
α RC
T
α
t
α C
t
α
t
T
αC
t
α
n
t t
α C
T
α
T t
α C
t
T
α
t
α C
t
α
n
T t
α C
t
T
α
0
0
0
0
0
0
0
0 Particularly, for
( )
(
)
∈
x t
C
T
0,
, then Particularly, for
( )
(
)
∈
x t
C
T
0,
, then Particularly, for
( )
(
)
∈
x t
C
T
0,
, then ( )
( )
( ( )
( ))
=
−
+
I
D x t
x t
x
x T
1
2
0
,
T
αRC
T
α
0
0
(5) ( )
( )
( ( )
( ))
=
−
+
I
D x t
x t
x
x T
1
2
0
,
T
αRC
T
α
0
0
(5) ( )
( )
( ( )
( ))
=
−
+
I
D x t
x t
x
x T
1
2
0
,
T
αRC
T
α
0
0 (5) if
<
≤
α
0
1. if
<
≤
α
0
1. if
<
≤
α
0
1. Lemma 2.2. [25] Let S be a closed convex, bounded, and nonempty subset of a Banach algebra E, and let
→
A C
E
E
,
:
and
→
B
S
E
:
be three operators such that
(a) A and C are Lipschitzian with Lipschitz constants δ and ρ, respectively,
(b) B is compact and continuous,
(c)
=
+
⇒
∈
x
AxBy
Cx
x
S for all
∈
y
S Lemma 2.2. Lemma 3.1. Let
[
]
∈
h
C 0, 1 . Then, the equation ( )
(
( ) ( ))
(
)
(
)
(
)
(
)
( ) (
)
( )
∫
=
⎡
⎣
⎢
−
+
−
+
−
−
x t
g t x t y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s
s
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
d
t
γ
1
1
2
1
2
1
1
2
1
2
0
1 ( )
(
( ) ( ))
(
)
(
)
(
)
(
)
( ) (
)
( )
(
)
( )
(
( )
( ))
∫
∫
=
⎡
⎣
⎢
−
+
−
+
−
+
−
⎤
⎥+
−
−
x t
g t x t y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s
s
s
t
h s
s
f t x t
y t
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
d
1
d
t
γ
γ
1
1
2
1
2
1
1
2
1
2
0
1
1
1 (
)
(
)
( )
( ) (
)
( )
(
( )
( ))
∫
∫
⎣
⎢
+
−
⎤
⎦
⎥+
−
g
a a
g
b
b
γ
γ
s
t
h s
s
f t x t
y t
2
0,
,
2
1,
,
Γ
1
Γ
d
,
,
t
γ
1
2
1
2
0
1
1
(6) (6) (
)
(
)
( )
∫
⎣
⎤
g
g
γ
1
0
1
( ( ) (
)
( )
(
( )
( ))
∫
+
−
⎤
⎦
⎥+
−
γ
s
t
h s
s
f t x t
y t
1
Γ
d
,
,
t
γ
1
1 is the solution of the boundary value problem: ( )
(
( )
( ))
(
( )
( ))
( )
⎜
⎟
⎛
⎝
−
⎞
⎠=
<
≤
D
x t
f t x t
y t
g t x t
y t
h t
γ
,
,
,
,
,
0
1,
γ
RC
1
0
(7)
( )
( )
=
=
x
a
x
b
0
,
1
,
1
1
(8)
( )
( )
=
=
y
a
y
b
0
,
1
. γ
0
1
1
1
2
1
2
1
1
2
1
2 Consequently, we find that Consequently, we find that Consequently, we find that
( )
(
( )
( ))
(
( )
( ))
(
)
(
)
(
)
(
)
−
=
−
+
−
x t
f t x t
y t
g t
t
t
a
f
a a
g
b
f
b
b
g
b
b
,
,
1
2
0,
,
0
1
2
1,
,
1
1
1
2
1
1
2 ( )
(
( )
( ))
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
( )
( )
(
)
( )
∫
∫
−
=
−
+
−
+
−
+
−
−
−
x t
f t x t
y t
g t x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s
s
γ
s
t
h s
s
,
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
d
1
Γ
d . t
γ
t
γ
1
1
2
1
2
1
1
2
1
2
0
1
1
1 lds. □ Therefore, (6) holds. □ Therefore, (6) holds. Define the operator T mapping E to E Define the operator T mapping E to E Define the operator T mapping E to E Define the operator T mapping E to E Define the operator T mapping E to E g
(
)( )
( (
)( )
(
)( ))
=
T x y t
T x y t
T x y t
,
,
,
,
,
1
2
(10) (
)( )
( (
)( )
(
)( ))
=
T x y t
T x y t
T x y t
,
,
,
,
,
1
2
(10) (
)( )
( (
)( )
(
)( ))
=
T x y t
T x y t
T x y t
,
,
,
,
,
1
2
(10) (10) where (
)( )
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
( )
( ))
∫
∫
=
⎡
⎣
⎢
−
+
−
+
−
+
−
⎤
⎦
⎥+
−
−
T x y t
g t x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
f t x t
y t
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
,
,
t
γ
t
γ
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1
1
1 1
1
(11)
(
)( )
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
( )
( ))
∫
∫
=
⎡
⎣
⎢
−
+
−
+
−
+
−
⎤
⎦
⎥+
−
−
T x y t
g t x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
f t x t
y t
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
,
. t
ν
t
ν
2
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1 2
1
1 2
2
(12) )( )
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
∫
=
⎡
⎣
⎢
−
+
−
+
−
−
y t
g t x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
t
γ
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1 (
)( )
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
∫
=
⎡
⎣
⎢
−
+
−
+
−
⎤
−
T x y t
g t x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
t
γ
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1
1
(11) (
)( )
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
( )
( ))
∫
∫
=
⎡
⎣
⎢
−
+
−
+
−
+
−
⎤
⎦
⎥+
−
−
T x y t
g t x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
f t x t
y t
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
,
,
t
γ
t
γ
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1
1
1 1
1
(11) (11) (11) (
)( )
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
( )
( ))
∫
∫
=
⎡
⎣
⎢
−
+
−
+
−
+
−
⎤
⎦
⎥+
−
−
T x y t
g t x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
f t x t
y t
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
,
. 2
2
(9) ( )
(
( )
( ))
(
( )
( ))
( )
⎜
⎟
⎛
⎝
−
⎞
⎠=
<
≤
D
x t
f t x t
y t
g t x t
y t
h t
γ
,
,
,
,
,
0
1,
γ
RC
1
0
(7) (9) Proof. Integrating on both sides of equation (7) and considering (5), (8), and (9), we obtain Proof. Integrating on both sides of equation (7) and considering (5), (8), and (9), we obtain
( )
(
( )
( ))
( )
(
)
(
)
−
=
+
−
+
−
x t
f t x t
y t
I h t
a
f
a a
b
f
b
b
,
,
1
0,
,
1
1,
,
. γ
0
1
1
1
2
1
1
2 Proof. Integrating on both sides of equation (7) and considering (5), (8), and (9), we obtain ( )
(
( )
( ))
(
( )
( ))
( )
(
)
(
)
(
)
(
)
−
=
+
−
+
−
x t
f t x t
y t
g t x t
y t
I h t
a
f
a a
g
a a
b
f
b
b
g
b
b
,
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
. g
yp
y
(
)
H1
[
] ×
→
f
f
h h
R
R
,
,
,
:
0, 1
1
2
1
2
2
and
[
]
{ }
×
→
g g
R
R
,
:
0, 1
\ 0
1
2
2
are continuous functions; 3 Main results The Banach space
[
]
C 0, 1 is recorded as X. The norm is defined as follows: ‖ ‖
∣( )∣
[
]
=
∈
x
x t
max
. t
0,1
Under the
following norm definition ‖(
)‖
‖ ‖
‖ ‖
=
+
x y
x
y
,
, we have
=
×
E
X
X, which is a Banach space. Definition 3.1. [26] If there is a constant
>
μ
0 that satisfies ‖ (
)
(
)‖
(‖
‖
‖
‖)
−
≤
−
+
−
F w z
F w z
μ
w
w
z
z
,
¯, ¯
¯
¯ for all (
) (
) ∈
w z
w z
E
,
,
¯, ¯
, we call
→
F
E
E
:
as μ-Lipschitz. Moreover, if
<
μ
1, we call F as a strict contraction. Solutions of a system of hybrid fractional boundary value problems
5 Solutions of a system of hybrid fractional boundary value problems
5 Solutions of a system of hybrid fractional boundary value problems
5 Solutions of a system of hybrid fractional boundary value problems
5 t
2
0,1
2 and
‖
‖
‖
‖
+
<
ϕ
ϕ
Λ
1
0
1
2,
‖
‖
‖
‖
+
<
ϕ
ϕ
Λ
1
0
1
2,
∣(
)∣
[
]
=
∈
f
f t
sup
, 0, 0
t
1
0,1
1
,
∣(
)∣
[
]
=
∈
f
f t
sup
, 0, 0
t
2
0,1
2
,
∣(
)∣
[
]
=
∈
g
g t
sup
, 0, 0
t
1
0,1
1
,
∣(
)∣
[
]
=
∈
g
g t
sup
, 0, 0 . t
2
0,1
2 Theorem 3.2. Problems (1)–(4) have a solution, if Conditions (H1)–(H4) are true. Proof. Let ∣(
)
(
)∣
( )[∣
∣
∣
∣]
−
≤
−
+
−
f t x y
f t x y
ϕ t
x
x
y
y
, ,
, ¯, ¯
¯
¯
,
2
2
0
(14)
∣(
)
(
)∣
( )[∣
∣
∣
∣]
−
≤
−
+
−
g t x y
g t x y
ϕ t
x
x
y
y
, ,
, ¯, ¯
¯
¯
,
1
1
1
(15)
∣(
)
(
)∣
( )[∣
∣
∣
∣]
−
≤
−
+
−
g t x y
g t x y
ϕ t
x
x
y
y
, ,
, ¯, ¯
¯
¯
,
2
2
1
(16) (16) for all
[
]
∈
t
x x y
0, 1 , , ¯, , and y¯ are the elements in R; for all
[
]
∈
t
x x y
0, 1 , , ¯, , and y¯ are the elements in R; for all
[
]
∈
t
x x y
0, 1 , ,
, , and y are the elements in R;
(
)
H3 Functions
(
)
∈
∞
+
p p
L
J R
,
,
1
2
and four continuous nondecreasing functions
[
)
(
)
∞→
∞
ψ ψ ξ ξ
,
,
,
: 0,
0,
1
2
1
2
i f [
]
y
y
(
)
H3 Functions
(
)
∈
∞
+
p p
L
J R
,
,
1
2
and four continuous nondecreasing functions
[
)
(
)
∞→
∞
ψ ψ ξ ξ
,
,
,
: 0,
0,
1
2
1
2
satisfy unctions
(
)
∈
∞
+
p p
L
J R
,
,
1
2
and four continuous nondecreasing functions
[
)
(
)
∞→
∞
ψ ψ ξ ξ
,
,
,
: 0,
0,
1
2
1
2 (
)
H3 Functions
(
)
∈
∞
+
p p
L
J R
,
,
1
2
and four continuous nondecreasing functions
[
)
(
)
∞→
∞
ψ ψ ξ ξ
,
,
,
: 0,
0,
1
2
1
2
satisfy ∣
(
)∣
( )
(∣∣) (∣∣)
≤
h t x y
p t ψ
x ξ
y
, ,
,
1
1
1
1
(17)
∣
(
)∣
( )
(∣∣) (∣∣)
≤
h t x y
p t ψ
x ξ
y
, ,
,
2
2
2
2
(18) ∣
(
)∣
( )
(∣∣) (∣∣)
≤
h t x y
p t ψ
x ξ
y
, ,
,
1
1
1
1
(17)
∣
(
)∣
( )
(∣∣) (∣∣)
≤
h t x y
p t ψ
x ξ
y
, ,
,
2
2
2
2
(18) ∣
(
)∣
( )
(∣∣) (∣∣)
≤
h t x y
p t ψ
x ξ
y
, ,
,
1
1
1
1
(17)
∣
(
)∣
( )
(∣∣) (∣∣)
≤
h t x y
p t ψ
x ξ
y
, ,
,
2
2
2
2
(18) (17) for all
[
]
∈
t
x
0, 1 ,
and y are the elements in R;
(
)
H4 The positive number r satisfies ‖
‖
‖
‖
‖
‖
‖
‖
⎜
⎟
−
⎛
⎝
+
−
−
+
+
−
−
⎞
⎠
<
ρ
g
f
ϕ
ϕ
g
f
ϕ
ϕ
r
1
1
Λ
1
Λ
Λ
1
Λ
,
1
1
1
0
2
2
1
0
(19) ‖
‖
‖
‖
‖
‖
‖
‖
⎜
⎟
−
⎛
⎝
+
−
−
+
+
−
−
⎞
⎠
<
ρ
g
f
ϕ
ϕ
g
f
ϕ
ϕ
r
1
1
Λ
1
Λ
Λ
1
Λ
,
1
1
1
0
2
2
1
0
(19)
where (19) ‖
‖
‖
‖
‖
‖
‖
‖
−
⎝
−
−
−
−
⎠
ρ
ϕ
ϕ
ϕ
ϕ
1
1
Λ
1
Λ
1
0
1
0
where where ‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
=
⎧⎨⎩
+
−
−
+
−
−
⎫⎬⎭
ρ
ϕ
ϕ
ϕ
ϕ
ϕ
ϕ
ϕ
ϕ
max
Λ
1
Λ
,
Λ
1
Λ
,
1
0
1
0
1
0
1
0
(20)
(
)
(
)
(
)
(
)
( ) ( )‖
‖
(
)
(
)
(
)
(
)
(
)
( ) ( )‖
‖
(
)
=
−
+
−
+
+
+
−
+
−
+
+
a
f
a a
g
a a
b
f
b
b
g
b
b
ψ r ξ r
p
γ
a
f
a a
g
a a
b
f
b
b
g
b
b
ψ r ξ r
p
ν
Λ
1
2
0,
,
0,
,
1
2
1,
,
1,
,
2
Γ
1
1
2
0,
,
0,
,
1
2
1,
,
1,
,
2
Γ
1
,
1
1
1
2
1
1
2
1
1
1
2
1
1
2
1
1
1
2
2
1
2
2
1
2
2
2
1
2
2
1
2
2
2
2
(21)
1
1 ‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
‖
=
⎧⎨⎩
+
−
−
+
−
−
⎫⎬⎭
ρ
ϕ
ϕ
ϕ
ϕ
ϕ
ϕ
ϕ
ϕ
max
Λ
1
Λ
,
Λ
1
Λ
,
1
0
1
0
1
0
1
0
(20) (20) (
)
(
)
(
)
(
)
( ) ( )‖
‖
(
)
(
)
(
)
(
)
(
)
( ) ( )‖
‖
(
)
=
−
+
−
+
+
+
−
+
−
+
+
a
f
a a
g
a a
b
f
b
b
g
b
b
ψ r ξ r
p
γ
a
f
a a
g
a a
b
f
b
b
g
b
b
ψ r ξ r
p
ν
Λ
1
2
0,
,
0,
,
1
2
1,
,
1,
,
2
Γ
1
1
2
0,
,
0,
,
1
2
1,
,
1,
,
2
Γ
1
,
1
1
1
2
1
1
2
1
1
1
2
1
1
2
1
1
1
2
2
1
2
2
1
2
2
2
1
2
2
1
2
2
2
2
(21) (21) and
‖
‖
‖
‖
+
<
ϕ
ϕ
Λ
1
0
1
2,
‖
‖
‖
‖
+
<
ϕ
ϕ
Λ
1
0
1
2,
∣(
)∣
[
]
=
∈
f
f t
sup
, 0, 0
t
1
0,1
1
,
∣(
)∣
[
]
=
∈
f
f t
sup
, 0, 0
t
2
0,1
2
,
∣(
)∣
[
]
=
∈
g
g t
sup
, 0, 0
t
1
0,1
1
,
∣(
)∣
[
]
=
∈
g
g t
sup
, 0, 0 . t
ν
t
ν
2
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1 2
1
1 2
2
(12) (12) We give the hypotheses of this study. g
yp
y
(
)
H1
[
] ×
→
f
f
h h
R
R
,
,
,
:
0, 1
1
2
1
2
2
and
[
]
{ }
×
→
g g
R
R
,
:
0, 1
\ 0
1
2
2
are continuous functions; (
)
H2
ϕ
ϕ ϕ
ϕ
,
, ¯ , ¯
0
1
0
1 are four positive functions such that (
)
H2
ϕ
ϕ ϕ
ϕ
,
, ¯ , ¯
0
1
0
1 are four positive functions such that ∣(
)
(
)∣
( )[∣
∣
∣
∣]
−
≤
−
+
−
f t x y
f t x y
ϕ t
x
x
y
y
, ,
, ¯, ¯
¯
¯
,
1
1
0
(13) (13) ong Ji et al. 6
Dehong Ji et al. 6
Dehong Ji et al. 2
2
2
2
(28) (27) Therefore, the operator T in equation (10) can be written as follows: T in equation (10) can be written as follows: Therefore, the operator T in equation (10) can be written as follows: Therefore, the operator T in equation (10) can be written as follows: Therefore, the operator T in equation (10) can be written as follows: (
)( )
( (
)( )
(
)( ))
( ( )
( )) ( ( )
( ))
( ( )
( ))
=
=
+
T x y t
T x y t
T x y t
A x t
y t B x t
y t
C x t
y t
,
,
,
,
,
,
,
,
1
2 (
)( )
( (
)( )
(
)( ))
( ( )
( )) ( ( )
( ))
( ( )
( ))
=
=
+
T x y t
T x y t
T x y t
A x t
y t B x t
y t
C x t
y t
,
,
,
,
,
,
,
,
1
2 y
y
y
y
y
y
where
(
)
(
)
=
=
A
A
A
B
B B
,
,
,
1
2
1
2 , and
(
)
=
C
C C
,
. 1
2
In the following, we prove that the conditions in Lemma 2.2
can be satisfied. where
(
)
(
)
=
=
A
A
A
B
B B
,
,
,
1
2
1
2 , and
(
)
=
C
C C
,
. 1
2
In the following, we prove that the conditions in Lemma 2.2
can be satisfied. First, we prove that A and C are Lipschitz on the space E. Given (
) (
) ∈
x y
x y
E
,
,
,
1
1
2
2
, and
[
]
∈
t
0, 1 , then by
(
)
H ,
2
we obtain First, we prove that A and C are Lipschitz on the space E. ( ( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
∫
∫
=
−
+
−
+
−
+
−
−
−
B x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d ,
t
ν
t
ν
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1 2
1
1 2
(25) (25) ( ( )
( ))
(
( )
( ))
( ( )
( ))
(
( )
( ))
=
=
C x t
y t
f t x t
y t
C x t
y t
f t x t
y t
,
,
,
,
and
,
,
,
. 1
1
2
2
(26) ( ( )
( ))
(
( )
( ))
( ( )
( ))
(
( )
( ))
=
=
C x t
y t
f t x t
y t
C x t
y t
f t x t
y t
,
,
,
,
and
,
,
,
. 1
1
2
2
(26) (26) Then, operators T1 and T2 given by equations (11) and (12) are equivalent to Then, operators T1 and T2 given by equations (11) and (12) are equivalent to Then, operators T1 and T2 given by equations (11) and (12) are equivalent to ( ( )
( ))
( ( )
( ))
( ( )
( ))
( ( )
( ))
=
+
T x t
y t
A x t
y t B x t
y t
C x t
y t
,
,
,
,
,
1
1
1
1
(27)
( ( )
( ))
( ( )
( ))
( ( )
( ))
( ( )
( ))
=
+
T x t
y t
A x t
y t B x t
y t
C x t
y t
,
,
,
,
. Proof. Let {(
)
‖(
)‖
}
=
∈
≤
S
x y
E
x y
r
,
:
,
. (22) (22) Then, S is a bounded convex closed subset of E. Define operators
→
A C
E
X
,
:
i
i
and
(
)
→
=
B
S
X i
:
1, 2
i
by ( ( )
( ))
(
( )
( ))
( ( )
( ))
(
( )
( ))
=
=
A x t
y t
g t x t
y t
A x t
y t
g t x t
y t
,
,
,
,
,
,
,
,
1
1
2
2
(23)
( ( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
∫
∫
=
−
+
−
+
−
+
−
−
−
B x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d ,
t
γ
t
γ
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1
1
1 1
(24) (23) (24) Solutions of a system of hybrid fractional boundary value problems
7 Solutions of a system of hybrid fractional boundary value problems
7 Solutions of a system of hybrid fractional boundary value problems
7 Solutions of a system of hybrid fractional boundary value problems
7 Similarly, 1
1
We consider
(
) (
)
→
∈
C
E
X
x y
x y
E
:
,
,
,
,
,
1
1
2
2
then which implies that A is Lipschitz on the space E with Lipschitz constant ‖
‖
‖
‖
+
ϕ
ϕ
. 1
1
We consider
(
) (
)
→
∈
C
E
X
x y
x y
E
:
,
,
,
,
,
1
1
2
2
then which implies that A is Lipschitz on the space E with Lipschitz constant ‖
‖
‖
‖
+
ϕ
ϕ
. 1
1
We consider
(
) (
)
→
∈
C
E
X
x y
x y
E
:
,
,
,
,
,
1
1
2
2
then ∣
(
)( )
(
)( )∣
∣(
( )
( ))
(
( )
( ))∣
( )(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
−
+
−
C x y
t
C x y
t
f t x t
y t
f t x t
y t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
. 1
1
1
1
2
2
1
1
1
1
2
2
0
1
2
1
2
(31) ∣
(
)( )
(
)( )∣
∣(
( )
( ))
(
( )
( ))∣
( )(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
−
+
−
C x y
t
C x y
t
f t x t
y t
f t x t
y t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
. 1
1
1
1
2
2
1
1
1
1
2
2
0
1
2
1
2
(31) (31) Given (
) (
) ∈
x y
x y
E
,
,
,
1
1
2
2
, and
[
]
∈
t
0, 1 , then by
(
)
H ,
2
we obtain ∣
(
)( )
(
)( )∣
∣(
( )
( ))
(
( )
( ))∣
( )(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
−
+
−
A x y
t
A x y
t
g t x t
y t
g t x t
y t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
. 1
1
1
1
2
2
1
1
1
1
2
2
1
1
2
1
2
(29) (29) Similarly, Similarly, Similarly, ∣
(
)( )
(
)( )∣
∣(
( )
( ))
(
( )
( ))∣
( )(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
−
+
−
A x y
t
A x y
t
g t x t
y t
g t x t
y t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
. 2
1
1
2
2
2
2
1
1
2
2
2
1
1
2
1
2
(30) (30) From equations (29) and (30), we obtain
∣(
)( )
(
)( )∣
∣(
)(
)
(
)(
)∣
(
( )
( ))(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
+
−
+
−
A x y
t
A x y
t
A
A
x y
A
A
x y
ϕ t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
1
1
2
2
1
2
1
1
1
2
2
2
1
1
1
2
1
2 From equations (29) and (30), we obtain ∣(
)( )
(
)( )∣
∣(
)(
)
(
)(
)∣
(
( )
( ))(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
+
−
+
−
A x y
t
A x y
t
A
A
x y
A
A
x y
ϕ t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
1
1
2
2
1
2
1
1
1
2
2
2
1
1
1
2
1
2 for all t on the interval [
]
0, 1 . Taking the supremum on both sides of the aforementioned formula with respect
to t, we have for all t on the interval [
]
0, 1 . Taking the supremum on both sides of the aforementioned formula with respect
to t, we have ‖ (
)
(
)‖
(‖
‖
‖
‖)(‖
‖
‖
‖)
−
≤
+
−
+
−
A x y
A x y
ϕ
ϕ
x
x
y
y
,
,
,
1
1
2
2
1
1
1
2
1
2 which implies that A is Lipschitz on the space E with Lipschitz constant ‖
‖
‖
‖
+
ϕ
ϕ
. 8
Dehong Ji et al. 8
Dehong Ji et al. Similarly, Similarly, ∣
(
)( )
(
)( )∣
∣(
( )
( ))
(
( )
( ))∣
( )(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
−
+
−
C x y
t
C x y
t
f t x t
y t
f t x t
y t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
. 2
1
1
2
2
2
2
1
1
2
2
2
0
1
2
1
2
(32) ∣
(
)( )
(
)( )∣
∣(
( )
( ))
(
( )
( ))∣
( )(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
−
+
−
C x y
t
C x y
t
f t x t
y t
f t x t
y t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
. 2
1
1
2
2
2
2
1
1
2
2
2
0
1
2
1
2
(32) (32) From equations (31) and (32), we obtain
∣(
)( )
(
)( )∣
∣(
)(
)
(
)(
)∣
(
( )
( ))(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
+
−
+
−
C x y
t
C x y
t
C C
x y
C C
x y
ϕ t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
1
1
2
2
1
2
1
1
1
2
2
2
0
0
1
2
1
2 From equations (31) and (32), we obtain
∣(
)( )
(
)( )∣
∣(
)(
)
(
)(
)∣
(
( )
( ))(∣( )
( )∣
∣
( )
( )∣)
−
=
−
≤
+
−
+
−
C x y
t
C x y
t
C C
x y
C C
x y
ϕ t
ϕ t
x t
x t
y t
y t
,
,
,
,
,
,
1
1
2
2
1
2
1
1
1
2
2
2
0
0
1
2
1
2 8 for all t on the interval [
]
0, 1 . Taking the supremum on both sides of the aforementioned formula with respect
to t, we obtain ‖ (
)
(
)‖
(‖
‖
‖
‖)(‖
‖
‖
‖)
−
≤
+
−
+
−
C x y
C x y
ϕ
ϕ
x
x
y
y
,
,
,
1
1
2
2
0
0
1
2
1
2 which implies that C is Lipschitz on the space E with Lipschitz constant ‖
‖
‖
‖
+
ϕ
ϕ
. 0
0 Second, we prove that B is completely continuous mapping S to X. In Step 1, we show that B is a
continuous operator on S. To prove this, assume that {
} {
}
x
y
,
n
n
are convergent sequences and satisfy
→
→
x
x y
y
,
n
n
as
→+∞
n
. By the Lebesgue dominated convergence theorem, we have (
)
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
)
(
)
(
)
(
)
∫
∫
⎜
=
⎛
⎝
−
+
−
+
−
+
−
⎞
⎠
⎟
=
−
+
−
→∞
→∞
−
−
B x
y
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
lim
,
lim 1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
n
n
n
n
t
γ
n
n
t
γ
n
n
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1
1
1 1
1
1
1
2
1
1
2
1
1
1
2
1
1
2 (
)
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
∫
∫
∫
∫
∫
∫
∫
∫
⎜
=
⎛
⎝
−
+
−
+
−
+
−
⎞
⎠
⎟
=
−
+
−
+
−
+
−
=
−
+
−
+
−
+
−
=
−
+
−
+
−
+
−
=
→∞
→∞
−
−
→∞
−
→∞
−
−
→∞
−
→∞
−
−
B x
y
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
B x
lim
,
lim 1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
lim
,
,
d
1
Γ
lim
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
lim
,
,
d
1
Γ
lim
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
n
n
n
n
t
γ
n
n
t
γ
n
n
n
t
γ
n
n
n
t
γ
n
n
t
γ
n
n
n
t
γ
n
n
n
t
γ
γ
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1
1
1 1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1
1
1 1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1
1
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1 1
1
1 1
1 (33) Solutions of a system of hybrid fractional boundary value problems
9 Solutions of a system of hybrid fractional boundary value problems
9 (
)
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
∫
∫
∫
∫
∫
∫
∫
∫
⎜
=
⎛
⎝
−
+
−
+
−
+
−
⎞
⎠
⎟
=
−
+
−
+
−
+
−
=
−
+
−
+
−
+
−
=
−
+
−
+
−
+
−
=
→∞
→∞
−
−
→∞
−
→∞
−
−
→∞
−
→∞
−
−
B x
y
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
B x y
lim
,
lim 1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
lim
,
,
d
1
Γ
lim
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
lim
,
,
d
1
Γ
lim
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
n
n
n
n
t
ν
n
n
t
ν
n
n
n
t
ν
n
n
n
t
ν
n
n
t
ν
n
n
n
t
ν
n
n
n
t
ν
t
ν
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1 2
1
1 2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1 2
1
1 2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1
2
1
1
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1 2
1
1 2
2 (
)
(
)
(
)
(
)
(
)
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
(
)
(
)
(
)
(
)
∫
∫
⎜
=
⎛
⎝
−
+
−
+
−
+
−
⎞
⎠
⎟
=
−
+
−
→∞
→∞
−
−
B x
y
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
lim
,
lim 1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
n
n
n
n
t
ν
n
n
t
ν
n
n
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1 2
1
1 2
2
2
1
2
2
1
2
2
2
1
2
2
1
2 (34) In view of equations (33) and (34), for all
[
]
∈
t
0, 1 , the operator
(
)
=
B
B B
,1
2 is a continuous operator. 10
Dehong Ji et al. 10
Dehong Ji et al. In view of equations (33) and (34), for all
[
]
∈
t
0, 1 , the operator
(
)
=
B
B B
,1
2 is a continuous operator. t
γ
t
γ
t
γ
t
γ
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
1
1
1
0
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
1
1
1
∣
( ( )
( ))∣
(
)
(
)
(
)
(
)
≤
−
+
−
B x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2 (35) ( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
(
)
(
)
(
)
(
)
‖
‖
( ) ( ) ( )
(
)
(
)
(
)
(
)
(
)
(
)
‖
‖
( ) ( )
(
)
∫
∫
∫
∫
+
−
+
−
≤
−
+
−
+
⎛
⎝
⎜
−
+
−
⎞
⎠
⎟
=
−
+
−
+
+
−
−
−
−
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
p
ψ r ξ r
ν
t
s
s
s
t
s
a
f
a a
g
a a
b
f
b
b
g
b
b
p
ψ r ξ r
ν
1
Γ
,
,
d
1
Γ
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
d
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
2
Γ
1
. In Step 2, we prove that in S, the set
( )
B S is uniformly bounded. For any (
) ∈
x y
S
,
, in consideration of (
)
H ,
3
we obtain In Step 2, we prove that in S, the set
( )
B S is uniformly bounded. For any (
) ∈
x y
S
,
, in consideration of (
)
H ,
3
we obtain ∣
( ( )
( ))∣
(
)
(
)
(
)
(
)
( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
(
)
(
)
(
)
(
)
( )
(
)
( )
( ) ( )
( )
(
)
( )
( ) ( )
(
)
(
)
(
)
(
)
‖
‖
( ) ( ) ( )
(
)
(
)
(
)
(
)
(
)
(
)
‖
‖
( ) ( )
(
)
∫
∫
∫
∫
∫
∫
≤
−
+
−
+
−
+
−
≤
−
+
−
+
−
+
−
=
−
+
−
+
⎛
⎝
⎜
−
+
−
⎞
⎠
⎟
=
−
+
−
+
+
−
−
−
−
−
−
B x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
p s ψ r ξ r
s
γ
s
t
p s ψ r ξ r
s
a
f
a a
g
a a
b
f
b
b
g
b
b
p ψ r ξ r
γ
t
s
s
s
t
s
a
f
a a
g
a a
b
f
b
b
g
b
b
p ψ r ξ r
γ
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
d
1
Γ
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
d
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
2
Γ
1
. t
γ
t
γ
t
γ
t
γ
t
γ
t
γ
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1
1
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
1
1
1
0
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
1
1
1
(35)
∣
( ( )
( ))∣
(
)
(
)
(
)
(
)
≤
−
+
−
B x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
t
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2 ∣
( ( )
( ))∣
(
)
(
)
(
)
(
)
( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
(
)
(
)
(
)
(
)
∫
∫
≤
−
+
−
+
−
+
−
≤
−
+
−
−
−
B x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
a
f
a a
g
a a
b
f
b
b
g
b
b
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
t
γ
t
γ
t
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1
1
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2 (
)
(
)
(
)
(
)
( )
(
)
( )
( ) ( )
( )
(
)
( )
( ) ( )
(
)
(
)
(
)
(
)
‖
‖
( ) ( ) ( )
(
)
(
)
(
)
(
)
(
)
(
)
‖
‖
( ) ( )
(
)
∫
∫
∫
∫
≤
−
+
−
+
−
+
−
=
−
+
−
+
⎛
⎝
⎜
−
+
−
⎞
⎠
⎟
=
−
+
−
+
+
−
−
−
−
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
p s ψ r ξ r
s
γ
s
t
p s ψ r ξ r
s
a
f
a a
g
a a
b
f
b
b
g
b
b
p ψ r ξ r
γ
t
s
s
s
t
s
a
f
a a
g
a a
b
f
b
b
g
b
b
p ψ r ξ r
γ
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
d
1
Γ
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
d
d
1
2
0,
,
0,
,
1
2
1,
,
1,
,
2
Γ
1
. γ
γ
γ
γ
γ
γ
γ
γ
γ
γ
1
1
1
2
2
1
1
2
1
2
1
1
1
1
2
1
2
1 Similarly, we obtain Similarly, we obtain ∣
(
)( )
(
)( )∣
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
∫
∫
∫
∫
−
=
−
+
−
−
−
−
−
⎛
−
−
−
−
B x y t
B x y t
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
t
ν
t
ν
t
ν
t
ν
t
t
2
2
2
1
0
2
1 2
1
2
1 2
0
1
1 2
1
1
1 2
2
2
1
1
1
2 ∣
(
)( )
(
)( )∣
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
‖
‖
( ) ( )
(
)
((
)
(
)
)
((
)
(
)
)
((
)
(
)
)
‖
‖
( ) ( )
(
)
[
(
)
(
) ]
∫
∫
∫
∫
∫
∫
∫
−
=
−
+
−
−
−
−
−
≤
+
⎛
⎝
⎜
−
−
−
+
−
−
−
+
−
−
−
⎞
⎠
⎟
=
+
−
+
−
−
−
−
−
−
−
−
−
−
−
−
−
B x y t
B x y t
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
p
ψ r ξ r
ν
t
s
t
s
s
t
s
s
t
s
s
t
s
t
s
p
ψ r ξ r
ν
t
t
t
t
,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
Γ
1
d
d
d
Γ
1
1
1
. 11 In the following, we show that the operator B is equicontinuous. To prove this, given
(
)
≤
≤
≤
∈
t
t
x y
S
0
1,
,
,
1
2
we can find In the following, we show that the operator B is equicontinuous. To prove this, given
(
)
≤
≤
≤
∈
t
t
x y
S
0
1,
,
,
1
2
we can find ∣
(
)( )
(
)( )∣
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
((
)
(
)
)∣
(
( )
( ))∣
( )
((
)
(
)
)∣
(
( )
( ))∣
( )
((
)
(
)
)∣
(
( )
( ))∣
‖
‖
( ) ( )
( )
((
)
(
)
)
((
)
(
)
)
((
)
(
)
)
‖
‖
( ) ( )
(
)
[(
(
)
)
(
)
(
)
(
) ]
‖
‖
( ) ( )
(
)
[
(
)
(
) ]
∫
∫
∫
∫
∫
∫
∫
∫
∫
∫
−
=
−
+
−
−
−
−
−
≤
−
−
−
+
−
−
−
+
−
−
−
≤
⎛
⎝
⎜
−
−
−
+
−
−
−
+
−
−
−
⎞
⎠
⎟
=
+
−
−
−
+
−
−
−
+
−
=
+
−
+
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
−
B x y t
B x y t
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
γ
t
s
t
s
h s x s
y s
s
γ
t
s
s
t
h s x s
y s
s
γ
s
t
s
t
h s x s
y s
s
p ψ r ξ r
γ
t
s
t
s
s
t
s
s
t
s
s
t
s
t
s
p ψ r ξ r
γ
t
t
t
t
t
t
t
t
p ψ r ξ r
γ
t
t
t
t
,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
Γ
d
d
d
Γ
1
1
1
Γ
1
1
1
. t
ν
t
ν
t
ν
t
ν
0
1
2
1
1
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
2
2
2
0
1
1
1
2
2
1
2
2
1
2
2
2
1
2
2
1
2
2
2
2
(36) (36) Thus, ‖ (
)‖ ≤
B x y
,
Λ for all (
) ∈
x y
S
,
with Λ given in equation (21), which implies that the set
( )
B S
is a
uniformly bounded set in S. Solutions of a system of hybrid fractional boundary value problems
11 t
γ
t
γ
t
γ
t
γ
t
γ
γ
t
t
γ
γ
t
γ
γ
t
γ
γ
t
t
γ
γ
t
γ
γ
γ
γ
γ
γ
γ
γ
γ
γ
γ
γ
1
2
1
1
0
2
1 1
1
2
1 1
0
1
1 1
1
1
1 1
0
2
1
1
1
1
2
1
1
1
1
1
2
1
1
1
1
1
1
1
0
2
1
1
1
2
1
1
1
1
2
1
1
1
1
1
1
2
2
1
1
2
1
2
1
1
1
1
2
1
2
1
2
2
1
1
1
1
2
2
1
1
2
2
(37) ∣
(
)( )
(
)( )∣
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
(
)
(
( )
( ))
( )
((
)
(
)
)∣
(
( )
( ))∣
∫
∫
∫
∫
∫
−
=
−
+
−
−
−
−
−
≤
−
−
−
−
−
−
−
−
−
B x y t
B x y t
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
γ
t
s
t
s
h s x s
y s
s
,
,
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
1
Γ
,
,
d
t
γ
t
γ
t
γ
t
γ
t
γ
γ
1
2
1
1
0
2
1 1
1
2
1 1
0
1
1 1
1
1
1 1
2
1
1
1
1
2
2
1
1
1 (37) ‖
‖
( ) ( )
(
)
[(
(
)
)
(
)
(
)
(
) ]
‖
‖
( ) ( )
(
)
[
(
)
(
) ]
=
+
−
−
−
+
−
−
−
+
−
=
+
−
+
−
−
−
p ψ r ξ r
γ
t
t
t
t
t
t
t
t
p ψ r ξ r
γ
t
t
t
t
Γ
1
1
1
Γ
1
1
1
. Take any two elements x y
,
from E and any two elements x y
¯, ¯ from S, which satisfy (
) =
x y
,
(
) (
)
(
)
+
A x y B x y
C x y
,
,
,
; using (
) (
)
H
H
,
2
3 , and (
)
H ,
4
we find ∣( )∣
∣
( ( )
( ))∣∣
( ( )
( ))∣
∣
( ( )
( ))∣
∣(
( ) ( ))∣
(
)
(
)
(
)
(
)
( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
∣(
( ) ( ))∣
(∣(
( ) ( ))
(
)∣
∣(
)∣)
(
)
(
)
(
)
(
)
∫
∫
⎜
⎜
≤
+
≤
⎛
⎝
−
+
−
+
−
+
−
⎞
⎠
⎟+
≤
−
+
⎛
⎝
−
+
−
−
−
x t
A x t
y t
B x t
y t
C x t
y t
g t x t y t
a
f
a a
g
a a
b
f
b
b
g
b
b
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
f t x t y t
g t x t y t
g t
g t
a
f
a a
g
a a
b
f
b
b
g
b
b
,
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
,
, 0, 0
, 0, 0
1
2
0,
,
0,
,
1
2
1,
,
1,
,
t
γ
t
γ
1
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
0
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2
(39) )∣∣
( ( )
( ))∣
∣
( ( )
( ))∣
))∣
(
)
(
)
(
)
(
)
⎜
+
⎛
⎝
−
+
−
B x t
y t
C x t
y t
a
f
a a
g
a a
b
f
b
b
g
b
b
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2 ( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
∣(
( ) ( ))∣
(∣(
( ) ( ))
(
)∣
∣(
)∣)
(
)
(
)
(
)
(
)
∫
∫
⎜
+
−
+
−
⎞
⎠
⎟+
≤
−
+
⎛
⎝
−
+
−
−
−
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
f t x t y t
g t x t y t
g t
g t
a
f
a a
g
a a
b
f
b
b
g
b
b
1
Γ
,
,
d
1
Γ
,
,
d
,
,
, 0, 0
, 0, 0
1
2
0,
,
0,
,
1
2
1,
,
1,
,
t
γ
t
γ
0
1
1
1
1
1
1
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2 ( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
∣(
( ) ( ))∣
(
)
(
)
∫
∫
+
−
+
−
⎞
⎠
⎟+
⎛
−
−
γ
t
s
h s x s
y s
s
γ
s
t
h s x s
y s
s
f t x t y t
a
f
a a
b
f
b
b
1
Γ
,
,
d
1
Γ
,
,
d
,
1
0
1
1
t
γ
t
γ
0
1
1
1
1
1
1 ( )
( )
(∣(
( ) ( ))
(
)∣
∣(
)∣)
(
)
(
)
(
)
(
)
∫
∫
⎜
⎠
⎟
≤
−
+
⎛
⎝
−
+
−
γ
γ
g t x t y t
g t
g t
a
f
a a
g
a a
b
f
b
b
g
b
b
Γ
Γ
,
, 0, 0
, 0, 0
1
2
0,
,
0,
,
1
2
1,
,
1,
,
t
0
1
1
1
1
1
1
2
1
1
2
1
1
1
2
1
1
2 (39) ‖
‖
( ) ( )
( )
(
)
(
)
(∣(
( ) ( ))
(
)∣
∣(
)∣)
(‖
‖(∣( )∣
∣( )∣)
)
‖
‖(∣( )∣
∣( )∣)
∫
∫
+
−
+
−
⎞
⎠
⎟+
−
+
≤
+
+
+
+
+
−
−
p ψ r ξ r
γ
t
s
s
s
t
s
f t x t y t
f t
f t
ϕ
x t
y t
g
ϕ
x t
y t
f
Γ
d
d
,
, 0, 0
, 0, 0
Λ
. t
ν
t
ν
t
ν
t
ν
t
ν
ν
t
t
ν
ν
t
ν
ν
ν
ν
ν
ν
2
2
2
1
0
2
1 2
1
2
1 2
0
1
1 2
1
1
1 2
2
2
2
0
2
1
1
1
2
1
1
1
1
2
1
1
1
2
2
2
2
1
2
1
2
2
1
1
1
1
2
2
(38) (38) Using equations (37) and (38), we find that Using equations (37) and (38), we find that Using equations (37) and (38), we find that Using equations (37) and (38), we find that ∣(
)( )
(
)( )∣
‖
‖
( ) ( )
(
)
[
(
)
(
) ]
‖
‖
( ) ( )
(
)
[
(
)
(
) ]
−
≤
+
−
+
−
−
−
+
+
−
+
−
−
−
B x y t
B x y t
p ψ r ξ r
γ
t
t
t
t
p
ψ r ξ r
ν
t
t
t
t
,
,
Γ
1
1
1
Γ
1
1
1
. γ
γ
γ
γ
ν
ν
ν
ν
2
1
1
1
1
2
1
2
1
2
2
2
2
1
2
1 12
Dehong Ji et al.
Dehong Ji et al. 12
Dehong Ji et al. 12 Thus, when
→
t
t ,
2
1 we have ∣(
)( )
(
)( )∣
−
→
B x y t
B x y t
,
,
0,
2
1
so that we can find that B is equicontinuous; there-
fore, we have the operator B that is compact according to the Arzela-Ascoli theorem. Thus, when
→
t
t ,
2
1 we have ∣(
)( )
(
)( )∣
−
→
B x y t
B x y t
,
,
0,
2
1
so that we can find that B is equicontinuous; there-
fore, we have the operator B that is compact according to the Arzela-Ascoli theorem. Third, we prove that conditions (c) of Lemma 2.2 holds. t
γ
t
γ
1
1
1
0
1
1
1
1
1
1
1
1
0
1 Taking the supremum on both sides of the aforementioned formula with respect to t,
‖ ‖
(‖
‖(‖ ‖
‖ ‖)
)
‖
‖(‖ ‖
‖ ‖∣)
≤
+
+
+
+
+
x
ϕ
x
y
g
ϕ
x
y
f
Λ
,
1
1
0
1 Taking the supremum on both sides of the aforementioned formula with respect to t,
‖ ‖
(‖
‖(‖ ‖
‖ ‖)
)
‖
‖(‖ ‖
‖ ‖∣)
≤
+
+
+
+
+
x
ϕ
x
y
g
ϕ
x
y
f
Λ
,
1
1
0
1 this equals to this equals to
‖ ‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
≤
+
+
+
−
−
x
ϕ
ϕ
y
g
f
ϕ
ϕ
Λ
Λ
1
Λ
. 1
0
1
1
1
0
Similarly, we obtain ‖ ‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
≤
+
+
+
−
−
x
ϕ
ϕ
y
g
f
ϕ
ϕ
Λ
Λ
1
Λ
. 1
0
1
1
1
0 ‖ ‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
≤
+
+
+
−
−
x
ϕ
ϕ
y
g
f
ϕ
ϕ
Λ
Λ
1
Λ
. t
ν
t
ν
t
ν
t
ν
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1
2
1
1
2
2
2
2
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
2
2
2
0
1
1
1
2
2
2
1
2
0
2
(40) ( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
∣(
( ) ( ))∣
∫
∫
+
−
+
−
⎞
⎠
⎟+
−
−
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
f t x t y t
1
Γ
,
,
d
1
Γ
,
,
d
,
t
ν
t
ν
0
1
2
1
1
2
2 ( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
∣(
( ) ( ))∣
(∣(
( ) ( ))
(
)∣
∣(
)∣)
(
)
(
)
∫
∫
⎜
+
−
+
−
⎞
⎠
⎟+
≤
−
+
⎛
⎝
−
−
−
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
f t x t y t
g t x t y t
g t
g t
a
f
a a
g
a a
1
Γ
,
,
d
1
Γ
,
,
d
,
,
, 0, 0
, 0, 0
1
2
0,
,
0
t
ν
t
ν
0
1
2
1
1
2
2
2
2
2
2
2
1
2 (40) (∣(
( ) ( ))
(
)∣
∣(
)∣)
(
)
(
)
⎜
≤
−
+
⎛
⎝
−
g t x t y t
g t
g t
a
f
a a
g
a a
,
, 0, 0
, 0, 0
1
2
0,
,
0,
,
2
2
2
2
2
1
2
2
1
2 (
)
(
)
‖
‖
( ) ( )
( )
(
)
(
)
∫
∫
+
−
+
−
+
−
⎞
⎠
⎟
−
−
b
f
b
b
g
b
b
p
ψ r ξ r
ν
t
s
s
s
t
s
1
2
1,
,
1,
,
Γ
d
d
t
ν
t
ν
2
2
1
2
2
1
2
2
2
2
0
1
1
1 (‖
‖(∣( )∣
∣( )∣)
)
‖
‖(∣( )∣
∣( )∣)
≤
+
+
+
+
+
f
y
f
f
ϕ
x t
y t
g
ϕ
x t
y t
f
Λ
. 1
0
1
1
1
0 Similarly, we obtain ∣( )∣
∣
( ( )
( ))∣∣
( ( )
( ))∣
∣
( ( )
( ))∣
∣(
( ) ( ))∣
(
)
(
)
(
)
(
)
( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
∣(
( ) ( ))∣
∫
∫
⎜
≤
+
≤
⎛
⎝
−
+
−
+
−
+
−
⎞
⎠
⎟+
−
−
y t
A x t
y t
B x t
y t
C x t
y t
g t x t y t
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
f t x t y t
,
,
,
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
t
ν
t
ν
2
2
2
2
2
2
1
2
2
1
2
2
2
1
2
2
1
2
0
1
2
1
1
2
2 ∣(
( ) ( ))∣
(
)
(
)
(
)
(
)
( )
(
)
∣
(
( )
( ))∣
( )
(
)
∣
(
( )
( ))∣
∣(
( ) ( ))∣
(∣(
( ) ( ))
(
)∣
∣(
)∣)
(
)
(
)
(
)
(
)
‖
‖
( ) ( )
( )
(
)
(
)
(∣(
( ) ( ))
(
)∣
∣(
)∣)
(‖
‖(∣( )∣
∣( )∣)
)
‖
‖(∣( )∣
∣( )∣)
∫
∫
∫
∫
⎜
⎜
≤
⎛
⎝
−
+
−
+
−
+
−
⎞
⎠
⎟+
≤
−
+
⎛
⎝
−
+
−
+
−
+
−
⎞
⎠
⎟
+
−
+
≤
+
+
+
+
+
−
−
−
−
y
y
y
y
g t x t y t
a
f
a a
g
a a
b
f
b
b
g
b
b
ν
t
s
h s x s
y s
s
ν
s
t
h s x s
y s
s
f t x t y t
g t x t y t
g t
g t
a
f
a a
g
a a
b
f
b
b
g
b
b
p
ψ r ξ r
ν
t
s
s
s
t
s
f t x t y t
f t
f t
ϕ
x t
y t
g
ϕ
x t
y t
f
,
1
2
0,
,
0,
,
1
2
1,
,
1,
,
1
Γ
,
,
d
1
Γ
,
,
d
,
,
, 0, 0
, 0, 0
1
2
0,
,
0,
,
1
2
1,
,
1,
,
Γ
d
d
,
, 0, 0
, 0, 0
Λ
. 4 Example (45)
=
=
=
b
b
0
1
1
1
2 ( )
( )
=
=
x
x
0
0,
1
1,
( )
( )
=
=
y
y
0
0,
1
1. (45) ( )
( )
=
=
y
y
0
0,
1
1. (45)
We note that
=
=
=
=
=
=
γ
ν
a
a
b
b
,
0,
0,
1,
1,
1
2
1
2
1
2 We note that
=
=
=
=
=
=
γ
ν
a
a
b
b
,
0,
0,
1,
1,
1
2
1
2
1
2 (
)
(∣∣
∣∣
)
(
)
(∣∣
∣∣
)
=
+
+
=
+
+
f t x y
t
x
y
f t x y
t
x
y
, ,
100
10 ,
, ,
50
10 ,
1
2
2
2
(
)
∣∣
∣∣
∣∣
∣∣
(
)
∣∣
∣∣
∣∣
∣∣
=
+
+
+
+
=
+
+
+
+
g t x y
x
x
y
y
g t x y
x
x
y
y
, ,
1
1
10,
, ,
1
1
11,
1
2
(
)
( )
∣∣
∣∣
(
)
( )
∣∣
∣∣
=
+
=
⎛
⎝
⎞
⎠
+
h t x y
t
x t
y
y
h t x y
t
t
x t
y
y
, ,
10,000 sin
1
,
and
, ,
10,000 cos 4 sin
1
. 1
2 We can show that We can show that (
)
(
)
(∣
∣
∣
∣)
(
)
(
)
(∣
∣
∣
∣)
(
)
(
)
∣
∣
∣
∣
(
)
(
)
∣
∣
∣
∣
−
≤
−
+
−
−
≤
−
+
−
−
≤
−
+
−
−
≤
−
+
−
f t x y
f t x y
t
x
x
y
y
f t x y
f t x y
t
x
x
y
y
g t x y
g t x y
x
x
y
y
g t x y
g t x y
x
x
y
y
, ,
, ¯, ¯
100
¯
¯
,
, ,
, ¯, ¯
50
¯
¯
,
, ,
, ¯, ¯
¯
¯ ,
, ,
, ¯, ¯
¯
¯ . □ Therefore, all the conditions of Lemma 2.2 are satisfied, so that
(
)( )
(
) (
)
(
)
=
+
T x y t
A x y B x y
C x y
,
,
,
,
has a
coupled fixed point in S; consequently, Problems (1)–(4) have a solution defined on [0,1]. □ ‖(
)‖
‖ ‖
‖ ‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
‖
‖
‖
‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
‖
‖
‖
‖
=
+
≤
+
+
+
−
−
+
+
+
+
−
−
=
+
−
−
+
+
−
−
+
+
−
−
+
+
−
−
x y
x
y
ϕ
ϕ
y
g
f
ϕ
ϕ
ϕ
ϕ
x
g
f
ϕ
ϕ
ϕ
ϕ
y
ϕ
ϕ
g
f
ϕ
ϕ
ϕ
ϕ
x
ϕ
ϕ
g
f
ϕ
ϕ
,
Λ
Λ
1
Λ
Λ
Λ
1
Λ
Λ
1
Λ
Λ
1
Λ
Λ
1
Λ
Λ
1
Λ
. 1
0
1
1
1
0
1
0
2
2
1
0
1
0
1
0
1
1
1
0
1
0
1
0
2
2
1
0
(41)
efore, we have ‖(
)‖
‖ ‖
‖ ‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
=
+
≤
+
+
+
−
−
+
+
+
+
−
−
x y
x
y
ϕ
ϕ
y
g
f
ϕ
ϕ
ϕ
ϕ
x
g
f
ϕ
ϕ
,
Λ
Λ
1
Λ
Λ
Λ
1
Λ
1
0
1
1
1
0
1
0
2
2
1
0 (41) (‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
‖
‖
‖
‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
‖
‖
‖
‖
=
+
−
−
+
+
−
−
+
+
−
−
+
+
−
−
ϕ
ϕ
y
ϕ
ϕ
g
f
ϕ
ϕ
ϕ
ϕ
x
ϕ
ϕ
g
f
ϕ
ϕ
Λ
1
Λ
Λ
1
Λ
Λ
1
Λ
Λ
1
Λ
. 1
0
1
0
1
0
1
0
1
1
1
0
1
0
1
0
2
2
1
0
(41) (‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
‖
‖
‖
‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
‖
‖
‖
‖
=
+
−
−
+
+
−
−
+
+
−
−
+
+
−
−
ϕ
ϕ
y
ϕ
ϕ
g
f
ϕ
ϕ
ϕ
ϕ
x
ϕ
ϕ
g
f
ϕ
ϕ
Λ
1
Λ
Λ
1
Λ
Λ
1
Λ
Λ
1
Λ
. 1
0
1
0
1
1
1
0
1
0
1
0
2
2
1
0 Therefore, we have Therefore, we have ‖(
)‖
‖
‖
‖
‖
‖
‖
‖
‖
⎜
⎟
≤
−
⎛
⎝
+
−
−
+
+
−
−
⎞
⎠
<
x y
ρ
g
f
ϕ
ϕ
g
f
ϕ
ϕ
r
,
1
1
Λ
1
Λ
Λ
1
Λ
. 1
1
1
0
2
2
1
0 Fourth, we show that
+
<
δM
ρ
1. ,
ρ
Since
‖ ( )‖
(
∣(
)( )∣)
(
)
[
]
=
=
<
∈
∈
M
B S
B x y t
sup
sup
,
Λ,
x y
S
t
,
0,1
using (
)
H ,
4
we find (‖
‖
‖
‖)
‖
‖
‖
‖
(‖
‖
‖
‖)
‖
‖
‖
‖
+
+
+
≤
+
+
+
<
ϕ
ϕ
M
ϕ
ϕ
ϕ
ϕ
ϕ
ϕ
Λ
1. 1
1
0
0
1
1
0
0 Therefore, all the conditions of Lemma 2.2 are satisfied, so that
(
)( )
(
) (
)
(
)
=
+
T x y t
A x y B x y
C x y
,
,
,
,
has a
coupled fixed point in S; consequently, Problems (1)–(4) have a solution defined on [0,1]. □ Therefore, all the conditions of Lemma 2.2 are satisfied, so that
(
)( )
(
) (
)
(
)
=
+
T x y t
A x y B x y
C x y
,
,
,
,
has a
coupled fixed point in S; consequently, Problems (1)–(4) have a solution defined on [0,1]. 2
2
2
1
2
0
2 (‖
‖(∣( )∣
∣( )∣)
)
‖
‖(∣( )∣
∣( )∣)
≤
+
+
+
+
+
ϕ
x t
y t
g
ϕ
x t
y t
f
Λ
. 2
2
2
1
2
0
2 Thus, Thus, ‖ ‖
(‖
‖(‖ ‖
‖ ‖)
)
‖
‖(‖ ‖
‖ ‖∣)
≤
+
+
+
+
+
y
ϕ
x
y
g
ϕ
x
y
f
Λ
,
1
2
0
2 ‖ ‖
(‖
‖(‖ ‖
‖ ‖)
)
‖
‖(‖ ‖
‖ ‖∣)
≤
+
+
+
+
+
y
ϕ
x
y
g
ϕ
x
y
f
Λ
,
1
2
0
2
which equals to which equals to ‖ ‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
≤
+
+
+
−
−
y
ϕ
ϕ
x
g
f
ϕ
ϕ
Λ
Λ
1
Λ
,
1
0
2
2
1
0 ‖ ‖
(‖
‖
‖
‖)‖ ‖
‖
‖
‖
‖
≤
+
+
+
−
−
y
ϕ
ϕ
x
g
f
ϕ
ϕ
Λ
Λ
1
Λ
,
1
0
2
2
1
0 so, Solutions of a system of hybrid fractional boundary value problems
13 Solutions of a system of hybrid fractional boundary value problems
13 4 Example We consider the hybrid boundary value systems with the Riesz–Caputo derivative: We consider the hybrid boundary value systems with the Riesz–Caputo derivative: ( )
(∣( )∣
∣( )∣
)
( )
∣( )∣
∣( )∣
∣
( ) ∣
∣
( ) ∣
∣( ) ∣
∣( ) ∣
⎛
⎝
⎜⎜
−
+
+
+
+
⎞
⎠
⎟⎟=
+
+
+
D
x t
x t
y t
t
x t
y t
y t
10
10
10,000 sin
1
,
RC
t
x t
x t
y t
y t
1
1
2
0
100
1
1
2
(42)
( )
(∣( )∣
∣( )∣
)
( )
∣( )∣
∣( )∣
∣
( ) ∣
∣
( ) ∣
∣( ) ∣
∣( ) ∣
⎛
⎝
⎜⎜
−
+
+
+
+
⎞
⎠
⎟⎟=
⎛
⎝
⎞
⎠
+
+
+
D
y t
x t
y t
t
t
x t
y t
y t
10
11
10,000 cos 4 sin
1
,
RC
t
x t
x t
y t
y t
1
1
2
0
50
1
1
2
(43) (42) ( )
(∣( )∣
∣( )∣
)
( )
∣( )∣
∣( )∣
∣
( ) ∣
∣
( ) ∣
∣( ) ∣
∣( ) ∣
⎛
⎝
⎜⎜
−
+
+
+
+
⎞
⎠
⎟⎟=
⎛
⎝
⎞
⎠
+
+
+
D
y t
x t
y t
t
t
x t
y t
y t
10
11
10,000 cos 4 sin
1
,
RC
t
x t
x t
y t
y t
1
1
2
0
50
1
1
2
(43) (43) ( )
( )
=
=
x
x
0
0,
1
1,
(44)
( )
( )
=
=
y
y
0
0,
1
1. (45) ( )
( )
=
=
x
x
0
0,
1
1,
(44)
( )
( )
=
=
y
y
0
0,
1
1. (45)
We note that
=
=
=
=
=
=
γ
ν
a
a
b
b
0
0
1
1
1 ( )
( )
=
=
x
x
0
0,
1
1,
(44)
( )
( )
=
=
y
y
0
0,
1
1. 1
2
1
2
1
2
We choose
=
r
10; by calculation
=
=
ρ
Λ
0.1168,
0.158; thus, (
)
(
)
(
)
(
)
(
)
(
)
=
=
=
=
=
=
f
f
f
f
g
g
0, 0, 0
0,
0, 0, 0
0,
1, 1, 1
12
100 ,
1, 1, 1
12
50 ,
1, 1, 1
11,
and
1, 1, 1
12. 1
2
1
2
1
2
We choose
=
r
10; by calculation
=
=
ρ
Λ
0.1168,
0.158; thus, We choose
=
r
10; by calculation
=
=
ρ
Λ
0.1168,
0.158; thus, We choose
=
r
10; by calculation
=
=
ρ
Λ
0.1168,
0.158; thus, ‖
‖
‖
‖
‖
‖
‖
‖
⎜
⎟
−
⎛
⎝
+
−
−
+
+
−
−
⎞
⎠
=
<
=
ρ
g
f
ϕ
ϕ
g
f
ϕ
ϕ
r
1
1
Λ
1
Λ
Λ
1
Λ
3.768
10
. 1
1
1
0
2
2
1
0 So far, we have proved that all conditions in Theorem 3.2 are satisfied, which implies that Problems (42)–(45)
have a solution. So far, we have proved that all conditions in Theorem 3.2 are satisfied, which implies that Problems (42)–(45)
have a solution. 4 Example 1
1
2
2
2
2
1
1
2
2 14 4
Dehong Ji et al. Dehong Ji et al. Hence, we obtain
( )
( )
( )
( )
(
)
(
)
( )
=
=
=
=
+
=
+
=
=
φ t
φ t
φ t
φ t
γ
ν
,
,
1,
1, Γ
1
Γ
1
Γ
0.886,
t
t
0
100
0
50
1
1
3
2
2
2
then ‖
‖ =
φ0
‖
‖
‖
‖
=
=
φ
φ
,
,
1
1
100
0
1
50
1
, and ‖
‖ =
φ
1,
1 Hence, we obtain
( )
( )
( )
( )
(
)
(
)
( )
=
=
=
=
+
=
+
=
=
φ t
φ t
φ t
φ t
γ
ν
,
,
1,
1, Γ
1
Γ
1
Γ
0.886,
t
t
0
100
0
50
1
1
3
2
2
2
then ‖
‖ =
φ0
‖
‖
‖
‖
=
=
φ
φ
,
,
1
1
100
0
1
50
1
, and ‖
‖ =
φ
1,
1 ∣
(
)∣
( )
(∣∣) (∣∣)
∣
(
)∣
( )
(∣∣) (∣∣)
≤
≤
h t x y
p t ψ
x ξ
y
h t x y
p t ψ
x ξ
y
, ,
,
, ,
,
1
1
1
1
2
2
2
2 ∣
(
)∣
( )
(∣∣) (∣∣)
∣
(
)∣
( )
(∣∣) (∣∣)
≤
≤
h t x y
p t ψ
x ξ
y
h t x y
p t ψ
x ξ
y
, ,
,
, ,
,
1
1
1
1
2
2
2
2 where where ( )
(∣∣)
∣∣
(∣∣)
∣∣
( )
(∣∣)
∣∣
(∣∣)
∣∣
=
=
=
=
⎛
⎝
⎞
⎠
=
=
p t
t
ψ
x
x
ξ
y
y
p t
t
t
ψ
x
x
ξ
y
y
10,000 ,
,
,
10,000 cos 4 ,
,
,
1
1
1
2
2
2
then ‖
‖
‖
‖
=
=
p
p
,
1
1
10,000
2
1
10,000 , and ( )
(∣∣)
∣∣
(∣∣)
∣∣
( )
(∣∣)
∣∣
(∣∣)
∣∣
=
=
=
=
⎛
⎝
⎞
⎠
=
=
p t
t
ψ
x
x
ξ
y
y
p t
t
t
ψ
x
x
ξ
y
y
10,000 ,
,
,
10,000 cos 4 ,
,
,
1
1
1
2
2
2
then ‖
‖
‖
‖
=
=
p
p
,
1
1
10,000
2
1
10,000 , and ∣(
)∣
∣(
)∣
[
]
[
]
[
]
[
]
=
=
=
=
=
=
∈
∈
∈
∈
f
f t
t
f
f t
t
sup
, 0, 0
sup 10
1
10 ,
sup
, 0, 0
sup 5
1
5 ,
t
t
t
t
1
0,1
1
0,1
2
2
0,1
2
0,1
2
∣(
)∣
∣(
)∣
[
]
[
]
[
]
[
]
=
=
=
=
=
=
∈
∈
∈
∈
g
g t
g
g t
sup
, 0, 0
sup 10
10,
sup
, 0, 0
sup 11
11,
t
t
t
t
1
0,1
1
0,1
2
0,1
2
0,1 (
)
(
)
(
)
(
)
(
)
=
=
=
=
=
f
f
f
f
g
g
0, 0, 0
0,
0, 0, 0
0,
1, 1, 1
12
100 ,
1, 1, 1
12
50 ,
1, 1, 1
11,
and
1
2
1
2
1 (
)
(
)
(
)
(
)
(
)
(
)
=
=
=
=
=
=
f
f
f
f
g
g
0, 0, 0
0,
0, 0, 0
0,
1, 1, 1
12
100 ,
1, 1, 1
12
50 ,
1, 1, 1
11,
and
1, 1, 1
12. 5 Conclusion We have presented the existence results of a coupled system of hybrid boundary value problems with the
Riesz-Caputo derivative with the aid of the Dhage fixed point theorem. The novelty of this kind of fractional
derivative is Riesz-Caputo fractional derivative that can reflect both the past and the future memory effects. Acknowledgements: We express our sincere thanks to the anonymous reviewers for their valuable comments
and suggestions. This work was supported by the Natural Science Foundation of Tianjin (No. 19JCYBJC30700),
Ministry of Education Industry-University Cooperative Education Project in 2022 (Nos. 220503009174427 and
220505265245612). Tianjin University of Technology Teaching Fund (No. KG21-04). Funding information: This study was funded by National Science Foundation of Tianjin (No. 19JCYBJC30700),
the first batch of the cooperation and education projects of the Ministry of Education in 2022 (Nos
220503009174427 and 220505265245612), and Tianjin University of Technology Teaching Fund (No. KG21-04). Author contributions: All authors accepted responsibility for the entire content of this manuscript and
approved its submission. Conflict of interest: The authors state that there is no conflict of interest. Ethical approval: The conducted research is not related to either human or animal use. Ethical approval: The conducted research is not related to either human or animal use. Data availability statement: Data sharing is not applicable to this article as no datasets were generated or
analyzed during this study. Data availability statement: Data sharing is not applicable to this article as no datasets were generated or
analyzed during this study. Solutions of a system of hybrid fractional boundary value problems
15 15 References [1]
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Vol. 11(22), pp. 2034-2047, 23 November, 2016
DOI: 10.5897/ERR2016.2962
Article Number: 39DDDE461677
ISSN 1990-3839
Copyright © 2016
Author(s) retain the copyright of this article
http://www.academicjournals.org/ERR
Educational Research and Reviews Vol. 11(22), pp. 2034-2047, 23 November, 2016
DOI: 10.5897/ERR2016.2962
Article Number: 39DDDE461677
ISSN 1990-3839
Copyright © 2016
Author(s) retain the copyright of this article
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Educational Research and Reviews Full Length Research Paper Hayri Aydoğan School of Physical Education and Sports, Recep Tayyip Erdoğan Unive
Received 6 August, 2016; Accepted 25 October, 2016 School of Physical Education and Sports, Recep Tayyip Erdoğan University, Rize, Turkey. Received 6 August, 2016; Accepted 25 October, 2016 Changes in the national education system in Turkey have negative effects on the development of sports. Because, as classroom teachers teach Physical Education courses themselves, instead Physical
Education teachers teach the course. This was because of a recent legislation released by the Ministry
of National Education related to 4+4+4 compulsory schooling and the last resort for compulsory
schooling model was made as 4+4+4 on 2012 to 2013 education season. In this context, the purpose of
this research is to evaluate fourth-grade primary school students’ attitudes and self-efficacy towards
physical education course based on socio-cultural approach. Physical Education Predisposition Scale
(BEYÖ in Turkish) was used as the data collection tool and “Explanatory Factor Analysis (EFA)”,
“Cronbach Alpha Coefficient” and “Item-Total Correlation Analysis” were conducted on fourth-grade
students in order to maintain validity and reliability of the data collected. In the normality hypothesis
analysis of the collected data, it is thought that “Kolmogorov-Smirnov Test” along with skewness and
kurtosis coefficients will contribute to existing literature. Key words: Attitude, self-efficacy, physical education, primary school. Full Length Research Paper
Evaluation of fourth-grade primary school students’
attitudes and self-efficacy towards physical education
course using socio-cultural approach Full Length Research Paper INTRODUCTION attitude towards an object or an idea, he drifts away from
it and even takes negative actions towards it. However,
attitudes might change and new attitudes might be
formed over time. For that reason, researches related to
attitudes might provide useful findings for physical
education and sports instructors (Şişko and Demirhan,
2002). )
Another important factor which affects attitudes is self-
efficacy. “Self-efficacy” is one of the major concepts in
Bandura‟s social learning theory and Bandura (1997)
defines self-efficacy as people's beliefs about their
capabilities to produce designated levels of performance
that exercise influence over events that affect their lives. Self-efficacy beliefs determine how people feel, think,
motivate themselves and behave. Such beliefs produce
these diverse effects through four major processes. They
include cognitive, motivational, affective and selection
processes. A strong sense of efficacy enhances human
accomplishment and personal well-being in many ways. People with high assurance in their capabilities approach
difficult tasks as challenges to be mastered rather than as
threats to be avoided. Such an efficacious outlook fosters
intrinsic interest and deep engrossment in activities. They
set themselves challenging goals and maintain strong
commitment to them. They heighten and sustain their
efforts in the face of failure. They quickly recover their
sense of efficacy after failures or setbacks. They attribute
failure to insufficient effort or deficient knowledge and
skills which are acquirable. They approach threatening
situations with assurance that they can exercise control
over them. Such an efficacious outlook produces
personal accomplishments, reduces stress and lowers
vulnerability to depression (Bandura, 1994). p y
The basic resource which helps countries to develop
socially, culturally and artistically is healthy manpower. In
order for a country to raise a healthy generation, a
modern education approach should be implemented and
physical education classes should be integrated to the
curriculums, which affect millions of primary and junior
high school students are affected. It is of great
importance to help contribute to personal development of
millions of students through activities in physical
education classes. Intra-curriculum and extra-curriculum
physical education activities are among the most
important activities that help primary and junior high
school students, who have a high level of activity to use
their energy in a positive way, to be stress free and
socialize, adapt to rules, keep away from harmful habits,
enhance their knowledge, skills and abilities (Akgün and
İnan, 2010). Students generally have a receptive
approach towards physical education classes. Population and sample The population of this study includes fourth-grade primary school
students. The sample of the study consists of 424 fourth-grade
students from the following 12 primary schools: Kurtuluş Primary
School located in Rize City Center; Karasu, Ambarlık, Şehit Nedim
Çalık, and Dörtyol primary schools located in the Central District;
Kıbledağı Şehit Metin Çetin, Başköy, Ulucami, and Adacami
primary schools from villages of Güneysu District; İMKB Primary
School located in Güneysu District Center; 28 Şubat primary
schools located in Off District in Trabzon Province; Zeki Bilge
Primary School and Uzungöl primary schools located in Çaykara
District in Trabzon. INTRODUCTION Franzoi (2003) defines the concept of attitude as “an
individual‟s positive or negative evaluation of an object”. When attitudes are categorized as positive or negative;
having negative beliefs about ideas or objects, rejecting
or disliking them, taking negative actions towards these
might be considered as negative attitudes and having
positive beliefs about ideas or objects, accepting and
liking them might be considered as positive attitudes
(Demirhan and Altay, 2001). People have their attitudes
as a result of their previous experiences, thus, attitudes
are not innate behaviors (Kağıtçıbaşı, 2005). According Franzoi (2003) defines the concept of attitude as “an
individual‟s positive or negative evaluation of an object”. When attitudes are categorized as positive or negative;
having negative beliefs about ideas or objects, rejecting
or disliking them, taking negative actions towards these
might be considered as negative attitudes and having
positive beliefs about ideas or objects, accepting and
liking them might be considered as positive attitudes
(Demirhan and Altay, 2001). People have their attitudes
as a result of their previous experiences, thus, attitudes
are not innate behaviors (Kağıtçıbaşı, 2005). According to Sakallı (2006), there are various factors that affect our
attitudes. Family, environment and direct personal
experiences are major factors among these. Kağıtçıbaşı
(2005) indicated that the age of a person is also an
important factor in terms of attitudes. Many attitudes are
formed especially during childhood (between 6 to 12
ages) by imitating parents‟ behaviors. In the first stage of
adulthood (between 21 to 30 ages), these attitudes are
reinforced. If an individual forms a positive attitude
towards an object or an idea, he approaches to it and
supports it; however if an individual forms a negative E-mail: hayriaydogan@hotmail.com. Tel:+00905327200913. E-mail: hayriaydogan@hotmail.com. Tel:+00905327200913. Aydoğan 2035 status of children (Haskell, 1994) as well as cognitive
performance (Sibley and Etnier, 2003) and attention and
concentration (Hillman et al., 2005; Shephard, 1996;
Taras, 2005). Students feel satisfaction when they
participate in physical education activities during school. These physical education activities can greatly enhance
students‟ learning experience and positively influence
their physical, mental, social and interpersonal wellbeing
(Huang, 2007). Physical education course aims to
improve individuals‟ social competence and positive
sense of self as well as basic motor skills (Göktaş and
Arıkıran, 2007). In this way self-efficacy that students
develop might be by means of their participation in
physical education courses. INTRODUCTION The
findings of this study support this hypothesis. Taşmektepli
et al (2006) also had similar findings. Their interpretation
of those findings was that students generally show a
higher level of interest in physical education classes and
they have a receptive attitude. y
p
(
,
)
According to Seçkin and Başbay (2013), self-efficacy is
an individual‟s self-evaluation of his random behaviors. Self-efficacy also affects emotional reactions and ways of
thinking of individuals. People who have a high level of
self-efficacy
might
be
relatively
comfortable
and
productive in difficult activities and tasks. Physical
education is the whole of theoretical and consistent
studies conducted in order to contribute to physical and
body development of individuals, to prepare them for the
conditions of daily life and work life and to enhance their
national awareness and citizenship feelings (Yamaner,
2001). Physical education not only develops physical
features, but also promotes a sense of self-respect,
mutual respect, cooperation and teamwork and supports
and enhances leadership abilities (Buck et al., 2004). Young children are leading increasingly sedentary lives,
with physical activity frequently displaced by television
viewing, Internet surfing, and video gaming (Myers et al.,
1996). Much concern has surfaced for this lifestyle
change as childhood obesity has risen greatly in the last
10 years (World Health Organization, 2000). Within the
school context, incorporating physical activity or fitness
training is a likely means to improve the physical health Data collection tools “Personal Information Form” (Annex -2) and “Physical Education 2036 Educ. Res. Rev. Predisposition Scale” (Annex-3) were used as data collection tools
in this research. with and sufficient for the data collected from the scale
which consists of 11 items and is designated for fourth-
grade students. The obtained results are given in Table
1. According to the findings listed in the Table 1, the
obtained results are perfect since KMO coefficient is
0.868. For that reason, the sample size of the research is
sufficient. Another test which determines whether
explanatory factor analysis is compatible with a set of
data is the sphericity test developed by Bartlett to
determine the homoscedasticity of the sample. Factor
analysis is conducted to detect high level of correlation
between reverse floating variables of regression analysis. In this context, Bartlett test helps us to determine whether
there is a significant correlation between variables in the
main sample (Nakip, 2006). According to the results
listed in the table, it is determined that the data collected
are compatible with factor analysis (B=1413. 97; p =
0.000 < 0.05). Physical education predisposition scale (PEPS) Physical Education Predisposition Scale (PEPS), which was
developed by Hilland et al. (2009) and adapted to Turkish language
by Öncü, Gürbüz, Küçükkılıç and Keskin (2015), was used to
measure students‟ self-efficacy and attitudes towards physical
education. The scale, which consists of 11 items, includes 2 factors. Factors of the scale are “Attitude” (6 items) and „Self-efficacy‟ (5
items). Negative items included in the scale are scored reversely. The scale is a 5-point Likert-type scale with the following scoring
system: “I strongly disagree (1)”, “I disagree (2)”, “I neither agree
nor disagree (3)”, “I agree (4)” and “I strongly agree (5)” The lowest
score that can be achieved in the scale is 11 and the highest one is
55. The lowest and the highest scores of “Attitude” sub-dimension
of the scale are 6 and 30, whereas the lowest and the highest
scores of “Self-efficacy” sub-dimension of the scale are 5 and 25,
respectively. Results of factor analysis After determining that the data collected are compatible
with factor analysis, explanatory factor analysis was
conducted using Principal Components Analysis and
Varimax Rotation methods to determine the factor
structure of the scale. Factors collected as a result of
conducted explanatory factor analysis and factor weight
values of items listed under these factors are listed in
Table 2. It is understood that latent values of 2 factors
listed in Table 2 are greater than 1. The most significant
and prominent method for determining whether a factor
should be included in the scale is based on the latent
value of the factor (those greater than 1 are included as a
factor). (Büyüköztürk, 2002). Variances of these two
factors are 37.75 and 14.72% and total variance listed is
52.47%. According to these findings, it is understood that
these two factors reflect 0.52% of total variance of the
main structure. This value should be deemed acceptable
according to Kline since it is over 40% (Ceyhan and
Namlu, 2000). According to these results, it might be
concluded that the scale proved valid results on fourth
grade students and it has a solid factor structure. Statistical methods Explanatory Factor Analysis (EFA), “Cronbach Alpha Coefficient”,
and “Item-Total Correlation Analysis” were conducted in order to
confirm the validity and reliability of “ PEPS” (or BEYÖ in Turkish),
which was used on fourth grade students as a data collection tool in
this research. Kolmogorov-Smirnov test and coefficient of skewness
and kurtosis were used in normality analysis of the collected data. Number of groups was taken into consideration for comparison of
attitude and self-efficacy scores of different groups. In accordance
with this, “t test for independent groups”, which is a parametric
statistical method, was used for comparison of the average scores
of two independent groups and “one way analysis of variance test
(ANOVA)”, which is another parametric statistical method, was used
for comparison of the average scores of three or more groups. If
ANOVA tests proved differences, Tukey multiple comparison test
(Post Hoc) was used in order to determine which group is the
source of these differences. IBM SPSS package program was used
for application of aforementioned statistical methods within the
scope of this research. FINDINGS If internal consistency determinant Cronbach α coefficient
is lower than 0.40, the scale is “unreliable”; if it is
between 0.40 to 0.59, the scale has a “low level of
reliability” and if it is between 0.60 to 0.79, the scale has
a “high level of reliability” (Tavşancıl, 2002). In this study,
internal consistency of the PEPS (BEYÖ in Turkish) scale
was analyzed measuring Cronbach Alpha coefficients of
the whole scale and its sub-dimensions separately. Cronbach Alpha coefficients of each factor and the whole Personal information form “Personal Information Form” developed by the researchers aims to
collect data from students which constitute the sample of this
research. This section includes information related to students‟
demographic and independent variables: gender, past injuries in PE
classes, education level of the mother, education level of the father
and location of the school. Factor analysis Kaiser-Meyer-Olkin coefficient and Bartlett Test of
Sphericity were used in order to determine whether
conducting an explanatory factor analysis is compatible 2037 Aydoğan Table 1. Collected data‟s compatibility with factor analysis. Table 1. Collected data‟s compatibility with factor analysis. Kaiser-Meyer-Olkin (KMO) Variance
Sufficiency of the Sample
0.868
Bartlett Test
Ki-Square Value
1413.97
S.d
55
P
0.000 Table 2. Factor analysis results. Scale sub-dimension
Items
Factor weight
value
Latent
Value
Variance (%)
Cumulative
Variance (%)
Attitude
Item 1
0.643
4.153
37.75
37.75
Item 3
0.440
Item 6
0.723
Item 8
0.614
Item 10
0.567
Item 11
0.719
Self-Efficacy
Item 2
0.803
1.619
14.72
52.47
Item 4
0.758
Item 5
0.783
Item 7
0.696
Item 9
0.770 Table 2. Factor analysis results. Table 3. Internal consistency coefficients of the whole scale and all sub-dimensions. Factors
Number of items
Cronbach alpha coefficient (α)
Factor 1- Attitude
6
0.700
Factor 2- Self-efficacy
5
0.841
Total
11
0.814 Table 3. Internal consistency coefficients of the whole scale and all sub-dimensions. from the test (Tezbaşaran, 1996). In other words, it
displays whether each item of a scale samples similar
behaviors or not. In this context, item-total score
correlation is expected to be greater than 0.25. Significant correlation coefficients between scale item or
sub-dimension scores and total scale scores are deemed
as a sign of internal consistency. High correlation
coefficients show the high compatibility of the respective
item with measured theoretical structure. In case
correlation coefficient is lesser than 0.25, it is suggested
to remove these items from the scale (Karataş, 2014). scale are listed in Table 3 accordingly. According to the
values listed on the table, Cronbach α reliability
coefficient of PEPS (BEYÖ in Turkish) sub dimensions
are 0.700 for Factor 1 and 0.841 for Factor 2,
respectively. Based on this, it might be concluded that
“self-efficacy” factor has an acceptable level of reliability
and “attitude” factor has a good level of reliability. Cronbach α reliability coefficient of 11 items listed in the
scale is 0.814. Based on this value, it might be suggested
that the scale has a good level of reliability. According to the findings listed in Table 4, item-total
correlation coefficients of all 11 items are greater than
0.25. Factor analysis Based on this, it might be suggested that all items
have a high correlation with the whole of the scale and
they move in the same direction with the fundamental
structure measured by the scale. In this case, there is no Comparison of fourth grade student behaviors based
on demographic variables T test was used in independent groups to determine
whether attitude sub-dimension scores of fourth grade
students have a significant difference based on gender. The results are presented in Table 7. Kolmogorov-Smirnov test was used to determine whether
total attitude score variable obtained from the attitude
sub-dimension of the scale has a normal distribution
Table 6. According to Kolmogorov-Smirnov Test, total
attitude scores of fourth-grades are not distributed evenly
(p<0.05). In this case, normality of the data collected
using the Likert scale is tested using another criterion
commonly accepted in literature whose skewness and
kurtosis coefficients are between -1.5 and +1.5 (Fidell et
al., 2013). Based on this and taking into account
skewness and kurtosis coefficients of attitude variable, it
might be considered to be distributed evenly (normal). In
this case, parametric methods are used to determine Based on the results listed in the Table 7 and Figure 1,
fourth-grade
students‟
attitudes
towards
physical
education have a significant statistical difference (t=2.875;
p<0.05). Analyzing the average scores of genders, it is
understood that female students have a more positive
attitude towards physical education compared to males. Item-total score correlation analysis Item-total score correlation analysis is an objective
control mechanism which explains the relation between
scores obtained from items and total scores obtained 2038 Educ. Res. Rev. Table 4. Item-total correlation coefficients. Table 4. Item-total correlation coefficients. Parameter
Item-total correlation
Cronbach alpha coef. if there
are any Items Deleted
Item 1
0.260
0.813
Item 2
0.498
0.783
Item 3
0.441
0.789
Item 4
0.508
0.783
Item 5
0.547
0.778
Item 6
0.328
0.800
Item 7
0.526
0.780
Item 8
0.603
0.773
Item 9
0.586
0.774
Item 10
0.507
0.782
Item 11
0.380
0.795
Table 5. Statistics related to attitude dimension. Parameter
N
Mean
ss. Skewness
Kurtosis
Minimum
Maximum
Attitude
424
23.52
4.50
-0.519
-0.051
6
30
Table 6. K-S normality test results. Parameter
Kolmogorov-Smirnov
Statistics
sd
Sig.(p)
Attitude
0.075
424
0.000 Parameter
Item-total correlation
Cronbach alpha coef. if there
are any Items Deleted
Item 1
0.260
0.813
Item 2
0.498
0.783
Item 3
0.441
0.789
Item 4
0.508
0.783
Item 5
0.547
0.778
Item 6
0.328
0.800
Item 7
0.526
0.780
Item 8
0.603
0.773
Item 9
0.586
0.774
Item 10
0.507
0.782
Item 11
0.380
0.795 Parameter
Item-total correlation
Cronbach alpha coef. if there
are any Items Deleted Item-total correlation
Cronbach alpha coef. if there
are any Items Deleted Table 5. Statistics related to attitude dimension. Table 5. Statistics related to attitude dimension. Parameter
N
Mean
ss. Skewness
Kurtosis
Minimum
Maximum
Attitude
424
23.52
4.50
-0.519
-0.051
6
30
Table 6. K-S normality test results. Parameter
Kolmogorov-Smirnov
Statistics
sd
Sig.(p)
Attitude
0.075
424
0.000 Table 5. Statistics related to attitude dimension. Parameter
N
Mean
ss. Skewness
Kurtosis
Minimum
Maximum
Attitude
424
23.52
4.50
-0.519
-0.051
6
30
Table 6. K-S normality test results. Parameter
Kolmogorov-Smirnov
Statistics
sd
Sig.(p)
Attitude
0.075
424
0.000 whether attitude scores have any significant differences
based on certain demographic variables. need to remove any items from the scale and it might be
suggested that PEPS (BEYÖ in Turkish) maintains the
number of items on fourth grade student population Table
5. need to remove any items from the scale and it might be
suggested that PEPS (BEYÖ in Turkish) maintains the
number of items on fourth grade student population Table
5. Table 7. (t) Test results of attitude score averages based on gender. Table 7. (t) Test results of attitude score averages based on gender. Table 7. (t) Test results of attitude score averages based on gender. Gender
N
Mean
ss
T
p
Female
228
24.11
4.04
2.875
0.004
Male
196
22.84
4.90
Figure 1. Average attitude scores based on gender. 24.4
24
23.5
23
22.5
22 Figure 1. Average attitude scores based on gender. Table 8. (t) Test results of attitude score averages based on past injuries in PE classes. Past injuries
N
Mean
ss
t
p
Yes
49
22.69
3.93
-1.365
0.173
No
375
23.63
4.56
Figure 2. Attitude score averages based on past injuries in PE classes. 24
23.5
23
22.5
22 Table 8. (t) Test results of attitude score averages based on past injuries in PE classes. Past injuries
N
Mean
ss
t
p
Yes
49
22.69
3.93
-1.365
0.173
No
375
23.63
4.56
Figure 2. Attitude score averages based on past injuries in PE classes. 24
23.5
23
22.5
22 Table 8. (t) Test results of attitude score averages based on past injuries in PE classes. Figure 2. Attitude score averages based on past injuries in PE classes. whether fourth grade students‟ past injuries in physical
education classes cause a significant difference in their
attitudes towards physical education. The results are
given in Table 8 and Figure 2. According to t test results
on this chart, fourth grade students‟ attitudes towards
physical education classes do not differ significantly
based on whether they have past injuries in PE classes
(t=-1.365; p>0.05). In this case, fourth grade students‟
negative past experiences in PE classes do not affect
their attitudes towards this class. determine whether education level of mothers of fourth
grade students significantly affects their attitude scores
towards physical education classes. The test results are
as given in Table 9 and Figure 3. According to ANOVA
test results on this chart, fourth grade students‟ attitudes
towards physical education classes do not differ
significantly based on education level of their mothers
(F=2.105; p>0.05). Comparison of attitude scores based on past injuries
in PE classes T test was used in independent groups to determine 2038 Aydoğan Comparison of attitude scores based on education
level of mother One way variance analysis (ANOVA) was used to
determine whether education level of fathers of fourth
grade students significantly affects their attitude scores One way variance analysis (ANOVA) was used to 2040 Educ. Res. Rev. Table 9. Anova test related to attitude score averages based on education level of mothers. Education level of mother
N
Mean
ss
F
p
Primary
147
22.97
4.980
2.105
0.079
Junior high school
128
23.42
4.534
High school
93
23.65
3.917
Undergraduate
50
25.04
3.779
Post-graduate
6
24.50
3.728
Figure 3. Average attitude scores based on education level of mothers. 25.5
25
24.5
24
23.5
23
22.5
22
21.5 Table 9. Anova test related to attitude score averages based on education level of mothers. Education level of mother
N
Mean
ss
F
p
Primary
147
22.97
4.980
2.105
0.079
Junior high school
128
23.42
4.534
High school
93
23.65
3.917
Undergraduate
50
25.04
3.779
Post-graduate
6
24.50
3.728
Figure 3. Average attitude scores based on education level of mothers. 25.5
25
24.5
24
23.5
23
22.5
22
21.5 Table 9. Anova test related to attitude score averages based on education level of mothers. Table 9. Anova test related to attitude score averages based on education level of mothers. Education level of mother
N
Mean
ss
F
p
Primary
147
22.97
4.980
2.105
0.079
Junior high school
128
23.42
4.534
High school
93
23.65
3.917
Undergraduate
50
25.04
3.779
Post-graduate
6
24.50
3.728 Figure 3. Average attitude scores based on education level of mothers. 25.5
25
24.5
24
23.5
23
22.5
22
21.5 Figure 3. Average attitude scores based on education level of mothers. Table 10. Anova test related to attitude score averages based on education level of fathers
Education level of father
N
Mean
ss
F
p
Primary
61
22.61
4.514
6.603
0.000
Junior high school
115
22.21
4.545
High school
134
23.97
3.983
Undergraduate
102
24.58
4.723
Post-graduate
12
26.67
3.473
Figure 4. Average attitude scores based on education level of fathers. 27
26.5
25
24
23
22
21 Table 10. Anova test related to attitude score averages based on education level of fathers. Education level of father
N
Mean
ss
F
p
Primary
61
22.61
4.514
6.603
0.000
Junior high school
115
22.21
4.545
High school
134
23.97
3.983
Undergraduate
102
24.58
4.723
Post-graduate
12
26.67
3.473
Figure 4. Average attitude scores based on education level of fathers. Comparison of attitude scores based on education
level of mother 27
26.5
25
24
23
22
21 Table 10. Anova test related to attitude score averages based on education level of fathers. Figure 4. Average attitude scores based on education level of fathers. p<0.05). Tukey multiple comparison test (Post Hoc) was
used in order to determine which group is the source of
difference and the following results were obtained Table
11. According to the findings in this table, there are
significant differences between primary-undergraduate, towards physical education classes. The test results are
seen in Table 10 and Figure 4. According to ANOVA test
results on this chart, fourth grade students‟ attitudes
towards physical education classes differ significantly
based on education level of their fathers (F=6.603; 2041 Aydoğan Table 11. Tukey multiple comparison test results based on education level of fathers. Table 11. Tukey multiple comparison test results based on education level of fathers. Table 11. Tukey multiple comparison test results based on education level of fathers. Parameter
Mean difference
Sig (p)
Primary
Junior high school
0.398
0.979
High school
-1.364
0.262
Undergraduate
-1.972*
0.045
Post-graduate
-4.060*
0.029
Junior high school
Primary
-0.398
0.979
High school
-1.761*
0.015
Undergraduate
-2.370*
0.001
Post-graduate
-4.458*
0.008
High School
Primary
1.364
0.262
Junior high school
1.761*
0.015
Undergraduate
-0.608
0.830
Post-graduate
-2.697
0.249
Undergraduate
Primary
1.972*
0.045
Junior high school
2.370*
0.001
High school
0.608
0.830
Post-graduate
-2.088
0.525
Post-graduate
Primary
4.060*
0.029
Junior high school
4.458*
0.008
High school
2.697
0.249
Post-graduate
2.088
0.525 Table 12. Anova test related to attitude score averages based on locations of schools. Locations of School
N
Mean
ss
F
p
City center
27
23.63
3.835
5.669
0.001
City center village
123
23.07
4.555
District center
173
24.51
4.706
District village
101
22.35
3.905 Table 12. Anova test related to attitude score averages based on locations of schools. primary-postgraduate, junior high school-high school,
junior high school-postgraduate groups based on
education level of their fathers. In addition, when
analyzing the average scores of the groups, students‟
attitude scores increase as their fathers‟ education level
changes from primary to post-graduate. Therefore, it
might be concluded that students‟ attitudes towards
physical education classes increase positively in parallel
with education level of their fathers. on this chart, fourth grade students‟ attitudes towards
physical education classes differ significantly based on
locations of their schools (F=5.669; p<0.05). Comparison of attitude scores based on education
level of mother Tukey
multiple comparison tests were used to determine which
group is the source of difference and following results
were obtained Table 13. According to the findings in
Table 14, there are significant differences between city
center village-district center and district village-district
center location groups. In addition, average scores of
groups indicate that the attitudes of fourth grade students
attending schools in district centers are more positive
towards physical education classes. primary-postgraduate, junior high school-high school,
junior high school-postgraduate groups based on
education level of their fathers. In addition, when
analyzing the average scores of the groups, students‟
attitude scores increase as their fathers‟ education level
changes from primary to post-graduate. Therefore, it
might be concluded that students‟ attitudes towards
physical education classes increase positively in parallel
with education level of their fathers. Comparison of self-efficacy levels of fourth grade
students based on demographic variables One way variance analysis (ANOVA) was used to
determine whether school locations of fourth grade
students significantly affect attitude scores towards
physical education classes. Test results are given in
Table 12 and Figure 5. According to ANOVA test results Kolmogorov-Smirnov test was used to determine whether
total self-efficacy score variable obtained from the self- Educ. Res. Rev. 2042 Figure 5. Average attitude scores based on locations of schools. Figure 5. Average attitude scores based on locations of schools. Table 13. Tukey multiple comparison test results based on locations of schools. Table 13. Tukey multiple comparison test results based on locations of schools. Parameter
Mean difference
Sig. (p)
City center
City center village
0.565
0.932
District center
-0.879
0.773
District village
1.283
0.540
City center village
City center
-0.565
0.932
District center
-1.444*
0.030
District village
0.719
0.622
District center
City center
0.879
0.773
City center village
1.444*
0.030
District village
2.162*
0.001
District village
City center
-1.283
0.540
City center village
-0.719
0.622
District center
-2.162*
0.001
Table 14. Statistics related to self-efficacy dimension. Parameter
N
Mean
ss. Skewness
Kurtosis
Minimum
Maximum
Self-efficacy
424
19.95
4.16
-0.833
0.511
5
25
Table 15. K-S normality test results. Parameter
Kolmogorov-Smirnov
Statistic
sd
Sig.(p)
Self-efficacy
0.113
424
0.000 Table 13. Tukey multiple comparison test results based on locations of schools. Parameter
Mean difference
Sig. (p)
City center
City center village
0.565
0.932
District center
-0.879
0.773
District village
1.283
0.540
City center village
City center
-0.565
0.932
District center
-1.444*
0.030
District village
0.719
0.622
District center
City center
0.879
0.773
City center village
1.444*
0.030
District village
2.162*
0.001
District village
City center
-1.283
0.540
City center village
-0.719
0.622
District center
-2.162*
0.001 Table 14. Statistics related to self-efficacy dimension. Parameter
N
Mean
ss. Skewness
Kurtosis
Minimum
Maximum
Self-efficacy
424
19.95
4.16
-0.833
0.511
5
25
Table 15. K-S normality test results. Parameter
Kolmogorov-Smirnov
Statistic
sd
Sig.(p)
Self-efficacy
0.113
424
0.000 Table 14. Statistics related to self-efficacy dimension. efficacy sub-dimension of the scale has a normal
distribution Table 15. According to Kolmogorov-Smirnov
Test, total self-efficacy scores of fourth grades are not
distributed evenly (p<0.05). In this case, normality of the
data collected using the Likert scale is tested using
another criterion commonly accepted in literature whose skewness and kurtosis coefficients are between -1.5 and
+1.5 (Fidell et al., 2013). Comparison of self-efficacy levels of fourth grade
students based on demographic variables Based on this and taking into
account skewness and kurtosis coefficients of attitude
variable, it might be considered to be distributed evenly
(normal). In this case, just as in attitude sub-dimension,
parametric methods are used to determine whether self- 2043 Aydoğan Table 16. (t) test results of self-efficacy score averages based on gender. Table 16. (t) test results of self-efficacy score averages based on gender. Gender
N
Mean
ss
t
p
Female
228
19.82
3.80
-0.708
0.479
Male
196
20.11
4.56
Figure 6. Average self-efficacy scores based on gender. 20.5
20
19.5 Table 16. (t) test results of self-efficacy score averages based on gender. Gender
N
Mean
ss
t
p
Female
228
19.82
3.80
-0.708
0.479
Male
196
20.11
4.56
Figure 6. Average self-efficacy scores based on gender. 20.5
20
19.5 Figure 6. Average self-efficacy scores based on gender. Table 17. (t) test results of self-efficacy score averages based on past injuries in PE classes. Past injuries
N
Mean
ss
t
p
Yes
49
19.14
4.64
-1.45
0.194
No
375
20.06
4.09
Figure 7. Self-efficacy scores based on past injuries. 20.5
20
19.5
19
18.5 Table 17. (t) test results of self-efficacy score averages based on past injuries in PE classes. Past injuries
N
Mean
ss
t
p
Yes
49
19.14
4.64
-1.45
0.194
No
375
20.06
4.09
Figure 7. Self-efficacy scores based on past injuries. 20.5
20
19.5
19
18.5 Table 17. (t) test results of self-efficacy score averages based on past injuries in PE classes. Figure 7. Self-efficacy scores based on past injuries. Comparison of self-efficacy scores based on past
injuries in PE classes efficacy scores have any significant differences based on
certain demographic variables. efficacy scores have any significant differences based on
certain demographic variables. efficacy scores have any significant differences based on
certain demographic variables. Comparison of self-efficacy scores based on past
injuries in PE classes T test was used in independent groups to determine
whether fourth grade students‟ past injuries in physical
education classes cause a significant difference in their
self-efficacy perceptions of physical education. The
results are given in Table 17 and Figure 7. According to t
test results on this chart, fourth grade students‟ self-
efficacy perceptions of physical education classes do not
differ significantly based on whether they have past
injuries in PE classes (t=-1.45; p>0.05). In this case,
fourth grade students‟ negative past experiences in PE
classes do not affect their self-efficacy perceptions of Comparison of self-efficacy scores based on gender T test was used in independent groups to determine
whether self-efficacy sub-dimension scores of fourth
grade students have a significant difference based on
gender. The results are given in Table 16 and Figure 6. Based on the results listed on this chart, fourth grade
students‟ self-efficacy perceptions of physical education
classes do not have a significant statistical difference (t= -
0.708; p>0.05). 2044 Educ. Res. Rev. Table 18. Anova test related to self- efficacy score averages based on education level of mothers. Education level of mother
N
Mean
ss
F
p
Primary
147
19.85
4.350
0.630
0.641
Junior high school
128
20.16
3.983
High school
93
19.49
4.127
Undergraduate
50
20.46
4.282
Post-graduate
6
20.83
3.125
Figure 8. Self-efficacy scores based on education level of mothers
21
20.5
20
19.5
19
18.5 Table 18. Anova test related to self- efficacy score averages based on education level of mothers. Education level of mother
N
Mean
ss
F
p
Primary
147
19.85
4.350
0.630
0.641
Junior high school
128
20.16
3.983
High school
93
19.49
4.127
Undergraduate
50
20.46
4.282
Post-graduate
6
20.83
3.125
Figure 8. Self-efficacy scores based on education level of mothers
21
20.5
20
19.5
19
18.5 Table 18. Anova test related to self- efficacy score averages based on education level of mothers. Table 18. Anova test related to self- efficacy score averages based on education level of mothers. Education level of mother
N
Mean
ss
F
p
Primary
147
19.85
4.350
0.630
0.641
Junior high school
128
20.16
3.983
High school
93
19.49
4.127
Undergraduate
50
20.46
4.282
Post-graduate
6
20.83
3.125 Figure 8. Self-efficacy scores based on education level of mothers
21
20.5
20
19.5
19
18.5 Figure 8. Self-efficacy scores based on education level of mothers Table 19. Anova test related to self-efficacy score averages based on education level of fathers. Table 19. Anova test related to self-efficacy score averages based on education level of fathers. Education Level of Father
N
Mean
ss
F
p
Primary
61
19.64
4.191
2.564
0.038
Junior high school
115
19.14
4.279
High school
134
20.51
3.805
Undergraduate
102
20.08
4.407
Post-graduate
12
22.00
3.464 determine whether education level of fathers of fourth
grade students significantly affects self-efficacy scores
towards physical education classes. Test results are
given in Table 19 and Figure 9. Comparison
of
self-efficacy
scores
based
on
education level of mother One way variance analysis (ANOVA) was used to
determine whether education level of mothers of fourth
grade students significantly affects self-efficacy scores
towards physical education classes. Test results are
given in Table 18 and Figure 8. According to ANOVA test results on this chart, fourth
grade students‟ self-efficacy perceptions of physical
education classes do not differ significantly based on
education level of their mothers (F=0,630; p>0.05). Comparison
of
self-efficacy
scores
based
on
locations of schools One way variance analysis (ANOVA) was used to
determine whether school locations of fourth grade
students significantly affect self-efficacy scores towards
physical education classes. Test results are given in
Table 20 and Figure 10. According to ANOVA test results Comparison of self-efficacy scores based on gender According to ANOVA test
results on this chart, fourth grade students‟ self-efficacy
perceptions of physical education classes differ
significantly based on education level of their fathers
(F=2.564; p<0.05). In addition, group averages indicate
that self-efficacy perceptions of students who have
fathers with a highest level of education are the highest. this class. this class. Comparison of Self-Efficacy Scores Based on
Education Level of Fathers One way variance analysis (ANOVA) was used to 2045 Aydoğan Figure 9. Self-efficacy scores based on education level of fathers. Figure 9. Self-efficacy scores based on education level of fathers. Figure 9. Self-efficacy scores based on education level of fathers. Table 20. Anova test related to self-efficacy score averages based on locations of schools. Locations of school
N
Mean
ss
F
p
City center
27
19.78
4.734
3.709
0.012
City center village
123
19.79
4.289
District center
173
20.66
3.949
District village
101
18.97
4.046
Figure 10. Average self-efficacy scores based on locations of schools. 21
20.5
20
19.5
19
18.5
18 Table 20. Anova test related to self-efficacy score averages based on locations of schools. Locations of school
N
Mean
ss
F
p
City center
27
19.78
4.734
3.709
0.012
City center village
123
19.79
4.289
District center
173
20.66
3.949
District village
101
18.97
4.046
Figure 10. Average self-efficacy scores based on locations of schools. 21
20.5
20
19.5
19
18.5
18 Table 20. Anova test related to self-efficacy score averages based on locations of schools. Figure 10. Average self-efficacy scores based on locations of schools. details
were
included
in
charts. Summarized
interpretation of the collected data shows that students‟
attitudes and self-efficacy perceptions do not differ
greatly in terms of demographic variables. Analysis of
average scores indicate that female students show
greater interest in physical education classes when
compared to male students. According to the findings of
the study, fourth-grade students‟ attitudes and self-
efficacy perceptions do not differ greatly based on their
past injuries in PE classes. Hence, it might be concluded
that past injuries do not change fourth-grade students‟
attitudes towards physical education classes. Another
finding suggests that students‟ attitudes do not differ
greatly based on education level of their mothers. However, education level of fathers creates a significant
difference (F=6.603; p<0.05). According to the findings of on this chart, fourth grade students‟ self-efficacy per-
ceptions of physical education classes differ significantly
based on locations of their schools (F=3.709; p<0.05). Tukey multiple comparison test was used to determine
which group is the source of the difference and the
following results were obtained Table 21. Based on the
findings listed in the table, locations of schools cause a
significant difference only between villages and city
centers. DISCUSSION AND CONCLUSION In this study, statistical calculations related to fourth-
grade primary school students‟ attitudes and self-efficacy
towards physical education classes were made and the 2046 Educ. Res. Rev. Table 21. Tukey multiple comparison test results based on locations of schools. Table 21. Tukey multiple comparison test results based on locations of schools. Parameter
Mean difference
Sig. (p)
City center
City center village
-0.011
1.000
District center
-0.887
0.727
District village
0.807
0.803
City center village
City center
0.011
1.000
District center
-0.876
0.274
District village
0.818
0.452
District center
City center
0.887
0.727
City center village
0.876
0.274
District village
1.694*
0.006
District village
City center
-0.807
0.803
City center village
-0.818
0.452
District center
-1.694*
0.006 significant others (Bandura, 1986; e.g., peers, family
members, educators, and health professionals), and (c)
persuading children and adolescents that regular PA is
an important and enjoyable part of everyday life. Research findings of a positive correlation between
support for PA from parents and siblings and youth PA
involvement (Aarnio et al., 1997; Zakarian et al., 1994)
suggest that combining social support, selfefficacy, and
positive experiential components in interventions to
increase PA may be promising (Robbins et al., 2004). this study, there are significant differences between
primary-undergraduate and junior high school -post-
graduate education level groups. In addition, when group
averages are taken into consideration, as fathers‟
education level increases from primary school to under-
graduate, attitude score averages generally increase. g
g
g
y
According to this, it might be suggested that the better
fathers‟ education level is the more positive students‟
attitudes towards the class are. On the other hand, it
might also be suggested that locations of schools create
a significant difference in attitudes towards PE classes
(F=5.669; p<0. 05). According to the results of this
research, there are significant differences between
villages in city center-district centers and villages in
district centers-district centers. In a study conducted by
Yıldırım and İlhan (2010), average scores of groups
indicated that the attitudes of fourth grade students
attending schools in district centers are more positive
towards physical education classes and this is also
supported by our findings. Moreover, findings of Endler et
al. (2001) suggested that gender does not create
significant differences in terms of overall self-efficacy. Analyzing the self-efficacy dimension of the study, it is
suggested that fourth grade students‟ self-efficacy
perceptions of physical education classes do not have
any significant differences. REFERENCES Nakip M (2006). Marketing Research: Techniques and Applications with
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Ö Akgün İB, İnan M (2010). Evaluation of Teachers‟ Views on Optional
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Sibley BA, Etnier JL (2005). The relationship between physical activity
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Evrim Press. Karataş Z (2014). Advanced Statistical Applications Courses in Social
Services: Regression, Correlation, and Factor Analysis. 19.06.2016. Retrieved from. The author has not declared any conflict of interest. DISCUSSION AND CONCLUSION Hence, the results of our
study are parallel to the findings of Endler et al. (2001). y
p
g (
)
According to our study, fourth- grade students‟ past
negative experiences do not affect their self-efficacy
perceptions of PE classes. It is also understood that self-
efficacy perceptions of fourth- grade students do not
differ significantly based on education level of their
mothers; however, it is based on education level of their
fathers. Furthermore, group averages indicate that self-
efficacy perceptions of students who have fathers with a
highest level of education are the highest. It is
understood that self-efficacy perceptions of physical
education classes do not differ significantly based on
locations of schools (F=3.709; p<0.05). In conclusion,
primary school students are accompanied by other
branch teachers such as English teachers and religious
culture and moral knowledge teachers in addition to
guidance counselors after the second grade. Physical
Education and Sports classes have a vital importance on
children‟s personal and moral development as suggested
earlier. In this context, if Physical Education specialists
instruct children‟s PE classes as a requirement of a more
professional approach. This will help children have a
healthier education life and it will also contribute to the
development of sports in the country; also, increased
weekly hours of Physical Education and Sports classes
will provide students with the opportunity to participate in
sports activities more frequently. In a study of Lorraine B. Robbins et al. (2004), the
significant increase for both boys and girls in self-efficacy
after
completing
the
exercise
task
supports
the
importance of successful performance for enhancing self-
efficacy or confidence in a particular behavioral domain. Interventions to increase PA self-efficacy should focus
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Haskell WL (1994). J.B. Wolffe memorial lecture. Health consequences
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https://openalex.org/W4320342313
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https://repositorium.sdum.uminho.pt/bitstream/1822/63570/1/PhysRevD.100.032007.pdf
|
English
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Search for the electroweak diboson production in association with a high-mass dijet system in semileptonic final states in <math xmlns="http://www.w3.org/1998/Math/MathML">
<mi>p</mi>
<mi>p</mi>
</math> collisions at <math xmlns="http://www.w3.org/1998/Math/MathML">
<msqrt>
<mi>s</mi>
</msqrt>
<mo>=</mo>
<mn>13</mn>
</math> TeV with the ATLAS detector
|
OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)
| 2,019
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cc-by
| 38,790
|
PHYSICAL REVIEW D 100, 032007 (2019) PHYSICAL REVIEW D 100, 032007 (2019) (Received 21 May 2019; published 22 August 2019) This paper reports on a search for electroweak diboson (WW=WZ=ZZ) production in association with a
high-mass dijet system, using data from proton-proton collisions at a center-of-mass energy of
ffiffiffis
p ¼ 13 TeV. The data, corresponding to an integrated luminosity of 35.5 fb−1, were recorded with
the ATLAS detector in 2015 and 2016 at the Large Hadron Collider. The search is performed in final states
in which one boson decays leptonically, and the other boson decays hadronically. The hadronically
decaying W=Z boson is reconstructed as either two small-radius jets or one large-radius jet using jet
substructure techniques. The electroweak production of WW=WZ=ZZ in association with two jets is
measured with an observed (expected) significance of 2.7 (2.5) standard deviations, and the fiducial cross
section is measured to be 45.1 8.6ðstat:Þþ15.9
−14.6ðsyst:Þ fb. Published by the American Physical Society under the terms of
the Creative Commons Attribution 4.0 International license.
Further distribution of this work must maintain attribution to
the author(s) and the published article’s title, journal citation,
and DOI. Funded by SCOAP3. Search for electroweak diboson production in association
with a high-mass dijet system in semileptonic final states
in pp collisions at
ffiffis
p = 13 TeV with the ATLAS detector G. Aad et al.*
(ATLAS Collaboration) I. INTRODUCTION VVjj (V ¼ W, Z, γ), with a large separation in rapidity of
jets and a large dijet invariant mass. Multiple processes can
produce the same final state of two bosons and two jets. The production of VVjj at tree level has an EW contri-
bution involving only electroweak-interaction vertices, and
a strong contribution (QCD induced) involving two strong-
interaction vertices. The EW production is further divided
into two components. The first component is EW VBS
production with actual scattering of the two electroweak
bosons. The scattering occurs via quartic gauge vertices,
or triple gauge vertices involving the s- or t-channel
exchange of a Higgs boson or a W=Z boson. The second
component is EW non-VBS production that has electro-
weak vertices only, but where the two bosons do not scatter. The EW non-VBS component cannot be separated from the
EW VBS component in a gauge invariant way [13] and
contributes significantly to the total cross section. It is
therefore included in the signal generation. Representative
Feynman diagrams at tree level are shown in Fig. 1. Both
the ATLAS and CMS Collaborations have searched for
experimental evidence of VBS. So far, electroweak VVjj
production is only observed in the same-sign WWjj
channel [14] and WZjj channel [15] in the fully leptonic
final states using data collected at a center-of-mass
energy of
ffiffiffis
p ¼ 13 TeV. Evidence of electroweak VVjj
production is also obtained in the WWjj [16–18]
and Zγjj [19] channels using pp collisions at
ffiffiffis
p ¼
8 TeV. Limits on fiducial cross sections of electroweak
VVjj production are reported for the WZjj [20,21], ZZjj
[22], Zγjj [23] and Wγjj [24] channels. Constraints on
anomalous quartic
gauge
couplings
are
reported
in
Refs. [16–19,21,23–27]. VVjj (V ¼ W, Z, γ), with a large separation in rapidity of
jets and a large dijet invariant mass. Multiple processes can
produce the same final state of two bosons and two jets. The production of VVjj at tree level has an EW contri-
bution involving only electroweak-interaction vertices, and
a strong contribution (QCD induced) involving two strong-
interaction vertices. The EW production is further divided
into two components. The first component is EW VBS
production with actual scattering of the two electroweak
bosons. The scattering occurs via quartic gauge vertices,
or triple gauge vertices involving the s- or t-channel
exchange of a Higgs boson or a W=Z boson. *Full author list given at the end of the article. DOI: 10.1103/PhysRevD.100.032007 2The ATLAS experiment uses a right-handed coordinate
system with its origin at the nominal interaction point (IP) in
the center of the detector and the z axis along the axis of the beam
pipe. The x axis points from the IP to the center of the LHC ring,
and the y axis points upwards. Cylindrical coordinates ðr; ϕÞ are
used in the transverse plane, ϕ being the azimuthal angle around
the z axis. The pseudorapidity is defined in terms of the polar
angle θ as η ¼ −ln tanðθ=2Þ. Angular distance is measured in
units of ΔR ≡
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
ðΔηÞ2 þ ðΔϕÞ2
p
. I. INTRODUCTION Representative Feynman diagrams for (a) EW VVjj production via VBS, (b) EW VVjj production via non-VBS contribution,
and (c) QCD VVjj production. (c) (b) (a) (c) (b) (a) FIG. 1. Representative Feynman diagrams for (a) EW VVjj production via VBS, (b) EW VVjj production via non-VBS contribution,
and (c) QCD VVjj production. final states, each using resolved or merged V →qq
reconstruction techniques. Reference [26] reports a study similar to the one in this
paper, albeit focused on EW production of VVjj in the
WV →lνqq channel only and performed at
ffiffiffis
p ¼ 8 TeV. This paper presents a study of the EW production of VVjj
(V ¼ W, Z) with the vector-boson pair decaying semi-
leptonically. A larger data sample is used and additional
diboson signal processes with similar final states are
included. In order to extract the signal and to measure the cross
section for the EW production of VVjj in a fiducial
volume, multivariate discriminants, which combine observ-
ables sensitive to the kinematics of the VBS process, are
used to separate EW-induced VVjj production from QCD-
induced VVjj production. This analysis measures the cross section of EW VVjj
production in a region of kinematic phase space close to the
acceptance of the detector. Fiducial cross sections are
measured in the 0-, 1- and 2-lepton channels, where lepton
refers to e and μ. Final states with V decaying into one or
more
τ-leptons
(both
leptonically
and
hadronically
decaying τ-leptons) are included as signal, but the con-
tribution of V from top quark decay is not considered as
signal. Three VV semileptonic decay channels are explored: a Z
boson decaying into a pair of neutrinos, Z →νν1; a W
boson decaying into a charged lepton (an electron or muon,
denoted by l) and a neutrino, W →lν; and a Z boson
decaying into a pair of light charged leptons, Z →ll. In all
cases, the other vector boson V is required to decay into a
pair of quarks, V →qq, leading to ZV →ννqq, WV →
lνqq and ZV →llqq final states. These processes overlap
in the fiducial region of the measurement because of the
geometrical acceptance of the detector for leptons and jets. I. INTRODUCTION The second
component is EW non-VBS production that has electro-
weak vertices only, but where the two bosons do not scatter. The EW non-VBS component cannot be separated from the
EW VBS component in a gauge invariant way [13] and
contributes significantly to the total cross section. It is
therefore included in the signal generation. Representative
Feynman diagrams at tree level are shown in Fig. 1. Both
the ATLAS and CMS Collaborations have searched for
experimental evidence of VBS. So far, electroweak VVjj
production is only observed in the same-sign WWjj
channel [14] and WZjj channel [15] in the fully leptonic
final states using data collected at a center-of-mass
energy of
ffiffiffis
p ¼ 13 TeV. Evidence of electroweak VVjj
production is also obtained in the WWjj [16–18]
and Zγjj [19] channels using pp collisions at
ffiffiffis
p ¼
8 TeV. Limits on fiducial cross sections of electroweak
VVjj production are reported for the WZjj [20,21], ZZjj
[22], Zγjj [23] and Wγjj [24] channels. Constraints on
anomalous quartic
gauge
couplings
are
reported
in
Refs. [16–19,21,23–27]. Vector-boson scattering (VBS) is a key process for
probing the non-Abelian gauge structure of the electroweak
(EW) sector of the Standard Model (SM), since it involves
both the self-couplings of the vector bosons and their
coupling with the Higgs boson. In the absence of the SM
Higgs boson, the amplitudes for VBS would increase as a
function of partonic center-of-mass energy and ultimately
violate unitarity [1,2]. The discovery of a Higgs boson in
2012 at the LHC [3,4], with measured properties [5–8]
consistent with those of the SM Higgs boson, represents a
major milestone in the understanding of electroweak
symmetry breaking. The study of the VBS process provides
an important check of the SM by testing whether the Higgs
mechanism is the sole source of electroweak symmetry
breaking. Theories of new phenomena beyond the SM
that alter the quartic gauge couplings [9,10], or include
the presence of additional resonances [11,12], predict
enhancements of VBS at high transverse momentum of
the vector bosons and at high invariant mass of the diboson
system. The experimental signature of VBS is characterized by
the presence of a pair of vector bosons and two forward jets, © 2019 CERN, for the ATLAS Collaboration 032007-1 2470-0010=2019=100(3)=032007(36) PHYS. REV. D 100, 032007 (2019) G. AAD et al. (a)
(b)
(c)
FIG. 1. 1To simplify the notation, antiparticles are not explicitly
labeled in this paper. I. INTRODUCTION The decay channels are selected as 0-, 1- and 2-lepton final
states, where the 1-lepton (2-lepton) final state receives
only contribution from WV→lνqq (ZV→llqq) proc-
esses, and the 0-lepton final state receives about equal
contributions
from
WV →lνqq
and
ZV →ννqq
processes. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … constant. Both the VBS amplitudes and non-VBS ampli-
tudes of the VVjj process with one boson decaying
hadronically and the other leptonically were included,
using factorized on-shell decays for the gauge bosons. The NNPDF30LO [31] PDF set was used. The parton
showers and hadronization were modeled with PYTHIA
8.186 [32] using the A14 set of tuned parameters (tune) for
the underlying event [33]. The end cap and forward regions are instrumented with
LAr calorimeters for both EM and hadronic energy
measurements up to jηj ¼ 4.9. A muon spectrometer
(MS) system incorporating large superconducting toroidal
air-core magnets surrounds the calorimeters. Three layers
of precision wire chambers provide muon tracking in the
range jηj < 2.7, while dedicated fast chambers are used
for triggering in the region jηj < 2.4. The trigger system is
composed of two stages [29]. The first stage, implemented
with custom hardware, uses information from calorimeters
and muon chambers to reduce the event rate to a maximum
of 100 kHz. The second stage, called the high-level
trigger, reduces the data acquisition rate to about 1 kHz
on average. The high-level trigger is software-based and
runs reconstruction algorithms similar to those used in the
offline reconstruction. The main background sources are Z and W bosons
produced in association with jets (Z þ jets and W þ jets),
as well as significant contributions from top quark pro-
duction (both t¯t pair and single-top) and QCD-induced
vector-boson pair production. The Z þ jets and W þ jets
events were simulated using the SHERPA 2.2.1 [34] event
generator. Matrix elements were calculated for up to two
partons at NLO and up to four partons at LO using the
COMIX [35] and OPENLOOPS [36] programs. QCD-induced
diboson processes with one of the bosons decaying
hadronically and the other leptonically were simulated
using SHERPA 2.2.1. They were simulated for up to one
additional parton at NLO and up to three additional partons
at LO using the COMIX and OPENLOOPS programs. There is
no overlap between the QCD-induced diboson samples and
the EW VVjj signal samples, as the former include
diagrams of Oðα4
EWα2
SÞ. For Z þ jets, W þ jets and diboson
simulation, the matrix-element calculations were merged
with the SHERPA parton shower using the ME þ PS@NLO
prescription [37]. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … The NNPDF30NNLO [38] PDF set was
used in conjunction with a dedicated parton-shower tuning
developed by the SHERPA authors. For the Z þ jets and W þ
jets samples, boson decays into all lepton flavors (e, μ, τ) are
included. For the generation of top quark pairs, the POWHEG-
BOX V2 [39–41] event generator with the CT10 [42] PDF set
in the matrix-element calculations was used. Electroweak t-
channel, s-channel and Wt-channel single-top-quark events
were generated using the POWHEG-BOX V1 event generator
[43–45]. This event generator uses the four-flavor scheme
for the NLO matrix-element calculations together with the
fixed four-flavor PDF set CT10f4 [42]. For all top quark
processes, top quark spin correlations are preserved (for the
t-channel, top quark decay is simulated using MADSPIN
[46]). The parton showers, fragmentation, and underlying
event were simulated using PYTHIA 6.428 [47] with the
CTEQ6L1 [48] PDF set and the corresponding Perugia 2012
tune (P2012) [49]. The top quark mass was set to 172.5 GeV. The EVTGEN V1.2.0 program [50] was used to simulate the
decay of bottom and charm hadrons for the POWHEG-BOX
samples. A. Data The data were collected with the ATLAS detector in 2015
and 2016 from pp collisions at a center-of-mass energy of
ffiffiffis
p ¼ 13 TeV, corresponding to a total integrated luminos-
ity of 35.5 fb−1. The recorded 2-lepton channel and 1-lepton channel
events were selected with a mixture of either multiple
single-electron or single-muon triggers with varying trans-
verse energy ET (electron) and transverse momentum pT
(muon) thresholds, and quality and isolation requirements,
that depended on the LHC running conditions. The lowest
ET or pT requirement without trigger prescaling was
26 GeV for both the electrons and muons. Events for
the 0-lepton channel were recorded with nonprescaled
missing transverse momentum (Emiss
T
) triggers where the
Emiss
T
threshold depended on the LHC running conditions. The lowest threshold used is 110 GeV. The Emiss
T
triggers
used are fully efficient for events passing the selection
described below. The Emiss
T
triggers are also used in the
1-lepton channel to compensate for single-muon trigger
inefficiency due to the difference in acceptance between the
muon tracking and triggering. Events in this analysis have all detector systems operat-
ing normally. Collision vertices are formed from tracks with
pT > 400 MeV, and the one with the highest P p2
T of its
associated tracks is selected as the primary vertex. II. ATLAS DETECTOR The ATLAS experiment is described in Ref. [28]. ATLAS is a multipurpose detector with a forward-back-
ward symmetric cylindrical geometry and a solid-angle2
coverage of nearly 4π. The inner tracking detector (ID),
covering the region jηj < 2.5, consists of a silicon pixel
detector, a silicon microstrip detector and a straw-tube
transition-radiation tracker. The inner detector is sur-
rounded by a thin superconducting solenoid providing
a 2 T magnetic field, and by a finely segmented lead/
liquid-argon (LAr) electromagnetic calorimeter covering
the region jηj < 3.2. A steel/scintillator-tile hadronic calo-
rimeter provides coverage in the central region jηj < 1.7. p
Two different reconstruction techniques for the V →qq
decay are considered: resolved and merged. The resolved
reconstruction attempts to identify two separate small-
radius jets (small-R jet denoted by j) of hadrons from
the V →qq decay, while the merged reconstruction uses jet
substructure techniques to identify the V →qq decay
reconstructed as a large-radius jet (large-R jet denoted
by J). The latter applies when the momentum transfer in
VVjj production is high, and as a consequence the qq pair
from the V boson decay is collimated. In this case, hadrons
from the two quarks overlap in the detector and are more
efficiently reconstructed as a single large-R jet. In total, six
final states are included in this study: 0-, 1- and 2-lepton 032007-2 PHYS. REV. D 100, 032007 (2019) III. DATA AND MONTE CARLO SIMULATION A. Data B. Signal and background simulation Monte Carlo (MC) simulation is used to model signal
and background processes. The simulated samples are used
to optimize the event selection, to develop the multivariate
discriminant, and to estimate the irreducible background
yields. All simulated processes are normalized using the cur-
rently available state-of-the-art theoretical predictions for
their cross sections. Cross sections are calculated with up to
next-to-next-to-leading-order (NNLO) QCD corrections
for Z þ jets and W þ jets production [51]. Cross sections
for diboson production are calculated at NLO including LO
contributions with two additional partons [34,52]. The t¯t The EW VVjj signal samples were generated using
MADGRAPH5_AMC@NLO 2.4.3 [30] with amplitudes of
Oðα6
EWα0
SÞ, where αEW (αS) is the EW (strong) coupling 032007-3 PHYS. REV. D 100, 032007 (2019) G. AAD et al. production cross section is calculated at NNLO in QCD,
including resummation of next-to-next-to-leading logarith-
mic (NNLL) soft-gluon terms [53,54]. The single-top
production cross sections are calculated to NLO in QCD
[55], including the soft-gluon resummation at NNLL [56]
for the Wt process. production cross section is calculated at NNLO in QCD,
including resummation of next-to-next-to-leading logarith-
mic (NNLL) soft-gluon terms [53,54]. The single-top
production cross sections are calculated to NLO in QCD
[55], including the soft-gluon resummation at NNLL [56]
for the Wt process. [64,65] but with different values of the radius parameter
R. Small-R jets and large-R jets are reconstructed inde-
pendently from the same energy depositions for a given
event. The treatment of the resulting overlap is discussed
further below. Small-R jets are reconstructed with a radius parameter
of R ¼ 0.4. Energy- and η-dependent correction factors
derived from MC simulations are applied to correct
jets back to the particle level [66]. Pileup effects are
corrected using a jet area method [67,68]. Jets are required
to have pT > 20 GeV for jηj < 2.5 and pT > 30 GeV for
2.5 < jηj < 4.5. A jet vertex tagger [67] is applied to jets
with pT < 60 GeV and jηj < 2.4 in order to select only jets
from the hard interaction which are associated with the
primary vertex, and to suppress jets from pileup inter-
actions. This tagger uses information about tracks asso-
ciated with the primary vertex and pileup vertices. MC events were processed with a detailed detector
simulation [57] based on GEANT4 [58]. IV. OBJECT RECONSTRUCTION Small-R jets containing b-hadrons are identified using a
multivariate algorithm (b-tagging) [69] which uses infor-
mation such as track impact-parameter significance and the
position of explicitly reconstructed secondary decay ver-
tices. The chosen b-tagging algorithm has an efficiency of
70% for b-quark jets in simulated t¯t events, with a light-
flavor jet rejection factor of about 380 and a c-jet rejection
factor of about 12 [70]. Electrons are identified as isolated energy clusters in the
electromagnetic calorimeter matched to ID tracks, and are
required to have transverse energy ET > 7 GeV and
pseudorapidity jηj < 2.47. A likelihood-based requirement
[61] is imposed to reduce the background from nonprompt
electrons or hadrons misidentified as electrons. Electrons
are classified as either “loose,” “medium” or “tight”
according to the likelihood-based identification criteria
described in Ref. [61]. Large-R jets are reconstructed with the radius parameter
increased to R ¼ 1.0. In order to mitigate the effects of
pileup and soft radiation, the large-R jets are trimmed [71]. Trimming takes the original constituents of the jet and
reclusters them using the kt algorithm [72] with a smaller
radius parameter, Rsubjet, to produce a collection of subjets. These subjets are discarded if they carry less than a specific
fraction (fcut) of the original jet pT. The trimming param-
eters were optimized for W=Z boson tagging and are
Rsubjet ¼ 0.2 and fcut ¼ 5%. The large-R jet four-momenta
are recomputed from the remaining subjets, and the jet
energies are calibrated to particle level using correction
factors derived from MC simulations [73]. The mass of a
large-R jet (mJ) is computed using a combination of
calorimeter and tracking information [74]. Large-R jets
are required to have pT > 200 GeV and jηj < 2.0. Muons are reconstructed by a combined fit to the ID and
MS tracks, and are required to have pT > 7 GeV and
jηj < 2.5. Muons must pass identification requirements,
based on the number of hits in the ID and MS subsystems,
and the significance of the difference jq=pMS −q=pIDj
[62], where q is the charge and pMSðpIDÞ is the momentum
of the muon measured in the MS (ID). Similarly to
electrons, muons are classified as either loose, medium
or tight, following the criteria in Ref. [62]. B. Signal and background simulation Additional inelastic
simulated pp collisions generated with PYTHIA 8.186 using
the A2 set of tuned parameters [59] and the MSTW2008LO
[60] PDF set were overlaid in order to model both the in-
and out-of-time effects from additional pp collisions in the
same and neighboring bunch crossings (pileup). MC
samples are reweighted to match the pileup conditions in
the data. All simulated events are processed using the same
reconstruction algorithms as the data. A. Event selection Signal events in the 0-lepton channel are typical of a
hadronically decaying V boson recoiling against a large
amount of missing transverse momentum stemming from
either a Z →νν decay or a W →lν decay, where the
lepton is outside the acceptance of the detector. An
initial selection is made by requiring Emiss
T
> 200 GeV,
and rejecting events with electrons or muons passing
the loose quality requirements. The multijet background
originates primarily from the presence of mismeasured
jets
and
noncollision
phenomena. It
is
suppressed
using a requirement on the value of the track-based
missing transverse momentum, pmiss
T
> 50 GeV. Three
further angular selection criteria are: the azimuthal
separation
between
the
⃗Emiss
T
and
⃗pmiss
T
directions
satisfies Δϕð⃗Emiss
T
; ⃗pmiss
T
Þ < π=2; the azimuthal separation
between the directions of ⃗Emiss
T
and the nearest small-R
jet satisfies min½Δϕð⃗Emiss
T
; small-R jetÞ > π=6; and the
azimuthal separation between the directions of ⃗Emiss
T
and
the reconstructed hadronically decaying candidate Vhad
satisfies Δϕð⃗Emiss
T
; VhadÞ > π=9. The multijet background
is found to be negligible after these selections. p
y
The missing transverse momentum vector, ⃗Emiss
T
, is
calculated as the negative vectorial sum of the transverse
momenta of calibrated electrons, muons, and small-R jets
where the calibration already includes corrections for
pileup. Large-R jets and track jets are not included in
the ⃗Emiss
T
calculation in order to avoid double-counting of
energy between the small-R jets and large-R jets. Energy
depositions due to the underlying event and other types of
soft radiation are taken into account by constructing a “soft
term” from ID tracks that are associated with the primary
vertex but not used in any reconstructed object [79]. The
track-based missing transverse momentum vector, ⃗pmiss
T
, is
the negative vectorial sum of the transverse momenta of all
good-quality inner-detector tracks that are associated with
the primary vertex. The 1-lepton channel is typical of a leptonically
decaying W boson. The W →lν candidates are selected
by requiring one isolated lepton (electron or muon)
satisfying the tight criteria with pT > 27 GeV. Events
are required to have Emiss
T
> 80 GeV, and must not
have any additional loose leptons. A. Event selection In order to reconstruct
the invariant mass of the WV system, needed later to
construct the multivariate discriminant, the neutrino
momentum four-vector is reconstructed by imposing
a W boson mass constraint on the lepton–neutrino system. The neutrino transverse momentum components are set
equal to the missing transverse momentum of the
event and the unknown z-component of the momentum
(pz) is obtained from the resulting quadratic equation. The pz is chosen as either the smaller, in absolute value,
of the two real solutions or, if the solution is complex, its
real part. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … between the muon and the jet are small; otherwise the
muon is removed if the separation satisfies ΔR < 0.4. In
order to prevent double-counting of energy from an
electron inside a large-R jet, the large-R jet is removed
if an electron and a large-R jet are separated by ΔR < 1.0. No overlap removal is applied between large-R jets or track
jets and small-R jets. (V →J) in a merged selection, and those jets are referred
to as Vhad jets. Event selection criteria are chosen to
guarantee the statistical independence of the channels and
to maximize the sensitivity of the analysis. This selection
results in nine nonoverlapping distinct signal regions
(SR): one for each of the three lepton channels and three
types of Vhad selections (resolved, and low- and high-
purity merged). Boson tagging is applied to large-R jets in order to select
those consistent with V →qq decays. A pT-dependent
requirement is applied to the jet substructure variable
Dðβ¼1Þ
2
, which is defined as a ratio of two-point to
three-point energy correlation functions [76,77] that are
based on the energies and pairwise angular separations of
the particles within a jet. This variable is optimized to
distinguish between jets originating from a single parton
and those coming from the two-body decay of a heavy
particle. A detailed description of the method and its
optimization can be found in Ref. [78]. Large-R jets from
V →qq decays are required to have a jet mass mJ in a pT-
dependent window centered around the expected value of
the boson mass. The configuration of the boson tagging
algorithm is called a working point, which is designed to
provide constant efficiency independent of the large-R jet
pT for the signals studied. Two working points are used,
one with 50% efficiency and the other one with 80%
efficiency, with corresponding misidentification rates for
jets from multijet production of
∼2% and ∼10%,
respectively. ⃗
i The event selection for all channels and background
estimations is summarized in Table I. Further details are
given below. IV. OBJECT RECONSTRUCTION All electrons and muons are required to be isolated by
using selections based on the sum of the pT of tracks
(excluding the track associated with the lepton) in a cone of
pT-dependent size around their directions. The isolation
selection criteria are designed to maintain a constant
efficiency of 99% in the pT-η plane for reconstructed
leptons from Z →ll decays. Furthermore, leptons are
required to have associated tracks satisfying jd0=σd0j <
5ð3Þ and jz0 × sin θj < 0.5 mm for electrons (muons),
where d0 is the transverse impact parameter relative to
the beam line, σd0 is its uncertainty, and z0 is the distance
between the longitudinal position of the track along the
beam line at the point where d0 is measured and the
longitudinal position of the primary vertex. j j
Track jets have a radius parameter of R ¼ 0.2 [75]. Inner-detector tracks originating from the primary vertex,
with pT>0.5GeV and selected by impact parameter
requirements, are used in the track jet reconstruction. Track jets are required to satisfy pT>20GeV and
jηj<2.5. The number of track jets is an input to the
multivariate discriminant described later. An overlap-removal procedure is applied to the selected
leptons and jets in order to prevent double-counting. The jet
is removed if an electron and a small-R jet are separated by
ΔR < 0.2; the electron is removed if the separation satisfies
0.2 < ΔR < 0.4. The jet is removed if a muon and a
small-R jet are separated by ΔR < 0.2 and if the jet has less
than three tracks or the energy and momentum differences Three types of jets are employed in the analysis. Two of
them are reconstructed from three-dimensional topological
clusters of energy deposits in the calorimeter [63] (small-R
jets and large-R jets), and the third type from inner-detector
tracks (track jets). All three use the anti-kt algorithm 032007-4 PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … V. EVENT SELECTION AND BACKGROIUND
ESTIMATION j j
V boson tagging, minðjmJ −mWj; jmJ −mZjÞ
64 < mjj < 106 GeV, jj pair with minðjmjj −mWj; jmjj −mZjÞ, leading jet with pT > 40 GeV j ∉Vhad, not b-tagged, ΔRðJ; jÞ > 1.4
ηtag;j1 · ηtag;j2 < 0, mtag
jj > 400 GeV, pT > 30 GeV lepton must satisfy pT > 28ð20Þ GeV. Opposite charges
are required for the muon pairs but not for the electron
pairs, since electrons are more susceptible to charge
misidentification due to the conversion of photons from
bremsstrahlung, especially at high pT. The dilepton invari-
ant mass is required to be consistent with that of the Z
boson: 83 < mee < 99 GeV in the case of electrons and
ð−0.0117 × pμμ
T þ 85.63 GeVÞ < mμμ < ð0.0185 × pμμ
T þ
94 GeVÞ in the case of muons. The pT-dependent require-
ment on mμμ recovers the selection efficiency at high pμμ
T ,
which would otherwise fall due to the degraded dimuon
invariant mass resolution [80]. point requirement. The former is called the high-purity
(HP) signal region, and the latter the low-purity (LP)
signal region. Given the different but overlappping W and
Z boson tagging requirements, large-R jets are required
to satisfy either W or Z boson tagging. If multiple Vhad
candidates are selected, the one minimizing minðjmJ −
mWj; jmJ −mZjÞ is selected. The resolved selection events are required to have two
small-R signal jets with a dijet invariant mass lying in
the mW=Z window: 64 < mjj < 106 GeV. If multiple
Vhad
candidates
are
selected,
the
one
minimizing
minðjmjj −mWj; jmjj −mZjÞ is used. At least one of
the jets forming the selected Vhad candidate must have
pT > 40 GeV,
in
order
to
improve
the
separation
between the signal and the background; otherwise the
event is not selected. The merged selection is applied as the first step in
identifying a Vhad candidate. If an event is not selected, then
the resolved selection is used. The order is motivated by a
smaller background expectation in the merged analysis. Selecting the jets that form a Vhad candidate first and then
selecting the tagging-jets from the pool of remaining jets
results in an analysis with a higher sensitivity compared
with doing the selection in the reverse order. The Vhad
candidates are selected in three different nonoverlapping
channels. V. EVENT SELECTION AND BACKGROIUND
ESTIMATION Events are categorized into the 0-, 1- and 2-lepton
channels depending on the number of selected electrons
and muons. In addition to a leptonically decaying candi-
date Vlep, events in all three channels are required to
contain a hadronically decaying candidate Vhad, and two
additional small-R jets (referred to as tagging-jets). The
Vhad candidate is reconstructed as either two small-R jets
(V →jj) in a resolved selection, or one large-R jet In the 2-lepton channel, the Z →ll candidates are
identified by requiring two isolated same-flavor leptons
satisfying the loose criteria. The leading (subleading) 032007-5 PHYS. REV. D 100, 032007 (2019) G. AAD et al. TABLE I. Summary of the event selection in the 0-, 1- and 2-lepton channels. Selection
0-lepton
1-lepton
2-lepton
Trigger
Emiss
T
triggers
Single-electron triggers
Single-lepton triggers
single-muon or Emiss
T
triggers
Leptons
0 loose leptons
with pT > 7 GeV
1 tight lepton with pT > 27 GeV
2 loose leptons with pT > 20 GeV
0 loose leptons with pT > 7 GeV
≥1 lepton with pT > 28 GeV
Emiss
T
>200 GeV
>80 GeV
mll
83 < mee < 99 GeV
ð−0.0117 × pμμ
T þ 85.63 GeVÞ
< mμμ < ð0.0185 × pμμ
T þ 94 GeVÞ
Small-R jets
pT > 20 GeV if jηj < 2.5, and pT > 30 GeV if 2.5 < jηj < 4.5
Large-R jets
pT > 200 GeV, jηj < 2
Vhad →J
V boson tagging, minðjmJ −mWj; jmJ −mZjÞ
Vhad →jj
64 < mjj < 106 GeV, jj pair with minðjmjj −mWj; jmjj −mZjÞ, leading jet with pT > 40 GeV
Tagging-jets
j ∉Vhad, not b-tagged, ΔRðJ; jÞ > 1.4
ηtag;j1 · ηtag;j2 < 0, mtag
jj > 400 GeV, pT > 30 GeV
Num. of b-jets
0
Multijet removal
pmiss
T
> 50 GeV
Δϕð⃗Emiss
T
; ⃗pmiss
T
Þ < π=2
min½Δϕð⃗Emiss
T
; small-R jetÞ > π=6
Δϕð⃗Emiss
T
; VhadÞ > π=9 of the event selection in the 0-, 1- and 2-lepton channels. B. Data control regions and background estimation The dominant backgrounds for the 1-lepton channel are
W þ jets and t¯t production; for the 2-lepton channel it is
Z þ jets production; while in the 0-lepton channel, they all
contribute significantly. Smaller background contributions
for the 1-lepton channel arise from multijet background. Single-top and QCD-induced diboson production is a small
background for all three lepton channels. The background
contributions are estimated using a combination of MC and
data-driven techniques. The shapes of kinematic variable
distributions are taken from MC simulations in all cases
except for the multijet background in the 1-lepton channel. p
The mtag
jj spectra of simulated W þ jets (Z þ jets) events
are not well modeled by the MC simulation in the WCRs
(ZCRs) for the three Vhad selections in the 1-lepton (2-
lepton) channel. A data-driven procedure is applied to the
simulated W þ jets and Z þ jets events to correct for this
shape mismodeling. Reweighting factors are derived from
WCRs and ZCRs as a function of mtag
jj , and applied to all
SRs and CRs (for 0-, 1-, and 2-lepton regions) in the MC
simulation of W þ jets and Z þ jets events, respectively. The non-W þ jetsðZ þ jetsÞ contributions are subtracted
from the spectra in data. Then the reweighting factors as a
function of mtag
jj are determined by performing a linear fit to
the ratios of data to simulation in the control regions. The reweighting is done separately for the merged and
resolved analyses. For W þ jets, the reweighting factor
ranges from 1.016 (1.024) at mtag
jj ¼ 400 GeV to 0.47 (0.53)
at mtag
jj ¼ 3000 GeV in the resolved (merged) analysis. For
Z þ jets, the reweighting factor ranges from 1.071 (1.062)
at mtag
jj ¼ 400 GeV to 0.42 (0.36) at mtag
jj ¼ 3000 GeV in
the resolved (merged) analysis. A Z þ jets control region (ZCR) is defined for each of
the three SRs in the 2-lepton channel by reversing the mJ or
mjj requirement. Events in each of the CRs are selected in
exactly the same way as those in their corresponding
SRs except for the requirement on mJ or mjj. For the
merged selection, the leading large-R jet mass is required
to be outside the large-R jet mass window of the 80%
working point of the W=Z boson tagging. B. Data control regions and background estimation For the resolved
selection, a requirement of 50 < mjj < 64 GeV or mjj >
106 GeV is applied. These CRs are dominated by the
Z þ jets contribution, with a purity higher than 95% in
all regions. They are therefore used to constrain its
contribution in signal regions through simultaneous fits
as discussed in Sec. X. g
y
Additional reweighting factors are needed for the
MC simulation of W þ jets and Z þ jets events in the
0-lepton channel because the phase space is so different
between the 0-lepton selection and the 1- and 2-lepton
selections that the reweightings described above are not
applicable. These additional reweightings are derived
from MC simulation as the ratio of the numbers of W þ
jets (Z þ jets) events in the 1-lepton (2-lepton) and
0-lepton channels, and are applied to the MC simulation
of W þ jets (Z þ jets) events in the 0-lepton channel. Good
agreement
between
the
prediction
from
MC
simulation and the data in the VjjCR is achieved only
after the two reweightings have been applied. Unless
stated otherwise, the final reweighted W þ jets and Z þ
jets simulated events are used everywhere in the analysis. Three W þ jets control regions (WCRs) are formed from
events satisfying the 1-lepton signal region selection except
for the invariant mass requirement of the Vhad candidate,
similar to the ZCRs. Approximately 86% and 77% of the
selected events are from W þ jets production in the merged
and resolved categories of the 1-lepton channel, respec-
tively. The remaining events are primarily from t¯t
production. The three t¯t control regions (TopCRs) consist of events
satisfying the signal region selection of the 1-lepton
channel except for the b-jet requirement, which is inverted. These CRs are dominated by t¯t production, with a purity of
79% and 59% for merged and resolved categories respec-
tively, and the remainder are from single-top, V þ jets or
diboson production, for both the merged and the resolved
event topologies. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … misidentified as leptons or real but nonprompt leptons
from decays of heavy-flavor hadrons. This contribution is
negligible in all regions, except for the resolved 1-lepton
SR. The fake-factor background method of Ref. [81] is
used to estimate the multijet background contribution in the
resolved topology of the 1-lepton channel. The estimated
multijet contribution is about 10% of the total background
in the resolved 1-lepton SR. Finally, 1-lepton channel events are rejected if any of the
small-R jets in the event is identified as a b-jet prior to
the Vhad candidate and tagging-jets selection. This reduces
the contributions from top quark production. V. EVENT SELECTION AND BACKGROIUND
ESTIMATION After selecting the Vhad candidate, tagging-jets are
selected from the remaining small-R jets that fail the b-
tagging described in Sec. IV. For the merged selection, all
small-R jets with ΔRðJ; jÞ < 1.4 are excluded before the
tagging-jets selection. Tagging-jets are required to be in
opposite hemispheres, ηtag;j1 · ηtag;j2 < 0, and the invariant
massofthetwotagging-jets mustsatisfymtag
jj > 400 GeV.If
there is more than one pair of jets satisfying these require-
ments, the one with the highest mtag
jj value is chosen. In order
to suppress the contribution from pileup interactions, both
tagging-jets from the selected pair must have pT > 30 GeV;
otherwise the event is rejected. Merged selection events are required to have at least
one large-R jet. Next the boson tagging discussed in
Sec. IV is applied to select the V →qq decays. Two SRs
are defined, one for events passing the 50% working
point of the boson tagging requirement and the other for
events failing the 50%, but passing the 80% working 032007-6 PHYS. REV. D 100, 032007 (2019) VI. MULTIVARIATE ANALYSIS Variable
0-lepton
1-lepton
2-lepton
mtag
jj
✓
✓
Δηtag
jj
✓
ptag;j1
T
✓
✓
ptag;j2
T
✓
✓
✓
Δηjj
✓
✓
✓
pj1
T
✓
pj2
T
✓
✓
✓
wj1
✓
✓
✓
wj2
✓
✓
✓
nj1
tracks
✓
✓
nj2
tracks
✓
✓
wtag;j1
✓
✓
✓
wtag;j2
✓
✓
✓
ntag;j1
tracks
✓
✓
ntag;j2
tracks
✓
✓
nj;track
✓
✓
nj;extr
✓
Emiss
T
✓
ηl
✓
ΔRðl; νÞ
✓
ζV
✓
✓
mVV
✓
mVVjj
✓
TABLE III. Variables used for the BDT discriminant in the
resolved analysis category of each lepton channel analysis. TABLE III. Variables used for the BDT discriminant in the
resolved analysis category of each lepton channel analysis. TABLE III. Variables used for the BDT discriminant in the
resolved analysis category of each lepton channel analysis. Variable
0-lepton
1-lepton
2-lepton
mtag
jj
✓
✓
Δηtag
jj
✓
ptag;j1
T
✓
✓
ptag;j2
T
✓
✓
✓
Δηjj
✓
✓
✓
pj1
T
✓
pj2
T
✓
✓
✓
wj1
✓
✓
✓
wj2
✓
✓
✓
nj1
tracks
✓
✓
nj2
tracks
✓
✓
wtag;j1
✓
✓
✓
wtag;j2
✓
✓
✓
ntag;j1
tracks
✓
✓
ntag;j2
tracks
✓
✓
nj;track
✓
✓
nj;extr
✓
Emiss
T
✓
ηl
✓
ΔRðl; νÞ
✓
ζV
✓
✓
mVV
✓
mVVjj
✓
high-purity SR and low-purity SR are merged together for
the BDT training due to an insufficient number of MC
events. VI. MULTIVARIATE ANALYSIS In order to make use of the complete set of
simulated MC events for the BDT training and evaluation
in an unbiased way, the MC events are split for training and
validation into two subsamples of equal size following the
procedure in Ref. [83]. The output distributions of the
BDTs trained on the two subsamples are averaged for both
the simulated and data events. is also used, and it is defined as ζV ¼ minðΔη−; ΔηþÞ,
where Δη−¼ min½ηðVhadÞ;ηðVlepÞ−min½ηtag;j1;ηtag;j2 and
Δηþ ¼ max½ηtag;j1;ηtag;j2−max½ηðVhadÞ;ηðVlepÞ. The vari-
able ζV has large values when the tagging-jets have a large
separation in η, and when the two boson candidates lie
between the tagging-jets in η. Variables sensitive to the
quark–gluon jet separation are also included, such as the
width of the small-R jets (w) [84], and the number of tracks
associated with the jets (ntracks). The number of track jets,
nj;track, and the number of additional small-R jets other than
the Vhad jets and tagging-jets, nj;extr, are also found to be
useful for the BDTs. In the 1-lepton channel, the pseudor-
apidity of the lepton (ηl) is also considered. The input variables used for the BDTs are chosen in
order to maximize the separation between signal and
background, and are summarized in Tables II and III, for
the merged and resolved category, respectively. The dis-
tributions of input variables of the BDTs are compared
between data and simulation, and in general are found to be
in good agreement. The small-R jets are labeled in
decreasing pT as j1 and j2 for the jets used to reconstruct
the hadronically decaying boson, and as “tag, j1” and “tag,
j2” for the tagging-jets. The invariant mass and transverse
momentum of the reconstructed VV (VVjj) system are
denoted by mVV (mVVjj) and pVV
T
(pVVjj
T
), respectively. Angular variables are also considered, such as the pseu-
dorapidity gap between the tagging-jets (Δηtag
jj ) and
between the small-R Vhad jets (Δηjj), the angular separation
of the lepton and neutrino from the W boson decay
(ΔRðl; νÞ) in the 1-lepton channel, and the azimuthal
angle between the directions of ⃗Emiss
T
and the large-R jet
(Δϕð⃗Emiss
T
; JÞ) in the merged category of the 0-lepton
channel. A topological variable named boson centrality VI. MULTIVARIATE ANALYSIS A multivariate method is used to enhance the separation
between the signal and background. The analysis uses the
Toolkit for Multivariate Data Analysis, TMVA [82], and its
implementation of the boosted decision trees (BDTs)
method. BDTs are constructed, trained and evaluated in
each lepton channel and analysis region separately. The
BDT training is carried out using simulated signal and
all background MC samples. However, the events in In the 0-lepton channel, it is not possible to define pure
control regions for W þ jets, Z þ jets and t¯t processes, thus
events falling into the mass sideband regions of the Vhad,
similar to WCRs and ZCRs, form three different CRs
(referred to as VjjCR), one for each of the correspond-
ing SRs. The contribution from multijet production primarily
consists of events with jets or photon conversions 032007-7 PHYS. REV. D 100, 032007 (2019) G. AAD et al. TABLE II. Variables used for the BDT discriminant in the
merged analysis category of each lepton channel. Variable
0-lepton
1-lepton
2-lepton
mtag
jj
✓
✓
Δηtag
jj
✓
ptag;j2
T
✓
✓
✓
mJ
✓
Dðβ¼1Þ
2
✓
✓
Emiss
T
✓
Δϕð⃗Emiss
T
; JÞ
✓
ηl
✓
nj;track
✓
ζV
✓
✓
mVV
✓
pVV
T
✓
mVVjj
✓
pVVjj
T
✓
wtag;j1
✓
wtag;j2
✓
TABLE II. Variables used for the BDT discriminant in the
merged analysis category of each lepton channel. TABLE III. Variables used for the BDT discriminant in the
resolved analysis category of each lepton channel analysis. VIII. SYSTEMATICAL UNCERTAINTIES The sources of systematic uncertainty can be divided into
three categories: experimental uncertainties related to the
detector or to the reconstruction algorithms, uncertainties in
the estimations of background contributions, and uncer-
tainties in modeling the signal. Unless stated otherwise, the
uncertainties quoted below are the uncertainties in the
quantities themselves, not the impact on the analysis
sensitivity. The uncertainty in the integrated luminosity of the
dataset is 2.1%. It is derived from the calibration of the
luminosity scale using x-y beam-separation scans, follow-
ing a methodology similar to that detailed in Ref. [86], and
using the LUCID-2 detector for the baseline luminosity
measurements [87]. This uncertainty is applied to the
normalization of the signal and also to background con-
tributions whose normalizations are derived from MC
simulations. In addition to the luminosity uncertainty, a
variation in the pileup reweighting of MC events is also
included to cover the uncertainty in the ratio of the
predicted to measured inelastic cross sections in Ref. [88]. The uncertainty in the integrated luminosity of the
dataset is 2.1%. It is derived from the calibration of the
luminosity scale using x-y beam-separation scans, follow-
ing a methodology similar to that detailed in Ref. [86], and
using the LUCID-2 detector for the baseline luminosity
measurements [87]. This uncertainty is applied to the
normalization of the signal and also to background con-
tributions whose normalizations are derived from MC
simulations. In addition to the luminosity uncertainty, a
variation in the pileup reweighting of MC events is also
included to cover the uncertainty in the ratio of the
predicted to measured inelastic cross sections in Ref. [88]. The efficiencies of the lepton triggers for events with
selected leptons are high, nearly 100% in the electron
channel and approximately 96% in the muon channel. The
corresponding uncertainties are negligible. For the selec-
tion used in the 0-lepton and 1-lepton channels, the
efficiency of the Emiss
T
trigger is also close to 100% with
negligible associated uncertainty. The modeling of the
electron and muon reconstruction, identification and The
selection
of
hadronically
decaying
bosons
and tagging-jets follows the same steps and apply the
same criteria as for reconstruction level, as shown in
Table IV. For the 0-, 1- and 2-lepton channels, the number of
selected fiducial leptons is required to be 0, 1 and 2,
respectively. Events with additional leptons for the 1- and
2-lepton channels are vetoed. VII. FIDUCIAL CROSS-SECTION DEFINITION The fiducial phase space of the measurement is defined
using stable final-state particles [85]. Leptons produced in
the decay of a hadron or its descendants are not considered
in the charged lepton requirement of the fiducial phase
space. The fiducial selection is summarized in Table IVand
details are given below. 032007-8 PHYS. REV. D 100, 032007 (2019) EARCH FOR ELECTROWEAK DIBOSON PRODUCTION … TABLE IV. Fiducial phase-space definitions used for the measurement of electroweak VVjj production. Object selection
Leptons
pT > 7 GeV, jηj < 2.5
Small-R jets
pT > 20 GeV if jηj < 2.5, and pT > 30 GeV if 2.5 < jηj < 4.5
Large-R jets
pT > 200 GeV, jηj < 2.0
Event selection
Leptonic V selection
0-lepton
Zero leptons, pνν
T > 200 GeV
1-lepton
One lepton with pT > 27 GeV, pν
T > 80 GeV
2-lepton
Two leptons, with leading (subleading) lepton pT > 28ð20Þ GeV
83 < mll < 99 GeV
Hadronic V selection
Merged
One large-R jet, minðjmJ −mWj; jmJ −mZjÞ
64 < mJ < 106 GeV
Resolved
Two small-R jets, minðjmjj −mWj; jmjj −mZjÞ
pj1
T > 40 GeV, pj2
T > 20 GeV
64 < mjj < 106 GeV
Tagging-jets
Two small-R non-b jets, ηtag;j1 · ηtag;j2 < 0, highest mtag
jj
mtag
jj > 400 GeV, ptag;j1;2
T
> 30 GeV
Number of b-jets
0-lepton
1-lepton
0
2-lepton
LE IV. Fiducial phase-space definitions used for the measurement of electroweak VVjj production. Charged leptons are required to satisfy pT > 7 GeV and
jηj < 2.5. Jets are clustered from all final-state particles
except prompt leptons, prompt neutrinos, and prompt
photons using the anti-kt algorithm. Small-R jets are
required to have pT > 20 GeV for jηj < 2.5 and pT >
30 GeV for 2.5 < jηj < 4.5. Jets within ΔR ¼ 0.2 of any
charged lepton (as defined above) are rejected. Jets con-
taining a b-hadron, identified using “truth” information
from the MC event record, are labeled as b-jets. Large-R
jets are required to have pT > 200 GeV and jηj < 2.0, and
the same trimming algorithm as for the reconstruction-level
large-R jets is applied. No Dðβ¼1Þ
2
requirement is applied to
large-R jets. VIII. SYSTEMATICAL UNCERTAINTIES The lepton pT is required to
be larger than 27 GeV for the 1-lepton channel; for the
2-lepton channel, the leading (subleading) lepton pT must
be larger than 28 (20) GeV, and the invariant mass of the
lepton pair must lie within 83 < mll < 99 GeV. For the
0-lepton channel, the transverse momentum of the neutrino
system must satisfy pνν
T > 200 GeV; and for the 1-lepton
channel, the events are required to have pν
T > 80 GeV and
contain no b-jets. The efficiencies of the lepton triggers for events with
selected leptons are high, nearly 100% in the electron
channel and approximately 96% in the muon channel. The
corresponding uncertainties are negligible. For the selec-
tion used in the 0-lepton and 1-lepton channels, the
efficiency of the Emiss
T
trigger is also close to 100% with
negligible associated uncertainty. The modeling of the
electron and muon reconstruction, identification and 032007-9 PHYS. REV. D 100, 032007 (2019) G. AAD et al. 0-lepton channel only. The normalization uncertainties in
the diboson background cross sections are studied with
SHERPA. The uncertainty due to missing higher-order QCD
contributions (QCD scale uncertainty) is estimated by
varying the renormalization (μR) and factorization (μF)
scales independently by a factor ranging from one-half
to two with the constraint 0.5 ≤μF=μR ≤2. The PDF
uncertainty corresponds to the 68% confidence-level var-
iations of the nominal PDF set NNPDF30NNLO, as well as
its difference from the alternative PDF sets CT10NNLO
[92] and MMHT2014NNLO [93]. The overall normaliza-
tion uncertainty for the diboson background is estimated to
be about 30%. For single-top-quark events, a 20% nor-
malization uncertainty is assigned [94]. isolation efficiencies is studied with a tag-and-probe
method using Z →ll events in data and simulation at
ffiffiffis
p ¼ 13 TeV [61,62]. Small corrections are applied to the
simulation to better model the performance seen in data. These corrections have associated uncertainties of the order
of 1%. Uncertainties in the lepton energy (or momentum)
scale and resolution [62,89] are also taken into account. Uncertainties in the jet energy scale and resolution for
small-radius jets are estimated using MC simulation and
in situ techniques [66]. For central jets (jηj < 2.0), the total
uncertainty in the jet energy scale ranges from about 6% for
jets with pT ¼ 25 GeV to about 2% for pT ¼ 1 TeV. VIII. SYSTEMATICAL UNCERTAINTIES There
is also an uncertainty in the jet energy resolution [66],
which ranges from 10% to 20% for jets with a pT of
20 GeV to less than 5% for jets with pT > 200 GeV. Uncertainties in the lepton and jet energy scales and
resolutions are propagated into the uncertainty in Emiss
T
. Uncertainties in the energy scale and resolution of the track
soft term are also propagated into the uncertainty in Emiss
T
[79]. For the b-tagging efficiency of small-R jets, correction
factors are applied to the simulated event samples in order
to compensate for differences between data and simulation. The corrections and uncertainties in the efficiency for
tagging b-jets and in the rejection factor for light jets
are determined from t¯t samples [90,91]. y
g
The uncertainty in the modeling of the final discrimi-
nants, the BDT output and mtag
jj , for background processes
estimated using MC simulation is assessed by comparing
the
nominal
MC
samples
with
alternative
samples. The uncertainties are of the order of 5%–30%. The mtag
jj
reweighting as described in Sec. V B is also included as a
shape systematic uncertainty for Z þ jets and W þ jets
events by taking the difference of their respective final
discriminants before and after applying the reweighting. An
uncertainty in the shape of the BDT or mtag
jj distribution
for the t¯t background is derived by comparing the
POWHEG-BOX sample with the distribution obtained using
MADGRAPH5_AMC@NLO
2.2.2. Additional
systematic
uncertainties are estimated by comparing the nominal
sample showered with PYTHIA 6.428 using the P2012 tune
to one showered with Herwig þ þ 2.7.1 [95] and using the
UEEE5 underlying-event tune [96]. Samples of t¯t events
with the factorization and renormalization scales doubled
or halved are compared with the nominal samples, and the
observed differences are taken as an additional uncertainty. These modeling uncertainties for the t¯t background are
5%–30%. The shape uncertainty for diboson processes is
obtained by comparing MC samples generated by SHERPA
and POWHEG-BOX, and it is found to be of the order of
2%–30%. The shape uncertainty for single-top-quark
events is ignored due to their relatively small contribution
to the total background. The uncertainties in the scale of the large-R jet pT, mass
and Dðβ¼1Þ
2
are of the order of 2%–5%. They are estimated
using comparisons of data and simulation in Ref. [78]. IX. STATISTICAL ANALYSIS The statistical analysis relies on the profile likelihood test
statistic [97] implemented with the RooFit [98] and
RooStats [99] packages. A binned likelihood function
Lðμ; θÞ is constructed as a product of Poisson probabilities
over all of the bins of the fit templates considered in the
analysis. This function depends on the signal-strength
parameter μ, a multiplicative factor applied to the theo-
retical signal production cross section, and θ, a set of
nuisance parameters that encodes the effects of systematic
uncertainties in the signal and expected backgrounds. The
binning is chosen so that the expected numbers of events
ensure that the statistical uncertainty is less than 5% in most
bins, while finer binning is also allowed in signal-enriched
regions. The nuisance parameters are either free to float, or
constrained using Gaussian or log-normal terms defined by
external studies. The likelihood function for the combina-
tion of the three channels is the product of the Poisson
likelihoods of the individual channels. However, only one
constraint term per common nuisance parameter is included
in the product. In general, one SF is introduced for each background
component, common to both the SRs and CRs. One
common Z þ jets SF is used for both the 0-lepton and
2-lepton channels, and one common W þ jets SF is used
for both the 0-lepton and 1-lepton channels. Similarly, one
common t¯t SF is used for both the 0-lepton and 1-lepton
channels. However, independent SFs are used for the
resolved and merged categories, to take into account
different MC modelings in the different phase spaces of
the same background component. The test statistic qμ is defined as the profile likelihood
ratio [100], qμ ¼ −2 ln Λμ with Λμ ¼ Lðμ; ˆˆθμÞ=Lðˆμ; ˆθÞ,
where ˆμ and ˆθ are the values of the parameters that
maximize the likelihood function (with the constraint
0 ≤ˆμ ≤μ), and ˆˆθμ are the values of the nuisance param-
eters that maximize the likelihood function for a given
value of μ. The best-fit signal strength ˆμ value (μobs
EW VVjj) is
obtained by maximizing the likelihood function with
respect to all parameters. To determine whether the
observed data is compatible with the background-only
hypothesis, a test statistic q0 ¼ −2 ln Λ0 is used. p
A simultaneous maximum-likelihood fit is performed to
the observed distributions of the final discriminants, BDT
outputs, in the nine SRs to extract the signal rate informa-
tion. VIII. SYSTEMATICAL UNCERTAINTIES An
absolute uncertainty of 2% is assigned to the large-R jet
energy resolution, and relative uncertainties of 20% and
15% are assigned to the resolution of the large-R jet mass
and Dðβ¼1Þ
2
, respectively. 2
p
y
The overall normalization of the main backgrounds
(W þ jets, Z þ jets and t¯t) is determined from the corre-
sponding data control regions and is left unconstrained and
floating in the global likelihood fit. For W þ jets (Z þ jets)
events in the 0-lepton channel, additional normalization
uncertainties are considered to account for the acceptance
difference between the 0-lepton channel analysis and the
1-lepton (2-lepton) channel analysis, given that there
are no corresponding pure control regions of 0-lepton
events and the normalization is determined mainly from
control regions with 1-lepton (2-lepton) events. This addi-
tional normalization uncertainty for W þ jets (Z þ jets)
events is estimated using the ratio of the event yield in
each signal region of the 0-lepton channel to that in the
1-lepton (2-lepton) channel, and by comparing this ratio
obtained from the nominal MC samples generated by
SHERPA with the ratio from alternative samples generated
by MADGRAPH5_AMC@NLO. The normalization uncer-
tainty is 8% (14%) for W þ jets events in the merged
(resolved) signal region, and 22% (42%) for Z þ jets events
in the merged (resolved) signal region. These uncertainties
are applied to the W þ jets and Z þ jets events in the The following discussion describes the uncertainties in
the predictions of EW VVjj signal processes. The uncer-
tainties in the signal-strength measurement, discussed in
Sec. X A, include contributions from both the normaliza-
tion and shape; for the fiducial cross section measurement,
discussed in Sec. X B, only the shape uncertainties are
taken into account for the measured fiducial cross sections,
and the normalization uncertainties are included for the SM
predicted fiducial cross sections. Theoretical uncertainties for EW VVjj signal pro-
cesses include the PDF choice, the missing higher-order
corrections, and the parton-shower modeling. The signal
modeling uncertainty due to PDF uncertainties is estimated
by taking the uncertainty from the PDF error sets of 032007-10 PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … NNPDF23LO and adding it in quadrature to the acceptance
difference obtained using alternative PDF sets: CT10 and
MMHT2014LO. The PDF uncertainties are estimated to be
3%–5%. VIII. SYSTEMATICAL UNCERTAINTIES The parton-shower uncertainty, estimated by
varying relevant parameters in the A14-NNPDF tune
[33], ranges from 1% to 5%. The effect of the QCD scale
uncertainty, of the order of 1%–3%, is estimated by varying
the factorization and renormalization scales independently
by a factor of 2 with the constraint 0.5 ≤μF=μR ≤2. TABLE V. The distributions used in the global likelihood fit for
the signal regions and control regions for all the categories in each
channel. “One bin” implies that a single bin without any shape
information is used in the corresponding fit region. Discriminants
Regions
Merged
high-purity
Merged
low-purity
Resolved
0-lepton
SR
BDT
BDT
BDT
VjjCR
mtag
jj
mtag
jj
mtag
jj
1-lepton
SR
BDT
BDT
BDT
WCR
mtag
jj
mtag
jj
mtag
jj
TopCR
One bin
One bin
One bin
2-lepton
SR
BDT
BDT
BDT
ZCR
mtag
jj
mtag
jj
mtag
jj y
μF=μR
The interference between EW- and QCD-induced VVjj
processes is not included in the MC simulation, since the
EW- and QCD-induced VVjj samples were generated
separately. The interference effect is considered as an
uncertainty affecting both the normalization and the shape
of the EW VVjj kinematic distributions. The effect is
determined using the MADGRAPH5_AMC@NLO 2.4.3 MC
generator at the truth level as a function of mtag
jj . A
reweighting is then applied to the simulated EW VVjj
samples, resulting in shape uncertainties of 5% to 10% at
low and high values of the BDT score, respectively, and a
similar size for the normalization uncertainties. summarized in Table V. Signal and background contribu-
tions, including their shapes in the signal and control
regions, are taken from MC simulations. For each source
of systematic uncertainty, the correlations across bins of
BDT distributions are taken into account and are fully
correlated. The correlations between different regions, as
well as those between signal and background, are also
included. Moreover, normalization scale factors (SFs) are
applied to the MC estimates of the Z þ jets, W þ jets and
top quark contributions. These SFs are free parameters in
the fit and are therefore constrained by the data in both the
signal and control regions. The diboson contribution is
constrained to the theoretical estimate within the corre-
sponding uncertainties. IX. STATISTICAL ANALYSIS The signal is shown as a filled histogram
malized to the signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram,
gend. The size of the combined statistical and systematic uncertainty for the sum of the fitted signa
atched band. The middle pane shows the ratios of the observed data to the postfit signal and back
shows the ratios of the postfit and pre-fit background predictions. Events / 100 GeV Postfit/Prefit [GeV]
tag
jj
m V
ζ
3
2
1
0
1
2
3
4
Events / 0.5
100
200
300
400
500
600
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
V
ζ
3
−
2
−
1
−
0
1
2
3
4
Postfit/Prefit
0.5
1
1.5 [GeV]
VVjj
m
1000 1500 2000 2500 3000 3500 4000 4500
Events / 100 GeV
1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
VVjj
m
1000
1500
2000
2500
3000
3500
4000
4500
Postfit/Prefit
0.5
1
1.5 Events / 0.5 Postfit/Prefit V
ζ
3
2
1
0
1
2
3
4
Events / 0.5
20
40
60
80
100
120
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
V
ζ
3
−
2
−
1
−
0
1
2
3
4
Postfit/Prefit
0.5
1
1.5 [GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
1
−
10
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged high-purity SR
Data/Postfit
1
2
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
1
2 Events / 0.5 Postfit/Prefit FIG. 2. IX. STATISTICAL ANALYSIS [GeV]
miss
T
E
200
300
400
500
600
700
800
Events / 100 GeV
1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
miss
T
E
200
300
400
500
600
700
800
Postfit/Prefit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
0.5
1
1.5
[GeV]
VVjj
m
1000 1500 2000 2500 3000 3500 4000 4500
Events / 100 GeV
1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
VVjj
m
1000
1500
2000
2500
3000
3500
4000
4500
Postfit/Prefit
0.5
1
1.5
V
ζ
3
2
1
0
1
2
3
4
Events / 0.5
100
200
300
400
500
600
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
V
ζ
3
−
2
−
1
−
0
1
2
3
4
Postfit/Prefit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
1
−
10
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged high-purity SR
Data/Postfit
1
2
[G V]
tag
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
1
2
V
ζ
3
2
1
0
1
2
3
4
Events / 0.5
20
40
60
80
100
120
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
ζ
3
−
2
−
1
−
0
1
2
3
4
Postfit/Prefit
0.5
1
1.5 [GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
0.5
1
1.5 [GeV]
miss
T
E
200
300
400
500
600
700
800
Events / 100 GeV
1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
miss
T
E
200
300
400
500
600
700
800
Postfit/Prefit
0.5
1
1.5 [GeV]
miss
T
E
200
300
400
500
600
700
800
Events / 100 GeV
1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
miss
T
E
200
300
400
500
600
700
800
Postfit/Prefit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
0.5
1
1.5
[GeV]
VVjj
m
1000 1500 2000 2500 3000 3500 4000 4500
Events / 100 GeV
1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
[GeV]
VVjj
m
1000
1500
2000
2500
3000
3500
4000
4500
Postfit/Prefit
0.5
1
1.5
V
ζ
3
2
1
0
1
2
3
4
Events / 0.5
100
200
300
400
500
600
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
V
ζ
3
−
2
−
1
−
0
1
2
3
4
Postfit/Prefit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
1
−
10
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged high-purity SR
Data/Postfit
1
2
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
1
2
V
ζ
3
2
1
0
1
2
3
4
Events / 0.5
20
40
60
80
100
120
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
V
ζ
3
−
2
−
1
−
0
1
2
3
4
Postfit/Prefit
0.5
1
1.5
ributions for Emiss
T
(top left), mtag
jj (top right), mVVjj (middle left), ζV (middle right), mtag
jj (bottom le
on (top), 1-lepton (middle) and 2-lepton (bottom) channels for the high-purity merged signal regio
r the global likelihood fit are shown as filled histograms. IX. STATISTICAL ANALYSIS The three ZCRs, WCRs and TopCRs as well as the
three VjjCRs are included in the fit’s likelihood calculation;
the mtag
jj
distributions are used for ZCRs, WCRs and
VjjCRs, while for the TopCRs only one bin for each of
the three Vhad decay channels is used. The purpose of using
mtag
jj distributions for CRs is to constrain the mtag
jj reweight-
ing systematic uncertainties. The different regions and the
corresponding discriminants entering the likelihood fit are 032007-11 PHYS. REV. D 100, 032007 (2019) G. AAD et al. IX. STATISTICAL ANALYSIS The distributions for Emiss
T
(top left), mtag
jj (top right), mVVjj (middle left), ζV (middle right), mtag
jj (bottom left), and ζV (bottom
right) in the 0-lepton (top), 1-lepton (middle) and 2-lepton (bottom) channels for the high-purity merged signal region. The background
contributions after the global likelihood fit are shown as filled histograms. The signal is shown as a filled histogram on top of the fitted
backgrounds normalized to the signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor
indicated in the legend. The size of the combined statistical and systematic uncertainty for the sum of the fitted signal and background is
indicated by the hatched band. The middle pane shows the ratios of the observed data to the postfit signal and background predictions. The bottom pane shows the ratios of the postfit and pre-fit background predictions. 032007-12 032007-12 lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
2j
T
p
20
40
60
80
100
120
140
160
180
200
Postfit/Prefit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
10
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
0.5
1
1.5
[GeV]
2j
T
p
20
40
60
80
100 120 140 160 180 200
Events / 10 GeV
1
−
10
1
10
2
10
3
10
4
10
5
10
6
10
7
10
8
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
2j
T
p
20
40
60
80
100
120
140
160
180
200
Postfit/Prefit
0.5
1
1.5
ibutions for Emiss
T
(top left), mtag
jj (top right), mVVjj (middle left), pj2
T (middle right), mtag
jj (bottom le
pton (top), 1-lepton (middle) and 2-lepton (bottom) channels for the resolved signal region
the global likelihood fit are shown as filled histograms. The signal is shown as a filled histogram
malized to the signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram,
gend. The size of the combined statistical and systematic uncertainty for the sum of the fitted signal
atched band. The middle pane shows the ratios of the observed data to the postfit signal and backg
shows the ratios of the postfit and prefit background predictions. 032007-12 [GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
10
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
0.5
1
1.5 [GeV]
miss
T
E
200
300
400
500
600
700
800
Events / 100 GeV
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
miss
T
E
200
300
400
500
600
700
800
Postfit/Prefit
0.5
1
1.5 [GeV]
tag
jj
m [GeV]
miss
T
E [GeV]
2j
T
p
20
40
60
80
100 120 140 160 180 200
Events / 10 GeV
10
2
10
3
10
4
10
5
10
6
10
7
10
8
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
2j
T
p
20
40
60
80
100
120
140
160
180
200
Postfit/Prefit
0.5
1
1.5 [GeV]
VVjj
m
1000 1500 2000 2500 3000 3500 4000 4500
Events / 100 GeV
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. 032007-12 PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … [GeV]
miss
T
E
200
300
400
500
600
700
800
Events / 100 GeV
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
miss
T
E
200
300
400
500
600
700
800
Postfit/Prefit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
10
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
0.5
1
1.5
[GeV]
VVjj
m
1000 1500 2000 2500 3000 3500 4000 4500
Events / 100 GeV
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
VVjj
m
1000
1500
2000
2500
3000
3500
4000
4500
Postfit/Prefit
0.5
1
1.5
[GeV]
2j
T
p
20
40
60
80
100 120 140 160 180 200
Events / 10 GeV
10
2
10
3
10
4
10
5
10
6
10
7
10
8
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. 032007-12 lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
2j
T
p
20
40
60
80
100
120
140
160
180
200
Postfit/Prefit
0.5
1
1.5
Events / 100 GeV
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Resolved SR
Events / 10 GeV
1
10
2
10
3
10
4
10
5
10
6
10
7
10
8
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Resolved SR [GeV]
miss
T
E
200
300
400
500
600
700
800
Events / 100 GeV
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
miss
T
E
200
300
400
500
600
700
800
Postfit/Prefit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
10
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
0.5
1
1.5
[GeV]
VVjj
m
1000 1500 2000 2500 3000 3500 4000 4500
Events / 100 GeV
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
VVjj
m
1000
1500
2000
2500
3000
3500
4000
4500
Postfit/Prefit
0.5
1
1.5
[GeV]
2j
T
p
20
40
60
80
100 120 140 160 180 200
Events / 10 GeV
10
2
10
3
10
4
10
5
10
6
10
7
10
8
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. 032007-12 lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
VVjj
m
1000
1500
2000
2500
3000
3500
4000
4500
Postfit/Prefit
0.5
1
1.5 Events / 10 GeV [GeV]
VVjj
m [GeV]
2j
T
p [GeV]
tag
jj
m
500
1000 1500 2000 2500 3000 3500 4000
Events / 100 GeV
10
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
tag
jj
m
500
1000
1500
2000
2500
3000
3500
4000
Postfit/Prefit
0.5
1
1.5 [GeV]
2j
T
p
20
40
60
80
100 120 140 160 180 200
Events / 10 GeV
1
−
10
1
10
2
10
3
10
4
10
5
10
6
10
7
10
8
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Resolved SR
Data/Postfit
0.5
1
1.5
[GeV]
2j
T
p
20
40
60
80
100
120
140
160
180
200
Postfit/Prefit
0.5
1
1.5 Events / 10 GeV [GeV]
2j
T
p
100
120
1 FIG. 3. The distributions for Emiss
T
(top left), mtag
jj (top right), mVVjj (middle left), pj2
T (middle right), mtag
jj (bottom left), and pj2
T (bottom
right) in the 0-lepton (top), 1-lepton (middle) and 2-lepton (bottom) channels for the resolved signal region. The background
contributions after the global likelihood fit are shown as filled histograms. The signal is shown as a filled histogram on top of the fitted
backgrounds normalized to the signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor
indicated in the legend. The size of the combined statistical and systematic uncertainty for the sum of the fitted signal and background is
indicated by the hatched band. The middle pane shows the ratios of the observed data to the postfit signal and background predictions. The bottom pane shows the ratios of the postfit and prefit background predictions. 032007-13 032007-13 032007-13 PHYS. REV. D 100, 032007 (2019) G. AAD et al. BDT
1
0 8 0 6 0 4 0 2
0
0 2 0 4 0 6 0 8
Events / 0.1
1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(a)
BDT
1
0 8 0 6 0 4 0 2
0
0 2 0 4 0 6 0 8
Events / 0.1
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged low-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(b)
BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
Events / 0.1
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Resolved SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
Postfit/Prefit
0.5
1
1.5
(c)
Comparisons of the observed data and expected distributions of the BDT outputs of the 0-lepton channel signal regions:
purity and (b) low-purity merged signal regions; (c) the resolved signal region. The background contributions after the global
d fit are shown as filled histograms. The signal is shown as a filled histogram on top of the fitted backgrounds normalized to the
eld extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor indicated in the legend. The
overflow are included in the last bin. The middle pane shows the ratios of the observed data to the postfit signal and
nd predictions. The uncertainty in the total prediction, shown as bands, combines statistical and systematic contributions. The
ane shows the ratios of the postfit and prefit background predictions. 032007-13 BDT
1
0 8 0 6 0 4 0 2
0
0 2 0 4 0 6 0 8
Events / 0.1
1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(a) BDT
1
0 8 0 6 0 4 0 2
0
0 2 0 4 0 6 0 8
Events / 0.1
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Merged low-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(b) Events / 0.1 (b) BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
Events / 0.1
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
+jets
W
Top Quarks
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
0-lep., Resolved SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
Postfit/Prefit
0.5
1
1.5
(c) (c) FIG. 4. Comparisons of the observed data and expected distributions of the BDT outputs of the 0-lepton channel signal regions:
(a) high-purity and (b) low-purity merged signal regions; (c) the resolved signal region. The background contributions after the global
likelihood fit are shown as filled histograms. The signal is shown as a filled histogram on top of the fitted backgrounds normalized to the
signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor indicated in the legend. The
entries in overflow are included in the last bin. The middle pane shows the ratios of the observed data to the postfit signal and
background predictions. The uncertainty in the total prediction, shown as bands, combines statistical and systematic contributions. The
bottom pane shows the ratios of the postfit and prefit background predictions. X. RESULTS contributions shown are obtained from the signal-plus-
background fits described previously. A. Results for the EW VVjj production processes SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … D 100, 032007 (2019 BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
Events / 0.1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
Postfit/Prefit
0.5
1
1.5
(a)
BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
Events / 0.1
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged low-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
Postfit/Prefit
0.5
1
1.5
(b) BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
Events / 0.1
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged low-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
Postfit/Prefit
0.5
1
1.5
(b) BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
Events / 0.1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
Postfit/Prefit
0.5
1
1.5
(a) Events / 0.1 (b) (a) BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
0 6
Events / 0.1
2
10
3
10
4
10
5
10
6
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
Postfit/Prefit
0.5
1
1.5
(c) BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
0 6
Events / 0.1
2
10
3
10
4
10
5
10
6
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
Postfit/Prefit
0.5
1
1.5
(c)
FIG. 5. Comparisons of the observed data and expected distributions of the BDT outputs of the 1-lepton channel signal regions:
(a) high-purity and (b) low-purity merged signal regions; (c) the resolved signal region. The background contributions after the global
likelihood fit are shown as filled histograms. The signal is shown as a filled histogram on top of the fitted backgrounds normalized to the
signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor indicated in the legend. The
entries in overflow are included in the last bin. The middle pane shows the ratios of the observed data to the postfit signal and
background predictions. The uncertainty in the total prediction, shown as bands, combines statistical and systematic contributions. The
bottom pane shows the ratios of the postfit and prefit background predictions. (c) FIG. 5. Comparisons of the observed data and expected distributions of the BDT outputs of the 1-lepton channel signal regions:
(a) high-purity and (b) low-purity merged signal regions; (c) the resolved signal region. The background contributions after the global
likelihood fit are shown as filled histograms. The signal is shown as a filled histogram on top of the fitted backgrounds normalized to the
signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor indicated in the legend. The
entries in overflow are included in the last bin. The middle pane shows the ratios of the observed data to the postfit signal and
background predictions. The uncertainty in the total prediction, shown as bands, combines statistical and systematic contributions. A. Results for the EW VVjj production processes The observed distributions of the BDT outputs in SRs
used in the global likelihood fit are compared with
the predictions, shown in Fig. 4 for the 0-lepton channel,
Fig. 5 for the 1-lepton channel, and Fig. 6 for the 2-lepton
channel. The data distributions are reasonably well Figures 2 and 3 show a selection of representative postfit
distributions of input variables that are most discriminating
for each of the lepton channels, for the merged and resolved
categories, respectively. Background and EW VVjj signal 032007-14 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … PHYS. REV. D 100, 032007 (2019) BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
Events / 0.1
10
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
Postfit/Prefit
0.5
1
1.5
(a)
BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
Events / 0.1
2
10
3
10
4
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Merged low-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
Postfit/Prefit
0.5
1
1.5
(b)
BDT
1
0 8
0 6
0 4
0 2
0
0 2
0 4
0 6
Events / 0.1
2
10
3
10
4
10
5
10
6
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
W
Mis-id. lepton
Top Quarks
+jets
Z
Diboson
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
1-lep., Resolved SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
Postfit/Prefit
0.5
1
1.5
(c)
FIG. 5. Comparisons of the observed data and expected distributions of the BDT outputs of the 1-lepton channel signal region
(a) high-purity and (b) low-purity merged signal regions; (c) the resolved signal region. The background contributions after the glob
likelihood fit are shown as filled histograms. The signal is shown as a filled histogram on top of the fitted backgrounds normalized to th
signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor indicated in the legend. Th
entries in overflow are included in the last bin. The middle pane shows the ratios of the observed data to the postfit signal an
background predictions. The uncertainty in the total prediction, shown as bands, combines statistical and systematic contributions. Th
bottom pane shows the ratios of the postfit and prefit background predictions. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION …
PHYS. REV. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … The signal is shown as a filled histogram on top of the fitted backgrounds normalized to the
ld extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor indicated in the legend. The
overflow are included in the last bin. The middle pane shows the ratios of the observed data to the postfit signal and
nd predictions. The uncertainty in the total prediction, shown as bands, combines statistical and systematic contributions. The
ane shows the ratios of the postfit and prefit background predictions. BDT
1
0 8
0 6
0 4 0 2
0
0 2
0 4
0 6
0 8
Events / 0.1
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(a) BDT
1
0 8
0 6
0 4 0 2
0
0 2
0 4
0 6
0 8
Events / 0.1
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged low-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(b) (b) BDT
0 4
0 2
0
0 2
0 4
0 6
0 8
Events / 0.1
10
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Resolved SR
Data/Postfit
0.5
1
1.5
BDT
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(c) (c) FIG. 6. Comparisons of the observed data and expected distributions of the BDT outputs of the 2-lepton channel signal regions:
(a) high-purity and (b) low-purity merged signal regions; (c) the resolved signal region. The background contributions after the global
likelihood fit are shown as filled histograms. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … The
bottom pane shows the ratios of the postfit and prefit background predictions. for the 1-lepton channel, and Table VIII for the 2-lepton
channel. The fitted value of the signal strength is reproduced by the predicted contributions in all cases, with
the smallest p-value of 0.16 from the χ2 test [101] being for
the mtag
jj distribution in the merged high-purity ZCR. The
numbers of events observed and estimated in the SRs are
summarized in Table VI for the 0-lepton channel, Table VII μobs
EW VVjj ¼ 1.05þ0.42
−0.40 ¼ 1.05 0.20ðstat:Þþ0.37
−0.34ðsyst:Þ: 032007-15 PHYS. REV. D 100, 032007 (2019) G. AAD et al. BDT
1
0 8
0 6
0 4 0 2
0
0 2
0 4
0 6
0 8
Events / 0.1
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged high-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(a)
BDT
1
0 8
0 6
0 4 0 2
0
0 2
0 4
0 6
0 8
Events / 0.1
1
10
2
10
3
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Merged low-purity SR
Data/Postfit
0.5
1
1.5
BDT
1
−
0.8
−
0.6
−
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(b)
BDT
0 4
0 2
0
0 2
0 4
0 6
0 8
Events / 0.1
10
2
10
3
10
4
10
5
10
Data
= 1.05)
μ
(
VVjj
EW
30
×
VVjj
EW
+jets
Z
Diboson
Top Quarks
+jets
W
Uncertainty
ATLAS
-1
= 13 TeV, 35.5 fb
s
2-lep., Resolved SR
Data/Postfit
0.5
1
1.5
BDT
0.4
−
0.2
−
0
0.2
0.4
0.6
0.8
Postfit/Prefit
0.5
1
1.5
(c)
Comparisons of the observed data and expected distributions of the BDT outputs of the 2-lepton channel signal regions:
urity and (b) low-purity merged signal regions; (c) the resolved signal region. The background contributions after the global
d fit are shown as filled histograms. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … TABLE VI. Numbers of events observed and predicted for signal and background processes in the 0-lepton channel signal regions,
obtained from signal-plus-background fits to the signal and control regions (Sec. X). The signal yields are calculated after the fit with the
observed signal strength of 1.05 applied. The uncertainties combine statistical and systematic contributions. The fit constrains the
background estimate towards the observed data, which reduces the total background uncertainty by correlating those uncertainties from
the individual backgrounds. Sample
Resolved
Merged HP
Merged LP
Background
W þ jets
9200 1300
259 27
582 56
Z þ jets
19 000 1400
383 29
955 69
Top quarks
3280 480
277 28
276 32
Diboson
720 120
69 12
68 14
Total
32 100 2000
988 50
1881 96
Signal
WðlνÞWðqq0Þ
56 22
8.0 3.2
5.4 2.2
WðlνÞZðqqÞ
12.0 4.7
2.1 0.8
1.6 0.6
ZðννÞWðqq0Þ
66 25
9.0 3.5
7.4 2.9
ZðννÞZðqqÞ
27 10
5.1 2.0
3.1 1.2
Total
161 35
24.3 5.2
17.5 3.9
SM
32 300 2000
1012 50
1898 96
Data
32 299
1002
1935 TABLE VII. Numbers of events observed and predicted for signal and background processes in the 1-lepton channel signal regions,
obtained from signal-plus-background fits to the signal and control regions (Sec. X). The signal yields are calculated after the fit with the
observed signal strength of 1.05 applied. The uncertainties combine statistical and systematic contributions. The fit constrains the
background estimate towards the observed data, which reduces the total background uncertainty by correlating those uncertainties from
the individual backgrounds. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … The signal is shown as a filled histogram on top of the fitted backgrounds normalized to the
signal yield extracted from data (μ ¼ 1.05), and unstacked as an unfilled histogram, scaled by the factor indicated in the legend. The
entries in overflow are included in the last bin. The middle pane shows the ratios of the observed data to the postfit signal and
background predictions. The uncertainty in the total prediction, shown as bands, combines statistical and systematic contributions. The
bottom pane shows the ratios of the postfit and prefit background predictions. The background-only hypothesis is excluded in data with a
significance of 2.7 standard deviations, compared with 2.5
standard deviations expected. signal-strength parameter. The probability that the signal
strengths measured in the three lepton channels are com-
patible is 36%. Figure 7 shows the measured signal strength from
the combined fit with a single signal-strength fit parameter,
and from a fit where each lepton channel has its own After the global maximum-likelihood fit, the uncertain-
ties described in Sec. VIII are much reduced. The effects of
systematic uncertainties on the measurement after the fit are 032007-16 PHYS. REV. D 100, 032007 (2019) EARCH FOR ELECTROWEAK DIBOSON PRODUCTION … SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Sample
Resolved
Merged HP
Merged LP
Background
W þ jets
69 100 1900
1201 65
2828 97
Z þ jets
2770 370
39 3
83 6
Top quarks
7100 1100
394 56
422 63
Diboson
2660 600
163 35
229 57
Multijet
13 400 1600
Total
95 100 2800
1797 93
3560 130
Signal
WðlνÞWðqq0Þ
330 120
45 17
34 13
WðlνÞZðqqÞ
78 29
11 4
5 2
Total
410 130
57 18
39 13
SM
95 500 2800
1854 95
3600 130
Data
95 366
1864
3571 TABLE VIII. Numbers of events observed and predicted for signal and background processes in the 2-lepton channel signal regions,
obtained from signal-plus-background fits to the signal and control regions (Sec. X). The signal yields are calculated after the fit with the
observed signal strength of 1.05 applied. The uncertainties combine statistical and systematic contributions. The fit constrains the
background estimate towards the observed data, which reduces the total background uncertainty by correlating those uncertainties from
the individual backgrounds. Sample
Resolved
Merged HP
Merged LP
Background
Z þ jets
37 090 310
331 14
775 24
Top quarks
645 99
5.8 0.9
9.9 2.7
Diboson
830 170
34.6 7.6
36.7 8.2
Total
38 570 370
371 16
821 25
Signal
ZðllÞWðqq0Þ
138 53
8.6 3.3
7.0 2.7
ZðllÞZðqqÞ
46 18
4.3 1.7
2.9 1.1
Total
185 56
12.9 3.7
9.8 2.9
SM
38 760 370
384 17
831 25
Data
38 734
371
810 PHYS. REV. D 100, 032007 (2019) G. AAD et al. SM
σ
/
σ
=
μ
Best fit
0
2
4
6
8
10
Combination
0-lepton
1-lepton
2-lepton
1.05 0.40
−
0.42
+
(
0.34
−
0.37
+
0.20
±
)
2.47 1.22
−
1.33
+
(
0.93
−
1.05
+
0.80
±
)
0.33 0.52
−
0.53
+
(
0.46
−
0.47
+
0.25
±
)
1.97 0.77
−
0.83
+
(
0.59
−
0.65
+
0.50
±
)
Tot. ( Stat. Syst. )
Tot. Stat. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … The fitted values of the signal-strength parameter
μobs
EW VVjj for the 0-, 1- and 2-lepton channels and their combi-
nation. The individual μobs
EW VVjj values for the lepton channels are
obtained from a simultaneous fit with the signal-strength param-
eter for each of the lepton channels floating independently. The
probability that the signal strengths measured in the three lepton
channels are compatible is 36%. detailed in Sec. VIII are combined into categories. Apart
from the statistics of the data, the uncertainties with the
largest impact on the sensitivity of EW VVjj production
are from the modeling of background (Z þ jets, W þ jets
and QCD-induced diboson processes), the modeling of
the signal, b-tagging, and reconstruction of small-R and
large-R jets. studied using the signal-strength parameter μobs
EW VVjj. The
relative uncertainties in the best-fit μobs
EW VVjj value from the
leading sources of systematic uncertainty are shown in
Table IX. The individual sources of systematic uncertainty SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … ATLAS
, Observed
-1
=13 TeV, 35.5 fb
s SM
σ
/
σ
=
μ
Best fit
0
2
4
6
8
10
Combination
0-lepton
1-lepton
2-lepton
1.05 0.40
−
0.42
+
(
0.34
−
0.37
+
0.20
±
)
2.47 1.22
−
1.33
+
(
0.93
−
1.05
+
0.80
±
)
0.33 0.52
−
0.53
+
(
0.46
−
0.47
+
0.25
±
)
1.97 0.77
−
0.83
+
(
0.59
−
0.65
+
0.50
±
)
Tot. ( Stat. Syst. )
Tot. Stat. ATLAS
, Observed
-1
=13 TeV, 35.5 fb
s
FIG. 7. The fitted values of the signal-strength parameter
μobs
EW VVjj for the 0-, 1- and 2-lepton channels and their combi-
nation. The individual μobs
EW VVjj values for the lepton channels are
obtained from a simultaneous fit with the signal-strength param-
eter for each of the lepton channels floating independently. The
probability that the signal strengths measured in the three lepton
channels are compatible is 36%. TABLE X. Summary of predicted and measured fiducial cross
sections for EW VVjj production. The three lepton channels are
combined. For the measured fiducial cross sections in the merged
and resolved categories, two signal-strength parameters are used
in the combined fit, one for the merged category and the other one
for the resolved category; while for the measured fiducial cross
section in the inclusive fiducial phase space, a single signal-
strength parameter is used. For the SM predicted cross section,
the error is the theoretical uncertainty (theo.). For the measured
cross section, the first error is the statistical uncertainty (stat.), and
the second error is the systematic uncertainty (syst.). Fiducial
phase space
Predicted
σfid;SM
EW VVjj [fb]
Measured σfid;obs
EW VVjj [fb]
Merged
11.4 0.7 (theo.)
12.7 3.8ðstat:Þþ4.8
−4.2ðsyst:Þ
Resolved
31.6 1.8 (theo.)
26.5 8.2ðstat:Þþ17.4
−17.1ðsyst:Þ
Inclusive
43.0 2.4 (theo.)
45.1 8.6ðstat:Þþ15.9
−14.6ðsyst:Þ FIG. 7. The fitted values of the signal-strength parameter
μobs
EW VVjj for the 0-, 1- and 2-lepton channels and their combi-
nation. The individual μobs
EW VVjj values for the lepton channels are
obtained from a simultaneous fit with the signal-strength param-
eter for each of the lepton channels floating independently. The
probability that the signal strengths measured in the three lepton
channels are compatible is 36%. FIG. 7. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … We acknowledge the support of
ANPCyT, Argentina; Yerevan Physics Institute (YerPhI),
Armenia; ARC, Australia; BMWFW and FWF, Austria;
Azerbaijan National Academy of Sciences (ANAS),
Azerbaijan; State Science and Technology Committee
(SSTC), Belarus; CNPq and FAPESP, Brazil; NSERC,
NRC and CFI, Canada; CERN; CONICYT, Chile; CAS,
MOST and NSFC, China; COLCIENCIAS, Colombia;
MSMT CR, MPO CR and Committee for Collaboration
of the Czech Republic with CERN (VSC CR), Czech
Republic; DNRF and Danish Natural Science Research
Council (DNSRC), Denmark; IN2P3-CNRS, CEA-DRF/
IRFU,
France;
Shota
Rustaveli
National
Science
Foundation of Georgia (SRNSFG), Georgia; BMBF,
HGF, and MPG, Germany; GSRT, Greece; RGC, Hong
Kong SAR, China; ISF and Benoziyo Center, Israel; INFN,
Italy; MEXT and JSPS, Japan; CNRST, Morocco; NWO,
Netherlands;
Research
Council
of
Norway
(RCN),
Norway; MNiSW and NCN, Poland; FCT, Portugal;
Ministry of National Education, Institute of Atomic
Physics (MNE/IFA), Romania; Ministry of Education
and Science of the Russian Federation (MES) of Russia
and National Research Centre Kurchatov Institute, Russian
Federation; JINR; Ministry of Education, Science and
Technological Development (MESTD), Serbia; Ministry
of Education, Science, Research and Sport (MSSR),
Slovakia; ARRS and MIZŠ, Slovenia; DST/NRF, South
Africa; MINECO, Spain; Swedish Research Council
(SRC) and Wallenberg Foundation, Sweden; Secretariat
for Education and Research (SERI), SNSF and Cantons of
Bern and Geneva, Switzerland; MOST, Taiwan; TAEK,
Turkey; STFC, United Kingdom; DOE and NSF, United
States of America. In addition, individual groups and
members
have
received
support
from
BCKDF, also reported in Table XI. The measured values are
obtained from a simultaneous fit where each lepton channel
has its own signal-strength parameter, and in each lepton
channel the same signal-strength parameter is applied to
both the merged and resolved categories. The predictions
are from MADGRAPH5_AMC@NLO 2.4.3 at LO only, and no
higher order corrections are included; the theoretical
uncertainties due to the PDF, missing higher-order correc-
tions, and parton-shower modeling are estimated as
described in Sec. VIII. The measured fiducial cross sections
are generally consistent with the SM predictions. XI. CONCLUSION A measurement of VVjj (V ¼ W, Z) electroweak
production using
ffiffiffis
p ¼ 13 TeV pp collisions at the
LHC is presented. The data were collected with the
ATLAS detector in 2015 and 2016 and correspond to a
total integrated luminosity of 35.5 fb−1. The study explores
the final states with one boson decaying leptonically, and
the other boson decaying into a pair of quarks, identified
either as two separate jets or as one large-radius jet. The VVjj electroweak production cross section is
measured with a significance of 2.7 standard deviations
over the background-only hypothesis. The expected sig-
nificance
is
2.5
standard
deviations. The
measured
signal strength relative to the leading-order SM prediction
is μobs
EW VVjj ¼ 1.05 0.20ðstat:Þþ0.37
−0.34ðsyst:Þ. The fiducial
cross section of VVjj electroweak production is measured
to be σfid;obs
EW VVjj ¼ 45.1 8.6ðstat:Þþ15.9
−14.6ðsyst:Þ fb. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … TABLE XI. Summary of predicted and measured fiducial cross sections for EW VVjj production in the three
lepton channels. The measured values are obtained from a simultaneous fit where each lepton channel has its own
signal-strength parameter, and in each lepton channel the same signal-strength parameter is applied to both the
merged and resolved categories. For the SM predicted cross section, the error is the theoretical uncertainty (theo.). For the measured cross section, the first error is the statistical uncertainty (stat.), and the second error is the
systematic uncertainty (syst.). Fiducial phase space
Predicted σfid;SM
EW VVjj [fb]
Measured σfid;obs
EW VVjj [fb]
Merged
0-lepton
4.1 0.3 (theo.)
10.1 3.3ðstat:Þþ4.2
−3.8ðsyst:Þ
1-lepton
6.1 0.5 (theo.)
2.0 1.5ðstat:Þþ2.9
−2.8ðsyst:Þ
2-lepton
1.2 0.1 (theo.)
2.4 0.6ðstat:Þþ0.8
−0.7ðsyst:Þ
Resolved
0-lepton
9.2 0.6 (theo.)
22.8 7.4ðstat:Þþ9.4
−8.5ðsyst:Þ
1-lepton
16.4 1.0 (theo.)
5.5 4.1ðstat:Þþ7.7
−7.5ðsyst:Þ
2-lepton
6.0 0.4 (theo.)
11.8 3.0ðstat:Þþ3.8
−3.5ðsyst:Þ
Inclusive
0-lepton
13.3 0.8 (theo.)
32.9 10.7ðstat:Þþ13.5
−12.3ðsyst:Þ
1-lepton
22.5 1.5 (theo.)
7.5 5.6ðstat:Þþ10.5
−10.2ðsyst:Þ
2-lepton
7.2 0.4 (theo.)
14.2 3.6ðstat:Þþ4.6
−4.2ðsyst:Þ TABLE XI. Summary of predicted and measured fiducial cross sections for EW VVjj production in the three
lepton channels. The measured values are obtained from a simultaneous fit where each lepton channel has its own
signal-strength parameter, and in each lepton channel the same signal-strength parameter is applied to both the
merged and resolved categories. For the SM predicted cross section, the error is the theoretical uncertainty (theo.). For the measured cross section, the first error is the statistical uncertainty (stat.), and the second error is the
systematic uncertainty (syst.). Fiducial phase space
Predicted σfid;SM
EW VVjj [fb]
Measured σfid;obs
EW VVjj [fb]
Merged
0-lepton
4.1 0.3 (theo.)
10.1 3.3ðstat:Þþ4.2
−3.8ðsyst:Þ
1-lepton
6.1 0.5 (theo.)
2.0 1.5ðstat:Þþ2.9
−2.8ðsyst:Þ
2-lepton
1.2 0.1 (theo.)
2.4 0.6ðstat:Þþ0.8
−0.7ðsyst:Þ
Resolved
0-lepton
9.2 0.6 (theo.)
22.8 7.4ðstat:Þþ9.4
−8.5ðsyst:Þ
1-lepton
16.4 1.0 (theo.)
5.5 4.1ðstat:Þþ7.7
−7.5ðsyst:Þ
2-lepton
6.0 0.4 (theo.)
11.8 3.0ðstat:Þþ3.8
−3.5ðsyst:Þ
Inclusive
0-lepton
13.3 0.8 (theo.)
32.9 10.7ðstat:Þþ13.5
−12.3ðsyst:Þ
1-lepton
22.5 1.5 (theo.)
7.5 5.6ðstat:Þþ10.5
−10.2ðsyst:Þ
2-lepton
7.2 0.4 (theo.)
14.2 3.6ðstat:Þþ4.6
−4.2ðsyst:Þ institutions
without
whom
ATLAS
could
not
be
operated efficiently. B. Cross-section measurements The determination of the fiducial cross section is
performed by scaling the measured signal strengths with
the corresponding SM predicted fiducial cross sections,
σfid;obs
EW VVjj ¼ μobs
EW VVjj · σfid;SM
EW VVjj. It is assumed that there is
no new physics that could cause sizable kinematic mod-
ifications of the background and signal. Therefore, the only
new physics signals that can be detected in an unbiased way
are those leading to an enhanced EW VVjj signal strength
in the search region of this analysis. The fiducial cross
sections for EW VVjj are measured in the merged and
resolved fiducial phase-space regions described in Sec. VII
and inclusively. The merged HP SR and LP SR are
combined to form one single merged fiducial phase-space
region. The systematic uncertainties of the measured
fiducial cross sections include contributions from exper-
imental systematic uncertainties, theory modeling uncer-
tainties in the backgrounds, theory modeling uncertainties
in the shapes of signal kinematic distributions, and lumi-
nosity uncertainties. The measured and SM predicted
fiducial cross sections for EW VVjj processes are sum-
marized in Table X, where the measured values are
obtained from two different simultaneous fits. In the first
fit, two signal-strength parameters are used, one for the
merged category (both HP and LP), and the other one for
the resolved category; while in the second fit, a single
signal-strength parameter is used. The measured and SM
predicted fiducial cross sections in each lepton channel are TABLE IX. The symmetrized uncertainty σμ from each source
in the best-fit signal-strength parameter μobs
EW VVjj. The floating
normalizations include uncertainties of normalization scale fac-
tors for Z þ jets, W þ jets and top quark contributions. normalizations include uncertainties of normalization scale fac-
tors for Z þ jets, W þ jets and top quark contributions. Uncertainty source
σμ
Total uncertainty
0.41
Statistical
0.20
Systematic
0.35
Theoretical and modeling uncertainties
Floating normalizations
0.09
Z þ jets
0.13
W þ jets
0.09
t¯t
0.06
Diboson
0.09
Multijet
0.04
Signal
0.07
MC statistics
0.17
Experimental uncertainties
Large-R jets
0.08
Small-R jets
0.06
Leptons
0.02
Emiss
T
0.04
b-tagging
0.07
Pileup
0.04
Luminosity
0.03 032007-18 PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … ACKNOWLEDGMENTS [5] ATLAS Collaboration, Measurements of the Higgs boson
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ffiffiffis
p ¼ 7 and 8 TeV in the ATLAS
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and constraints on anomalous quartic gauge couplings in
proton-proton collisions at
ffiffiffis
p ¼ 8 TeV, Phys. Lett. B
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the Higgs boson and tests of compatibility of its couplings
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boson production and search for new physics in WZþ
two jets events in pp collisions at
ffiffiffis
p ¼ 13 TeV, Phys. Lett. B 795, 281 (2019). [8] CMS Collaboration, Constraints on the spin-parity and
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Bosonic quartic couplings at CERN LHC, Phys. Rev. D
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ffiffiffis
p ¼ 8 TeV with the
ATLAS detector and limits on anomalous gauge boson
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M. C. Gonzalez-Garcia,
and
J. K. Mizukoshi, pp →jjeμνν and jjeμ∓νν at Oðα6emÞ
and Oðα4emα2sÞ for the study of the quartic electroweak
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from events with four leptons and two jets in proton-
proton collisions at
ffiffiffis
p ¼ 13 TeV, Phys. Lett. B 774, 682
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scattering in the era of post-Higgs-boson discovery, Phys. Rev. D 87, 093005 (2013). ACKNOWLEDGMENTS We thank CERN for the very successful operation of
the LHC, as well as
the support staff from our 032007-19 PHYS. REV. D 100, 032007 (2019) G. AAD et al. CANARIE, CRC and Compute Canada, Canada; COST,
ERC, ERDF, Horizon 2020, and Marie Skłodowska-Curie
Actions, European Union; Investissements d’ Avenir
Labex
and
Idex,
ANR,
France;
DFG
and
AvH
Foundation, Germany; Herakleitos, Thales and Aristeia
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131
153
160
60 G. Aad,101 B. Abbott,128 D. C. Abbott,102 O. Abdinov,13,a A. Abed Abud,70a,70b K. Abeling,53 D. K. Abhayasinghe,93
S. H. Abidi,167 O. S. AbouZeid,40 N. L. Abraham,156 H. Abramowicz,161 H. Abreu,160 Y. Abulaiti,6 B. S. Acharya,66a,66b,b
B. Achkar,53 S. Adachi,163 L. Adam,99 C. Adam Bourdarios,132 L. Adamczyk,83a L. Adamek,167 J. Adelman,121
M. Adersberger,114 A. Adiguzel,12c,c S. Adorni,54 T. Adye,144 A. A. Affolder,146 Y. Afik,160 C. Agapopoulou,132
M. N. Agaras,38 A. Aggarwal,119 C. Agheorghiesei,27c J. A. Aguilar-Saavedra,140f,140a,d F. Ahmadov,79 X. Ai,15a
G. Aielli,73a,73b S. Akatsuka,85 T. P. A. Åkesson,96 E. Akilli,54 A. V. Akimov,110 K. Al Khoury,132 G. L. Alberghi,23b,23a
J. Albert,176 M. J. Alconada Verzini,88 S. Alderweireldt,119 M. Aleksa,36 I. N. Aleksandrov,79 C. Alexa,27b D. Alexandre,19
T. Alexopoulos,10 A. Alfonsi,120 M. Alhroob,128 B. Ali,142 G. Alimonti,68a J. Alison,37 S. P. Alkire,148 C. Allaire,132
B. M. M. Allbrooke,156 B. W. Allen,131 P. P. Allport,21 A. Aloisio,69a,69b A. Alonso,40 F. Alonso,88 C. Alpigiani,148
A. A. Alshehri,57 M. Alvarez Estevez,98 B. Alvarez Gonzalez,36 D. Álvarez Piqueras,174 M. G. Alviggi,69a,69b
Y. Amaral Coutinho,80b A. Ambler,103 L. Ambroz,135 C. Amelung,26 D. Amidei,105 S. P. Amor Dos Santos,140a
S. Amoroso,46 C. S. Amrouche,54 F. An,78 C. Anastopoulos,149 N. Andari,145 T. Andeen,11 C. F. Anders,61b J. K. Anders,20
A. Andreazza,68a,68b V. Andrei,61a C. R. Anelli,176 S. Angelidakis,38 A. Angerami,39 A. V. Anisenkov,122b,122a A. Annovi,71a
C. Antel,61a M. T. Anthony,149 M. Antonelli,51 D. J. A. Antrim,171 F. Anulli,72a M. Aoki,81 J. A. Aparisi Pozo,174
L. Aperio Bella,36 G. Arabidze,106 J. P. Araque,140a V. Araujo Ferraz,80b R. Araujo Pereira,80b C. Arcangeletti,51
A. T. H. Arce,49 F. A. Arduh,88 J-F. Arguin,109 S. Argyropoulos,77 J.-H. Arling,46 A. J. Armbruster,36 L. J. Armitage,92
A. Armstrong,171 O. Arnaez,167 H. Arnold,120 A. Artamonov,111,a G. Artoni,135 S. Artz,99 S. Asai,163 N. Asbah,59
E. M. Asimakopoulou,172 L. Asquith,156 K. Assamagan,29 R. Astalos,28a R. J. Atkin,33a M. Atkinson,173 N. B. Atlay,151
H. Atmani,132 K. Augsten,142 G. Avolio,36 R. Avramidou,60a M. K. Ayoub,15a A. M. Azoulay,168b G. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … PHYS. REV. D 100, 032007 (2019) [101] N. D. Gagunashvili, Comparison of weighted and un-
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weighted histograms, Proc. Sci., ACAT2007 (2007) 054
[arXiv:physics/0605123]. G. Aad,101 B. Abbott,128 D. C. Abbott,102 O. Abdinov,13,a A. Abed Abud,70a,70b K. Abeling,53 D. K. Abhayasinghe,93
S. H. Abidi,167 O. S. AbouZeid,40 N. L. Abraham,156 H. Abramowicz,161 H. Abreu,160 Y. Abulaiti,6 B. S. Acharya,66a,66b,b
B. Achkar,53 S. Adachi,163 L. Adam,99 C. Adam Bourdarios,132 L. Adamczyk,83a L. Adamek,167 J. Adelman,121
M. Adersberger,114 A. Adiguzel,12c,c S. Adorni,54 T. Adye,144 A. A. Affolder,146 Y. Afik,160 C. Agapopoulou,132
M. N. Agaras,38 A. Aggarwal,119 C. Agheorghiesei,27c J. A. Aguilar-Saavedra,140f,140a,d F. Ahmadov,79 X. Ai,15a
G. Aielli,73a,73b S. Akatsuka,85 T. P. A. Åkesson,96 E. Akilli,54 A. V. Akimov,110 K. Al Khoury,132 G. L. Alberghi,23b,23a
J. Albert,176 M. J. Alconada Verzini,88 S. Alderweireldt,119 M. Aleksa,36 I. N. Aleksandrov,79 C. Alexa,27b D. Alexandre,19
T. Alexopoulos,10 A. Alfonsi,120 M. Alhroob,128 B. Ali,142 G. Alimonti,68a J. Alison,37 S. P. Alkire,148 C. Allaire,132
B. M. M. Allbrooke,156 B. W. Allen,131 P. P. Allport,21 A. Aloisio,69a,69b A. Alonso,40 F. Alonso,88 C. Alpigiani,148
A. A. Alshehri,57 M. Alvarez Estevez,98 B. Alvarez Gonzalez,36 D. Álvarez Piqueras,174 M. G. Alviggi,69a,69b
Y. Amaral Coutinho,80b A. Ambler,103 L. Ambroz,135 C. Amelung,26 D. Amidei,105 S. P. Amor Dos Santos,140a
S. Amoroso,46 C. S. Amrouche,54 F. An,78 C. Anastopoulos,149 N. Andari,145 T. Andeen,11 C. F. Anders,61b J. K. Anders,20
A. Andreazza,68a,68b V. Andrei,61a C. R. Anelli,176 S. Angelidakis,38 A. Angerami,39 A. V. Anisenkov,122b,122a A. Annovi,71a
C. Antel,61a M. T. Anthony,149 M. Antonelli,51 D. J. A. Antrim,171 F. Anulli,72a M. Aoki,81 J. A. Aparisi Pozo,174
L. Aperio Bella,36 G. Arabidze,106 J. P. Araque,140a V. Araujo Ferraz,80b R. Araujo Pereira,80b C. Arcangeletti,51
A. T. H. Arce,49 F. A. Arduh,88 J-F. Arguin,109 S. Argyropoulos,77 J.-H. Arling,46 A. J. Armbruster,36 L. J. Armitage,92
A. Armstrong,171 O. Arnaez,167 H. Arnold,120 A. Artamonov,111,a G. Artoni,135 S. Artz,99 S. Asai,163 N. Asbah,59
E. M. Asimakopoulou,172 L. Asquith,156 K. Assamagan,29 R. Astalos,28a R. J. Atkin,33a M. Atkinson,173 N. B. Atlay,151
H. Atmani,132 K. Augsten,142 G. Avolio,36 R. Avramidou,60a M. K. Ayoub,15a A. M. Azoulay,168b G. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Azuelos,109,e
M. J. Baca,21 H. Bachacou,145 K. Bachas,67a,67b M. Backes,135 F. Backman,45a,45b P. Bagnaia,72a,72b M. Bahmani,84
H. Bahrasemani,152 A. J. Bailey,174 V. R. Bailey,173 J. T. Baines,144 M. Bajic,40 C. Bakalis,10 O. K. Baker,183 P. J. Bakker,120
D. Bakshi Gupta,8 S. Balaji,157 E. M. Baldin,122b,122a P. Balek,180 F. Balli,145 W. K. Balunas,135 J. Balz,99 E. Banas,84
A. Bandyopadhyay,24 Sw. Banerjee,181,f A. A. E. Bannoura,182 L. Barak,161 W. M. Barbe,38 E. L. Barberio,104
D. Barberis,55b,55a M. Barbero,101 T. Barillari,115 M-S. Barisits,36 J. Barkeloo,131 T. Barklow,153 R. Barnea,160 S. L. Barnes,60c G. Aad,101 B. Abbott,128 D. C. Abbott,102 O. Abdinov,13,a A. Abed Abud,70a,70b K. Abeling,53 D. K. Abhayasinghe,93
S. H. Abidi,167 O. S. AbouZeid,40 N. L. Abraham,156 H. Abramowicz,161 H. Abreu,160 Y. Abulaiti,6 B. S. Acharya,66a,66b,b
B. Achkar,53 S. Adachi,163 L. Adam,99 C. Adam Bourdarios,132 L. Adamczyk,83a L. Adamek,167 J. Adelman,121
M. Adersberger,114 A. Adiguzel,12c,c S. Adorni,54 T. Adye,144 A. A. Affolder,146 Y. Afik,160 C. Agapopoulou,132
M. N. Agaras,38 A. Aggarwal,119 C. Agheorghiesei,27c J. A. Aguilar-Saavedra,140f,140a,d F. Ahmadov,79 X. Ai,15a
G. Aielli,73a,73b S. Akatsuka,85 T. P. A. Åkesson,96 E. Akilli,54 A. V. Akimov,110 K. Al Khoury,132 G. L. Alberghi,23b,23a
J. Albert,176 M. J. Alconada Verzini,88 S. Alderweireldt,119 M. Aleksa,36 I. N. Aleksandrov,79 C. Alexa,27b D. Alexandre,19
T. Alexopoulos,10 A. Alfonsi,120 M. Alhroob,128 B. Ali,142 G. Alimonti,68a J. Alison,37 S. P. Alkire,148 C. Allaire,132
B. M. M. Allbrooke,156 B. W. Allen,131 P. P. Allport,21 A. Aloisio,69a,69b A. Alonso,40 F. Alonso,88 C. Alpigiani,148
A. A. Alshehri,57 M. Alvarez Estevez,98 B. Alvarez Gonzalez,36 D. Álvarez Piqueras,174 M. G. Alviggi,69a,69b
Y. Amaral Coutinho,80b A. Ambler,103 L. Ambroz,135 C. Amelung,26 D. Amidei,105 S. P. Amor Dos Santos,140a
S. Amoroso,46 C. S. Amrouche,54 F. An,78 C. Anastopoulos,149 N. Andari,145 T. Andeen,11 C. F. Anders,61b J. K. Anders,20
A. Andreazza,68a,68b V. Andrei,61a C. R. Anelli,176 S. Angelidakis,38 A. Angerami,39 A. V. Anisenkov,122b,122a A. Annovi,71a
C. Antel,61a M. T. Anthony,149 M. Antonelli,51 D. J. A. Antrim,171 F. Anulli,72a M. Aoki,81 J. A. Aparisi Pozo,174
L. Aperio Bella,36 G. Arabidze,106 J. P. Araque,140a V. Araujo Ferraz,80b R. Araujo Pereira,80b C. Arcangeletti,51
A. T. H. Arce,49 F. A. Arduh,88 J-F. Arguin,109 S. Argyropoulos,77 J.-H. Arling,46 A. J. Armbruster,36 L. J. Armitage,92
A. Armstrong,171 O. Arnaez,167 H. Arnold,120 A. Artamonov,111,a G. Artoni,135 S. Artz,99 S. Asai,163 N. Asbah,59
E. M. Asimakopoulou,172 L. Asquith,156 K. Assamagan,29 R. Astalos,28a R. J. Atkin,33a M. Atkinson,173 N. B. Atlay,151
H. Atmani,132 K. Augsten,142 G. Avolio,36 R. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Ciocio,18 F. Cirotto,69a,69b
Z. H. Citron,180 M. Citterio,68a D. A. Ciubotaru,27b B. M. Ciungu,167 A. Clark,54 M. R. Clark,39 P. J. Clark,50
C. Clement,45a,45b Y. Coadou,101 M. Cobal,66a,66c A. Coccaro,55b J. Cochran,78 H. Cohen,161 A. E. C. Coimbra,36
L. Colasurdo,119 B. Cole,39 A. P. Colijn,120 J. Collot,58 P. Conde Muiño,140a,n E. Coniavitis,52 S. H. Connell,33b
I A Connelly 57 S Constantinescu 27b F Conventi 69a,o A M Cooper Sarkar 135 F Cormier 175 K J R Cormier 167 Cole,39 A. P. Colijn,120 J. Collot,58 P. Conde Muiño,140a,n E. Coniavitis,52 S. H. Connell,33b I. A. Connelly,57 S. Constantinescu,27b F. Conventi,69a,o A. M. Cooper-Sarkar,135 F. Cormier,175 K. J. R. Cormier,167
L D Corpe 94 M Corradi 72a,72b E E Corrigan 96 F Corriveau 103,p A Cortes Gonzalez 36 M J Costa 174 F Costanza 5 Cr´ep´e-Renaudin,58 F. Crescioli,136 M. Cristinziani,24 V. Croft,120 G. Crosetti,41b,41a A. Cueto,5 T. Cuhadar Donszelmann,149 A. R. Cukierman,153 S. Czekierda,84 P. Czodrowski,36 M. J. Da Cunha Sargedas De Sousa,60b J. V. Da Fonseca Pinto,80b C. Da Via,100 W. Dabrowski,83a T. Dado,28a S. Dahbi,35e T. Dai,105 C. Dallapiccola,102 M. Dam,40
G. D’amen,23b,23a V. D’Amico,74a,74b J. Damp,99 J. R. Dandoy,137 M. F. Daneri,30 N. P. Dang,181,f N. D Dann,100
M. Danninger,175 V. Dao,36 G. Darbo,55b O. Dartsi,5 A. Dattagupta,131 T. Daubney,46 S. D’Auria,68a,68b W. Davey,24
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132
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41b 41 J. B. De Vivie De Regie,132 C. Debenedetti,146 D. V. Dedovich,79 A. M. Deiana,42 M. Del Gaudio,41b,41a J. Del Peso,98
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36 ove,132 F. Deliot,145 C. M. Delitzsch,7 M. Della Pietra,69a,69b D. Della Volpe,54 A. Dell’Acqua,36 Y. Delabat Diaz,
D. Delgove,
F. Deliot,
C. M. Delitzsch, M. Della Pietra,
,
D. Della Volpe,
A. Dell Acqua,
L. Dell’Asta,73a,73b M. Delmastro,5 C. Delporte,132 P. A. Delsart,58 D. A. DeMarco,167 S. Demers,183 M. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … A y
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O. Bessidskaia Bylund,182 N. Besson,145 A. Bethani,100 S. Bethke,115 A. Betti,24 A. J. Bevan,92 J. Beyer,115 R. Bi,139 R. M. Bianchi,139 O. Biebel,114 D. Biedermann,19 R. Bielski,36 K. Bierwagen,99 N. V. Bies T. R. V. Billoud,109 M. Bindi,53 A. Bingul,12d C. Bini,72a,72b S. Biondi,23b,23a M. Birman,180 T. Bisanz,53 J. P. Biswal,161
100
48
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25
28
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57 A. Bitadze,100 C. Bittrich,48 K. Bjørke,134 K. M. Black,25 T. Blazek,28a I. Bloch,46 C. Blocker,26 A. Blue,57
U. Blumenschein,92 G. J. Bobbink,120 V. S. Bobrovnikov,122b,122a S. S. Bocchetta,96 A. Bocci,49 D. Boerner,46 D. Bogavac,14 A. Bitadze,
C. Bittrich,
K. Bjørke,
K. M. Black,
T. Blazek,
I. Bloch,
C. Blocker,
A. Blue,
U. Blumenschein,92 G. J. Bobbink,120 V. S. Bobrovnikov,122b,122a S. S. Bocchetta,96 A. Bocci,49 D. Boerner,46 D. Bogavac,14
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M. Bomben,136 M. Bona,92 J. S. Bonilla,131 M. Boonekamp,145 H. M. Borecka-Bielska,90 A. Borisov,123 G. Borissov,89
J. Bortfeldt,36 D. Bortoletto,135 V. Bortolotto,73a,73b D. Boscherini,23b M. Bosman,14 J. D. Bossio Sola,103 K. Bouaouda,35a 032007-23 032007-23 PHYS. REV. D 100, 032007 (2019) G. AAD et al. ,
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D. Caforio,56 H. Cai,173 V. M. M. Cairo,153 O. Cakir,4a N. Calace,36 P. Calafiura,18 A. Calandri,101 G. Calderini,136
P. Calfayan,65 G. Callea,57 L. P. Caloba,80b S. Calvente Lopez,98 D. Calvet,38 S. Calvet,38 T. P. Calvet,155 M. Calvetti,71a,71b D. Caforio,
H. Cai,
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P. Calfayan,65 G. Callea,57 L. P. Caloba,80b S. Calvente Lopez,98 D. Calvet,38 S. Calvet,38 T. P. Calvet,155 M. Calvetti,71a,71b P. Calfayan,65 G. Callea,57 L. P. Caloba,80b S. Calvente Lopez,98 D. Calvet,38 S. Calvet,38 T. P. Calvet,155 M. Calvetti,71a,71b R. Camacho Toro,136 S. Camarda,36 D. Camarero Munoz,98 P. Camarri,73a,73b D. Cameron,134 R. Caminal Armadans,102
C. Camincher,36 S. Campana,36 M. Campanelli,94 A. Camplani,40 A. Campoverde,151 V. Canale,69a,69b A. Canesse,103 M. Cano Bret,60c J. Cantero,129 T. Cao,161 Y. Cao,173 M. D. M. Capeans Garrido,36 M. Capua,41b,41a R. Cardarelli,73a
F. C. Cardillo,149 I. Carli,143 T. Carli,36 G. Carlino,69a B. T. Carlson,139 L. Carminati,68a,68b R. M. D. Carney,45a,45b
S. Caron,119 E. Carquin,147b S. Carrá,68a,68b J. W. S. Carter,167 M. P. Casado,14,k A. F. Casha,167 D. W. Casper,171 M. Cano Bret,
J. Cantero,
T. Cao,
Y. Cao,
M. D. M. Capeans Garrido,
M. Capua,
R. Cardarelli,
F. C. Cardillo,149 I. Carli,143 T. Carli,36 G. Carlino,69a B. T. J. Boudreau,139 E. V. Bouhova-Thacker,89 D. Boumediene,38 S. K. Boutle,57 A. Boveia,126 J. Boyd,36 D. Boye,33b,j
I. R. Boyko,79 A. J. Bozson,93 J. Bracinik,21 N. Brahimi,101 G. Brandt,182 O. Brandt,61a F. Braren,46 B. Brau,102 J. E. Brau,131
W. D. Breaden Madden,57 K. Brendlinger,46 L. Brenner,46 R. Brenner,172 S. Bressler,180 B. Brickwedde,99 D. L. Briglin,21
D. Britton,57 D. Britzger,115 I. Brock,24 R. Brock,106 G. Brooijmans,39 W. K. Brooks,147b E. Brost,121 J. H Broughton,21
P. A. Bruckman de Renstrom,84 D. Bruncko,28b A. Bruni,23b G. Bruni,23b L. S. Bruni,120 S. Bruno,73a,73b B. H. Brunt,32
M. Bruschi,23b N. Bruscino,139 P. Bryant,37 L. Bryngemark,96 T. Buanes,17 Q. Buat,36 P. Buchholz,151 A. G. Buckley,57
I. A. Budagov,79 M. K. Bugge,134 F. Bührer,52 O. Bulekov,112 T. J. Burch,121 S. Burdin,90 C. D. Burgard,120 A. M. Burger,129 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Carlson,139 L. Carminati,68a,68b R. M. D. Carney,45a,45b
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171 R. Castelijn,120 F. L. Castillo,174 V. Castillo Gimenez,174 N. F. Castro,140a,140e A R. Castelijn,120 F. L. Castillo,174 V. Castillo Gimenez,174 N. F. Castro,140a,140e A. Catinaccio,36 J. R. Catmore,134 A. Cattai,36
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12b J. Caudron,24 V. Cavaliere,29 E. Cavallaro,14 D. Cavalli,68a M. Cavalli-Sforza,14 V. Cavasinni,71a,71b E. Celebi,12b
F. Ceradini,74a,74b L. Cerda Alberich,174 A. S. Cerqueira,80a A. Cerri,156 L. Cerrito,73a,73b F. Cerutti,18 A. Cervelli,23b,23a J. Caudron,
V. Cavaliere,
E. Cavallaro,
D. Cavalli,
M. Cavalli Sforza,
V. Cavasinni,
E. Celebi,
F. Ceradini,74a,74b L. Cerda Alberich,174 A. S. Cerqueira,80a A. Cerri,156 L. Cerrito,73a,73b F. Cerutti,18 A. Cervelli,23b,23a S. A. Cetin,12b D. Chakraborty,121 S. K. Chan,59 W. S. Chan,120 W. Y. Chan,90 J. D. Chapman,32 B. Chargeishvili,159b
D. G. Charlton,21 T. P. Charman,92 C. C. Chau,34 S. Che,126 A. Chegwidden,106 S. Chekanov,6 S. V. Chekulaev,168a
G. A. Chelkov,79,l M. A. Chelstowska,36 B. Chen,78 C. Chen,60a C. H. Chen,78 H. Chen,29 J. Chen,60a J. Chen,39 S. Chen,137 y
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D. G. Charlton,21 T. P. Charman,92 C. C. Chau,34 S. Che,126 A. Chegwidden,106 S. Chekanov,6 S. V. Chekulaev,168a
G A Chelkov 79,l M A Chelstowska 36 B Chen 78 C Chen 60a C H Chen 78 H Chen 29 J Chen 60a J Chen 39 S Chen 137 S. J. Chen,15c X. Chen,15b,m Y. Chen,82 Y-H. Chen,46 H. C. Cheng,63a H. J. Cheng,15a,15d A. Cheplakov,79
E. Cheremushkina,123 R. Cherkaoui El Moursli,35e E. Cheu,7 K. Cheung,64 T. J. A. Cheval´erias,145 L. Chevalier,145 S. J. Chen,15c X. Chen,15b,m Y. Chen,82 Y-H. Chen,46 H. C. Cheng,63a H. J. Cheng,15a,15d A. Cheplakov,79
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V. Chiarella,51 G. Chiarelli,71a G. Chiodini,67a A. S. Chisholm,36,21 A. Chitan,27b I. Chiu,163 Y. H. Chiu,176 M. V. Chizhov,79 g
V. Chiarella,51 G. Chiarelli,71a G. Chiodini,67a A. S. Chisholm,36,21 A. Chitan,27b I. Chiu,163 Y. H. Chiu,176 M. V. Chizhov,79
K. Choi,65 A. R. Chomont,72a,72b S. Chouridou,162 Y. S. Chow,120 M. C. Chu,63a J. Chudoba,141 A. J. Chuinard,103 J. J. Chwastowski,84 L. Chytka,130 K. M. Ciesla,84 D. Cinca,47 V. Cindro,91 I. A. Cioară,27b A. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … j
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G. Eigen,17 K. Einsweiler,18 T. Ekelof,172 M. El Kacimi,35c R. El Kosseifi,101 V. Ellajosyula,172 M. Ellert,172 F. Ellinghaus,182
A. A. Elliot,92 N. Ellis,36 J. Elmsheuser,29 M. Elsing,36 D. Emeliyanov,144 A. Emerman,39 Y. Enari,163 J. S. Ennis,178 g
y
M. B. Epland,49 J. Erdmann,47 A. Ereditato,20 M. Errenst,36 M. Escalier,132 C. Escobar,174 O. Estrada Pastor,174 E. Etzion,161 ,47 A. Ereditato,20 M. Errenst,36 M. Escalier,132 C. Escobar,174 O. Estrada Pastor,174 E. Etzion,161 M. B. Epland,49 J. Erdmann,47 A. Ereditato,20 M. Errenst,36 M. Escalier,132 C. Escobar,174 O. Est 8 F. Fabbri,57 L. Fabbri,23b,23a V. Fabiani,119 G. Facini,94 R. M. Faisca Rodrigues Pereira,140a H. Evans,
A. Ezhilov,
F. Fabbri,
L. Fabbri,
V. Fabiani,
G. Facini,
R. M. Faisca Rodrigues Pereira,
R. M. Fakhrutdinov,123 S. Falciano,72a P. J. Falke,5 S. Falke,5 J. Faltova,143 Y. Fang,15a Y. Fang,15a G. Fanourakis,44 . Falciano,72a P. J. Falke,5 S. Falke,5 J. Faltova,143 Y. Fang,15a Y. Fang,15a G. Fanourakis,44 A. Farilla,74a E. M. Farina,70a,70b T. Farooque,106 S. Farrell,18 S. M. Farrington,178 P. Farthouat,36 ,68a,68b A. Farbin,8 A. Farilla,74a E. M. Farina,70a,70b T. Farooque,106 S. Farrell,18 S. M. Farrington
35
36
9
50
32
132 F. Fassi,35e P. Fassnacht,36 D. Fassouliotis,9 M. Faucci Giannelli,50 W. J. Fawcett,32 L. Fayard,132 O. L. Fedin,138,q kert,42 S. Feigl,134 L. Feligioni,101 A. Fell,149 C. Feng,60b E. J. Feng,36 M. Feng,49 M. J. Fenton W. Fedorko,175 M. Feickert,42 S. Feigl,134 L. Feligioni,101 A. Fell,149 C. Feng,60b E. J. Feng,36 W. Fedorko,
M. Feickert,
S. Feigl,
L. Feligioni,
A. Fell,
C. Feng,
E. J. Feng,
M. Feng,
M. J. Fenton,
A. B. Fenyuk,123 J. Ferrando,46 A. Ferrante,173 A. Ferrari,172 P. Ferrari,120 R. Ferrari,70a D. E. Ferreira de Lima,61b A. B. Fenyuk,123 J. Ferrando,46 A. Ferrante,173 A. Ferrari,172 P. Ferrari,120 R. Ferrari,70a D. E. Ferreira de Lima,61b y
A. Ferrer,174 D. Ferrere,54 C. Ferretti,105 F. Fiedler,99 A. Filipčič,91 F. Filthaut,119 K. D. Fine ,54 C. Ferretti,105 F. Fiedler,99 A. Filipčič,91 F. Filthaut,119 K. D. Finelli,25 M. C. N. Fiolhais,14 p
L. Fiorini,174 F. Fischer,114 W. C. Fisher,106 I. Fleck,151 P. Fleischmann,105 R. R. M. Fletcher,137 T. Flick,182 B. M. Flierl,114 L. F. Flores,137 L. R. Flores Castillo,63a F. M. Follega,75a,75b N. Fomin,17 G. T. Forcolin,75a,75b A. Formica,145 F. A. Förster,14
A. C. Forti,100 A. G. Foster,21 M. G. Foti,135 D. Fournier,132 H. Fox,89 P. Francavilla,71a,71b S. Francescato,72a,72b L. F. Flores,137 L. R. Flores Castillo,63a F. M. Follega,75a,75b N. Fomin,17 G. T. Forcolin,75a,75b A. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Demichev,79 ,
g
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p ,
q
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L. Dell’Asta,73a,73b M. Delmastro,5 C. Delporte,132 P. A. Delsart,58 D. A. DeMarco,167 S. Demers,183 M. Demichev,79 p
ntigny,109 S. P. Denisov,123 D. Denysiuk,120 L. D’Eramo,136 D. Derendarz,84 J. E. Derkaoui,35d p
Denisov,123 D. Denysiuk,120 L. D’Eramo,136 D. Derendarz,84 J. E. Derkaoui,35d F. Derue,136 P. Dervan,90 K. Desch,24 C. Deterre,46 K. Dette,167 C. Deutsch,24 M. R. Devesa,30 P. O. Deviveiros,36 A. Dewhurst,144
S. Dhaliwal,26 F. A. Di Bello,54 A. Di Ciaccio,73a,73b L. Di Ciaccio,5 W. K. Di Clemente,137 C. Di Donato,69a,69b
A. Di Girolamo,36 G. Di Gregorio,71a,71b B. Di Micco,74a,74b R. Di Nardo,102 K. F. Di Petrillo,59 R. Di Sipio,167 S. Dhaliwal,26 F. A. Di Bello,54 A. Di Ciaccio,73a,73b L. Di Ciaccio,5 W. K. Di Clemente,137 C. Di Donato,69a,69b
A. Di Girolamo,36 G. Di Gregorio,71a,71b B. Di Micco,74a,74b R. Di Nardo,102 K. F. Di Petrillo,59 R. Di Sipio,167
D. Di Valentino,34 C. Diaconu,101 F. A. Dias,40 T. Dias Do Vale,140a M. A. Diaz,147a J. Dickinson,18 E. B. Diehl,105 A. Di Girolamo,36 G. Di Gregorio,71a,71b B. Di Micco,74a,74b R. Di Nardo,102 K. F. Di Petrillo,59 R. Di Sipio,167
D. Di Valentino,34 C. Diaconu,101 F. A. Dias,40 T. Dias Do Vale,140a M. A. Diaz,147a J. Dickinson,18 E. B. Diehl,105 032007-24 032007-24 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Formica,145 F. A. Förster,14
A. C. Forti,100 A. G. Foster,21 M. G. Foti,135 D. Fournier,132 H. Fox,89 P. Francavilla,71a,71b S. Francescato,72a,72b
M. Franchini,23b,23a S. Franchino,61a D. Francis,36 L. Franconi,20 M. Franklin,59 A. N. Fray,92 B. Freund,109 W. S. Freund,80b M. Franchini,23b,23a S. Franchino,61a D. Francis,36 L. Franconi,20 M. Franklin,59 A. N. Fray,92 B. Freund,109 W. S. Freund,80b
E. M. Freundlich,47 D. C. Frizzell,128 D. Froidevaux,36 J. A. Frost,135 C. Fukunaga,164 E. Fullana Torregrosa,174 M. Franchini,
S. Franchino,
D. Francis,
L. Franconi,
M. Franklin,
A. N. Fray,
B. Freund,
W. S. Freund,
E. M. Freundlich,47 D. C. Frizzell,128 D. Froidevaux,36 J. A. Frost,135 C. Fukunaga,164 E. Fullana Torregrosa,174
55b 55
116
174
23b 23
18
83
54
115 E. M. Freundlich,47 D. C. Frizzell,128 D. Froidevaux,36 J. A. Frost,135 C. Fukunaga,164 E. Fullana Torregrosa,174
E. Fumagalli,55b,55a T. Fusayasu,116 J. Fuster,174 A. Gabrielli,23b,23a A. Gabrielli,18 G. P. Gach,83a S. Gadatsch,54 P. Gadow,115 E. Fumagalli,55b,55a T. Fusayasu,116 J. Fuster,174 A. Gabrielli,23b,23a A. Gabrielli,18 G. P. Gach,83a S. Gadatsch,54 P. Gadow,115
G. Gagliardi,55b,55a L. G. Gagnon,109 C. Galea,27b B. Galhardo,140a G. E. Gallardo,135 E. J. Gallas,135 B. J. Gallop,144 E. Fumagalli,55b,55a T. Fusayasu,116 J. Fuster,174 A. Gabrielli,23b,23a A. Gabrielli,18 G. P. Gach,83a S. Gadatsch,54 P. Gadow,115
G. Gagliardi,55b,55a L. G. Gagnon,109 C. Galea,27b B. Galhardo,140a G. E. Gallardo,135 E. J. Gallas,135 B. J. Gallop,144
P. Gallus,142 G. Galster,40 R. Gamboa Goni,92 K. K. Gan,126 S. Ganguly,180 J. Gao,60a Y. Gao,90 Y. S. Gao,31,h C. García,174 g
,
y
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,
,
,
,
,
,
G. Gagliardi,55b,55a L. G. Gagnon,109 C. Galea,27b B. Galhardo,140a G. E. Gallardo,135 E. J. Gallas,135 B. J. Gallop,144
P Gallus 142 G Galster 40 R Gamboa Goni 92 K K Gan 126 S Ganguly 180 J Gao 60a Y Gao 90 Y S Gao 31,h C García 174 g
y
G. Gagliardi,55b,55a L. G. Gagnon,109 C. Galea,27b B. Galhardo,140a G. E. Gallardo,135 E. J. Gallas,135 B. J. Gallop,144 g
p
. Gamboa Goni,92 K. K. Gan,126 S. Ganguly,180 J. Gao,60a Y. Gao,90 Y. S. Gao,31,h C. García,174 2 G. Galster,40 R. Gamboa Goni,92 K. K. Gan,126 S. Ganguly,180 J. Gao,60a Y. Gao,90 Y. S. Gao,31 J. E. García Navarro,174 J. A. García Pascual,15a C. Garcia-Argos,52 M. Garcia-Sciveres,18 R. W. Gardner,37 N. Garelli,153
S. Gargiulo,52 V. Garonne,134 A. Gaudiello,55b,55a G. Gaudio,70a I. L. Gavrilenko,110 A. Gavrilyuk,111 C. Gay,175
24
10
27b
144
53
99
61a
55b J. E. J. Dietrich,19 S. Díez Cornell,46 A. Dimitrievska,18 W. Ding,15b J. Dingfelder,24 F. Dittus,36 F. Djama,101 T. Djobava,159b
J. I. Djuvsland,17 M. A. B. Do Vale,80c M. Dobre,27b D. Dodsworth,26 C. Doglioni,96 J. Dolejsi,143 Z. Dolezal,143
M. Donadelli,80d J. Donini,38 A. D’onofrio,92 M. D’Onofrio,90 J. Dopke,144 A. Doria,69a M. T. Dova,88 A. T. Doyle,57
E. Drechsler,152 E. Dreyer,152 T. Dreyer,53 A. S. Drobac,170 Y. Duan,60b F. Dubinin,110 M. Dubovsky,28a A. Dubreuil,54
E. Duchovni,180 G. Duckeck,114 A. Ducourthial,136 O. A. Ducu,109 D. Duda,115 A. Dudarev,36 A. C. Dudder,99
E. M. Duffield,18 L. Duflot,132 M. Dührssen,36 C. Dülsen,182 M. Dumancic,180 A. E. Dumitriu,27b A. K. Duncan,57
M. Dunford,61a A. Duperrin,101 H. Duran Yildiz,4a M. Düren,56 A. Durglishvili,159b D. Duschinger,48 B. Dutta,46
D. Duvnjak,1 G. I. Dyckes,137 M. Dyndal,36 S. Dysch,100 B. S. Dziedzic,84 K. M. Ecker,115 R. C. Edgar,105 T. Eifert,36
G. Eigen,17 K. Einsweiler,18 T. Ekelof,172 M. El Kacimi,35c R. El Kosseifi,101 V. Ellajosyula,172 M. Ellert,172 F. Ellinghaus,182
A. A. Elliot,92 N. Ellis,36 J. Elmsheuser,29 M. Elsing,36 D. Emeliyanov,144 A. Emerman,39 Y. Enari,163 J. S. Ennis,178
M B Epland 49 J Erdmann 47 A Ereditato 20 M Errenst 36 M Escalier 132 C Escobar 174 O Estrada Pastor 174 E Et ion 161 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … García Navarro,
J. A. García Pascual,
C. Garcia-Argos,
M. Garcia-Sciveres,
R. W. Gardner,
N. Garelli,
S. Gargiulo,52 V. Garonne,134 A. Gaudiello,55b,55a G. Gaudio,70a I. L. Gavrilenko,110 A. Gavrilyuk,111 C. Gay,175
G. Gaycken,24 E. N. Gazis,10 A. A. Geanta,27b C. N. P. Gee,144 J. Geisen,53 M. Geisen,99 M. P. Geisler,61a C. Gemme,55b
M. H. Genest,58 C. Geng,105 S. Gentile,72a,72b S. George,93 T. Geralis,44 D. Gerbaudo,14 L. O. Gerlach,53 S. Gargiulo,
V. Garonne,
A. Gaudiello,
G. Gaudio,
I. L. Gavrilenko,
A. Gavrilyuk,
C. Gay,
G. Gaycken,24 E. N. Gazis,10 A. A. Geanta,27b C. N. P. Gee,144 J. Geisen,53 M. Geisen,99 M. P. Geisler,61a C. Gemme,55b
M. H. Genest,58 C. Geng,105 S. Gentile,72a,72b S. George,93 T. Geralis,44 D. Gerbaudo,14 L. O. Gerlach,53 G. Gaycken,
E. N. Gazis,
A. A. Geanta,
C. N. P. Gee,
J. Geisen,
M. Geisen,
M. P. Geisler,
C. Gemme,
M. H. Genest,58 C. Geng,105 S. Gentile,72a,72b S. George,93 T. Geralis,44 D. Gerbaudo,14 L. O. Gerlach,53
P. Gessinger-Befurt,99 G. Gessner,47 S. Ghasemi,151 M. Ghasemi Bostanabad,176 M. Ghneimat,24 A. Ghosh,77
B. Giacobbe,23b S. Giagu,72a,72b N. Giangiacomi,23b,23a P. Giannetti,71a A. Giannini,69a,69b S. M. Gibson,93 M. Gignac,146 P. Gessinger-Befurt,99 G. Gessner,47 S. Ghasemi,151 M. Ghasemi Bostanabad,176 M. Ghneimat,24 A. Ghosh,77
B. Giacobbe,23b S. Giagu,72a,72b N. Giangiacomi,23b,23a P. Giannetti,71a A. Giannini,69a,69b S. M. Gibson,93 M. Gignac,146 D. Gillberg,34 G. Gilles,182 D. M. Gingrich,3,e M. P. Giordani,66a,66c F. M. Giorgi,23b P. F. Giraud,145 G. Giugliarelli,66a,66c
68
73 73b
162
9
14
10
113 D. Giugni,68a F. Giuli,73a,73b S. Gkaitatzis,162 I. Gkialas,9,r E. L. Gkougkousis,14 P. Gkountoumis,10 L. K. Gladilin,113
C. Glasman,98 J. Glatzer,14 P. C. F. Glaysher,46 A. Glazov,46 M. Goblirsch-Kolb,26 S. Goldfarb,104 T. Golling,54
D. Golubkov,123 A. Gomes,140a,140b R. Goncalves Gama,53 R. Gonçalo,140a,140b G. Gonella,52 L. Gonella,21 A. Gongadze,79 F. Gonnella,21 J. L. Gonski,59 S. González de la Hoz,174 S. Gonzalez-Sevilla,54 G. R. Gonzalvo Rodriguez,174 L. Goossens,36
P. A. Gorbounov,111 H. A. Gordon,29 B. Gorini,36 E. Gorini,67a,67b A. Gorišek,91 A. T. Goshaw,49 M. I. Gostkin,79
C. A. Gottardo,24 M. Gouighri,35b D. Goujdami,35c A. G. Goussiou,148 N. Govender,33b,s C. Goy,5 E. Gozani,160 ,
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P. A. Gorbounov,111 H. A. Gordon,29 B. Gorini,36 E. Gorini,67a,67b A. Gorišek,91 A. T. Goshaw,49 M. I. Gostkin,79
C. A. Gottardo,24 M. Gouighri,35b D. Goujdami,35c A. G. Goussiou,148 N. Govender,33b,s C. Goy,5 E. Gozani,160 g
j
y
I. Grabowska-Bold,83a E. C. Graham,90 J. Gramling,171 E. Gramstad,134 S. Grancagnolo,19 M. Grandi,156 V. Gratchev,138 I. Grabowska-Bold,83a E. C. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Graham,90 J. Gramling,171 E. Gramstad,134 S. Grancagnolo,19 M. Grandi,156 V. Gratchev,138
P M Gravila 27f F G Gravili 67a,67b C Gray 57 H M Gray 18 C Grefe 24 K Gregersen 96 I M Gregor 46 P Grenier 153 P. M. Gravila,27f F. G. Gravili,67a,67b C. Gray,57 H. M. Gray,18 C. Grefe,24 K. Gregersen,96 I. M. Gregor,46 P. Grenier,153
K. Grevtsov,46 N. A. Grieser,128 J. Griffiths,8 A. A. Grillo,146 K. Grimm,31,t S. Grinstein,14,u J.-F. Grivaz,132 S. Groh,99
E. Gross,180 J. Grosse-Knetter,53 Z. J. Grout,94 C. Grud,105 A. Grummer,118 L. Guan,105 W. Guan,181 J. Guenther,36
A. Guerguichon,132 F. Guescini,168a D. Guest,171 R. Gugel,52 B. Gui,126 T. Guillemin,5 S. Guindon,36 U. Gul,57 J. Guo,60c
W. Guo,105 Y. Guo,60a,v Z. Guo,101 R. Gupta,46 S. Gurbuz,12c G. Gustavino,128 P. Gutierrez,128 C. Gutschow,94 C. Guyot,145
M. P. Guzik,83a C. Gwenlan,135 C. B. Gwilliam,90 A. Haas,124 C. Haber,18 H. K. Hadavand,8 N. Haddad,35e A. Hadef,60a
S. Hageböck,36 M. Hagihara,169 M. Haleem,177 J. Haley,129 G. Halladjian,106 G. D. Hallewell,101 K. Hamacher,182
P. Hamal,130 K. Hamano,176 H. Hamdaoui,35e G. N. Hamity,149 K. Han,60a,w L. Han,60a S. Han,15a,15d K. Hanagaki,81,x
M. Hance,146 D. M. Handl,114 B. Haney,137 R. Hankache,136 E. Hansen,96 J. B. Hansen,40 J. D. Hansen,40 M. C. Hansen,24 P. M. Gravila,27f F. G. Gravili,67a,67b C. Gray,57 H. M. Gray,18 C. Grefe,24 K. Gregersen,96 I. M. Gregor,46 P. Grenier,153
K. Grevtsov,46 N. A. Grieser,128 J. Griffiths,8 A. A. Grillo,146 K. Grimm,31,t S. Grinstein,14,u J.-F. Grivaz,132 S. Groh,99
E. Gross,180 J. Grosse-Knetter,53 Z. J. Grout,94 C. Grud,105 A. Grummer,118 L. Guan,105 W. Guan,181 J. Guenther,36
A. Guerguichon,132 F. Guescini,168a D. Guest,171 R. Gugel,52 B. Gui,126 T. Guillemin,5 S. Guindon,36 U. Gul,57 J. Guo,60c K. Grevtsov,
N. A. Grieser,
J. Griffiths, A. A. Grillo,
K. Grimm,
, S. Grinstein,
, J.-F. Grivaz,
S. Groh,
E. Gross,180 J. Grosse-Knetter,53 Z. J. Grout,94 C. Grud,105 A. Grummer,118 L. Guan,105 W. Guan,181 J. Guenther,36
A. Guerguichon,132 F. Guescini,168a D. Guest,171 R. Gugel,52 B. Gui,126 T. Guillemin,5 S. Guindon,36 U. Gul,57 J. Guo,60c
W G
105 Y G
60a v Z G
101 R G
46 S G
b
12c G G
i
128 P G i
128 C G
h
94 C G
145 M. P. Guzik,83a C. Gwenlan,135 C. B. Gwilliam,90 A. Haas,124 C. Haber,18 H. K. Hadavand,8 N. Haddad,35e A. Hadef,60a
S. Hageböck,36 M. Hagihara,169 M. Haleem,177 J. Haley,129 G. Halladjian,106 G. D. Hallewell,101 K. Hamacher,182 032007-25 032007-25 PHYS. REV. P. H. Hansen,40 E. C. Hanson,100 K. Hara,169 A. S. Hard,181 T. Harenberg,182 S. Harkusha,107 P. F. Harrison,178
N. M. Hartmann,114 Y. Hasegawa,150 A. Hasib,50 S. Hassani,145 S. Haug,20 R. Hauser,106 L. B. Havener,39 M. Havranek,142
C. M. Hawkes,21 R. J. Hawkings,36 D. Hayden,106 C. Hayes,155 R. L. Hayes,175 C. P. Hays,135 J. M. Hays,92 H. S. Hayward,90
S. J. Haywood,144 F. He,60a M. P. Heath,50 V. Hedberg,96 L. Heelan,8 S. Heer,24 K. K. Heidegger,52 J. Heilman,34 S. Heim,46
T. Heim,18 B. Heinemann,46,y J. J. Heinrich,131 L. Heinrich,36 C. Heinz,56 J. Hejbal,141 L. Helary,61b A. Held,175
S. Hellesund,134 C. M. Helling,146 S. Hellman,45a,45b C. Helsens,36 R. C. W. Henderson,89 Y. Heng,181 S. Henkelmann,175
A. M. Henriques Correia,36 G. H. Herbert,19 H. Herde,26 V. Herget,177 Y. Hernández Jim´enez,33c H. Herr,99
M. G. Herrmann,114 T. Herrmann,48 G. Herten,52 R. Hertenberger,114 L. Hervas,36 T. C. Herwig,137 G. G. Hesketh,94
N. P. Hessey,168a A. Higashida,163 S. Higashino,81 E. Higón-Rodriguez,174 K. Hildebrand,37 E. Hill,176 J. C. Hill,32
K. K. Hill,29 K. H. Hiller,46 S. J. Hillier,21 M. Hils,48 I. Hinchliffe,18 F. Hinterkeuser,24 M. Hirose,133 S. Hirose,52
D. Hirschbuehl,182 B. Hiti,91 O. Hladik,141 D. R. Hlaluku,33c X. Hoad,50 J. Hobbs,155 N. Hod,180 M. C. Hodgkinson,149
A. Hoecker,36 F. Hoenig,114 D. Hohn,52 D. Hohov,132 T. R. Holmes,37 M. Holzbock,114 L. B. A. H Hommels,32 S. Honda,169
T. Honda,81 T. M. Hong,139 A. Hönle,115 B. H. Hooberman,173 W. H. Hopkins,6 Y. Horii,117 P. Horn,48 A. J. Horton,152
L. A. Horyn,37 J-Y. Hostachy,58 A. Hostiuc,148 S. Hou,158 A. Hoummada,35a J. Howarth,100 J. Hoya,88 M. Hrabovsky,130
J. Hrdinka,76 I. Hristova,19 J. Hrivnac,132 A. Hrynevich,108 T. Hryn’ova,5 P. J. Hsu,64 S.-C. Hsu,148 Q. Hu,29 S. Hu,60c
Y. Huang,15a Z. Hubacek,142 F. Hubaut,101 M. Huebner,24 F. Huegging,24 T. B. Huffman,135 M. Huhtinen,36 R. F. H. Hunter,34
P. Huo,155 A. M. Hupe,34 N. Huseynov,79,z J. Huston,106 J. Huth,59 R. Hyneman,105 S. Hyrych,28a G. Iacobucci,54
G. Iakovidis,29 I. Ibragimov,151 L. Iconomidou-Fayard,132 Z. Idrissi,35e P. I. Iengo,36 R. Ignazzi,40 O. Igonkina,120,a,aa
R. Iguchi,163 T. Iizawa,54 Y. Ikegami,81 M. Ikeno,81 D. Iliadis,162 N. Ilic,119 F. Iltzsche,48 G. Introzzi,70a,70b M. Iodice,74a
K. Iordanidou,39 V. Ippolito,72a,72b M. F. Isacson,172 N. Ishijima,133 M. Ishino,163 M. Ishitsuka,165 W. Islam,129 C. Issever,135
S. Istin,160 F. Ito,169 J. M. Iturbe Ponce,63a R. Iuppa,75a,75b A. Ivina,180 H. Iwasaki,81 J. M. Izen,43 V. Izzo,69a P. Jacka,141
P. Jackson,1 R. M. Jacobs,24 V. Jain,2 G. Jäkel,182 K. B. Jakobi,99 K. Jakobs,52 S. Jakobsen,76 T. Jakoubek,141 J. Jamieson,57
K. W. Janas,83a R. Jansky,54 J. Janssen,24 M. Janus,53 P. A. Janus,83a G. Jarlskog,96 N. Javadov,79,z T. Javůrek,36
M. Javurkova,52 F. Jeanneau,145 L. Jeanty,131 J. Jejelava,159a,bb A. Jelinskas,178 P. Jenni,52,cc J. Jeong,46 N. Jeong,46
S. J´ez´equel,5 H. Ji,181 J. Jia,155 H. Jiang,78 Y. Jiang,60a Z. Jiang,153,dd S. Jiggins,52 F. A. Jimenez Morales,38
J. Jimenez Pena,174 S. Jin,15c A. Jinaru,27b O. Jinnouchi,165 H. Jivan,33c P. Johansson,149 K. A. Johns,7 C. A. Johnson,65
K. Jon-And,45a,45b R. W. L. Jones,89 S. D. Jones,156 S. Jones,7 T. J. Jones,90 J. Jongmanns,61a P. M. Jorge,140a J. Jovicevic,36
X. Ju,18 J. J. Junggeburth,115 A. Juste Rozas,14,u A. Kaczmarska,84 M. Kado,72a,72b H. Kagan,126 M. Kagan,153 C. Kahra,99
179
160
96
99
123
91
163 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … D 100, 032007 (2019) G. AAD et al. T. Honda,81 T. M. Hong,139 A. Hönle,115 B. H. Hooberman,173 W. H. Hopkins,6 Y. Horii,117 P. Horn,48 A. J. Horton,152
5
5
5 J. Hrdinka,76 I. Hristova,19 J. Hrivnac,132 A. Hrynevich,108 T. Hryn’ova,5 P. J. Hsu,64 S.-C. Hsu,148 Q. Hu,29 S. Hu,60c
5
5
6 Y. Huang,15a Z. Hubacek,142 F. Hubaut,101 M. Huebner,24 F. Huegging,24 T. B. Huffman,135 M. Huhtinen,36 R. F. H. Hunter,34
P. Huo,155 A. M. Hupe,34 N. Huseynov,79,z J. Huston,106 J. Huth,59 R. Hyneman,105 S. Hyrych,28a G. Iacobucci,54
G. Iakovidis,29 I. Ibragimov,151 L. Iconomidou-Fayard,132 Z. Idrissi,35e P. I. Iengo,36 R. Ignazzi,40 O. Igonkina,120,a,aa
R. Iguchi,163 T. Iizawa,54 Y. Ikegami,81 M. Ikeno,81 D. Iliadis,162 N. Ilic,119 F. Iltzsche,48 G. Introzzi,70a,70b M. Iodice,74a
39
72 72b
172
133
163
165
129
135 G. Iakovidis,29 I. Ibragimov,151 L. Iconomidou-Fayard,132 Z. Idrissi,35e P. I. Iengo,36 R. Ignazzi,40 O. Igonkina,120,a,aa
R. Iguchi,163 T. Iizawa,54 Y. Ikegami,81 M. Ikeno,81 D. Iliadis,162 N. Ilic,119 F. Iltzsche,48 G. Introzzi,70a,70b M. Iodice,74a R. Iguchi,163 T. Iizawa,54 Y. Ikegami,81 M. Ikeno,81 D. Iliadis,162 N. Ilic,119 F. Iltzsche,48 G. Introzzi,70a,70b M. Iodice,74a pp
j
S. Istin,160 F. Ito,169 J. M. Iturbe Ponce,63a R. Iuppa,75a,75b A. Ivina,180 H. Iwasaki,81 J. M. Izen,43 V. Izzo,69a P. Jacka,141
1
24
2
182
99
52
76
141
57 P. Jackson,1 R. M. Jacobs,24 V. Jain,2 G. Jäkel,182 K. B. Jakobi,99 K. Jakobs,52 S. Jakobsen,76 T. Jakoubek,141 J. Jamieson,57
K. W. Janas,83a R. Jansky,54 J. Janssen,24 M. Janus,53 P. A. Janus,83a G. Jarlskog,96 N. Javadov,79,z T. Javůrek,36
M. Javurkova,52 F. Jeanneau,145 L. Jeanty,131 J. Jejelava,159a,bb A. Jelinskas,178 P. Jenni,52,cc J. Jeong,46 N. Jeong,46
S. J´ez´equel,5 H. Ji,181 J. Jia,155 H. Jiang,78 Y. Jiang,60a Z. Jiang,153,dd S. Jiggins,52 F. A. Jimenez Morales,38 J. Jimenez Pena,174 S. Jin,15c A. Jinaru,27b O. Jinnouchi,165 H. Jivan,33c P. Johansson,149 K K. Jon-And,45a,45b R. W. L. Jones,89 S. D. Jones,156 S. Jones,7 T. J. Jones,90 J. Jongmanns,61a P. M. Jorge,140a J. Jovicevic,36 K. Jon-And,45a,45b R. W. L. Jones,89 S. D. Jones,156 S. Jones,7 T. J. Jones,90 J. Jongmanns,61a P. X. Ju,18 J. J. Junggeburth,115 A. Juste Rozas,14,u A. Kaczmarska,84 M. Kado,72a,72b H. Kagan,126 M. Kagan,153 C. Kahra,99
T. Kaji,179 E. Kajomovitz,160 C. W. Kalderon,96 A. Kaluza,99 A. Kamenshchikov,123 L. Kanjir,91 Y. Kano,163
V. A. Kantserov,112 J. Kanzaki,81 L. S. Kaplan,181 D. Kar,33c M. J. Kareem,168b E. Karentzos,10 S. N. Karpov,79
79
89
123
181
126
45 45b
163 X. Ju,18 J. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … J. Junggeburth,115 A. Juste Rozas,14,u A. Kaczmarska,84 M. Kado,72a,72b H. Kagan,126 M. Kagan,153 C. Kahra,99
T. Kaji,179 E. Kajomovitz,160 C. W. Kalderon,96 A. Kaluza,99 A. Kamenshchikov,123 L. Kanjir,91 Y. Kano,163
V. A. Kantserov,112 J. Kanzaki,81 L. S. Kaplan,181 D. Kar,33c M. J. Kareem,168b E. Karentzos,10 S. N. Karpov,79
Z. M. Karpova,79 V. Kartvelishvili,89 A. N. Karyukhin,123 L. Kashif,181 R. D. Kass,126 A. Kastanas,45a,45b Y. Kataoka,163
C. Kato,60d,60c J. Katzy,46 K. Kawade,82 K. Kawagoe,87 T. Kawaguchi,117 T. Kawamoto,163 G. Kawamura,53 E. F. Kay,176
122b 122
176
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V. A. Kantserov,112 J. Kanzaki,81 L. S. Kaplan,181 D. Kar,33c M. J. Kareem,168b E. Karentzos,10 S. N. Karpov,79
Z. M. Karpova,79 V. Kartvelishvili,89 A. N. Karyukhin,123 L. Kashif,181 R. D. Kass,126 A. Kastanas,45a,45b Y. Kataoka,163
C. Kato,60d,60c J. Katzy,46 K. Kawade,82 K. Kawagoe,87 T. Kawaguchi,117 T. Kawamoto,163 G. Kawamura,53 E. F. Kay,176 ,
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Z. M. Karpova,79 V. Kartvelishvili,89 A. N. Karyukhin,123 L. Kashif,181 R. D. Kass,126 A. Kastanas,45a,45b Y. Kataoka,163
C. Kato,60d,60c J. Katzy,46 K. Kawade,82 K. Kawagoe,87 T. Kawaguchi,117 T. Kawamoto,163 G. Kawamura,53 E. F. Kay,176 V. F. Kazanin,122b,122a R. Keeler,176 R. Kehoe,42 J. S. Keller,34 E. Kellermann,96 D. Kelsey,156 J. J. Kempster,21 J. Kendrick,21 D. Kobayashi,87 T. Kobayashi,163 M. Kobel,48 M. Kocian,153 P. Kodys,143 P. T. Koenig,24 T. Koffas,34 N. M. Köhler,115
T. Koi,153 M. Kolb,61b I. Koletsou,5 T. Komarek,130 T. Kondo,81 N. Kondrashova,60c K. Köneke,52 A. C. König,119 g
T. Kono,125 R. Konoplich,124,ee V. Konstantinides,94 N. Konstantinidis,94 B. Konya,96 R. Kopeliansky,65 S. Koperny,83a K. Korcyl,84 K. Kordas,162 G. Koren,161 A. Korn,94 I. Korolkov,14 E. V. Korolkova,149 N. Korotkova,113 O. Kortner,115
S. Kortner,115 T. Kosek,143 V. V. Kostyukhin,24 A. Kotwal,49 A. Koulouris,10 A. Kourkoumeli-Charalampidi,70a,70b
C. Kourkoumelis,9 E. Kourlitis,149 V. Kouskoura,29 A. B. Kowalewska,84 R. Kowalewski,176 C. Kozakai,163
W. Kozanecki,145 A. S. Kozhin,123 V. A. Kramarenko,113 G. Kramberger,91 D. Krasnopevtsev,60a M. W. Krasny,136
A. Krasznahorkay,36 D. Krauss,115 J. A. Kremer,83a J. Kretzschmar,90 P. Krieger,167 F. Krieter,114 A. Krishnan,61b
K. Krizka,18 K. Kroeninger,47 H. Kroha,115 J. Kroll,141 J. Kroll,137 J. Krstic,16 U. Kruchonak,79 H. Krüger,24 N. Krumnack,78
M. C. Kruse,49 T. Kubota,104 S. Kuday,4b J. T. Kuechler,46 S. Kuehn,36 A. Kugel,61a T. Kuhl,46 V. Kukhtin,79 R. Kukla,101 032007-26 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … D. Lellouch,180,a K. J. C. Leney,42 T. Lenz,24 B. Lenzi,36 R. Leone,7 S. Leone,71a C. Leonidopoulos,50 A. Leopold,136
G. Lerner,156 C. Leroy,109 R. Les,167 C. G. Lester,32 M. Levchenko,138 J. Levêque,5 D. Levin,105 L. J. Levinson,180 G. Lerner,
C. Leroy,
R. Les,
C. G. Lester,
M. Levchenko,
J. Levêque, D. Levin,
L. J. Levinson,
D. J. Lewis,21 B. Li,15b B. Li,105 C-Q. Li,60a F. Li,60c H. Li,60a H. Li,60b J. Li,60c K. Li,153 L. Li,60c M. Li,15a Q. Li,15a,15d Q. Y. Li,60a S. Li,60d,60c X. Li,46 Y. Li,46 Z. Li,60b Z. Liang,15a B. Liberti,73a A. Liblong,167 K. Lie,63c S. Liem,120 C. Y. Lin,32
K. Lin,106 T. H. Lin,99 R. A. Linck,65 J. H. Lindon,21 A. L. Lionti,54 E. Lipeles,137 A. Lipniacka,17 M. Lisovyi,61b
173 hh
175
146
8
78 ii
6
29
105
60 K. Lin,106 T. H. Lin,99 R. A. Linck,65 J. H. Lindon,21 A. L. Lionti,54 E. Lipeles,137 A. Lipniacka,17 M. Lisovyi,61b
173 hh
175
146
8
78 ii
6
29
105
60 J. K. K. Liu,135 K. Liu,136 M. Liu,60a P. Liu,18 Y. Liu,15a,15d Y. L. Liu,105 Y. W. Liu,60a M. Livan,70a,70b A. Lleres,58 J. Llorente Merino,15a S. L. Lloyd,92 C. Y. Lo,63b F. Lo Sterzo,42 E. M. Lobodzinska,46 P. Loch,7 S. Loffredo,73a,73b
T. Lohse,19 K. Lohwasser,149 M. Lokajicek,141 J. D. Long,173 R. E. Long,89 L. Longo,36 K. A. Looper,126 J. A. Lopez,147b y
T. Lohse,19 K. Lohwasser,149 M. Lokajicek,141 J. D. Long,173 R. E. Long,89 L. Longo,36 K. A. Looper,126 J. A. Lopez,147b p
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X. Lou,15a A. Lounis,132 J. Love,6 P. A. Love,89 J. J. Lozano Bahilo,174 M. Lu,60a Y. J. Lu,64 H. J. Lubatti,148 C. Luci,72a,72b
A Lucotte 58 C Luedtke 52 F Luehring 65 I Luise 136 L Luminari 72a B Lund-Jensen 154 M S Lutz 102 D Lynn 29 R. Lysak,141 E. Lytken,96 F. Lyu,15a V. Lyubushkin,79 T. Lyubushkina,79 H. Ma,29 L. L. Ma,60b Y. Ma,60b G. Maccarrone,51 g
y
J. Maeda,82 K. Maekawa,163 S. Maeland,17 T. Maeno,29 M. Maerker,48 A. S. Maevskiy,113 V. Magerl,52 N. Magini,78
D. J. Mahon,39 C. Maidantchik,80b T. Maier,114 A. Maio,140a,140b,140d O. Majersky,28a S. Majewski,131 Y. Makida,81
132
136
84
138
58
77
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D. J. Mahon,39 C. Maidantchik,80b T. Maier,114 A. Maio,140a,140b,140d O. Majersky,28a S. Majewski,131 Y. Makida,81
N. Makovec,132 B. Malaescu,136 Pa. Malecki,84 V. P. Maleev,138 F. Malek,58 U. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Mehlhase,114
A Mehta 90 T Meideck 58 B Meirose 43 D Melini 174 B R Mellado Garcia 33c J D Mellenthin 53 M Melo 28a F Meloni 46 C. J. McNicol,178 R. A. McPherson,176,p J. E. Mdhluli,33c Z. A. Meadows,102 S. Meehan,148 T. Megy,52 S. Mehlhase,114
A. Mehta,90 T. Meideck,58 B. Meirose,43 D. Melini,174 B. R. Mellado Garcia,33c J. D. Mellenthin,53 M. Melo,28a F. Meloni,46 A. Mehta,90 T. Meideck,58 B. Meirose,43 D. Melini,174 B. R. Mellado Garcia,33c J. D. Mellenthin A. Melzer,24 S. B. Menary,100 E. D. Mendes Gouveia,140a,140e L. Meng,36 X. T. Meng,105 S. Menke,115 E. Meoni,41b,41a
19
139
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54
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68
113 110 A. Melzer,24 S. B. Menary,100 E. D. Mendes Gouveia,140a,140e L. Meng,36 X. T. Meng,105 S. Menke,115 E. Meoni,41b,41a
S. Mergelmeyer,19 S. A. M. Merkt,139 C. Merlassino,20 P. Mermod,54 L. Merola,69a,69b C. Meroni,68a O. Meshkov,113,110
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145 S. Mergelmeyer,19 S. A. M. Merkt,139 C. Merlassino,20 P. Mermod,54 L. Merola,69a,69b C. Meroni,68a O. Meshkov,113,110
J. K. R. Meshreki,151 A. Messina,72a,72b J. Metcalfe,6 A. S. Mete,171 C. Meyer,65 J. Meyer,160 J-P. Meyer,145 H. Meyer Zu Theenhausen,
F. Miano,
R. P. Middleton,
L. Mijović,
G. Mikenberg,
M. Mikestikova,
M. Mikuž,91 H. Mildner,149 M. Milesi,104 A. Milic,167 D. A. Millar,92 D. W. Miller,37 A. Milov,180 D. A. Milstead,45a,45b y
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M. Mikuž,91 H. Mildner,149 M. Milesi,104 A. Milic,167 D. A. Millar,92 D. W. Miller,37 A. Milov,180 D. A. Milstead,45a,45b
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79 Y. Minegishi,163 Y. Ming,181 L. M. Mir,14 A. Mirto,67a,67b K. P. Mistry,137 T. Mitani,179 J. Mitrevski,114 V. A. Mitsou,174 M. Mittal,60c A. Miucci,20 P. S. Miyagawa,149 A. Mizukami,81 J. U. Mjörnmark,96 T. Mkrtchyan,184 M. Mlynarikova,143
T. Moa,45a,45b K. Mochizuki,109 P. Mogg,52 S. Mohapatra,39 R. Moles-Valls,24 M. C. Mondragon,106 K. Mönig,46 J. Monk,40
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T. Moa,45a,45b K. Mochizuki,109 P. Mogg,52 S. Mohapatra,39 R. Moles-Valls,24 M. C. Mondragon,106 K. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Mallik,77 D. Malon,6 C. Malone,32 N. Makovec,132 B. Malaescu,136 Pa. Malecki,84 V. P. Maleev,138 F. Malek,58 U. Mallik,77 D. Malon,6 C. Malone,32 J. Manjarres Ramos,48 K. H. Mankinen,96 A. Mann,114 A. Manousos,76 B. Mansoulie,145 I. Manthos,162 S. Manzoni,120
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162 G M
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36 M. Marjanovic,38 Z. Marshall,18 M. U. F Martensson,172 S. Marti-Garcia,174 C. B. Martin,126 T. A. Martin,178 V. J. Martin,50
B. Martin dit Latour,17 L. Martinelli,74a,74b M. Martinez,14,u V. I. Martinez Outschoorn,102 S. Martin-Haugh,144 M. Marjanovic,38 Z. Marshall,18 M. U. F Martensson,172 S. Marti-Garcia,174 C. B. Martin,126 T. A. Martin,178 V. J. Martin,50
B. Martin dit Latour,17 L. Martinelli,74a,74b M. Martinez,14,u V. I. Martinez Outschoorn,102 S. Martin-Haugh,144
V. S. Martoiu,27b A. C. Martyniuk,94 A. Marzin,36 S. R. Maschek,115 L. Masetti,99 T. Mashimo,163 R. Mashinistov,110
J. Masik,100 A. L. Maslennikov,122b,122a L. H. Mason,104 L. Massa,73a,73b P. Massarotti,69a,69b P. Mastrandrea,71a,71b B. Martin dit Latour,
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V. S. Martoiu,27b A. C. Martyniuk,94 A. Marzin,36 S. R. Maschek,115 L. Masetti,99 T. Mashimo,163 R. Mashinistov,110
J. Masik,100 A. L. Maslennikov,122b,122a L. H. Mason,104 L. Massa,73a,73b P. Massarotti,69a,69b P. Mastrandrea,71a,71b A. Mastroberardino,41b,41a T. Masubuchi,163 A. Matic,114 P. Mättig,24 J. Maurer,27b B. Maček,91 D. A. Maximov,122b,122a
158
162
146
105
115
94
18 R. Mazini,158 I. Maznas,162 S. M. Mazza,146 S. P. Mc Kee,105 T. G. McCarthy,115 L. I. McClymont,94 W. P. McCormack,18
E. F. McDonald,104 J. A. Mcfayden,36 M. A. McKay,42 K. D. McLean,176 S. J. McMahon,144 P. C. McNamara,104
C. J. McNicol,178 R. A. McPherson,176,p J. E. Mdhluli,33c Z. A. Meadows,102 S. Meehan,148 T. Megy,52 S. Mehlhase,114 R. Mazini,
I. Maznas,
S. M. Mazza,
S. P. Mc Kee,
T. G. McCarthy,
L. I. McClymont,
W. P. McCormack,
E. F. McDonald,104 J. A. Mcfayden,36 M. A. McKay,42 K. D. McLean,176 S. J. McMahon,144 P. C. McNamara,104
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114 E. F. McDonald,104 J. A. Mcfayden,36 M. A. McKay,42 K. D. McLean,176 S. J. McMahon,144 P. C. McNamara,104
C. J. McNicol,178 R. A. McPherson,176,p J. E. Mdhluli,33c Z. A. Meadows,102 S. Meehan,148 T. Megy,52 S. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Palacino,65 S. Palazzo,50 S. Palestini,36 M. Palka,83b D. Pallin,38 I. Panagoulias,10 C. E. Pandini,36 J. G. Panduro Vazquez,93 P. Pani,46 G. Panizzo,66a,66c L. Paolozzi,54 C. Papadatos,109
K. Papageorgiou,9,r A. Paramonov,6 D. Paredes Hernandez,63b S. R. Paredes Saenz,135 B. Parida,166 T. H. Park,167 I. Panagoulias,
C. E. Pandini,
J. G. Panduro Vazquez,
P. Pani,
G. Panizzo,
L. Paolozzi,
C. Papadatos,
K. Papageorgiou,9,r A. Paramonov,6 D. Paredes Hernandez,63b S. R. Paredes Saenz,135 B. Parida,166 T. H. Park,167 A. J. Parker,89 M. A. Parker,32 F. Parodi,55b,55a E. W. P. Parrish,121 J. A. Parsons,39 U. Parzefall,52 L. Pascual Dominguez,136
V. R. Pascuzzi,167 J. M. P. Pasner,146 E. Pasqualucci,72a S. Passaggio,55b F. Pastore,93 P. Pasuwan,45a,45b S. Pataraia,99 J. R. Pater,100 A. Pathak,181 T. Pauly,36 B. Pearson,115 M. Pedersen,134 L. Pedraza Diaz,119 R. Pedro,140a T. Peiffer,53
S. V. Peleganchuk,122b,122a O. Penc,141 H. Peng,60a B. S. Peralva,80a M. M. Perego,132 A. P. Pereira Peixoto,140a
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36 J. R. Pater,
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S. V. Peleganchuk,122b,122a O. Penc,141 H. Peng,60a B. S. Peralva,80a M. M. Perego,132 A. P. Pereira Peixoto,140a
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N. E. Pettersson,102 K. Petukhova,143 A. Peyaud,145 R. Pezoa,147b L. Pezzotti,70a,70b T. Pham,104 F. H. Phillips,106
P. W. Phillips,144 M. W. Phipps,173 G. Piacquadio,155 E. Pianori,18 A. Picazio,102 R. H. Pickles,100 R. Piegaia,30
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5 I. Pogrebnyak,106 D. Pohl,24 I. Pokharel,53 G. Polesello,70a A. D. Moreno,22 M. Moreno Llácer,36 C. Moreno Martinez,14 P. Morettini,55b M. Morgenstern,120 S. Morgenstern,48 D. Mori,152
M. Morii,59 M. Morinaga,179 V. Morisbak,134 A. K. Morley,36 G. Mornacchi,36 A. P. Morris,94 L. Morvaj,155
P. Moschovakos,36 B. Moser,120 M. Mosidze,159b T. Moskalets,145 H. J. Moss,149 J. Moss,31,jj K. Motohashi,165
E. Mountricha,36 E. J. W. Moyse,102 S. Muanza,101 J. Mueller,139 R. S. P. Mueller,114 D. Muenstermann,89 G. A. Mullier,96
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18 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Mönig,46 J. Monk,40 032007-27 PHYS. REV. D 100, 032007 (2019) G. AAD et al. I. Naryshkin,138 T. Naumann,46 G. Navarro,22 H. A. Neal,105,a P. Y. Nechaeva,110 F. Nechansky,46 T. J. Neep,21
A. Negri,70a,70b M. Negrini,23b C. Nellist,53 M. E. Nelson,135 S. Nemecek,141 P. Nemethy,124 M. Nessi,36,ll M. S. Neubauer,173 y
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M. Neumann,182 P. R. Newman,21 T. Y. Ng,63c Y. S. Ng,19 Y. W. Y. Ng,171 H. D. N. Nguyen,101 T. Nguyen Manh,109
E. Nibigira,38 R. B. Nickerson,135 R. Nicolaidou,145 D. S. Nielsen,40 J. Nielsen,146 N. Nikiforou,11 V. Nikolaenko,123,kk g
g
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M. Neumann,182 P. R. Newman,21 T. Y. Ng,63c Y. S. Ng,19 Y. W. Y. Ng,171 H. D. N. Nguyen,101 T. Nguyen Manh,109
38
135
145
40
146
11
123 kk I. Nikolic-Audit,136 K. Nikolopoulos,21 P. Nilsson,29 H. R. Nindhito,54 Y. Ninomiya,81 A. Nisati,72a N. Nishu,60c R. Nisius,115 I. Nitsche,47 T. Nitta,179 T. Nobe,163 Y. Noguchi,85 M. Nomachi,133 I. Nomidis,136 M. A. Nomura,29 M. Nordberg,36
N. Norjoharuddeen,135 T. Novak,91 O. Novgorodova,48 R. Novotny,142 L. Nozka,130 K. Ntekas,171 E. Nurse,94
34
115
136
82
39
147
26
87 S. Odaka,81 S. Oerdek,53 A. Ogrodnik,83a A. Oh,100 S. H. Oh,49 C. C. Ohm,154 H. Oide,55b,55a M. L. Ojeda,167 H. Okawa,169
Y. Okazaki,85 Y. Okumura,163 T. Okuyama,81 A. Olariu,27b L. F. Oleiro Seabra,140a S. A. Olivares Pino,147a S. Odaka,81 S. Oerdek,53 A. Ogrodnik,83a A. Oh,100 S. H. Oh,49 C. C. Ohm,154 H. Oide,55b,55a M. L. Ojeda,167 H. Okawa,169 y
D. Oliveira Damazio,29 J. L. Oliver,1 M. J. R. Olsson,171 A. Olszewski,84 J. Olszowska,84 D. C. O’Neil,152 A. Onofre,140a,140e E. Onyisi,11 H. Oppen,134 M. J. Oreglia,37 G. E. Orellana,88 D. Orestano,74a,74b N. Orlando,14 R. S Onogi,117 P. U. E. Onyisi,11 H. Oppen,134 M. J. Oreglia,37 G. E. Orellana,88 D. Orestano,74a,74b N
5
60
30
8
35d
134 V. O’Shea,57 R. Ospanov,60a G. Otero y Garzon,30 H. Otono,87 M. Ouchrif,35d F. Ould-Saada,134 A. Ouraou,145 Q. Ouyang,15a
M. Owen,57 R. E. Owen,21 V. E. Ozcan,12c N. Ozturk,8 J. Pacalt,130 H. A. Pacey,32 K. Pachal,49 A. Pacheco Pages,14 y
g
C. Padilla Aranda,14 S. Pagan Griso,18 M. Paganini,183 G. Palacino,65 S. Palazzo,50 S. Palestini,36 M. Palka,83b D. Pallin,38
li
10 C
di i 36
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93
i 46 G
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66a 66c
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109 C. Padilla Aranda,14 S. Pagan Griso,18 M. Paganini,183 G. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Poley,18 A. Policicchio,72a,72b R. Polifka,143 A. Polini,23b
C. S. Pollard,46 V. Polychronakos,29 D. Ponomarenko,112 L. Pontecorvo,36 S. Popa,27a G. A. Popeneciu,27d I. Pogrebnyak,
D. Pohl,
I. Pokharel,
G. Polesello,
A. Poley,
A. Policicchio,
R. Polifka,
A. Polini,
C. S. Pollard,46 V. Polychronakos,29 D. Ponomarenko,112 L. Pontecorvo,36 S. Popa,27a G. A. Popeneciu,27d
58
142
46
79
32
11
96
36 D. M. Portillo Quintero,58 S. Pospisil,142 K. Potamianos,46 I. N. Potrap,79 C. J. Potter,32 H. Potti,11 T. Poulsen,96 J. Poveda,36
T. D. Powell,149 G. Pownall,46 M. E. Pozo Astigarraga,36 P. Pralavorio,101 S. Prell,78 D. Price,100 M. Primavera,67a
S. Prince,103 M. L. Proffitt,148 N. Proklova,112 K. Prokofiev,63c F. Prokoshin,147b S. Protopopescu,29 J. Proudfoot,6
M. Przybycien,83a D. Pudzha,138 A. Puri,173 P. Puzo,132 J. Qian,105 Y. Qin,100 A. Quadt,53 M. Queitsch-Maitland,46
A. Qureshi,1 P. Rados,104 F. Ragusa,68a,68b G. Rahal,97 J. A. Raine,54 S. Rajagopalan,29 A. Ramirez Morales,92 K. Ran,15a,15d
132
5
68 68b
46
114
99
149
180 M. Przybycien,
D. Pudzha,
A. Puri,
P. Puzo,
J. Qian,
Y. Qin,
A. Quadt,
M. Queitsch-Maitland,
A. Qureshi,1 P. Rados,104 F. Ragusa,68a,68b G. Rahal,97 J. A. Raine,54 S. Rajagopalan,29 A. Ramirez Morales,92 K. Ran,15a,15d Raspopov,5 M. G. Ratti,68a,68b D. M. Rauch,46 F. Rauscher,114 S. Rave,99 B. Ravina,149 I. Ravin p p
J. H. Rawling,100 M. Raymond,36 A. L. Read,134 N. P. Readioff,58 M. Reale,67a,67b D. M. Rebuzzi,70a,70b A. Redelbach,177 J. H. Rawling,100 M. Raymond,36 A. L. Read,134 N. P. Readioff,58 M. Reale,67a,67b D. M. Rebu J. H. Rawling,100 M. Raymond,36 A. L. Read,134 N. P. Readioff,58 M. Reale,67a,67b D. M. Rebuzzi,70a,70b A. Redelbach,177
G. Redlinger,29 K. Reeves,43 L. Rehnisch,19 J. Reichert,137 D. Reikher,161 A. Reiss,99 A. Rej,151 C. Rembser,36 M. Renda,27b
M. Rescigno,72a S. Resconi,68a E. D. Resseguie,137 S. Rettie,175 E. Reynolds,21 O. L. Rezanova,122b,122a P. Reznicek,143
E. Ricci,75a,75b R. Richter,115 S. Richter,46 E. Richter-Was,83b O. Ricken,24 M. Ridel,136 P. Rieck,115 C. J. Riegel,182
O. Rifki,46 M. Rijssenbeek,155 A. Rimoldi,70a,70b M. Rimoldi,20 L. Rinaldi,23b G. Ripellino,154 B. Ristić,89 E. Ritsch,36
I. Riu,14 J. C. Rivera Vergara,147a F. Rizatdinova,129 E. Rizvi,92 C. Rizzi,36 R. T. Roberts,100 S. H. Robertson,103,p M. Robin,46 M. Rescigno,72a S. Resconi,68a E. D. Resseguie,137 S. Rettie,175 E. Reynolds,21 O. L. Rezanova,122b,122a P. Reznicek,143
E. Ricci,75a,75b R. Richter,115 S. Richter,46 E. Richter-Was,83b O. Ricken,24 M. Ridel,136 P. Rieck,115 C. J. Riegel,182 g
O. Rifki,46 M. Rijssenbeek,155 A. Rimoldi,70a,70b M. Rimoldi,20 L. Rinaldi,23b G. Ripellino,154 B. Ristić,89 E. Ritsch,36
I. Riu,14 J. C. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Rivera Vergara,147a F. Rizatdinova,129 E. Rizvi,92 C. Rizzi,36 R. T. Roberts,100 S. H. Robertson,103,p M. Robin,46 032007-28 PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … D. Salihagic,115,a A. Salnikov,153 J. Salt,174 D. Salvatore,41b,41a F. Salvatore,156 A. Salvucci,63a,63b,63c A. Salzburger,36 J. Samarati,36 D. Sammel,52 D. Sampsonidis,162 D. Sampsonidou,162 J. Sánchez,174 A. Sanchez Pineda,66a,66c H. Sandaker,134
C. O. Sander,46 I. G. Sanderswood,89 M. Sandhoff,182 C. Sandoval,22 D. P. C. Sankey,144 M. Sannino,55b,55a Y. Sano,117 ,
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C. O. Sander,46 I. G. Sanderswood,89 M. Sandhoff,182 C. Sandoval,22 D. P. C. Sankey,144 M. Sannino,55b,55a Y. Sano,117 A. Sansoni,
C. Santoni,
H. Santos,
S. N. Santpur,
A. Santra,
A. Sapronov,
J. G. Saraiva,
O. Sasaki,
K. Sato,169 E. Sauvan,5 P. Savard,167,e N. Savic,115 R. Sawada,163 C. Sawyer,144 L. Sawyer,95,nn C. Sbarra,23b A. Sbrizzi,23a
l
94
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37
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99 K. Sato,169 E. Sauvan,5 P. Savard,167,e N. Savic,115 R. Sawada,163 C. Sawyer,144 L. Sawyer,95,nn C. Sbarra,23b A. Sbrizzi,23a
T. Scanlon,94 J. Schaarschmidt,148 P. Schacht,115 B. M. Schachtner,114 D. Schaefer,37 L. Schaefer,137 J. Schaeffer,99 T. Scanlon,
J. Schaarschmidt,
P. Schacht,
B. M. Schachtner,
D. Schaefer,
L. Schaefer,
J. Schaeffer,
S. Schaepe,36 U. Schäfer,99 A. C. Schaffer,132 D. Schaile,114 R. D. Schamberger,155 N. Scharmberg,100 V. A. Schegelsky,138 D. Scheirich,143 F. Schenck,19 M. Schernau,171 C. Schiavi,55b,55a S. Schier,146 L. K. Schildgen,24 Z. M. Schillaci,26
E. J. Schioppa,36 M. Schioppa,41b,41a K. E. Schleicher,52 S. Schlenker,36 K. R. Schmidt-Sommerfeld,115 K. Schmieden,36 L. Serkin,66a,66b M. Sessa,60a H. Severini,128 F. Sforza,170 A. Sfyrla,54 E. Shabalina,53 J. D. Shahinian,146 N. W. Shaikh,45a,45b
D. Shaked Renous,180 L. Y. Shan,15a R. Shang,173 J. T. Shank,25 M. Shapiro,18 A. Sharma,135 A. S. Sharma,1
P. B. Shatalov,111 K. Shaw,156 S. M. Shaw,100 A. Shcherbakova,138 Y. Shen,128 N. Sherafati,34 A. D. Sherman,25
P. Sherwood,94 L. Shi,158,oo S. Shimizu,81 C. O. Shimmin,183 Y. Shimogama,179 M. Shimojima,116 I. P. J. Shipsey,135
S. Shirabe,87 M. Shiyakova,79,pp J. Shlomi,180 A. Shmeleva,110 M. J. Shochet,37 J. Shojaii,104 D. R. Shope,128 S. Shrestha,126
E. Shulga,180 P. Sicho,141 A. M. Sickles,173 P. E. Sidebo,154 E. Sideras Haddad,33c O. Sidiropoulou,36 A. Sidoti,23b,23a
F. Siegert,48 Dj. Sijacki,16 M. Silva Jr.,181 M. V. Silva Oliveira,80a S. B. Silverstein,45a S. Simion,132 E. Simioni,99 D. Shaked Renous,180 L. Y. Shan,15a R. Shang,173 J. T. Shank,25 M. Shapiro,18 A. Sharma,135 A. S. Sharma,1 P. B. Shatalov,111 K. Shaw,156 S. M. Shaw,100 A. Shcherbakova,138 Y. Shen,128 N. Sherafati,34 A. D. Sherman,25
P. Sherwood,94 L. Shi,158,oo S. Shimizu,81 C. O. D. Robinson,32 J. E. M. Robinson,46 A. Robson,57 E. Rocco,99 C. Roda,71a,71b S. Rodriguez Bosca,174 A. Rodriguez Perez,14
D. Rodriguez Rodriguez,174 A. M. Rodríguez Vera,168b S. Roe,36 O. Røhne,134 R. Röhrig,115 C. P. A. Roland,65 J. Roloff,59
A. Romaniouk,112 M. Romano,23b,23a N. Rompotis,90 M. Ronzani,124 L. Roos,136 S. Rosati,72a K. Rosbach,52 N-A. Rosien,53
G. Rosin,102 B. J. Rosser,137 E. Rossi,46 E. Rossi,74a,74b E. Rossi,69a,69b L. P. Rossi,55b L. Rossini,68a,68b R. Rosten,14
M. Rotaru,27b J. Rothberg,148 D. Rousseau,132 G. Rovelli,70a,70b D. Roy,33c A. Rozanov,101 Y. Rozen,160 X. Ruan,33c
F. Rubbo,153 F. Rühr,52 A. Ruiz-Martinez,174 A. Rummler,36 Z. Rurikova,52 N. A. Rusakovich,79 H. L. Russell,103
L. Rustige,38,47 J. P. Rutherfoord,7 E. M. Rüttinger,46,mm Y. F. Ryabov,138 M. Rybar,39 G. Rybkin,132 A. Ryzhov,123
G. F. Rzehorz,53 P. Sabatini,53 G. Sabato,120 S. Sacerdoti,132 H. F-W. Sadrozinski,146 R. Sadykov,79 F. Safai Tehrani,72a
B. Safarzadeh Samani,156 P. Saha,121 S. Saha,103 M. Sahinsoy,61a A. Sahu,182 M. Saimpert,46 M. Saito,163 T. Saito,163
H. Sakamoto,163 A. Sakharov,124,ee D. Salamani,54 G. Salamanna,74a,74b J. E. Salazar Loyola,147b P. H. Sales De Bruin,172
D. Salihagic,115,a A. Salnikov,153 J. Salt,174 D. Salvatore,41b,41a F. Salvatore,156 A. Salvucci,63a,63b,63c A. Salzburger,36
J. Samarati,36 D. Sammel,52 D. Sampsonidis,162 D. Sampsonidou,162 J. Sánchez,174 A. Sanchez Pineda,66a,66c H. Sandaker,134
C. O. Sander,46 I. G. Sanderswood,89 M. Sandhoff,182 C. Sandoval,22 D. P. C. Sankey,144 M. Sannino,55b,55a Y. Sano,117
A. Sansoni,51 C. Santoni,38 H. Santos,140a,140b S. N. Santpur,18 A. Santra,174 A. Sapronov,79 J. G. Saraiva,140a,140d O. Sasaki,81
K. Sato,169 E. Sauvan,5 P. Savard,167,e N. Savic,115 R. Sawada,163 C. Sawyer,144 L. Sawyer,95,nn C. Sbarra,23b A. Sbrizzi,23a
T. Scanlon,94 J. Schaarschmidt,148 P. Schacht,115 B. M. Schachtner,114 D. Schaefer,37 L. Schaefer,137 J. Schaeffer,99
S. Schaepe,36 U. Schäfer,99 A. C. Schaffer,132 D. Schaile,114 R. D. Schamberger,155 N. Scharmberg,100 V. A. Schegelsky,138
D. Scheirich,143 F. Schenck,19 M. Schernau,171 C. Schiavi,55b,55a S. Schier,146 L. K. Schildgen,24 Z. M. Schillaci,26
E. J. Schioppa,36 M. Schioppa,41b,41a K. E. Schleicher,52 S. Schlenker,36 K. R. Schmidt-Sommerfeld,115 K. Schmieden,36
C. Schmitt,99 S. Schmitt,46 S. Schmitz,99 J. C. Schmoeckel,46 U. Schnoor,52 L. Schoeffel,145 A. Schoening,61b E. Schopf,135
M. Schott,99 J. F. P. Schouwenberg,119 J. Schovancova,36 S. Schramm,54 F. Schroeder,182 A. Schulte,99
H-C. Schultz-Coulon,61a M. Schumacher,52 B. A. Schumm,146 Ph. Schune,145 A. Schwartzman,153 T. A. Schwarz,105
Ph. Schwemling,145 R. Schwienhorst,106 A. Sciandra,146 G. Sciolla,26 M. Scodeggio,46 M. Scornajenghi,41b,41a F. Scuri,71a
F. Scutti,104 L. M. Scyboz,115 C. D. Sebastiani,72a,72b P. Seema,19 S. C. Seidel,118 A. Seiden,146 T. Seiss,37 J. M. Seixas,80b
G. Sekhniaidze,69a K. Sekhon,105 S. J. Sekula,42 N. Semprini-Cesari,23b,23a S. Sen,49 S. Senkin,38 C. Serfon,76 L. Serin,132
L. Serkin,66a,66b M. Sessa,60a H. Severini,128 F. Sforza,170 A. Sfyrla,54 E. Shabalina,53 J. D. Shahinian,146 N. W. Shaikh,45a,45b
D. Shaked Renous,180 L. Y. Shan,15a R. Shang,173 J. T. Shank,25 M. Shapiro,18 A. Sharma,135 A. S. Sharma,1
P B Sh t l
111 K Sh
156 S M Sh
100 A Sh h b k
138 Y Sh
128 N Sh
f ti 34 A D Sh
25 T. Sykora,143 D. Ta,99 K. Tackmann,46,ss J. Taenzer,161 A. Taffard,171 R. Tafirout,168a E. Tahirovic,92 H. Takai,29
R. Takashima,86 K. Takeda,82 T. Takeshita,150 E. P. Takeva,50 Y. Takubo,81 M. Talby,101 A. A. Talyshev,122b,122a
N. M. Tamir,161 J. Tanaka,163 M. Tanaka,165 R. Tanaka,132 B. B. Tannenwald,126 S. Tapia Araya,173 S. Tapprogge,99
A. Tarek Abouelfadl Mohamed,136 S. Tarem,160 G. Tarna,27b,tt G. F. Tartarelli,68a P. Tas,143 M. Tasevsky,141 T. Tashiro,85
E. Tassi,41b,41a A. Tavares Delgado,140a,140b Y. Tayalati,35e A. J. Taylor,50 G. N. Taylor,104 W. Taylor,168b A. S. Tee,89
R. Teixeira De Lima,153 P. Teixeira-Dias,93 H. Ten Kate,36 J. J. Teoh,120 S. Terada,81 K. Terashi,163 J. Terron,98 S. Terzo,14
M. Testa,51 R. J. Teuscher,167,p S. J. Thais,183 T. Theveneaux-Pelzer,46 F. Thiele,40 D. W. Thomas,93 J. O. Thomas,42
J. P. Thomas,21 A. S. Thompson,57 P. D. Thompson,21 L. A. Thomsen,183 E. Thomson,137 Y. Tian,39 R. E. Ticse Torres,53
V. O. Tikhomirov,110,uu Yu. A. Tikhonov,122b,122a S. Timoshenko,112 P. Tipton,183 S. Tisserant,101 K. Todome,23b,23a
S. Todorova-Nova,5 S. Todt,48 J. Tojo,87 S. Tokár,28a K. Tokushuku,81 E. Tolley,126 K. G. Tomiwa,33c M. Tomoto,117
L. Tompkins,153,dd K. Toms,118 B. Tong,59 P. Tornambe,102 E. Torrence,131 H. Torres,48 E. Torró Pastor,148 C. Tosciri,135
J. Toth,101,vv D. R. Tovey,149 C. J. Treado,124 T. Trefzger,177 F. Tresoldi,156 A. Tricoli,29 I. M. Trigger,168a
S. Trincaz-Duvoid,136 W. Trischuk,167 B. Trocm´e,58 A. Trofymov,132 C. Troncon,68a M. Trovatelli,176 F. Trovato,156
L. Truong,33b M. Trzebinski,84 A. Trzupek,84 F. Tsai,46 J. C-L. Tseng,135 P. V. Tsiareshka,107,ff A. Tsirigotis,162
N. Tsirintanis,9 V. Tsiskaridze,155 E. G. Tskhadadze,159a M. Tsopoulou,162 I. I. Tsukerman,111 V. Tsulaia,18 S. Tsuno,81
D. Tsybychev,155 Y. Tu,63b A. Tudorache,27b V. Tudorache,27b T. T. Tulbure,27a A. N. Tuna,59 S. Turchikhin,79
D. Turgeman,180 I. Turk Cakir,4b,ww R. J. Turner,21 R. T. Turra,68a P. M. Tuts,39 S. Tzamarias,162 E. Tzovara,99 G. Ucchielli,47
K. Uchida,163 I. Ueda,81 M. Ughetto,45a,45b F. Ukegawa,169 G. Unal,36 A. Undrus,29 G. Unel,171 F. C. Ungaro,104 Y. Unno,81
K. Uno,163 J. Urban,28b P. Urquijo,104 G. Usai,8 J. Usui,81 L. Vacavant,101 V. Vacek,142 B. Vachon,103 K. O. H. Vadla,134
A Vaidya 94 C Valderanis 114 E Valdes Santurio 45a,45b M Valente 54 S Valentinetti 23b,23a A Valero 174 L Val´ery 46 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Shimmin,183 Y. Shimogama,179 M. Shimojima,116 I. P. J. Shipsey,135
S. Shirabe,87 M. Shiyakova,79,pp J. Shlomi,180 A. Shmeleva,110 M. J. Shochet,37 J. Shojaii,104 D. R. Shope,128 S. Shrestha,126
E. Shulga,180 P. Sicho,141 A. M. Sickles,173 P. E. Sidebo,154 E. Sideras Haddad,33c O. Sidiropoulou,36 A. Sidoti,23b,23a R. Simoniello,99 P. Sinervo,167 N. B. Sinev,131 M. Sioli,23b,23a I. Siral,105 S. Yu. Sivoklokov,113 J. Sjölin,45a,45b E. Skorda,96 ,
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S. Yu. Smirnov,112 Y. Smirnov,112 L. N. Smirnova,113,qq O. Smirnova,96 J. W. Smith,53 M. Smizanska,89 K. Smolek,142
84
110
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171
161 P. Steinberg,29 A. L. Steinhebel,131 B. Stelzer,152 H. J. Stelzer,139 O. Stelzer-Chilton,168a H. Stenzel,56 T. J. Stevenson,156 032007-29 PHYS. REV. D 100, 032007 (2019) G. AAD et al. D. Turgeman,180 I. Turk Cakir,4b,ww R. J. Turner,21 R. T. Turra,68a P. M. Tuts,39 S. Tzamarias,162 E. Tzovara,99 G. Ucchielli,47 K. Uchida,163 I. Ueda,81 M. Ughetto,45a,45b F. Ukegawa,169 G. Unal,36 A. Undrus,29 G. Unel,171 K. Uno,163 J. Urban,28b P. Urquijo,104 G. Usai,8 J. Usui,81 L. Vacavant,101 V. Vacek,142 B. Vachon,103 K. O. H. Vadla,134 A. Vaidya,94 C. Valderanis,114 E. Valdes Santurio,45a,45b M. Valente,54 S. Valentinetti,23b,23a A. Valero,174 L. Val´ery,46
R. A. Vallance,21 A. Vallier,36 J. A. Valls Ferrer,174 T. R. Van Daalen,14 P. Van Gemmeren,6 I. Van Vulpen,120
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M Vanadia 73a,73b W Vandelli 36 A Vaniachine 166 D Vannicola 72a,72b R Vari 72a E W Varnes 7 C Varni 55b,55a T Varol 42 R. A. Vallance,21 A. Vallier,36 J. A. Valls Ferrer,174 T. R. Van Daalen,14 P. Van Gemmeren,6 I. Van Vulpen,120
M. Vanadia,73a,73b W. Vandelli,36 A. Vaniachine,166 D. Vannicola,72a,72b R. Vari,72a E. W. Varnes,7 C. Varni,55b,55a T. Varol,42
132
157
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176
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A. M. Wharton,89 A. S. White,105 A. White,8 M. J. White,1 D. Whiteson,171 B. W. Whitmore,89 F. J. Wickens,144
W. Wiedenmann,181 M. Wielers,144 N. Wieseotte,99 C. Wiglesworth,40 L. A. M. Wiik-Fuchs,52 F. Wilk,100 H. G. Wilkens,36
L. J. Wilkins,93 H. H. Williams,137 S. Williams,32 C. Willis,106 S. Willocq,102 J. A. Wilson,21 I. Wingerter-Seez,5
E. Winkels,156 F. Winklmeier,131 O. J. Winston,156 B. T. Winter,52 M. Wittgen,153 M. Wobisch,95 A. Wolf,99 T. M. H. Wolf,120
R. Wolff,101 R. W. Wölker,135 J. Wollrath,52 M. W. Wolter,84 H. Wolters,140a,140c V. W. S. Wong,175 N. L. Woods,146
S. D. Worm,21 B. K. Wosiek,84 K. W. Woźniak,84 K. Wraight,57 S. L. Wu,181 X. Wu,54 Y. Wu,60a T. R. Wyatt,100
B. M. Wynne,50 S. Xella,40 Z. Xi,105 L. Xia,178 D. Xu,15a H. Xu,60a,tt L. Xu,29 T. Xu,145 W. Xu,105 Z. Xu,60b Z. Xu,153
B. Yabsley,157 S. Yacoob,33a K. Yajima,133 D. P. Yallup,94 D. Yamaguchi,165 Y. Yamaguchi,165 A. Yamamoto,81
T. Yamanaka,163 F. Yamane,82 M. Yamatani,163 T. Yamazaki,163 Y. Yamazaki,82 Z. Yan,25 H. J. Yang,60c,60d H. T. Yang,18
S. Yang,77 X. Yang,60b,58 Y. Yang,163 Z. Yang,17 W-M. Yao,18 Y. C. Yap,46 Y. Yasu,81 E. Yatsenko,60c,60d J. Ye,42 S. Ye,29
I. Yeletskikh,79 M. R. Yexley,89 E. Yigitbasi,25 E. Yildirim,99 K. Yorita,179 K. Yoshihara,137 C. J. S. Young,36 C. Young,153 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … J. Yu,78 R. Yuan,60b X. Yue,61a S. P. Y. Yuen,24 B. Zabinski,84 G. Zacharis,10 E. Zaffaroni,54 J. Zahreddine,136 R. Zaidan,14
A. M. Zaitsev,123,kk T. Zakareishvili,159b N. Zakharchuk,34 S. Zambito,59 D. Zanzi,36 D. R. Zaripovas,57 S. V. Zeißner,47
C. Zeitnitz,182 G. Zemaityte,135 J. C. Zeng,173 O. Zenin,123 D. Zerwas,132 M. Zgubič,135 D. F. Zhang,15b F. Zhang,181
G. Zhang,60a G. Zhang,15b H. Zhang,15c J. Zhang,6 L. Zhang,15c L. Zhang,60a M. Zhang,173 R. Zhang,60a R. Zhang,24
X. Zhang,60b Y. Zhang,15a,15d Z. Zhang,63a Z. Zhang,132 P. Zhao,49 Y. Zhao,60b Z. Zhao,60a A. Zhemchugov,79 Z. Zheng,105
D. Zhong,173 B. Zhou,105 C. Zhou,181 M. S. Zhou,15a,15d M. Zhou,155 N. Zhou,60c Y. Zhou,7 C. G. Zhu,60b H. L. Zhu,60a
H. Zhu,15a J. Zhu,105 Y. Zhu,60a X. Zhuang,15a K. Zhukov,110 V. Zhulanov,122b,122a D. Zieminska,65 N. I. Zimine,79
S. Zimmermann,52 Z. Zinonos,115 M. Ziolkowski,151 G. Zobernig,181 A. Zoccoli,23b,23a K. Zoch,53 T. G. Zorbas,149
37
36 R. Zou,37 and L. Zwalinski36 R. Zou,37 and L. Zwalinski36 SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … E. Varvell,157 M. E. Vasile,27b G. A. Vasquez,176 J. G. Vasquez,183 F. Vazeille,38 D. Vazquez Furelos,14
T. Vazquez Schroeder,36 J. Veatch,53 V. Vecchio,74a,74b M. J. Veen,120 L. M. Veloce,167 F. Veloso,140a,140c S. Veneziano,72a q
A. Ventura,67a,67b N. Venturi,36 A. Verbytskyi,115 V. Vercesi,70a M. Verducci,74a,74b C. M. Vergel Infante,78 C. Vergis,24 uri,36 A. Verbytskyi,115 V. Vercesi,70a M. Verducci,74a,74b C. M. Vergel Infante,78 C. Vergis,24
120
120
152
147b
54 W. Verkerke,120 A. T. Vermeulen,120 J. C. Vermeulen,120 M. C. Vetterli,152,e N. Viaux Maira,147b M. Vicente Barreto Pinto,54
T. Vickey,149 O. E. Vickey Boeriu,149 G. H. A. Viehhauser,135 L. Vigani,135 M. Villa,23b,23a M. Villaplana Perez,68a,68b T. Vickey,149 O. E. Vickey Boeriu,149 G. H. A. Viehhauser,135 L. Vigani,135 M. Villa,23b,23a M. Villaplana Perez,68a,68b P. Vokac,142 S. E. von Buddenbrock,33c E. Von Toerne,24 V. Vorobel,143 K. Vorobev,112 M. Vos,174 J. H. Vossebeld,90 N. Vranjes,16 M. Vranjes Milosavljevic,16 V. Vrba,142 M. Vreeswijk,120 T. Šfiligoj,91 R. Vuillermet,36 I. Vukotic,37
T. Ženiš,28a L. Živković,16 P. Wagner,24 W. Wagner,182 J. Wagner-Kuhr,114 H. Wahlberg,88 K. Wakamiya,82 032007-30 PHYS. REV. D 100, 032007 (2019) EARCH FOR ELECTROWEAK DIBOSON PRODUCTION … (ATLAS Collaboration) 1Department of Physics, University of Adelaide, Adelaide, Australia
2Physics Department, SUNY Albany, Albany, New York, USA
3Department of Physics, University of Alberta, Edmonton, Alberta, Canada
4aDepartment of Physics, Ankara University, Ankara, Turkey
4bIstanbul Aydin University, Istanbul, Turkey
4cDivision of Physics, TOBB University of Economics and Technology, Ankara, Turkey
5LAPP, Universit´e Grenoble Alpes, Universit´e Savoie Mont Blanc, CNRS/IN2P3, Annecy, France
6High Energy Physics Division, Argonne National Laboratory, Argonne, Illinois, USA
7Department of Physics, University of Arizona, Tucson, Arizona, USA
8Department of Physics, University of Texas at Arlington, Arlington, Texas, USA
9Physics Department, National and Kapodistrian University of Athens, Athens, Greece
10Physics Department, National Technical University of Athens, Zografou, Greece
11Department of Physics, University of Texas at Austin, Austin, Texas, USA
12aBahcesehir University, Faculty of Engineering and Natural Sciences, Istanbul, Turkey
12bIstanbul Bilgi University, Faculty of Engineering and Natural Sciences, Istanbul, Turkey
12cDepartment of Physics, Bogazici University, Istanbul, Turkey
12dDepartment of Physics Engineering, Gaziantep University, Gaziantep, Turkey
13Institute of Physics, Azerbaijan Academy of Sciences, Baku, Azerbaijan
14Institut de Física d’Altes Energies (IFAE), Barcelona Institute of Science and Technology,
Barcelona, Spain
15aInstitute of High Energy Physics, Chinese Academy of Sciences, Beijing, China
15bPhysics Department, Tsinghua University, Beijing, China
15cDepartment of Physics, Nanjing University, Nanjing, China
15dUniversity of Chinese Academy of Science (UCAS), Beijing, China
16Institute of Physics, University of Belgrade, Belgrade, Serbia
17Department for Physics and Technology, University of Bergen, Bergen, Norway
18Physics Division, Lawrence Berkeley National Laboratory and University of California,
Berkeley, California, USA
19Institut für Physik, Humboldt Universität zu Berlin, Berlin, Germany
20Albert Einstein Center for Fundamental Physics and Laboratory for High Energy Physics,
University of Bern, Bern, Switzerland
21School of Physics and Astronomy, University of Birmingham, Birmingham, United Kingdom
22Facultad de Ciencias y Centro de Investigaciónes, Universidad Antonio Nariño, Bogota, Colombia
23aINFN Bologna and Universita’ di Bologna, Dipartimento di Fisica, Italy
23bINFN Sezione di Bologna, Italy
24Physikalisches Institut, Universität Bonn, Bonn, Germany
25Department of Physics, Boston University, Boston, Massachusetts, USA
26Department of Physics, Brandeis University, Waltham, Massachusetts, USA
27aTransilvania University of Brasov, Brasov, Romania
27bHoria Hulubei National Institute of Physics and Nuclear Engineering, Bucharest, Romania
27cDepartment of Physics, Alexandru Ioan Cuza University of Iasi, Iasi, Romania
27dNational Institute for Research and Development of Isotopic and Molecular Technologies,
Physics Department, Cluj-Napoca, Romania
27eUniversity Politehnica Bucharest, Bucharest, Romania
27fWest University in Timisoara, Timisoara, Romania
28aFaculty of Mathematics, Physics and Informatics, Comenius University, Bratislava, Slovak Republic Berkeley, California, USA 19Institut für Physik, Humboldt Universität zu Berlin, Berlin, Germany 20Albert Einstein Center for Fundamental Physics and Laboratory for High Energy Physics, Einstein Center for Fundamental Physics and Laboratory for High Energy Physics, University of Bern, Bern, Switzerland l of Physics and Astronomy, University of Birmingham, Birmingham, United Kingdom 21School of Physics and Astronomy, University of Birmingham, Birmingham, United Kingdom
22 22Facultad de Ciencias y Centro de Investigaciónes, Universidad Antonio Nariño, Bogota, Colombia
23aINFN Bologna and Universita’ di Bologna, Dipartimento di Fisica, Italy
23b ad de Ciencias y Centro de Investigaciónes, Universidad Antonio Nariño, Bogota, Colombia
23aINFN Bologna and Universita’ di Bologna, Dipartimento di Fisica, Italy
23b Physics Department, Cluj-Napoca, Romania Physics Department, Cluj-Napoca, Romania 27eUniversity Politehnica Bucharest, Bucharest, Romania
27f 27eUniversity Politehnica Bucharest, Bucharest, Romania
27f 27fWest University in Timisoara, Timisoara, Romania 28aFaculty of Mathematics, Physics and Informatics, Comenius University, Bratislava, Slovak Republic 23bINFN Sezione di Bologna, Italy 24Physikalisches Institut, Universität Bonn, Bonn, Germany 25Department of Physics, Boston University, Boston, Massachusetts, USA
6 25Department of Physics, Boston University, Boston, Massachusetts, USA
6 26Department of Physics, Brandeis University, Waltham, Massachusetts, USA
27 26Department of Physics, Brandeis University, Waltham, Massachusetts, USA
27 Transilvania University of Brasov, Brasov, Romania 27aTransilvania University of Brasov, Brasov, Romania
b 27bHoria Hulubei National Institute of Physics and Nuclear Engineering, Bucharest, Romania
27 27cDepartment of Physics, Alexandru Ioan Cuza University of Iasi, Iasi, Romania
27d 27dNational Institute for Research and Development of Isotopic and Molecular Technologies, 55bINFN Sezione di Genova, Italy 60cSchool of Physics and Astronomy, Shanghai Jiao Tong University, KLPPAC-MoE, SKLPPC, Shanghai, China
60d Tsung Dao Lee Institute, Shanghai, China
61aKirchhoff-Institut für Physik, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
61bPhysikalisches Institut, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
62Faculty of Applied Information Science, Hiroshima Institute of Technology, Hiroshima, Japan
63aDepartment of Physics, Chinese University of Hong Kong, Shatin, N.T., Hong Kong, China
63bDepartment of Physics, University of Hong Kong, Hong Kong, China
63cDepartment of Physics and Institute for Advanced Study, Hong Kong University of Science and
Technology, Clear Water Bay, Kowloon, Hong Kong, China
64Department of Physics, National Tsing Hua University, Hsinchu, Taiwan
65Department of Physics, Indiana University, Bloomington, Indiana, USA 64Department of Physics, National Tsing Hua University, Hsinchu, Taiwan
65 65Department of Physics, Indiana University, Bloomington, Indiana, USA 032007-31 032007-31 28bDepartment of Subnuclear Physics, Institute of Experimental Physics of the Slovak Academy of Sciences,
Kosice, Slovak Republic
29Physics Department, Brookhaven National Laboratory, Upton, New York, USA
30Departamento de Física, Universidad de Buenos Aires, Buenos Aires, Argentina
31California State University, California, USA
32Cavendish Laboratory, University of Cambridge, Cambridge, United Kingdom
33aDepartment of Physics, University of Cape Town, Cape Town, South Africa
33bDepartment of Mechanical Engineering Science, University of Johannesburg,
Johannesburg, South Africa
33cSchool of Physics, University of the Witwatersrand, Johannesburg, South Africa
34Department of Physics, Carleton University, Ottawa, Ontario, Canada
35aFacult´e des Sciences Ain Chock, R´eseau Universitaire de Physique des Hautes Energies—Universit´e
Hassan II, Casablanca, Morocco
35bFacult´e des Sciences, Universit´e Ibn-Tofail, K´enitra, Morocco
35cFacult´e des Sciences Semlalia, Universit´e Cadi Ayyad, LPHEA-Marrakech, Morocco
35dFacult´e des Sciences, Universit´e Mohamed Premier and LPTPM, Oujda, Morocco
35eFacult´e des sciences, Universit´e Mohammed V, Rabat, Morocco
36CERN, Geneva, Switzerland
37Enrico Fermi Institute, University of Chicago, Chicago, Illinois, USA
38LPC, Universit´e Clermont Auvergne, CNRS/IN2P3, Clermont-Ferrand, France
39Nevis Laboratory, Columbia University, Irvington, New York, USA
40Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
41aDipartimento di Fisica, Universit`a della Calabria, Rende, Italy
41bINFN Gruppo Collegato di Cosenza, Laboratori Nazionali di Frascati, Italy
42Physics Department, Southern Methodist University, Dallas, Texas, USA
43Physics Department, University of Texas at Dallas, Richardson, Texas, USA
44National Centre for Scientific Research “Demokritos”, Agia Paraskevi, Greece
45aDepartment of Physics, Stockholm University, Sweden
45bOskar Klein Centre, Stockholm, Sweden
46Deutsches Elektronen-Synchrotron DESY, Hamburg and Zeuthen, Germany
47Lehrstuhl für Experimentelle Physik IV, Technische Universität Dortmund, Dortmund, Germany
48Institut für Kern- und Teilchenphysik, Technische Universität Dresden, Dresden, Germany
49Department of Physics, Duke University, Durham, North Carolina, USA
50SUPA—School of Physics and Astronomy, University of Edinburgh, Edinburgh, United Kingdom
51INFN e Laboratori Nazionali di Frascati, Frascati, Italy
52Physikalisches Institut, Albert-Ludwigs-Universität Freiburg, Freiburg, Germany
53II. Physikalisches Institut, Georg-August-Universität Göttingen, Göttingen, Germany
54D´epartement de Physique Nucl´eaire et Corpusculaire, Universit´e de Gen`eve, Gen`eve, Switzerland
55aDipartimento di Fisica, Universit`a di Genova, Genova, Italy
55bINFN Sezione di Genova, Italy
56II. 032007-31 Physikalisches Institut, Justus-Liebig-Universität Giessen, Giessen, Germany
57SUPA—School of Physics and Astronomy, University of Glasgow, Glasgow, United Kingdom
58LPSC, Universit´e Grenoble Alpes, CNRS/IN2P3, Grenoble INP, Grenoble, France
59Laboratory for Particle Physics and Cosmology, Harvard University, Cambridge, Massachusetts, USA
60aDepartment of Modern Physics and State Key Laboratory of Particle Detection and Electronics,
University of Science and Technology of China, Hefei, China
60bInstitute of Frontier and Interdisciplinary Science and Key Laboratory of Particle Physics
and Particle Irradiation (MOE), Shandong University, Qingdao, China
60cSchool of Physics and Astronomy, Shanghai Jiao Tong University,
KLPPAC-MoE, SKLPPC, Shanghai, China
60dTsung-Dao Lee Institute, Shanghai, China
61aKirchhoff-Institut für Physik, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
61bPhysikalisches Institut, Ruprecht-Karls-Universität Heidelberg, Heidelberg, Germany
62Faculty of Applied Information Science, Hiroshima Institute of Technology, Hiroshima, Japan
63aDepartment of Physics, Chinese University of Hong Kong, Shatin, N.T., Hong Kong, China
63bDepartment of Physics, University of Hong Kong, Hong Kong, China
63cDepartment of Physics and Institute for Advanced Study, Hong Kong University of Science and
Technology, Clear Water Bay, Kowloon, Hong Kong, China
64Department of Physics, National Tsing Hua University, Hsinchu, Taiwan
65Department of Physics Indiana University Bloomington Indiana USA
et al. PHYS. REV. D 100, 032007 (2 PHYS. REV. D 100, 032007 (2019) G. AAD et al. 28bDepartment of Subnuclear Physics, Institute of Experimental Physics of the Slovak Academy of Sciences,
Kosice, Slovak Republic Fukuoka, Japan p
88Instituto de Física La Plata, Universidad Nacional de La Plata and CONICET, La P
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88Instituto de Física La Plata, Universidad Nacional de La Plata and CONICET, La Plata, Argentin
89 89Physics Department, Lancaster University, Lancaster, United Kingdom
90 90Oliver Lodge Laboratory, University of Liverpool, Liverpool, United Kingdom
91Department of Experimental Particle Physics, Jožef Stefan Institute and Department of Physics,
University of Ljubljana, Ljubljana, Slovenia
92 92School of Physics and Astronomy, Queen Mary University of London, London, United Kingdom
93Department of Physics, Royal Holloway University of London, Egham, United Kingdom
94 92School of Physics and Astronomy, Queen Mary University of London, London, United Kingdom
93Department of Physics, Royal Holloway University of London, Egham, United Kingdom
94Department of Physics and Astronomy, University College London, London, United Kingdom
95Louisiana Tech University, Ruston, Louisiana, USA 94Department of Physics and Astronomy, University College London, London, United Kingdom
95Louisiana Tech University, Ruston, Louisiana, USA 95Louisiana Tech University, Ruston, Louisiana, USA
96 96Fysiska institutionen, Lunds universitet, Lund, Sweden
97 ysiska institutionen, Lunds universitet, Lund, Swede 97Centre de Calcul de l’Institut National de Physique Nucl´eaire et de Physique des Particules (IN2P tut National de Physique Nucl´eaire et de Physique 032007-32 032007-32 PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … 66aINFN Gruppo Collegato di Udine, Sezione di Trieste, Udine, Italy
66b 66aINFN Gruppo Collegato di Udine, Sezione di Trieste, Udine, Italy g
66bICTP, Trieste, Italy y
66cDipartimento Politecnico di Ingegneria e Architettura, Universit`a di Udine, Udine, Italy
67a y
67bDipartimento di Matematica e Fisica, Universit`a del Salento, Lecce, Italy
68 68aINFN Sezione di Milano, Italy 68bDipartimento di Fisica, Universit`a di Milano, Milano, Italy
69 p
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69bDipartimento di Fisica, Universit`a di Napoli, Napoli, Italy
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69bDipartimento di Fisica, Universit`a di Napoli, Napoli, Italy
70 70aINFN Sezione di Pavia, Italy 70bDipartimento di Fisica, Universit`a di Pavia, Pavia, Italy
71 70bDipartimento di Fisica, Universit`a di Pavia, Pavia, Italy
71 y
71bDipartimento di Fisica E. Fermi, Universit`a di Pisa, Pisa, Italy 71bDipartimento di Fisica E. Fermi, Universit`a di Pisa, Pisa, Italy
72 y
72bDipartimento di Fisica, Sapienza Universit`a di Roma, Roma, Italy
73 72bDipartimento di Fisica, Sapienza Universit`a di Roma, Roma, Italy
73 73aINFN Sezione di Roma Tor Vergata, Italy 73aINFN Sezione di Roma Tor Vergata, Italy 73bDipartimento di Fisica, Universit`a di Roma Tor Vergata, Roma, Italy
74 73bDipartimento di Fisica, Universit`a di Roma Tor Vergata, Roma, Italy
74 74bDipartimento di Matematica e Fisica, Universit`a Roma Tre, Roma, Italy
75 75aINFN-TIFPA, Italy y
75bUniversit`a degli Studi di Trento, Trento, Italy 76Institut für Astro- und Teilchenphysik, Leopold-Franzens-Universität, Innsbruck, Austria
77 77University of Iowa, Iowa City, Iowa, USA
78 78Department of Physics and Astronomy, Iowa State University, Ames, Iowa, USA
79 79Joint Institute for Nuclear Research, Dubna, Russia f
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80aDepartamento de Engenharia El´etrica, Universidade Federal de Juiz de Fora (UFJF),
Juiz de Fora Brazil partamento de Engenharia El´etrica, Universidade Federal de Juiz de Fora (UFJF), Villeurbanne, France 98Departamento de Física Teorica C-15 and CIAFF, Universidad Autónoma de Madrid, Madrid, Spa
99 99Institut für Physik, Universität Mainz, Mainz, Germany
100 100School of Physics and Astronomy, University of Manchester, Manchester, United Kingdom
101CPPM, Aix-Marseille Universit´e, CNRS/IN2P3, Marseille, France 102Department of Physics, University of Massachusetts, Amherst, Massachusetts, USA
103Department of Physics, McGill University, Montreal, Quebec, Canada
104School of Physics, University of Melbourne, Victoria, Australia 102Department of Physics, University of Massachusetts, Amherst, Massachusetts, USA
103 102Department of Physics, University of Massachusetts, Amherst, Massachusetts, USA
103Department of Physics McGill University Montreal Quebec Canada Department of Physics, University of Massachusetts, Amherst, Massachusetts, US
103Department of Physics, McGill University, Montreal, Quebec, Canada
104 104School of Physics, University of Melbourne, Victoria, Australia 105Department of Physics, University of Michigan, Ann Arbor, Michigan, USA Juiz de Fora, Brazil 80bUniversidade Federal do Rio De Janeiro COPPE/EE/IF, Rio de Janeiro, Brazil
80cUniversidade Federal de São João del Rei (UFSJ), São João del Rei, Brazil
80dInstituto de Física, Universidade de São Paulo, São Paulo, Brazil
81KEK, High Energy Accelerator Research Organization, Tsukuba, Japan
82 80bUniversidade Federal do Rio De Janeiro COPPE/EE/IF, Rio de Janeiro, Brazil
80cU i
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Krakow Poland Krakow, Poland 83bMarian Smoluchowski Institute of Physics, Jagiellonian University, Krakow, Poland
84 84Institute of Nuclear Physics Polish Academy of Sciences, Krakow, Poland
85 85Faculty of Science, Kyoto University, Kyoto, Japan
86 86Kyoto University of Education, Kyoto, Japan 86Kyoto University of Education, Kyoto, Japan 87Research Center for Advanced Particle Physics and Department of Physics, Kyushu University, PNPI, St. Petersburg, Russia 139Department of Physics and Astronomy, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
140aLaboratório de Instrumentação e Física Experimental de Partículas—LIP, Portugal
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140cDepartamento de Física, Universidade de Coimbra, Coimbra, Portugal
140dCentro de Física Nuclear da Universidade de Lisboa, Lisboa, Portugal
140eDepartamento de Física, Universidade do Minho, Braga, Portugal
140fUniversidad de Granada, Granada (Spain), Spain
140gDep Física and CEFITEC of Faculdade de Ciências e Tecnologia,
Universidade Nova de Lisboa, Caparica, Portugal
141Institute of Physics of the Czech Academy of Sciences, Prague, Czech Republic
142Czech Technical University in Prague, Prague, Czech Republic
143Charles University, Faculty of Mathematics and Physics, Prague, Czech Republic
144Particle Physics Department, Rutherford Appleton Laboratory, Didcot, United Kingdom
145IRFU, CEA, Universit´e Paris-Saclay, Gif-sur-Yvette, France
146Santa Cruz Institute for Particle Physics University of California Santa Cruz ç
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140cDepartamento de Física, Universidade de Coimbra, Coimbra, Portugal
140dCentro de Física Nuclear da Universidade de Lisboa, Lisboa, Portugal
140eDepartamento de Física, Universidade do Minho, Braga, Portugal
140fUniversidad de Granada, Granada (Spain), Spain
140gDep Física and CEFITEC of Faculdade de Ciências e Tecnologia,
Universidade Nova de Lisboa, Caparica, Portugal
141Institute of Physics of the Czech Academy of Sciences, Prague, Czech Republic
142Czech Technical University in Prague, Prague, Czech Republic
143Charles University, Faculty of Mathematics and Physics, Prague, Czech Republic
144Particle Physics Department, Rutherford Appleton Laboratory, Didcot, United Kingdom
145IRFU, CEA, Universit´e Paris-Saclay, Gif-sur-Yvette, France
146Santa Cruz Institute for Particle Physics, University of California Santa Cruz,
Santa Cruz, California, USA
147aDepartamento de Física, Pontificia Universidad Católica de Chile, Santiago, Chile
147bDepartamento de Física, Universidad T´ecnica Federico Santa María, Valparaíso, Chile
148Department of Physics, University of Washington, Seattle, Washington, USA
149Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
150Department of Physics, Shinshu University, Nagano, Japan ç
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140bDepartamento de Física, Faculdade de Ciências, Universidade de Lisboa, Lisboa, Portugal
140cDepartamento de Física, Universidade de Coimbra, Coimbra, Portugal
140dCentro de Física Nuclear da Universidade de Lisboa, Lisboa, Portugal
140eDepartamento de Física, Universidade do Minho, Braga, Portugal
140fUniversidad de Granada, Granada (Spain), Spain
140gDep Física and CEFITEC of Faculdade de Ciências e Tecnologia,
Universidade Nova de Lisboa, Caparica, Portugal
141Institute of Physics of the Czech Academy of Sciences, Prague, Czech Republic Universidade Nova de Lisboa, Caparica, Portuga Institute of Physics of the Czech Academy of Sciences, Prague, Czech Republic
142Czech Technical University in Prague, Prague, Czech Republic
143 143Charles University, Faculty of Mathematics and Physics, Prague, Czech Republic
144Particle Physics Department, Rutherford Appleton Laboratory, Didcot, United Kingdom
145 145IRFU, CEA, Universit´e Paris-Saclay, Gif-sur-Yvette, France
146 146Santa Cruz Institute for Particle Physics, University of California Santa Cruz Moscow, Russia 114Fakultät für Physik, Ludwig-Maximilians-Universität München, München, Germany
115 Fakultät für Physik, Ludwig-Maximilians-Universi
5 anck-Institut für Physik (Werner-Heisenberg-Institut), München, Germany
116 115Max-Planck-Institut für Physik (Werner-Heisenberg-Institut), München, Germany
116 116Nagasaki Institute of Applied Science, Nagasaki, Japan g
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117Graduate School of Science and Kobayashi-Maskawa Institute, Nagoya University, Nagoya, Jap
118 raduate School of Science and Kobayashi-Maskawa Institute, Nagoya University, Nagoya, Japan
partment of Physics and Astronomy, University of New Mexico, Albuquerque, New Mexico, USA
stitute for Mathematics, Astrophysics and Particle Physics, Radboud University Nijmegen/Nikhef, 118Department of Physics and Astronomy, University of New Mexico, Albuquerque, New Mexico, US
119Institute for Mathematics, Astrophysics and Particle Physics, Radboud University Nijmegen/Nikhe 032007-33 032007-33 G. AAD et al. PHYS. REV. D 100, 032007 (2019) 106Department of Physics and Astronomy, Michigan State University, East Lansing, Michigan, USA
107B.I. Stepanov Institute of Physics, National Academy of Sciences of Belarus, Minsk, Belarus
108Research Institute for Nuclear Problems of Byelorussian State University, Minsk, Belarus
109Group of Particle Physics, University of Montreal, Montreal, Quebec, Canada
110P N Lebedev Physical Institute of the Russian Academy of Sciences Moscow Russia Institute for Theoretical and Experimental Physics of the National Research Centre Kurchatov Institute, University of Oklahoma, Norman, Oklahoma, USA 129Department of Physics, Oklahoma State University, Stillwater, Oklahoma, USA
130 130Palacký University, RCPTM, Joint Laboratory of Optics, Olomouc, Czech Republic
131 131Center for High Energy Physics, University of Oregon, Eugene, Oregon, USA
132 133Graduate School of Science, Osaka University, Osaka, Japan
134 134Department of Physics, University of Oslo, Oslo, Norway 135Department of Physics, Oxford University, Oxford, United Kingdom p
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136LPNHE, Sorbonne Universit´e, Paris Diderot Sorbonne Paris Cit´e, CNRS/IN2P3, Paris, France
137Department of Physics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
138Konstantinov Nuclear Physics Institute of National Research Centre “Kurchatov Institute”, 137Department of Physics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
138Konstantinov Nuclear Physics Institute of National Research Centre “Kurchatov Institute”, Department of Physics, University of Pennsylvania, Philadelphia, Pennsylvania, USA
138Konstantinov Nuclear Physics Institute of National Research Centre “Kurchatov Institute”, 138Konstantinov Nuclear Physics Institute of National Research Centre “Kurchatov Institute”, Moscow, Russia ,
112National Research Nuclear University MEPhI, Moscow, Russia National Research Nuclear University MEPhI, Mosc 113D.V. Skobeltsyn Institute of Nuclear Physics, M.V. Lomonosov Moscow State University, 113D.V. Skobeltsyn Institute of Nuclear Physics, M.V. Lomonosov Moscow State University,
Moscow Russia 13D.V. Skobeltsyn Institute of Nuclear Physics, M.V. Lomonosov Moscow State University,
Moscow, Russia Santa Cruz, California, USA 147aDepartamento de Física, Pontificia Universidad Católica de Chile, Santiago, Chile
147bDepartamento de Física, Universidad T´ecnica Federico Santa María, Valparaíso, Chile
148Department of Physics, University of Washington, Seattle, Washington, USA
149Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
150Department of Physics, Shinshu University, Nagano, Japan 148Department of Physics, University of Washington, Seattle, Washington, USA
149Department of Physics and Astronomy, University of Sheffield, Sheffield, United Kingdom
150Department of Physics, Shinshu University, Nagano, Japan Nijmegen, Netherlands j
g
120Nikhef National Institute for Subatomic Physics and University of Amsterdam, Amsterdam, Netherlan
121 f
f
y
y f
121Department of Physics, Northern Illinois University, DeKalb, Illinois, USA 121Department of Physics, Northern Illinois University, DeKalb, Illinois, USA
122 122bNovosibirsk State University Novosibirsk, Russia 123Institute for High Energy Physics of the National Research Centre Kurchatov Institute, Protvino, R
124 124Department of Physics, New York University, New York, New York, USA
125 125Ochanomizu University, Otsuka, Bunkyo-ku, Tokyo, Japan
126 125Ochanomizu University, Otsuka, Bunkyo-ku, Tokyo, Japan
126 26The Ohio State University, Columbus, Ohio, USA 127Faculty of Science, Okayama University, Okayama, Japan
128 culty of Science, Okayama University, Okayama, Ja 128Homer L. Dodge Department of Physics and Astronomy, University of Oklahoma, Norman, Oklahoma, USA 032007-34 032007-34 PHYS. REV. D 100, 032007 (2019) SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … f eAlso at TRIUMF, Vancouver, British Columbia, Canada. f fAlso at Department of Physics and Astronomy, University of Louisville, Louisville, Kentucky, USA gAlso at Physics Department, An-Najah National University, Nablus, Palestine. h hAlso at Department of Physics, California State University, Fresno, California, USA. i iAlso at Department of Physics, University of Fribourg, Fribourg, Switzerland. j jAlso at Physics Dept, University of South Africa, Pretoria, South Africa. k lAlso at Tomsk State University, Tomsk, and Moscow Institute of Physics and Technology State University, Dolgoprudny, Russia. lAlso at Tomsk State University, Tomsk, and Moscow Institute of Physics and Technology State mAlso at The Collaborative Innovation Center of Quantum Matter (CICQM), Beijing, China. nAlso at Departamento de Física, Instituto Superior T´ecnico, Universidade de Lisboa, Lisboa, Portuga oAlso at Universita di Napoli Parthenope, Napoli, Italy. oAlso at Universita di Napoli Parthenope, Napoli, Italy. pAlso at Institute of Particle Physics (IPP), Canada y
qAlso at Department of Physics, St. Petersburg State Polytechnical University, St. Petersburg, Russia. qAlso at Department of Physics, St. Petersburg State Polytechnical University, St. Petersburg, Russia. qAlso at Department of Physics, St. Petersburg State Polytechnical University, St. Petersburg, Russia. rAlso at Department of Financial and Management Engineering, University of the Aegean, Chios, Gr p
g
g
g,
y
g
,
,
Centre for High Performance Computing, CSIR Campus, Rosebank, Cape Town, South Africa. sAlso at Centre for High Performance Computing, CSIR Campus, Rosebank, Cape Town,
t tAlso at Department of Physics, California State University, East Bay, California, USA. tAlso at Department of Physics, California State University, East Bay, California, USA. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Javakhishvili Tbilisi State University, Tbilisi, Georgia
159bHigh Energy Physics Institute, Tbilisi State University, Tbilisi, Georgia
160Department of Physics, Technion, Israel Institute of Technology, Haifa, Israel
161Raymond and Beverly Sackler School of Physics and Astronomy, Tel Aviv University, Tel Aviv, Israel
162Department of Physics, Aristotle University of Thessaloniki, Thessaloniki, Greece
163International Center for Elementary Particle Physics and Department of Physics,
University of Tokyo, Tokyo, Japan
164Graduate School of Science and Technology, Tokyo Metropolitan University, Tokyo, Japan
165Department of Physics, Tokyo Institute of Technology, Tokyo, Japan
166Tomsk State University, Tomsk, Russia
167Department of Physics, University of Toronto, Toronto, Ontario, Canada
168aTRIUMF, Vancouver, British Columbia, Canada
168bDepartment of Physics and Astronomy, York University, Toronto, Ontario, Canada
169Division of Physics and Tomonaga Center for the History of the Universe,
Faculty of Pure and Applied Sciences, University of Tsukuba, Tsukuba, Japan
170Department of Physics and Astronomy, Tufts University, Medford, Massachusetts, USA
171Department of Physics and Astronomy, University of California Irvine, Irvine, California, USA
172Department of Physics and Astronomy, University of Uppsala, Uppsala, Sweden
173Department of Physics, University of Illinois, Urbana, Illinois, USA
174Instituto de Física Corpuscular (IFIC), Centro Mixto Universidad de Valencia—CSIC, Valencia, Spain
175Department of Physics, University of British Columbia, Vancouver, British Columbia, Canada
176Department of Physics and Astronomy, University of Victoria, Victoria, British Columbia, Canada
177Fakultät für Physik und Astronomie, Julius-Maximilians-Universität Würzburg, Würzburg, Germany
178Department of Physics, University of Warwick, Coventry, United Kingdom
179Waseda University, Tokyo, Japan
180Department of Particle Physics, Weizmann Institute of Science, Rehovot, Israel
181Department of Physics, University of Wisconsin, Madison, Wisconsin, USA
182Fakultät für Mathematik und Naturwissenschaften, Fachgruppe Physik,
Bergische Universität Wuppertal, Wuppertal, Germany
183Department of Physics, Yale University, New Haven, Connecticut, USA
184Yerevan Physics Institute, Yerevan, Armenia 8aTRIUMF, Vancouver, British Columbia, Canada 79Waseda University, Tokyo, Japan 180Department of Particle Physics, Weizmann Institute of Science, Rehovot, Israel
181 181Department of Physics, University of Wisconsin, Madison, Wisconsin, USA
182 182Fakultät für Mathematik und Naturwissenschaften, Fachgruppe Physik, Bergische Universität Wuppertal, Wuppertal, Germany Yale University, New Haven, Connecticut, USA of Physics, Yale University, New Haven, Connec
84 ment of Physics, Yale University, New Haven, Connecticut, USA
184 4Yerevan Physics Institute, Yerevan, Armenia aDeceased. b bAlso at Department of Physics, King’s College London, London, United Kingdom. c cAlso at Istanbul University, Dept. of Physics, Istanbul, Turkey. d cAlso at Istanbul University, Dept. of Physics, Istanbul, Turkey. d dAlso at Instituto de Fisica Teorica, IFT-UAM/CSIC, Madrid, Spai eAlso at TRIUMF, Vancouver, British Columbia, Canada. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … EARCH FOR ELECTROWEAK DIBOSON PRODUCTION … 151Department Physik, Universität Siegen, Siegen, Germany
152Department of Physics, Simon Fraser University, Burnaby, British Columbia, Canada
153SLAC National Accelerator Laboratory, Stanford, California, USA
154Physics Department, Royal Institute of Technology, Stockholm, Sweden
155Departments of Physics and Astronomy, Stony Brook University, Stony Brook, New York, USA
156Department of Physics and Astronomy, University of Sussex, Brighton, United Kingdom
157School of Physics, University of Sydney, Sydney, Australia
158Institute of Physics, Academia Sinica, Taipei, Taiwan
159aE. Andronikashvili Institute of Physics, Iv. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Javakhishvili Tbilisi State University, Tbilisi, Georgia
159bHigh Energy Physics Institute, Tbilisi State University, Tbilisi, Georgia
160Department of Physics, Technion, Israel Institute of Technology, Haifa, Israel
161Raymond and Beverly Sackler School of Physics and Astronomy, Tel Aviv University, Tel Aviv, Israel
162Department of Physics, Aristotle University of Thessaloniki, Thessaloniki, Greece
163International Center for Elementary Particle Physics and Department of Physics,
University of Tokyo, Tokyo, Japan
164Graduate School of Science and Technology, Tokyo Metropolitan University, Tokyo, Japan
165Department of Physics, Tokyo Institute of Technology, Tokyo, Japan
166Tomsk State University, Tomsk, Russia
167Department of Physics, University of Toronto, Toronto, Ontario, Canada
168aTRIUMF, Vancouver, British Columbia, Canada
168bDepartment of Physics and Astronomy, York University, Toronto, Ontario, Canada
169Division of Physics and Tomonaga Center for the History of the Universe,
Faculty of Pure and Applied Sciences, University of Tsukuba, Tsukuba, Japan
170Department of Physics and Astronomy, Tufts University, Medford, Massachusetts, USA
171Department of Physics and Astronomy, University of California Irvine, Irvine, California, USA
172Department of Physics and Astronomy, University of Uppsala, Uppsala, Sweden
173Department of Physics, University of Illinois, Urbana, Illinois, USA
174Instituto de Física Corpuscular (IFIC), Centro Mixto Universidad de Valencia—CSIC, Valencia, Spain
175Department of Physics, University of British Columbia, Vancouver, British Columbia, Canada
176Department of Physics and Astronomy, University of Victoria, Victoria, British Columbia, Canada
177Fakultät für Physik und Astronomie, Julius-Maximilians-Universität Würzburg, Würzburg, Germany
178Department of Physics, University of Warwick, Coventry, United Kingdom
179Waseda University, Tokyo, Japan
180Department of Particle Physics, Weizmann Institute of Science, Rehovot, Israel
181Department of Physics, University of Wisconsin, Madison, Wisconsin, USA
182Fakultät für Mathematik und Naturwissenschaften, Fachgruppe Physik,
Bergische Universität Wuppertal, Wuppertal, Germany
183Department of Physics, Yale University, New Haven, Connecticut, USA
184Yerevan Physics Institute, Yerevan, Armenia 151Department Physik, Universität Siegen, Siegen, Germany
152Department of Physics, Simon Fraser University, Burnaby, British Columbia, Canada
153SLAC National Accelerator Laboratory, Stanford, California, USA
154Physics Department, Royal Institute of Technology, Stockholm, Sweden
155Departments of Physics and Astronomy, Stony Brook University, Stony Brook, New York, USA
156Department of Physics and Astronomy, University of Sussex, Brighton, United Kingdom
157School of Physics, University of Sydney, Sydney, Australia
158Institute of Physics, Academia Sinica, Taipei, Taiwan
159aE. Andronikashvili Institute of Physics, Iv. SEARCH FOR ELECTROWEAK DIBOSON PRODUCTION … Javakhishvili Tbilisi State University, Tbilisi, Georgia
159bHigh Energy Physics Institute, Tbilisi State University, Tbilisi, Georgia
160Department of Physics, Technion, Israel Institute of Technology, Haifa, Israel
161Raymond and Beverly Sackler School of Physics and Astronomy, Tel Aviv University, Tel Aviv, Israel
162Department of Physics, Aristotle University of Thessaloniki, Thessaloniki, Greece
163International Center for Elementary Particle Physics and Department of Physics,
University of Tokyo, Tokyo, Japan
164Graduate School of Science and Technology, Tokyo Metropolitan University, Tokyo, Japan
165Department of Physics, Tokyo Institute of Technology, Tokyo, Japan
166Tomsk State University, Tomsk, Russia
167Department of Physics, University of Toronto, Toronto, Ontario, Canada
168aTRIUMF, Vancouver, British Columbia, Canada
168bDepartment of Physics and Astronomy, York University, Toronto, Ontario, Canada
169Division of Physics and Tomonaga Center for the History of the Universe,
Faculty of Pure and Applied Sciences, University of Tsukuba, Tsukuba, Japan
170Department of Physics and Astronomy, Tufts University, Medford, Massachusetts, USA
171Department of Physics and Astronomy, University of California Irvine, Irvine, California, USA
172Department of Physics and Astronomy, University of Uppsala, Uppsala, Sweden
173Department of Physics, University of Illinois, Urbana, Illinois, USA
174Instituto de Física Corpuscular (IFIC), Centro Mixto Universidad de Valencia—CSIC, Valencia, Spain
175Department of Physics, University of British Columbia, Vancouver, British Columbia, Canada
176Department of Physics and Astronomy, University of Victoria, Victoria, British Columbia, Canada
177Fakultät für Physik und Astronomie, Julius-Maximilians-Universität Würzburg, Würzburg, Germany
178Department of Physics, University of Warwick, Coventry, United Kingdom
179Waseda University, Tokyo, Japan
180Department of Particle Physics, Weizmann Institute of Science, Rehovot, Israel
181Department of Physics, University of Wisconsin, Madison, Wisconsin, USA
182Fakultät für Mathematik und Naturwissenschaften, Fachgruppe Physik,
Bergische Universität Wuppertal, Wuppertal, Germany
183Department of Physics, Yale University, New Haven, Connecticut, USA
184Yerevan Physics Institute, Yerevan, Armenia 151Department Physik, Universität Siegen, Siegen, Germany
152Department of Physics, Simon Fraser University, Burnaby, British Columbia, Canada
153SLAC National Accelerator Laboratory, Stanford, California, USA
154Physics Department, Royal Institute of Technology, Stockholm, Sweden
155Departments of Physics and Astronomy, Stony Brook University, Stony Brook, New York, USA
156Department of Physics and Astronomy, University of Sussex, Brighton, United Kingdom
157School of Physics, University of Sydney, Sydney, Australia
158Institute of Physics, Academia Sinica, Taipei, Taiwan
159aE. Andronikashvili Institute of Physics, Iv. 032007-35 032007-35 PHYS. REV. D 100, 032007 (2019) G. AAD et al. uAlso at Institucio Catalana de Recerca i Estudis Avancats, ICREA, Barcelona, Spain. p
vAlso at Department of Physics, University of Michigan, Ann Arbor, Michigan, USA. vAlso at Department of Physics, University of Michigan, Ann Arbor, Michigan, USA. p
y
y
g
g
wAlso at LAL, Universit´e Paris-Sud, CNRS/IN2P3, Universit´e Paris-Saclay, Orsay, France. xAlso at Graduate School of Science, Osaka University, Osaka, Japan. xAlso at Graduate School of Science, Osaka University, Osaka, Japan. Also at Physikalisches Institut, Albert-Ludwigs-Universität Freiburg, Freiburg, Germany. yAlso at Physikalisches Institut, Albert-Ludwigs-Universität Freiburg, Freiburg, Germany. zAlso at Institute of Physics, Azerbaijan Academy of Sciences, Baku, Azerbaijan. aa zAlso at Institute of Physics, Azerbaijan Academy of Sciences, Baku, Azerbaijan. aaAlso at Institute for Mathematics, Astrophysics and Particle Physics, Radboud University Nijmegen/Nikhef, Nijmege
Netherlands. aaAlso at Institute for Mathematics, Astrophysics and Particle Physics, Radboud University Nijmegen/Nikhef, Nijmegen,
Netherlands. bb bbAlso at Institute of Theoretical Physics, Ilia State University, Tbilisi, Georgia. bbAlso at Institute of Theoretical Physics, Ilia State University, Tbilisi, Georgia. bbAlso at Institute of Theoretical Physics, Ilia State University, Tbilisi, Georgia. ccAlso at CERN, Geneva, Switzerland. dd ddAlso at Department of Physics, Stanford University, Stanford, California, USA. ddAlso at Department of Physics, Stanford University, Stanford, California, USA. so at Department of Physics, Stanford University, S eeAlso at Manhattan College, New York, New York, USA. eeAlso at Manhattan College, New York, New York, USA. ff ffAlso at Joint Institute for Nuclear Research, Dubna, Russia. ffAlso at Joint Institute for Nuclear Research, Dubna, Russia. gAlso at Hellenic Open University, Patras, Greece. h p
y
hhAlso at The City College of New York, New York, New York, USA. ii hhAlso at The City College of New York, New York, New York, USA. ii hAlso at The City College of New York, New York
ii iiAlso at Institute of High Energy Physics, Chinese Academy of Sciences, Beijing, China. jj iiAlso at Institute of High Energy Physics, Chinese Academy of Sciences, Beijing, Ch
jj jjAlso at Department of Physics, California State University, Sacramento, USA. kk jjAlso at Department of Physics, California State University, Sacramento, USA. kk kkAlso at Moscow Institute of Physics and Technology State University, Dolgoprudny, Russia. 032007-35 ll kkAlso at Moscow Institute of Physics and Technology State University, Dolgopru
ll llAlso at D´epartement de Physique Nucl´eaire et Corpusculaire, Universit´e de Gen`eve, Gen`eve, Swit llAlso at D´epartement de Physique Nucl´eaire et Corpusculaire, Universit´e de Gen`eve, Gen`eve, Switzerlan Department of Physics and Astronomy, University o nnAlso at Louisiana Tech University, Ruston, Louisiana, USA. nnAlso at Louisiana Tech University, Ruston, Louisiana, USA. y
ooAlso at School of Physics, Sun Yat-sen University, Guangzhou, China. ooAlso at School of Physics, Sun Yat-sen University, Guangzhou, China. r Nuclear Research and Nuclear Energy (INRNE) of the Bulgarian Academy of Sciences, Sofia, Bulg Also at Institute for Nuclear Research and Nuclear Energy (INRNE) of the Bulgarian Academy of Scie ppAlso at Institute for Nuclear Research and Nuclear Energy (INRNE) of the Bulgarian Aca at Institute for Nuclear Research and Nuclear Energ qqAlso at Faculty of Physics, M.V. Lomonosov Moscow State University, Moscow, Russia. at Faculty of Physics, M.V. Lomonosov Moscow State University, Moscow, Russia. qqAlso at Faculty of Physics, M.V. Lomonosov Moscow State University, Moscow, Russia. rrAlso at Department of Applied Physics and Astronomy, University of Sharjah, Sharjah, United Arab rrAlso at Department of Applied Physics and Astronomy, University of Sharjah, Sharjah, U p
pp
y
y,
y
j
,
j
,
ssAlso at Institut für Experimentalphysik, Universität Hamburg, Hamburg, Germany. p
pp
y
y
y
j
j
ssAlso at Institut für Experimentalphysik, Universität Hamburg, Hamburg, Germany. tt ttAlso at CPPM, Aix-Marseille Universit´e, CNRS/IN2P3, Marseille, France. ttAlso at CPPM, Aix-Marseille Universit´e, CNRS/IN2P3, Marseille, France uuAlso at National Research Nuclear University MEPhI, Moscow, Russia. uuAlso at National Research Nuclear University MEPhI, Moscow, Russia. Also at National Research Nuclear University MEPhI, Moscow, Russia. vvAlso at Institute for Particle and Nuclear Physics, Wigner Research Centre for Physics, Budapest, Hungary. y
e for Particle and Nuclear Physics, Wigner Research Centre for Physics, Budapest, Hungary. vvAlso at Institute for Particle and Nuclear Physics, Wigner Research Centre for Physics, Budapest, H vvAlso at Institute for Particle and Nuclear Physics, Wigner Research Ce wwAlso at Giresun University, Faculty of Engineering, Giresun, Turkey. wwAlso at Giresun University, Faculty of Engineering, Giresun, Turkey. xxAlso at Institute of Physics, Academia Sinica, Taipei, Taiwan. xxAlso at Institute of Physics, Academia Sinica, Taipei, Taiwan. 032007-36
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https://openalex.org/W3119226716
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https://zenodo.org/record/4023338/files/FinalPaper_Thomas_R%C3%A9my.pdf
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English
| null |
A High Frequency Self-Reconfigurable Battery for Arbitrary Waveform Generation
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World electric vehicle journal
| 2,021
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cc-by
| 8,517
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Summary This article presents an innovative self-reconfigurable battery (SRB) architecture, which is able to generate
directly at its output any waveform signals. Thanks to the specific characteristic of the proposed system, it is
even possible to dispense with any AC charger. Although the individual control of each cell in the battery pack
to perform an efficient active cell balancing has been already studied in the literature, the system presented in
this article is the first of its kind. This article describes a real prototype of a high frequency SRB of 128 cells and
demonstrates that it can be charged without any dedicated charger directly on the electrical grid, by generating a
sinusoidal waveform voltage, while perfectly balancing the cells in real time. Keywords: Battery Management System (BMS), Self-Reconfigurable Battery (SRB), multilevel converter, high
efficiency conversion, active balancing. A High Frequency Self-Reconfigurable Battery for Arbitrary
Waveform Generation
R. Thomas1, G. Despesse1, S. Bacquet1, E. Fernandez1, Y. Lopez1, P. Ramahefa-andry1, L.
Cassarino1
1CEA, Minatec Campus, Univ. Grenoble Alpes, F-38000 Grenoble, France, remy.thomas@cea.fr 1CEA, Minatec Campus, Univ. Grenoble Alpes, F-38000 Grenoble, France, remy.thomas@cea.fr 33nd Electric Vehicle Symposium (EVS33)
Portland, Oregon, June 14 - 17, 2020 33nd Electric Vehicle Symposium (EVS33)
Portland, Oregon, June 14 - 17, 2020 A High Frequency Self-Reconfigurable Battery for Arbitrary
Waveform Generation
R. Thomas1, G. Despesse1, S. Bacquet1, E. Fernandez1, Y. Lopez1, P. Ramahefa-andry1, L. Cassarino1
1CEA, Minatec Campus, Univ. Grenoble Alpes, F-38000 Grenoble, France, remy.thomas@cea.fr 1 Introduction Lithium-ion batteries are widely seen as a promising solution for both power generation, as in electric vehicles,
and energy storage, to cope with the variable and intermittent renewable energy. Despite providing great
performance through high energy density and long service life, lithium-ion batteries require an accurate
monitoring to ensure the user’s safety. Indeed, high temperature, overcharge and over-discharge damage the cell
and endanger the user. Therefore, all battery pack includes a Battery Management System (BMS) to stop charging
and discharging the battery as soon as one cell exits its safe operating area, as described in [1]. This represents a critical limitation as unbalancing State of Health (SoH) can cause some weak cells to reach end
of charge and discharge much sooner than others [2]. According to [3], 350 cycles separate the end of life of the
best and worst cells of a same battery pack. For technical, economic and environmental considerations, balancing
strategies [4] were developed to equalize the state of charge of cells. Typical balancing used in most of manufactured Li-ion battery systems consists in dissipating some energy of
the fully charged cells to achieve the charge of the other cells. This solution compensates only a difference in
coulometric efficiency between cells and not a difference in capacity. It is always the weakest cell that limits the EVS33 EVS33 1 1 capacity of the full battery pack and which ends up being the most exploited. Then the weakest cell becomes the
most aging, which increases capacity differences over the time. capacity of the full battery pack and which ends up being the most exploited. Then the weakest cell becomes the
most aging, which increases capacity differences over the time. In order to use the full capacity of all cells of a battery pack, more advanced balancing strategies are applied such
as active balancing, which use power electronic components to exchange energy from the strongest cells to the
weakest ones. Other strategies use Self Reconfigurable Battery architectures (SRB) enabling to manage the
average current drawn on each cell to provide the output power [5]. Some studies address the efficiency
improvement of adjusting the output voltage by such battery reconfiguration compare to the use of an external
DC/DC converter [6]. Others have proposed to generate a staircase shape sinusoidal waveform in order to replace
the AC/DC battery charger [7] as well as the DC/AC motor inverter [8]. 1 Introduction This is an attractive prospect as it is well
known that a great amount of energy is lost in AC-DC inverters [9]. Staircase shape waveform are usually generated from multilevel converters using carrier phase shift Pulse Width
Modulation (PWM) or carrier cascaded PWM [10]. Modular Multilevel Converter (MMC) with Battery Energy
Storage System (MMC-BESS) have been proposed as a new three-phases topology using SRB for the traction
drive [11] as well as for stationary batteries for fast charge EV charging station [12] [13]. In those studies, MMC-
BESS are used in single star topology with cascaded H-Bridge, or whether in dual-star topology with only half-
bridge chopper switches and twice the required number of cells. Both incorporate one to several cells in series
per adjustable series level in the MMC. Due to the high number of levels, the generated three-phase AC signal
offers a low total harmonic distortion (THD) on the output voltage and current. This considerably reduces the
need for output power filtering and shows direct benefits on the motor efficiency [14]. Among the SRBs capable
of generating sinusoidal waveforms, few offer direct on-grid recharging and all use cascaded carrier PWM control
schemes. These, when embedded, are implemented on DSP and FPGA targets, and refreshed at only few KHz. Moreover, sudden fluctuations in network voltage require immediate adjustment of the output voltage, which can
be difficult to achieve with such control schemes. In addition, the occurrence of cell faults requires the ability to
overcome failures to avoid unexpected carrier offset under various modulation indices [15]. This paper demonstrates the feasibility of embedding cell-switching strategies in a microcontroller with the use
of field buses, low voltage MOSFET as well as a single current sensor. The aim is to obtain a cost efficient SRB
able, on the one hand, to charge itself directly on the power grid while reducing the requirement of passive
filtering components, on the other hand to generate a perfect output waveform signal. All this while allowing the
exclusion of defective cells and performing real-time cells balancing. For this purpose, this document is
composed as follows: a first section introduces SRB fundamentals as well as those more specific of the proposed
system. A second section describes the hardware architecture implemented. Then, a third section describes the
software advanced functions. 1 Introduction A following section presents the experimental results, such as SoC balancing, THD
and efficiency of the HF SRB, through the implementation of a real demonstrator of 128 cells. Finally, a last
section concludes on the performances demonstrated by the results obtained and develops the perspectives that
follow. 2 SRB fundamentals Figure 1: Staircase shape sine waveform generated by N-level SRB
Level 1
N
…
Level n+1
Level n
Level n-1
…
(H-Bridge toggle @ T/2 and T)
Level 1
t
U
T
T/2
0
1 cell
n-1 cells
n cells
n+1 cells
N cells
𝑇𝑖𝑚𝑒𝑆𝑡𝑒𝑝=
𝑇
𝑁௫∗2 ∗𝜋
𝑁௫=
(𝑈௦∗
2) + 𝑡𝑜𝑙𝑒𝑟𝑎𝑛𝑐𝑒 %
𝑈𝑙𝑒𝑣𝑒𝑙୫୧୬
Ulevel
Ulevel
2
delay
Control time step Control time step 𝑇𝑖𝑚𝑒𝑆𝑡𝑒𝑝 Level 1 Figure 1: Staircase shape sine waveform generated by N-level SRB When taking EU electrical network voltage as an example, which is 230 VRMS +/- 10% with a frequency of 50
Hz, and using cells which the specified end of discharge threshold is 2800 mV, Nmax reaches 128 and the related
minimum time step is then about 25 µs, which corresponds to an equivalent switching frequency of 40 kHz. This
frequency can be reduced if more than one level can be switched at each control time step. Note that the battery
pack could include additional cells that could be used to provide the maximum voltage output in case of cell
failures; therefore, the number of cells could be greater than Nmax without affecting TimeStepmin. Recharging an SRB directly on the electrical network consists in tracking the electrical network voltage and
applying a slightly smaller voltage at the SRB output. The small voltage difference 𝛿𝑉 is applied to the internal
impedance of the SRB 𝑍ௌோ. This induces a current exchange approximately proportional to that voltage
difference which can reaches 0.5 A/V for a SRB of 128 levels of single 18650 NMC cells as Sony VTC6. Therefore, generating a waveform for charging purpose imply a tightly synchronization with the electrical
network voltage waveform to avoid any excessive current exchange due to control time delay, as detailed in
section 4.2. The periodic aspect of the electrical network voltage facilitates this control. However, it can present
stochastic deformations, which is why a power filtering stage is usually required in existing SRBs to filter out
these unpredictable disturbances. The control strategy implemented in the proposed system is then quite different than carrier cascaded PWM in
order to be embedded on microcontrollers. Here, a nearest level control (NLC) is performed. The number of
serial levels to activate is then determined in real-time by rounding up to the nearest integer the real value given
by a closed-loop control. 2 SRB fundamentals The key idea of SRB is to introduce individual control of each cell in the battery pack thanks to dedicated switches
placed in series and in parallel with each cell. With such management, it becomes possible to disconnect only the
weakest or damaged cells and provide the required power with the remaining ones. Moreover, bypassing switches
offer the capability to adjust the number N of cells placed in serial and thus to adjust the output voltage of the
battery. The generation of an AC waveform voltage from a SRB rely on the sequential superimposition of each
cell voltages resulting in a staircase shape signal as shown in Fig. 1. A cell insertion increases the output voltage
of one cell voltage, we name that voltage increment a “Level”, “Level 1” being the first step, and “Level n”, the
nth step. A level is not attached to a particular cell, any cell of the battery pack can ensure that level. As shown on
Fig.1, each level performs four switching operation within a sinusoidal period. Therefore, in order to generate a
50 Hz sinusoidal waveform, the switching frequency of a level is 200 Hz. However, in order to generate an
accurate waveform in its steepest part, it is necessary to respect a minimum time TimeStepmin between two level EVS33 2 2 changes. In the case of a sine wave, the min time step must be less than or equal to the period of the fundamental
harmonic of the voltage over more than six times the number of levels Nmax. changes. In the case of a sine wave, the min time step must be less than or equal to the period of the fundamental
harmonic of the voltage over more than six times the number of levels Nmax. 2 SRB fundamentals The use of NLC for SRB driving have been compared with carrier cascaded PWM in
[16]. It is shown that PWM control patterns tend to have a better THD when a low number of serial levels is used,
while NLC induces less loss due to the reduced amount of commutations. This study has been done on a SRB of
9 levels of unit blocks having 5 cells in series, therefore the NLC THD results should be better with higher
number of levels. Figure 2: On the fly cells switch principle
Waveforms generated with our system are similar to those from carrier cascaded PWM but the management of
electrical grid disturbances as well as cells faults are now possible within a half cycle of the sinusoidal voltage
without signal perturbation. A control loop updates the reference waveform in real time, which allows a forthwith
Cell A
Cell A
2
Cell C
Cell C
Cell C
6
5
4
3
Cell A “ON”
Cell C “ON”
Cell B “ON”
(Swap 1)
Cell B “OFF”
Cell G “ON”
U
t
New cell ranking
(Cell B fault)
(Swap 2)
Cell G “OFF”, Cell J “ON”
Cell C “OFF”
Cell D “OFF”
Cell A “OFF”
Cell J “OFF”
Cell D “ON”
4th
level
3rd
level
2nd
level
1st
level
t1
t2
t3
t4
t5
t6
t7
t8
t9
t10
Cell D
Cell G
1
Cell A
Cell B
Cell D
Cell G
Cell
order
Cell J
Cell G
Cell J
Available
cells number
Cell J
Cell D
X
t < t4
X
t4< t < t6
X
t > t6 Figure 2: On the fly cells switch principle
Cell A “ON”
Cell C “ON”
Cell B “ON”
(Swap 1)
Cell B “OFF”
Cell G “ON”
U
t
New cell ranking
(Cell B fault)
(Swap 2)
Cell G “OFF”, Cell J “ON”
Cell C “OFF”
Cell D “OFF”
Cell A “OFF”
Cell J “OFF”
Cell D “ON”
4th
level
3rd
level
2nd
level
1st
level
t1
t2
t3
t4
t5
t6
t7
t8
t9
t10 level Figure 2: On the fly cells switch principle Figure 2: On the fly cells switch principle Waveforms generated with our system are similar to those from carrier cascaded PWM but the management of
electrical grid disturbances as well as cells faults are now possible within a half cycle of the sinusoidal voltage
without signal perturbation. 2 SRB fundamentals A control loop updates the reference waveform in real time, which allows a forthwith Waveforms generated with our system are similar to those from carrier cascaded PWM but the management of
electrical grid disturbances as well as cells faults are now possible within a half cycle of the sinusoidal voltage
without signal perturbation. A control loop updates the reference waveform in real time, which allows a forthwith EVS33 3 management of the electrical network voltage perturbations. The First In First Out (FIFO) principle is applied to
connect and disconnect the cells. The selection of the cell to be connected or disconnected is performed on the
fly in a priority order provided by a balancing algorithm. The failing cells are handled forthwith without
disturbing the generated waveform thanks to a cell swap operation. The cell use priority order is given by a
ranking X(t), which is updated over the time from the availability of the cells and by the balancing algorithm. As
illustrated in Fig. 2, the first four levels are connected from time t1 to t4 according to the reference signal. At time
t5, a fault occurs on cell B, which is associated with the third level. This faulty cell is disconnected and instantly
removed from the list of available cells list in the ranking X(t). This ranking gives cell G as the next available
cell to be connected in replacement of the faulty cell. At time t6, the cell ranking X(t) is updated by the balancing
algorithm. Cell G, now with rank five, is immediately replaced by cell J which has now rank four. Then cell J is
disconnected at t7 when only three levels are required in order to follow the theoretical waveform. At time t8,
only two levels are required and cell C is disconnected as requested by the ranking X(t). At time t9, only one level
is required and the cell D is disconnected. At time t10, the zero-crossing point of the voltage is reached. The cell
A is disconnected and then all cells are bypassed. The negative part of the waveform is generated thanks to
inverter H-Bridges distributed on each module containing 4 cells (see Fig. 3) and cells are connected successively
in the order given by the cell ranking X(t) (cell A first). The following sections show how the CEA has
implemented the innovations presented above. 3.1
Master/Slave organization Distributed systems have been commonly used in classical BMS implementation to address large cable bundles
issues. They are based on a central unit and multiple remote units where remote units are arranged against groups
of cells. SRB requires the use of switches whose number and control complexity increases with the number of
cells used as well as the number of degrees of freedom it integrates (serial, parallel, serial and parallel, etc...). Some works address the complexity of a centralized control of all switches by using neural network and
reinforcing learning to optimize the control strategy [17]. Others propose the use of different levels of abstraction
distributed on different processing units to reduce this complexity [18]. Others even propose to distribute the
control decision at different levels [19] [20]. EVS33
4
Figure 3: HF SRB hardware architecture
We propose to exploit the concept of distributing switches and their physical drivers over the battery pack while
maintaining centralized control of the overall cell layout and monitoring. For this purpose, the SRB is divided
into remote modules named “Slave” and a central module named “Master”. As argued in section 3.4, each Slave
is composed of four serial cells connected through half-bridge chopper circuits, an H-Bridge to reverse the
polarity of the module, and a local controller. Then Slaves are chained to reach the required output voltage. An
External data bus
Voltage/current requirements
Slave 2
Neutral (com)
Iout
Vout
Insulated internal
data bus
Half-bridge
Chopper circuits
C1
C3
C2
C4
Inverter
H-bridge
Switch
drivers
Local
Controller
U, T°
sensors
Master Controller
U, I, T°
sensors
Voltages/current
management
Cell selector
ensuring BMS
Iout > 0
L1
SW1
F1
L2
SW2
F2
VN
VG
VN
100 µH
1 mH
Slave 1
Slave N
Master
… Figure 3: HF SRB hardware architecture
External data bus
Voltage/current requirements
Slave 2
Neutral (com)
Iout
Vout
Insulated internal
data bus
Half-bridge
Chopper circuits
C1
C3
C2
C4
Inverter
H-bridge
Switch
drivers
Local
Controller
U, T°
sensors
Master Controller
U, I, T°
sensors
Voltages/current
management
Cell selector
ensuring BMS
Iout > 0
L1
SW1
F1
L2
SW2
F2
VN
VG
VN
100 µH
1 mH
Slave 1
Slave N
Master
… Local
Controller Figure 3: HF SRB hardware architecture We propose to exploit the concept of distributing switches and their physical drivers over the battery pack while
maintaining centralized control of the overall cell layout and monitoring. 3.1
Master/Slave organization For this purpose, the SRB is divided
into remote modules named “Slave” and a central module named “Master”. As argued in section 3.4, each Slave
is composed of four serial cells connected through half-bridge chopper circuits, an H-Bridge to reverse the
polarity of the module, and a local controller. Then Slaves are chained to reach the required output voltage. An We propose to exploit the concept of distributing switches and their physical drivers over the battery pack while
maintaining centralized control of the overall cell layout and monitoring. For this purpose, the SRB is divided
into remote modules named “Slave” and a central module named “Master”. As argued in section 3.4, each Slave
is composed of four serial cells connected through half-bridge chopper circuits, an H-Bridge to reverse the
polarity of the module, and a local controller. Then Slaves are chained to reach the required output voltage. An EVS33 EVS33 4 4 overview of the overall hardware architecture is given in Fig 3. 𝑉௨௧ is the output-to-com voltage of the HF SRB,
𝑉ே is the line-to-neutral voltage into which the AC charger voltage comes in, and 𝑉 is the generated AC voltage
for the batteries discharging. The Master module is in charge of managing all slave modules thanks to a master controller. It estimates the state
of each cell and manages the safety according to data collected through the remote modules (mainly cells’ voltage
and temperature). The selection of the cells to be inserted in the power path is performed in the master controller
while Slaves ensures switches actuation and cells parameters measurement. However, [19] advises to perform
the cell selection in a distributed way, otherwise the control latency will increase significantly with the number
of serial levels used in a SRB. In section 4.1 we will show how to deal with this issue and what is the impact of
increasing the number of levels over the driving latency with the proposed solution. The centralized management
of the SRB allows to use very low-cost local controllers. The use of a shared communication bus is required in
order to reduce the number of wires in the system. These must be carefully designed to withstand disturbances
related to switching, as shown in the section 3.2. 3.2
Communication buses The splitting of the SRB into a distributed system requires the use of a reliable communication bus for safety
reasons. The generation of arbitrary waveforms implies real-time constraints on the transmitted commands. The
CAN bus is reliable but not suitable for transmitting commands at high frequency. The reliability of a faster real-
time communication bus like USART can be enhanced by the use of a differential transmission lines as well as
additional software mechanisms such as cyclic redundancy check (CRC). Switch command messages are less critical than cells voltage and cells temperature data. Indeed, the safety of
the switch control is ensured at the level of the local controller while the real time control loop performed at the
master can compensate a wrong number of activated serial levels as soon as the next control time period occurs. We propose to separate real-time data from critical data by using a combination of CAN and RS485 busses. In
this way, real-time data can be transmitted at higher frequency while critical data can be safely transmitted at low
frequency with a lower bandwidth. 3.3
SRB control strategy Iteratively changing the number of serially active levels allows the master controller to communicate individually
and asynchronously with each local controller in order to locally modify the configuration of the cells. Thus, each
local controller is only called when one of its cells is concerned by the refresh of the serial arrangement. The
control frequency is limited by the master controller since the local controllers are called asynchronously at low
frequency. While this sequential control has the potential to allow high command frequencies, only a few serial
levels can be controlled at a time, as the length of the control message is limited by the length of the control
period. A higher control frequency could be achieved by distributing the control of the slaves over several buses. An alternative could be to transmit the required number of active levels in series to all the local controllers in a
single message sent over the real-time communication bus. The rank of each local controller could be transmitted
in the background at low frequency on the CAN communication bus. This way, the full voltage amplitude of the
SRB can be reached forthwith in one step. In counterpart, all local controllers are called up at each control
command, even if this is unnecessary. The local controllers have to be as inexpensive and low power as possible
due to the large amount used in the SRB. Therefore, the use of low power microcontrollers limits the call up
frequency rate. For direct charging of the SRB on the electrical grid, a moderate rise time is acceptable if the control frequency
is sufficient. The rest of this study is therefore based on asynchronous iterative control of the local controllers
performed at 20 kHz with a maximum of three slave calls per control period, hence between 1 and 12 levels for
each control periods. This reduces the computing power required by the local controller sufficiently to allow the
use of microcontrollers operating at frequencies as low as 48 MHz, such as the STM32F091. EVS33 5 5 3.5
Master As for the case of central units of classical BMS, the master controller centralizes all cell voltage and temperature
measurements transmitted by the local controllers. It is interfaced with the outside of the HF SRB, which provides
operating mode instructions (charge/discharge mode, 48 VDC, 230 VAC, etc...) and to which it transmits status
information such as SoC, SoP and SoH battery states thanks to implemented estimators. It is also the place where
all the tasks that cannot be distributed to the local controllers are carried out, such as measuring the battery pack
current, managing the main power relays or monitoring their upstream and downstream voltages. More specifically to the HF SRB management, the master controller is in charge of the optimal selection of the
cells to be put in series and the others to be bypassed, as well as the transmission of the corresponding commands
to the local controllers involved. The selection of the cells is performed according to a priority order provided by
a balancing algorithm. This algorithm sorts the cell from multiple criteria as voltage, temperature, state of charge,
of health, of power, of energy or even impedance. The master controller’s computing power requirement is similar
to central units of classical BMS thanks to the real time architecture described in section 4.1. A 32-bit
microcontroller of around 200 DMIPS, running at frequencies up to 200 MHz such as the STM32F7 is sufficient. This kind of microcontroller is available for a target price as low as $2 for 10k units. 3.4
Slave switches choice and thermal considerations Switching losses are theoretically very low due to the low voltage and low switching frequency of each switch. With regard to conduction losses, the internal impedance of switches is generally proportional to their nominal
voltage. The sum of the impedances of the switches in series should correspond to that of a conventional inverter. Thus, the conduction losses should be equivalent. Moreover, unlike conventional inverters, the heat distribution
over the entire battery pack does not require a specific cooling system. In addition, the choice of the number of
switches used in parallel makes it possible to adjust the conduction losses relative to the losses induced by the
internal impedance of the cells through which the same current flows. However, there is no point in reducing the
conduction losses of the switches too much, as the impedance of the cells generates large joule losses. Thus, an impedance ratio of 1/10 has been targeted in order to make the conduction losses of the switches
negligible compared to those presented by the cells themselves. From a thermal point of view, this means that
the additional heating near the cells will be of the order of 10%. In other words, 90% of the heating observed in
the HF SRB will be due to the self-heating of the cells. In addition to the inverter's cooling specific system saving,
the prospect of carrying out cell temperature balancing offers the possibility of relieving the constraints applied
on the thermal management system of the battery pack. 4.2
Nearest level control loop There are two different control systems in the HF SRB’s software to manage AC voltage generation during
discharge (Fig. 6) and the charge of the batteries with AC voltage (Fig. 7). There are two different control systems in the HF SRB’s software to manage AC voltage generation during
discharge (Fig. 6) and the charge of the batteries with AC voltage (Fig. 7). discharge (Fig. 6) and the charge of the batteries with AC voltage (Fig. 7). Figure 6: Synoptic bloc of the Discharge Control System
The output of each of them has a System Command Generator (SCG) bloc (Fig. 6) to convert a voltage command
to the number of series cells ∆𝑛 to be added or removed from the HF SRB output. 𝑘ெ is the maximum number
of series cells that the system can be applied at the same time (cells added if positive and cells removed if
negative) and 𝑉ெ௫ is the maximum voltage of one cell (4.2V for NMC Lithium battery). The Discharge
Control System (DCS) includes two sub-control loops: a Current Limit Control (CLC) to ensure that 𝐼௨௧
amplitude never exceeds 𝐼ூெூ், and a Voltage Control (VC) to ensure that 𝑉௨௧ follows 𝑉. The target AC
voltage data points, that was obtained by sampling a 230VAC-50Hz sinusoidal signal to 20kHz, are stored in a
Look-Up-Table (LUT). The latter is then multiplied by a factor 𝛼 to produce 𝑉 with 0 ≤𝛼≤1. 𝛼 is decreased
by CLC to lower 𝑉௨௧ when the outputting current 𝐼௨௧ is too high. The derivative part of the Proportional-Integral-Derivative (PID) controller used in CLC has a primordial
function to anticipate the variation of 𝐼௨௧ when it lags behind 𝑉௨௧ in the case of inductive load. As the derivative
function is sensitive to the measurement noises, a Low-Pass Filter (LPF) is added to become a Filtered PID. In VC the Phase Advance Filter (PAF) compensates the delay 𝜑introduced by the HF SRB system response to Figure 6: Synoptic bloc of the Discharge Control System Figure 6: Synoptic bloc of the Discharge Control System The output of each of them has a System Command Generator (SCG) bloc (Fig. 6) to convert a voltage command
to the number of series cells ∆𝑛 to be added or removed from the HF SRB output. 4.1
Real time architecture Figure 5: Schedule of a period of the HF SRB control algorithm performed in the master controller
Measures
Cells fault handler
Cells
selection
Coulometry
Control
loop
Cells CMD Tx
Background processes
Background processes
1st period part
2nd period part
Control process period ( 50 µs ) Figure 5: Schedule of a period of the HF SRB control algorithm performed in the master controller Fig. 5 details the scheduling of those tasks gathered inside a process called “control process” and performed at
each control period. One can see that most of the tasks are performed in the order of their dependencies while the
balancing task is performed in background over many control periods. The control process is split into two parts. The first period part determines the command frames to send to the slaves. Its duration could have jitter due to
the variability of some algorithms as cells selection and coulometry. The second part corresponds to the sending
of the command frames. Both parts of the process are triggered by timer events in order to avoid jitter on the
frequency of the command frame sending (see Fig. 8.c for real chronograms). 4.1
Real time architecture The master controller performs asynchronous control of the remote modules to make an iterative adjustment of
the overall number of active serial levels. This number is determined by a nearest level control method from a
reference given by a regulation loop. The reference signal is calculated in real time in order to be able to follow
sudden changes in the electrical grid voltage. Each cell is activated following an order of priority established by
a balancing algorithm. This one uses cell voltage and temperature measurements as well as cell state indicators
provided by the estimation algorithms. A block diagram shows interactions between those tasks in Fig. 4 Figure 4: Block diagram of the HF SRB control algorithm performed in the master controller
Cells fault
Handler
Cells selection
and control
U, I, P Near level
Control loop
Coulometry
Cells
Balancing
Cells
Ah
Serial nb
active levels
Cells
Ranking
Cell
States
HF SRB
U/I
Cells
U/T°C
HF SRB U, I, P
RMS target
Cells
CMD
Measures Figure 4: Block diagram of the HF SRB control algorithm performed in the master controller
Cells fault
Handler
Cells selection
and control
U, I, P Near level
Control loop
Serial nb
active levels
Cells
Ranking
Cell
States
HF SRB U, I, P
RMS target
Cells
CMD Figure 4: Block diagram of the HF SRB control algorithm performed in the master controller EVS33 6 It is then necessary to organise the computation of all of those tasks in order to respect the minimum control time
step mentioned before. Real-time computation of the required number of active levels requires measurements of
the output voltage and current, at least at the same frequency as that used for serial level control. Moreover, for
cost-effective considerations, the overall HF SRB integrates only one current sensor. In our system, we choose
to base the states of charge estimator on coulometry. It is then required to perform an individual coulometry
estimation of each cell at the control frequency, in order to take into account the serial/bypass state of each cell. Using the same frequency to perform all those tasks simplifies the scheduling of their sequential computation. 4.2
Nearest level control loop The PC bloc determines and controls the delay ∅ௗ௩ of the feedback
current 𝐼௨௧
∗
with respect to 𝑖
∗
(simultaneously 𝑉ே) toward to make the charge current and voltage in phase. The
LPF is a first order filter where 𝜏= 100µ𝑠. Figure 7: Synoptic Bloc of the Charge Control System Figure 7: Synoptic Bloc of the Charge Control System The Charge Control System (CCS) aims to charge the HF SRB from any electrical AC voltage sources by
applying an output voltage 𝑉௨௧ with the same pace and in phase with the charge voltage 𝑉ே, while ensuring an
instantaneous charge current in phase with the both voltages 𝑉௨௧ and 𝑉ே. As a result, the potential reactive power
consumed by any inductive components in the system, such as 𝐿ଵ and 𝐿ଶ, will be removed. Hence, the CCS
includes three main blocs: a Current Reference Generator (CRG) bloc, a Phase Control (PC) bloc and a Voltage
Drop Control (VDC) bloc. The CRG bloc generates two current references signal obtained from 𝑉ே and then, in
phase with it: 𝑖 is the instantaneous current that 𝐼௨௧ should look like (same pace and effective value 𝐼ாிி) and
𝑖
∗
is the normalized value of 𝑖. The PC bloc determines and controls the delay ∅ௗ௩ of the feedback
current 𝐼௨௧
∗
with respect to 𝑖
∗
(simultaneously 𝑉ே) toward to make the charge current and voltage in phase. The
LPF is a first order filter where 𝜏= 100µ𝑠. Finally, the VDC bloc controls the differential voltage ∆𝑉 between 𝑉ே and 𝑉௨௧ to keep 𝐼௨௧
∗
close to 𝑖. To
obtain ∆𝑉, the control loop estimates the equivalent resistor 𝑅 between batteries and the AC charger that
includes batteries ESR, inductors internal resistance, wire resistance and so on. In practice, 𝑉ே is not directly
connected to 𝑉௨௧ at the start-up of the control system to avoid short-circuiting and damaging the charger and the
HF SRB system. The solution is to synchronize 𝑉ே and 𝑉௨௧ when 𝐼௨௧= 0𝐴 (𝑆𝑊ଵ off) and to make 𝑉ே’s
amplitude slightly higher than 𝑉௨௧’s one to allow current flows from AC charger to HF SRB after switching on
𝑆𝑊ଵ. To do this, 𝐼௨௧
∗
is first equal to the modelled current 𝐼௨௧ௌ until |∅ௗ௩| < 0.01, the necessary condition
to switch on the power relay 𝑆𝑊ଵ, and then use 𝐼௨௧ as a feedback input current. 4.2
Nearest level control loop 𝑘ெ is the maximum number
of series cells that the system can be applied at the same time (cells added if positive and cells removed if
negative) and 𝑉ெ௫ is the maximum voltage of one cell (4.2V for NMC Lithium battery). The Discharge
Control System (DCS) includes two sub-control loops: a Current Limit Control (CLC) to ensure that 𝐼௨௧
amplitude never exceeds 𝐼ூெூ், and a Voltage Control (VC) to ensure that 𝑉௨௧ follows 𝑉. The target AC
voltage data points, that was obtained by sampling a 230VAC-50Hz sinusoidal signal to 20kHz, are stored in a
Look-Up-Table (LUT). The latter is then multiplied by a factor 𝛼 to produce 𝑉 with 0 ≤𝛼≤1. 𝛼 is decreased
by CLC to lower 𝑉௨௧ when the outputting current 𝐼௨௧ is too high. The derivative part of the Proportional-Integral-Derivative (PID) controller used in CLC has a primordial
function to anticipate the variation of 𝐼௨௧ when it lags behind 𝑉௨௧ in the case of inductive load. As the derivative
function is sensitive to the measurement noises, a Low-Pass Filter (LPF) is added to become a Filtered PID. In VC, the Phase Advance Filter (PAF) compensates the delay 𝜑 introduced by the HF SRB system response to
its command ∆𝑛. Therefore, this controller makes the control loop response faster with more stability. In VC, the Phase Advance Filter (PAF) compensates the delay 𝜑 introduced by the HF SRB system response to
its command ∆𝑛. Therefore, this controller makes the control loop response faster with more stability. EVS33 7 Figure 7: Synoptic Bloc of the Charge Control System
The Charge Control System (CCS) aims to charge the HF SRB from any electrical AC voltage sources by
applying an output voltage 𝑉௨௧ with the same pace and in phase with the charge voltage 𝑉ே, while ensuring an
instantaneous charge current in phase with the both voltages 𝑉௨௧ and 𝑉ே. As a result, the potential reactive power
consumed by any inductive components in the system, such as 𝐿ଵ and 𝐿ଶ, will be removed. Hence, the CCS
includes three main blocs: a Current Reference Generator (CRG) bloc, a Phase Control (PC) bloc and a Voltage
Drop Control (VDC) bloc. The CRG bloc generates two current references signal obtained from 𝑉ே and then, in
phase with it: 𝑖 is the instantaneous current that 𝐼௨௧ should look like (same pace and effective value 𝐼ாிி) and
𝑖
∗
is the normalized value of 𝑖. 5.2
Waveform generation Fig. 9 shows the experimental waveforms when a battery of 128 VTC6 cells was discharging (a) and when it was
charged up at the rated power of 280 W (b). THD measurements has been performed from a HIOKI PW6001-16
used with a current probe HIOKI 20A CT 6841-05. Those are reported as superposed screen captures in Fig. 9. The difference of current displayed on the HIOKI screen capture is due to the use of 5 wire turns around the
current probe to improve its precision. One can see that the voltage THD of the HF SRB output is less than 0.3% when it discharges with a serial
inductance of 100 µH. For security reason, a rectifier diode stage has been added at the charging input of the HF
SRB to prevent outputting current on its connector. Indeed, a male plug is used in order to demonstrate the
simplicity of connecting the prototype to the electrical grid. The control loop has been modified to follow the
incoming rectified voltage while absorbing a near sinusoidal charging current waveform and in phase with this
voltage. The current THD was about 15.6% with a serial inductance of 1.1 mH and a charge current of only 1.2
ARMS. A better current THD should be achieved for higher charge current if more than one parallel cell is used. Figure 9: HF SRB 230Vac 50Hz waveforms
5.3
Efficiency
The efficiency is measured in discharge mode and at different current levels on one slave of 4 NMC cells and is
extrapolated to estimate the efficiency of the full HF SRB. The slave is driven to generate a sinusoidal voltage of
+/- 4 serial levels at 50 Hz. The applied discharge powers vary from 3 WRMS to 125 WRMS using an adjustable
power resistor from 100 to 0 Ω. The equipment used to perform the efficiency measurement is a HIOKI PW6001-
16. Each of the 4 cells is instrumented with a current probe HIOKI 20A CT 6841-05 +/- 0.3% and their voltage
is measured directly by the measuring device at +/- 0.02%. The output current of the slave is instrumented with
a HIOKI 50A probe +/- 0.05% and its voltage is measured directly by the measuring instrument. Figure 9: HF SRB 230Vac 50Hz waveforms 0V
50H
f Figure 9: HF SRB 230Vac 50Hz waveforms 5 Experimental results pe
e ta
esu ts
Figure 8: Cells balancing of HF SRB on direct charge with electrical grid and control process period Figure 8: Cells balancing of HF SRB on direct charge with electrical grid and control process period Figure 8: Cells balancing of HF SRB on direct charge with electrical grid and control process period EVS33 8 8 Following experimentations are performed on a real HF SRB of 1 master and 32 slaves integrating 128 NMC
cells for a rated power output of 2 kW. An overall capacity of 1 kWh is achieved in a volume of 14.5 L. The
Master and one Slave unit are shown in Fig. 8.b and a chronogram of the control process period is shown in (c). 5.1
Cells balancing A complete charge performed at C/2 on the electrical grid from an initial SoC imbalance of 60% shows that the
128 cells are perfectly balanced before the end of charge. The SoC and cell voltage signals transmitted from CAN
bus are reported on Fig. 8.a. 5.3
Efficiency The efficiency is measured in discharge mode and at different current levels on one slave of 4 NMC cells and is
extrapolated to estimate the efficiency of the full HF SRB. The slave is driven to generate a sinusoidal voltage of
+/- 4 serial levels at 50 Hz. The applied discharge powers vary from 3 WRMS to 125 WRMS using an adjustable
power resistor from 100 to 0 Ω. The equipment used to perform the efficiency measurement is a HIOKI PW6001-
16. Each of the 4 cells is instrumented with a current probe HIOKI 20A CT 6841-05 +/- 0.3% and their voltage
is measured directly by the measuring device at +/- 0.02%. The output current of the slave is instrumented with
a HIOKI 50A probe +/- 0.05% and its voltage is measured directly by the measuring instrument. EVS33 EVS33 9 The power losses are depicted on Fig. 10. One can see that the losses curve has a typical quadratic growth pattern. The substantially constant power losses for the lowest powers indicates the static consumption of the slave. This
consumption is about 580 mW per slave and includes the power supply of the local control circuits, the cells
voltages and temperatures measurement circuits, the cells serial and bypass switches gate drivers as well as the
H-bridge switches gate drivers. The power losses are depicted on Fig. 10. One can see that the losses curve has a typical quadratic growth pattern. The substantially constant power losses for the lowest powers indicates the static consumption of the slave. This
consumption is about 580 mW per slave and includes the power supply of the local control circuits, the cells
voltages and temperatures measurement circuits, the cells serial and bypass switches gate drivers as well as the
H-bridge switches gate drivers. Figure 10: Slave HF SRB discharge efficiency over 50Hz staircase shape sine waveform Figure 10: Slave HF SRB discharge efficiency over 50Hz staircase shape sine waveform As shown on Fig. 10, for an output power of 92.069 WRMS, the switching current flowing through the switches
is 9.2567 ARMS and power losses are 2.272 WRMS. Knowing the losses offset of 580 mW and that switching losses
can be neglected; the conductive losses should be around 1.692 WRMS. At each time, the number of serial switches
through which the serial current flows is composed as follows: one for each cell and two for the full H-bridge. 5.3
Efficiency Each switch uses the same reference which have a Ron of 1 mΩ (PSMN0R9-25YLC). Thus, the conducting
power losses from those MOSFET should be around 514 mWRMS which is around a third of the amount of
measured losses. This tends to show that the total impedance of the conducting tracks is of the same order than
the “on” state switch impedances. Therefore, the power losses are well distributed between the switches and
power tracks, which allows a good distribution of the heat release over the entire PCB of the local controller. Moreover, those power losses may represent less than 10% of the overall battery loss as the impedance of the
cells is more than ten times higher. All this shows that there is no need of a specific cooling for the HF SRB. Efficiency curve of one slave is also depicted on Fig. 10. To extrapolate the efficiency of the HF SRB charging
over the electrical network, we multiply the powers on x-axis by the number of slaves required to generate a sine
waveform of 230 VRMS (hence a factor of 24 for cells at rated voltage of 3.6 V). The efficiency of the HF SRB is
also depicted with subtracting the consumption of the control electronics (24 times 580 mW) as it is usual in
efficiency measurements carried out on power converters. It can be seen that the efficiency of the HF SRB is
above 98% up to 2300 WRMS of power delivery, which corresponds to a discharge rate of 4.5 C. These results are
among the best of the state of the art [21]. References [1]
L. Lu, X. Han, J. Li, J. Hua, and M. Ouyang., A review on the key issues for lithium-ion battery management in
electric vehicles, Journal of Power Sources, ISSN 0378-7753, 226(2013), 272-288 [2]
W.F. Bentley, Cell balancing considerations for lithium-ion battery systems, IEEE (Proceedings of the Annual
Battery Conference on Applications and Advances), ISSN 1089-8182, 1997, 223-226 [3]
T. Baumhöfer, M. Brühl, S. Rothgang, and D. U. Sauer, Production caused variation in capacity aging trend and
correlation to initial cell performance, Journal of power sources, ISSN 0378-7753, 247(2014), 332-338 [4]
D. Andrea, Battery Management Systems for large Lithium-Ion battery packs, ISBN 1608071049, Artech House,
2010 [5]
S. Ci, N. Lin, and D. Wu, Reconfigurable Battery Techniques and Systems: A Survey, IEEE Access, ISSN
21693536, 4(2016), 1175-1189 [6]
L. He, L. Gu, L. Kong, Y. Gu, C. Liu, and T. He, Exploring Adaptive Reconfiguration to Optimize Energy Efficiency
in Large-Scale Battery Systems, ISSN 10528725, IEEE Real-Time systems, 2013, 118-127 [7]
A. Davis, Z. M. Salameh, and S. S. Eaves, Evaluation of lithium-ion synergetic battery pack as battery charger,
IEEE Transactions on Energy Conversion, ISSN 08858969, 14(1999), 830-835 [8]
A. Davis, Z. M. Salameh, and S. S. Eaves, Comparison of a synergetic battery pack drive system to a pulse width
modulated AC induction motor drive for an electric vehicle, IEEE Trans. Energy Conv., 14(1999), 245-250 [9]
A. Genovese, F. Ortenzi, C. Villante, On the energy efficiency of quick DC vehicle battery charging, presented at
EVS28 and published in World Electric Vehicle Journal, ISSN 20326653, 7(2015), 540-576 [10]
Z. Zheng, K. Wand, L. Xu, and Y. Li, A hybrid cascaded multilevel converter for battery energy management
applied in electric vehicles, IEEE Transactions on Power Electronics, ISSN 08858993, 29(2014), 3537-3546 [11]
S. D’Arco, M. Quraan, P. Tricoli, and L. Piegari, Low frequency operation of Modular Multilevel Converters with
embedded battery cells for traction drives, SPEEDAM, ISBN 978-1-5090-2067-6, 2016, 1375-1382 [12]
D. D. Simone and L. Piegari, Integration of stationary batteries for fast charge EV charging stations, Energies,
ISSN 19961073, 12(2019) [13]
H. Akagi, and L. Maharjan, A battery energy storage system based on a multilevel cascade PWM converter, IEEE,
ISSN 2165-0454, 2009, 9-18 [14]
M. Quraan, T. Yeo, and P. Tricoli, Design and Control of Modular Multilevel Converters for Battery Electric
Vehicles, IEEE Transactions on Power Electronics, ISSN 0885-8993, 31(2016), 507-517 [15]
F. Gao, X. Gu, Z. Ma, C. 6 Conclusion The feasibility of a microcontroller based Self-Reconfigurable Battery able to charge itself directly on the
electrical grid has been demonstrated. This has been possible thanks to the use of a Near Level Control with
iterative commands. The system distribution in Master and Slaves modules has allowed to reduce the complexity
of the switch management by adding an abstraction layer. This leads to implement a total number of 128 serial
levels, although a greater number of levels is possible. The real-time management of cell switches allows a faulty
cell to be replace at any time without disturbing the generated output voltage. The measurements made on the EVS33 10 demonstrator show very good results in term of efficiency (up to 98% including control consumption) and output
voltage THD. demonstrator show very good results in term of efficiency (up to 98% including control consumption) and output
voltage THD. Authors Authors Remy Thomas received a master's degree in electrical and electronics engineering from the French
School Phelma of Grenoble Institute of Technology, France, in 2008. He joined the CEA-LITEN
Laboratory in 2010 as research engineer to work on Battery Management Systems as well as Fuel
Cell Management Systems, and more specially on real-time embedded systems for which he has
developed a good expertise in both software and hardware. Ghislain Despesse graduated (MS degree) in electrical engineering from Ecole Normale Supérieure
de Cachan (ENS) in 2002 and he received his Ph.D. Degree in microelectronics from the National
Polytechnic Institute of Grenoble (INPG), France, in 2005. He joined the CEA-LETI Laboratory in
2005. He was involved in the development of vibrational energy harvesters using electrostatic or
piezoelectric conversion principle. He is implicated for nine years in the development of Battery
Monitoring Systems (BMS) including inverter functions for the electrical vehicle and others
applications. He holds 70 patents in the fields of energy scavenging, energy conversion and power
management. He received his ability to drive research in 2017 and became research director at CEA. Sylvain Bacquet was graduated in 2001 from the National Polytechnic Institute of Grenoble as an
engineer in electronics. He is currently working at CEA as a project manager on the topics of energy
management innovation and especially on reconfigurable battery packs. Eric Fernandez was graduated in 1991 from the National Polytechnic Institute of Grenoble as an
engineer in electronics. He worked in research and development for industry before joining the CEA
in 2008. He was involved in the field of battery pack since 2008 and his main work concerns battery
management system and self-reconfigurable battery system. Yan Lopez received the B.S. degree in electrical and electronics engineering from Grenoble Institute
of Technology, France, in 2006, and the M.S. degree in electronics and information technology from
Polytech’ Grenoble, France, in 2009. He is currently an electronic research engineer of CEA
Grenoble, France. His current research interest includes battery management and self-reconfigurable
battery systems in electric vehicle systems and stationary electric grid storage systems. Prince Ramahefa-Andry received M.S. degree in electrical engineering from the Department of
Electrical Engineering, Institut National des Sciences Appliquées de Lyon (INSA Lyon), Lyon,
France, in 2013. He is currently a Research Engineer at Commissariat à l’Energie Atomique et aux
Energies Alternatives, Grenoble, France. References Zhang, Redistributed Pulsewidth Modulation of MMC Battery Energy Storage System
under Submodule Fault Condition, IEEE Trans. on Power Electron., ISSN 0885-8993, (35)2020, 2284-2294 [16]
D. D. Simone, L. Piegari, and S. D’Arco, Comparative Analysis of Modulation Techniques for Modular Multilevel
Converters in Traction Drives, SPEEDAM, ISBN 978-153864941-1, 2018, 593-600 [17]
D. Kraus, E. Specht, T. Merz, M. Hiller, Optimized Real-Time Control for Modular Multilevel Converters using
Adaptive Neural Networks, EPE’19 ECCE, ISBN 978-9-0758-1531-3, 2019 [18]
H. Kim and K. G. Shin, On Dynamic Reconfiguration of A Large-Scale Battery System, IEEE Real-Time and
Embedded Technology and Applications Symposium, ISSN 1545-3421, 2009, 87-96 [19]
H. Kim and K. G. Shin, DESA: Dependable, efficient, scalable architecture for management of large-scale
batteries, IEEE Transactions on Industrial Informatics, ISSN 1551-3203, 8(2012), 406-417 [20] T. Morstyn et. Al., Distributed Control for State-of-Charge Balancing Between the Modules of a Reconfigurable
Battery Energy Storage System, IEEE Transactions on Power Electronics, ISSN 0885-8993, 31(2016), 7986-7995 EVS33 EVS33 11 Authors His current research interests include embedded low energy
systems, battery management systems and multilevel converter drives. Leandro Cassarino received the B.S. degree in electronic engineering and the M.S. degree in
mechatronic engineering from Polytechnic University of Turin, Italy, in 2010 and 2013, respectively. He was a Visiting Scholar in the department of Electrical Engineering, National Institute of Applied
Sciences (INSA), Lyon, France, in 2012. He joined the CEA in 2013, as a research engineer to work
on motor control systems and Battery Management Systems. His current research interests include
self-reconfigurable battery systems and battery tests for stationary and mobility applications. EVS33 EVS33 12
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рия и история культуры / Theory and History of Culture рия и история культуры / Theory and History of Culture Неофилология / Neofilologiya = Neophilology 2024;10(1):251-260
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru НАУЧНАЯ СТАТЬЯ / ORIGINAL ARTICLE
УДК / UDC 316.7
https://doi.org/10.20310/2587-6953-2024-10-1-251-260
Шифр научной специальности 5.10.1 Автомобильная культура Китая и России Чуньян ДУ
Гуансийский университет науки и технологии
545000, Китайская Народная Республика, Гуанси-Чжуанский автономный район, г. Лючжоу,ул. Вэньчан, 2
duchunyang92@bk.ru Аннотация ц
ВВЕДЕНИЕ. Исследование посвящено рассмотрению проблемы специфики китайской и
российской автомобильных культур и ориентировано на экспликацию языковых фактов. Цель исследования – проанализировать «лингвокультурологическое пространство» автомо-
бильной культуры, способной быть определённым маркёром наименования марок автомо-
билей как специфической категории имён собственных в китайской и русской лингвокуль-
турах. МАТЕРИАЛЫ И МЕТОДЫ. Эмпирическим материалом для исследования послужи-
ли наименования известных марок автомобилей в Китае и России, изъятые из научных и
научно-популярных изданий по истории автомобильной культуры. Для описания фактов
языка использован метод сплошной выборки, описательный метод и метод интерпретации,
дефиниционный анализ. РЕЗУЛЬТАТЫ ИССЛЕДОВАНИЯ. Установлено, что автомобиль-
ная культура, являясь составляющей национальной культуры, отражает специфический
способ человеческой деятельности. Автомобильная культура укрепляется местными брен-
дами автомобилей и играет важную роль в экономике любой страны. В наши дни китайская
автомобильная культура играет важную роль на мировом рынке, предоставляя людям всё
более конкурентоспособные автомобили и услуги, активнее занимая место в жизни совре-
менного общества. Будущее китайской автомобильной промышленности будет двигаться по
пути самостоятельного и высококачественного развития, чтобы создавать благоприятную
жизненную обстановку для людей. ЗАКЛЮЧЕНИЕ. Развитие автомобильной культуры во
многом определяется степенью существенных смысловых показателей, к числу которых от-
носятся «престижность», «надёжность», «комфортность», «цена», «мода». Эти показатели
для носителя как китайского, так и русского языка закрепляются за наименованиями марок
автомобилей и дают представление об автомобильной культуре, отражающейся в виде так
называемого «образа мира», который эксплицирует лингвистический компонент с учётом
специфики национальной культуры и носителя языка одновременно, отражая важные све-
дения о разных лингвокультурах в контексте синхронии. Ключевые слова: лингвокультура, Китай, Россия, автомобильная культура, лингвистиче-
ская автомобильность, наименования марок автомобилей Благодарности: Работа выполнена в рамках проекта фонда канцелярии образования Гуанси
Китая «Исследование продвижения и развития автомобильной культуры Гуанси в России в
контексте инициативы «Один пояс, один путь» (№ 2023KY0337). 本文系 2023
年广西高校中青年教师(科研)基础能力提升项目 “一带一路背景下广西汽车文化在俄罗斯推广与发展研究” 项目资助 (立项编号: 2023KY0337). “一带一路背景下广西汽车文化在俄罗斯推广与发展研究” 项目资助 (立项编号: 2023KY0337). Для цитирования: Ду Чуньян. Автомобильная культура Китая и России // Неофилология. 2024. Т. 10. № 1. С. 251-260. https://doi.org/10.20310/2587-6953-2024-10-1-251-260 Для цитирования: Ду Чуньян. Автомобильная культура Китая и России // Неофилология. 2024. Т. 10. № 1. С. 251-260. https://doi.org/10.20310/2587-6953-2024-10-1-251-260 Контент доступен под лицензией CreativeCommonsAttribution 4.0 License 251 © Ду Чуньян, 2024 Теория и история культуры / Theory and History of Culture 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru Automotive culture of China and Russia Chunyang DU
Guangxi University of Science and Technology
2 Wenchang Ave., Guangxi, Liuzhou, 545000, People’s Republic of China
duchunyang92@bk.ru Abstract INTRODUCTION. The study is devoted to considering the problem of the specifics of Chinese
and Russian automotive cultures and is focused on the explication of linguistic facts. The purpose
of the study is to analyze the “linguocultural space” of automotive culture, which can be a certain
marker of the names of car brands as a specific category of proper names in Chinese and Russian
linguistic cultures. MATERIALS AND METHODS. The empirical material for the study was the
names of famous car brands in China and Russia, taken from scientific and popular science publi-
cations on the history of automotive culture. To describe the facts of the language, a continuous
sampling method, a descriptive method and an interpretation method, and definitional analysis
were used. RESULTS AND DISCUSSION. It has been established that automotive culture, being
a component of national culture, reflects a specific way of human activity. Automotive culture is
strengthened by local car brands and plays an important role in the economy of any country. No-
wadays, Chinese automobile culture plays an important role in the global market, providing people
with increasingly competitive cars and services, and taking an active place in the life of modern
society. The future of the Chinese automotive industry will pursue a path of self-reliant and high-
quality development to create a favorable living environment for people. CONCLUSION. The de-
velopment of automotive culture is largely determined by the degree of significant semantic indi-
cators, which include “prestige”, “reliability”, “comfort”, “price”, “fashion”. These indicators for
native speakers of both Chinese and Russian languages are assigned to the names of car brands
and give an idea of automotive culture, reflected in the form of the so-called “image of the world,”
which explicates the linguistic component, taking into account the specifics of the national culture
and the native speaker at the same time, reflecting important information about different linguistic
cultures in the context of synchrony. Keywords: linguistic culture, China, Russia, automotive vocabulary culture, linguistic automotivi-
ty, names of car brands Acknowledgements: This work is funded by the 2023 Guangxi University Young and Middle-
aged Teachers (Scientific Research) Basic Capacity Improvement Project “Research on the Pro-
motion and Development of Guangxi Automobile Culture in Russia under the Context of the Belt
and Road Initiative” (Project Number: 2023KY0337) 本文系 2023 年广西高校中青年教师
(科研)基础能力提升项目
“一带一路背景下广西汽车文化在俄罗斯推广与发展研究”
项目资助 目
助
(立项编号:2023KY0337). 助
(立项编号:2023KY0337). For citation: Du Chunyang. Automotive culture of China and Russia. ВВЕДЕНИЕ учёных).Речь идёт о том, что язык, будучи се-
миотической системой, объективирует культу-
ру и её традиции, то есть национальный язык и
культура – это «однопорядковые явления»
(О.Р. Очиров, К.К. Васильева). В настоящее время, «когда наметился
целенаправленный поворот к углублению и
расширению контактов с дружественными
странами Азиатско-Тихоокеанского региона»
[1, с. 7], исследование автомобильной куль-
туры представляется особенно актуальным,
поскольку «вещно-предметная репрезента-
тивность деятельности обеспечивает эффек-
тивность человеческого взаимопонимания в
рамках формирующейся языковой реально-
сти» [2, с. 148]. Принимая во внимание тот факт, что
лингвистическая автомобильность широко
заявляет о себе в современной русской пись-
менной речи, когда возникают проблемы с
правописанием наименований автомобиль-
ных средств типа LADA, «Лада», Лада, при
характеристике
автомобильной
культуры
следует обратить внимание на её этнодиффе-
ренцирующую функцию, которая определяет
«оригинальность», «самобытность» и «иден-
тичность» этнического сообщества с помо-
щью экспликации языковых фактов [6]. Возникает необходимость более углуб-
ленного изучения феномена автомобильной
культуры, который должен рассматриваться
в качестве важнейшего звена для процесса
межкультурной коммуникации в различных
её проявлениях и укрепления диалога куль-
тур, представляющих особую значимость в
условиях современной глобализации, щью экспликации языковых фактов [6]. Для современных лингвокультурологи-
ческих исследований крайне важен тот факт,
что автомобильная культура как компонент
этноса по-своему выражает этническую куль-
турную специфику в отражении номерных
знаков для автомобильных средств, которые
имеют свои характерные особенности в Ки-
тае и России. Номерные знаки как некие со-
общения зашифровываются в языковой код,
который нужно распознать. В результате это-
го распознавания устанавливается понимание,
позволяющее прочитывать информацию с
цифровыми и буквенными символами. Куль-
турная специфика номерного знака транс-
портных средств как номинативной единицы
усматривается в его прагматическом компо-
ненте – отношении к обозначаемому объек-
ту, из чего следует, что автомобильная куль-
тура должна рассматриваться как в качестве
важнейшего звена для процесса межкультур-
ной коммуникации, так и в качестве особого
языкового знака, отражающего устойчивое
смысловое значение в локальной субкульту-
ре, где принято поддерживать национальные
традиции. Л.И. Богданова подчёркивает:
«При формировании культурной идентично-
сти… опора на родной язык является обяза-
тельной» [7, с. 12]. В широком понимании термин «автомо-
бильная культура», являясь составляющей
национальной культуры, включает в себя как
уровень изобретения автомобиля, его назва-
ние, так и уровень его распространения, ис-
пользования, понимания и т. д., можно ска-
зать, что автомобильная культура пронизы-
вает все аспекты социальной и культурной
жизни [3; 4]. Иными словами, автомобильная
культура – это совокупность материальных и
нематериальных богатств в процессе изобре-
тения и развития автомобиля. Автомобильная культура, тесно связан-
ная с понятиями пространства и места [5,
с. Abstract Neofilologiya = Neophilol-
ogy, 2024;10(1):251-260 (In Russ., abstract in Eng.) https://doi.org/10.20310/2587-6953-2024-10-
1-251-260 252 Du Chunyang. Automotive culture of China and Russia Неофилология / Neofilologiya = Neophilology 2024;10(1):251-260
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru МАТЕРИАЛЫ И МЕТОДЫ Материалом исследования послужили
названия известных марок автомобилей в
Китае и России, отобранные из научных и
научно-популярных публикаций (Цзян Хун-
мей, Ли Шизенг, Лю Юй, Ван Сяовэнь, Фё-
дор Буцко, В.М. Пахомов), каталогов автомо-
билей, размещённых в сети Интернет, Нацио-
нального корпуса русского языка (НКРЯ), в
связи с чем был использован метод сплош-
ной выборки, метод интервьюирования с вла-
дельцами автомашин, описательный метод и
метод интерпретации. Использовался лингво-
культурологический метод, позволяющий ус-
тановить факты национального языка и куль-
туры как однопорядковые явления. Автомобиль меняет нашу жизнь, он при-
носит нам огромное удобство и также во-
площает определённую концепцию, отноше-
ние и культуру. Автомобиль – это зеркало
промышленной цивилизации, он отображает
эволюцию и процветание человеческого об-
щества и оказывает влияние на экономиче-
скую структуру и скорость развития всего
общества, а также формирует уникальное
культурное явление. С точки зрения общей автомобильной
культуры, её истоки восходят к Германии,
развиваются в США, где появляется боль-
шинство новаций. Как современный промышленный про-
дукт, автомобиль отражает ценностные взгля-
ды человечества, образ жизни, эмоциональ-
ные потребности и т. д., отражает эстетиче-
ские предпочтения различных временных
периодов и разных слоев населения, образуя
уникальную культуру. чувственных и поведенческих компонентов в
идентификационных процессах» [8, с. 44]. чувственных и поведенческих компонентов в
идентификационных процессах» [8, с. 44]. феномен, обладающей сложной внутренней
структурой, свидетельствующей о неразрыв-
ном единстве рациональных, бессознательных,
чувственных и поведенческих компонентов в
идентификационных процессах» [8, с. 44]. ВВЕДЕНИЕ 166-172], структурой нанесения информа-
ции на определённый тип номерных знаков
транспортных средств в той или иной стране,
цветом номерных знаков, индивидуализи-
рующих определённый вид транспорта или
страну регистрации автомобиля, особенно
ярко проявляет себя в буквенных и цифро-
вых обозначениях (регистрационных номе-
рах автомобилей), отражая тем самым лин-
гвокультурологическую маркированность, в
основе которой лежит понимание интеграции
лингвистических и культурологических мар-
кированнных фактов (идеи Н.Д. Арутюновой,
В.В. Воробьёва, В.И. Карасика, В.А. Масло-
вой, Ю.С. Степанова В.Н. Телия и других Понятие «культурная идентичность» в
данном исследовании понимается как «фено-
мен, обладающий сложной внутренней струк-
турой, свидетельствующий о неразрывном
единстве рациональных, бессознательных, 253 Ду Чуньян. Автомобильная культура Китая и России 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru РЕЗУЛЬТАТЫ ИССЛЕДОВАНИЯ Язык передаёт человеку знания об окру-
жающей действительности, знание норм
мышления и находит объективацию в языке с
помощью имён собственных, номинирую-
щих наименования марок автомашин. Осо-
бую трудность в современной русской пись-
менной речи вызывают наименования авто-
мобильных средств, написанные латиницей,
«при этом они, как правило, состоят из не-
скольких слов и сопровождаются цифровыми
обозначениями Audi ТТ Coupe, Toyota
Corolla, Audi A8, Lexus IS 250, Renault Scenic,
Ford Focus купе, Nissan Almera Classic, среди
наименований,
написанных
кириллицей,
также преобладают двойные и тройные на-
звания (марка + модель автомобиля, марка +
модель + модификация), например «Тойота-
Камри», «Рено-Меган», «Ниссан-Аль-мера»,
«Ниссан-Альмера-Классик» [6, с. 11]. Дан-
ный факт весьма существен для письменной
практики межкультурной коммуникации, по-
скольку за письменным словом стоит «карти-
на мира», напрямую зависящая от особенно-
стей жизнедеятельности китайского и русско-
го сообществ. Развитие культуры автомобилей в Китае
можно проследить с середины 1950-х гг. В это
время появилась первая китайская автомо-
бильная компания – First Automobile Works
(FAW), и Китай стал производить и прода-
вать собственные автомобили. С экономиче-
ским подъёмом Китая, в последние десятиле-
тия, китайский автомобильный рынок стал
неуклонно расширяться и стал самым круп-
ным автомобильным рынком в мире, а также
местом
расположения
штаб-квартир
не-
скольких крупнейших автомобильных про-
изводителей в мире. С расширением китайского рынка авто-
мобилей увеличилось число людей, которые
владеют автомобилями и интересуются ими. В Китае появляются различные автомобиль-
ные реалии, такие, как автосалоны, автомо-
бильные гонки, автомобильные клубы и фо-
румы. Китайская культура имеет влияние на
автомобильный дизайн (например, присутст-
вие национальных узоров на сиденьях и ру-
левых колёсах). Понятие «культурная идентичность оп-
ределяется как социально-психологический 254 Du Chunyang. Automotive culture of China and Russia Неофилология / Neofilologiya = Neophilology 2024;10(1):251-260
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru Развитие автомобильной промышленно-
сти Китая можно условно разделить на три
этапа. паний. Во-вторых, изучаются автомобильные
выставки, фестивали, музеи и т. д. Кроме того,
одни учёные обращают внимание на техноло-
гический аспект развития автомобилей и уде-
ляют больше внимания применению новых
технологий в автомобильной промышленно-
сти, другие учёные исследуют автомобиль-
ную культуру с точки зрения экологичного
развития автомобильной промышленности и
подчёркивают необходимость создания ус-
тойчивого и гармоничного общества [9]. Первый этап – рождение автомобильной
промышленности Китая. Второй этап – с 1978 г. до конца ХХ ве-
ка. В этот период китайская автомобильная
промышленность получила существенный
рост и сформировала систему производства
автомобилей. Отгрузочные автомобили пре-
вратились в легковые автомобили и начали
активно развиваться. РЕЗУЛЬТАТЫ ИССЛЕДОВАНИЯ Это было время перехо-
да от плановой экономической системы к ры-
ночной экономической системе. Особенностью
этого периода является быстрый рост развития
коммерческого транспорта, постепенное раз-
витие серийного производства автомобилей,
повышение производственной мощности, на-
личие квалификационных ресурсов при раз-
работке самостоятельных продуктов автомо-
бильной промышленности и основание фун-
дамента производства легковых автомоби-
лей. Производственная система автомобиль-
ной промышленности в Китае становится
более совершенной. Коммерческие органи-
зации автомобильной промышленности по-
степенно освободились от ограничений адми-
нистративного управления; создавались со-
вместные предприятия, автомобильная про-
мышленность в Китае существенно повысила
качество производства автомобилей. Автомобили марки “解放牌” (Jiěfàng pái –
Цзефан пай) – это первый автомобиль, про-
изведённый в Китае после основания Нового
Китая в 1949 г. Марка “解放牌” был первым
изготовленным серийно автомобилем в Ки-
тае и был запущен в производство в 1956 г. Название “解放牌” означает «знак освобож-
дения». В это название была заложена мысль
о начале развития автомобильной промыш-
ленности в новом Китае, конец истории, ко-
гда Китай не мог массово производить авто-
мобили. Первые автомобили марки “解放” были
изготовлены на заводе «Первый автомобиль-
ный завод» в Чанчуне и представлены на
всеобщее обозрение на площади Тяньань-
мэнь в Пекине. Эти автомобили стали одним
из символов китайского автопрома, они ши-
роко использовались в различных областях, в
том числе для строительства китайской же-
лезной дороги. Третий этап – с начала XXI века. После
вступления Китая в ВTO автомобильная
промышленность вошла в период быстрого
расширения рынка и производства, а затем
полностью влилась в мировую автомобиль-
ную промышленность. Поскольку Китай по-
ка не обладает автономным проектированием
и разработкой автомобилей, трудно говорить
о том, что в Китае развита полноценная ав-
томобильная промышленность. Проблемы с
качеством автомобилей и доверием к брендам
являются главными препятствиями для разви-
тия китайской автомобильной индустрии, по-
этому она до сих пор не занимает прочной
позиции на мировом рынке автомобилей. Среди марок китайских автомобилей об-
ращает на себя внимание автомобиль под
наименованием “Hongqi” («Хунци»). Этот
автомобиль, созданный в 1958 г., стал свиде-
тельством создания нового Китая и его роста. Марка “Hongqi” всегда придерживалась кон-
цепции «независимости, инноваций и по-
бед», производители автомашин стремилась
к высокому качеству и представляли один за
другим роскошные седаны для общественно-
сти. История развития “Hongqi” была широ-
ко известна в мире и отражала высокие дос-
тижения автомобильной промышленности
Китая. Китайские учёные обычно исследуют ав-
томобильную культуру с двух точек зрения. Во-первых, изучается история развития авто-
мобилей, культура бренда и концепции ком- Марка “Wuling” (Улин) появилась в
1985 г. 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru вание автомобиля марки “Wuling” воплотило
в себе дух предпринимательства «упорного
труда и стремление к сильному выражению». На данный момент эта марка стала одним из
наиболее известных брендов автомобильной
индустрии Китая. Компания “Geely” начина-
ла свою деятельность с производства мото-
циклов и с тех пор стала одним из лидеров
автомобильных производителей Китая. Более
того, учитывая спрос рынка и активную инно-
вационную деятельность, автомобили произ-
водства компании “Geely” активно покупа-
ются, имея доверие потребителей, поскольку
обладают такими показателями, как «пре-
стижность», «надёжность», «комфортность»,
«умеренная цена», «мода». вание автомобиля марки “Wuling” воплотило
в себе дух предпринимательства «упорного
труда и стремление к сильному выражению». На данный момент эта марка стала одним из
наиболее известных брендов автомобильной
индустрии Китая. Компания “Geely” начина-
ла свою деятельность с производства мото-
циклов и с тех пор стала одним из лидеров
автомобильных производителей Китая. Более
того, учитывая спрос рынка и активную инно-
вационную деятельность, автомобили произ-
водства компании “Geely” активно покупа-
ются, имея доверие потребителей, поскольку
обладают такими показателями, как «пре-
стижность», «надёжность», «комфортность»,
«умеренная цена», «мода». В то же время производители китайских
автомобилей активно включаются в тренд
цифровизации и интеллектуализации, посто-
янно содействуя развитию автоматической
езды, альтернативных источников энергии,
интеллектуального транспорта и других
сфер, становятся организаторами продвиже-
ния всемирных интеллектуальных автомо-
бильных технологий. В целом, китайские марки автомобилей,
пройдя испытания и преодоление трудно-
стей, стабильно продвигаются вперед. В бу-
дущем они будут продвигаться более стре-
мительно и с широкой перспективой, про-
должая содействовать инновациям и разви-
тию автомобильной промышленности Китая. Можно предположить, что будущее китай-
ской автомобильной промышленности будет
продолжать двигаться по пути самостоятель-
ного развития и высококачественного разви-
тия, особенно в туриндустрии. Кроме того,
китайское правительство принимает ряд мер,
чтобы поддержать развитие и укрепление ме-
стных брендов автомобилей. Думается, что в
будущем китайская автомобильная промыш-
ленность продолжит играть заметную роль на
мировом рынке, укрепляя маркетинговые
стратегии и предоставляя людям более конку-
рентоспособные автомобили и услуги. В автомобильной промышленности Китая
появилось множество известных брендов, та-
ких как “Geely”, “Great Wall Motors”, “Chery”,
“BYD” и многие другие. Эти бренды имеют
свою привлекательность на внутреннем и меж-
дународных автомобильных рынках, способст-
вуют дальнейшему развитию и укреплению
автомобильной промышленности в Китае. В последние годы китайская автомо-
бильная промышленность достигла значи-
тельного прогресса и прорыва в области са-
мостоятельного развития, интеллектуализа-
ции, экологической устойчивости и т. д. 1 Буцко Фёдор. Откуда берутся названия автомо-
билей? // «Мiръ имёнъ и названiй»: 45 выпусков науч-
но-просветительской газеты по ономастике. 2006– РЕЗУЛЬТАТЫ ИССЛЕДОВАНИЯ и стала одним из брендов автомо-
бильной промышленности Китая. Наимено- 255 Ду Чуньян. Автомобильная культура Китая и России 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru Неофилология / Neofilologiya = Neophilology 2024;10(1):251-260
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru Неофилология / Neofilologiya = Neophilology 2024;10(1):251-260
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru ряд, в который вошли как русские, так и заим-
ствованные слова: апгрейд, доработка, мод-
динг, настройка, улучшение. Автомобильная культура – это уникаль-
ный культурный феномен. С приходом моды
на путешествия появляются автомобильные
модели с географическими названиями (мо-
дели «Капри», «Гранада»), с названиями вет-
ров (модели «Сирокко», «Пассат»). «Авто-
мобильные номинаторы» изначально давали
простые имена типа «Гольф» (автомобиль
немецкой компании “Volkswagen”, «Кадет»
(немецкой компанией “Opel”), но со време-
нем появились малопонятные наименования,
например, «Тигуан» (образовано из слов
«тигр» и «игуан» (крупная ящерица), «Каш-
кай» (восходит к имени древнего иранского
кочевого племени). За словом ТЮНИНГ закрепилось обще-
употребительное значение «техническое усо-
вершенствование, доработка чего-либо с це-
лью изменения внешнего или внутреннего
оборудования автомобиля» под желания и
возможности конкретного водителя, который
старается «обжить машину», сделать её для
себя максимально комфортной или чтобы
чем-то выделиться (изменить внешнюю от-
делку, увеличить мощность двигателя, уста-
новить пластмассовые накладки на кузове,
тонировать стекла, внести детали интерьера
и т. д.). В этом случае можно утверждать, что
автомобиль служит объектом самовыраже-
ния. А.З. Исаханян подчёркивает: «Нужно
отметить, что современные водители стара-
ются создать в салоне автомобиля особую
атмосферу уюта. Зачастую можно наблю-
дать, как салон автомобиля украшают раз-
личными аксессуарами, будь то брелки, иг-
рушки подушки и т. д., хотя все эти предме-
ты не обладают функциональностью и нико-
им образом не влияют на технические харак-
теристики автомобиля» [5, с. 171]. Российские фанаты и любители автомо-
билей организуют различные выставки авто-
мобилей, ралли, съезды автоводителей и со-
ревнования с тюнингом машин, такие, как
«Международный автомобильный и води-
тельский праздник России» – ежегодное ме-
роприятие, объединяющее участников из
России и других стран, демонстрирующих
передовые автомобили. В целом, автомо-
бильная культура России отражает уникаль-
ное понимание и любовь русских к автомо-
билям, а также демонстрирует сторону рос-
сийского духа и инновационного мышления. Как известно, для обозначения русских
номерных знаков транспортных средств ис-
пользуются 12 букв русского алфавита,
сходных по написанию с латинскими (А, Б,
Е, К, М, Н, О, Р, С, Т, У, Х). Для обозначения
китайских номерных знаков транспортных
средств используются иероглифы, указы-
вающие провинцию, буквы алфавита и пять
цифр или букв (не используется буква О, ко-
торую можно перепутать с цифрой 0). Ср.:
китайские и русские регистрационные но-
мерные знаки транспортных средств: 京C
A1235; 浙B AB987) и МХТ *** 68. С развитием автомобильной культуры в
русском языке стали появляться новые заим-
ствованные слова, ср. 2 Крысин Л.П. Иллюстративный толковый сло-
варь иностранных слов. М.: Эксмо, 2008. С. 732. 2010 гг. / авт.-сост. М.В. Горбаневский, В.О. Максимов
/ под общ. ред. А.С. Щербак. М.: МАСКА, 2023. С. 207.
2 Крысин Л.П. Иллюстративный толковый сло-
варь иностранных слов. М.: Эксмо, 2008. С. 732. 2010 гг. / авт.-сост. М.В. Горбаневский, В.О. Максимов
/ под общ. ред. А.С. Щербак. М.: МАСКА, 2023. С. 207.
2 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru Ки-
тайские автомобильные предприятия, будучи
более открытыми, толерантными и иннова-
ционными, активно вступают в глобальную
конкуренцию и постепенно создают новые
модели с учётом своих собственных брендов,
внедряя международные передовые техноло-
гии и используя стратегическое сотрудниче-
ство как дополнительные элементы. р
у
у
Автомобильная культура России восхо-
дит к началу ХХ века. Когда экономика и
инфраструктура транспорта начали отставать
от других промышленных стран, русские на-
чали самостоятельно производить автомоби-
ли, заниматься ремонтом и модификацией
автомобилей, привезенных из США и Евро-
пы. Этот дух самостоятельности и любви к
автомобилям продолжает пронизывать авто-
мобильную культуру России до сегодняшне-
го дня. Заметим, что в начале XXI века «мно-
гие автоконцерны начали использовать в на-
званиях модельного ряда типичные сочета-
ния букв и слогов. К примеру, у Citroеn это
буква икс в названиях Saxo, Xantia или Xsara. Toyota часто использует окончание <is: Auris,
Yaris, Avensis»1. После периода накопления и качествен-
ного прорыва на первом этапе, становления и
быстрого развития на втором этапе китай-
ские марки автомобилей уже находятся в бо-
лее зрелой и стабильной стадии развития. Несмотря на жёсткую конкуренцию на миро-
вом автомобильном рынке со стороны миро-
вых брендов, китайское автомобильное про-
изводство постоянно повышает уровень ка-
чества, учитывает новые технологии, посто-
янно открывает новые рынки и группы поль-
зователей, учитывая спрос на услуги авто-
сервисов. 256 Du Chunyang. Automotive culture of China and Russia 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru отражение разных моделей национально-
культурной специфики языкового сознания,
формирующих автомобильную культуру в
широком смысле. ной культуры, поскольку является её состав-
ляющей, и отражает специфический способ
человеческой деятельности. Автомобильная
культура укрепляется местными брендами
автомобилей и играет важную роль в эконо-
мике любой страны. р
Обращает на себя внимание тот факт,
что правописание названий автомобилей на
русском языке для носителей китайской
культуры вызывает особые трудности: с про-
писной или со строчной буквы, в кавычках
или без кавычек (ср.: «Запорожец», «запоро-
жец»). Заметим, что Э.В. Шаламова приво-
дит перечень номинаций автомобилей без
кавычек: «Лада приора, Соболь, Таврия, УАЗ
патриот, ЛУАЗ; из иностранных – Додж,
Исузу, Ламборгини, Ниссан, Рено Дастер,
Форд Фиеста, Ховер [11, с. 13]. В Нацио-
нальном корпусе русского языка (НКРЯ)
приводятся примеры написания названия ма-
рок машин в кавычках, но и с прописной, и
со строчной буквы, например: «Чуть по-
одаль виднелся чёрный «Запорожец» Дегтя-
рёва, из окон которого выглядывали…» (Да-
рья Донцова «Доллары царя Гороха»);
«Представляете, «запорожец» тогда стоил
тысячу шестьсот, «жигули» – пять» (Юрий
Башмет «Вокзал мечты»). В наши дни китайская автомобильная
культура играет важную роль на мировом
рынке, предоставляя людям всё более конку-
рентоспособные автомобили и услуги, ак-
тивнее занимая место в жизни современного
общества. Будущее китайской автомобиль-
ной промышленности будет двигаться по
пути самостоятельного и высококачествен-
ного развития, чтобы создавать благоприят-
ную жизненную обстановку для людей. Обращение к основным характеристикам
номерных знаков транспортных средств,
имеющих хождение в КНР и России, показа-
ло основные тенденции языковых фактов в
автомобильной культуре. В обозначении ки-
тайских и русских номерных знаков транс-
портных средств как речевых продуктов от-
ражается специфика национальной культу-
ры: в китайской лингвокультуре желательны
цифры 6, 8 и нежелательна цифра 4, эти циф-
ры в русской лингвокультуре для обозначе-
ния номерных знаков транспортных средств
не имеют такой чёткой дифференциации. В.М. Пахомов отмечает: «Ни один из
справочников и учебников (в том числе Ро-
зенталь) не даёт однозначного ответа. Форд
или форд? «Форд» или «форд»? А как, к
примеру, писать Форд экс-плорер 517 JP?»3 Для наименования марок автомобилей в
русском языке нет устоявшихся правил, что
представляет особую трудность для носите-
лей китайского языка при осмыслении орто-
логии русского языка. Неофилология / Neofilologiya = Neophilology 2024;10(1):251-260
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru слово ТЮНИНГ (от
английского tuning – «настраивать, «регули-
ровать») в значении «доводка, доработка ав-
томобильного оборудования, осуществляе-
мая обычно перед продажей автомобиля»2,
ЯГТАЙМЕР (автомобиль, как правило, не
моложе 20, но не старше 30 лет), ОЛДТАЙ-
МЕР (автомобиль старше 30 лет), СТАЙ-
ЛИНГ (усовершенствование только внешне-
го вида автомобиля). Слово «тюнинг» легло в основу произ-
водного АВТОТЮНИНГ, способствовало об-
разованию прилагательных (словосочетания
ТЮНИНГОВАННЫЙ АВТОМОБИЛЬ, ТЮ-
НИНГОВАННЫЙ САЛОН), глагола (ТЮ-
НИНГОВАТЬ), расширило синонимический Почеркнём, что в китайской лингвокуль-
туре для номера автомобиля очень нежела-
тельно присутствие цифры 4, которая ассо-
циируется с образно-символическим смыс-
лом слова 死 «смерть». Восточный нацио-
нальный менталитет, складывающийся века-
ми, до сих пор сохраняет числовые предрас-
судки и стереотипы [10]. Следовательно,
обозначения русских и китайских номерных
знаков транспортных средств являют собой 257 Ду Чуньян. Автомобильная культура Китая и России 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru 3 Пахомов В.М. Языковой тюнинг. Как писать на-
звания автомобилей? // «Мiръ имёнъ и названiй»:
45 выпусков научно-просветительской газеты по оно-
мастике. 2006–2010 гг. / авт.-сост. М.В. Горбаневский,
В.О. Максимов / под общ. ред. А.С. Щербак. М.:
МАСКА, 2023. С. 358. 1. Богуславская В.В., Будник Е.А., Голубь А.Р. и др. Коммуникации с учётом национальной культуры
адресата / под ред. А.С. Мамонтова, А.Г. Ратниковой. М.: РИОР, 2023. 230 с.
2. Очиров О.Р., Васильева К.К. Забайкальская школа китайского языка и культуры: история и совре-
менность // Язык и культура. 2022. № 57. С. 145-157. https://doi.org/10.17223/19996195/57/7,
https://elibrary.ru/retdol ЗАКЛЮЧЕНИЕ Автомобильная культура способствует
углубленному пониманию кода националь- Автомобильная культура Китая активно
проникает в Россию: спрос на китайские ма-
шины заметно вырос. К самым продаваемым
автомашинам на российском рынке относятся
кроссовер “Chery” («Чери»), городской крос-
совер “Haval Jolion” («Хавал Джолион»),
кроссовер “Geely Coolray” («Джили Кулрей»). адреса а / од ред.
.С.
а о
о а,
. .
а
о о .
.:
О , 0 3. 30 с.
2. Очиров О.Р., Васильева К.К. Забайкальская школа китайского языка и культуры: история и совре-
менность // Язык и культура. 2022. № 57. С. 145-157. https://doi.org/10.17223/19996195/57/7,
https://elibrary.ru/retdol Список источников 258 Du Chunyang. Automotive culture of China and Russia ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru 3. Цзян Хунмей, Ли Шизенг. Разговор о построении автомобильной культуры с китайской спецификой
на основе текущей ситуации потребления автомобилей // Технологии производства оборудования. 2021. № 05. С. 282-284 (蒋红梅, 黎仕增. 从
汽车消费现状谈中国特色汽车文化建设
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ние автомобильной промышленности. 2010. № 06. С. 44-48. (刘宇, 万晓文. 我国汽车文化现状分析[J]. 汽车工业研究
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8. Малыгина И.В. Феномен идентичности в контексте историко-культурной динамики // Международ-
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[M]. (第二版).北京:清华大学出版社, 2007) 10. Гуревич Т.М., Изотова Н.Н. О лингвосемиотических характеристиках чисел в японском языке // Вопросы
когнитивной лингвистки. 2023. № 3. С. 125-133. https://doi.org/10.20916/1812-3228-2023-3-125-133,
https://elibrary.ru/eitnwd p
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11. Шаламова Э.В. Автомобильная лексика в современном русском языке (состав, функционирование,
тенденции развития): автореф. дис. ... канд. филол. наук. М., 2018. 22 с. References 1. Boguslavskaya V.V., Budnik E.A., Golub’ A.R. (et al.). Kommunikatsii s uchetom natsional’noi kul’tury
adresata [Communications Taking into Account the National Culture of the Recipient]. Moscow, RIOR
Publ., 2023, 230 p. (In Russ.) 2. Ochirov O.R., Vasil’eva K.K. Trans-Baikal Chinese language school and cultures: history and modernity. Yazyk i kul’tura = Language and Culture, 2022, no. 57, pp. 145-157. (In Russ.) https://doi.org/10.17223/
19996195/57/7, https://elibrary.ru/retdol 3. Jiang Hongmei, Li Shizeng. Talking about the construction of automobile culture with Chinese characteris-
tics from the current situation of automobile consumption. Equipment Manufacturing Technology, 2021. no. 05, pp. 282-284. (In Chinese) 4. Iu Yu, Wan Xiaowen. Analysis of the current situation of my country’s automobile culture. Automobile
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gosudarstvennogo universiteta. Filosofiya. Sotsiologiya. Politologiya = Tomsk State University Journal of
Philosophy, Sociology and Political Science, 2016, no. 4 (36), pp. 166-173. (In Russ.) https://doi.org/
10.17223/1998863X/36/17, https://elibrary.ru/xqrsob 6. Pakhomov V.M. Kavychki i smezhnye orfograficheskie yavleniya v sfere nominatsii: avtoref. dis. ... kand. filol. nauk [Quotation Marks and Related Spelling Phenomena in the Field of Nomination: PhD (Philology)
diss. abstr.]. Moscow, 2008, pp. 22. (In Russ.) https://elibrary.ru/nklcip 6. Pakhomov V.M. Kavychki i smezhnye orfograficheskie yavleniya v sfere nominatsii: avtoref. dis. ... kand. filol. nauk [Quotation Marks and Related Spelling Phenomena in the Field of Nomination: PhD (Philology)
diss. abstr.]. Moscow, 2008, pp. 22. (In Russ.) https://elibrary.ru/nklcip ]
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(
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7. Bogdanova L.I. Values and estimates in cultural transmission. Vestnik Moskovskogo universiteta. Seriya 19. Lingvistika i mezhkul’turnaya kommunikatsii = Moscow State University Bulletin. Series 19. Linguistics and
Intercultural Communication, 2022, no. 2, pp. 9-19. (In Russ.) https://elibrary.ru/rpaauu 7. Bogdanova L.I. Values and estimates in cultural transmission. Vestnik Moskovskogo universiteta. Seriya 19. Lingvistika i mezhkul’turnaya kommunikatsii = Moscow State University Bulletin. Series 19. Linguistics and
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8. Malygina I.V. The phenomenon of identity in the context of historical and cultural dynamics. Mezhduna-
rodnyi zhurnal issledovanii kul’tury = International Journal of Cultural Research, 2023, no. 2 (51), pp. 44-55. (In Russ.) https://doi.org/10.52173/2079-1100 2023 2 44, https://elibrary.ru/pgfrts 8. Malygina I.V. The phenomenon of identity in the context of historical and cultural dynamics. Mezhduna-
rodnyi zhurnal issledovanii kul’tury = International Journal of Cultural Research, 2023, no. 2 (51), pp. 44-55. 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology
ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru ISSN 2587-6953 (Print), ISSN 2782-5868 (Online) https://neophilology.elpub.ru 10. Gurevich T.M., Izotova N.N. Linguosemiotic analyses of numbers in Japanese phraseology. Voprosy kogni-
tivnoi lingvistki = Issues of Cognitive Linguistics, 2023, no. 3, pp. 125-133. (In Russ.) https://doi.org/
10.20916/1812-3228-2023-3-125-133, https://elibrary.ru/eitnwd 10. Gurevich T.M., Izotova N.N. Linguosemiotic analyses of numbers in Japanese phraseology. Voprosy kogni-
tivnoi lingvistki = Issues of Cognitive Linguistics, 2023, no. 3, pp. 125-133. (In Russ.) https://doi.org/
10.20916/1812-3228-2023-3-125-133, https://elibrary.ru/eitnwd p
y
11. Shalamova
Eh.V. Avtomobil’nayaleksikavsovremennomrusskomyazyke
(sostav,
funktsionirovanie,
tendentsiirazvitiya): avtoref. dis. ... kand. filol. nauk [Automotive vocabulary in modern Russian
(Composition, Functioning, Development Trends): PhD (Philology) diss. abstr.]. Moscow, 2018, 22 p. (In
Russ.) 11. Shalamova
Eh.V. Avtomobil’nayaleksikavsovremennomrusskomyazyke
(sostav,
funktsionirovanie,
tendentsiirazvitiya): avtoref. dis. ... kand. filol. nauk [Automotive vocabulary in modern Russian
(Composition, Functioning, Development Trends): PhD (Philology) diss. abstr.]. Moscow, 2018, 22 p. (In
Russ.) Received Аugust 24, 2023
Revised January 11, 2024
Accepted January 18, 2024 References (In Russ.) https://doi.org/10.52173/2079-1100_2023_2_44, https://elibrary.ru/pgfrts
9
Shuai Jinshi Car Culture Beijing Tsinghua University Press 2007 (In Chinese) (
)
p
g
_
_ _
,
p
y
pg
9. Shuai Jinshi. Car Culture. Beijing, Tsinghua University Press, 2007. (In Chinese) 259 Ду Чуньян. Автомобильная культура Китая и России 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology 2024;10(1):251-260 Неофилология / Neofilologiya = Neophilology Information about the author Du Chunyang, PhD (Philology), Lecturer, Guangxi
University of Science and Technology, Guangxi, Liuzhou,
People’s Republic of China, https://orcid.org/0000-0001-
8511-475X, duchunyang92@bk.ru Ду Чуньян, кандидат филологических наук, пре-
подаватель, Гуансийский университет науки и техноло-
гии, Гуанси-Чжанский автономный район, г. Лючжоу,
Китайская Народная Республика, https://orcid.org/0000-
0001-8511-475X, duchunyang92@bk.ru Contribution: existing research in the field of Chi-
nese and Russian automotive culture review, factual ma-
terial analysis, research methodology development, manu-
script text drafting, text editing. Вклад в статью:обзор имеющихся исследований
в области китайской и русской автомобильной культу-
ры, анализ фактического материала, разработка мето-
дологии исследования, написание текста статьи, редак-
тирование текста. Received Аugust 24, 2023
Revised January 11, 2024
Accepted January 18, 2024 Поступила в редакцию 24.08.2023 Поступила в редакцию 24.08.2023 Поступила в редакцию 24.08.2023
Поступила после рецензирования 11.01.2024
Принята к публикации 18 01 2024 у
р
Поступила после рецензирования 11.01.2024
П
б
18 01 2024 Поступила после рецензирования 11.01.2024 у
р
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Принята к публикации 18.01.2024 Принята к публикации 18.01.2024 260
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como punto de inflexión histórico y su posterior fracaso
The bilateral relationship between Chile and Peru: the proposal of the
International Court of Justice judgment as a historical turning point and
its posterior failure
Rocío Arenas Riveros*
Consejo Académico Consultivo de Estudios e Investigación Militar
Pablo Rivas Pardo**
University of Groningen, Reino de los Países Bajos
Recibido: 17 de julio de 2015. Aprobado: 20 de mayo de 2017
Resumen
Entre los meses de enero de 2008 y enero de 2014 se vivió entre el Perú y Chile un
contencioso en la Corte Internacional de Justicia. Si bien el fallo no dio todo lo solicitado
al Perú, este país sí logró la incorporación de un nuevo espacio marítimo en desmedro
de Chile. En este lapso de seis años surgió la propuesta de que el fallo de la Corte
fuera un punto de inflexión que cambiaría una relación que históricamente ha sido de
confrontación e inconstancia integrista a una, más bien, de base estructural cooperativa.
La hipótesis no se aprobó, puesto que ocurrido el fallo inmediatamente se levantó un
*
**
Cientista Política por la Universidad Diego Portales; Diplomado en Relaciones Internacionales, Universidad de
Chile; Diplomado en Seguridad Multidimensional, Academia Nacional de Estudios Políticos y Estratégicos. Actualmente se desempeña como asesora en el Consejo Académico Consultivo de Estudios e Investigación Militar
del Ejército de Chile. Correo electrónico: rocio.arenas@gmail.com
Cientista Político y Licenciado en Ciencia Política de la Universidad Diego Portales. Diplomado en Operaciones de Paz y Seguridad Internacional, Diplomado Seguridad y Defensa, ambos en la ANEPE; Diplomado
Corresponsal de Defensa, Academia de Guerra del Ejército; y Diplomado La relación chileno-peruana: puntos
de encuentro, Universidad de Chile. Actualmente es alumno del Master of Art International Relations and International Organization, University of Groningen, Reino de los Países Bajos. Correo electrónico: p.rivas.pardo@
gmail.com
Si Somos Americanos. Revista de Estudios Transfronterizos 113
nuevo conflicto, el denominado “triángulo terrestre”, que eliminó la propuesta del punto
de inflexión. En virtud de lo anterior, este artículo explica por qué no se logró cumplir
con el punto de inflexión, en razón del denominado triángulo terrestre. El análisis del
rechazo del punto de inflexión incluye los principales eventos de esta relación bilateral,
explicando así, por qué un triángulo de 3,7 hectáreas tuvo un valor cualitativo mayor que
cambiar una relación bilateral caracterizada por su inconstancia.
Palabras clave: Relación Chile-Perú, punto de inflexión, triángulo terrestre.
Abstract
During January 2008 and January 2014, Peru and Chile lived a dispute in the International
Court of Justice. Although the ruling did not give everything Peru request, this country
achieved incorporated a new maritime space at the expense of Chile. In this six years,
arose the hypothesis that the Court’s decision would be a turning point that would
change a confrontational and inconstancy relationship to new bilateral relationship with
cooperative structure. The hypothesis was not approved, because immediately a new
conflict arose, the called “terrestrial triangle” which eliminated the thesis of the inflection
point. In view of the above, this article explains why it was not possible to comply with
the turning point, because of the terrestrial triangle. The analysis of the turning point
includes the main events of this bilateral relationship, it explaining in this way, why a
triangle of 3,7 hectares has a qualitative value bigger than to change a bilateral relationship
characterized by its inconstancy.
Keywords: Chile-Peru relationship, turning point, land triangle.
Introducción
El Perú interpuso ante la Corte Internacional de Justicia (CIJ) en enero de 2008, una
demanda contra el Estado de Chile. Tal demanda, en síntesis, solicitó que la CIJ definiera
el límite marítimo entre ambos países; especificara el origen de tal demarcación; que
realizara la proyección de una línea equidistante; y que tal proyección abarcara aguas
internacionales como parte de sus aguas nacionales (CIJ, 2008). En medio de este contexto
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y previo al fallo de la CIJ, se desarrolló y difundió, durante el gobierno del Presidente
de Chile, Sebastián Piñera (2010-2014) y del Perú, Alan García (2006-2011) y luego
Ollanta Humala (2011-2016), la hipótesis de aprovechar la coyuntura de la demanda
como un momento oportuno para generar un cambio en la relación bilateral respecto a
la conformación territorial, es decir “un punto de inflexión”. Lo anterior fue una iniciativa
que se adoptó a nivel presidencial, entre cancillerías y el plano académico.
Finalmente, la Corte dio a conocer su fallo el 27 de enero de 2014 (ver anexo I). Si bien
el origen del límite no fue el propuesto por el Perú, ya que fue un punto ubicado al
norte del solicitado, y la línea equidistante comienza 80 millas marítimas después de la
línea paralela que va desde el origen, el Estado peruano incorporó espacio marítimo a
su soberanía territorial, económica y jurisdiccional, que el Estado de Chile consideraba
como propio (CIJ, 2014).
Sin embargo, tras el fallo, y a semanas de ser conocido el resultado de la demanda, surgió
una nueva situación de tensión, el “denominado triángulo terrestre” (ver anexo II), que
ambos países consideraron como propio, no siendo efectiva la propuesta de que el fallo
sería el punto de inflexión en las relaciones bilaterales.
Luego de dicho desencuentro, la posibilidad de aprovechar la coyuntura de la demanda
como un punto de inflexión que concluyera con el ciclo de disputas a lo largo de la historia
de la relación bilateral no funcionó, en el inmediato ni en el corto plazo.
Cabe distinguir que se usa la expresión “denominado triángulo terrestre” dado que el
espacio territorial no corresponde geométricamente a un triángulo y que además, ambos
países lo consideran como propio, por lo cual, la existencia o no de un triángulo terrestre
pendiente corresponde a que ambos Estados así lo digan.
El artículo utiliza una metodología cualitativa de investigación, y el método de estudio de
caso, para examinar una relación específica en un período de tiempo determinado entre
dos actores: la relación bilateral entre Chile y el Perú. El objetivo general de este artículo
es explicar por qué el fallo de la CIJ no fue un punto de inflexión en la relación bilateral
que se esperaba, y consecuentemente, identificar el motivo del fracaso del “triángulo
terrestre”. Los objetivos específicos son 1) Especificar el concepto punto de inflexión,
2) Analizar la propuesta del triángulo terrestre como punto de inflexión, 3) Examinar
los ciclos de integración y diputas de la relación bilateral con el objeto de comprender
la incidencia del pasado en la situación actual. Estos objetivos buscan responder a la
Si Somos Americanos. Revista de Estudios Transfronterizos 115
siguiente pregunta: ¿Qué explica que el triángulo terrestre no permitiera la posibilidad
de punto de inflexión histórico en la relación bilateral?
Punto de inflexión: definición, propuestas políticas y académicas
El concepto punto de inflexión posee diferentes significados según el contexto en que
se utiliza, por ejemplo, en geometría inflexión significa “el punto de una curva en que
cambia de sentido su curvatura” (RAE, 2014). En el lenguaje anglosajón, punto de
inflexión se denomina turning point y se define como “el momento en que una situación
comienza a cambiar en un sentido importante” (Cambridge Dictionary, 2014) en otras
palabras “punto en el que se produce un cambio significativo” (Merriam Dictionary,
2014) o “verdaderos cambios que han transformado la manera en que son percibidas las
sociedades humanas” (Guillén y Ontveros, 2012: 9), es decir, en el plano de las ciencias
sociales, esto se considera como un cambio importante en la dirección de un fenómeno
social. Desde la historia, Roger Launius señala que los puntos de inflexión “son un
evento o varios de ellos que son capaces de cambiar la historia; es un hecho particular
y no necesariamente debe tener la cualidad de dramático” (Launius, 2007: 19). En este
artículo se utiliza el concepto como un evento que demarca un cambio significativo que
circunscribe un antes y después en la historia de la relación bilateral entre Chile y el Perú.
En el caso citado, durante el gobierno del presidente Piñera por Chile y los presidentes
García (2006-2011) y Humala (2011-2016) por el Perú, se propuso transformar el
problema de la demanda en una oportunidad o “punto de inflexión” para lograr un
cambio en la relación que a lo largo del tiempo se ha caracterizado por ser intermitente,
teniendo un carácter tenso y de confrontación.
Marcos Robledo, entonces académico de la Universidad Diego Portales y actual
Subsecretario de Defensa de Chile, fue explícito al escribir sobre esta idea, señalando que:
“La sentencia de la Corte Internacional de Justicia podría, e idealmente debería,
convertirse en un punto de inflexión histórico que marque una nueva etapa, en que
la conformación territorial de los Estados peruano y chileno es aceptada por ambas
partes” (Robledo, 2012: 30).
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Si bien la cita apunta a que se puede lograr un cambio, se infiere que no existiría o de plano
no existe entre ambos países, una opinión compartida sobre la conformación territorial.
Lo anterior fue comprobado tras el fallo de la CIJ, ya que el denominado “triángulo
terrestre” no dio espacio al punto de inflexión esperado.
Relacionado con lo anterior, en noviembre de 2012, durante la VI Cumbre de UNASUR
-a tres días antes de la fase oral del juicio- ambos Presidentes hicieron declaraciones con
la intención de mejorar la relación bilateral, por su parte el Presidente Humala indicó:
“Hoy día estamos trabajando por fortalecer la integración, la relación bilateral entre
Chile y el Perú, fortalecer el dinamismo de nuestras economías y en general, hacer más
fructífera esta relación bilateral (…) Señalamos la importancia de trabajar una agenda
después de La Haya” (El Mercurio: 2012).
El Presidente Piñera respondió:
“La agenda del pasado a veces nos ha dividido, pero la agenda del futuro definitivamente
nos une, hemos conversado con el Presidente Humala cómo seguir fortaleciendo los
lazos de unidad, amistad y colaboración entre Perú y Chile” (El Mercurio: 2012).
A nivel de Cancilleres, en enero de 2013, estos también manifestaron su voluntad de
conciliar un futuro auspicio en las relaciones bilaterales:
“Los Ministros reafirmaron, en ese sentido, la voluntad de sus gobiernos de trabajar
coordinadamente en la generación de las condiciones más propicias para consolidar y
proyectar en el mediano y largo plazo una relación bilateral de estabilidad, confianza y
cooperación” (Perú, Ministerio de Relaciones Exteriores: 2013).
Durante los años 2010 y 2013, se realizaron, en ambos países, considerables charlas,
mesas de trabajo y seminarios sobre la relación de Chile y Perú, orientado a las posibles
sentencias de la Corte y las repercusiones a futuro para las dos naciones. De esto se
destacan los encuentros binacionales de distintas personalidades de Chile y el Perú,
tanto en Lima como en Santiago y la invitación de Académicos peruanos y ex Ministros.
En esto, se reconoce en particular el aporte a la materia que realizó el Instituto de
Ciencias Sociales de la Universidad Diego Portales (ICSO UDP), el Instituto de Estudios
Internacionales de la Universidad de Chile (IEI), el Instituto de Estudios Internacionales
Si Somos Americanos. Revista de Estudios Transfronterizos 117
de la Pontificia Universidad Católica del Perú (IDEI PUCP), la Fundación Chile 21 y la
Fundación Konrad Adenauer (KAS).
Dentro de las anteriores se encuentra la charla realizada en el ICSO UDP, donde
expusieron los ex Cancilleres Rafael Roncagliolo del Perú (2011-2013) y Gabriel Valdés
por Chile (1999-2000). Ambos coincidieron en ver el fallo de la CIJ como oportunidad.
Aun así se plantearon incertidumbres, la del Perú consistía en un eventual armamentismo
chileno, y por parte de Chile, el que esta no fuese la última disputa territorial por parte
del Perú (ICSO UDP, 2013).
Reforzando aquello, el historiador peruano Daniel Chasqui aseveró frente a la idea de un
cambio en la relación:
“¡Claro que se puede lograr (el punto de inflexión) y ya se está logrando! Si ambos
países acatamos el fallo y lo ejecutamos con prontitud y humildad, las buenas historias
nos buscarán a nosotros. En cambio, si comenzamos a ponerle “peros” al fallo y
comenzamos a dilatar la ejecución, la desconfianza se va a acrecentar” (Publimetro
Perú, 2014).
Hay claridad en que, desde el plano político como académico, hubo una real intención
de que el punto de inflexión histórico, que invitaba a cambiar la relación bilateral en el
contexto de la demanda del Perú contra Chile, fuese concebido, sin embargo, en razón del
denominado “triángulo terrestre” no fue posible en el inmediato o corto plazo.
El triángulo terrestre como impedimento para cambiar la relación bilateral
Inmediatamente dado el resultado de la CIJ, en enero de 2014, surgió una nueva
controversia: el denominado triángulo terrestre (ver anexo II). Fue así que toda
hipótesis de concluir los temas pendientes en materia de conformación territorial quedó
desestimada. En el contexto de la VIII Cumbre de la Alianza del Pacífico, realizada en
febrero de 2014 en Cartagena de Indias, los Presidentes Humala y Piñera hablaron sobre
el triángulo. Tras el encuentro bilateral Humala señaló «hemos conversado, cada uno
tiene su posición, pero llevando la voz del Estado peruano le hemos ratificado con firmeza
al presidente Piñera la soberanía de Perú sobre el denominado triángulo terrestre» (El
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Mercurio, 2014), a lo que el gobierno de Chile por medio de su Presidente contestó con
nota de protesta y de manera pública:
“Le hemos expresado a (Ollanta) Humala que la posición peruana no está de acuerdo al
derecho, ni siquiera a lo que ha sido la jurisprudencia durante más de 60 años respecto
de ese triángulo terrestre (...) Estoy convencido de que los argumentos chilenos en esta
materia son muy sólidos” (La Tercera, 2014).
Meses después, el 19 de agosto de 2014, el Presidente Humala, en acto público, en el
Salón Cáceres, mostró una nueva cartografía de los límites peruanos. En esta, incluyó el
denominado triángulo terrestre como parte de la soberanía peruana e indicó:
“Esta carta recoge la sentencia de La Haya del 27 de enero de este año y los trabajos
que ha venido realizando una Comisión Mixta peruano-chilena para determinar las
coordenadas del límite marítimo (…) esta Carta señala claramente que el inicio de la
frontera entre Perú y Chile es el Punto Concordia y no hay otro” (Perú, Presidencia,
2014).
Lo anterior deja explícito la falta de intención de promover una buena relación o dejar
lugar a que se produjera el punto de inflexión. La respuesta del Estado de Chile, otorgada
por el Canciller Heraldo Muñoz, señaló que “el triángulo terrestre es incuestionablemente
chileno” (La Tercera, 28 de agosto de 2014), a propósito de una marcha convocada por
un grupo nacionalista peruano para ir desde Tacna al triángulo terrestre, iniciativa que
finalmente no llegó al destino propuesto.
En este contexto, vemos que la propuesta de un punto de inflexión, como instancia para
concluir la conformación territorial de ambos Estados, no se logró, en primer lugar,
en razón de un triángulo terrestre -que mide 3,7 hectáreas- y en segundo lugar, a que
ninguno de los gobiernos está dispuesto a priorizar unas buenas relaciones bilaterales
por sobre la oportunidad de reclamar un espacio territorial como propio, puesto que es
parte de su idiosincrasia.
Respecto a la pregunta de investigación, este artículo tiene la hipótesis de que la propuesta
del triángulo terrestre como punto de inflexión, que concluiría el ciclo de disputas a lo
largo de la historia de la relación bilateral respecto a la conformación territorial, no fue
viable de acuerdo a la incidencia del pasado en la situación actual.
Si Somos Americanos. Revista de Estudios Transfronterizos 119
Ciclos de integración y diputas de la relación bilateral
entre Chile y el Perú
El artículo considera como un factor fundamental estudiar la incidencia del pasado en
la situación actual, puesto que permite comprender que no es ajeno a la historia entre
Chile y el Perú, el que no se terminen los asuntos pendientes en el ámbito territorial. Por
tanto, que surja un nuevo tema en la agenda y que no se haya concretado la propuesta del
punto de inflexión, no es una novedad, aún más, considerando que hubo académicos que
advirtieron que dicho triángulo sería un nuevo punto en cuestión.
Se considera importante repasar dos contextos históricos. El primero es el origen de
esta relación, desde la época colonial hasta el siglo XIX, la cual muestra que desde sus
cimientos la relación bilateral ha estado marcada por desentendimientos. El segundo,
consiste en los principales hitos del siglo XX, que denota la dificultad de la aplicación e
implementación de los tratados y de los procesos de integración.
El origen de la relación: colonia, independencia y las guerras
El inicio de la relación política entre ambos países data del Siglo XVI, cuando los españoles
instalaron, en el nuevo continente, las colonias. En esta etapa el Perú se constituyó en un
Virreinato, principal unidad administrativa en las nuevas tierras, destacándose por ser un
gran proveedor de oro para España. De manera distinta, Chile fue una gobernación que
funcionó bajo la lógica militar, a causa de la lucha contra los mapuches, constituyéndose
así en un reducto que demandaba recursos al Rey.
En aquella época, el Virreinato no sólo tenía una situación de desarrollo superior sobre
la Gobernación de Chile, este último, además, se encontraba dependiente a las decisiones
políticas y económicas que se le dictaran. Como señaló Alberto Wagner de Reyna: “La
Capitanía General o reino de Chile dependió de Lima hasta 1798, la élite de sus hombres
se educó en Lima, y separado de la Argentina por la cordillera, su vecino más efectivo
era el Perú” (Winter, 2013: 7). A juicio de varios autores, tal situación administrativa (de
dependencia) generó la instauración de una visión negativa entre ambas sociedades, la
que habría sido heredada al conformarse y confrontarse las repúblicas. Esto se ejemplifica
en la reseña que realizó Paz Milet al citar una entrevista del ex Canciller peruano, García
Belaúnde:
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“Podría sostenerse que el establecimiento de las primeras instituciones civiles en el
Perú tuvo como antecedente una guerra civil entre los pizarristas de Lima y Cuzco
y “los de Chile”, como eran llamados los almagristas, que derivó en el asesinato de
Pizarro” (Milet, 2005: 7).
Con esta cita, se demuestra que junto con existir un origen competitivo y de subordinación
entre el Virreinato del Perú y la Gobernación de Chile, existió tempranamente un
enfrentamiento armado entre ambas comunidades, asunto que culturalmente es heredado
una vez finalizada la época colonial. El Embajador peruano, Juan Miguel Bákula, refuerza
esta idea en su libro “Perú en el Reino Ajeno” como se puede apreciar en la siguiente cita:
“La “herencia colonial”, como consecuencias de la concepción política reinante, de
las costumbres administrativas y de un ejercicio de la autoridad destinado a sostener
una relación radial (…) Fue característico que la vinculación entre las dependencias
coloniales estuviera marcada por el signo de la subordinación y, en otras circunstancias,
por la prohibición” (Bákula, 2006: 97).
El caso de los almagristas y del monopolio económico que duró casi dos siglos y medios,
caló en la categorización y rivalidad de las sociedades, desde un plano social y económico.
Respecto a lo primero, existía una mirada despectiva hacia los “mapochinos” es decir, los
residentes de Santiago, por parte de la sociedad limeña, como sinónimo de incivilizados;
y en lo económico, el control que ejercía el Virreinato sobre la gobernación era total,
inclusive abarcaba hasta el Puerto de Buenos Aires. Entonces, el cambio de Gobernación
a Capitanía, para la élite peruana se interpretó como una manifestación de rivalidad,
puesto que para los entonces “chilenos” este paso implicó tener una mejor y mayor
autonomía, junto con una relación directa con la Corona y sus instituciones, que pasaron
a ser representantes para el continente y ya no con el Virrey.
Cerrada la colonia, se observa claramente que esta no legó una relación cooperativa para
ambos países al iniciarse la emancipación americana, al contrario, las elites tenían una
mirada de rivalidad.
Posteriormente, la independencia de América del Sur, dada entre los años 1809 y 1826,
tampoco heredó una estructura de buena vecindad a pesar de la ayuda prestada por Chile
a la independencia del Perú, tal y como lo señala el decreto “Tratado de Auxilio al Perú”
de 1823 por el cual se ayuda con medios militares a la guerra. De ese documento se
destaca la inspiración política del momento:
Si Somos Americanos. Revista de Estudios Transfronterizos 121
“Queriendo manifestar la persuasión invariable en que se halla este gobierno y todo
chileno, de que la Guerra del Perú es la Guerra de Chile, no solo por la consideración
de su seguridad, sino porque la gloria que ha resultado a Chile de haber sido el primero
que la emprendió, se mancharía si floja o caprichosamente abandonemos el campo”
(Chile. Biblioteca del Congreso Nacional, 1823: 1).
Es común suponer que la participación de Chile para lograr la expulsión de los españoles
en el último reducto castellano llevó a una valorización entre las partes, al mirarse como
gobiernos amigos, pero aquello es totalmente erróneo. Si se observa bien, el proceso de
independencia del Perú es exportado desde el sur y del norte, no es un proceso innato a sus
líderes políticos. Vale observar que son San Martín, bajo el financiamiento de O´Higgins,
y Simón Bolívar con las tropas grancolombianas, los que se encuentran en Guayaquil
para decidir el futuro del Virreinato. Por lo cual, el paso de Virreinato a República no deja
ser una sensación errada de común ideario de vecindad.
Al decenio siguiente, las nacientes repúblicas se encuentran en la “Guerra contra la
Confederación Perú-Boliviana”, dada entre 1836 y 1839. Tal episodio es visto, por la
historiografía chilena más tradicional, como un punto positivo. En palabras simples,
se expresa que Chile se alió con los peruanos restauradores y logró reintegrar al Perú
republicano en contra del enemigo común: la Bolivia del Mariscal Santa Cruz, liberándolos
por segunda vez, ya que antes había sido de España. Una segunda mirada que se presenta
en parte de la historiografía peruana, es mirar la Confederación como un proyecto de
integración, al cual Chile, y en especial, Diego Portales, de manera preventiva atacó con
peruanos que se oponían a otros peruanos. En cita de Percy Cayo Córdova:
“Cierto es también que aun en la historiografía peruana y boliviana hay voces que
proclaman su desacuerdo o antagonismo, su cuestionamiento o inconformidad con
el gran proyecto confederacional (…) Más creemos que ya es tiempo de apuntar a
una reflexión más certera y comprensiva del Gran Mariscal Andrés de Santa Cruz.
Loas, alabanzas y encarecimientos tantas veces presentes en estas ocasiones no deben
postergar la reflexión serena sobre lo que quiso realizar” (Cayo, 2010: 194).
La interpretación de este autor apunta a ver a Santa Cruz como un hombre que buscó la
integración, como consecuencia natural de un origen común entre ambos países.
Entrando en las fases de esta guerra, las campañas contra la Confederación fueron dos.
La primera, liderada por Blanco Encalada que fracasó, debiendo capitular frente a Andrés
de Santa Cruz, con la firma del “Tratado de Parcaupata”. Si bien el tratado obligaba a que
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las tropas chilenas se retirasen, poniendo así fin al conflicto, el gobierno chileno hizo una
nueva campaña liderada por Manuel Bulnes, que llegó al triunfo en la Batalla de Yungay.
Entonces, al no haber respetado la firma de Parcaupata, se levantó la tesis de algunos
historiógrafos peruanos de que “los chilenos no respetan los tratados cuando estos no
les convienen” (Zapata, 2012) idea reforzada –años más tarde- al no realizarse el arbitraje
por Tacna y Arica al cumplirse los 10 años del Tratado de Ancón, detallado más adelante.
En años posteriores, el Perú vivió serios problemas con sus vecinos del norte, teniendo
entre medio un conflicto con Ecuador en 1851, el que venía arrastrándose desde los años
20 contra la Gran Colombia, por lo que la preocupación principal del Perú era tener
seguridad y buenas relaciones con su frontera noreste, Chile no era un problema. Ya en
la década de los 60 tanto Bolivia, Chile y Ecuador fueron a la ayuda del Perú durante
la Guerra contra España entre 1865 y 1866. Sin embargo tal momento solidario no
llevó a institucionalizar una buena vecindad, ya que por esa misma fecha comenzó la
competencia económica entre los países por el salitre, teniendo como antesala la disputa
del guano. El ejemplo de la competencia fue la contención entre los puertos del Callao y
de Valparaíso con miras para consolidarse como el principal puerto del Pacífico Sur y de
principal plataforma exportadora de salitre. En esa misma década, se firmó entre Chile
y Bolivia el Tratado de 1866, el cual fijó entre las partes como límite internacional el
paralelo 24° de Latitud Sur implicando para Chile y el Perú no ser países vecinos (Bolivia.
Dirección Estrategia de Reivindicación Marítima-DIREMAR, 2014).
A finales de la década siguiente, en 1879, comenzó la Guerra del Pacífico con la ocupación
de Antofagasta, por lo cual las hostilidades fueron primeramente entre Chile y Bolivia.
Pero a causa del Tratado Secreto para una asistencia militar (Pardo por el Perú y Frías
por Bolivia) entró el Perú, extendiéndose la guerra hasta la Sierra peruana. El fin de las
hostilidades llegó con el Tratado de Ancón de 1883, pero no así el conflicto en un plano
diplomático, al contrario, este se extendió hasta 1929. Tal extensión y dilatación de una
solución definitiva implicó que el problema no sea únicamente la manera en que se gana
la guerra y los tributos de ella, sino también, la manera como se construyó la paz y la
cultura que ella generó. En detalle, el 20 de octubre de 1883 se firma el Tratado de Paz de
Ancón, el que fijó una tregua entre las partes, la provincia de Tarapacá pasó a Chile, y se
dejó pendiente la situación de Tacna y Arica:
“Dicho tratado en su artículo 3 establecía que las provincias de Tacna y Arica
continuarían en posesión de Chile y sujetas a la legislación y autoridades de ese país
por el término de 10 años y, una vez expirado el plazo, un plebiscito (votación popular),
celebrado en estas dos provincias, decidiría si las mismas quedaban definitivamente
Si Somos Americanos. Revista de Estudios Transfronterizos 123
bajo el dominio y la soberanía de Chile, o si continuaban siendo parte del territorio
peruano. Dicho plebiscito nunca llegó a realizarse y las provincias de Tacna y Arica
continuaron bajo soberanía chilena, pese a que la ocupación debió terminar en 1894»
(Sandoval, 2011, web).
La Cancillería peruana en su página de Internet señala sobre la Guerra del Pacífico:
“Las relaciones diplomáticas entre el Perú y Chile se establecieron inmediatamente
después de la independencia. La Guerra del Pacífico motivó la interrupción de las
mismas hasta la firma del Tratado de Ancón de 1883. Una nueva interrupción se
produjo entre los años 1910 y 1928 como resultado de las diferencias sobre la ejecución
del artículo 3 de dicho Tratado, referido a la realización de un plebiscito para definir la
soberanía de las provincias cautivas de Tacna y Arica” (Perú. Ministerio de Relaciones
Exteriores, 2010).
Bákula hace una reflexión muy interesante sobre los momentos en que el Perú tuvo fuertes
cambios en su vida como unidad territorial y en dos de ellos Chile es parte integrante:
“Nunca el “Perú” volvió a ser el mismo en el tiempo siguiente, cuanto por los cruentos
sucesos ocurridos. Y, al igual, porque en esos tres momentos las causas determinantes
fueron exógenas, o sea que vinieron de fuera. Así fue en la conquista y subsiguiente
colonización; en la revolución de la independencia, al imponerse un nuevo régimen;
y en la guerra del Pacífico, al invadirse y cercenarse su territorio” (Bákula, 2006: 156).
El legado negativo de la guerra se expresa en la cultura, siendo este el mayor escollo a
destrabar. El Perú consagra una identidad común y nacional por medio de sus héroes,
implicando una construcción de identidad en oposición de Chile y de los chilenos. El
territorio cercenado, como señala Bákula, es un cambio del cual Chile es protagonista y
el antagonista de un país, el cual mantiene unas provincias prisioneras, como lo señala el
Escudo del Ejército del Perú, que tiene dos hojas de su rama de laurel dobladas en señal
de “dos lugares cautivos” (Perú. Ejército, 2014) interpretándose como Arica y Tarapacá.
La relevancia de la Guerra del Pacífico o Guerra contra Chile, y que no entrega la
Independencia ni otras guerras para el Perú, es la construcción de héroes propios que
pasan a ser los primeros próceres de su vida como República, encarnados en el Almirante
Miguel Grau y el General Francisco Bolognesi, ambos Héroes de la defensa del Perú.
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Sin embargo, y como se señaló antes, el tema no quedaba allí, el cómo se construyó
la paz también es un problema, y quizás, aún mayor. Ernesto Yepes (1999), destacado
historiador peruano, en su libro “Un plebiscito Imposible. Tacna y Arica 1925-1926”
describe lo vivido por los árbitros estadounidenses, los cuales tenían como misión
solucionar la situación vivida entre las partes. Ellos en sus memorias transmiten como
traba para efectuar el plebiscito en los años 20 la actitud hostil de Chile para realizar un
plebiscito legítimo y sin vicios.
A modo de síntesis, entre 1879 y 1929 transcurrieron 50 años, en que hubo una Guerra de
cinco años, no se hizo el plebiscito, se rompieron las relaciones y se solucionó la soberanía
de Tacna y Arica de manera transaccional.
La académica Paz Milet, a su vez, señala que la relación bilateral ha sido fluctuante
debido a que ha estado:
“Afectada permanentemente por la herencia del pasado y sus consecuencias más
visibles -pérdida territorial, invasión chilena y consecuente obtención de trofeos de
guerra- que aún son un factor determinante en el avance y desarrollo de los vínculos
entre Chile y Perú” (Milet, 2004: 228).
Complementando la idea anterior, esta guerra es considerada como una de las más
relevantes en la historia de la región junto con la de Triple Alianza y la del Chaco en los
siglos XIX y XX respectivamente. Fernando Cavieres, historiógrafo chileno, subraya que
la vida económica, post Guerra del Pacífico, se restableció rápidamente, entre Chile, Perú
y Bolivia, pero no fue así en la política y quedó plasmada en la historia:
“Una política de desconfianza que se fue traspasando hacia todos los sectores de la
sociedad, especialmente cuando, además, los procesos históricos de los países se
fueron desarrollando con ritmos y profundidades diferentes” (Cavieres, 2006: 22).
Rodríguez Elizondo indica que el orgullo vencedor chileno no ayudó a mejorar la relación
bilateral, e incluso:
“En contrapunto con el rencor peruano, amarró el desarrollo futuro de ambos países
a una íntima enemistad, que se expresaría, para unos, en la obligación de conservar lo
ganado y, para otros, en la necesidad de recuperar lo perdido. Ese amarre impediría
Si Somos Americanos. Revista de Estudios Transfronterizos 125
asomarse a las posibilidades de una cooperación que los potenciara a ambos
conjuntamente” (en Milet, 2004: 229).
Cerrando esta sección y explicando por qué se puede afirmar la existencia de un “vicio
de origen” en la relación Chile-Perú, vale recordar la frase “el Estado hace la guerra y la
guerra hace al Estado” acuñada a Charles Tilly. La primera parte de ella indica lo lógico,
que son los Estados los que declaran, hacen y deciden una guerra, la segunda parte,
ahonda en el problema antes mencionado, que la guerra haga al Estado implica que esta
diseña una identidad común.
Bajo la lógica recién explicitada, para Chile fue Yungay la que creó al roto chileno y la
identidad chilena, para el Perú fue la capitulación de Ancón de 1883 y el Tratado de 1929
lo que creó una cruzada e identidad nacional, siendo esto el vicio de origen.
Vemos que ambos países no tuvieron una integración bilateral institucionalizada antes de
la guerra, por lo cual, la conflagración copó un espacio vacío entre ambos países, sumada
la herencia del periodo colonial.
Principales hitos del Siglo XX desde el Tratado de 1929
La relación bilateral entre Chile y el Perú, en este lapso, se puede distinguir en tres
períodos. Se considera al primero, desde 1929 a la década del 1950 con la firma del Tratado
de Lima. Esta fase se destacó por significantes hitos en el ámbito territorial y marítimo
que permiten describir este período como uno de importantes acuerdos y de buenas
relaciones vecinales, que mirado en retrospectiva pudo haber sido una oportunidad para
haber desarrollado un punto inflexión, tras la solución de la soberanía de Tacna y Arica.
El segundo es a partir de la década de 1960, con el surgimiento de los regímenes militares,
primero en Perú en 1968 y luego en Chile en 1973, donde las relaciones fueron de alta
tensión y crisis político-militar, hasta el retorno a la democracia en 1990. El tercero se
desarrolla durante la década de 1990, período en que se pone en aplicación el Tratado de
1929, y que pudo haber sido otro momento oportuno para lograr el punto de inflexión en
la relación, pero tampoco fue el caso.
El primer período se caracterizó por importantes tratados y declaraciones en el ámbito
territorial, marítimo y político. Comenzando por el ámbito territorial, el Tratado de Lima
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y su Protocolo Complementario, firmado el 3 de junio de 1929, ratificaron los límites
entre ambas naciones dejando Arica en Chile y Tacna para el Perú. El Tratado de 1929
puso fin, momentáneamente, a los asuntos pendientes que tenían ambos países desde el
fin a la Guerra del Pacífico (1879-1883). El artículo primero indica:
“Queda definitivamente resuelta la controversia originada por el Artículo Tercero del
Tratado de Paz y Amistad del veinte de octubre de mil ochocientos ochenta y tres,
que era la única dificultad pendiente entre los Gobiernos signatarios” (Dirección de
Frontera y Límites, 2014).
El Tratado de 1929 tiene la peculiaridad de haber sido firmado por Augusto Leguía, quien
gobernó en el Perú entre los años 1919 y 1930, y que durante su gestión dio solución a
los complejos problemas limítrofes que tenía con sus vecinos. Vale destacar que Leguía
siempre fue un duro en las negociaciones con Chile, por lo que, la solución adoptada en
su gobierno fue más bien pragmática, antes que representativa de la idea política que se
manejaba en relación a lo justo (Bákula, 2006).
Otro evento significativo en la relación bilateral, y una primera demostración de buena
vecindad, fue la participación de Chile junto a Brasil, Estados Unidos y Argentina como
garantes del protocolo de Río de Janeiro de 1942, que ponía fin a la guerra acontecida un
año antes entre el Perú y Ecuador.
Entre las décadas de 1940 y 1950, el ámbito marítimo fue el tema principal de la agenda
bilateral. En ellas se levantó una inédita propuesta entre Chile y Perú para evaluar y
extender la proyección marítima vigente, con el fin de crear las condiciones necesarias de
subsistencia, fortalecer el desarrollo económico y cuidar la conservación y protección de los
recursos naturales. Dicha iniciativa conjunta generó cambios en el Derecho Internacional
del Mar. En el año 1947 se realizaron declaraciones jurisdiccionales unilaterales, entre los
dos Estados, con el fin de cambiar las 3 millas marítimas territoriales a 200 millas. El 18
de agosto del año 1952 ambos países, junto a Ecuador, celebran y ratifican la “Declaración
sobre Zona Marítima” o “Declaración de Santiago” donde:
“proclaman como norma de su política internacional marítima, la soberanía y
jurisdicción exclusivas que a cada uno de ellos corresponde sobre el mar que baña las
costas de sus respectivos países, hasta una distancia mínima de 200 millas marinas
desde las referidas costas” (Chile. Dirección de Fronteras y Límites b, 2014).
Si Somos Americanos. Revista de Estudios Transfronterizos 127
Este nuevo hito en soberanía quedaría incluido en el Convenio de Derecho del Mar del
año 1982. Manuel Rodríguez Cuadros, relata el hecho en su libro “Delimitación marítima
con equidad. El caso de Perú y Chile” de la siguiente forma:
“El verdadero impulso que inició el proceso de cambio del Derecho Internacional del
mar provino de las iniciativas de Chile y del Perú en 1947. Ambos países aprobaron
sendos decretos que, por primera vez en la historia, reivindicaron la soberanía y
jurisdicción exclusivas sobre las columnas de aguas oceánicas hasta una distancia de
200 millas, incluidos el suelo, el subsuelo, con la finalidad de preservar, proteger y
explotar sus recursos marinos renovables y no renovables” (Rodríguez Cuadros, 2007:
167-168).
Como continuación del “Convenio sobre Zona Especial Fronteriza Marítima” de 1954
se realizó el “Acta de los Representantes de Chile y del Perú” de 1968 y el “Acta de la
Comisión Mixta Chileno-Peruana” de 1969 (Chile. Dirección de Fronteras y Límites c,
2014). Esta fue una década en que la continuidad de integración se encaminó tras la
creación de la “Corporación Andina de Fomento” actualmente la “Comunidad Andina
de Naciones”. El ex Canciller de Chile, Valdés Subercaseaux, señala ese episodio en sus
memorias, describiendo su experiencia como Canciller tras una reunión de la ALALC,
en Uruguay, en la que vio que el camino no era promisorio y de vuelta del viaje junto con
sus pares del Perú, Ecuador, Colombia y Venezuela, se les ocurrió crear la CAF:
“El pacto fue firmado en Lima y se agregó el gobierno de Bolivia, cuyo ministro de
Relaciones -un militar- nos retrasó la firma varias horas, porque él no quería que antes
nos prometiéramos a darle a su país una salida soberana al mar. Después de una larga
discusión, yo mantuve mi negativa y la frase que el delegado boliviano deseaba incluir
fue puesta al final, después de nuestras firmas, como una condición que sólo obligaba
a Bolivia” (Valdés, 2009: 157).
Desde que se firmó el Tratado de 1929, Chile con el Perú lograron construir una dinámica
relación que partió con la aclaración de los asuntos territoriales y luego marítimos,
que la visión realista de las relaciones internacionales considera vitales para controlar
el conflicto. Como complemento, se creó una institución de cooperación económica,
cualidad importante para lograr una integración bajo la óptica liberal.
Tomando lo expuesto al inicio del artículo, este primer período pudo ser considerado
como otro punto de inflexión en la relación bilateral, puesto que se estaban respetando
los tratados, se consolidaban nuevos y se actuaba de forma conjunta por un bien mayor
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como fue el Protocolo de Río de 1942 y la Declaración de Santiago por la delimitación
marítima. Pero, como se advertirá a continuación, con la instauración de los regímenes
militares se rompen las relaciones bilaterales y se retrocede a un estado de crisis.
En el segundo período, que comienza en la década del 60, se produce la convergencia
en Presidentes ideológicamente símiles, Eduardo Frei Montalva (1967-1970) y Fernando
Belaúnde (1963-1968), y luego entre el “Gobierno Revolucionario de las Fuerzas
Armadas” de Velasco Alvarado (1968-1975) y Salvador Allende (1970-1973), pero que se
rompe tras el inicio del Régimen Militar del General Augusto Pinochet (1973-1990), que
le tocó estar con Velasco Alvarado; Francisco Morales Bermúdez (1975-1980), Belaunde
Terry (1980-1985) y Alan García (1985-1990).
Especialmente, entre los años 1973 y 1978, surgió un fuerte ambiente de desconfianza
y alejamiento, debido en gran parte a que se acercaba el centenario de la Guerra del
Pacífico. En 1974 hubo una tensión evidente, puesto que ambas fuerzas armadas estaban
movilizadas y desplegadas en la frontera (Robles, 2006). El cuadro militar estratégico
estaba totalmente hecho para una acción bélica. La revista ¿Qué Pasa? en su edición del 3
de julio de 1993, en un reportaje afirma:
“Con préstamos soviéticos a largo plazo y de baja tasa de interés, Perú inició sus órdenes
de compra en Moscú adquiriendo 200 tanques T-54 y T-55, aviones de combate
sofisticados, artillería pesada, etc. se irían acumulando año a año en los regimientos
peruanos” (Revista ¿Qué Pasa? 1993: 4).
Tal idea también es sostenida por Rodríguez Elizondo (2004) en su libro “El Siglo que
vivimos en peligro”, en donde señala que el armamentismo peruano no llegó a la guerra
por la situación interna del país, pero que en 1975 pudo haber habido guerra, o inclusive,
años después al celebrarse el centenario de la Guerra del Pacífico en 1979.
En el invierno de 1975, va a disminuir la tensión de la relación bilateral, luego que el
general Francisco Morales Bermúdez tomara el poder del gobierno peruano, ante un
General Velasco muy deteriorado por motivos de una enfermedad. Dichos tiempos de
serenidad se quebraron en 1978 cuando en diciembre:
“Dos oficiales navales chilenos del petrolero Beagle, ubicado en Talara, fueron
detenidos bajo la acusación de haber sido sorprendidos fotografiando instalaciones
militares. El 20 de diciembre, la Cancillería peruana informó sobre la expulsión de
seis chilenos, incluyendo cuatro funcionarios de rango diplomático. El 19 de enero de
Si Somos Americanos. Revista de Estudios Transfronterizos 129
1979, se declaró persona non grata al embajador de Chile en Lima y se solicitó su retiro
inmediato (…) el 20 de enero de 1979 es fusilado un suboficial de la Fuerza Aérea del
Perú acusado de haber entregado información militar a los chilenos” (Gallardo, 2005:
216-217).
La tensión político militar no decreció hasta el retorno de la democracia con los presidentes
Aylwin en Chile (1990-1994) y Fujimori en Perú (1990-2000). El tercer período entre
los Estados comienza con el retorno a la democracia, donde se retoman las relaciones
y vuelve a la agenda bilateral el Tratado de 1929, puesto que se quiere concluir con los
asuntos que aún no se ejecutaban en su totalidad. Luego de negociaciones bilaterales
entre las Cancillerías, en noviembre del año 1999, se firma el “Acta de Ejecución” y se
declaran por terminados los temas pendientes entre ambos Estados. El Ministro peruano
de Relaciones Exteriores de la época, Fernando de Trazeginies, indicó en su discurso
posterior a la firma que:
“Hemos presenciado hace unos minutos, el fin a las últimas secuelas de un conflicto
entre Perú y Chile que tuvo lugar hace 120 años y que, felizmente, se encuentra hoy
totalmente superado. Desde esa época hasta nuestros días, ha tenido lugar un proceso
de curación de las heridas ocasionadas por la guerra y de restablecimiento de las
relaciones normales entre nuestros países” (Sandoval, 2011).
De este modo se concluyó de manera definitiva con los asuntos pendientes del
mencionado Tratado y su Protocolo Complementario, preservando el Perú sus derechos
de usufructo y servidumbre de un muelle, de un malecón de atraque, establecimientos
y zonas de operación dentro del Complejo Portuario de la ciudad fronteriza de Arica;
así como el libre tránsito de personas, mercaderías y armas entre Tacna y el Muelle de
Arica y viceversa (Sandoval, 2011). Luego de que se firmó el Acta de Ejecución y su
respectivo Reglamento, el 7 de marzo 2000, se inauguró el Cristo de la Concordia sobre
el Morro de Arica, hito que simbolizaba el fin de los asuntos pendientes y daba paso a un
nuevo escenario de las relaciones entre ambos Estados. A su vez, el entonces Ministro de
Relaciones Exteriores de Chile, Juan Gabriel Valdés, declaró:
“Mediante este acto, completamos la ejecución de algunas cláusulas del Tratado de 1929
y de su Protocolo Complementario, respectivamente los Artículos 5º y 2º. Después de
70 años, hemos encontrado la forma de terminar una tarea en esta materia, y ofrecer a
nuestras comunidades nacionales, una perspectiva que permita mirar hacia el futuro
con renovada confianza y en un marco de sólida cooperación” (Sandoval, 2011).
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Concluye el siglo XX con un promisorio horizonte para la relación bilateral. Se acordó la
creación del Comité de Seguridad y Defensa (COSEDE), la instauración de mecanismos
de intercambio y coordinación entre Estados Mayores de la Defensa Nacional y de las
Fuerzas Armadas. Estas instancias, implementadas el año 2001, contaron con versiones
posteriores, pero de manera discontinua hasta el día de hoy.
Este tercer período fue idóneo para lograr un punto de inflexión, considerando la
ejecución completa del acta complementaria del Tratado de 1929 y los avances en las
relaciones bilaterales al punto de crear un proyecto conjunto en materias de seguridad y
defensa, pero el debate por límite marítimo volvería a desechar la posibilidad de poner
fin a la conformación territorial de los Estados.
Conclusiones
El fallo de la Corte Internacional de Justicia no cambió la relación bilateral entre Chile y el
Perú. La propuesta de punto de inflexión se desmanteló, quedó en el plano especulativo,
a causa del denominado “triángulo terrestre”. Vale destacar que la propuesta de punto
de inflexión fue afirmada públicamente por los Presidentes de ambas Repúblicas, no fue
únicamente una idea del mundo público o académico, demostrando que no valieron
las buenas intenciones declarativas de los entonces Presidentes Piñera y Humala
principalmente.
Retomando la pregunta de investigación ¿Qué explica que el triángulo terrestre no
permitiera la posibilidad de punto de inflexión histórico en la relación bilateral? Se
responde positivamente con la hipótesis presentada: La propuesta del triángulo terrestre
como punto de inflexión que concluiría el ciclo de disputas a lo largo de la historia de
la relación bilateral respecto a la conformación territorial, no fue viable de acuerdo a la
incidencia del pasado en la situación actual. Esta afirmación se basa en dos elementos
expuestos en el artículo y que se resumen a continuación.
Primero, frente al contexto de la búsqueda de un punto inflexión, el artículo expone dos
momentos en que pudo haber existido y no se produjo: tras la firma del Tratado de 1929 y
tras el Acta de Ejecución a fines de los años 90. Ambos momentos tienen como elemento
común, que se desprenden de la Guerra del Pacífico y de los tratados que los secundaron.
En consecuencia, que tras el fallo de la CIJ no se haya producido el punto de inflexión
Si Somos Americanos. Revista de Estudios Transfronterizos 131
histórico, no es una novedad en la historia bilateral, al contrario es un intento fallido
adicional en la búsqueda de finiquitar los asuntos pendientes de aspecto territorial, lo que
deja manifiesto la inconstancia en la integración bilateral.
La hipótesis de punto de inflexión fue rechazada dado que la conformación territorial
de los Estados volvió a ser incompatible y que en el corto y mediano plazo no se le ve
solución. Esto se explica por la carga histórica que tienen ambos países, dada por el origen
de la relación, muy marcada por la herencia negativa de la Colonia, la Guerra del Pacífico
con sus consecuentes tratados y la falta de integración continua durante el Siglo XX.
Cabe mencionar que respecto a la Guerra del Pacifico, ésta trajo beneficios territoriales
a Chile en desmedro del Perú; marcó una parte de la identidad nacional del Perú en
oposición a Chile; y forjó una identidad política bilateral que no ha sido modificada hasta
el día de hoy y que tiene como cualidad la crisis y la confrontación diplomática por la
conformación territorial.
Segundo, el denominado triángulo terrestre, que es de 3,7 hectáreas, vale más que un
cambio en la relación bilateral para ambos Estados, lo cual tiene una relación directa
con la conformación de ambos Estados y sus territorios. Como señala Robledo en
la cita tomada en este artículo, el punto de inflexión dependía de la aceptación de la
conformación territorial entre ambas partes del fallo de la Corte, asunto que no ocurrió.
El denominado “triángulo terrestre” no tiene un valor cuantitativo al día de hoy, pero su
cualidad histórica y simbólica es muy relevante. En razón de ello ninguno de los Estados
está dispuesto a priorizar unas buenas relaciones bilaterales por sobre la oportunidad de
reclamar un espacio territorial como propio.
Según la discusión conceptual realizada en la primera sección de este artículo, un punto
de inflexión es aquel evento que demarca un cambio significativo que circunscribe un
antes y después. En este caso, se traduce como un antes y un después en la historia de la
relación bilateral entre Chile y el Perú que ha estado demarcada por situaciones de crisis y
conflicto más que de cooperación. Contrariamente, entre ambos Estados existen ciclos de
integración y conflicto diplomático, no una relación lineal que se consolide en el tiempo.
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Si Somos Americanos. Revista de Estudios Transfronterizos 139
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Autonomic Imbalance Increases the Risk for Non-alcoholic Fatty Liver Disease
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Frontiers in endocrinology
| 2,021
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cc-by
| 7,491
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ORIGINAL RESEARCH
published: 08 November 2021
doi: 10.3389/fendo.2021.752944 Autonomic Imbalance Increases
the Risk for Non-alcoholic
Fatty Liver Disease Inha Jung 1†, Da Young Lee 2†, Mi Yeon Lee 3, Hyemi Kwon 1, Eun-Jung Rhee 1,
Cheol-Young Park 1, Ki-Won Oh 1, Won-Young Lee 1, Sung-Woo Park 1 and Se Eun Park 1* Inha Jung 1†, Da Young Lee 2†, Mi Yeon Lee 3, Hyemi Kwon 1, Eun-Jung Rhee 1,
Cheol-Young Park 1, Ki-Won Oh 1, Won-Young Lee 1, Sung-Woo Park 1 and Se Eun Park 1 Inha Jung 1†, Da Young Lee 2†, Mi Yeon Lee 3, Hyemi Kwon 1, Eun-Jung Rhee 1,
Cheol-Young Park 1, Ki-Won Oh 1, Won-Young Lee 1, Sung-Woo Park 1 and Se Eun Park 1* 1 Division of Endocrinology and Metabolism, Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan
University School of Medicine, Seoul, South Korea, 2 Division of Endocrinology and Metabolism, Department of Internal
Medicine, Korea University College of Medicine, Seoul, South Korea, 3 Division of Biostatistics, Department of R&D
Management, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, South Korea Keywords: heart rate variability, autonomic nervous system, sympathetic nervous system, parasympathetic
nervous system, fatty liver disease (FLD) Edited by:
Giovanna Muscogiuri,
University of Naples Federico II, Italy Edited by:
Giovanna Muscogiuri,
University of Naples Federico II, Italy Background: Although autonomic imbalance is associated with an increased risk for
metabolic disease, its effects on nonalcoholic fatty liver disease (NAFLD) remains unclear. We aimed to evaluate whether autonomic dysfunction predicts the risk for nonalcoholic
fatty liver disease (NAFLD). Reviewed by:
Goh Eun Chung,
Seoul National University Hospital,
South Korea
Evelyn Frias-Toral,
Catholic University of Santiago de
Guayaquil, Ecuador Reviewed by:
Goh Eun Chung,
Seoul National University Hospital,
South Korea
Evelyn Frias-Toral,
Catholic University of Santiago de
Guayaquil, Ecuador Methods: A total of 33,899 participants without NAFLD who underwent health screening
programs between 2011 and 2018 were enrolled. NAFLD was identified by
ultrasonography. Autonomic activity was estimated using heart rate variability (HRV). Time domain [standard deviation of the normal-to-normal interval (SDNN) and root mean
square difference (RMSSD)]; frequency domain [total power (TP), low frequency (LF), and
high frequency (HF), and LF/HF ratio were analyzed. *Correspondence:
Se Eun Park
seeun0630@gmail.com
†These authors have contributed
equally to this work Findings: A total 6,466 participants developed NAFLD within a median of 5.7 years. Subjects with incident NAFLD showed decreased overall autonomic modulation and vagal
activity with lowered SDNN, RMSSD, HF, normalized HF, compared to those without
NAFLD. As the SDNN, RMSSD, TP, LF, and HF tertiles increased, the risk of NAFLD
decreased with tertile 1 being the reference group [the hazard ratios (95% confidence
intervals) of tertile 3 were 0.90 (0.85–0.96), 0.83 (0.78–0.88), 0.91 (0.86-0.97), 0.93 (0.87-
0.99) and 0.89 (0.83-0.94), respectively] after adjusting for potential confounders. The risk
for NAFLD was significantly higher in subjects in whom sustained elevated heart rate,
normalized LF, and LF/HF ratio values than in those with sustained decrease in these
parameters during follow-up. Specialty section:
This article was submitted
to Obesity,
a section of the journal
Frontiers in Endocrinology
Received: 03 August 2021
Accepted: 21 October 2021
Published: 08 November 2021 ORIGINAL RESEARCH
published: 08 November 2021
doi: 10.3389/fendo.2021.752944 Abbreviations: ANS, autonomic nervous system; BMI, body mass index; HOMA–
IR, homeostasis model assessment of insulin resistance; HRV, heart rate
variability; IR, insulin resistance; LDL, low-density lipoprotein; NAFLD,
nonalcoholic fatty liver disease; SNS, sympathetic nervous system; T2DM, type
2 diabetes mellitus; TG, triglyceride. Citation: Jung I, Lee DY, Lee MY, Kwon H,
Rhee E-J, Park C-Y, Oh K-W,
Lee W-Y, Park S-W and Park SE
(2021) Autonomic Imbalance
Increases the Risk for Non-alcoholic
Fatty Liver Disease. Front. Endocrinol. 12:752944. Conclusions: Overall autonomic imbalance, decreased parasympathetic activity, and
recently increased sympathetic activity might increase the risk of NAFLD. November 2021 | Volume 12 | Article 752944 1 Frontiers in Endocrinology | www.frontiersin.org Autonomic Imbalance and NAFLD Jung et al. Anthropometric and
Laboratory Measurements The aim of the present study was to explore the longitudinal
association between heart rate variability (HRV), which is a
noninvasive measure of autonomic imbalance, and the risk for
NAFLD in Asian adults. We also investigated the relationship
between HRV and the possibility of advanced liver fibrosis. Data on medical history, medication use, and health-related
behaviors were collected through a self-administered
questionnaire. Physical measurements and serum biochemical
parameters were obtained by trained staff after 12 hours of
fasting. The questionnaire was based on the fourth Korea
National Health and Nutritional Examination Surveys (12) and
the Korean version of International Physical Activity
Questionnaire short form (13). Body mass index (BMI) was
defined as body weight in kilograms divided by height in meters
squared. A BMI cutoff of 25 kg/m2 was used to define obesity in
this Korean study population. Systolic and diastolic blood pressures
(BPs) were measured with a standardized sphygmomanometer. Study Population and Design y
p
g
This longitudinal cohort study comprised participants from a
Kangbuk Samsung Health Study who underwent comprehensive
health examinations annually or biennially at the Kangbuk
Samsung Hospital Total Healthcare Centers in Seoul and
Suwon, South Korea. In Korea, it is mandatory to participate
in regular health check-up programs for every employee and
companies to enhance the early detection of disease (11). For this
study, we selected subjects who underwent health checkup, aged
≥18 years, including abdominal ultrasonography and HRV
measurements, at least twice between January 1, 2011 and
December 31, 2018 (Supplementary Figure 1). The initial
study population comprised 80,784 subjects. We excluded
subjects with fatty liver confirmed by abdominal
ultrasonography upon the initial examination (n = 13,281) and
positive hepatitis viral serology at the baseline (n = 681); male
and female participants with alcohol consumption of >30 g/day
and 20 g/day, respectively (n = 7,957); and subjects who self-
reported a history of hepatitis and/or liver disease (n = 9,027). To
minimize the influence of chronic diseases and medications on
HRV, participants who had any of the following conditions at
baseline were excluded: age of >65 years (n = 48); anemia (n =
81); estimated glomerular filtration rate (eGFR) <60 mL/min/
1.73 m2 (n = 84); serum C-reactive protein (CRP) level >1.0 mg/dL Glycated hemoglobin (HbA1c), fasting plasma glucose (FPG),
aspartate aminotransferase (AST), alanine aminotransferase
(ALT), total cholesterol, triglyceride, high-density lipoprotein
cholesterol(HDL-C), and low-density lipoprotein cholesterol
(LDL-C) levels were measured after 12 hours of fasting. Dyslipidemia was defined as total cholesterol level of ≥240 mg/
dL (≥6.21 mmol/L) or intake of antihyperlipidemic medications. Diabetes was defined as FPG level ≥126 mg/dL, HbA1c level
≥6.5%, and/or current use of antihyperglycemic medications
(14). eGFR was calculated using the Chronic Kidney Disease
Epidemiology Collaboration equation (15). Serum hs-CRP level
was analyzed by a BNII nephelometer (Dade Behring, Deerfield,
IL, USA). Insulin resistance was assessed with the homeostatic
model assessment–insulin resistance (HOMA-IR) equation (16). INTRODUCTION (n = 3); abnormal thyroid function and history of thyroid disease
with the related medications (n = 6,012); and history of chronic
obstructive pulmonary disease and/or bronchial asthma (n =
1,101), heart disease (n = 351), history of hypertension and/or
intake of any antihypertensive agent or individuals with abnormal
blood pressure (systolic/diastolic blood pressure of 140/90 mmHg
or higher) (n = 4,796), and malignancy (n = 1,361). Heart disease
was defined as angina, myocardial infarction, or arrhythmia that
needed treatment. Subjects with any missing data were excluded
(n = 3,223). Total 33,899 participants were included in
final analyses. Nonalcoholic fatty liver disease (NAFLD) is one of the most
common liver diseases in modernized countries and has a rapidly
increasing global prevalence (1–3). Therefore, many studies have
focused on the pathogenesis and finding the predictive factors of
NAFLD. Obesity, dyslipidemia, and insulin resistance have been
regarded as well-known risk factors for fatty liver (4). Recently, we provided evidence that decreased vagal activity
and deviations in sympathetic activity were associated with the
development of diabetes (5). Imbalance in the autonomic
nervous system (ANS) as an early signal of insulin resistance
and metabolic diseases has been reported to have clinical
implications (6). Previous studies have shown a relationship
between hepatic steatosis and autonomic dysfunction (7–10). However, these were small-sized, single-center, and cross-
sectional studies. All participants provided written informed consent for the
use of their data in this study. This study was approved by the
institutional review board of Kangbuk Samsung Hospital (IRB
No. KBS12089). Statistical Analysis y
Continuous variables were presented as mean ± standard
deviation. Categorical variables were expressed as numbers
(percentages). Right-skewed variables (i.e., HOMA–IR, hs-
CRP, AST, ALT, alcohol intake, TSH, free T4, and free T3)
underwent logarithmic transformation for analysis. Student’s t-
test for continuous variables and chi-square test for categorical
variables were used to compare the baseline characteristics
between subjects who developed NAFLD and those who did not. To estimate hazard ratios (HRs) and 95% confidence intervals
(95% CI) for the development of NAFLD, Cox proportional
hazards models were used according to tertiles of HRV variables
at baseline, with tertile 1 being the reference group. Model 1 was
adjusted for age, sex, body mass index, current smoking, alcohol
intake, regular exercise, aspartate transaminase, low-density
lipoprotein cholesterol levels, and systolic blood pressure. Model 2 was adjusted for the same parameters as model 1 plus
high-sensitivity C-reactive protein, homeostasis model
assessment for insulin resistance score, and presence of diabetes. Continuous variables were presented as mean ± standard
deviation. Categorical variables were expressed as numbers
(percentages). Right-skewed variables (i.e., HOMA–IR, hs-
CRP, AST, ALT, alcohol intake, TSH, free T4, and free T3)
underwent logarithmic transformation for analysis. Student’s t-
test for continuous variables and chi-square test for categorical
variables were used to compare the baseline characteristics
between subjects who developed NAFLD and those who did not. To estimate hazard ratios (HRs) and 95% confidence intervals
(95% CI) for the development of NAFLD, Cox proportional
hazards models were used according to tertiles of HRV variables
at baseline, with tertile 1 being the reference group. Model 1 was
adjusted for age, sex, body mass index, current smoking, alcohol
intake, regular exercise, aspartate transaminase, low-density
lipoprotein cholesterol levels, and systolic blood pressure. Model 2 was adjusted for the same parameters as model 1 plus
high-sensitivity C-reactive protein, homeostasis model
assessment for insulin resistance score, and presence of diabetes. Diagnosis of Nonalcoholic Fatty Liver
Disease and Advanced Liver Fibrosis Group 0: V1 exam (baseline) < median, V2 exam (follow-up) <
median: reference group; sease a d
d a ced
e
b os s
(RMSSD; ms). SDNN is a marker of overall autonomic
modulation, whereas RMSSD reflects cardiac parasympathetic
drive (18). For the spectral (frequency) domain, total power (TP)
(0–0.4 Hz, ms2), low frequency (LF) (0.04–0.15 Hz, ms2), and
high frequency (HF) (0.15–0.4 Hz, ms2) were analyzed. LF is
generally considered an index of both sympathetic and
parasympathetic activities, whereas HF represents parasympathetic
activity in the sinus node. Normalized LF norm and HF norm
were calculated from the LF/(LF + HF) and HF/(LF + HF)
percentile units, with emphasis on changes in sympathetic and
parasympathetic (vagal) regulation, respectively. Moreover, the
LF/HF ratio, which represents sympathovagal balance was
calculated (19). Group 1: V1 exam < median, V2 exam ≥median; Group 2: V1 exam ≥median, V2 exam < median; and Group 3: V1 exam ≥median, V2 exam ≥median. Future risk for NAFLD was explored using the above-
mentioned cox analysis. In addition, subgroup analysis was
conducted according to sex and the presence of diabetes
or dyslipidemia. All reported p values were two-tailed, and p values <0.05 were
considered statistically significant. Bonferroni correction was
performed for multiple comparisons. Statistical analyses were
performed using STATA version 16.0 (StataCorp, College
Station, TX, USA). The study endpoint was development of the first NAFLD
diagnosis by abdominal ultrasonography (Logic Q700 MR; GE,
Milwaukee, WI, USA) or December 31, 2018. NAFLD was
identified based on known standard criteria, including
hepatorenal echo contrast, liver brightness, and vascular
blurring using a 3.5-MHz probe. Eleven experienced
radiologists who were unaware of this study and were blinded
to the clinical status of the subjects performed the ultrasound
examinations. The inter- and intraobserver reliabilities for fatty
liver diagnosis were high, with kappa statistics of 0.74 and 0.94,
respectively (20). The follow-up period was designated as the
time from the baseline examination to the first diagnosis of
NAFLD or December 31, 2018. As a surrogate marker for
advanced liver fibrosis, NAFLD Fibrosis Score (NFS) and
Fibrosis 4 (FIB 4) index were used (21, 22). NFS of less than
−1.455 or FIB 4 index of less than 1.3 excluded advanced liver
fibrosis with high accuracy. Baseline Characteristics and HRV Indices
of the Participants During 168,413 person-years of follow-up [median (interquartile
range) 5.7 (4.3–6.3) years], a total of 6,466 subjects developed
NAFLD. As shown in Table 1, compared with the subjects in the
control group, the subjects who developed NAFLD were more
likely to be obese, had higher levels of liver enzymes, and had
metabolically worse lipid levels. The proportion of subjects with
comorbid diabetes and obesity was higher in the NAFLD group
than in the control group. g
The HRV indices SDNN, RMSSD, HF, and HF norm were
lower, whereas heart rate, LF, LF norm, and LF/HF ratio were
higher in the NAFLD group than in the control group (Table 2). Among the participants who were grouped according to the NFS
and FIB 4 index (21, 22), those who had advanced liver fibrosis
according to NFS showed significantly lower SDNN, RMSSD,
TP, LF, and HF, compared with the values in the participants
who did not have advanced liver fibrosis. The heart rate was
higher in participants with advanced liver fibrosis defined by
NFS than in the control group, not reaching statistical
significance. Those who had advanced liver fibrosis according
to FIB 4 index, showed lower heart rate, SDNN, TP, LF, and HF
compared with the values in the control group. Measurement of Heart Rate Variability Measurement of Heart Rate Variability
As a component of the health screening exam, HRV was
measured by three-minute recordings using a 3000P analyzer
(Medicore Co., Ltd., Seoul, Korea), while the subject was seated
in a quiet room. Participants were asked to stay still with their
eyes open, remain silent, and breathe normally during the
procedure. According to the methodological standards
recommended by the Task Force of the European Society of
Cardiology and the North American Society of Pacing and
Electrophysiology for Heart Rate Variability, HRV was
analyzed in both the time and frequency domains (17). November 2021 | Volume 12 | Article 752944 Frontiers in Endocrinology | www.frontiersin.org 2 Jung et al. Autonomic Imbalance and NAFLD A sensitivity analysis was performed on 9,673 individuals in
whom HRV examination was repeated within two years. These
subjects were stratified into four groups, based on the median
value of each HRV variable, as follows: The time domain parameters included standard deviation of
the normal-to-normal interval (SDNN; ms) and the square root
of the mean squared difference of successive RR intervals. Frontiers in Endocrinology | www.frontiersin.org Relationship Between HRV Indices and the
Risk for NAFLD We investigated the risk for NAFLD according to the tertile of
HRV variables. As shown in Figures 1, 2, the fully adjusted HRs
(Model 2) of the highest tertiles of SDNN, RMSSD, TP, LF, and
HF were significantly decreased, compared with those of the
lowest tertiles. For heart rate, a positive relationship between
each tertile and the risk for incident NAFLD was observed. November 2021 | Volume 12 | Article 752944 Frontiers in Endocrinology | www.frontiersin.org 3 Autonomic Imbalance and NAFLD Jung et al. TABLE 1 | Baseline characteristics of participants according to development of non-alcoholic fatty liver disease. Relationship Between HRV Indices and the
Risk for NAFLD Variable
Total (N = 33, 899)
Control (N = 27,433)
NAFLD (N = 6, 466)
P valuea
Age (years)
35.6 ± 5.7
35.4 ± 5.7
36.3 ± 5.6
<0.001
Sex, Men (%)
14632 (43.2)
9953 (36.3)
4679 (72.4)
<0.001
BMI (kg/m2)
21.9 ± 2.7
21.5 ± 2.5
23.8 ± 2.5
<0.001
Waist circumference (cm)
77.8 ± 8
76.5 ± 7.6
83.9 ± 7.0
<0.001
FBG (mg/dL)
92.6 ± 9.5
92 ± 9
95.3 ± 10.8
<0.001
Hemoglobin A1c (%)
5.6 ± 0.3
5.5 ± 0.3
5.6 ± 0.4
<0.001
HOMA-IR
1.20 ± 0.70
1.13 ± 0.62
1.46 ± 0.91
<0.001
SBP (mmHg)
105.2 ± 11
104.1 ± 10.8
109.9 ± 10.7
<0.001
AST (IU/L)
19.2 ± 8.4
18.9 ± 8.5
20.5 ± 7.6
<0.001
ALT (IU/L)
17.1 ± 11.1
16 ± 10.3
21.8 ± 13.1
<0.001
Total cholesterol (mg/dL)
187.5 ± 31.2
185.5 ± 30.5
196.3 ± 32.4
<0.001
Triglyceride (mg/dL)
112.3 ± 28.8
109.4 ± 28
124.3 ± 29.3
<0.001
HDL-C (mg/dL)
90 ± 49
83.3 ± 41.9
118.4 ± 64.3
<0.001
LDL-C (mg/dL)
61.2 ± 14.2
62.9 ± 14.1
53.9 ± 12.2
<0.001
hs-CRP (mg/dL)
0.09 ± 0.28
0.08 ± 0.28
0.11 ± 0.30
<0.001
Hemoglobin (g/dL)
14.2 ± 1.5
14 ± 1.5
15 ± 1.5
<0.001
TSH (mIU/mL)
2.09 ± 1.003
2.10 ± 1.01
2.04 ± 0.98
<0.001
Free T4 (ng/dL)
1.3 ± 0.2
1.3 ± 0.2
1.3 ± 0.2
<0.001
Free T3 (pg/mL)
3.2 ± 0.4
3.1 ± 0.4
3.3 ± 0.4
<0.001
Alcohol intake (g/day)
6.1 ± 6.6
5.7 ± 6.3
8.1 ± 7.5
<0.001
Current smoker (%)
5042 (14.9)
3265 (11.9)
1777 (27.5)
<0.001
Regular exercise (%)b
4330 (12.8)
3473 (12.7)
857 (13.3)
0.073
Obesity (%)c
4204 (12.4)
2330 (8.5)
1874 (29)
<0.001
DM (%)
234 (0.7)
146 (0.5)
88 (1.4)
<0.001
Dyslipidemia (%)
3146 (9.3)
2184 (8)
962 (14.9)
<0.001 TABLE 1 | Baseline characteristics of participants according to development of non-alcoholic fatty liver disease. Data are presented as mean ± standard deviation or number (%). TABLE 2 | Comparison of heart rate variability indices in participants according to development of non-alcoholic fatty liver disease and possibility of advanced liver fibrosis. Relationship Between HRV Indices and the
Risk for NAFLD NAFLD
NFSb
FIB-4c
Contro l (N = 27433)
NAFLD
(N = 6466)
P valuea
<-1.455
(N = 6, 372)
≥-1.455
(N = 89)d
P valuea
<1.3 (N = 6, 293)
≥1.3 (N = 170)e
P valuea
Heart rate
64.5 ± 8.4
65.1 ± 8.5
<0.001
65.7 ± 8.7
66.7 ± 7.6
0.206
65.7 ± 8.7
64 ± 8.5
0.009
SDNN (ms)
45.6 ± 16.6
44.8 ± 16.1
<0.001
44.5 ± 16.5
36.9 ± 13.4
<0.001
44.5 ± 16.4
41.6 ± 17.8
0.018
RMSSD (ms)
42.8 ± 19
39.6 ± 17.9
<0.001
38.9 ± 17.8
30.5 ± 12.2
<0.001
38.8 ± 17.7
36.4 ± 18.5
0.080
TP (ms2)
1618.2 ± 1387.4
1596.1 ± 1407.3
0.250
1596.4 ± 1450.1 1021.7 ± 866.8
<0.001
1594.1 ± 1444.1
1331.9 ± 1440.7
0.005
LF (ms2)
442.1 ± 579
476.1 ± 632.6
<0.001
475.8 ± 635.1
248.2 ± 245.3
<0.001
473.7 ± 624.6
413.8 ± 854.4
0.008
HF (ms2)
540 ± 520.3
467.5 ± 456.3
<0.001
455 ± 451.7
272.9 ± 229.4
<0.001
455 ± 451
343.9 ± 377.4
0.006
LF norm
42.3 ± 20.6
47.2 ± 20.5
<0.001
47.9 ± 20.7
46.5 ± 19.6
0.951
47.9 ± 20.6
47.2 ± 20.8
0.951
HF norm
56.9 ± 20.9
52.1 ± 20.6
<0.001
51.4 ± 20.7
51.8 ± 19.8
0.529
51.4 ± 20.7
51.8 ± 20.9
0.843
LF/HF ratio
1.2 ± 2
1.4 ± 2.1
<0.001
1.5 ± 2
1.3 ± 1.4
0.727
1.5 ± 2
1.5 ± 1.8
0.892
HF, high-frequency; HF norm, normalized high-frequency; LF, low-frequency; LF norm, normalized low-frequency; NAFLD, non-alcoholic fatty liver disease; NFS, NAFLD fibrosis score;
RMSSD, root mean square difference; SDNN, standard deviation of the normal-to-normal interval; TP, total power. aStudent’s t-tests were used to compare heart rate variability indices. bIn patients with NFS < -1.455, advanced liver fibrosis can be excluded with high accuracy. cIn patients with FIB-4 < 1.3, advanced liver fibrosis can be excluded. dFive patients with missing data during follow-up was excluded when calculating NFS. eThree patients with missing data during follow-up was excluded when calculating FIB-4 index. articipants according to development of non-alcoholic fatty liver disease and possibility of advanced liver fibrosis. who had sustained decrease in heart rate, LF norm, and LF/HF
ratio (reference group, group 0); individuals who had
continuously increased HF norm (group 0) exhibited lower
risk (Figure 3). Data are presented as mean ± standard deviation or number (%).
AST, aspartate transaminase; ALT, alanine aminotransferase; BMI, body mass index; DM, diabetes mellitus; FBG, fasting blood glucose; HDL-C, high density lipoprotein cholesterol;
HOMA-IR, homeostatic model assessment-Insulin resistance; hs-CRP, high-sensitivity c-reactive protein; HTN, hypertension; LDL-C, low-density lipoprotein cholesterol; NAFLD, non-
alcoholic fatty liver disease; SBP, systolic blood pressure; TSH, thyroid-stimulating hormone.
aStudent’s t-tests for continuous variables and Chi-square tests for categorical variables were used to compare characteristics of the study subjects at baseline. Right-skewed variables
(HOMA-IR, AST, ALT, hs-CRP, TSH, Free T4, Free T3, and Alcohol intake) were log-transformed for Student’s t-tests.
bRegular exercise was defined as performing > 20 minutes of vigorous physical activity at least three times per week.
cBMI cutoff of 25kg/m2 was used to define obesity for Korean population in this study. Relationship Between HRV Indices and the
Risk for NAFLD The subjects who had follow-up heart rate, LF In the sensitivity analysis for subjects who had follow-up
HRV measurements within two years, the risk for NAFLD was
significantly higher in those who had sustained elevations in
heart rate, LF norm, and LF/HF ratio (group 3) than in those November 2021 | Volume 12 | Article 752944 Frontiers in Endocrinology | www.frontiersin.org Autonomic Imbalance and NAFLD Jung et al. FIGURE 3 | Risk of incident diabetes according to change of HRV
measurement in the participants who underwent follow-up HRV exam within
two years. Data shown in this figure is included in supplemental materials
(Supplementary Table 5). FIGURE 1 | Risk of incident non-alcoholic fatty liver disease according to
tertiles of heart rate variability indices. FIGURE 3 | Risk of incident diabetes according to change of HRV
measurement in the participants who underwent follow-up HRV exam within
two years. Data shown in this figure is included in supplemental materials
(Supplementary Table 5). FIGURE 1 | Risk of incident non-alcoholic fatty liver disease according to
tertiles of heart rate variability indices. group was significantly lower in those with sustained elevation of
HF norm (group 3) than in group 0 (Figure 3). Original data
shown in the Figures 2, 3 is included in supplemental materials
(Supplementary Tables 4, 5, respectively). norm, and LF/HF ratio that were newly elevated, compared with
the median values (group 1), showed higher risk for NAFLD,
compared with the risk of group 0. The HRs of group 1 were
higher, compared with those of group 3. The risk for NAFLD A
B
D
C
FIGURE 2 | Kaplan–Meier curves for the risk for incident NAFLD according to HRV measurement. Each curves represent the risk for incident NAFLD according to
tertiles of (A) heart rate, (B) root mean square difference (RMSSD), (C) low frequency (LF), and (D) high frequency (HF). Original data shown in the is included in
supplemental materials (Supplementary Table 4). A B B A D C D C FIGURE 2 | Kaplan–Meier curves for the risk for incident NAFLD according to HRV measurement. Each curves represent the risk for incident NAFLD according to
tertiles of (A) heart rate, (B) root mean square difference (RMSSD), (C) low frequency (LF), and (D) high frequency (HF). Original data shown in the is included in
supplemental materials (Supplementary Table 4). DISCUSSION This longitudinal cohort study revealed that decreased overall
autonomic function and parasympathetic activity were associated
with the development of NAFLD and liver fibrosis in Asian
participants, even after adjusting for potential confounders. This
significance was especially observed in men and in subjects
without diabetes or dyslipidemia. Also, we observed recent
autonomic imbalance, especially increased sympathetic activity,
might be related to the development of NAFLD. Previous studies have suggested that autonomic imbalance
might be a component in the pathogenesis of NAFLD (23, 24). In
497 Taiwanese who had health checkups, SDNN showed a
negative correlation with the presence NAFLD (25). Several
cross-sectional studies have suggested that the grade of
NAFLD and diabetic status contributed to the decrease in
cardiovascular autonomic function and overall activity (7). Consistent with these results, lower cardiovagal tone was found
to be associated with hepatic steatosis in patients with recent-
onset T2DM (8). In addition, a small cohort study based on
magnetic resonance spectroscopy and liver biopsy reported that
compared with controls, individuals with hepatic steatosis had
higher proportion of autonomic dysfunction and that
inflammation was independently related with autonomic
dysfunction (9). However, all these previous studies were
conducted with a small number of subjects and had a cross-
sectional design. The findings of this present study were in line
with those of previous studies mentioned above. In addition, our
study extended the previous findings by investigating the
longitudinal association between autonomic imbalance, based
on HRV measurements, and the risk for incident NAFLD. The results of sensitivity analysis is quite interesting. The
subjects with recently elevated HR, LF norm, and LF/HF ratio,
showed higher HRs for NAFLD, compared with those with
sustained elevated HR, LF norm and LF/HF ratio. Recent
deviation in sympathovagal imbalance to sympathetic activity
and decreased parasympathetic activity might be related to
increased risk of developing NAFLD. To our knowledge, no
studies have investigated whether recent alterations in HRV
variables have different effects on clinical outcomes than
sustained alterations in HRV variables. In the subgroup analysis by sex, the more significant findings
in men than in women might be explained by the higher
incidence rate of NAFLD in men than in women and the
suggested susceptibility of men to autonomic dysfunction (36). Prior studies reported that sex difference in HRV indices
correlated with insulin resistance and diabetic neuropathy (36,
37). Relationship Between HRV Indices and the
Risk for NAFLD FIGURE 2 | Kaplan–Meier curves for the risk for incident NAFLD according to HRV measurement. Each curves represent the risk for incident NAFLD according to
tertiles of (A) heart rate, (B) root mean square difference (RMSSD), (C) low frequency (LF), and (D) high frequency (HF). Original data shown in the is included in
supplemental materials (Supplementary Table 4). November 2021 | Volume 12 | Article 752944 5 Frontiers in Endocrinology | www.frontiersin.org Autonomic Imbalance and NAFLD Jung et al. have shown that direct SNS innervation of adipocytes can stimulate
lipolysis, thereby, possibly contributing to insulin resistance from
the elevated free fatty acid levels. About 60% of liver triglycerides in
patients with NAFLD are known to be derived from white adipose
tissue lipolysis, which is stimulated by sympathetic activation and
insulin resistance (23, 30). In rats, excessive elevations in efferent
hepatic sympathetic outflow promoted hepatic steatosis, whereas
hepatic sympathetic denervation reduced obesity-induced hepatic
steatosis (31). On the other hand, several studies have reported
anti-inflammatory properties of vagus nerve stimulation (32) and
suggested that vagus nerve mediated cholinergic activation had
anti-infprotective effects against obesity-related inflammation
and other metabolic complications (33, 34). Nishio et al. (35)
have shown that vagus nerve-mediated cholinergic signaling
played a key role in regulating inflammatory responses in
Kupffer cells and eventually contributed to the suppression of
nonalcoholic steatohepatitis progression. In addition, the hepatic
parasympathetic branch could inhibit the secretion of very low-
density lipoprotein and might contribute to hepatic steatosis in the
early stages of NAFLD (23, 26). Consistent with laboratory data,
our study showed that decreased vagal activity and recently
increased sympathetic activity might lead to the development of
NAFLD. Furthermore, the degree of the fatty liver condition, which
was determined by elevated markers of liver fibrosis, was relatively
severe in subjects with overall autonomic imbalance and decreased
vagal activity. Subgroup Analyses g
p
y
In the subgroup analyses, there was a significant interaction
between sex or presence of diabetes and the risk for incident
NAFLD for all HRV indices (Supplementary Tables 1, 2). In
cases with dyslipidemia, incident NAFLD had a significant
interaction with heart rate, SDNN, RMSSD, TP, LF, and HF
(Supplementary Table 3). The relatively low risk for NAFLD in
tertiles 3 of SDNN, RMSSD, TP, LF, and HF and the high risk in
heart rate were consistently observed in men and in subjects
without diabetes or dyslipidemia. In women and in subjects with
diabetes and dyslipidemia, this trend was not observed, except
for heart rate, RMSSD, HF (only in patients with dyslipidemia),
and LF/HF ratio (only in patients with diabetes). Frontiers in Endocrinology | www.frontiersin.org CONCLUSIONS we assessed the relationship between noninvasive indices of
hepatic fibrosis and autonomic dysfunction. we assessed the relationship between noninvasive indices of
hepatic fibrosis and autonomic dysfunction. Autonomic imbalance was associated with an increased risk for
incident NAFLD. In addition, decreased parasympathetic
activity or recently increased sympathetic activity increased the
risk for the development of NAFLD. These findings suggested
that ANS impairment might play a role in the pathogenesis
of NAFLD. However, this study had several limitations. First, fatty liver was
diagnosed by abdominal ultrasonography not by liver biopsy. Therefore, we could not assess the severity of fatty liver in this
study. Although liver biopsy is the gold standard method for the
diagnosis of fatty liver, it is invasive and unsuitable as a screening
tool, especially in a large-scale cohort study. On the other hand,
diagnosis of fatty liver by ultrasonography has been widely used
both clinically and in population-based studies because of its
noninvasive nature and acceptable degree of diagnostic accuracy
for steatosis (38). Second, we conducted three-minute not five-
minute HRV measurements, and we did not perform repeated
measurements during the health checkup program because of
the standardized short-term HRV measurement protocols (17). Nevertheless, a previous study demonstrated that three minutes
was the required minimal recording period that would correlate
with five-minute HRV measurements (39). Regarding information
on the physical activity, history of comorbidities and medication
was based on a self-reported questionnaire, which is subject to
recall response bias. Regarding the issue of implementation
of repeated HRV measurements, we showed consistent results
for individuals who had prospective follow-up HRV tests
within two years. Finally, our results were derived from a
sample of relatively healthy young and middle-aged educated
Koreans who participated in a health checkup program
regularly. Those who regularly receive a health checkup are
likely to have healthier lifestyles involving good diets. We
included smoking status, alcohol consumption and levels of
physical activity in regression models but diet is another
important factor related with pathogenesis of NAFLD; therefore,
the lack of data regarding calorie intake and diet is another
limitation of our study. Therefore, generalization of our results
to other ethnicities or age groups might be limited. Additional
studies should be performed in multiple institutes and on different
ethnicities in the future. ETHICS STATEMENT This study was approved by the Institutional Review Board of
Kangbuk Samsung Hospital of Korea (IRB No. KBS12089). Participants who underwent national health check-up
examinations provided written informed consent for the use of
their data for research purposes. All personal information was
deleted and only non-identifiable data were included for analysis. DATA AVAILABILITY STATEMENT The data analyzed in this study is subject to the following licenses/
restrictions: The original dataset in this study are available from
Kangbuk Samsung Health Study database. The availability of these
data, which were used under approval for this current study, and
so are not publicly available. Requests to access these datasets
should be directed to sh703.yoo@samsung.com. ACKNOWLEDGMENTS The authors acknowledge the efforts of Department of R&D
Management at Kangbuk Samsung Hospital, Korea for editing
figures and tables. AUTHOR CONTRIBUTIONS IJ and DYL wrote and edited the original draft and did formal
analysis. MYL performed data curation and investigation. HK performed data curation. E-JR supervised the study design. C-YP performed data curation. K-WO revised the manuscript
critically for intellectual content. W-YL was in charge of
methodology and did review and editing. S-WP performed
data curation. SEP conceptualized the study and approved the
final manuscript. All authors contributed to the article and
approved the submitted version. Although the causal relationship between altered HRV and
risk for fatty liver development could not be fully addressed
in the present study, we observed that autonomic imbalance
preceded incident NAFLD. These findings have clinical
implications, possibly extending the utility of HRV measurement
for risk assessment of NAFLD. Given the complexity of the
pathophysiology of NAFLD, no pharmacological agents has been
approved by regulatory authorities and organizations. At present,
lifestyle modifications including weight reduction is recommended
for prevention and treatment of NAFLD. There are increasing
numbers of researches reporting the risk of various diseases
and mortality among patients with NAFLD, even with mild,
early stages of the disease (40–42). Therefore, detecting the
alterations in HRV in advance or at patients’ earlier stages of
NAFLD would be helpful for clinicians identifying patients
who need interventions such as lifestyle modifications. Though
additional studies are needed to clarify the roles of autonomic
imbalance in the development of NAFLD, our study further
suggests a new perspective for therapeutic potential of
bioelectrical medicine for NAFLD. DISCUSSION Interestingly, compared with individuals without diabetes or
dyslipidemia, those with diabetes or dyslipidemia had less
association with incident NAFLD, despite the higher incidence. Either hyperglycemia or dyslipidemia, might have played more
critical roles in the development of NAFLD rather than
autonomic imbalance (7). A diagram describing the hypothetical mechanisms of this
study is shown in Supplementary Figure 2. The mechanisms
linking autonomic dysfunction with NAFLD are not yet fully
elucidated. However, there had been several laboratory findings
that described the role of ANS in hepatic lipid metabolism (26). The pathophysiology of NAFLD is closely related with insulin
resistance (27). Subjects with insulin resistance exhibit a defect in
suppression of lipolysis in adipose tissue, resulting in increased free
fatty acid efflux from adipose tissue to the liver (28). Zeng et al. (29) This present study had several distinguishing features. To the
best of our knowledge, this was the first longitudinal study that
examined the association between autonomic imbalance and
incident NAFLD. Our robust investigation with a relatively
large sample and a long follow-up period provided strong
evidence that overall autonomic imbalance, decreased
parasympathetic activity, and recently increased sympathetic
activity might predict the risk for incident NAFLD. Moreover, November 2021 | Volume 12 | Article 752944 Frontiers in Endocrinology | www.frontiersin.org 6 Autonomic Imbalance and NAFLD Jung et al. Frontiers in Endocrinology | www.frontiersin.org REFERENCES Clinical Use. Task Force of the European Society of Cardiology and the North
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52(1):103–10. doi: 10.1161/STROKEAHA.120.030433 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. 40. Paik JM, Henry L, De Avila L, Younossi E, Racila A, Younossi ZM. Mortality
Related to Nonalcoholic Fatty Liver Disease Is Increasing in the United States.
Hepatol Commun (2019) 3(11):1459–71. doi: 10.1002/hep4.1419
41. Xu J, Dai L, Zhang Y, Wang A, Li H, Wang Y, et al. Severity of Nonalcoholic
Fatty Liver Disease and Risk of Future Ischemic Stroke Events. Stroke (2021)
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42. Targher G, Corey KE, Byrne CD. NAFLD, and Cardiovascular and Cardiac
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and Risk of Nonalcoholic Fatty Liver Disease (NAFLD): A Population-Based
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10.5298/1081-5937-44.3.09 19. Malik M, Bigger JT, Camm AJ, Kleiger RE, Malliani A, Moss AJ, et al. Heart
Rate Variability. Standards of Measurement, Physiological Interpretation, and November 2021 | Volume 12 | Article 752944 Frontiers in Endocrinology | www.frontiersin.org 8 Autonomic Imbalance and NAFLD Jung et al. Publisher’s Note: All claims expressed in this article are solely those of the authors
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Phylogenetic relationships of chemoautotrophic bacterial symbionts of Solemya velum say (Mollusca: Bivalvia) determined by 16S rRNA gene sequence analysis
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Terms of Use This article was downloaded from Harvard University’s DASH repository, and is made available
under the terms and conditions applicable to Other Posted Material, as set forth at http://
nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of-use#LAA Permanent link http://nrs.harvard.edu/urn-3:HUL.InstRepos:14368995 Published Version http://jb.asm.org/content/174/10/3416.full.pdf+html Citation Citation
Eisen, J. A., S. W. Smith, and Colleen M. Cavanaugh. 1992. "Phylogenetic relationships of
chemoautotrophic bacterial symbionts of Solemya velum say (Mollusca: Bivalvia) determined by
16S rRNA gene sequence analysis." Journal of Bacteriology 174, no. 10: 3416-3421. Phylogenetic Relationships of Chemoautotrophic Bacterial
Symbionts of Solemya velum Say (Mollusca: Bivalvia) Determined
by 16S rRNA Gene Sequence Analysis
JONATHAN A. EISEN,lt STEVEN W. SMITH,2 AND COLLEEN M. CAVANAUGH`*
Department of Organismic and Evolutionary Biology, 1 and Harvard Genome Laboratory,2
Biological Laboratories, Harvard University, Cambridge, Massachusetts 02138 Received 4 November 1991/Accepted 9 March 1992 The protobranch bivalve Solemya velum Say (Mollusca: Bivalvia) houses chemoautotrophic symbionts
intracellularly within its gills. These symbionts were characterized through sequencing of polymerase chain
reaction-amplified 16S rRNA coding regions and hybridization of an Escherichia coli gene probe to S. velum
genomic DNA restriction fragments. The symbionts appeared to have only one copy of the 16S rRNA gene. The
lack of variability in the 16S sequence and hybridization patterns within and between individual S. velum
organisms suggested that one species of symbiont is dominant within and specific for this host species. Phylogenetic analysis of the 16S sequences of the symbionts indicates that they lie within the chemoautotrophic
cluster of the gamma subdivision of the eubacterial group Proteobacteria. the 5S rRNA molecule (-120 bp) precludes resolution that
can be attained with larger molecules such as 16S rRNA
(-1,550 bp) (16). Species of the genus Solemya are, to date,
the only bivalves of the subclass Protobranchia in which
chemoautotrophic symbiosis has been documented. The
protobranchs represent an important component of studies
of chemoautotrophic symbioses, since they may be the
closest living group to the ancestral bivalve condition, be-
cause they dominate the deep sea and are present along a
gradient from the deep sea bottom to the shore (1). the 5S rRNA molecule (-120 bp) precludes resolution that
can be attained with larger molecules such as 16S rRNA
(-1,550 bp) (16). Species of the genus Solemya are, to date,
the only bivalves of the subclass Protobranchia in which
chemoautotrophic symbiosis has been documented. The
protobranchs represent an important component of studies
of chemoautotrophic symbioses, since they may be the
closest living group to the ancestral bivalve condition, be-
cause they dominate the deep sea and are present along a
gradient from the deep sea bottom to the shore (1). Procaryote-eucaryote associations in which marine inver-
tebrates harbor chemoautotrophic bacteria as endosym-
bionts appear to be widespread in marine habitats such as
deep-sea hydrothermal vents and coastal sediments (8, 15). In such symbioses, the procaryotes utilize the energy re-
leased by the oxidation of reduced inorganic substrates, such
as hydrogen sulfide, to fix carbon dioxide via the Calvin-
Benson cycle (7, 13). The hosts appear to derive nutrition
from their endosymbionts and in turn provide the symbionts
simultaneous access to the substrates from anoxic and oxic
environments which are necessary for energy generation. Phylogenetic Relationships of Chemoautotrophic Bacterial
Symbionts of Solemya velum Say (Mollusca: Bivalvia) Determined
by 16S rRNA Gene Sequence Analysis
JONATHAN A. EISEN,lt STEVEN W. SMITH,2 AND COLLEEN M. CAVANAUGH`*
Department of Organismic and Evolutionary Biology, 1 and Harvard Genome Laboratory,2
Biological Laboratories, Harvard University, Cambridge, Massachusetts 02138 Maintenance of such intracellular symbionts presents a
novel metazoan acquisition of procaryotic energy generation
and autotrophic carbon fixation. g
p
PCR amplification. We used the polymerase chain reaction
(PCR) (28) to amplify 16S rRNA coding regions from a
mixture of procaryotic and eucaryotic DNA extracted from
the symbiont-containing gills of S. velum. S. velum were
collected from eelgrass beds near Woods Hole, Mass., and
placed in filtered (passed through filters with a pore size of
0.2 ,um) seawater to cleanse body surfaces prior to dissec-
tion. The gills, which contain -109 bacterial symbionts per g
(wet weight), and feet, in which symbionts have not been
observed (7), were dissected, frozen in liquid nitrogen, and
stored at -85°C. Frozen tissue was homogenized in lysis
buffer, and DNA was isolated by using hexadecyltrimethy-
lammonium bromide (4). DNA from Escherichia coli JM109,
prepared by the miniprep method (4), was used as a positive
control. p
While the existence of chemoautotroph-invertebrate sym-
bioses is now generally accepted, little is actually known
about the symbionts observed in the tissues of any of the
hosts because none have been cultured. Comparison of
rRNA sequences has greatly facilitated the identification of
bacteria, including unculturable microorganisms, and the
elucidation of their natural relationships (38). Phylogenetic
analysis of 16S rRNA sequences enabled Distel et al. (12) to
establish that the chemoautotrophic symbionts of the hydro-
thermal vent tubeworm and five species of bivalves of the
subclass Lamellibranchia are related and cluster in the
gamma subdivision of the Proteobacteria (formerly purple
photosynthetic bacteria), one of the 11 major groups of
eubacteria (30). Amplification of 16S rRNA genes by PCR was carried out
essentially by the method of Weisburg et
al. (34) using
eubacterial universal primers and 200 ng of template DNA. DNA products (Fig. 1) amplified from S. velum gill tissue
(lane 1) and from the positive-control E. coli (lane 4) were
prominent single bands of approximately 1,500 bp. Amplifi-
cation was not detected when DNA template was not added
(lane 2), nor when DNA from S. velum foot tissue was used
as the template (lane 3). (
)
In this investigation we sought to establish the phyloge-
netic relationships and the species specificities of the sym-
bionts of the protobranch bivalve Solemya velum Say, an
Atlantic coast clam which has been studied as a shallow-
water model of invertebrate-chemoautotroph associations
(7, 9, 10). The phylogenetic placement of the S. * Corresponding author.
t Present address: Department of Biological Sciences, Stanford
University, Stanford, CA 94305. Share Your Story The Harvard community has made this article openly available. Please share how this access benefits you. Submit a story . Accessibility Vol. 174, No. 10 JOURNAL OF BACTERIOLOGY, May 1992, p. 3416-3421
0021-9193/92/103416-06$02.00/0
Copyright © 1992, American Society for Microbiology Phylogenetic Relationships of Chemoautotrophic Bacterial
Symbionts of Solemya velum Say (Mollusca: Bivalvia) Determined
by 16S rRNA Gene Sequence Analysis
JONATHAN A. EISEN,lt STEVEN W. SMITH,2 AND COLLEEN M. CAVANAUGH`*
Department of Organismic and Evolutionary Biology, 1 and Harvard Genome Laboratory,2
Biological Laboratories, Harvard University, Cambridge, Massachusetts 02138 These results, coupled with the finding of identical partial
sequence in three animals, indicated that the 16S rRNA gene
was amplified from the S. velum symbionts and not from a
free-living surface contaminant. fragment patterns resulting from this set of enzymes were
unique to the sequence of the amplified gene, as determined
by a search of all sequences of the 16S rRNA data base (24)
and of the other chemoautotrophic symbionts (12). Genomic DNA (5 ,ug) was digested with restriction en-
zymes according to the manufacturer's instructions. Gill
tissue DNA from nine different animals was cut with three to
nine enzymes, with at least three animals used for each
enzyme. Southern blots were performed by the method of
Maniatis et al. (21). The 16S rRNA gene of E. coli, amplified
using PCR (see above), was used as a probe. The probe was
radioactively labelled by using the Random Priming Labeling
Kit (Bethesda Research Laboratory) and [a-32P]dATP (6,000
Ci/mmol; New England Nuclear) according to the supplier's
instructions and purified using a Sephadex G50 column (21). Blots were hybridized at 68°C and washed at 65°C in a
solution of 0.1x SSC (lx SSC is 0.15 M NaCl plus 0.015 M
sodium citrate) and 0.1% sodium dodecyl sulfate. E. coli
genomic DNA, cut with PstI, was used as a positive control
producing expected rRNA gene fragment patterns as de-
scribed (5) (data not shown). g
Southern blot and hybridization analysis. Restriction en-
zyme analysis of S. velum genomic DNA was conducted for
three reasons: (i) to confirm that the 16S rRNA gene ampli-
fied was that of the gill endosymbionts,
(ii) to examine
restriction site variability between individual S. velum and
(iii) to determine the number of rRNA gene copies in the
symbiont genome. Enzymes were chosen on the basis of a
restriction map predicted from the sequence of the 16S
rRNA gene amplified from S. velum gills (Fig. 2). Restriction The use of PCR of such a highly conserved bacterial gene
with universal eubacterial primers (34) made it necessary to
determine that the gene amplified was that of the endosym-
bionts and not other bacteria such as free-living surface
contaminants. The fragment sizes produced by probing
genomic S. velum DNA with E. coli 16S rDNA exactly
matched those predicted by the sequence of the PCR prod-
uct (Fig. 2 and 3). This suggested that the gene amplified was
dominant
in the
S. Phylogenetic Relationships of Chemoautotrophic Bacterial
Symbionts of Solemya velum Say (Mollusca: Bivalvia) Determined
by 16S rRNA Gene Sequence Analysis
JONATHAN A. EISEN,lt STEVEN W. SMITH,2 AND COLLEEN M. CAVANAUGH`*
Department of Organismic and Evolutionary Biology, 1 and Harvard Genome Laboratory,2
Biological Laboratories, Harvard University, Cambridge, Massachusetts 02138 velum sym-
biont-containing gill genomic DNA with an E. coli 16S rRNA gene
probe. DNA from different animals
(I to V) was digested with
individual or pairs of restriction enzymes and separated by electro-
phoresis on 1.3% (A) and 0.8% (B) agarose gels. Lanes: 1, AvaI; 2,
Bcl; 3, AvaI plus Bcll; 4, EcoNI; 5, EcoRI; 6, XhoI; 7, PvuII; 8,
BglII. Enzymes were selected on the basis of the predicted restric-
tion map of symbiont 16S rRNA coding regions (Fig. 2). The
high-molecular-weight bands inAvaI and BglII digests are a result of
partial digestion (data not shown). Numbers to the sides of the blots
indicate molecular size standards (in kilobases). FIG. 3. Southern blot hybridization of restricted S. velum sym-
biont-containing gill genomic DNA with an E. coli 16S rRNA gene
probe. DNA from different animals
(I to V) was digested with
individual or pairs of restriction enzymes and separated by electro-
phoresis on 1.3% (A) and 0.8% (B) agarose gels. Lanes: 1, AvaI; 2,
Bcl; 3, AvaI plus Bcll; 4, EcoNI; 5, EcoRI; 6, XhoI; 7, PvuII; 8,
BglII. Enzymes were selected on the basis of the predicted restric-
tion map of symbiont 16S rRNA coding regions (Fig. 2). The
high-molecular-weight bands inAvaI and BglII digests are a result of
partial digestion (data not shown). Numbers to the sides of the blots
indicate molecular size standards (in kilobases). a 16S probe to genomic digests of foot DNA (data not
shown). a 16S probe to genomic digests of foot DNA (data not
shown). 16S rRNA gene sequence. Amplified DNA, purified using
low-melting-point agarose (29), was sequenced directly using
synthetic oligonucleotide primers (19, 36) and the U.S. Biochemical Sequenase Kit with glycerol (34% final concen-
tration) added to the DNA denaturation step (37). Both
strands of the amplified 16S rRNA gene were sequenced
completely for one animal, a total of 1,460 bp. The 16S genes
amplified from two other individual clams were partially
sequenced (nucleotides 102 to 306, with numbers corre-
sponding to those for E. coli [6]). The sequences of all three
animals were identical in this region, which includes both
variable and conserved portions of the molecule. Variability
in the 16S rRNA sequences of symbionts from an individual,
which would show up as either ambiguous sites or sites with
high background, was not observed for any of the animals,
indicating that only one bacterial rDNA was amplified. Phylogenetic Relationships of Chemoautotrophic Bacterial
Symbionts of Solemya velum Say (Mollusca: Bivalvia) Determined
by 16S rRNA Gene Sequence Analysis
JONATHAN A. EISEN,lt STEVEN W. SMITH,2 AND COLLEEN M. CAVANAUGH`*
Department of Organismic and Evolutionary Biology, 1 and Harvard Genome Laboratory,2
Biological Laboratories, Harvard University, Cambridge, Massachusetts 02138 velum
symbionts, to date limited to sequence analysis of the 5S
rRNA, indicates that these symbionts also fall in the Proteo-
bacteria gamma subdivision (31). However, the small size of p
The strong amplification from gill tissue DNA and lack of
amplification from foot tissue DNA (Fig. 1) supports the
conclusions from studies of enzyme activity, electron mi-
croscopy (9), and 5S rRNA sequences (31) that the bacteria
are abundant within, and specific to, the gill tissue. This
conclusion was further supported by lack of hybridization of 3416 NOTES
3417
I
II
III
IV
V
1
2
3
4
1
2
3
4
1
2
3
4
5
6
7
8
5
6
7
8
23.1
9.4
6.6
4.4
2.3
-
2.0
-
1.4
-
1.08-
0.87-
-23.1
- 9.4
- 6.6
- 4.4
2.3
2.0
FIG. 3. Southern blot hybridization of restricted S. velum sym-
biont-containing gill genomic DNA with an E. coli 16S rRNA gene
probe. DNA from different animals
(I to V) was digested with
individual or pairs of restriction enzymes and separated by electro-
phoresis on 1.3% (A) and 0.8% (B) agarose gels. Lanes: 1, AvaI; 2,
Bcl; 3, AvaI plus Bcll; 4, EcoNI; 5, EcoRI; 6, XhoI; 7, PvuII; 8,
BglII. Enzymes were selected on the basis of the predicted restric-
tion map of symbiont 16S rRNA coding regions (Fig. 2). The
high-molecular-weight bands inAvaI and BglII digests are a result of
partial digestion (data not shown). Numbers to the sides of the blots
indicate molecular size standards (in kilobases). VOL. 174, 1992 I
II
III
IV
V
1
2
3
4
1
2
3
4
1
2
3
4
5
6
7
8
5
6
7
8
23.1
9.4
6.6
4.4
2.3
-
2.0
-
1.4
-
1.08-
0.87-
-23.1
- 9.4
- 6.6
- 4.4
2.3
2.0 1
2
3
4
5
23.1
6.6
- 2.0
- 14
0.9
0.3 1
2
3
4
5
23.1
6.6
- 2.0
- 14
0.9
0.3
FIG. 1. PCR-mediated amplification of the 16S rRNA coding
regions of the S. velum symbionts. DNA samples from symbiont-
containing S. velum gill tissue (lane 1), S. velum foot tissue (lane 2),
and E. Phylogenetic Relationships of Chemoautotrophic Bacterial
Symbionts of Solemya velum Say (Mollusca: Bivalvia) Determined
by 16S rRNA Gene Sequence Analysis
JONATHAN A. EISEN,lt STEVEN W. SMITH,2 AND COLLEEN M. CAVANAUGH`*
Department of Organismic and Evolutionary Biology, 1 and Harvard Genome Laboratory,2
Biological Laboratories, Harvard University, Cambridge, Massachusetts 02138 coli (lane 4) as well as negative controls with no DNA
template (lane 3) were submitted to PCR amplification primed by
oligonucleotides complementary to conserved regions at opposite
ends of the bacterial 16S rRNA gene (see "PCR amplification"
section). Products were separated by electrophoresis in 1% agarose
and stained with ethidium bromide. The sizes (in kilobases) of some
of the DNA molecular weight standards (lane 5) are indicated to the
right. FIG. 1. PCR-mediated amplification of the 16S rRNA coding
regions of the S. velum symbionts. DNA samples from symbiont-
containing S. velum gill tissue (lane 1), S. velum foot tissue (lane 2),
and E. coli (lane 4) as well as negative controls with no DNA
template (lane 3) were submitted to PCR amplification primed by
oligonucleotides complementary to conserved regions at opposite
ends of the bacterial 16S rRNA gene (see "PCR amplification"
section). Products were separated by electrophoresis in 1% agarose
and stained with ethidium bromide. The sizes (in kilobases) of some
of the DNA molecular weight standards (lane 5) are indicated to the
right. FIG. 1. PCR-mediated amplification of the 16S rRNA coding
regions of the S. velum symbionts. DNA samples from symbiont-
containing S. velum gill tissue (lane 1), S. velum foot tissue (lane 2),
and E. coli (lane 4) as well as negative controls with no DNA
template (lane 3) were submitted to PCR amplification primed by
oligonucleotides complementary to conserved regions at opposite
ends of the bacterial 16S rRNA gene (see "PCR amplification"
section). Products were separated by electrophoresis in 1% agarose
and stained with ethidium bromide. The sizes (in kilobases) of some
of the DNA molecular weight standards (lane 5) are indicated to the
right. FIG. 1. PCR-mediated amplification of the 16S rRNA coding
regions of the S. velum symbionts. DNA samples from symbiont-
containing S. velum gill tissue (lane 1), S. velum foot tissue (lane 2),
and E. coli (lane 4) as well as negative controls with no DNA
template (lane 3) were submitted to PCR amplification primed by
oligonucleotides complementary to conserved regions at opposite
ends of the bacterial 16S rRNA gene (see "PCR amplification"
section). Products were separated by electrophoresis in 1% agarose
and stained with ethidium bromide. The sizes (in kilobases) of some
of the DNA molecular weight standards (lane 5) are indicated to the
right. FIG. 3. Southern blot hybridization of restricted S. FIG. 2. Restriction map of S. velum symbiont 16S rRNA coding
region based on the sequence of 16S rDNA (1,460 bp) amplified from
S. velum gill tissue. Additional enzymes used in analyses predicted
not to restrict the gene included BglII, PvuII, and XhzoI. Phylogenetic Relationships of Chemoautotrophic Bacterial
Symbionts of Solemya velum Say (Mollusca: Bivalvia) Determined
by 16S rRNA Gene Sequence Analysis
JONATHAN A. EISEN,lt STEVEN W. SMITH,2 AND COLLEEN M. CAVANAUGH`*
Department of Organismic and Evolutionary Biology, 1 and Harvard Genome Laboratory,2
Biological Laboratories, Harvard University, Cambridge, Massachusetts 02138 velum
gills. For example, enzymes
predicted to cut twice within the gene produced the pre- 5
m
U
8
Lu FIG. 2. Restriction map of S. velum symbiont 16S rRNA coding
region based on the sequence of 16S rDNA (1,460 bp) amplified from
S. velum gill tissue. Additional enzymes used in analyses predicted
not to restrict the gene included BglII, PvuII, and XhzoI. J. BACTERIOL. 3418 J. BACTERIOL. NOTES 'awvfawnu,s *v
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3419 3419 NOTES VOL. 174, 1992 A. pisum P
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FIG. 4. Unrooted phylogenetic tree showing the position of the S. velum symbionts in relation to that of other Proteobacteria species on
the basis of 16S rRNA gene sequences. The tree was constructed from evolutionary distances in Table 1. Members of the alpha and beta
subclasses of the Proteobacteria are bracketed; all others are of the gamma subclass. Chemoautotrophic symbionts (sym) are listed in
boldface type. Full species names listed in Table 1. Scale bar represents percent similarity. A. pisum P Tns. sp. L-12 FIG. 4. Unrooted phylogenetic tree showing the position of the S. velum symbionts in relation to that of other Proteobacteria species on
the basis of 16S rRNA gene sequences. The tree was constructed from evolutionary distances in Table 1. Members of the alpha and beta
subclasses of the Proteobacteria are bracketed; all others are of the gamma subclass. Chemoautotrophic symbionts (sym) are listed in
boldface type. Full species names listed in Table 1. Scale bar represents percent similarity. it should be noted that a large duplication of the region
containing the rRNA operon with no subsequent changes at
any of the nine restriction sites could escape detection by
this analysis. i dicted size bands for S. velum genomic DNA (Fig. 3A): AvaI
and BclI, 1,080 bp; EcoNI, 1,109 bp; and Nco and Stul, 998
bp (data not shown). We suggest that this technique
is
generally useful for the confirmation of the presence of
PCR-generated sequences in cells with multiple types of
DNA. y
These results suggest that the symbiont genome contains
but a single rRNA operon. Bacterial rRNA operons (rm),
which include the 5S, 16S, and 23S rRNA genes, vary
considerably in number among bacteria. In contrast to
free-living species of Proteobacteria, which have 4 to 7 rm
loci (18), only one copy has been detected in other endosym-
bionts including both the primary (P) and secondary (S)
symbionts of the pea aphid, Acyrthosiphon pisum (33) (in-
cluded in Fig. 4). Multiple rRNA operons have generally
been thought necessary to support a high rate of rRNA
synthesis in rapidly dividing cells (3, 22). REFERENCES 1. Allen, J. 1978. Evolution of the deep sea protobranch bivalves. Philos. Trans. R. Soc. Lond. B 284:387-401. 1. Allen, J. 1978. Evolution of the deep sea protobranch bivalves. Philos. Trans. R. Soc. Lond. B 284:387-401. 2. Allen, J. 1985. Recent bivalvia: their form and evolution, p. 337-403. In E. Trueman and M. Clarke (ed.), The mollusca, vol. 10. Evolution. Academic Press, Inc., Orlando, Fla. g
p
p
g
(
)
A phylogenetic tree based on evolutionary distances (Fig. 4) indicates that the symbionts fall within the gamma subdi-
vision of the Proteobacteria
(30) and
is consistent with
earlier results based on comparison of 5S rRNA (31). This
topology
is also supported by parisimony analysis with
bootstrapping. The 16S rRNA gene sequence indicates that
the S. velum symbionts fall between the two branches of the
chemoautotrophic symbiont cluster (Fig. 4). One branch
includes the vent tubeworm Riftia pachyptila, and three
lucinid clams, Lucinoma annulata, Lucinoma aequizonata,
and Codakia orbiculanis, and the other branch includes the
symbionts of the vent clam Calyptogena magnifica, the vent
mussel Bathymodiolus thermophilus,
and
the
free-living
chemoautotroph Thiomicrospira sp. strain L-12. Alterations
of the positions analyzed and variations in order of sequence
addition always resulted in the same topology of branch
points of the chemoautotrophic symbionts. While the Pro-
teobactena class includes many species found in association
with eucaryotes, including both parasitic and mutualistic
symbionts of plants (e.g., agrobacteria and rhizobia) and
animals (e.g., enteric organisms and rickettsiae) (30), the
positions of S. velum symbionts in the tree supports the
conclusion of Distel et al. (12) that the chemoautotrophic
symbionts are from an evolutionarily distinct group of bac-
teria. i ,
,
,
3. Amikam, D., S. Razin, and G. Glaser. 1982. Ribosomal RNA
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4. Ausubel, F. M., R. Brent, R. E. Kingston, D. D. Moore, J. G. Seidman, J. A. Smith, and K. Struhl. 1989. Current protocols in
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5. Boros, I., A. Kiss, and P. Venetianer. 1979. Physical map of the
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Res. 6:1817-1830. 6. Brosius, J., J. L. Palmer, J. P. Kennedy, and H. F. Noller. 1978. Complete nucleotide sequence of a 16S ribosomal RNA gene
from Escherichia coli. Proc. Natl. Acad. Sci. USA 75:4801-
4805. 7. Cavanaugh, C. M. 1983. REFERENCES Symbiotic chemoautotrophic bacteria
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8. Cavanaugh, C. M. 1985. Symbiosis of chemoautotrophic bacte-
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reducing sediments. Bull. Biol. Soc. Wash. 6:373-388. g
9. Cavanaugh, C. M., M. S. Abbott, and M. Veenhuis. 1988. Immunochemical localization of ribulose-1,5-bisphosphate car-
boxylase in the symbiont containing gills of Solemya velum
(Bivalvia: Mollusca). Proc. Natl. Acad. Sci. USA 85:7786-7789. 10. Conway, N., and J. Capuzzo. 1991. Incorporation and utilization
of bacterial lipids in the Solemya velum symbiosis. Mar. Biol. 108:277-292. 11. De Soete, G. 1983. A least squares algorithm for fitting additive
trees to proximity data. Psychometrika 48:621-626. 12. Distel, D. L., D. J. Lane, G. J. Olsen, S. J. Giovannoni, B. Pace,
N. R. Pace, D. A. Stahl, and H. Felbeck. 1988. Sulfur-oxidizing
bacterial endosymbionts: analysis of phylogeny and specificity
by 16S rRNA sequences. J. Bacteriol. 170:2506-2510. While the symbionts as a whole appear to have a common
origin, the evolution within the cluster is complex. Distel et
al. (12) suggested that the symbiosis has evolved separately
in many host lineages, because the symbiont trees do not
parallel the host classifications which are, unfortunately, not
based on explicit phylogenies. The evolutionary separation
between the bivalve subclasses Lamellibranchia and Proto-
branchia, which are considered to be closest to the ancestral
bivalve condition, is well characterized morphologically and
in the fossil record (2, 27). If lamellibranchs truly arose from
protobranchs, then the topology of this tree placing the
symbionts of a protobranch between two branches of lamel-
libranchs (Fig. 4) lends strong support to the idea of multiple
origins of the symbioses. Further studies of host invertebrate
evolutionary histories are needed so that the phylogenetic
relationships of symbionts may be compared with those of
their hosts, enabling us to resolve the possibility of polyphyl-
etic origin of chemoautotrophic
symbioses. In addition,
future characterization of the 16S rRNA of symbionts from
several species within a given genus such as Solemya, will
help determine whether the symbiosis has evolved a single
time within a particular lineage, as suggested for the lucinid
bivalves (12). 13. Felbeck, H. 1981. Chemoautotrophic potential of the hydrother-
mal vent tube worm, Riftia pachyptila Jones (Vestimentifera). Science 213:336-338. 14. Felsenstein, J. 1989. PHYLIP-phylogeny inference package
(version 3.2). Cladistics 5:164-166. 15. Fisher, C. 1990. Chemoautotrophic and methanotrophic symbi-
oses in marine invertebrates. Rev. Aquat. Sci. 2:399-436. U)
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;C Homologous
nucleotide
positions
of
16S
rRNA
sequences of selected bacteria were aligned with that of the
S. velum symbiont using conserved regions of sequence and
secondary structure as a guide. Percent similarities and
evolutionary distances of 16S rRNA for S. velum and
selected free-living and symbiotic bacteria are shown in
Table 1. Phylogenetic trees were constructed from evolu-
tionary distances by the least-squares method of De Soete
(11) and by parsimony analysis with bootstrapping (14),
using the Treetool computer program (20). for helpful advice and discussion; and Wally Gilbert for the use of
equipment. q
p
This work was supported by National Science Foundation grant
DCB 8718799. q
p
This work was supported by National Science Foundation grant
DCB 8718799. U)
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;C Unterman and
Baumann (32) suggested that the aphid symbionts therefore
grow slowly, with doubling times of 2 days to parallel the
growth rate of the aphid host. They further speculated that
the single rRNA operon in the aphid symbiont genome is a
consequence of the adaptation to a symbiotic existence,
which necessitates a slow growth rate. Although the division
rate of S. velum symbionts is not known, it is unlikely that
they grow slowly, since they must produce all of the biomass
for their invertebrate host. Studies of rn copy number and
growth rates of endosymbionts and their free-living relatives
from a variety of phylogenetic groups may help resolve the
significance of rRNA operon redundancy. The restriction patterns of 16S rRNA coding regions for
DNA extracted from S. velum gills were identical for all nine
clams examined; representative results are shown in Fig. 3. This, along with the lack of variability in the partial sequence
of 16S rDNA for three individuals, suggests that there is a
single dominant bacterial species within S. velum and that
the host-symbiont association is species specific. This result
is in agreement with the findings of Distel et al. (12) for
lamellibranch bivalve and tubeworm chemoautotrophic sym-
bionts. Single bands were evident for all enzymes predicted to cut
outside or near the ends of the gene such as AvaI, Bcll,
EcoNI, PvuII, XhoI (Fig. 3), and NcoI (band size, 9,600 bp;
data not shown). Some of these enzymes generated restric-
tion fragments larger than that of a typical bacterial ribo-
somal operon (which includes the 5S, 16S, and 23S rRNA
genes [-5 kb]), indicating that the single bands observed
were not generated by double cuts within multiple operons. Furthermore, only two bands were observed for enzymes
predicted to cut near the middle of the 16S rRNA gene such
as EcoRI (Fig. 3B) and StuI (bands of 4,400 and 19,500 bp;
data not shown). Thus, all enzymes in all animals generated
patterns consistent with the presence of only one copy of the
16S rRNA gene in the symbiont genome (Fig. 3). However, g
p
y
Phylogenetic analysis of the S. velum symbionts. Phyloge-
netic analysis was conducted using the Genetic Data Envi-
ronment program (Steve Smith, Harvard Genome Laborato- 3420 NOTES J. BACTERIOL. J. BACTERIOL. for helpful advice and discussion; and Wally Gilbert for the use of
equipment. ry). We thank Dave Lane and Will Weisburg for providing PCR
primers and advice; Sabrina Drill and Michael Eisen for skilled
technical assistance; Rob Dorit, Barbara Bowen, and Adam Marsh REFERENCES q
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p. 21-132. In H. Munro (ed.), Mammalian protein metabolism. Academic Press, Inc., New York. 18. Krawiec, S., and M. Riley. 1990. Organization of the bacterial
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N. R. Pace. 1985. Rapid determination of 16S rRNA sequences
for phylogenetic analysis. Proc. Natl. Acad. Sci. USA 82:6955-
6959. 20. Maciukenas, M. 1991. Treetool computer program. University
of Illinois Board of Trustees, Urbana. 21. Maniatis, T., E. F. Fritsch, and J. Sambrook. 1982. Molecular
cloning: a laboratory manual. Cold Spring Harbor Laboratory,
Cold Spring Harbor, N.Y. Nucleotide sequence accession number. The 16S rRNA
sequence reported here has been submitted to GenBank and
given accession number M90415. 22. Nomura, M., E. Morgan, and S. Jaskunas. 1977. Genetics of
bacterial ribosomes. Annu. Rev. Genet. 11:297-347. 23. Olsen, G. 1988. Phylogenetic analysis using ribosomal RNA. Methods Enzymol. 164:793-812. 24. Olsen, G., N. Larsen, and C. Woese. 1991. The ribosomal RNA
database project. Nucleic Acids Res. 19:2017-2021. We thank Dave Lane and Will Weisburg for providing PCR
primers and advice; Sabrina Drill and Michael Eisen for skilled
technical assistance; Rob Dorit, Barbara Bowen, and Adam Marsh 25. Rossau, R., L. Heyndrickx, and H. Van Heuverswyn. 1988. Nucleotide sequence of a 16S ribosomal RNA gene from Neis- NOTES
3421 NOTES
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26. Rosson, R., and T. Schmidt. 1991. Unpublished data 33. Unterman, B. M., P. Baumann, and D. L. McLean. 1989. Pea-aphid symbiotic relationship established by analysis of 16S
rRNAs. J. Bacteriol. 171:2970-2974. 27. Runnegar, B., and J. Pojeta, Jr. 1985. Origin and diversification
of the mollusca, p. 1-58. In E. Trueman and M. Clarke (ed.),
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lando, Fla. 34. Weisburg, W. G., S. M. Barns, D. A. Pelletier, and D. J. Lane. 1991. 16S ribosomal DNA amplification for phylogenetic study. J. Bacteriol. 173:697-703. 28. Saiki, R. K. 1990. Amplification of genomic DNA, p. 13-20. In
M. A. Innis, D. H. Gelfand, J. J. Sninsky, and T. J. White (ed.),
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30. Stackebrandt, E., R. G. E. Murray, and H. G. Truper. 1988. Proteobacteria classis nov., a name for the phylogenetic taxon
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31. Stahl, D. A., D. J. Lane, G. J. Olsen, and N. R. Pace. 1984. Analysis of hydrothermal vent-associated symbionts by rRNA
sequences. Science 224:409-411. 38. Woese, C. R. 1987. Bacterial evolution. Microbiol. Rev. 51:221-
271. 198 39. Yang, D., Y. Oyaizu, H. Oyaizu, G. Olsen, and C. Woese. 1985. Mitochondrial origins. Proc. Natl. Acad. Sci. USA 82:4443-
4447. 32. Unterman, B., and P. Baumann. 1990. Partial characterization of
the ribosomal RNA operons of the pea-aphid endosymbionts:
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Social Media and Internet Driven Study Recruitment: Evaluating a New Model for Promoting Collaborator Engagement and Participation
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PloS one
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cc-by
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Methods Copyright: © 2015 Khatri et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Interventions involved a new Twitter account, including weekly live question-and-answer
sessions, a new Facebook group page, online YouTube presentations and an information
page on a national association website. Link tracking analysis was undertaken using Goo-
gle Analytics, which was then related to subsequent registration. Social influence was cal-
culated using the proprietary Klout score. Chetan Khatri1, Stephen J. Chapman2, James Glasbey3, Michael Kelly4,
Dmitri Nepogodiev5, Aneel Bhangu6, J. Edward Fitzgerald7*, on behalf of the STARSurg
Committee Chetan Khatri1, Stephen J. Chapman2, James Glasbey3, Michael Kelly4,
Dmitri Nepogodiev5, Aneel Bhangu6, J. Edward Fitzgerald7*, on behalf of the STARSurg
Committee a1111 1 Imperial College London Medical School, London, United Kingdom, 2 University of Leeds, Leeds, United
Kingdom, 3 Cardiff University Medical School, Cardiff, United Kingdom, 4 University of Liverpool Medical
School, Liverpool, United Kingdom, 5 Norwich Academic Foundation Programme, Norwich, United Kingdom,
6 Academic Department of Surgery, 4th Floor, Old Queen Elizabeth Hospital, University of Birmingham,
College of Medical and Dental Sciences, West Midlands, B15 2TH, Birmingham, United Kingdom,
7 University College London, London, United Kingdom * james.fitzgerald.11@ucl.ac.uk OPEN ACCESS Citation: Khatri C, Chapman SJ, Glasbey J, Kelly M,
Nepogodiev D, Bhangu A, et al. (2015) Social Media
and Internet Driven Study Recruitment: Evaluating a
New Model for Promoting Collaborator Engagement
and Participation. PLoS ONE 10(3): e0118899. doi:10.1371/journal.pone.0118899 Aims A substantial challenge facing multicentre audit and research projects is timely recruitment
of collaborators and their study centres. Cost-effective strategies are required and fee-free
social media has previously been identified as a potential conduit. We investigated and
evaluated the effectiveness of a novel multi-format social media and Internet strategy for tar-
geted recruitment to a national multicentre cohort study. Academic Editor: Patrick S Sullivan, Rollins School
of Public Health, Emory University, UNITED STATES Received: March 8, 2014
Accepted: January 18, 2015
Published: March 16, 2015 * james.fitzgerald.11@ucl.ac.uk RESEARCH ARTICLE Social Media and Internet Driven Study
Recruitment: Evaluating a New Model for
Promoting Collaborator Engagement and
Participation Chetan Khatri1, Stephen J. Chapman2, James Glasbey3, Michael Kelly4,
Dmitri Nepogodiev5, Aneel Bhangu6, J. Edward Fitzgerald7*, on behalf of the STARSurg
Committee Conclusions Targeted social media substantially aided study dissemination and collaborator recruitment. It acted as an adjunct to traditional methods, accounting for 18.2% of collaborator registra-
tion in a short time period with no associated financial costs. We provide a practical model
for designing future recruitment campaigns, and recommend Facebook, Twitter and tar-
geted websites as the most effective adjuncts for maximising cost-effective
study recruitment. Social Media and Internet Driven Study Recruitment the greatest rise in registration traffic and accounted for 312 (48%) of the total registrations
within a 2-week period. A Twitter ‘social influence’ (Klout) score of 42/100 was obtained dur-
ing this period. the greatest rise in registration traffic and accounted for 312 (48%) of the total registrations
within a 2-week period. A Twitter ‘social influence’ (Klout) score of 42/100 was obtained dur-
ing this period. Competing Interests: The authors have declared
that no competing interests exist. Results Funding: The Royal College of Surgeons (England)
provided the venue for the national collaborators’
meeting free of charge. A Regional Event Grant was
received from the Association of Surgeons in Training
(ASiT) as a contribution to the costs of the national
collaborators’ meeting. No further funding was
applied for or received. The funders had no role in
study design, data collection and analysis, decision to
publish, or preparation of the manuscript. Internet traffic analysis identified a total of 1562 unique registration site views, of which 285
originated from social media (18.2%). Some 528 unique registrations were received, with
96 via social media platforms (18.2%). Traffic source analysis identified a separate national
association webpage as resulting in the majority of registration page views (15.8%), fol-
lowed by Facebook (11.9%), Twitter (4.8%) and YouTube (1.5%). A combination of publicity
through Facebook, Twitter and the dedicated national association webpage contributed to 1 / 11 PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 Ethics According to regulations set out by the Health Resource Authority decision tool (http://www. hra-decisiontools.org.uk/research/), this evaluation of collaborator recruitment did not require
ethical approval. The national cohort study protocol was reviewed by the National Research
Ethics Service and a Research Ethics Committee, that the anonymous, observational nature of
data collection meant that this did not require formal research ethics registration. STARSurg Collaborative Model The STudent Audit and Research in Surgery (STARSurg) research and audit collaborative net-
work (http://www.starsurg.org/) undertook a national, multicentre cohort study using a proto-
col-driven, medical student investigator-led approach to determine the safety profile of non-
steroidal anti-inflammatory drugs (NSAIDs) following gastrointestinal (GI) surgery [14–16]. Collaborators were responsible for gaining local audit approval and undertaking prospective
data collection. A structured hierarchy of collaborator support was provided, which included
local clinical faculty, geographical regional coordinators and a dedicated steering committee. Collaborators were responsible for gaining local audit approval and undertaking prospective
data collection. A structured hierarchy of collaborator support was provided, which included
local clinical faculty, geographical regional coordinators and a dedicated steering committee. Subjects and Settings Junior doctors and medical students were targeted and invited to act as collaborators. An on-
line registration via a dedicated Google form (http://www.google.com/google-d-s/createforms. html) was utilised for collaborator registration. A single web link to this registration form was
created and used universally across all promotional interventions to facilitate link tracking
and analytics. Introduction 2 / 11 Social Media and Internet Driven Study Recruitment The STudent Audit and Research in Surgery (STARSurg) group was formed based on a pre-
viously described collaborative research model [13]. The group established a novel network of
medical students, junior doctors, and supervising surgeons, to facilitate data collection for a na-
tional, multi-centre cohort study. This paper reports and evaluates a multi-modal social media and Internet strategy to pro-
mote and recruit collaborators for a national, multi-centre study. In addition, based on our ex-
periences, we provide a practical model for future studies, for others who may wish to utilise
this novel approach. Introduction Timely participant or collaborator recruitment is a major challenge in launching a large, multi-
centre study. One eight-year review noted that only 31% of multi-centre randomised controlled
trials achieved their original recruitment targets in a timely manner [1]. Non-completed studies
can delay the introduction of new healthcare interventions or increase the time in which the
population is exposed to a suboptimal treatment [2]. Delays in recruitment may also increase
financial costs [3], which risks biasing investigators and funders towards smaller more rapidly
delivered studies instead of longer term projects. Engaging with clinicians or patients to stimulate participant recruitment can be difficult. Clinician involvement can be hindered by issues such as time limitations, loss of professional
autonomy, concern for patients, or a perceived lack of rewards and recognition [4,5]. Patients
may be worried about the inconvenience, costs, or uncertainty of treatment, with some having
a particular preference to receiving (or not receiving) the treatment [4,5]. These factors can be
compounded in both groups by a lack of awareness to study opportunities. While patient re-
cruitment has been the topic of extensive previous study, the area of clinician engagement is
less well understood. Previous studies have proposed social media as a potential new modality for study promo-
tion and recruitment [2,6–8] and have highlighted the reduced costs associated with this novel
approach. With Facebook and Twitter having over one billion users each and YouTube having
over 645 million users [9–11] many individuals access such platforms on a daily basis. Studies
investigating social media uptake specifically within the medical profession have reported
usage rates of between 13–47% amongst doctors [12] with 48% of all users logging on to use
Facebook on any given day [10]. This has made social media a potentially valuable resource for
promoting studies and collaborator recruitment, which could lead to more efficient
patient recruitment. Social media is largely a free-to-use medium, which can be harnessed to advertise and re-
cruit medical professionals for academic projects. It can potentially reach large, targeted popu-
lations rapidly, providing recruitment opportunities to interested but unknown individuals
who may not otherwise be engaged within standard professional or institutional contact net-
works. Although existing studies have described the use of social media to recruit patients,
there is a paucity of literature detailing its role in recruiting medical collaborators, and minimal
guidance on how to practically undertake this. Research Question This study investigated the use of social media and online strategies as a cost-effective method
of collaborator recruitment for a national cohort study, and evaluated the relative outcomes of
these. We hypothesised that the use of these online platforms could potentially increase recruit-
ment over traditional methods with no associated financial outlay. We designed a novel Inter-
net and social media collaborator recruitment model to test this. YouTube A dedicated YouTube channel (YouTube, LLC, California, USA) was created at the start of the
recruitment period with a single 7:53 minute video uploaded. This consisted of a narrated,
step-by-step presentation, which aimed to explain the project and protocol to potential collabo-
rators. To encourage participation, a link to the registration form was placed in the
comments section. Twitter A dedicated Twitter account (Twitter, Inc., San Francisco, USA) was created at the start of the
seven-week recruitment period. Tweets are short messages, which are limited to 140 characters,
and can include links to external websites or images. Regular Tweets encouraged potential col-
laborators to join our study with a specific web link leading to the registration page included in
the message. We asked groups to ‘retweet’ (forward) these messages to their own followers and
continued this throughout the recruitment period. Strategies to disseminate the study included
targeting specific organisations with medical student and junior doctor interests. These groups
included: student unions, student medical, surgical and academia societies, selected individuals
and professional postgraduate bodies. These organisations were ‘followed’ leading to an organ-
ic growth of reciprocal ‘followers’ that could see our posts. Recruitment strategies Five interventions were used to recruit collaborators. All social media interventions were used
exclusively for study-related promotion, and were accessible on the Internet free of charge
without the need for registration or subscription fees to access. 1. Targeted emails to medical student unions, university surgical and academic societies and
professional bodies. 1. Targeted emails to medical student unions, university surgical and academic societies and
professional bodies. 3 / 11 PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 Social Media and Internet Driven Study Recruitment 2. A dedicated information webpage on the Association of Surgeons in Training (ASiT) web-
site (http://www.asit.org/news/STARSurgUK1) 2. A dedicated information webpage on the Association of Surgeons in Training (ASiT) web-
site (http://www.asit.org/news/STARSurgUK1) 2. A dedicated information webpage on the Association of Surgeons in Training (ASiT) web-
site (http://www.asit.org/news/STARSurgUK1) 3. A dedicated Twitter feed targeting student unions, surgical and academic societies and post-
graduate professional bodies (https://twitter.com/STARSurgUK). 3. A dedicated Twitter feed targeting student unions, surgical and academic societies and post-
graduate professional bodies (https://twitter.com/STARSurgUK). 3. A dedicated Twitter feed targeting student unions, surgical and academic societies and post-
graduate professional bodies (https://twitter.com/STARSurgUK). 4. A dedicated Facebook group page, linked to the Twitter feed, which could inform potential
participants of recent developments (https://www.facebook.com/STARSurgUK). 4. A dedicated Facebook group page, linked to the Twitter feed, which could inform potential
participants of recent developments (https://www.facebook.com/STARSurgUK). 4. A dedicated Facebook group page, linked to the Twitter feed, which could inform potential
participants of recent developments (https://www.facebook.com/STARSurgUK). 5. A dedicated YouTube channel, including an introductory video with the purpose of explain-
ing the project and protocol to potential collaborators (https://www.youtube.com/channel/
UCDewmFYVD1wfciYEwy8UHtQ?feature = watch). 5. A dedicated YouTube channel, including an introductory video with the purpose of explain-
ing the project and protocol to potential collaborators (https://www.youtube.com/channel/
UCDewmFYVD1wfciYEwy8UHtQ?feature = watch). Facebook A dedicated Facebook group page (Facebook, Inc., California, USA) was created at the start of
the recruitment period and linked to the Twitter feed, ensuring the same content was delivered
through both social media platforms. Facebook pages can be ‘liked’ by users who wish to follow
the content delivered through the group. Additional informative posts were added to other Facebook groups’ pages that were deemed
to be of interest where members of the groups/pages would be able to see our post. Posts con-
sisted of a short paragraph encouraging students and junior doctors to collaborate and includ-
ed the same link to the registration page. For larger, professional organisations, private
messages were sent to request they forward on our advert, which included a link to the online
registration page. Collaborator Demographics A total of 476 collaborators collected data at 109 hospital centres across the UK. Analysis of the
collaborator registration page showed a total of 1562 unique views, which resulted in 527 regis-
trations to give a 33.7% (527/1562) conversion rate. Comparative Recruitment Between Different Platforms At the end of the registration period, using traffic source analysis from Google Analytics, the
dedicated study webpage hosted on the national association website resulted in the greatest in-
terest, accounting for 15.7% (245/1562) of views on the collaborator registration page, and gen-
erating 83 registrations. Within the social media category, the Facebook group page attracted 160 ‘likes’ after 378
posts. This formed the majority of social media traffic, accounting for 11.9% views (186/1562)
and 63 registrations. The Twitter page gained 236 followers from 378 tweets, resulting in 4.87%
of views (76/1562) and resulting in 25 collaborator registrations. One video was published on
our YouTube channel, which attracted 372 views. The link from this YouTube video page ac-
counted for 1.47% (23/1562) of views to our registration page with 8 subsequent registrations. Traditional methods including emailing and organic spread accounted for the majority of
collaborator registration site views, with 66.1% of views (1032/1562) eventually leading to
348 registrations. Data Analysis Descriptive analysis was performed using Google Analytics (http://www.google.com/analytics),
an integral feature of Google shortened links. Social media influence was calculated using the
‘Klout Score’. Klout (Klout Inc, San Francisco, US) is a free online social media analytics tool 4 / 11 PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 Social Media and Internet Driven Study Recruitment used to rank users according to their online social influence by means of their proprietary
Klout Score. This is a numerical value between 1 and 100, measured using access- and analysis-
related metrics from linked social media accounts in the preceding 90 days. These may include
follower counts, retweets and the influence of the users who retweet your own messages. The
average Klout score across all social media users is 40 [17]. Financial currency conversions are
based on prevailing market rates on 29th November 2014 using the UK Forex exchange rate,
rounded to the nearest whole unit of currency. Outcomes and Impact A flowchart detailing the comparative study recruitment through these different approaches is
provided in Fig. 1. A Twitter impact ‘social influence’ (Klout) score of 42/100 was calculated
during this seven-week time period, indicating an above average social media influence gained
over the seven-week period. Discussion This study indicates that targeted use of free social media and internet resources substantially
assisted study dissemination in a cost-effective manner, accounting for 18.2% of collaborator
recruitment in a short time period. This resulted in a substantially higher click-through rate
(33.7%) to recruit collaborators when compared to other studies recruiting members of the
general public [8,18,19]. We have demonstrated that effective targeting of groups of interest
can result in a high level of recruitment with no additional costs. This strategy is however time
intensive and requires effective identification of groups of interest, together with approaches
that harness and maximise the potential benefits of multi-modal social media usage. The broad use of social media for non-medical marketing has developed rapidly in recent
years; however medical and scientific communities have been slower to adapt this new PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 5 / 11 Social Media and Internet Driven Study Recruitment Fig 1. Detailed comparative breakdown of collaborator recruitment by social media and standard methods. doi:10.1371/journal.pone.0118899.g001 Fig 1. Detailed comparative breakdown of collaborator recruitment by social media and standard methods. doi:10.1371/journal.pone.0118899.g001 doi:10.1371/journal.pone.0118899.g001 technology for their own needs. The potential advantages and disadvantages of using this new
approach for study recruitment are summarised in Table 1. The current model of free social media use by the wider population is largely based on paid-
for advertising by businesses seeking promotion. There have been previous reports of paid-for
Facebook advertising to assist with study recruitment, with Kapp et al. reporting the use of ad-
verts available to the general population [8]. Their promotion was ‘reached’ by 373,225 women
of whom 250 clicked the advert. Out of those who clicked the advert, only 9 proceeded past the
introduction page leading to a click through rate of 3.2%. Paid Facebook advertising to recruit
patients to randomised controlled trials (RCTs) has been reported to cost between €Euros 12
($USD 15.28) and $USD 20.14 (€Euros 15.81) per recruited participant [6,18]. Our study
found a click-through rate of 33.7% without paid-for advertising, which is likely due to the
highly targeted nature of our social media activities compared to general advertising. As such,
although our readership was smaller, those viewing it may have been more likely to engage and
follow through to registration. PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 Discussion Paid advertising may still be beneficial, as it also generates an in-
crease in the associated Facebook or Twitter page visits, which can potentially enhance future
recruitment and aid organic growth and awareness. Compared with alternative methods of
trial recruitment, paid advertising via Facebook has been shown to be more cost-effective, with
conventional methods costing between $USD 20 (€Euros 15.71) and $USD 500
(€Euros 392.63) [20,21]. Traditional methods such as face-to-face recruitment, which in our study consisted of lec-
tures and talks at universities and hospitals, are also time intensive. This problem is further
compounded when centres are located nationally or internationally. Bhatnager et al. described
that whilst personally meeting with study sites increased recruitment by a modest mean of one 6 / 11 Social Media and Internet Driven Study Recruitment Table 1. Advantages and disadvantages of using targeted social media to aid study recruitment. Advantages
Disadvantages
Free to use other than the time spent establishing
and maintaining a social media presence
May introduce demographic selection bias by
recruiting a younger, more internet-active population
Easy and intuitive to use
Requires working knowledge of relevant, active
interest groups and influencers
Rapid dissemination of information
Overall potentially lower recruitment conversion rates
compared to traditional methods
Can be a useful adjunct to existing traditional
models of study recruitment
Requires time commitment to develop content and
update this
Used by up to 80.8% of medical students [30]
May not be as effective for recruitment of established
medical professionals (compared to recruitment of
medical students) due to lower usage and
penetration [12]; this is however increasing with time
Potentially allows recruitment to extend across
international borders
Biased against countries or regions with restricted
access to social media
Facilitates two-way communication and effective
engagement with the target population
Social media platforms can be access-restricted by
hospital IT departments, which may impede the flow
of communication. Provides an accessible medium by which to
distribute electronic study resources including
media, electronic protocols and information
documents
May bias against those internationally who lack
internet or electronic resources to access these
Offers the potential to engage collaborators who
may not otherwise participate via traditional
methods
doi:10.1371/journal.pone.0118899.t001 doi:10.1371/journal.pone.0118899.t001 patient per month, this effect was only limited for 120 days, prompting suggestion that further
interventions would be required to sustain this model [22]. PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 Social Media and Internet Driven Study Recruitment recruitment and in this study lead to an extra 23 clicks to our registration page, translating to
8 eventual collaborators. Depending on the nature of the study, social media may however introduce a bias into re-
cruited participants. Previous studies have noted that an online advertisement paradigm re-
sulted in recruitment of a younger population sample [28,29], which cannot necessarily be
generalised to the rest of the population. In this study the target audience (study collaborators)
fitted with the younger demographic profile of social media users, enhancing recruitment. However, social media may not be as effective when targeting more senior groups of clinicians. Whilst 80.8% of medical students within England use social media [12,30], this rate drops to
much lower rates of between 12.8% to 46.7% within established medical professionals [12]. In
addition, social media has little or no impact on the cohort of professionals who do not use it. This may imply that those wishing to recruit professionals rather than medical students or
younger junior doctors as potential collaborators may experience lower rates of engagement. An additional general weakness of this recruitment method is that it introduces selection
bias by potentially over-representing those individuals who spend the most amount of time on
social media communities such as Facebook and Twitter. However, this bias is similar to many
other forms of population sampling conducted over the Internet. The time spent on Facebook
by an individual has been shown to be positively correlated to two personality traits: neuroti-
cism and total loneliness, whilst a negative correlation was shown to be present for time spent
and conscientiousness [31]. While unlikely to impact on our national cohort study, the impli-
cations of these observations will need to be taken into account by others depending on the na-
ture of the study. Although this study recruited a total of 528 investigators, only 476 ultimately collected data. This dropout rate is likely due to numerous factors. Firstly, there was often an oversubscription
within many universities, with the number of collaborators wanting to collect data outnumbering
the possible sites for data collection. Secondly there was a small cohort who entered their contact
details incorrectly and therefore was lost to further contact. Lastly, there were collaborators who ex-
pressed an interest in collecting data, but later withdrew due to other commitments. PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 Discussion However, it is notable that when
specifically qualified and trained personal were used for site visits, site recruitment increased
significantly, albeit with a greater cost and time intensity associated with this method [23]. Other methods for recruiting patients, like random digit phone calling, can result in both
high staff time consumption as well as high recruitment costs per participant, potentially reach-
ing up to $USD 1075 (€Euros 844.16) per patient [24]. Recruitment via social media, especially
free-of-charge activities rather than paid adverts, potentially represents a cheaper, more time-
effective method of recruitment. Once the appropriate social media accounts have been estab-
lished and target groups identified, on-going promotion incurs little time-cost. These can also
be re-purposed in future for other related studies and activities, maximising the return on the
initial time investment required to set these up. The usefulness of Facebook and Twitter are not limited to paid adverts, although varying
success has been previously reported by the use of free services in social media. Whilst a study
by Godino et al. found that 12.2% of participants were recruited from social media [25], others
have found social media to be the most successful method of recruiting participants to a study
[26]. The relative success or otherwise reported to date is likely to be dictated by numerous fac-
tors including a mix of the strategies used on these, the particular target audience and the na-
ture of the study being recruited to. If carefully considered, a focused marketing strategy may
allow Twitter to be used as the sole platform to collect data [27]. A novel feature in this study was an online presentation uploaded to YouTube. Researchers
often struggle to provide the same high-quality message to all participants [19]. This method is
far less time intensive than face-to-face interactions as well providing a standardised message. For those engaged by the protocol, a link placed at the bottom of this video helped enhance 7 / 11 Such dropout
rates need to be considered when setting target numbers for recruitment. Unfortunately the data
does not enable us to link those ultimately collecting data with their mode of initial engagement
(social media, website, or email), and these confounding factors influencing the dropout means
that such linkage would not add insight. However, in future studies it would be interesting to inves-
tigate whether the mode of initial engagement influenced the likelihood of eventual participation. Although this study was limited to national participation, the ease with which social media
reaches across borders potentially provides particularly cost-effective methods for recruitment
to international studies. However, targeting this may be more difficult in countries where the
influencing groups and individuals are less well known, and may also be biased towards coun-
tries with adequate and unrestricted use of social media. Additionally, this study relates to tar-
geting healthcare professionals and medical students; the degree to which these findings can be
extrapolated to direct patient recruitment for studies is unknown. Future corroborating research in this area is needed to investigate the overall effectiveness
of social media on the recruitment of medical professionals including a comparison of different
strategies and approaches to facilitate this. Within this, it is important that future research
should specifically determine variation of productivity and reliability of collaborators recruited
by social media versus recruited via other methods. Finally, there is a need for an increased
awareness of the usefulness of social media amongst the wider scientific community as a poten-
tial conduit to disseminate study protocols and to recruit collaborators. 8 / 11 Social Media and Internet Driven Study Recruitment Fig 2. Suggested practical model recruitment strategies for utilising social media. Fig 2. Suggested practical model recruitment strategies for utilising social media. doi:10.1371/journal.pone.0118899.g002 Proposed Practical Model for Social Media Driven Collaborator
Recruitment Based on our experiences using targeted social media for collaborator recruitment, we have de-
veloped a proposed practical model for developing future approaches to this (Fig. 2). Our
model outlines the practical steps that need to be considered and put in place in order to con-
struct such a targeted campaign and how to go about deploying this. In particular, care should
be taken in selecting groups to be targeted, as irrelevant groups will lead to ineffective uptake. PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 References 1. McDonald AM, Knight RC, Campbell MK, Entwistle VA, Grant AM, et al. (2006) What influences recruit-
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an adjunct to traditional methods, accounting for 18.2% of collaborator registration in a short
time period with no associated financial outlay. We propose a practical model for designing fu-
ture recruitment campaigns and recommend Facebook, Twitter and targeted websites as the
most effective approach to achieving this, this novel method of communication can supplement
more traditional methods, maximising rapid study recruitment in a cost-effective manner. 9 / 11 PLOS ONE | DOI:10.1371/journal.pone.0118899
March 16, 2015 Social Media and Internet Driven Study Recruitment Author Contributions Conceived and designed the experiments: CK SJC JG MK DN AB JEF. Performed the experi-
ments: CK SJC JG MK DN AB JEF. Analyzed the data: CK SJC JG MK DN AB JEF. Contribut-
ed reagents/materials/analysis tools: CK SJC JG MK DN AB JEF. Wrote the paper: CK SJC JG
MK DN AB JEF. PLOS ONE | DOI:10.1371/journal.pone.0118899
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March 16, 2015 References doi: 10.1111/jan.12222 PMID: 23909740 28. Frandsen M, Walters J, Ferguson SG (2014) Exploring the viability of using online social media adver-
tising as a recruitment method for smoking cessation clinical trials. Nicotine Tob Res 16: 247–251. doi:
10.1093/ntr/ntt157 PMID: 24127266 29. Ramo DE, Hall SM, Prochaska JJ (2010) Reaching young adult smokers through the internet: compari-
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20530194 30. Sandars J, Schroter S (2007) Web 2.0 technologies for undergraduate and postgraduate medical edu-
cation: an online survey. Postgrad Med J 83: 759–762. PMID: 18057175 31. Ryan T, Xenos S (2011) Who uses Facebook? An investigation into the relationship between the Big
Five, shyness, narcissism, loneliness, and Facebook usage. Comput Human Behav 27: 1658–1664. 11 / 11
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Pontos de inflexão para a análise do pensamento vianniano: as posições de Oliveira Vianna sobre a entrada de 3.000 chineses no Brasil e o seu trabalho de consultor jurídico (1932-1940)
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http://dx.doi.org/10.15448/1984-7289.2017.1.24706 http://dx.doi.org/10.15448/1984-7289.2017.1.24706 http://dx.doi.org/10.15448/1984-7289.2017.1.24706 Artigos Artigos Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017
Exceto onde especificado diferentemente, a matéria publicada neste periódico
é licenciada sob forma de uma licença
Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License Pontos de inflexão para a análise do
pensamento vianniano
As posições de Oliveira Vianna sobre a entrada de
3.000 chineses no Brasil e o seu trabalho de
consultor jurídico (1932-1940)
Inflection points for the analysis of
Oliveira Vianna thought
His position concerning the entrance of 3,000 Chinese in Brazil
and his work as legal adviser (1932-1940) He exposed them in a technical report sent by him, through
the Ministry of Labor, Industry and Commerce, to the Ministry of Foreign Affairs. This
work helps us: 1) to amplify our understanding of Vianna's thought; 2) to highlight the
specificity of his technical, juridical and political engagement. Finally, we find in this
report a clear intersection between Oliveira Vianna as an intellectual and as a legal
advisor. In this article, I will present, punctually, Vianna's positions about the introduction of
3,000 Chinese in Brazil. He exposed them in a technical report sent by him, through
the Ministry of Labor, Industry and Commerce, to the Ministry of Foreign Affairs. This
work helps us: 1) to amplify our understanding of Vianna's thought; 2) to highlight the
specificity of his technical, juridical and political engagement. Finally, we find in this
report a clear intersection between Oliveira Vianna as an intellectual and as a legal
advisor. Keywords: Oliveira Vianna. Ministry of Labor, Industry and Commerce. First government of
Getúlio Vargas. Immigration in Brazil. Oliveira Vianna's thought. Pontos de inflexão para a análise do
pensamento vianniano
As posições de Oliveira Vianna sobre a entrada de
3.000 chineses no Brasil e o seu trabalho de
consultor jurídico (1932-1940)
Inflection points for the analysis of
Oliveira Vianna thought
His position concerning the entrance of 3,000 Chinese in Brazil
and his work as legal adviser (1932-1940) Pontos de inflexão para a análise do
pensamento vianniano
As posições de Oliveira Vianna sobre a entrada de
3.000 chineses no Brasil e o seu trabalho de
consultor jurídico (1932-1940)
Inflection points for the analysis of
Oliveira Vianna thought
His position concerning the entrance of 3,000 Chinese in Brazil
and his work as legal adviser (1932-1940) Felipe Fontana* Resumo: Oliveira Vianna é um relevante expoente de nosso pensamento social e
político e é justamente por isso que encontramos muitos estudos que buscam esmiuçar
determinadas questões de seu pensamento ou compreender as raízes do mesmo. No
entanto, se há certa facilidade em localizar trabalhos dedicados à revista do autor
e de sua teoria, o mesmo não ocorre quando o interesse é investigar, por meio dos
relatórios/pareceres técnicos produzidos por Vianna, a especificidade do trabalho
político desenvolvido por ele entre os anos de 1932 e 1940. Nessa direção, este
artigo apresentará pontualmente as posições de Vianna acerca da introdução de 3.000
chineses no Brasil. Elas estão explicitadas em um parecer técnico encaminhado por ele,
através do Ministério do Trabalho, Indústria e Comércio, ao Ministério das Relações
Exteriores. A realização de tal tarefa nos auxilia tanto na complexificação de algumas
interpretações sobre o pensamento vianniano, quanto para dimensionarmos parte da
especificidade de seu trabalho político como statemaker. Por fim, encontramos nesse
parecer uma clara intersecção entre o Oliveira Vianna intelectual e o Oliveira Vianna
consultor jurídico. Palavras-chave: Oliveira Vianna. Ministério do Trabalho, Indústria e Comércio. Primeiro
Governo Vargas. Imigração no Brasil. Pensamento vianniano. Abstract: Oliveira Vianna is a relevant exponent of Brazilian social and political
thought and it is precisely for this reason that many studies seek to analyze the questions
of his thinking or the roots of it. However, if it is easy to locate works dedicated to
the analysis of the author and his theory, the same does not occur when our interest
is researching the specificity of Vianna’s political activities between 1932 and 1940. * Doutorando no PPG em Ciência Política da Universidade Federal de São Carlos (UFSCar, São
Carlos, SP, Brasil) <buthjaum@yahoo.com.br>. Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 178 Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 In this article, I will present, punctually, Vianna's positions about the introduction of
3,000 Chinese in Brazil. Introdução Oliveira Vianna fez inúmeras incursões ao ambiente mais estrito do
estado. Uma delas liga-se com a participação do intelectual na construção do
anteprojeto de Constuinte, de 1933, denominada de Comissão do Itamaraty. E outra ao cargo de Ministro do Tribunal de Contas da União exercido
brevemente por ele em 1940. Além disso, como será analisado neste artigo, a
ação de Vianna como consultor jurídico do Ministério do Trabalho, Indústria e
Comércio, desenvolvida entre os anos de1932 e 1940. A atividade de consultor
é relevante na trajetória do autor em função do contexto histórico em que se
abriga: a etapa de consolidação das regras de regulamentação e organização
do mundo do trabalho no Brasil. De modo geral, Oliveira Vianna já foi estudado por meio de sua
interpretação acerca da sociedade brasileira (Carvalho, 1991; Dória, 1993;
Paim, 1993; Madeira, 1993; Ianni, 1993; Bastos, 1993; Iglesias, 1993;
Queiroz, 1975); são basilares as análises acerca da dimensão do pensamento
vianniano que ratifica o caráter “plástico” e inorgânico do Brasil e de seu povo
(Odália, 1993; Brandão, 2007; Queiroz, 1975); foi revisitado no sentido de
compreender as raízes de seu pensamento (Lippi Oliveira, 1993; Bresciani,
2007; Carvalho, 2004; Bittencourt, 2011; Fontana, 2013); já foi um autor
estudado como um dos principais defensores de um estado forte e interventor
no Brasil (Vieira, 1976; Gomes, 1993; Moraes, 1993; Odália, 1997; Gomes,
2009; Brasil Jr., 2010; Queiroz, 1975); já foi problematizado no sentido de ser
alinhado a uma tradição/corrente ibérica de pensamento no Brasil (Vianna,
1993; Vianna, 2004); e, por fim, verificamos que já foi pesquisado tanto na
chave longa (revisitado no conjunto de sua obra) (Faria, 1993; Bresciani,
2007) quanto na chave curta (examinado por meio de estudos específicos de
sua autoria) (Wehling, 1993; Bittencourt, 2011; Fontana, 2013). Todavia, há
uma questão importante na trajetória de Oliveira Vianna que o indica, assim F. Fontana – Pontos de inflexão para a análise do pensamento vianniano 179 como outros expoentes de nosso pensamento social e político, como um
intelectual híbrido que, para além de analisar, compreender e interpretar o
Brasil, foi um statemaker. Considerando o intercâmbio de Oliveira Vianna
entre a intelectualidade e a vida pública brasileira, a inquietação que se impõe
é a seguinte: qual o nível de unidade entre o intelectual que pensou o Brasil e o
homem de estado que propôs soluções legais e pragmáticas para se transformar
o país? 1 Essa informação foi obtida por meio de um trabalho de campo – digitalização e posterior
catalogação documental – realizado pelo autor no Museu Casa de Oliveira Vianna.
2 Ver Mannheim e o conceito de intelligentsia (1976) e Gomes (1993) com a noção de statemaker.
3 As lições de Karl Mannheim presentes na obra Ideologia e utopia (1976) auxiliam em grande
medida na compreensão destes dois movimentos, quais sejam: 1) o vínculo profundo entre
as condições materiais da vida e a emergência de um dado conhecimento; 2) o modo como
um conhecimento determinado retorna à realidade que o inspirou, ensejando assim, mudanças
sociais e políticas. Introdução A resposta para essa indagação é complexa e exige estudo longo e
detido; todavia, buscaremos neste artigo trazer algumas pistas para dinamizar
ainda mais o debate intrínseco a essa questão. Para isso, lançaremos mão de
um único parecer, dos milhares produzidos por Vianna,1 que trata do exame do
autor acerca da vinda de 3.000 trabalhadores chineses ao nosso país. 1 Essa informação foi obtida por meio de um trabalho de campo – digitalização e posterio
catalogação documental – realizado pelo autor no Museu Casa de Oliveira Vianna.
2 V
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k O momento no qual Vianna edificou seu trabalho político O contexto referente ao Primeiro Governo Vargas é extremamente
importante para compreendermos em quais condições sociais e políticas estava
imerso Oliveira Vianna no momento em que ele desenvolvia sua atividade
política. Não por acaso, esse período da história brasileira é colocado como
aquele que possibilitou a consolidação de um pensamento de cunho autoritário
em nosso país (Lamounier, 1985; Santos, 1978; Vieira, 1976; Fausto, 2001). Dessa forma, revisitar esse momento de nosso passado pode auxiliar na
compreensão das questões existenciais e extrateóricas que alimentaram
a emergência e a estruturação de um conjunto de influentes intelectuais2
formadores de conhecimentos determinados que tinham o propósito de
modificar a realidade social e política brasileira desse período.3 Oliveira
Vianna, especificamente, é entendido por nós, assim como por muitos outros
estudiosos, como um destes intelectuais que pensaram o Brasil de acordo com
suas especificidades e que propuseram medidas que requeriam a existência de
um tipo de estado forte e interventor. O período circunscrito ao Primeiro Governo Vargas inicia-se com fortes
transformações originadas pela Revolução de 1930 e com a complexa tarefa
de lidar com a ascensão das classes, a agudização da questão social, as tensões
políticas e ideológicas (vide organização do campo comunista, do integralismo, 180 Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 da radicalização de experiências corporativistas) e a conformação de uma
relação nova entre sociedade e estado baseada no protagonismo deste último
(Sallum, 2003). Nesse período, houve o fortalecimento do papel e da função
a serem exercidas pelas políticas públicas – em especial aquelas dirigidas à
reorganização da vida pública no amplo arco das ações da matriz centralizadora
associada ao modelo do Governo Vargas (Draibe, 1985; Lamounier, 1985). Assim, um projeto minimamente conformado se delineava tendo como amparo
o arranjo do idealismo orgânico, ora pautado na ideia da inorganicidade da
sociedade brasileira, como na tese de Vianna em O idealismo da Constituição,
ora na percepção de que a sociedade civil não estaria apta, pela experiência
oligárquica da Primeira República e/ou pelo surgimento de uma teoria mais
sólida sobre o atraso com bases no modelo econômico primário-exportador
como obstáculo ao desenvolvimento nacional, a gerir a construção do futuro. 4 O MTIC – criado em 26 de novembro de 1930 – tinha, como primordial função, regular os
conflitos inerentes à relação entre o capital e o trabalho. Observamos, com sua fundação:
1) a regulamentação dos sindicatos; 2) a criação das Comissões de Conciliação (futura Justiça
do Trabalho – 1941); 3) a constituição de importantes avanços vinculados à legislação e aos
direitos trabalhistas; 4) a constituição de uma hermenêutica jurídica capaz de orientar as
relações profissionais (Garcia Neto, 2010, p. 248). O momento no qual Vianna edificou seu trabalho político Desta configuração e deste panorama contextual ressaltarão três consequências:
a primeira é sobre a tarefa do estado de orientar a mudança social, lembrando
que as ferramentas mais estratégicas são dadas pela fixação de normas, leis e
diretrizes; a segunda, de fazer essa reorganização da vida social com base em
algum tipo de diagnóstico e, simultaneamente, de prognóstico (balizas inevitá-
veis às mudanças sociais); terceiro, o enfrentamento de questões percebidas
como centrais nesse processo de transformação e modernização, fixada em um
projeto nacional. Profundamente ligado a isso, destacamos que na produção de
diagnósticos e de prognósticos surgiriam dois atores políticos importantes: os
intelectuais (entendidos como intelligentsia) e os policymakers (atores dentro
do aparelho do estado, capazes de utilizar os capitais estatais para mudança
social). O forte nexo entre intelectuais e vida pública no Brasil, destacado por
autores como Pécaut (1990) e Brandão (2001), teria aí sua justificação. Assim,
nesse contexto surgiria, também, o enfrentamento das questões sociais e da
regulação do mundo do trabalho, essenciais na passagem e na edificação de
uma sociedade com feições industriais e urbanas (Gomes, 1978; Vianna, 1978). De 1930 até 1934, Getúlio Vargas governou por decreto como Chefe
do Governo Provisório. Nesse período, mesmo sob o exercício do poder
quase ilimitado do Presidente e a pouca autonomia dos estados brasileiros,
criou-se no Brasil novos ministérios, como, por exemplo, o Ministério do
Trabalho, Indústria e Comércio (MTIC)4 e o Ministério da Educação e F. Fontana – Pontos de inflexão para a análise do pensamento vianniano 181 Saúde. Além disso, nesse momento de nossa história, edificou-se a Lei da
Sindicalização e importantes leis de trabalho (vistas como avanços, mas
também como mecanismos fundamentais e germinais para a construção de um
populismo no Brasil [Vianna, 1978, p. 141]). Mesmo diante da centralização
exacerbada do poder exercida por Getúlio Vargas e da utilização de medidas
consideradas antidemocráticas, o Primeiro Governo Vargas legou ao Brasil
importantes avanços, principalmente quando pensamos na construção de
um Brasil moderno. É inegável que, ao passo que desmantelava poderes
estaduais e fortalecia o governo central, o Presidente Getúlio Vargas e seu staff
enfraqueciam as elites e as oligarquias locais existentes no Brasil. Na medida
em que colocava o estado como o principal propulsor do desenvolvimento
econômico e industrial, o governo de Getúlio Vargas promoveu no país um
crescimento econômico e industrial nunca antes experimentado pela nação
brasileira. O momento no qual Vianna edificou seu trabalho político Além disso, o sufrágio universal e a consolidação de importantes
leis trabalhistas são exemplos de avanços no âmbito dos direitos sociais e
políticos alcançados no período em que Vargas comandou o país. Essa mescla
entre ações e intervenções antidemocráticas de um lado, e conquistas sociais,
políticas e econômicas de outro é uma característica ímpar desse momento da
história brasileira (Sola, 1968, p. 282). (
p
)
Considerando este panorama contextual, faz sentido propor a análise
da produção intelectual de Vianna que esteve diretamente ligada ao cerne das
novas tarefas do estado: a regulamentação da esfera do Direito do Trabalho
e a regulação sindical (tema que contrapôs duas “escolas” como a de Vianna
– sindicalismo único – e a de Evaristo de Moraes Filho – sindicalismo livre
[Brasil Júnior, 2007, p. 93-94]). Pesa também o fato de Vianna possuir mais
que uma visão jurídica formal; ao contrário, ele foi um dos mais importantes
intelectuais do período que lidaram com a interpretação da formação nacional,
possuindo uma teoria social e política de fôlego sobre as características
particulares da trajetória brasileira com base na análise do território, povo,
atores, cultura, economia e instituições. Sendo assim, pode-se perguntar: quais
os nexos que caracterizam o momento de encontro entre o intelectual e o
consultor jurídico? Lidando com a percepção de forte vínculo entre texto e
contexto histórico, entre autor e ator, que liames – enquanto continuidades e
mudanças – aparecem no “ponto” consultor jurídico do Ministério do Trabalho
e no “sistema” de interpretação do intelectual fluminense? Embora a leitura
e o tratamento do legado intelectual de Vianna sejam vastos, não se sabe
precisamente quais as características da produção do autor no exercício da
função de consultor jurídico e, principalmente, quais os nexos entre a postura
adotada por ele e o conjunto das matrizes de seu pensamento. Considerando esse Considerando este panorama contextual, faz sentido propor a análise
da produção intelectual de Vianna que esteve diretamente ligada ao cerne das
novas tarefas do estado: a regulamentação da esfera do Direito do Trabalho
e a regulação sindical (tema que contrapôs duas “escolas” como a de Vianna Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. O momento no qual Vianna edificou seu trabalho político 2017 182 dado pouco explorado, este artigo propõe investigar um parecer específico de
Oliveira Vianna com fins de dimensionar, exploratoriamente, a especificidade
de seu trabalho como consultor jurídico, contribuindo parcialmente assim,
para a análise de nossa trajetória estadocêntrica ou de estadania (Santos, 1998;
Carvalho, 2007). O Brasil de Vianna: insolidarismo e raça e assimilação Uma valiosa questão presente no pensamento vianniano vincula-se com
a crítica que o intelectual estabelece em relação aos legados negativos de
nosso passado colonial e os meios pelos quais seria possível transformar/
modernizar o Brasil. Vinculado a este debate são articulados e teorizados por
ele alguns relevantes temas e questões, como por exemplo: a particularidade da
formação do Brasil enquanto nação; a especificidade do período monárquico
no Brasil; a peculiaridade e a relevância do corporativismo na nação brasileira;
a questão racial brasileira; os atributos distintivos de um direito do trabalho,
de uma legislação trabalhista e de um direito corporativo para o Brasil;
as inconsistências da Constituição Brasileira de 1891; as características
constitutivas de nossas instituições políticas; e a especificidade e a tipologia
do poder central (estado) necessário e congruente à modernização brasileira. Para a análise do parecer em questão, utilizaremos dois temas relevantes
intrínsecos ao pensamento vianniano: a noção de insolidarismo cunhada pelo
autor (interpretação sobre a formação do Brasil) e suas ideias acerca da questão
racial em nosso país. Populações meridionais do Brasil é o estudo clássico de Oliveira Vianna
que edifica uma interpretação acerca da formação da sociedade brasileira e,
consequentemente, dos caracteres que a marcaram indelevelmente como um
povo sui generis. A análise do Brasil Colônia feita pelo sociólogo brasileiro
nos ajuda a perceber uma relação de continuidade existente entre as formas
morfológicas brasileiras e o tipo de atividade econômica presente na colônia
(Vianna, 1938, p. 148). Dessa forma, para o autor, cria-se no Brasil um tipo
específico de sociedade, a qual tem como eixo condutor o latifúndio (Vianna,
1938, p. 150). Pode-se dizer, segundo Vianna, que o absenteísmo urbano é uma
lógica da formação social brasileira. No Brasil Colonial, houve uma autonomia
exagerada do latifúndio que, por sua vez, impediu que o país caminhasse
rumo à urbanização e modernidade. Aqui, em um dado momento da
colonização, a retirada de riquezas feita pela metrópole era efetivada através
da exploração da terra, dessa maneira, os investimentos nacionais ligavam-se
exclusivamente com o desenvolvimento dos latifúndios e das atividades
rurais. Assim, a sociedade colonial brasileira é caracterizada por ter profundas F. Fontana – Pontos de inflexão para a análise do pensamento vianniano 183 raízes rurais, as quais dificultaram a edificação de nossos conglomerados
citadinos, zonas urbanas ou cidades. O Brasil de Vianna: insolidarismo e raça e assimilação Desta forma, adverte o autor, os grupos
sociais presentes nas cidades estariam presos ao poder dos latifundiários, não
possuindo assim, um “espírito corporativo”, o que constitui um problema, pois
não há a construção de corporações com “solidariedade moral”. No Brasil de
Vianna, a insolidariedade ou o insolidarismo é um traço marcante que, por
conta de nossas especificidades formativas, atinge tanto dimensões sociais,
quanto culturais, econômicas e políticas. Em relação à questão racial no pensamento vianniano e acerca das
teorizações presentes na obra Raça e assimilação (1932) observamos que,
se por um lado, o enclave da raça não é de fundamental importância para se
compreender as principais ideias e interpretações de Vianna sobre o Brasil,
por outro, ao passo que o intelectual fluminense ainda em 1932 perpetuava
e ratificava paradigmas racistas e eugênicos, ele contribuía em muito para o
atraso da ciência e, em especial, das humanidades em nosso país. Além disso,
um ponto central de nossa argumentação liga-se com a percepção de que as
ideais do autor sobre a dinâmica racial brasileira eram um produto do momento
histórico no qual ele estava imerso e, sobretudo, do ambiente intelectual e
do contexto de produção do conhecimento no qual o pensador fluminense se
localizava. Raça e assimilação é um estudo síntese, produto da junção de dois
trabalhos que Oliveira Vianna pretendia publicar, quais sejam: O ariano no
Brasil e Antropologia social. Nesta obra, ele buscou, levando em consideração
a sua percepção do que é antropologia social, realizar um estudo de cunho
antropológico no Brasil. Dentre as muitas posições de Oliveira Vianna defendidas nessa obra,
destaca-se a percepção de que a América Latina é um excepcional laboratório
de investigação para os cientistas sociais interessados no estudo das raças
justamente porque nessa região houve uma efetiva mistura de distintas
matrizes raciais. Adicionado a isso, o intelectual brasileiro ratifica, ao passo
que investiga uma vasta e, à época, canônica bibliografia sobre as tipologias
raciais, psicofisiologia, psicometria e nosologia, uma série de ideias ligadas
com a percepção de que é possível determinar através do entendimento das raças
e dos tipos físicos dos indivíduos, “quais as suas predisposições patológicas,
quais as modalidades prováveis de seu temperamento e da sua inteligência”
e quais tipos sociais e humanos seriam mais evoluídos, inteligentes e aptos
para a realização de determinadas atividades, tarefas, trabalhos e funções
(Ramos, 2003, p. 586). O Brasil de Vianna: insolidarismo e raça e assimilação Segundo Vianna, a concretizada visão de que no
Brasil só haviam brancos, caboclos, negros e pardos escondia um conjunto
heterogêneo de raças. Somado a isso, ele também afirma que o branco Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 184 brasileiro se difere daqueles presentes na Europa, afinal, o clima tropical e as
condições geográficas do Brasil requereram adaptações profundas. Oliveira
Vianna também engendra às suas discussões o “problema dos imigrantes”
como um fator de complexificação da questão racial no Brasil e refuta a
tese de que a miscigenação tenderia à constituição de um tipo único racial
brasileiro. Para ele, a miscigenação levaria à maior complexificação das raças
na nação, consequentemente, aumentaria o número de indivíduos degradados
e inferiores em nosso país. Os pressupostos eugenistas e raciais de Oliveira Vianna ligavam-se,
no ambiente nacional, às ideias de Oswaldo Cruz e Carlos Chagas; já no
cenário internacional, relacionava-se às contribuições de Gunther, Lapouge,
Gobineau, Amon, Woltmann, Sigaud, Pende, Colajanni, entre outros. Os
principais autores que contribuíram com Vianna em sua leitura acerca do
vínculo entre a raça e o meio físico foram os ecologistas e antropogeógrafos
Glenn Trewartha, Emory Ross, Griffith Taylor, Mark Jefferson, Dunlop
e Joyeux (Ramos, 2003, p. 590). É relevante notarmos que todos esses
pressupostos teórico-metodológicos voltados à compreensão dos, até então,
dilemas raciais e eugênicos estudados por Vianna em Raça e assimilação não
aparecem, segundo nossa percepção, de modo contundente na argumentação
geral do autor sobre nossa formação como povo em suas principais obras
(não aparecem enfaticamente nas obras anteriores à publicação de Raça e
assimilação e muito menos em obras posteriores à 1932). Por exemplo, Vianna
não faz, em Populações meridionais do Brasil, uma sistematização profunda
das tipologias raciais presentes no Brasil e as consequências das misturas
raciais aqui existentes. Para o autor, a edificação do latifúndio e, sobretudo,
os aspectos geográficos, morfológicos e estruturais da sociedade brasileira –
condição de colônia, autossuficiência, características do latifúndio e economia
agroexportadora – foram os condicionantes primordiais dos nossos problemas
formativos. Raça e assimilação, segundo nossa visão, foi publicada em um mo-
mento ímpar da intelectualidade brasileira que se preocupava com o tema
da raça no país e com as dinâmicas raciais aqui estabelecidas. O Brasil de Vianna: insolidarismo e raça e assimilação De modo geral,
os trabalhos sobre a formação do Brasil publicados após 1932 que, dentre
outras cosias, discutiam a questão racial no país tinham um viés altamente
culturalista e realizavam enfáticas críticas às teorias racistas e eugênicas
disseminadas até então, promovendo assim incisivas inflexões nos estudos,
nas interpretações e nas teorias sobre a formação do Brasil. Um emblemático
exemplo dessa mudança de perspectiva adotada pela intelectualidade brasileira
é a publicação de Raça e assimilação em 1932 (ratificação de uma série de F. Fontana – Pontos de inflexão para a análise do pensamento vianniano 185 teses racistas e eugenistas) e Casa grande & senzala, de Gilberto Freyre,
em 1933 (obra que, através de um viés claramente culturalista, exprimia um
afastamento face às teses eugênicas e raciais). Segundo Jair de Souza Ramos
(2003, p. 599): O racismo científico vinha perdendo terreno também nas
interpretações histórico-sociológicas sobre o desenvolvimento
nacional tanto a partir do surgimento de interpretações como a de
Gilberto Freyre, que consolidavam a imagem de cooperação entre
as raças, quanto em movimentos como o sanitarista, que davam
destaque à doença, e não só na origem racial, para explicar a situação
de atraso do trabalhador nacional. O racismo científico vinha perdendo terreno também nas
interpretações histórico-sociológicas sobre o desenvolvimento
nacional tanto a partir do surgimento de interpretações como a de
Gilberto Freyre, que consolidavam a imagem de cooperação entre
as raças, quanto em movimentos como o sanitarista, que davam
destaque à doença, e não só na origem racial, para explicar a situação
de atraso do trabalhador nacional. Após a publicação de Raça e assimilação, a questão racial não desaparece
completamente do pensamento vianniano. No estudo Instituições políticas
brasileiras, lançado em 1949, o intelectual chega a afirmar que para ele, após
seus muitos anos de pesquisa, o método mais eficiente e avançado capaz de
ensejar estudos no campo do direito público no Brasil deve considerar três
relevantes dimensões de uma sociedade: sua cultura, suas determinações
físicas (meio) e os seus aspectos raciais. No entanto, o tom no qual se insere
a questão da raça é outro – e ela está subordinada ou equalizada, enquanto
fonte de explicação entendimento da realidade social, às condições materiais
(morfológicas e geográficas), culturais, sociais, econômicas e políticas nas
quais se insere um determinado povo: Em suma, o quadro clássico dos ‘fatores da civilização e da história’
se está restaurando. O Brasil de Vianna: insolidarismo e raça e assimilação Em vez de uma causa única – meio só (Buckle),
ou raça só (Lapouge), ou cultura só (Spengler, Frobenius, Boas)
– a ciência confessa que tudo se encaminha para uma explicação
múltipla, eclética, conciliadora: raça + meio + cultura. Com estes
elementos é que ela está recompondo o quadro moderno dos ‘fatores
da civilização’ [1949] (Vianna, 1999, p. 90). Adicionado a isso, notamos que Vianna, neste trabalho de 1949, não
faz explicações profundas sobre as particularidades de nossas instituições
políticas, ou ainda, acerca das especificidades do povo brasileiro, tendo
como fonte principal determinados pressupostos raciais ou eugênicos. Longe
disso, notamos que boa parte da argumentação do intelectual fluminense
está amparada em seu diagnóstico sobre a formação do Brasil edificado em
Populações meridionais do Brasil e, em determinados momentos, na sua
leitura, mesmo que indireta, de específicos períodos da história brasileira, como
é o caso de nosso período monárquico (em O ocaso império – 1925) e da nossa Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 186 Primeira República (em O idealismo da Constituição – 1927). Outro aspecto
que podemos apreender através de Instituições políticas brasileiras para
compreendermos como se deu a continuidade da questão racial no pensamento
vianniano após a publicação de Raça e assimilação é a ambiguidade que o
tema da raça ganha nas ideias de Vianna. Tal imprecisão, distante de evidenciar
uma contradição interna aos escritos e ao pensamento do autor, expressa, antes
de tudo, o próprio momento em que ele estava inserido e os novos paradigmas
científicos amplamente aceitos com os quais ele foi obrigado a dialogar. Em
1949, o descrédito com relação às teses raciais era imenso, assim como era
marginal e contraproducente a utilização de argumentos eugênicos para o
entendimento das especificidades de uma nação ou de um povo (cf. Vianna,
1999, p. 77 [1949]). Nesse movimento complexo de abandonos, resquícios e
permanências de temas, de conceitos e de paradigmas é que a questão racial
se insere no pensamento vianniano pós-publicação de Raça e assimilação,
revelando assim, algumas ambiguidades e imprecisões. Por exemplo, se por
um lado Oliveira Vianna (1999, p. 404-405 [1932]) continuaria a afirmar que
a questão racial é importantíssima para ele entender “nossa civilização e em
nossa história”, por outro ele já havia reconhecido em 1934 que a raça não
tinha assumido um papel crucial em sua produção bibliográfica. O Brasil de Vianna: insolidarismo e raça e assimilação Segundo
Oliveira Vianna, citado por Vasconcelos Tôrres, no Prefácio à segunda edição
da obra A evolução do povo brasileiro (1923): Dando uma explicação definitiva aos opositores apressados, comenta
o sociólogo: ‘Tendo concentrado a sua análise exclusivamente sobre
este tema (cujo desdobramento no livro, ocupa menos de meia
dúzia de páginas), os críticos acabaram dando a impressão, aos que
acostuma ler críticas dos livros, mas não os livros criticados, de que
todo o volume de Evolução do povo brasileiro – 1923 – havia sido
exclusivamente consagrado à sustentação dessa tese temerária. Em
certo momento, acabei mesmo passando por ter escrito uma obra
volumosa para expor e defender, no Brasil, a tese da superioridade
da raça germânica... Pura obra crítica insincera ou desonesta, como
se vê. Daí uma viva reação – e a atoarda foi grande. O único,
entretanto, que não deu quase nenhuma significação à crítica feita
fui eu mesmo; porque sempre considerei este tema como um ponto
secundário e insignificante, que não valia aos meus adversários
perderem tanto tempo em combatê-lo, nem a mim em defendê-lo’
(Vianna apud Tôrres, 1956, p. 82-83). Ou ainda, já sentindo que nadava contra a corrente, no Prefácio à primeira
edição de Raça e assimilação, Vianna faz uma afirmação que, no mínimo,
traduz uma preocupação em resguardar a legitimidade de sua pesquisa, ideias F. Fontana – Pontos de inflexão para a análise do pensamento vianniano 187 e interpretações em um contexto de produção intelectual arisco às hipóteses
que ali perpetuaria: Formulo apenas algumas hipóteses – e as pesquisas dos técnicos vão
dizer se são ou não verdadeiras. Pertencem, na maioria, ao grupo
daqueles working hypothesis, de que fala Handdon, isto é, sujeitas
ainda a referendum dos investigadores. Estas hipóteses, aliás, não
causam mal nenhum à ciência: são estímulos para o trabalho, são
sugestões para a pesquisa. Mesmo que se verifiquem erradas, a
ciência lucrará com elas (Vianna, 1959, p. 7). Formulo apenas algumas hipóteses – e as pesquisas dos técnicos vão
dizer se são ou não verdadeiras. Pertencem, na maioria, ao grupo
daqueles working hypothesis, de que fala Handdon, isto é, sujeitas
ainda a referendum dos investigadores. Estas hipóteses, aliás, não
causam mal nenhum à ciência: são estímulos para o trabalho, são
sugestões para a pesquisa. Mesmo que se verifiquem erradas, a
ciência lucrará com elas (Vianna, 1959, p. 7). A questão racial no pensamento vianniano é extremamente complexa e
difícil de ser acessada. O Brasil de Vianna: insolidarismo e raça e assimilação Aqui, tentamos fazer uma breve aproximação no sentido
de apresentar este tema e problematizá-lo, para assim verificar o quanto ele
está afeito a influências decorrentes de mudanças históricas e alterações no
contexto de produção no qual o autor estava inserido. Nesse sentido, tivemos
a oportunidade de verificar o dilema circunscrito à transitoriedade de ideias, de
conceitos e de paradigmas que influi no pensamento do intelectual niteroiense,
provocando dessa forma, descontinuidades, ambiguidades e descompassos. Além disso, ao passo que apresentamos as percepções do autor sobre a questão
racial no Brasil, verificamos como tais incursões analíticas não afetaram de
modo efetivo e profundo algumas canônicas ideias e interpretações do autor
sobre o Brasil, suas instituições políticas e o povo brasileiro. A imigração de 3.000 chineses sob a ótica de Oliveira Vianna Passaremos agora à análise do parecer técnico encaminhado por
Oliveira Vianna, através do Ministério do Trabalho, Indústria e Comércio,
ao Ministério das Relações Exteriores que, por sua vez, trata da integração
de 3.000 chineses ao território brasileiro. O parecer não possui data, mas
certamente foi produzido entre os anos de 1932 e 1940. De modo geral, temas
vinculados à noção de insolidariedade e à questão racial no Brasil aparecerem
no parecer e nos ajudam a dinamizar e a complexificar ideias, paradigmas e
posições presentes no pensamento vianniano. Seguem alguns trechos desse
parecer que, por sua vez, serão reproduzidos de modo a manter e respeitar a
linguagem e a gramática adotada à época de Oliveira Vianna: O que propõe o Sr. Consul de China sobre a introdução em nosso
paiz de 3.000 chinezes pode ser encarado sob vários aspectos: O
legal; b) O biológico; c) O econômico e social; d) O ethnograhico
e politico. Do ponto de vista legal, é forçoso confessar que a nossa
legislação não nos arma de meios para repellir a immigração, nem de 188 Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 chinezes, nem de qualquer raça. [...] Em relação a China, ha mesmo
um decreto espacial autorisando a introdução dos seus nacioneses
aqui – e é justamente o invocado pelo capitalista Sr. Chin-Dong-
Tai. De modo que, em boa verdade, não temos meios para impedir
a entrada destes chinezes aqui (Vianna, s. d., p. 1). Verificamos, nessas primeiras palavras, que o fator preponderante
considerando por Oliveira Vianna liga-se à dimensão política, ratificando
assim, a atual posição e função que ocupa: consultor jurídico do Ministério
do Trabalho, Indústria e Comércio. Nessa direção, a lei, sua viabilidade e
sua aplicabilidade são os paradigmas centrais da avaliação construídos por
Vianna nesse parecer. Dessa forma, o jurista claramente busca se afastar da
posição que sempre assumiu: a de intelectual. Sendo a lei falha ou inexistente,
não há impedimentos ou imposições à entrada dos chineses em questão ao
Brasil. Todavia, o restante do parecer mostra que esse afastamento inicial
não é efetivo e muito da sua leitura sobre o Brasil pode ser identificada em
suas palavras. A imigração de 3.000 chineses sob a ótica de Oliveira Vianna Quanto aos aspectos biológicos latentes ao tema da imigração
chinesa, Vianna dirá que: Do ponto de vista da aclimatação, não ha que duvidar de
adaptabilidade do chinez ao nosso meio nordestino: o mongol, é
sabido, é de todos os typos humanos o que offerece uma capacidade
maior de adaptação a todos os climas, vivendo no equador tão
bem como vive no polo ártico. Quanto a questão do eugenismo
ou cacogenismo dos cruzamentos entre elles e os nossos typos
nordestinos, não creio que possam decerrer inconvenientes destes
cruzas, dada a grande afinidade anthropologica entre mongol e o
nosso caboclo. [...] Por este lado, pois, não me parece que possamos
encontrar grande base para refugar a immigração chineza (Vianna,
s. d., p. 2). Nas palavras acima, verificamos uma análise de Vianna pautada em
pressupostos raciais e antropogeográficos (morfológicos) que ratificam leituras
eugênicas sobre os nordestinos brasileiros e acerca dos chineses que para o
Brasil poderiam imigrar. Para o jurista, os tipos raciais, nordestinos e chineses,
não se diferenciam significativamente, assim, uma negativa para a imigração
não poderia se pautar em tais paradigmas. Por outro lado, não creio que a repulsa à immigração chineza possa
ser collocada, como foi pelo Sr. Director do Departamento e o Sr. Director de Secção, sobre a base do padrão de vida, principalmente
tratando-se de núcleos ruraes. [...] Somos num paiz de baixo padrão
de vida e onde o homem do campo – o nosso Geca – não tem um F. Fontana – Pontos de inflexão para a análise do pensamento vianniano 189 modo de existencia melhor e mais alto do que o japonez ou o
chinez. Caipiras, matutos, sertanejos, todos são uma raça de homens
sobrios até o maximo das possibilidades humanas – e os baixos, os
baixíssimos salarios do nosso operario agricola, especialmente no
Norte, bem demonstram a limitação das exigencias de vida do nosso
trabalhador. O chinez sob esta aspecto, não víria trazer-lhe nenhuma
concorrencia desfavoravel. [...] O inconveniente dos asiáticos como
colonos está senão unicamente, ao menos principalmente nisto: na
sua infusibilidade (Vianna, s. d., p. 2-3). Em termos de padrões socioeconômicos, Vianna também não realiza
um parecer desfavorável à vinda destes trabalhadores chineses ao Brasil. Segundo ele, o padrão médio de vida do trabalhador rural brasileiro não
estaria distante daquele experimentado pelos chineses. A imigração de 3.000 chineses sob a ótica de Oliveira Vianna Todavia, sua grande
preocupação articula-se à predisposição à infusibilidade que alguns povos,
assim como os orientais, apresentam no momento que migram para outros
territórios. Disse naquelle livro acima citado [Raça e assimilação] que o japonez
é como o enxofre: insoluvel. O mesmo podemos dizer do chinez: é
tambem insoluvel. O proprio syrio-arabe, mais sociavel e diffusivo,
não deixa de ser tambem infusível – e os dados estatísticos e, sinão
elles, a observação vulgar bem o comprovam esta infusibilidade. [...] Dahi a tendencia dos enthnios semites ou mongolicas, no
sentido da ‘ilha ethnica’, isto é, para o ‘enkistamento’, com todos os
inconvenientes sociais e políticos dahi decorrentes. [...] O problema
da desintegração das ethnias asiaticas e da sua assimilação não
é, entretanto, o mesmo quando o encaramos sob o aspectos das
colonias agrícolas o do seu estabelecimento rural. Nossa politica tem
sido, neste ponto, imprevidente – e temos commettido a leviandade
de adoptarmos o methodo da colonisação homogenea, como já
fizemos como os allemães em Santa Catharina e como estamos
fazendo, ainda mais levianamente, com os japonezes na Amazonia,
onde estamos concentrando uma massa enorme de colonos
exclusivamente niponicos numa região inteiramente despovoada,
sem possibilidade nenhum de qualquer especie de contacto com
os nucleos de população nacional, que alli, no caso, praticamente,
é como se não existissem. Tendo errado como os allemães ao sul,
estando a errar com os japonezes ao centro e ao norte do paiz, seria
absurdo que continuassemos a errar com os chinezes, que se nos
offerecem. É preciso que, aceitando-os, deixando-os entratarem
e fixarem-se no nosso territorio, tomemos as providencias que a
nossa experiencia secular nos está insinando. [...] O problema, pois,
será este: impedir ou corrigir a infusibilidade dos futuros colonos
(Vianna, s. d., p. 3-4). 190 Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 Nas palavras acima, podemos verificar uma preocupação de Vianna que
não está distante da interpretação mais indelével impressa em seu pensamento:
seu diagnóstico sobre a formação do Brasil e o consequente problema do
insolidarismo. Não por acaso, o autor ressalta a dimensão desagregativa ainda
existente na nação brasileira, em especial nas regiões localizadas ao Norte
de nosso país. A imigração de 3.000 chineses sob a ótica de Oliveira Vianna Nesse sentido, a integração de 3.000 mil chineses ao território
nacional poderia ampliar, assim como já ocorreu na Amazônia com os japoneses
e em Santa Catarina com os alemães, o caráter insolidário, amorfo e difuso
que marca a construção do Brasil. Tais preocupações de Vianna pautam-se em
visões culturais e sociológicas – tanto sobre a população brasileira, quanto
em relação ao povo chinês – que são conservadas pelo jurista e veiculadas
densamente neste parecer. Como? Para mim, por este meio: condicionando a concessão a uma
clausula, que impeça a formação homogenia da população colonial,
isto é, obrigando á empreza a não admitir mais de 50% de elementos
chinezes em cada colonia. Os outros 50% restantes da população
colonial seriam formados de elementos nacionaes, de preferencia,
ou então, de colonos europeus. Para maior garantia do processo
assimilador, poderíamos estabelecer tambem uma outra clausula –
e é: que, na distribuição dos lotes ou das habitações, à empreza se
obrigaria a intercalar, tanto quanto fosse possivel, entre os lotes
ou habitações que deveriam obrigatoriamente ser concedidas a
nacionaes ou, as falta destes, a colonos europeus, especialmente
portuguezes, hespanhões ou italianos. Estas duas medidas
obrigariam, penso, facilmente esta tradicional inassimilabilidade
dos colonos chinezes. Sujeitos assim a esta assimilação forçada e
intensiva, elles poderiam trazer uma contribuição apreciavel a nossa
actividade economica, sem os inconvenientes dos “enkistamentos”. [...] Estes elementos vindos dos centros urbanos, não servem – e, ai
aqui forem introduzidos, serão, dentro em pouco, um peso morto,
embaraçante do nosso progresso. Só os chinezes de pura formação
agricola, o chinez vindo dos campos, é que nos serviriam. O chinez
é um dos maiores e mais perfeitos agricultores do mundo: na cultura
dos cereses, especialmente arroz, são exímios e tem disso uma
tradicção do milennios. Em nosso meio tropical, poderiam trazer a
sua experiencia antiga e ser excellentes cultivadores de milho, de
arroz o de algodão, culturas, proprias ao meio nordestino, nos seus
sertões e nos seus brejaes (Vianna, s. d., p. 4-6). Como? Para mim, por este meio: condicionando a concessão a uma
clausula, que impeça a formação homogenia da população colonial,
isto é, obrigando á empreza a não admitir mais de 50% de elementos
chinezes em cada colonia. Os outros 50% restantes da população
colonial seriam formados de elementos nacionaes, de preferencia,
ou então, de colonos europeus. A imigração de 3.000 chineses sob a ótica de Oliveira Vianna Para maior garantia do processo
assimilador, poderíamos estabelecer tambem uma outra clausula –
e é: que, na distribuição dos lotes ou das habitações, à empreza se
obrigaria a intercalar, tanto quanto fosse possivel, entre os lotes
ou habitações que deveriam obrigatoriamente ser concedidas a
nacionaes ou, as falta destes, a colonos europeus, especialmente
portuguezes, hespanhões ou italianos. Estas duas medidas
obrigariam, penso, facilmente esta tradicional inassimilabilidade
dos colonos chinezes. Sujeitos assim a esta assimilação forçada e
intensiva, elles poderiam trazer uma contribuição apreciavel a nossa
actividade economica, sem os inconvenientes dos “enkistamentos”. [...] Estes elementos vindos dos centros urbanos, não servem – e, ai
aqui forem introduzidos, serão, dentro em pouco, um peso morto,
embaraçante do nosso progresso. Só os chinezes de pura formação
agricola, o chinez vindo dos campos, é que nos serviriam. O chinez
é um dos maiores e mais perfeitos agricultores do mundo: na cultura
dos cereses, especialmente arroz, são exímios e tem disso uma
tradicção do milennios. Em nosso meio tropical, poderiam trazer a
sua experiencia antiga e ser excellentes cultivadores de milho, de
arroz o de algodão, culturas, proprias ao meio nordestino, nos seus
sertões e nos seus brejaes (Vianna, s. d., p. 4-6). Na passagem acima, observamos algumas proposições de Oliveira Vianna
quanto à integração destes trabalhadores chineses à realidade brasileira. Sendo
assim, destacam-se, segundo o jurista: 1) a necessidade de os mesmos serem
“misturados” ou integrados a diferentes tipos culturais (nacionais, português, F. Fontana – Pontos de inflexão para a análise do pensamento vianniano 191 italiano ou espanhol) considerando medidas específicas (integração/mistura
laboral entre brasileiros e nordestinos, assim como intercalação de moradias/
habitações entre os diferentes tipos raciais); 2) a importância dos imigrantes
chineses conservarem aptidões agrícolas. Mais uma vez, as recomen-
dações dadas por Vianna coadunam-se com a necessidade de se evitar
enquistamento e de se promover a assimilação destes imigrantes chineses
em nosso país. Esta, pois, a primeira condição de seleção immigratoria: que os
immigrantes, futuros colonos, seja agricultores e exclusivamente
isto. Onde, porém, buscar estes agricultores? Na China, na região de
Hong-Kong, ou na America de Norte, como suggere a representação
de Sr. Consul da China? [...] O centro unico do rechutamente que
nos serve seria os Estados Unidos. Ha alli, na costa californianas,
uma densa população do chinezes, toda de agricultores, prospera,
rica, progressiva – e já afeiçoada ás condições e praxes de nossa
civilasação. seguidas. Por fim, Vianna faz um parecer favorável à integração destes
trabalhadores ao território nacional mediante algumas exigências/cláusulas. seguidas. Por fim, Vianna faz um parecer favorável à integração destes
trabalhadores ao território nacional mediante algumas exigências/cláusulas. A imigração de 3.000 chineses sob a ótica de Oliveira Vianna Estes agriculteres, que dalli nos viessem, estariam em
condições de assimilação mais favoraveis do que outros, vindos de
centros chinezes. [...] O que o Consul da China pede é a concessão
para a introducção e a localisação de 3.000 chinezes. Notem bem:
3.000 chinezes – e não 3 mil famílias. Ora 3.000 chinezes devem
corresponder a umas 600 ou 500 familias. Não vejo, como, desde
que sejam, como suggerimos, sufficientemente misturados com os
nossos sertanejos nos mesmos nucleos, possam vir elles e constituir
o problema ethnico. [...] É uma experiencia que penso podermos
tentar sem receio, tanto mais que a empreza que financia a obra
colonisadora é poderosamente dotada de recursos pecuniarios – e a
introducção de vastas capitaes numa região carecente delles, como
o Nordeste, não é causa que se possa desdenhar. Opinaria, pois,
para que atendesse a proposta do Sr. Consul Chines, mediante as
condições seguintes, satisfeitas, está claro, as exigencias dos nossos
regulamentos de imigração e colonização [vide as recomendações
dadas anteriormente por Oliveira Vianna] (Vianna, s. d., p. 6-7). Acima, Oliveira Vianna debate sobre a procedência dos chineses que
aqui se fixariam. Nessa direção, ele ressalta a necessidade destes chineses
conservarem aptidões agrícolas, sendo assim, as regiões de origem mais
propícias destes imigrantes deveriam ser aquelas nas quais eles melhormente
desenvolveram suas predisposições agrárias. Somado a essa questão, Vianna
ressalta a relevância da integração de imigrantes ao nordeste brasileiro,
principalmente quando se dimensiona os recursos ali aplicados (originados
desse processo de imigração). Além disso, o jurista desataca que o número
de chineses é relativamente pequeno, viabilizando assim, um processo de
assimilação bem sucedido desde que as recomendações dadas por ele fossem Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 192 seguidas. Por fim, Vianna faz um parecer favorável à integração destes
trabalhadores ao território nacional mediante algumas exigências/cláusulas. Conclusão Fontana – Pontos de inflexão para a análise do pensamento vianniano 193 de nosso povo. Contudo, vale destacar, se em um primeiro momento essa
questão aparece nas obras de Vianna, neste documento, constatamos que
o uso de paradigmas eugênicos e raciais – mesmo que tenha sido feito de
modo enfático e constante pelo autor – não conduziu, pelo menos neste
caso específico, a um parecer desfavorável à imigração chinesa em nosso
país. A visão de Oliveira Vianna acerca da questão racial neste documento,
de acordo com nossa avaliação, é tangencial quando temos em mente o seu
impacto interpretativo e/ou político-decisório. De fato, as preocupações mais
relevantes do jurista brasileiro articulam-se à necessidade de se promover, por
meio de medidas e recomendações específicas, a assimilação e a integração do
imigrante chinês no Brasil, diminuindo assim, a probabilidade de se acentuar
a desagregação, a desintegração e a insolidariedade em nosso país. Ora,
combater desagregação, a desintegração e a insolidariedade no país não é um
dos motes mais significativos no pensamento vianniano? Conclusão Considerando as análises acima, observa-se que há uma “complexa”
relação interseccional entre o intelectual Oliveira Vianna e o consultor
jurídico do Ministério do Trabalho, Indústria e Comercial. Nota-se que há
uma transposição de ideias circunscritas ao pensamento vianniano ao conteúdo
do parecer por nós investigado. Por mais que Vianna tente, logo no início
do documento, salientar que as bases legais são as principais condutoras de
suas posições, o conteúdo do mesmo, inclusive a divisão temática a que ele
obedece, mostra que as preocupações do jurista extrapolam os limites da
legislação brasileira vigente que regulava a imigração em nosso país. Nessa
transposição do intelectual/pensador para o jurista diretamente ligado à vida
pública e política brasileira, notamos que determinadas posições viannianas
se colocam de modo mais enfático. Dessa maneira, a visão conservada por
ele em relação à questão racial no Brasil, assim como sua leitura sobre o
insolidarismo intrínseco à formação brasileira, aparecem de forma mais
proeminente, contudo, com desígnios e resultados distintos. Ainda no parecer analisado, deve-se destacar que as posições raciais de
Vianna se mostram concatenadas ao momento intelectual de transição pelo
qual um conjunto de ideias e ideologias raciais estava passando em nosso
país. Ou seja, a década de 1930 constituiu-se como um momento ímpar
no qual pressupostos eugênicos perderam força significativa na tarefa de
explicar e compreender o Brasil desde a sua formação como povo até a sua
condição de nação preocupada com os dilemas da modernização. Se em Raça e
assimilação (1932) a questão da miscigenação continuaria sendo um problema
e um enclave explicativo importante para Oliveira Vianna, no documento que
analisamos ela passa a ser condição necessária à integração de estrangeiros ao
território nacional. Essa percepção fica clara ao passo que o jurista fluminense
ressalta a necessidade de, diferentemente do que fizeram com os alemães
em Santa Catarina e com os japoneses na Amazônia, “fundir” ou promover
a “fusibilidade” destes chineses ao povo brasileiro, agenciando assim, um
processo distinto – e talvez mais moderno – de assimilação. Para nós, a lógica circunscrita à visão vianniana sobre a raça no Brasil
parece obedecer àquela vinculada aos seus estudos. Ou seja, assim como em
seus principais trabalhos que não tratam especificamente da questão racial no
Brasil, há a projetação de uma leitura diagnóstica sobre Brasil em detrimento
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2003 <10.1590/S0104-59702003000200005>. SALLUM, Brasilio. Metamorfoses do estado brasileiro no final do século XX. Revista Brasileira de Ciências Sociais, v. 18, n. 52, p. 35-55, 2003 <10.1590/S0102-
69092003000200003>. SANTOS, Wanderley Guilherme. Décadas de espanto e uma apologia democrática. Rio de Janeiro: Rocco, 1998. SANTOS, Wanderley Guilherme. Ordem burguesa e liberalismo político. São Paulo:
Cidades, 1978. SOLA, Lourdes. O Golpe de 37 e o Estado Novo. In: Carlos Guilherme Mota (org.). Brasil em perspectiva. 4. ed. São Paulo: Difusão Europeia, 1968. p. 256-282. TÔRRES, Vasconcelos. Oliveira Vianna: sua vida e sua posição nos estudos brasileiros
de Sociologia. Rio de Janeiro: Freitas Bastos, 1956. VIANNA, Luiz Werneck. Liberalismo e sindicalismo no Brasil. Rio de Janeiro: Paz
e Terra: 1978. VIANNA, Luiz Werneck. Americanistas e iberistas: a polêmica de Oliveira Vianna com
Tavares Bastos. In: Élide Rugai Bastos; João Quartim Moraes (orgs.). O pensamento
de Oliveira Vianna. Campinas: Unicamp, 1993. p. 351-404. VIANNA, Luiz Werneck. A revolução passiva. 2. ed. Rio de Janeiro: Revan, 2004. VIANNA, Oliveira. Instituições políticas brasileiras. Brasília: Senado Federal, 1999. VIANNA, Oliveira. Populações meridionais do Brasil. 4. ed. São Paulo: Nacional,
1938. VIANNA, Oliveira. Raça e assimilação. 4. ed. Rio de Janeiro: José Olympio, 1959. 196 Civitas, Porto Alegre, v. 17, n. 1, p. 177-196, jan.-abr. 2017 VIEIRA, Evaldo. Oliveira Vianna e o estado corporativo. São Paulo: Grijalbo, 1976. WEHLING, Arno. O estado colonial na obra de Oliveira Vianna. In: Élide Rugai
Bastos; João Quartim Moraes (orgs.). O pensamento de Oliveira Vianna. Campinas:
Unicamp, 1993. p. 63-86. VIEIRA, Evaldo. Oliveira Vianna e o estado corporativo. São Paulo: Grijalbo, 1976. WEHLING, Arno. O estado colonial na obra de Oliveira Vianna. In: Élide Rugai
Bastos; João Quartim Moraes (orgs.). O pensamento de Oliveira Vianna. Campinas:
Unicamp, 1993. p. 63-86. WEHLING, Arno. O estado colonial na obra de Oliveira Vianna. In: Élide Ruga
Bastos; João Quartim Moraes (orgs.). O pensamento de Oliveira Vianna. Campinas
Unicamp, 1993. p. 63-86. Recebido em: 26 jul. 2016
Aprovado em: 17 fev. 2017 Autor correspondente:
Felipe Fontana
Rua Pioneiro Lourenço Favoreto, 140 – Parque das Grevíleas II
87025-030 Maringá, PR, Brasil Autor correspondente:
Felipe Fontana
Rua Pioneiro Lourenço Favoreto, 140 – Parque das Grevíleas II
87025-030 Maringá, PR, Brasil
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https://researchonline.lshtm.ac.uk/id/eprint/4652919/1/Shorter%20treatment%20for%20minimal%20tuberculosis%20%28TB%29%20in%20children%20%28SHINE%29%20a%20study%20protocol%20for%20a%20randomised%20controlled%20trial.pdf
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Shorter treatment for minimal tuberculosis (TB) in children (SHINE): a study protocol for a randomised controlled trial
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Trials
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Chabala et al. Trials (2018) 19:237
https://doi.org/10.1186/s13063-018-2608-5 Chabala et al. Trials (2018) 19:237
https://doi.org/10.1186/s13063-018-2608-5 STUDY PROTOCOL
Open Access
Shorter treatment for minimal tuberculosis
(TB) in children (SHINE): a study protocol
for a randomised controlled trial
Chishala Chabala1*
, Anna Turkova2, Margaret J. Thomason2, Eric Wobudeya3, Syed Hissar4, Vidya Mave5,
Marieke van der Zalm6, Megan Palmer6, Monica Kapasa1, Perumal K. Bhavani4, Sarath Balaji7, Priyanka A. Raichur5,
Anne-Marie Demers6, Graeme Hoddinott6, Ellen Owen-Powell2, Aarti Kinikar5, Philippa Musoke3,
Veronica Mulenga1, Rob Aarnoutse8, Helen McIlleron9, Anneke Hesseling6, Angela M. Crook2*, Mark Cotton10,
Diana M. Gibb2* and on behalf of the SHINE trial team Open Access Shorter treatment for minimal tuberculosis
(TB) in children (SHINE): a study protocol
for a randomised controlled trial Chishala Chabala1*
, Anna Turkova2, Margaret J. Thomason2, Eric Wobudeya3, Syed Hissar4, Vidya Mave5,
Marieke van der Zalm6, Megan Palmer6, Monica Kapasa1, Perumal K. Bhavani4, Sarath Balaji7, Priyanka A. Raichur5,
Anne-Marie Demers6, Graeme Hoddinott6, Ellen Owen-Powell2, Aarti Kinikar5, Philippa Musoke3,
Veronica Mulenga1, Rob Aarnoutse8, Helen McIlleron9, Anneke Hesseling6, Angela M. Crook2*, Mark Cotton10,
Diana M. Gibb2* and on behalf of the SHINE trial team * Correspondence: cchabala@gmail.com; angela.crook@ucl.ac.uk;
diana.gibb@ucl.ac.uk
1University Teaching Hospital, Children’s Hospital, Private Bag RW IX,
Ridgeway, Lusaka, Zambia
2Medical Research Council Clinical Trials Unit at University College London,
Institute of Clinical Trials and Methodology, High Holborn, London WC1V 6LJ,
UK
Full list of author information is available at the end of the article Disease setting and context in the study Disease setting and context in the study
Of the estimated 10.4 million new tuberculosis (TB)
cases globally per annum, approximately one million
occur in children in Africa and South East Asia [1]. In
Africa, where the TB and HIV epidemics are closely
linked, children contribute approximately 30% of inci-
dent TB cases [2–4]. Furthermore, in countries with
high HIV prevalence, the peak age-prevalence of TB has
shifted towards younger adults. These adults are often
parents of young children, increasing the exposure of
children to TB. Among both HIV-infected children and
adults, TB remains a leading cause of death and is the
most common opportunistic infection, despite improved
access to antiretroviral therapy (ART) [5–7]. Microbiological confirmation of TB in younger children,
who have the highest risk of TB disease, is challenging as
they cannot spontaneously produce sputum. In addition,
most children with pulmonary (intrathoracic) TB typically
have paucibacillary disease. Of the 75% of children with in-
trathoracic disease, more than 85% have negative-smear mi-
croscopy on respiratory samples [11, 12]. Confirmation by
culture (the diagnostic ‘gold standard’) is typically made only
in approximately 30% of children [11, 14]. Of note, positive
culture can also occasionally be obtained in children with
normal chest radiographs and a positive tuberculin skin test
or history of Mycobacterium tuberculosis exposure [15–17]. Therefore, the diagnosis of intrathoracic tuberculosis in chil-
dren frequently relies on non-specific clinical symptoms and
signs, supported by evidence of TB contact and/or TB infec-
tion and changes on chest radiography [18]. Historically, studies of anti-tuberculosis treatment in chil-
dren have lagged substantially behind adult studies and data
regarding TB treatment extrapolated from adults. Children
have also been seen to pose little risk of onward transmis-
sion. In combination with the challenges in confirming a
TB diagnosis in children and the resource constraints, the
focus has been on adult trials. The approaches used to treat
childhood TB have relied on extrapolation to children of
the evidence from clinical trials in adults who have a differ-
ent spectrum of TB disease and lower bacillary burden [8]. Data on objective measures of TB treatment response
in children are limited. Response to anti-tuberculosis
treatment can be evaluated by resolution of clinical
symptoms, radiological features and smear and culture
conversion in bacteriologically confirmed cases. Radio-
logical resolution has limitations as some features may
temporarily worsen and residual changes may persist at
the end of treatment [19–22]. Abstract Background: Tuberculosis (TB) in children is frequently paucibacillary and non-severe forms of pulmonary TB are
common. Evidence for tuberculosis treatment in children is largely extrapolated from adult studies. Trials in adults
with smear-negative tuberculosis suggest that treatment can be effectively shortened from 6 to 4 months. New
paediatric, fixed-dose combination anti-tuberculosis treatments have recently been introduced in many countries,
making the implementation of World Health Organisation (WHO)-revised dosing recommendations feasible. The
safety and efficacy of these higher drug doses has not been systematically assessed in large studies in children, and
the pharmacokinetics across children representing the range of weights and ages should be confirmed. Methods/design: SHINE is a multicentre, open-label, parallel-group, non-inferiority, randomised controlled, two-arm
trial comparing a 4-month vs the standard 6-month regimen using revised WHO paediatric anti-tuberculosis drug
doses. We aim to recruit 1200 African and Indian children aged below 16 years with non-severe TB, with or without
HIV infection. The primary efficacy and safety endpoints are TB disease-free survival 72 weeks post randomisation
and grade 3 or 4 adverse events. Nested pharmacokinetic studies will evaluate anti-tuberculosis drug
concentrations, providing model-based predictions for optimal dosing, and measure antiretroviral exposures in
order to describe the drug-drug interactions in a subset of HIV-infected children. Socioeconomic analyses will
evaluate the cost-effectiveness of the intervention and social science studies will further explore the acceptability
and palatability of these new paediatric drug formulations. (Continued on next page) * Correspondence: cchabala@gmail.com; angela.crook@ucl.ac.uk;
diana.gibb@ucl.ac.uk
1University Teaching Hospital, Children’s Hospital, Private Bag RW IX,
Ridgeway, Lusaka, Zambia
2Medical Research Council Clinical Trials Unit at University College London,
Institute of Clinical Trials and Methodology, High Holborn, London WC1V 6LJ,
UK
Full list of author information is available at the end of the article Full list of author information is available at the end of the article © The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Page 2 of 12 Chabala et al. The spectrum of TB disease in children The TB disease spectrum observed in children is differ-
ent compared to adults [9, 10]. Whereas a higher pro-
portion
of
young
children
(below
3
years)
have
disseminated forms of TB, including miliary TB and TB
meningitis, [9] primary childhood TB is typically more
benign than adult TB. Three-quarters of children have
intrathoracic TB, mainly with non-severe forms of intra-
thoracic lymph node TB [10–12]. Adult forms with
pleural effusions and cavitation commonly emerge dur-
ing adolescence [13]. Abstract Trials (2018) 19:237 (Continued from previous page) Discussion: Although recent trials of TB treatment-shortening in adults with sputum-positivity have not been
successful, the question has never been addressed in children, who have mainly paucibacillary, non-severe smear-
negative disease. SHINE should inform whether treatment-shortening of drug-susceptible TB in children, regardless
of HIV status, is efficacious and safe. The trial will also fill existing gaps in knowledge on dosing and acceptability of
new anti-tuberculosis formulations and commonly used HIV drugs in settings with a high burden of TB. A positive
result from this trial could simplify and shorten treatment, improve adherence and be cost-saving for many children
with TB. Recruitment to the SHINE trial begun in July 2016; results are expected in 2020. Trial registration: International Standard Randomised Controlled Trials Number: ISRCTN63579542, 14 October 2014. Pan African Clinical Trials Registry Number: PACTR201505001141379, 14 May 2015. Clinical Trial Registry-India, registration number: CTRI/2017/07/009119, 27 July 2017. Trial registration: International Standard Randomised Controlled Trials Number: ISRCTN635
Pan African Clinical Trials Registry Number: PACTR201505001141379, 14 May 2015. Clinical Trial Registry-India, registration number: CTRI/2017/07/009119, 27 July 2017. Keywords: Tuberculosis, Efficacy, HIV, Shorter course, Child, Keywords: Tuberculosis, Efficacy, HIV, Shorter course, Child, Disease setting and context in the study Repeat microbiological
sampling during therapy may also not be feasible in the
majority of children who stop coughing early in treat-
ment. Although well-defined clinical case definitions for
research are useful for TB diagnosis and evaluation of
treatment response in paediatric studies, [8, 23] there
are no published data on the gold standard of TB treat-
ment response, i.e. long-term relapse-free survival. Rationale for the trial The implementation of standard regimens for both
adults and children is attractive for TB programmes. The needs of children with TB, who potentially benefit
from shorter treatment and who form a considerable
proportion of the global disease burden, should be ad-
dressed. The costs to children and their families, burden
to health services and added toxicity associated with po-
tentially overly long treatment regimens should be also
considered. In addition, risks of suboptimal HIV control
from drug-drug interactions, the increased pill-burden
and its effect on adherence are significant issues for
HIV-co-infected children [47] which could be amelio-
rated by shortening TB treatment. WHO-recommended increased drug doses were diffi-
cult to implement in children using the original fixed-
dose combination (FDC) RHZ 60/30/150 mg which, in
particular, delivered low isoniazid doses [33]. New co-
formulated
RHZ
75/50/150
mg
FDC
tablets
were
launched in 2015 with rapid and wide uptake globally
[34]. The new FDC, which we use in the SHINE trial, fa-
cilitates achieving the recommended doses [35]. Treatment outcomes appear considerably better in
children than adults with multi-drug resistant (MDR)
TB [48], likely because most children have paucibacillary
disease. It therefore follows that TB outcomes for
shorter first-line regimens could be as good as the longer
regimens currently used in adults and children [49, 50]. In addition, there are similarities between minimal TB
disease in children and smear-negative, paucibacillary
TB in adults, in whom trials of shorter regimens have
suggested success. This makes the implementation of tri-
als of shorter treatment of standard first-line regimens
conducted in children all the more important, and in
different
countries
where
the
metabolism
of
anti-
tuberculosis drugs may differ (India/Africa). Finally, re-
vised WHO dosing guidelines for TB drugs aim to
achieve
substantially
higher
TB
drug
exposures
in
children which should be more efficacious, providing add-
itional rationale to perform this treatment-shortening trial
at the time that these dosing guidelines are being imple-
mented globally. Drug doses and fixed-dose formulations of anti-
tuberculosis drugs in children The doses of first-line anti-tuberculosis drugs recom-
mended for children have been based on the same dose Chabala et al. Trials (2018) 19:237 Page 3 of 12 per kilogram of body weight that is recommended for
adults [8]. In 2010, the WHO revised the doses of the
first-line TB drugs in children, increasing daily doses of
isoniazid (H) from 5 to 10 mg/kg, rifampicin (R) from
10 to 15 mg/kg, pyrazinamide (Z) from 25 to 35 mg/kg
and recommending ethambutol (E) at a dose of 20 mg/kg/
day [24]. The change was triggered by a review of the aca-
demic literature including pharmacokinetic (PK) studies
showing that doses extrapolated from adults do not
achieve comparable drug exposures in children [25–29]. With the revised doses it was thought to be possible to at-
tain similar rifampicin, isoniazid and pyrazinamide con-
centrations to those in adults on standard doses [30–32]. WHO-recommended increased drug doses were diffi-
cult to implement in children using the original fixed-
dose combination (FDC) RHZ 60/30/150 mg which, in
particular, delivered low isoniazid doses [33]. New co-
formulated
RHZ
75/50/150
mg
FDC
tablets
were
launched in 2015 with rapid and wide uptake globally
[34]. The new FDC, which we use in the SHINE trial, fa-
cilitates achieving the recommended doses [35]. no trial evidence about optimum regimen duration for
children. per kilogram of body weight that is recommended for
adults [8]. In 2010, the WHO revised the doses of the
first-line TB drugs in children, increasing daily doses of
isoniazid (H) from 5 to 10 mg/kg, rifampicin (R) from
10 to 15 mg/kg, pyrazinamide (Z) from 25 to 35 mg/kg
and recommending ethambutol (E) at a dose of 20 mg/kg/
day [24]. The change was triggered by a review of the aca-
demic literature including pharmacokinetic (PK) studies
showing that doses extrapolated from adults do not
achieve comparable drug exposures in children [25–29]. With the revised doses it was thought to be possible to at-
tain similar rifampicin, isoniazid and pyrazinamide con-
centrations to those in adults on standard doses [30–32]. Aims The primary aim of the trial is to determine whether the
standard 6-month regimen (8 weeks’ HRZE followed by
16 weeks’ HR) can be reduced with similar efficacy, to
4 months’ (8 weeks’ HRZE followed by 8 weeks’ HR), in
African and Indian children with non-severe TB and re-
gardless of HIV status, using revised WHO dosing
guidelines and recently introduced new paediatric fixed-
dose combination tablets. Anti-TB and antiretroviral treatment interactions in HIV
co-infected children Rifampicin interacts with many antiretroviral drugs
necessitating ART adjustment for children. For children
≥3 years, efavirenz-based ART is preferred during co-
administration of anti-tuberculosis drugs as efavirenz
has minimal drug interactions with rifampicin. For chil-
dren < 3 years on lopinavir/ritonavir-based ART, two op-
tions are available: first, super boosting with additional
ritonavir to overcome the rifampicin-inducing effect of
liver enzymes, and second, changing to three nucleoside
reverse transcriptase inhibitors (NRTIs) [36]. However,
neither option is optimal. Super boosting with separate
liquid ritonavir is frequently not feasible due to its un-
availability, complexity of administration, short shelf-life
and poor tolerability [37], and triple NRTI ART is less
efficacious in viral suppression [38]. Alternative solu-
tions for child-friendly dosing are urgently required for
young children [36, 39]. Setting and population The safety endpoint will be grade 3 and 4 adverse
events. The study recruits children aged < 16 years diagnosed
with minimal non-severe TB from diverse populations in
three sites in Africa (Cape Town, South Africa; Kampala,
Uganda; Lusaka Zambia) and two sites in India (Pune
and Chennai). The trial sites were selected based on the
expertise of treating children with TB, sufficient clinical
trial experience and the potential for recruiting the re-
quired number of suitable participants within the agreed
recruitment period. Trial design SHINE is an open-label, phase II/III, non-inferiority trial. Participants are randomised in a 1:1 ratio to the experi-
mental 4-month or standard 6-month treatment arm. Both arms have an 8-week intensive phase with rifampi-
cin, isoniazid, pyrazinamide and ethambutol followed by
a continuation phase with rifampicin and isoniazid given
for 8 weeks in the shorter arm vs 16 weeks in the stand-
ard arm (Fig. 1). 1. Favourable outcome; TB-free survival at week 72
post randomisation 2. Unfavourable outcomes; a composite of death,
reinfection or recurrence 3. Not assessable; will include unknown outcomes at
trial completion such as losses to follow-up after
completing treatment and clinically well when last
seen. Secondary outcomes 1. Mortality 1. Mortality 2. Adverse drug reactions within 30 days of
completing treatment 3. Relapse/re-infection-free survival including only
cases adjudicated to be TB by an independent
Endpoint Review Committee The patient inclusion and exclusion criteria are de-
tailed in Table 1. 4. HIV viral suppression at weeks 24 and 48 in
HIV-infected children TB treatment-shortening trials in adults Early trials in HIV-negative adults with smear-negative
TB in Hong Kong and Singapore showed that, in
principle, reductions of treatment duration from 6 to
4 months have resulted in relapse rates of only 4% [40–
42]. WHO guidelines subsequently recommended 4-
month treatment duration for smear-negative TB in
1993, although this decision was soon reversed [43]. Re-
cent trials of treatment-shortening in adults with smear
positive TB have demonstrated poorer outcomes associ-
ated with shorter regimens [44–46]. However, there is The other objectives are: 1. To determine whether the higher WHO-
recommended doses of daily first-line anti-TB
drugs, given as fixed-dose combination dispersible
tablets, and prescribed according to weight bands,
give appropriate drug exposures when compared Chabala et al. Trials (2018) 19:237 Page 4 of 12 with historical paediatric and adult pharmacokinetic
(PK) data with historical paediatric and adult pharmacokinetic
(PK) data extrathoracic lymph node TB, intrathoracic uncompli-
cated lymph node TB and other non-severe forms of pul-
monary TB as per an established classification system [51]. 2. To determine, among HIV-infected children, whether
currently recommended adjusted strategies and doses
of antiretroviral drugs can appropriately overcome
the effect of rifampicin at the new higher doses 2. To determine, among HIV-infected children, whether
currently recommended adjusted strategies and doses
of antiretroviral drugs can appropriately overcome
the effect of rifampicin at the new higher doses Primary outcome The main trial outcome for efficacy is categorised as
follows: The main trial outcome for efficacy is categorised as
follows: Definition of minimal (non-severe) TB Informed written consent from the
parent/legal caregiver(s) and assent
in children as per local Ethics
1. Smear-positive respiratory sample
2. Premature (< 37 weeks) and aged
under 3 months
3. Miliary tuberculosis (TB), spinal TB, TB
meningitis, osteoarticular TB,
abdominal TB, congenital TB
4. Pre-existing non-tuberculous
disease likely to prejudice the
response to, or assessment of, treat-
ment, e.g. liver or kidney
disease, peripheral neuropathy,
cavitation
5. Any known contraindication to
taking anti-TB drugs
6. Known contact with drug-resistant
adult source case (including mono-
resistant TB)
7. Known drug resistance in the child
8. Severely ill
9. Pregnancy where given as part of standard care treatment) for an 8-
week intensive phase followed by isoniazid and rifampicin
for a continuation phase of a further 8 weeks. In the 6-
month arm, children receive the same intensive phase as the
other group followed by a continuation phase of 16 weeks. Table 1 Patient inclusion and exc
Inclusion criteria
E
1. Age 0–16 years
2. Weight ≥3 kg
3. Clinician has decided to treat with
standard first-line regimen (intensive
phase of 4 drugs or 3 drugs as per
local practice)
4. Symptomatic but non-severe TB
including:
a. extrathoracic lymph node TB;
intrathoracic uncomplicated (hilar)
lymph node TB
b. minimal or no parenchymal
abnormality on CXR
c. smear-negative on gastric
aspirate/other respiratory sample
Note: GeneXpert may be positive or
negative and a negative GeneXpert can
be used as a substitute for a negative
smear; culture of respiratory sample may
be positive or negative; lymph node
aspirate may be smear/culture/
GeneXpert positive or negative)
5. Not treated for previous TB unless
successfully treated > 2 years since
last completed treatment
6. Known (or pending confirmation
of)HIV status; HIV-infected or HIV-
uninfected
7. Willing and likely to adhere to
72 weeks’ follow-up
8. Informed written consent from the
parent/legal caregiver(s) and assent
in children, as per local Ethics
Committee guidance
9. Home address accessible for visiting
and intending to remain within the
recruitment area for follow-up. 1
2
u
3
4
5
6
7
8
9 1. Smear-positive respiratory sample
2. Premature (< 37 weeks) and aged
under 3 months 1. Smear-positive respiratory sample
2. Premature (< 37 weeks) and aged
under 3 months 3. Miliary tuberculosis (TB), spinal TB, TB
meningitis, osteoarticular TB,
abdominal TB, congenital TB Protocol treatment discontinuation 8. Informed written consent from the
parent/legal caregiver(s) and assent
in children, as per local Ethics
Committee guidance Protocol treatment discontinuation is considered under
any of the following circumstances: 9. Home address accessible for visiting
and intending to remain within the
recruitment area for follow-up. 1. Unacceptable toxicity or adverse event 2. Disease progression necessitating change of regimen
(e.g. with drug-resistant TB or complication of disease) recruitment area for follow-up. Non-trial treatment At enrolment, a clinical history and physical examin-
ation is performed including measurements of weight,
height, mid-upper arm circumference, paediatric WHO
staging for HIV and signs/symptoms suggestive of TB. HIV-infected children enrolled in the trial are provided
with ART in accordance with local country programmes
including alternative ART drugs regimens indicated for
concomitant use with rifampicin during the duration of
the TB treatment. All HIV-infected children with TB re-
ceive co-trimoxazole prophylaxis as per local guidelines. Screening and enrolment procedures 3. Withdrawal of consent for treatment or participa-
tion by the participant’s carer/guardian The standard screening procedures include: a chest radio-
graph (CXR) and at least two consecutive respiratory sam-
ples including gastric aspirate, expectorated or induced
sputum for smear microscopy, Xpert MTB/RIF© (Xpert;
Cepheid,
Sunnydale,
CA,
USA),
culture
and
drug-
susceptibility testing (DST). In children with extrathoracic
cervical lymphadenopathy, lymph node needle aspiration
will be undertaken. A Mantoux test or IGRA (interferon-
gamma release assay) will be done as available. 4. Participant’s DST-identifying drug resistance, in-
cluding isoniazid mono-resistance The children whose protocol treatment is discontinued
remain in the trial for the purpose of follow-up and data
analysis (unless the carer withdraws consent). Data are
kept and included for participants who stop follow-up
early, up to the point of exit. The children whose protocol treatment is discontinued
remain in the trial for the purpose of follow-up and data
analysis (unless the carer withdraws consent). Data are
kept and included for participants who stop follow-up
early, up to the point of exit. Randomisation and allocation Randomisation is undertaken at each site using a web-based
system controlled through an authorised username and
password. The method of minimisation with a random
element is employed. To reduce potential predictability of
the randomisation in this open-label study, the minimisation
factors are not disclosed to the investigators. TB treatment products, dosing schedule and treatment
supervision Anti-TB drugs are administered according the WHO
dosing recommendations using new FDCs and new
weight bands for children weighing < 25 kg (Table 2). Children weighing ≥25 kg are treated according to adult
guidelines (Table 3). Treatment is implemented in accordance with each
site’s local practice. Typically this involves daily adminis-
tration by the child’s carer(s) and documenting ingestion
on TB treatment cards provided by the trial. p
p
g
5. Not treated for previous TB unless
successfully treated > 2 years since
last completed treatment Adherence to trial medication is assessed by pill
counts, specific adherence questions at each 4-weekly
visit, as well as the number of doses recorded on the TB
treatment card. 6. Known (or pending confirmation
of)HIV status; HIV-infected or HIV-
uninfected 7. Willing and likely to adhere to
72 weeks’ follow-up Definition of minimal (non-severe) TB 5. Adherence and acceptability 5. Adherence and acceptability Minimal TB in this protocol refers to a form of non-
severe,
symptomatic,
smear-negative
TB
including y
6. Bacterial infections requiring hospitalisation Fig. 1 Trial schema Fig. 1 Trial schema Chabala et al. Trials (2018) 19:237 Page 5 of 12 Table 1 Patient inclusion and exclusion criteria
Inclusion criteria
Exclusion criteria
1. Age 0–16 years
2. Weight ≥3 kg
3. Clinician has decided to treat with
standard first-line regimen (intensive
phase of 4 drugs or 3 drugs as per
local practice)
4. Symptomatic but non-severe TB
including:
a. extrathoracic lymph node TB;
intrathoracic uncomplicated (hilar)
lymph node TB
b. minimal or no parenchymal
abnormality on CXR
c. smear-negative on gastric
aspirate/other respiratory sample
Note: GeneXpert may be positive or
negative and a negative GeneXpert can
be used as a substitute for a negative
smear; culture of respiratory sample may
be positive or negative; lymph node
1. Smear-positive respiratory sample
2. Premature (< 37 weeks) and aged
under 3 months
3. Miliary tuberculosis (TB), spinal TB, TB
meningitis, osteoarticular TB,
abdominal TB, congenital TB
4. Pre-existing non-tuberculous
disease likely to prejudice the
response to, or assessment of, treat-
ment, e.g. liver or kidney
disease, peripheral neuropathy,
cavitation
5. Any known contraindication to
taking anti-TB drugs
6. Known contact with drug-resistant
adult source case (including mono-
resistant TB)
7. Known drug resistance in the child
8. Severely ill
9. Pregnancy Table 1 Patient inclusion and exclusion criteria
Inclusion criteria
Exclusion criteria Table 1 Patient inclusion and exclusion criteria
Inclusion criteria
Exclusion criteria
1. Age 0–16 years
2. Weight ≥3 kg
3. Clinician has decided to treat with
standard first-line regimen (intensive
phase of 4 drugs or 3 drugs as per
local practice)
4. Symptomatic but non-severe TB
including:
a. extrathoracic lymph node TB;
intrathoracic uncomplicated (hilar)
lymph node TB
b. minimal or no parenchymal
abnormality on CXR
c. smear-negative on gastric
aspirate/other respiratory sample
Note: GeneXpert may be positive or
negative and a negative GeneXpert can
be used as a substitute for a negative
smear; culture of respiratory sample may
be positive or negative; lymph node
aspirate may be smear/culture/
GeneXpert positive or negative)
5. Not treated for previous TB unless
successfully treated > 2 years since
last completed treatment
6. Known (or pending confirmation
of)HIV status; HIV-infected or HIV-
uninfected
7. Willing and likely to adhere to
72 weeks’ follow-up
8. Trial assessments and follow-up p
All participants are seen at screening, enrolment/randomisa-
tion and then at weeks 2, 4, 8, 12, 16, 20, 24, 28, 36, 48, 60
and finally at week 72, when they will exit the trial (Fig. 2). A symptom checklist is performed at each visit to de-
tect inter-current illnesses, new TB exposure including
DR-TB, TB treatment failure/recurrence or relapse or
adverse events to TB drugs (and ART if applicable). All participants are seen at screening, enrolment/randomisa-
tion and then at weeks 2, 4, 8, 12, 16, 20, 24, 28, 36, 48, 60
and finally at week 72, when they will exit the trial (Fig. 2). A symptom checklist is performed at each visit to de-
tect inter-current illnesses, new TB exposure including
DR-TB, TB treatment failure/recurrence or relapse or
adverse events to TB drugs (and ART if applicable). 7. Known drug resistance in the child
8. Severely ill
9. Pregnancy 6. Known contact with drug-resistant
adult source case (including mono-
resistant TB) Trial interventions Children randomised to the 4-month arm receive rifam-
picin,
isoniazid
and
pyrazinamide
(plus
ethambutol Page 6 of 12 Chabala et al. Trials (2018) 19:237 Table 2 Number of tablets to be taken once daily based on WHO guidelinesa
Weight
bands
Intensive phase
Continuation phase
50H, 75R, 150Z
100Eb
50H, 75R
3.0–3.9 kg
0.75
0.75
0.75
4.0–7.9 kg
1
1
1
8.0–11.9 kg
2
2
2
12.0–15.9 kg
3
3
3
16.0–24.9 kg
4
4
4
≥25.0 kg
Adult formulation and doses
Adult formulation and doses
Adult formulation and doses
R rifampicin, H isoniazid, Z pyrazinamide, E ethambutol
aH: 10 mg/kg (range 7–15 mg/kg) to a maximum dose 300 mg/day; R: 15 mg/kg (range 10–20 mg/kg) to a maximum dose 600 mg/day; Z: 35 mg/kg (30–40 mg/
kg); E: 20 mg/kg (15-25 mg/kg)
b100E: additional, separate, single-dose E 100-mg tablets, where this is given as part of local practice, are provided for the intensive phase Table 2 Number of tablets to be taken once daily based on WHO guidelinesa R rifampicin, H isoniazid, Z pyrazinamide, E ethambutol
aH: 10 mg/kg (range 7–15 mg/kg) to a maximum dose 300 mg/day; R: 15 mg/kg (range 10–20 mg/kg) to a maximum dose 600 mg/day; Z: 35 mg/kg (30–40 mg/
kg); E: 20 mg/kg (15-25 mg/kg)
b100E: additional, separate, single-dose E 100-mg tablets, where this is given as part of local practice, are provided for the intensive phase Respiratory samples for TB assessment and blood sam-
ples for biochemistry and haematology, as well as
lymphocyte subsets and HIV1 viral load in HIV-infected
children, are obtained as summarised in Fig. 2. Relevant
samples are stored for pharmacogenomics, biomarkers
and hair PK substudies at pre-specified time points (Fig. 2). A quality of life questionnaire, adapted for younger
children from a standardised EQ-5D questionnaire [52],
is administered at weeks 0, 16, 24, 48 and 72. to check eligibility for enrolment and retrospectively
reviewed centrally by independent experts blind to treat-
ment allocation using a standardised approach. Where
available, Mantoux/IGRA is repeated at week 12 or 16 if
the initial test was negative or missed at screening. At each visit a clinical examination for TB signs and
symptoms and new TB exposure is conducted to identify
children with possible treatment failure or recurrence. Repeat specimens for smear microscopy and culture for
M. tuberculosis are collected if clinically indicated. Trial interventions For
children with culture-positive respiratory specimens, re-
peat TB microscopy and culture are attempted every
2 months until culture conversion. Lymph node needle as-
piration is not routinely repeated during follow-up. Participants are expected to attend all scheduled visits
unless agreed in advance with the study team. Additional
study visits are arranged when a participant misses a
clinic visit or whenever clinical care is required. Procedures for assessing safety TB diagnosis and treatment response will be adjudicated
by an Endpoint Review Committee (ERC) with independ-
ent chair and membership. The ERC will review the end-
points (treatment failure or recurrence) and cause of
death against standard criteria [23], blinded to treatment
allocation, based on all available clinical, microbiological
and molecular data obtained from the follow-up assess-
ments and procedures. TB disease severity at diagnosis
will be ascertained using Wiseman criteria [51]. Symptoms checklists and laboratory investigations are
performed as part of safety monitoring at predetermined
intervals (Fig. 2). In the case of adverse events, add-
itional tests are done as clinically indicated. To monitor for the potential ocular toxicity with etham-
butol use, colour-vision testing is done at screening and at
week 8 for children aged 3 years and older, with repeat
testing at 16 weeks only in those patients with abnormal
results. Children with obvious symptoms at any time
within the intensive phase of treatment are referred to an
ophthalmologist for further testing as appropriate. In the
event of confirmed ocular toxicity, ethambutol is stopped. CXRs are repeated at week 24, for suspected treatment
failure or TB recurrence, and if clinically indicated. All
CXRs will be prospectively read by the study site clinician For girls of reproductive age, or who have started men-
ses, a pregnancy test is performed at screening. Any girl
found to be pregnant is not eligible for the trial. Girls who
become pregnant during the trial will be closely moni-
tored and followed for treatment and pregnancy outcome. Table 3 Number of tablets to be taken by children weighing ≥
25 kg based on WHO adult tuberculosis (TB) guidelinesa
Weight
bands
Intensive phase
Continuation phase
75H, 150R, 400Z, 275Eb
75H, 150R
25–36.9 kg
2
2
37–54.9 kg
3
3
55–70.0 kg
4
4
aH: 5 mg/kg (range 4–6 mg/kg) to a maximum dose 300 mg/day; R: 10 mg/kg
(range 8–12 mg/kg) to a maximum dose 600 mg/day; Z: 25 mg/kg (20–30 mg/
kg); E: range 15–20 mg/kg; bEither HRZE or HR fixed-dose combinations with
additional Z Table 3 Number of tablets to be taken by children weighing ≥
25 kg based on WHO adult tuberculosis (TB) guidelinesa Pharmacokinetic (PK) studies The trial includes two PK substudies. The first includes
65 children and describes the PK parameters of rifampi-
cin, isoniazid and pyrazinamide when administered in
the new FDC according to WHO weight-band doses in aH: 5 mg/kg (range 4–6 mg/kg) to a maximum dose 300 mg/day; R: 10 mg/kg
(range 8–12 mg/kg) to a maximum dose 600 mg/day; Z: 25 mg/kg (20–30 mg/
kg); E: range 15–20 mg/kg; bEither HRZE or HR fixed-dose combinations with
additional Z Page 7 of 12 Chabala et al. Trials (2018) 19:237 Fig. 2 SHINE trial assessment and follow-up schedules children weighing < 25 kg, or the adult formulation for
children 25 to < 37 kg [18]. Ethambutol will be measured
in the subset of children treated with this fourth drug. from a health sector perspective will be made using na-
tionally representative unit costs combined with resource
use data. Health outcomes will be estimated in terms of
life
years
gained
(LYGs),
quality-adjusted
life
years
(QALYs) and disability-adjusted life years (DALYs). The
adapted quality of life questionnaire [52] will be combined
with existing tariffs to estimate QALYs. Existing DALY
weights for TB and TB-free survival will be used. The second substudy evaluates PK interactions between
anti-TB and antiretroviral drugs (efavirenz, lopinavir, rito-
navir, nevirapine, abacavir and zidovudine) in up to 60
HIV-infected children on ART. Children have cross-over
intensive PK undertaken during the continuation phase
and 4 weeks after stopping anti-TB treatment. The nature of the economic analyses will largely de-
pend upon the trial results. If the shortened regimen
arm is non-inferior, and is not associated with any add-
itional costs, this will indicate its cost-effectiveness. The
cost savings from adopting this strategy at the national
level will then be estimated based upon national esti-
mates of childhood TB incidence. If the longer regimen
arm is shown to be more effective, a cost-effectiveness
analysis will be undertaken to investigate whether this
represents ‘value for money’ to each of the health care
systems in terms of the cost per QALY/DALY/LYG, and
estimates of the opportunity costs of resources required
to fund the intervention. For both studies, seven blood samples (0.8 ml each)
are collected before drug intake and then at 1, 2, 4, 6, 8
and 12 h after drug intake for intensive PK. Social science The substudy evaluates palatability and acceptability of
the new FDC using acceptability questionnaires and
semi-structured interviews in health facilities and at the
homes of a subset of the South African trial population. Challenges with administration of the anti-TB drugs and
differences between clinical advice and practice, as well
as changes in administration and acceptability over the
period of treatment, will be described. Hair PK sub-study Novel assays to measure concentrations of two TB drugs,
isoniazid and pyrazinamide, in small hair samples have
been developed and validated. These assays have the poten-
tial to monitor adequate drug adherence and exposure and
need further investigation. In the SHINE study, small hair
samples are being collected in around 600 consenting par-
ticipants to evaluate hair concentrations of isoniazid and
pyrazinamide as surrogates of adherence and predictors of
TB treatment outcomes (e.g. treatment success, recurrence
and death) among HIV-infected and uninfected children. Non-inferiority margin In discussion with study investigators, 6% was consid-
ered a reasonable margin of non-inferiority for the ex-
perimental arm for the endpoint of relapse or re-
infection-free survival. This has been used in previous
treatment-shortening phase III trials in adult smear-
positive TB [45, 46]. PK substudies analysis plan It is expected that a proportion of enrolled children
treated for TB will not actually have TB, thus reducing
the recurrence rate and increasing the chance of demon-
strating non-inferiority. For this reason, although the
primary analysis will include all randomised children
(with assessable outcomes), a key secondary analysis will
exclude children (assumed 20%) considered by the inde-
pendent Blinded-endpoint Review Committee not to
have TB at enrolment. Non-linear mixed effects (NLME) models will be used to
describe the population PK of the TB and ART drugs
taking account of age, weight, race (African/Asian) and
actual dose. In addition to describing the PK for each
drug, these models would account for any non-linearity
in the PK related to dose. Differences in the Area Under the Curve (AUC) by
age, HIV status, and between Asian vs African would be
determined
using
model-based
individual
post-hoc
Bayesian estimates. The geometric mean ratios of the
post-hoc estimates of the AUCs for the TB drugs in the
FDC compared to single drugs in regulatory approved
products will be computed and evaluated against bio-
equivalence criteria. Due to the importance of this analysis the trial will be
powered to demonstrate non-inferiority also in this sub-
population, resulting in a total of 1200 children to be
enrolled. Statistical considerations
Sample size and power necessarily need to satisfy the strict definition of non-
inferiority. It is expected that TB recurrence (relapse or re-
infection) and mortality rates will differ by HIV status
and co-administration of ART. Based on estimates from
the ARROW trial (Uganda and Zimbabwe) [53] and rou-
tine data from paediatric HIV clinics in South Africa, we
estimate
mortality
in
children
HIV-negative,
HIV-
infected children on and not on ART to be 2%, 5% and
7%, respectively, over 18 months. Corresponding % esti-
mates for TB recurrence are 3%, 4% and 6%, respect-
ively, in these three groups. We assume that the
proportion of HIV-infected children will be approxi-
mately 35% maximum (averaged across sites), of whom
the majority will be on ART at the start of TB therapy. Using these estimates, the overall rate of TB recurrence
or death was estimated at approximately 8%. The MITT analysis will include all randomised partici-
pants excluding those withdrawn from treatment be-
cause
of
a
protocol
violation
at
enrolment
(late
exclusions from the study, based on data collected prior
to randomisation). The PP analysis will be restricted to
participants who have received an adequate amount of
study treatment. Any further exclusions in both MITT
and PP populations will be detailed in the statistical ana-
lysis plan. Primary efficacy analysis The primary efficacy analysis will be the difference in pro-
portions of the unfavourable outcomes (proportion with
unfavourable outcome on the 4-month regimen arm less
the proportion with unfavourable outcome on the 6-
month regimen) adjusted for the minimisation factors. Based on these assumptions, the total number of evalu-
able children required to demonstrate non-inferiority be-
tween the short-regimen arm and the control arm (90%
power, one-sided 97.5% confidence intervals (CIs)), would
be 860 across two arms. Based on experience from other
phase III TB trials, 10% loss-to-follow-up was considered
reasonable, resulting in a total of 956 children. Non-inferiority will be assessed using the upper bound
of the one-sided 97.5% CI for this difference. If the
upper bound of this CI is less than 6% (the margin of
non-inferiority) the 4-month regimen will be considered
non-inferior to the 6-month regimen. Health economics Economic evaluation of the alternative interventions will
be undertaken. Resource use data are collected in the trial
on health care visits, hospitalisations, TB and HIV medica-
tions, concomitant medications, and diagnostic tests. Esti-
mates of the total costs of the two treatment strategies Page 8 of 12 Page 8 of 12 Chabala et al. Trials (2018) 19:237 Definition of adequate treatment The definition of adequate treatment sets limits both for
the amount of treatment missed in each treatment phase
and the amount of treatment missed overall. This defin-
ition of adequate treatment has been used in adult TB
trials and is based on receiving at least 80% of the pre-
scribed doses within a pre-specified time frame [45]. Analysis plan There will be two main analysis populations: the modi-
fied intention-to-treat (MITT) and per-protocol (PP)
analysis populations. While both of these will be consid-
ered primary in order to declare non-inferiority, consist-
ent results should be obtained from key subgroup
analyses (confirmed TB cases, both MITT and PP) and
sensitivity
analyses,
although
not
all
of
these
will y
Adverse events and adverse reactions The definitions of adverse events (AE) and adverse reac-
tions (AR) outlined in the EU Directive 2001/20/EC Art-
icle 2 based on the principles of ICH GCP apply to this
trial protocol (Table 4) [54]. Page 9 of 12 Chabala et al. Trials (2018) 19:237 Page 9 of 12 Table 4 Safety reporting definitions
Term
Definition
Adverse event (AE)a
Any untoward medical occurrence in
a patient or clinical trial subject to
whom a medicinal product has been
administered including occurrences
that are not necessarily caused by or
related to that product
Adverse reaction (AR)
Any untoward and unintended
response to an investigational
medicinal product related to any
dose administered
Unexpected adverse
reaction (UAR)
An adverse reaction, the nature or
severity of which is not consistent
with the information about the
medicinal product in question set
out in the Summary of Product
Characteristics (SPC) or Investigator
Brochure (IB) for that product
Serious adverse event (SAE) or
serious adverse reaction (SAR) or
suspected unexpected serious
adverse reaction (SUSAR)
Respectively, any adverse event,
adverse reaction or unexpected
adverse reaction that:
Results in death
Is life-threatening
Requires hospitalisation or
prolongation of existing
hospitalisation
Results in persistent or significant
disability or incapacity
Consists of a congenital anomaly or
birth defect
Is another important medical
condition infections requiring hospitalisation) are notified to the
Medical Research Council Clinical Trials Unit (MRC
CTU) within one working day of the investigator be-
coming aware of the event. Other reportable events are
reported within seven working days. The investigators at
each site are also responsible for the onward reporting
of adverse events to their ethics and regulatory bodies,
as per their local reporting requirements. MRC CTU is
responsible for annual onward reporting of a line listing
of events to the trial sponsor, University College London
(UCL). Investigators are responsible for reporting all
SAEs, notable events and other adverse events meeting
their reporting requirements that occur from the time of
randomisation until 30 days after the last protocol treat-
ment administration. Quality assurance, data management and monitoring
UCL is responsible for trial oversight and ensuring that
arrangements are in place for adequate management,
monitoring, analysis and reporting of the trial. Quality assurance and quality control are based on a
formal risk assessment which leads to the development
of the trial quality management plan implemented by
the sponsor. Serious adverse event (SAE) or
serious adverse reaction (SAR) or
suspected unexpected serious
adverse reaction (SUSAR) y
Adverse events and adverse reactions On-site monitoring and data validation and
assessment of adherence to International Conference on
Harmonisation-Good Clinical Practice (ICH-GCP) prin-
ciples is regularly conducted by independent local moni-
tors at each site and periodically directly by MRC CTU
on behalf of the sponsor. Each site is responsible for its
own data entry and local trial management. aAEs will include; an exacerbation of a pre-existing illness, an increase in
frequency or intensity of a pre-existing episodic event or condition, a condition
(even though it may have been present prior to the start of the trial) detected
after trial drug administration or continuous persistent disease (or a symptom
present at baseline) that worsens following administration of the
study treatment Conditions exempted from AEs will include; medical or surgical procedures
(the condition that leads to the procedure is the adverse event), pre-existing
disease or a condition present before treatment that does not worsen,
hospitalisations where no untoward or unintended response has occurred
(e.g. elective cosmetic surgery, social admissions) or overdose of medication
without signs or symptoms Trial status The first child was enrolled to SHINE in July 2016 and
recruitment is due to finish by the end of June 2018. p
y g
TB studies in children have long been neglected owing
to the perception that paediatric TB is not a public
health priority. Paediatric TB trials, in particular, face
challenges because of difficulties in confirming TB bac-
teriological conversion as a study endpoint [8]. While
acknowledging the limitations associated with the estab-
lishment of paediatric TB diagnosis and evaluating end-
points, both clinically diagnosed and bacteriologically
confirmed cases of non-severe TB will be included,
reflecting the pragmatic approaches utilised in routine
clinical settings where children are diagnosed, treated
and monitored predominantly using clinical and radio-
logical parameters. The TB diagnoses and primary end-
points will be adjudicated by an independent ERC,
blinded to the study arms, against the standard paediat-
ric TB research consensus criteria [23, 51, 56]. The trial
will utilise a centralised imaging review by independent
paediatric TB radiology experts to assist with decisions
on the endpoints. Although the main primary analysis
will include all randomised children, it is anticipated that
some children might not have TB, thus contributing to a
non-inferiority outcome. To overcome this, the study
was powered for demonstration of non-inferiority in a
key subpopulation considered to have TB by the ERC. Abbreviations 3TC: Lamivudine; ABC: Abacavir; AE: Adverse event; ALT: Alanine
aminotransferase; AR: Adverse reaction; ART: Antiretroviral therapy;
ARV: Antiretroviral; AUC: Area under the curve; CTU: Clinical trials unit;
CXR: Chest x-ray; DALY: Disability-adjusted life years; DST: Drug-susceptibility
test; E: Ethambutol; EFV: Efavirenz; ERC: Endpoint Review Committee;
FDC: Fixed-dose combination; GCP: Good clinical practice; H: Isoniazid;
Hb: Haemoglobin; HIV: Human immunodeficiency virus; ICH: International
Conference on Harmonisation; IDMC: Independent Data Monitoring
Committee; IGRA: Interferon-gamma release assay; IRB: Institutional review
board; ISRCTN: International standard randomised controlled trial number;
LPV: Lopinavir; LPV/r: Lopinavir with ritonavir; LYG: Life years gained;
MDR: Multiple drug resistant tuberculosis; MITT: Modified intention-to-treat;
MRC: Medical Research Council; NNRTI: Non-nucleoside reverse transcriptase
inhibitor; NRTI: Nucleoside reverse transcriptase inhibitor; NVP: Nevirapine;
PK: Pharmacokinetics; PP: Per protocol; QALY: Quality-adjusted life year;
R: Rifampicin; SAE: Serious adverse event; TB: Tuberculosis; TSC: Trial Steering
Committee; UCL: University College London; WHO: World Health
Organisation; ZDV: Zidovudine Discussion approaches in routine clinical practice for TB treatment
in children, regardless of HIV status. SHINE is the first large-scale paediatric trial that will
test whether 4-month therapy is as effective as the
standard 6-month course in children with non-severe
TB. Recently, three large multicentre trials to determine
whether
fluoroquinolone-containing
regimens
can
shorten treatment from 6 to 4 months did not demon-
strate non-inferiority of the 4-month regimens in adults
with drug susceptible TB [44–46]. In SHINE, unlike in
these adult trials, smear-negative children with non-
severe paucibacillary disease will use revised doses of
first-line anti-TB drugs. In addition, the trial will also
demonstrate whether the PK parameters and safety pro-
file of the new dosing recommendations for rifampicin,
isoniazid, pyrazinamide and ethambutol across popula-
tions of Indian and African children are adequate. As TB
often
occurs
alongside
HIV
infection,
SHINE
will
provide answers for optimal anti-TB drug dosing in HIV
co-infected children on concomitant ART. The nested
economic and social science substudies enable SHINE to
rapidly translate findings into budget relevant, patient-
oriented, and context-sensitive policy guidance. Economic analyses will assess the cost-effectiveness of
reducing treatment from 6 months to 4 months while
the social science analyses will evaluate the palatability
and acceptability of using the recently implemented
paediatric anti-tuberculosis FDCs. SHINE
will
confirm
whether
or
not
treatment-
shortening of drug susceptible TB in children is effica-
cious and safe. It will also fill existing gaps in knowledge
on dosing of the new anti-TB formulations and com-
monly used HIV drugs in settings with a high burden of
childhood TB. A positive result from this trial (i.e. if
4 months is shown to be non-inferior to 6 months) will
be to simplify treatment, to potentially improve adher-
ence and to reduce treatment costs for a large propor-
tion of children with TB (Additional file 1). Acknowledgements
Th SHINE
ld The SHINE team would like to thank all the staff in all the participating sites
and the children and families that have participated in the trial to date. The trial includes HIV-infected children as current
evidence suggests no association between treatment
duration and outcomes in patients on ART receiving
rifampicin-containing
regimens
[57]. According
to
WHO guidance and existing programmatic approaches,
HIV-infected and uninfected children should be treated
for the same duration [18, 36]. Ethically, the risk profile
of the trial will be similar to existing recommended Trial governance
Th
i l i The trial is overseen by a number of committees each
with distinct functions and membership. The Trial Steer-
ing Committee (TSC) consists of the chief investigator,
site principal investigators and independent members. The TSC provides overall supervision for the trial and
advice through its independent chair. The ultimate deci-
sion for the continuation of the trial lies with the TSC. The investigational medicinal products in this trial will
be rifampicin, isoniazid, pyrazinamide and ethambutol. ARs include any untoward or unintended response to
any of these drugs. The
Independent
Data
Monitoring
Committee
(IDMC) reviews confidential, accumulating data for the
trial produced by the trial statisticians. The functions
and frequency of its meeting are dictated by the DMC
charter. The IDMC can recommend premature closure
or reporting of the trial. All AEs meeting the standard definitions above are re-
ported, regardless of their relationship to TB. The ser-
iousness of the events is assessed using the ICH-GCP
definitions, and severity is determined in accordance
with the 2014 Division of AIDS toxicity grading scale
[55]. The causality and expectedness of all serious events
or reactions in relation to the trial drugs is categorised
as unrelated, unlikely, possibly, probably and definitely
related, and for the latter three categories as expected
and unexpected based on the Summary of Product
Characteristics. The Endpoint Review Committee (ERC), blinded to
the trial arm, will determine the primary endpoint classi-
fication for all participants as favourable, unfavourable
or unassessable. In addition, the ERC will examine evi-
dence and adjudicate causes of death based on all avail-
able sources of data and determine the TB diagnosis at
enrolment across sites for the key secondary analysis of
those with definitive TB [23]. All SAEs, grade 3/4 adverse reactions and notable
events
(ocular
toxicities,
pregnancies
and
bacterial Chabala et al. Trials (2018) 19:237 Page 10 of 12 Page 10 of 12 Additional file Additional file 1: SPIRIT 2013 Checklist: recommended items to address
in a clinical trial protocol and related documents. (DOC 125 kb) Additional file 1: SPIRIT 2013 Checklist: recommended items to address
in a clinical trial protocol and related documents. (DOC 125 kb) Competing interests The authors declare that they have no competing interests. 17. Schaaf HS, Beyers N, Gie RP, Nel ED, Smuts NA, Scott FE, Donald PR, Fourie
PB. Respiratory tuberculosis in childhood: the diagnostic value of clinical
features and special investigations. Pediatr Infect Dis J. 1995;14(3):189–94. Funding
S
f g
SHINE is funded by the Joint Global Health Trials Scheme of the Department
for International Development, UK (DFID), the Wellcome Trust and the
Medical Research Council (MRC UK), Grant number MR/L004445/1; and TB
Alliance. This work was supported by core support to the UK Medical
Research Council [MC_UU_12023/26]. Trial drugs are manufactured by Macleods Pharmaceuticals Ltd. The funders, the sponsor (University College London) and the drug
manufacturer had no role in the study design or report writing. g
SHINE is funded by the Joint Global Health Trials Scheme of the Department
for International Development, UK (DFID), the Wellcome Trust and the
Medical Research Council (MRC UK), Grant number MR/L004445/1; and TB
Alliance. This work was supported by core support to the UK Medical
Research Council [MC_UU_12023/26]. Trial drugs are manufactured by Macleods Pharmaceuticals Ltd. The funders, the sponsor (University College London) and the drug
manufacturer had no role in the study design or report writing. Page 11 of 12 Page 11 of 12 Page 11 of 12 Chabala et al. Trials (2018) 19:237 Chabala et al. Trials (2018) 19:237 Authors’ contributions 6. Oliwa JN, Karumbi JM, Marais BJ, Madhi SA, Graham SM. Tuberculosis as a
cause or comorbidity of childhood pneumonia in tuberculosis-endemic
areas: a systematic review. Lancet Respir Med. 2015;3:235–43. CC drafted the first version of this manuscript. DG, MC, AC and AT conceived
and designed the overall study with contributions from MT, AH, EW, CC,
VMa, SH, MvdZ, PM, VMu, AK, PKB, RA, HM, AMD and MP. HM, RA and VMa
led the design and implementation of the pharmacokinetic substudies and
GH of the social science studies. AMD leads the TB laboratory components
of the trial and MP is responsible for clinical radiology aspects. AT, EW, PAR,
MvdZ, MK, SB, PKB and AK are responsible for patient recruitment, care and
follow-up. MT and EOP are responsible for the study management,
co-ordination and governance. AC developed the statistical methods of the
study. All authors reviewed the manuscript for intellectual content and
approved the final version of the report. and designed the overall study with contributions from MT, AH, EW, CC,
VMa, SH, MvdZ, PM, VMu, AK, PKB, RA, HM, AMD and MP. HM, RA and VMa
led the design and implementation of the pharmacokinetic substudies and
GH of the social science studies. AMD leads the TB laboratory components
of the trial and MP is responsible for clinical radiology aspects. AT, EW, PAR,
MvdZ, MK, SB, PKB and AK are responsible for patient recruitment, care and
follow-up. MT and EOP are responsible for the study management, 7. Venturini E, Turkova A, Chiappini E, Galli L, de Martino M, Thorne C. Tuberculosis
and HIV co-infection in children. BMC Infect Dis. 2014;14(Suppl 1):S5. 8. Burman WJ, Cotton MF, Gibb DM, Walker AS, Vernon AA, Donald PR. Ensuring the involvement of children in the evaluation of new tuberculosis
treatment regimens. PLoS Med. 2008;5(8):e176. 9. Marais BJ, Gie RP, Schaaf HS, Hesseling AC, Obihara CC, Starke JJ, Enarson
DA, Donald PR, Beyers N. The natural history of childhood intra-thoracic
tuberculosis: a critical review of literature from the pre-chemotherapy era. Int J Tubercul Lung Dis. 2004;8(4):392–402. co-ordination and governance. AC developed the statistical methods of the
study. All authors reviewed the manuscript for intellectual content and
approved the final version of the report. 10. Lincoln EM, Harris LC, Bovornkitti S, Carretero RW. Endobronchial
tuberculosis in children, a study of 156 patients. Am Rev Tubercul. 1958;
77(1):39–61. Author details
1 1University Teaching Hospital, Children’s Hospital, Private Bag RW IX,
Ridgeway, Lusaka, Zambia. 2Medical Research Council Clinical Trials Unit at
University College London, Institute of Clinical Trials and Methodology, High
Holborn, London WC1V 6LJ, UK. 3Makerere University-John Hopkins
University Care Ltd, Kampala, Uganda. 4India Council of Medical Research,
National Institute for Research in Tuberculosis, Chennai, India. 5Byramjee
Jeejeebhoy Government Medical College, Pune, India. 6Desmond Tutu TB
Centre, Stellenbosch University, Cape Town, South Africa. 7India Institute of
Child Health and Hospital for Children, Chennai, India. 8Radbound University
Medical Center, Nijmegen, The Netherlands. 9University of Cape Town, Cape
Town, South Africa. 10Family Infectious Diseases Clinical Research Unit,
Stellensbosch University, Cape Town, South Africa. 20. Al-Dossary FS, Ong LT, Correa AG, Starke JR. Treatment of childhood
tuberculosis with a six month directly observed regimen of only two weeks
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chemotherapy for pulmonary tuberculosis in children. Indian J Tuber. 1998;
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Ramachandran P. Short-course chemotherapy for paediatric respiratory
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Gnanashanmugam D, Hesseling AC, Kampmann B, Mandalakas A, et al. Clinical case definitions for classification of intrathoracic tuberculosis in
children: an update. Clin Infect Dis. 2015;61(Suppl 3):S179–87. References 25. McIlleron H, Willemse M, Werely CJ, Hussey GD, Schaaf HS, Smith PJ, Donald
PR. Isoniazid plasma concentrations in a cohort of South African children
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P, Godfrey-Faussett P, Schaaf HS. High incidence of tuberculosis among
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highlights the need for improved tuberculosis control strategies. Clin Infect
Dis. 2009;48(1):108–14. 2. Hesseling AC, Cotton MF, Jennings T, Whitelaw A, Johnson LF, Eley B, Roux
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highlights the need for improved tuberculosis control strategies. Clin Infect
Dis. 2009;48(1):108–14. 26. Schaaf HS, Parkin DP, Seifart HI, Werely CJ, Hesseling PB, van Helden PD,
Maritz JS, Donald PR. Isoniazid pharmacokinetics in children treated for
respiratory tuberculosis. Arch Dis Child. 2005;90(6):614–8. 27. Graham SM, Bell DJ, Nyirongo S, Hartkoorn R, Ward SA, Molyneux EM. Low levels of pyrazinamide and ethambutol in children with
tuberculosis and impact of age, nutritional status, and human
immunodeficiency virus infection. Antimicrob Agents Chemother. 2006;
50(2):407–13. 3. Schaaf HS, Marais BJ, Hesseling AC, Brittle W, Donald PR. Surveillance of
antituberculosis drug resistance among children from the Western Cape
Province of South Africa—an upward trend. Am J Public Health. 2009;99(8):
1486–90. 3. Schaaf HS, Marais BJ, Hesseling AC, Brittle W, Donald PR. Surveillance of
antituberculosis drug resistance among children from the Western Cape
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PR. Culture-confirmed childhood tuberculosis in Cape Town, South Africa: a
review of 596 cases. BMC Infect Dis. 2007;7:140. 29. Thee S, Detjen A, Wahn U, Magdorf K. Pyrazinamide serum levels in
childhood tuberculosis. Int J Tubercul Lung Dis. 2008;12(9):1099–101. 5. Dodd PJ, Yuen CM, Sismanidis C, Seddon JA, Jenkins HE. The global burden
of tuberculosis mortality in children: a mathematical modelling study. Lancet Glob Health. 2017;5(9):e898–906. 30. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 18. WHO. Guidance for national tuberculosis programmes on the management of
tuberculosis in children. 2nd ed. Geneva: World Health Organisation; 2014. 19. Abernathy RS, Dutt AK, Stead WW, Moers DJ. Short-course chemothe
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Schaaf HS, Marais BJ, Whitelaw A, Hesseling AC, Eley B, Hussey GD, Donald
PR. Culture-confirmed childhood tuberculosis in Cape Town, South Africa: a
review of 596 cases. BMC Infect Dis. 2007;7:140. 5.
Dodd PJ, Yuen CM, Sismanidis C, Seddon JA, Jenkins HE. The global burden
of tuberculosis mortality in children: a mathematical modelling study.
Lancet Glob Health. 2017;5(9):e898–906. Ethics approval and consent to participate The trial has been approved by the Ethics Committees of the all participating
sites in South Africa (Stellenbosch University and University of Cape Town
Research Ethics Committees), Uganda (Joint Clinical Research Centre
Institutional Review Board), Zambia (University of Zambia Biomedical
Research Ethics Committee and National Health Research Ethics Committee),
India (BJMC Ethics Committee-Pune, National Institute of Research in Tuber-
culosis Ethics Committee-Chennai and Health Ministry Screening Committee)
and by University College London (UCL Research Ethics Committee). The
study was also approved by the regulatory authorities in all the participating
countries. 11. Marais BJ, Hesseling AC, Gie RP, Schaaf HS, Enarson DA, Beyers N. The
bacteriologic yield in children with intrathoracic tuberculosis. Clin Infect Dis. 2006;42(8):e69–e71. 12. Marais BJ, Gie RP, Schaaf HS, Hesseling AC, Enarson DA, Beyers N. The
spectrum of disease in children treated for tuberculosis in a highly endemic
area. Int J Tubercul Lung Dis. 2006;10(7):732–8. 13. Weber HC, Beyers N, Gie RP, Schaaf HS, Fish T, Donald PR. The clinical and
radiological features of tuberculosis in adolescents. Ann Trop Paediatr. 2000;
20(1):5–10. Written informed consent (parents/caregivers) and assent (children whose
understanding is considered adequate) will be obtained before any trial
procedures are carried out and participants’ confidentiality will be
maintained throughout the trial in line with the standard ICH-GCP principles. 14. Zar HJ, Hanslo D, Apolles P, Swingler G, Hussey G. Induced sputum versus
gastric lavage for microbiological confirmation of pulmonary tuberculosis in
infants and young children: a prospective study. Lancet. 2005;365(9454):130–4. 15. Fox TG. Occult tuberculous infection in children. Tubercle. 1977;58(2):91–6. 16. Toppet M, Malfroot A, Hofman B, Casimir G, Cantraine F, Dab I. Tuberculosis
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tuberculosis: evidence for implementation of revised World Health
Organization recommendations. Antimicrob Agents Chemother. 2011;55(12):
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AC. A proposed comprehensive classification of tuberculosis disease severity
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PR, McIlleron HM, Hesseling AC. Pharmacokinetics of rifampin, isoniazid,
pyrazinamide, and ethambutol in infants dosed according to revised
WHO-recommended treatment guidelines. Antimicrob Agents Chemother. 2016;60(4):2171–9. 52. EuroQuol: EQ-5D™a standardised instrument for use as a measure of health
outcome. 2015. https://euroqol.org/eq-5d-instruments/. Accessed 6 Apr
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al. Routine versus clinically driven laboratory monitoring and first-line
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Smith P, Zar HJ, Hesseling AC, Maartens G, et al. Bioavailability of two
licensed paediatric rifampicin suspensions: implications for quality control
programmes. Int J Tubercul Lung Dis. 2016;20(7):915–9. 54. European-Commission. EU Directive 2001/20/EC Article 2. In: European
Commission; 2001. 33. Detjen A, Macé C, Perrin C, Graham SM, Grzemska M. Adoption of revised
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different childhood tuberculosis burdens. Public Health Action. 2012;
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Hatherill M, Geldenhuys H, McIlleron HM, Zvada SP, et al. High-dose
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and we will help you at every step: 47. Violari A, Cotton MF, Gibb DM, Babiker AG, Steyn J, Madhi SA, Jean-Philippe
P, McIntyre JA. Early antiretroviral therapy and mortality among HIV-infected
infants. N Engl J Med. 2008;359(21):2233–44. 48. Seddon JA, Hesseling AC, Willemse M, Donald PR, Schaaf HS. Culture-
confirmed multidrug-resistant tuberculosis in children: clinical features,
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confirmed multidrug-resistant tuberculosis in children: clinical features,
treatment, and outcome. Clin Infect Dis. 2012;54(2):157–66. 49. Donald PR, Maritz JS, Diacon AH. The pharmacokinetics and
pharmacodynamics of rifampicin in adults and children in relation to the
dosage recommended for children. Tuberculosis (Edinb). 2011;91(3):196–207. 49. Donald PR, Maritz JS, Diacon AH. The pharmacokinetics and
pharmacodynamics of rifampicin in adults and children in relation to the
dosage recommended for children. Tuberculosis (Edinb). 2011;91(3):196–207. 50. Schaaf HS, Cilliers K, Willemse M, Labadarios D, Kidd M, Donald PR. Nutritional status and its response to treatment of children, with and 50. Schaaf HS, Cilliers K, Willemse M, Labadarios D, Kidd M, Donald PR. Nutritional status and its response to treatment of children, with and
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Angiographic and Clinical Impact of Successful Manual Thrombus Aspiration in Diabetic Patients Undergoing Primary PCI
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International journal of vascular medicine
| 2,014
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cc-by
| 6,509
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Hindawi Publishing Corporation
International Journal of Vascular Medicine
Volume 2014, Article ID 263926, 8 pages
http://dx.doi.org/10.1155/2014/263926 Hindawi Publishing Corporation
International Journal of Vascular Medicine
Volume 2014, Article ID 263926, 8 pages
http://dx.doi.org/10.1155/2014/263926 Hindawi Publishing Corporation
International Journal of Vascular Medicine
Volume 2014, Article ID 263926, 8 pages
http://dx.doi.org/10.1155/2014/263926 Mohamed Shehata Department of Cardiology, Faculty of Medicine, Ain Shams University Hospital, Abbasia Square, P.O. Box 11381, Cairo, Egypt Department of Cardiology, Faculty of Medicine, Ain Shams University Hospital, Abbasia Square, Correspondence should be addressed to Mohamed Shehata; smarttmann@hotmail.com Received 5 December 2013; Accepted 4 March 2014; Published 2 April 2014 Academic Editor: Robert S. Dieter Copyright © 2014 Mohamed Shehata. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Background. Diabetes mellitus is associated with worse angiographic and clinical outcomes after percutaneous coronary
intervention (PCI). Aim. To investigate the impact of manual thrombus aspiration on in-stent restenosis (ISR) and clinical outcome
in patients treated by bare-metal stent (BMS) implantation for ST-segment elevation myocardial infarction (STEMI). Methods. 100
diabetic patients were prospectively enrolled. They were randomly assigned to undergo either standard primary PCI (group A, 50
patients) or PCI with thrombus aspiration using Export catheter (group B, 50 patients). The primary endpoint was the rate of eight-
month ISR. The secondary endpoint included follow-up for major adverse cardiac events (MACE). Results. Mean age of the study
cohort was 59.86 ± 8.3 years, with 64 (64%) being males. Baseline characteristics did not differ between both groups. Eight-month
angiogram showed that group B patients had significantly less late lumen loss (0.17 ± 0.35 versus 0.60 ± 0.42 mm, 𝑃< 0.001),
with lower incidence of ISR (4% versus 16.6%, 𝑃< 0.001). There was a trend towards lower rate of MACE in the same group of
patients. Conclusion. In diabetic patients undergoing primary PCI, manual thrombus aspiration (compared with standard PCI) was
associated with better ISR rate after BMS implantation. 2. Methods 2.1. Study Design and Data Collection. 100 consecutive dia-
betic patients suffering from acute STEMI were prospec-
tively enrolled in this study. They were referred to the
catheterization laboratory on emergency basis, after being
presented to the emergency department (ED), in the period
between March 2011 and January 2013. All included patients
suffered from insulin-dependent diabetes mellitus (IDDM). Other inclusion criteria included symptoms suggesting acute
myocardial ischemia lasting >30 minutes, the onset of symp-
toms <12 hours before presentation to ED, and ST-segment
elevation of >0.1 mV in two or more leads on the elec-
trocardiogram (ECG). Exclusion criteria included patients
undergoing rescue PCI after thrombolysis, patients with prior
history of unstable angina or MI, those with prior PCI or
coronary artery bypass graft (CABG) surgery, and those with
congenital heart disease or any myocardial disease apart
from ischemia. Patients with limited life expectancy due to
coexistent disease, for example, malignancy, were excluded. After enrollment and before coronary angiography, patients
were randomly assigned in 1 : 1 fashion to undergo either
standard PCI (group A) or PCI with thrombus aspiration
(group B), according to a computer-generated random series
of numbers. Randomization was performed by block ran-
domization (blocks of 10 patients). Physicians participating in
PCI procedures were unaware of block randomization. Before
inclusion, informed written consent was obtained from each
patient and the study protocol was reviewed and approved
by our local institutional human research committee, as it
conforms to the ethical guidelines of the 1975 Declaration of
Helsinki, as revised in 2008. The primary endpoint was the rate of in-stent restenosis
after eight months of follow-up, defined as angiographic
luminal diameter stenosis by >50% using quantitative coro-
nary angiography (QCA). The secondary endpoint included
follow-up for major adverse cardiac events (MACE), that is, a
composite of death due to cardiac cause, nonfatal myocardial
infarction, and target lesion revascularization (TLR). 2.4. Quantitative Coronary Angiography (QCA). Intracoro-
nary nitroglycerine was administered before the initial, final,
and follow-up angiograms to achieve maximal vasodilatation. Thrombolysis in myocardial infarction (TIMI) flow grade was
recorded individually when flow restoration attempts were
finalized. Contrast-filled guide catheters were used as the
reference standard in QCA. Matched end-diastolic frames
of the angiograms before and after PCI and at eight-month
follow-up were analyzed using a contour detection minimum
cost algorithm (QCA-CMS Version 3.0, MEDIS, Leiden, The
Netherlands). International Journal of Vascular Medicine International Journal of Vascular Medicine 2 2 calcification. In patients in the conventional PCI group
(group A), this step was followed by balloon dilation to estab-
lish antegrade flow. Concerning patients in the thrombus
aspiration group (group B), this step was followed by the
advancing of the 6F Export Aspiration Catheter (Medtronic,
Minneapolis, MN; crossing profile, 0.068 in.) into the target
coronary segment during continuous aspiration. Aspiration
was started proximal to the occluded site, gently pushing
the catheter through the occlusion and then pulling it in a
proximal direction, keeping negative pressure even when the
occlusion was crossed or when there was no longer back
bleeding in the syringe. Withdrawal of the catheter from the
artery and from the guiding catheter was performed with
permanent negative pressure. When necessary for stent deliv-
ery, balloon dilation was performed before stenting. In all
patients, after the restoration of antegrade flow, intracoronary
nitrates were given to ensure maximal epicardial vasodi-
latation, to determine the size and length of the required
stent, and to facilitate stent placement. All placed stents
were bare-metal stents. Pharmacological treatment before
PCI included the administration of aspirin (a loading dose of
500 mg), heparin (70 IU/kg), and clopidogrel (a loading dose
of 600 mg). All patients also received the glycoprotein IIb/IIIa
inhibitor abciximab with an intravenous procedural bolus of
0.25 mg/kg followed by a continuous intravenous infusion
of 0.125 𝜇g/kg/min for 12 hours and postprocedural infusion
without heparin.h implantation in these patients [30]. In the current study,
the author sought to explore the impact of upfront manual
thrombus aspiration on angiographic (in-stent restenosis)
and clinical outcomes, in diabetic patients treated by bare-
metal stent implantation for acute ST-segment elevation
myocardial infarction (STEMI). 1. Introduction resulted in the development of various devices to protect
the microcirculation [16–24]. Other proposed mechanisms
contributing to microvascular obstruction and dysfunction
include reperfusion injury, production of oxygen free radi-
cals, neutrophil activation, endothelial and myocyte edema,
loss of antioxidant enzymes, cardiomyocyte apoptosis, loss of
endothelial mediated vasomotion, alteration of sympathetic
innervation, plugging of platelets and neutrophils, epicardial
coronary vasoconstriction, and increased myocardial cell
calcium level [25]. It is proposed that the resulting cellular
dysfunction, apoptosis, and necrosis mediate myocardial
stunning, no-reflow, reperfusion arrhythmias, and additional
loss of myocardium (lethal reperfusion injury) [26]. Acute myocardial infarction (MI) with ST-segment elevation
is caused by rupture or erosion of an atherosclerotic plaque,
initiating intraluminal thrombosis resulting in occlusion of
a coronary artery [1–3]. Primary percutaneous coronary
intervention (PCI) is the preferred treatment for MI with
ST-segment elevation and is effective in opening the infarct-
related artery [4–6]. However, microvascular obstruction
with diminished myocardial perfusion occurs in a large
proportion of patients with patent epicardial vessels after
primary PCI, and this event is associated with an increased
infarct size, reduced recovery of ventricular function, and
increased mortality [7–11]. Microvascular obstruction is
related to the embolization of plaque or thrombotic material
downstream in the infarct-related artery [12, 13]. Emboliza-
tion can occur spontaneously or by means of mechanical
fragmentation during PCI [12–15]. The high frequency of
suboptimal myocardial reperfusion after primary PCI has Diabetes mellitus is an important risk factor for poor
outcome after PCI using bare-metal stents [27–29]. A
more diffused and accelerated form of atherosclerosis in
diabetic patients, accompanied by small vessel size, long
lesions, and greater plaque burden, may contribute to the
well-documented increased risk of restenosis after stent 2. Methods Table 1: Baseline characteristics of the two study groups. CAD: coronary artery disease. Age, HbA1c, serum creatinine, and door to balloon time are presented as mean ± standard deviation. Other variables are presented as number (percentage). ∗𝑡-test and Pearson’s Chi-square test. door to balloon time are presented as mean ± standard deviation. Other variables are presented as number (percentage). st. more patients in the same group showed TIMI III flow
grade after culprit lesion stenting (𝑃< 0.05). No serious
periprocedural complications were recorded in both study
groups. 𝑡-test. For comparing categorical data, Pearson’s Chi-square
test was performed. 𝑃values were used to describe signifi-
cance. All statistical calculations were done using Statistical
Package for Social Sciences (SPSS for Windows) software
(version 15.0, SPSS Inc., Chicago, IL, USA). 3.3. Quantitative
Angiographic
Outcomes. Angiographic
measures are shown in Table 3. Angiographic follow-up was
obtained for 98 patients (98%), at a mean of 247.1 ± 27.4
days. Late luminal loss was found to be less in the group
B (0.17 ± 0.35 mm versus 0.60 ± 0.42; 𝑃< 0.001). Also,
the percentage of stenosis (in-stent restenosis) at follow-up
was less in the same group (22.2 ± 9.7 in group B versus
35.37 ± 14.46 in group A; 𝑃< 0.001). The rate of in-stent
restenosis (primary endpoint), defined as luminal diameter
stenosis of >50 percent, was 4% (𝑛= 2) in group B versus
16.6% (𝑛= 8) in group A (𝑃< 0.001). 3. Results 3.1. Baseline Clinical Characteristics. A total of 100 con-
secutive IDDM patients suffering from acute STEMI were
prospectively enrolled in the current study, which comprises
50 patients randomly assigned to undergo conventional PCI
(group A) and 50 others randomly assigned to undergo PCI
with thrombus aspiration (group B). The mean age of the
whole study cohort was 59.86±8.3 years, with 64 (64%) being
male patients. The two groups were matched regarding age,
gender, and risk factors of coronary artery disease (CAD). No
significant difference was recorded between the two groups;
concerning baseline mean serum HbA1c levels. Table 1 shows
baseline clinical characteristics of the two study groups. All
patients underwent follow-up coronary angiography after
eight months, except for six patients. Five (group A: three
patients, group B: two patients) patients had definite late (>30
days after primary PCI) stent thrombosis and target lesion
revascularization, while one patient belonging to group A
died after 220 days, and thus a possible stent thrombosis is
considered. So, follow-up angiograms were available in 94
(94%) patients (group A: 𝑛= 46, group B: 𝑛= 48). Blood
samples were drawn for HbA1c quantitation at the day of
follow-up of coronary angiography and revealed almost the
same mean results (group A: 7.02 ± 0.3%, group B: 7.07 ±
0.4%; 𝑃> 0.05). 3.4. Clinical Events. Clinical follow-up data revealed that 11
patients experienced major adverse cardiac events (MACE)
as shown in Table 4, with no statistical difference between
both study groups but a trend towards lower incidence in
group B. Five patients suffered from definite stent thrombosis
and TRL was done. Only one patient (belonging to group
A) died during the follow-up period with possible stent
thrombosis. 2. Methods Restenosis was defined as a stent stenosis >50%
in diameter anywhere within the stent and/or within the
5 mm borders proximal or distal to the stent. Late lumen
loss was defined as the difference between minimal lumen
diameters (MLD) immediately after PCI and on eight-month
follow-up angiography. QCA analyses were performed by
an experienced technician who was blinded to patients’
assignment. 2.2. Definition of Risk Factors of Coronary Artery Disease. The
presence of hypertension was defined as systolic blood pres-
sure ≥140 mmHg and/or diastolic blood pressure ≥90 mmHg,
previously recorded by repeated noninvasive office measure-
ments, which led to life-style modification and/or intake of
antihypertensive drug therapy [31]. The presence of diabetes
mellitus was defined as fasting plasma glucose ≥126 mg/dL
and/or two-hour postglucose load ≥200 mg/dL or spe-
cific antidiabetic drug therapy intake [32]. Dyslipidemia
was defined as LDL cholesterol >100 mg/dL and/or serum
triglycerides >150 mg/dL and/or HDL cholesterol <40 mg/dL
(<50 mg/dL in women) [33]. 2.3. PCI and Medications. Coronary angioplasty and stent
implantation were performed according to institutional stan-
dards. For all patients, the first procedural step was the
passing of a floppy, steerable guide wire through the target
culprit lesion; direct stenting was left to operator’s discretion
and usually performed in patent vessel with no or mild 2.5. Statistics. All continuous variables were statistically
described in terms of mean ± standard deviation (±SD). Categorical variables were described with absolute and rel-
ative (percentage) frequencies. Comparison of continuous
variables between the study groups was done using Student’s International Journal of Vascular Medicine 3 Table 1: Baseline characteristics of the two study groups. Table 1: Baseline characteristics of the two study groups. Item
Group A (𝑛= 50)
Group B (𝑛= 50)
𝑃value∗
Age (years)
59.4 ± 7.4
60.32 ± 9.2
>0.05
Males
33 (66)
31 (62)
>0.05
Hypertension
32 (64)
30 (60)
>0.05
Smoking
9 (18)
12 (24)
>0.05
Dyslipidemia
18 (36)
16 (32)
>0.05
Family history of CAD
8 (16)
6 (12)
>0.05
HbA1c (%)
7.1 ± 1.3
7.2 ± 1.6
>0.05
Serum creatinine (mg%)
1.1 ± 0.3
1.0 ± 0.4
>0.05
Door to balloon time (minutes)
73.7 ± 39.2
77.7 ± 36.4
>0.05
Killip class ≥3
4 (8)
6 (12)
>0.05
CAD: coronary artery disease. Age, HbA1c, serum creatinine, and door to balloon time are presented as mean ± standard deviation. Other variables are presented as number (percentage). ∗𝑡-test and Pearson’s Chi-square test. 4. Discussion The clinical importance of embolization of atherothrombotic
materials from unstable plaques in patients with myocardial
infarction with ST-segment elevation has been recognized
[12, 15], and the use of thrombectomy aspiration devices to
reduce distal embolization, preserving tissue-level perfusion,
has been tested in several studies with conflicting results [16,
17, 20–24, 34–38]. Results achieved using different techniques
to explore different aspects of microvascular integrity further
enhance the strength of the tested hypothesis that distal
embolization during primary PCI plays a significant role
in the pathogenesis of microvascular obstruction. This was 3.2. Lesion and Procedure Characteristics. Table 2 shows
lesion and procedure characteristics. No statistically sig-
nificant difference was recorded between the two study
groups regarding lesion length, stent length, need for stent
postdilatation, and frequency of stenting of each coronary
artery. However, incidence of angiographic no-reflow was
significantly less in group B patients (𝑃< 0.05). Moreover, International Journal of Vascular Medicine 4 Table 2: Procedural characteristics of the two study groups. Table 2: Procedural characteristics of the two study groups. Item
Group A (𝑛= 50)
Group B (𝑛= 50)
𝑃value∗
Lesion length (mm)
14.4 ± 3.2
13.5 ± 4.2
>0.05
Stent length (mm)
16.6 ± 5.3
16.7 ± 5.8
>0.05
Stent diameter
2.77 ± 0.5
2.8 ± 0.5
>0.05
Stent postdilatation
21 (42)
18 (36)
>0.05
TIMI 3 flow (after PCI)
20 (40)
38 (76)
<0.05
Angiographic no-reflow
10 (20)
2 (4)
<0.05
Infarct-related artery
LAD
25 (50)
29 (58)
>0.05
LCx
10 (20)
8 (16)
>0.05
RCA
15 (30)
13 (26)
>0.05
TIMI: thrombolysis in myocardial infarction; LAD: left anterior descending; LCx: left circumflex; RCA: right coronary artery. Lesion length and stent length are presented as mean ± standard deviation. Other variables are presented as number (percentage). ∗𝑡-test and Pearson’s Chi-square test. ocardial infarction; LAD: left anterior descending; LCx: left circumflex; RCA: right coronary artery. ngth are presented as mean ± standard deviation. Other variables are presented as number (percentage). TIMI: thrombolysis in myocardial infarction; LAD: left anterior descending; LCx: left circumflex; RCA: right coronary artery. Lesion length and stent length are presented as mean ± standard deviation. Other variables are presented as number (percentage). ∗𝑡-test and Pearson’s Chi-square test Table 3: Quantitative coronary angiography results: baseline and 8-month follow-up. 4. Discussion Item
Group A
Group B
𝑃value∗
After primary PCI†
Reference vessel diameter (mm)
2.85 ± 0.60
3.11 ± 0.55
>0.05
Minimal lumen diameter (mm)
2.55 ± 0.40
2.73 ± 0.69
>0.05
Diameter stenosis (residual in-stent stenosis) (%)
9.5 ± 0.3
10.2 ± 0.54
>0.05
After follow-up coronary angiography‡ (8 months)
Reference vessel diameter (mm)
2.82 ± 0.58
2.95 ± 0.35
>0.05
Minimal lumen diameter (mm)
1.95 ± 0.55
2.56 ± 0.33
<0.001
Diameter stenosis (ISR) (%)
35.37 ± 14.46
22.2 ± 9.7
<0.001
Late lumen loss (mm)
0.60 ± 0.42
0.17 ± 0.35
<0.001
PCI: percutaneous coronary intervention; ISR: in-stent restenosis. All variables are presented as mean ± standard deviation. ∗𝑡-test; †100 patients (group A: 50, group B: 50); ‡94 patients (group A: 46, group B: 48). Table 3: Quantitative coronary angiography results: baseline and 8-month follow-up. Table 4: Clinical events at 8-month follow-up. Item
Group A
(𝑛= 50)
Group B
(𝑛= 50)
𝑃value∗
Cardiac death
1
0
Stent thrombosis
Definite
3
2
Probable
0
0
Possible
1
0
Myocardial infarction
STEMI
3
2
NSTEMI
3
2
Target lesion revascularization
3
2
MACE
7
4
>0.05
STEMI: ST-segment elevation myocardial infarction; NSTEMI: non-ST-
segment elevation myocardial infarction; MACE: major adverse cardiac
events. ∗Pearson’s Chi-square test. Table 4: Clinical events at 8-month follow-up. mortality rates for STEMI continue to be high. Thus, further
improvement of the initial therapy is necessary to improve
patient outcome. The pivotal TAPAS (Thrombus Aspira-
tion during Percutaneous coronary intervention in Acute
myocardial infarction Study) trial of patients with STEMI,
which compared a strategy with thrombectomy with a strat-
egy without thrombectomy, showed a reduction in cardiac
mortality at one year [38]. By contrast, other randomized,
controlled studies did not observe superiority of thrombec-
tomy over standard PCI with respect to surrogate endpoints
of reperfusion success [40, 41]. However, meta-analyses in
patients with STEMI showed a mortality-related benefit after
thrombectomy compared with PCI alone [42, 43]. Therefore,
the current guidelines of the European Society of Cardiology
(ESC) on revascularization therapy in patients with STEMI
reperfused by primary PCI have increased the recommenda-
tion class for manual thrombectomy from the previous class
IIb, level of evidence B, to class IIa, level of evidence A [44]. In line with the ESC guidelines, thrombectomy is strongly
recommended by the American Heart Association/American
College of Cardiology (AHA/ACC) guidelines (class IIa, level
of evidence B) [45]. 4. Discussion Although the
favorable clinical impact of thrombus aspiration did not reach
a statistical significance (when compared to the angiographic
impact), numerical values still show that adopting thrombus
aspiration strategy was associated with less incidence of
MACE. A larger number of patients for a longer follow-
up period might magnify the obtained follow-up clinical
results. The author hypothesized that adopting thrombus
aspiration strategy in this clinical setting could improve both
angiographic and clinical outcomes encountered in diabetic
patients, especially those who are managed using bare-metal
stents. 4.2. Clinical Implications. Diabetes mellitus was proven to
be associated with worse angiographic (in-stent restenosis,
target lesion revascularization, and stent thrombosis) and
clinical (MACE) outcomes after PCI, regardless of the type
of the used stent [53]. That is why interventionalists are
always attempting to optimize the procedural circumstances,
in order to achieve satisfactory short- and long-term results in
diabetic patients. The current study highlighted the favorable
impact of thrombus aspiration on late angiographic and
clinical outcomes in diabetic patients undergoing primary
PCI, using bare-metal stents. The author recommends adopt-
ing thrombus aspiration strategy, whenever possible, in the
aforementioned clinical setting. 4.3. Limitations of the Study. The data presented in our study
only apply for patients defined by inclusion and exclusion
criteria. Moreover, this is a single-centre study with a rel-
atively small sample size of the cohort. 2D-QCA was used
for angiographic assessment in the present study. Subsequent
studies are needed to verify the obtained results using 3D-
QCA and/or intravascular ultrasound (IVUS). Follow-up
period in the current study was limited to eight months. A longer follow-up period is warranted for confirmation
of the current study results, perhaps with the use of DESs. Assessment of successful tissue reperfusion and infarct size
was not included in the current study, as these parameters
were outside the scope of the study protocol. 4.1. Comparison with Other Studies. Previous studies demon-
strated safety and merits of using thrombus aspiration
devices in primary PCI prior to coronary stenting, especially
concerning myocardial salvage and improved myocardial
reperfusion [20, 22, 46–49]. However, this was not always
associated with reduction of infarct size [42, 47]. The current
study results showed better early angiographic outcomes
upon using thrombus aspiration device in diabetic patients in
the setting of primary PCI, in the form of higher frequency
of TIMI III flow and less frequent no-reflow phenomenon. 4. Discussion The current study sought to evaluate the
clinical and angiographic outcome of thrombus aspiration
during primary PCI in diabetic patients presented with because thrombus aspiration significantly reduces the sever-
ity and extent of the phenomenon [39]. Despite early invasive
strategies and optimal medical treatment, morbidity and 5 International Journal of Vascular Medicine STEMI. Eligible patients were randomly assigned to either
primary PCI with thrombus aspiration or standard PCI. Bare-
metal stents were used in all patients. Bare-metal stents are
still the only available option (especially on emergency basis)
for percutaneous revascularization in most of centers located
in developing countries. The current study was accomplished
in one of these countries, where there is still a consider-
able cost burden concerning the use of drug-eluting stents
(DESs). Patients who underwent primary PCI with thrombus
aspiration showed significantly higher incidence of final
TIMI III flow and less incidence of angiographic no-reflow
phenomenon. Eight-month follow-up coronary angiography
showed favorable QCA results concerning the same group of
patients with statistically significant less incidence of in-stent
restenosis, less percentage of diameter stenosis, and less late
lumen loss. It is worth mentioning that mean culprit lesion
length and mean used stent length did not differ between
patients belonging to thrombus aspiration strategy and others
belonging to standard PCI strategy. No recorded significant
difference between both study groups concerning follow-up
for MACE after the same period of time, that is, eight months. However, there was a recorded case of cardiac mortality, pos-
sibly stent thrombosis, and a case of definite stent thrombosis
mounting to target lesion revascularization in the standard
PCI group of patients. The presented results highlighted the
favorable impact of thrombus aspiration, during primary
PCI in diabetic patients, on incidence of in-stent restenosis
and consequently the other QCA parameters. Although the
favorable clinical impact of thrombus aspiration did not reach
a statistical significance (when compared to the angiographic
impact), numerical values still show that adopting thrombus
aspiration strategy was associated with less incidence of
MACE. A larger number of patients for a longer follow-
up period might magnify the obtained follow-up clinical
results. The author hypothesized that adopting thrombus
aspiration strategy in this clinical setting could improve both
angiographic and clinical outcomes encountered in diabetic
patients, especially those who are managed using bare-metal
stents. thrombus aspiration as was previously proven to be effective
and safe in primary PCI [41, 49, 51]. 4. Discussion In agreement with the
results of the current study, prior trials reported satisfactory
intermediate and long-term follow-up clinical outcomes,
favoring adopting thrombectomy strategy in primary PCI
settings [49, 51]. It is worth mentioning that all patients in
both current study groups were assumed to exhibit more or
less controlled blood glucose during the follow-up period as
shown in mean HbA1c levels tested shortly before follow-up
angiograms. So, quality of glycemic control during the follow-
up period was not a determining factor for incidence of in-
stent restenosis in the present study. A prior study stated that
proper glycemic control was associated with lower incidence
of in-stent restenosis at six-month follow-up, after acute
STEMI [52]. However, thrombectomy aspiration procedure
was not included in the study protocol. STEMI. Eligible patients were randomly assigned to either
primary PCI with thrombus aspiration or standard PCI. Bare-
metal stents were used in all patients. Bare-metal stents are
still the only available option (especially on emergency basis)
for percutaneous revascularization in most of centers located
in developing countries. The current study was accomplished
in one of these countries, where there is still a consider-
able cost burden concerning the use of drug-eluting stents
(DESs). Patients who underwent primary PCI with thrombus
aspiration showed significantly higher incidence of final
TIMI III flow and less incidence of angiographic no-reflow
phenomenon. Eight-month follow-up coronary angiography
showed favorable QCA results concerning the same group of
patients with statistically significant less incidence of in-stent
restenosis, less percentage of diameter stenosis, and less late
lumen loss. It is worth mentioning that mean culprit lesion
length and mean used stent length did not differ between
patients belonging to thrombus aspiration strategy and others
belonging to standard PCI strategy. No recorded significant
difference between both study groups concerning follow-up
for MACE after the same period of time, that is, eight months. However, there was a recorded case of cardiac mortality, pos-
sibly stent thrombosis, and a case of definite stent thrombosis
mounting to target lesion revascularization in the standard
PCI group of patients. The presented results highlighted the
favorable impact of thrombus aspiration, during primary
PCI in diabetic patients, on incidence of in-stent restenosis
and consequently the other QCA parameters. 5. Conclusion Successful upfront manual thrombus aspiration (in diabetic
patients on insulin therapy) during primary PCI showed
beneficial effects on the reduction of in-stent restenosis after
bare-metal stent implantation compared with standard PCI. 4. Discussion This was also demonstrated by previous trials [41, 49, 50],
not specifically targeting diabetic patients. A previous trial
reported the favorable impact of using thrombus aspiration
(in primary PCI) on incidence of in-stent restenosis [51]. However, this trial also was not addressing diabetic patients in
particular. To the best of the author’s knowledge, the current
study is a unique one, exploring the impact of aspiration
thrombectomy on in-stent restenosis in diabetic patients. The
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Association Task Force on Practice Guidelines,” Circulation, vol. 120, no. 22, pp. 2271–2306, 2009. [33] Expert Panel on Detection, Evaluation, and Treatment of High
Blood Cholesterol in Adults, “Executive summary of the third
report of the National Cholesterol Education Program (NCEP)
expert panel on detection, evaluation, and treatment of high
blood cholesterol in adults (Adult Treatment Panel III),” The
Journal of the American Medical Association, vol. 285, no. 19, pp. 2486–2497, 2001. [34] T. Lefevre, E. Garcia, B. References Vandoni et al., “Integrated analysis of
myocardial blush and ST-segment elevation recovery after suc-
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ventricular function,” Circulation, vol. 106, no. 3, pp. 313–318,
2002. [24] A. Kaltoft, M. Bottcher, S. S. Nielsen et al., “Routine thrombec-
tomy in percutaneous coronary intervention for acute ST-
segment-elevation myocardial infarction: a randomized, con-
trolled trial,” Circulation, vol. 114, no. 1, pp. 40–47, 2006. [25] R. Ramaraj and M. R. Movahed, “Microvascular dysfunction
following primary percutaneous coronary intervention in the
setting of ST-elevation myocardial infarction,” The Journal of
Invasive Cardiology, vol. 20, no. 11, pp. 603–614, 2008. [12] E. J. Topol and J. S. Yadav, “Recognition of the importance of
embolization in atherosclerotic vascular disease,” Circulation,
vol. 101, no. 5, pp. 570–580, 2000. International Journal of Vascular Medicine International Journal of Vascular Medicine 7 [39] L. Francesco, G. Simone, A. Paolo et al., “Impact of thrombus
aspiration on myocardial tissue reperfusion and left ventricular
functional recovery and remodeling after primary angioplasty,”
Circulation: Cardiovascular Interventions, vol. 2, no. 5, pp. 376–
383, 2009. [26] D. M. Yellon and D. J. Hausenloy, “Myocardial reperfusion
injury,” The New England Journal of Medicine, vol. 357, no. 11,
pp. 1121–1135, 2007. [27] A. Abizaid, R. Kornowski, G. S. Mintz et al., “The influence of
diabetes mellitus on acute and late clinical outcomes following
coronary stent implantation,” Journal of the American College of
Cardiology, vol. 32, no. 3, pp. 584–589, 1998. [40] G. W. Stone, A. Maehara, B. Witzenbichler et al., “Intracoronary
abciximab and aspiration thrombectomy in patients with large
anterior myocardial infarction: the INFUSE-AMI randomized
trial,” The Journal of the American Medical Association, vol. 307,
no. 17, pp. 1817–1826, 2012. [28] J. D. Flaherty and C. J. Davidson, “Diabetes and coronary revas-
cularization,” The Journal of the American Medical Association,
vol. 293, no. 12, pp. 1501–1508, 2005. [41] J. Lipiecki, S. Monzy, N. Durel et al., “Effect of thrombus
aspiration on infarct size and left ventricular function in
high-risk patients with acute myocardial infarction treated by
percutaneous coronary intervention. Results of a prospective
controlled pilot study,” American Heart Journal, vol. 157, no. 3,
pp. 583.e1–583.e7, 2009. [29] R. Komowski, G. S. Mintz, K. M. Kent et al., “Increased
restenosis in diabetes mellitus after coronary interventions is
due to exaggerated intimal hyperplasia: a serial intravascular
ultrasound study,” Circulation, vol. 95, no. 6, pp. References Reimers et al., “X-sizer for thrombec-
tomy in acute myocardial infarction improves ST-segment reso-
lution: results of the X-sizer in AMI for negligible embolization
and optimal ST resolution (X AMINE ST) trial,” Journal of the
American College of Cardiology, vol. 46, no. 2, pp. 246–252, 2005. [46] M. de Carlo, G. D. Aquaro, C. Palmieri et al., “A prospective
randomized trial of thrombectomy versus no thrombectomy in
patients with ST-segment elevation myocardial infarction and
thrombus-rich lesions: MUSTELA (MUltidevice Thrombec-
tomy in Acute ST-Segment ELevation Acute Myocardial Infarc-
tion) trial,” JACC: Cardiovascular Interventions, vol. 5, no. 12, pp. 1223–1230, 2012. [35] G. Sardella, M. Mancone, B. L. Nguyen et al., “The effect
of thrombectomy on myocardial blush in primary angio-
plasty: the randomized evaluation of thrombus aspiration by
two thrombectomy devices in acute myocardial infarction
(RETAMI) trial,” Catheterization and Cardiovascular Interven-
tions, vol. 71, no. 1, pp. 84–91, 2008. [47] M. Ciszewski, J. Pregowski, A. Teresi´nska et al., “Aspira-
tion coronary thrombectomy for acute myocardial infarction
increases myocardial salvage: single center randomized study,”
Catheterization and Cardiovascular Interventions, vol. 78, no. 4,
pp. 523–531, 2011. [36] B. Chevalier, M. Gilard, I. Lang et al., “Systematic primary
aspiration in acute myocardial percutaneous intervention: a
multicentre randomised controlled trial of the export aspiration
catheter,” EuroIntervention, vol. 4, no. 2, pp. 222–228, 2008. [48] D. Dudek, W. Mielecki, F. Burzotta et al., “Thrombus aspira-
tion followed by direct stenting: a novel strategy of primary
percutaneous coronary intervention in ST-segment elevation
myocardial infarction. Results of the Polish-Italian-Hungarian
RAndomized ThrombEctomy Trial (PIHRATE Trial),” Ameri-
can Heart Journal, vol. 160, no. 5, pp. 966–972, 2010. [37] T. Svilaas, P. J. Vlaar, I. C. van der Horst et al., “Thrombus aspira-
tion during primary percutaneous coronary intervention,” The
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on cardiac death,” American Journal of Cardiology, vol. 106,
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aspiration of coronary thrombus upon prognosis of patients in
primary percutaneous coronary intervention,” Zhonghua Yi Xue
Za Zhi, vol. 90, no. 11, pp. 728–731, 2010. [51] J. Bulum, A. Ernst, and M. Strozzi, “The impact of success-
ful manual thrombus aspiration on in-stent restenosis after
primary PCI: angiographic and clinical follow-up,” Coronary
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tight glycemic control during early percutaneous coronary
intervention is associated with a lower rate of in-stent restenosis
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pp. 2862–2871, 2012. [53] S. Y. Qin, Y. Zhou, H. X. Jiang et al., “The association of diabetes
mellitus with clinical outcomes after coronary stenting: a meta-
analysis,” PLoS ONE, vol. 8, no. 9, article e72710, 2013.
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Recent Advancements in Computer & Software Technology
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The scientific world journal/TheScientificWorldjournal
| 2,014
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cc-by
| 563
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K. K. Mishra,1 A. K. Misra,1 Peter Mueller,2 Gregorio Martinez Perez,3
Sanjiv K. Bhatia,4 and Yong Wang5 1 Department of Computer Science, MNNIT, Allahabad, India
2 IBM Zurich Research Laboratory, Saeumerstraße 4, 8803 Rueschlikon, Switzerland
3 University of Murcia, Murcia, Spain
4University of Missouri-St. Louis, MO, USA
5 School of Information Science and Engineering Central South University Changsha China 1 Department of Computer Science, MNNIT, Allahabad, India
2 IBM Zurich Research Laboratory, Saeumerstraße 4, 8803 Rueschlikon, Switzerland
3 University of Murcia, Murcia, Spain
4University of Missouri-St. Louis, MO, USA
5 School of Information Science and Engineering, Central South University, Changsha, China 1 Department of Computer Science, MNNIT, Allahabad, India 4University of Missouri-St. Louis, MO, USA 5 School of Information Science and Engineering, Central South University, Changsha, China 5 School of Information Science and Engineering, Central South University, Changsha, China Correspondence should be addressed to K. K. Mishra; mishrakrishn@gmail.com Correspondence should be addressed to K. K. Mishra; mishrakrishn@gmail.com Received 18 May 2014; Accepted 18 May 2014; Published 5 June 2014 Copyright © 2014 K. K. Mishra et al. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Over the last few decades, advancements in computer and
software technologies have reached an impressive level. These
technologies improve not only very common areas of our
daily life, but also areas of education, health, production
industries, and so on. Thus, recent advancements in computer
and software technologies are the base for the society of
tomorrow.h software testing, vulnerability and video quality assessment,
artificial immune systems, improvements in file systems,
and component models for distributed simulation, amongst
others. Due to the space limitation we will not reiterate the
contents here. We hope the reader will find this special issue
informative and stimulating. g
We would like to thank all the contributors who have
submitted their high quality papers. The feasibility of future developments strongly relies on
the existence of key technologies and their deployments. Analyzing global trends in cloud computing including all
its services reveals cornerstone fields, such as distributed
parallel processing, advanced software engineering, image
processing, and security solutions. These fields require dif-
ferent sets of resources like computing hardware, Internet,
software and hardware tools, mobility technologies, storage,
system management, and security technology.h K. K. Mishra
A. K. Misra
Peter Mueller
Gregorio Martinez Perez
Sanjiv K. Hindawi Publishing Corporation
e Scientific World Journal
Volume 2014, Article ID 609512, 1 page
http://dx.doi.org/10.1155/2014/609512 Hindawi Publishing Corporation
e Scientific World Journal
Volume 2014, Article ID 609512, 1 page
http://dx.doi.org/10.1155/2014/609512 Hindawi Publishing Corporation
e Scientific World Journal
Volume 2014, Article ID 609512, 1 page
http://dx.doi.org/10.1155/2014/609512 K. K. Mishra,1 A. K. Misra,1 Peter Mueller,2 Gregorio Martinez Perez,3
Sanjiv K. Bhatia,4 and Yong Wang5 Bhatia
Yong Wang The objective of this special issue is to present a col-
lection of articles that cover recent research results and
comprehensive reviews on relevant computer and software
technologies. In particular, it aims to present highly technical
papers describing the areas mentioned above: distributed
parallel processing, advanced software engineering, image
processing, and security solutions.h This special issue received an overwhelming response
from the community. Due to the limited space, only 10
papers from the initial 109 manuscripts have been selected. These papers represent the most up-to-date research work
covering topics such as software process improvement and
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Up Against The Wall: The Effects of Climate Warming on Soil Microbial Diversity and The Potential for Feedbacks to The Carbon Cycle
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Diversity
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Diversity 2013, 5, 409-425; doi:10.3390/d5020409 Diversity 2013, 5, 409-425; doi:10.3390/d5020409 diversity
ISSN 1424-2818
www.mdpi.com/journal/diversity
OPEN ACCESS diversity
ISSN 1424-2818
www.mdpi.com/journal/diversity
OPEN ACCESS 1. Introduction Soil is one of the most diverse habitats on Earth, but also one of the least characterized in terms of
the identification and ecological roles of the microbiota. Soils also contain the largest repository of
organic carbon (C) in the terrestrial biosphere, and the activities of heterotrophic soil organisms are
responsible for large portions of the annual CO2 flux to the atmosphere. A substantial fraction of soil C
occurs in relatively complex organic compounds, which tend to be resistant to decomposition under
current environmental conditions. It is likely that soil organic matter (SOM) decay will change under
future climate, and of the approximately 3100 Pg of carbon stored in soils, an estimated 5% will be lost
in the next decade due to warming [1,2]. These estimates illustrate the vulnerability of this stored C,
though the mechanisms of how the C will be lost are not well understood. Microorganisms catalyze key processes related to greenhouse gas fluxes between soils and the
atmosphere [3,4], but the role that microbes will play in the evolution of Earth’s climate over decades
to centuries is undefined. A more complete understanding of how global warming will affect carbon-cycle
feedbacks to the climate system is central to model projections of future climate [5]. Preliminary data
from the longest-running soil warming study at Harvard Forest suggests that over 20 years of warming
results in a loss of labile, microbial available C that puts the soil microbes ―up against the wall‖
metaphorically, forcing adaptation that will affect global C cycling [6–8]. Advances in molecular
biological methods, including high-throughput sequencing [9,10] combined with manipulative field
experiments such as in situ soil warming [11,12] make it possible to identify and model relationships
between microbial communities and climate system feedbacks. This paper focuses on understanding
how climate warming affects soil microbial community diversity, and its impacts on ecosystem function. Two non-mutually exclusive diversity hypotheses developed for macroecology [13] can be applied
to describe observed changes in carbon cycling with climate warming. The first community diversity
hypothesis suggests that an overall increase in diversity has resulted in communities more resistant to
higher and more extreme temperatures. This hypothesis is based on evidence that in general, more
diverse communities are more resistant to stress and more efficient [13–15], possibly because
taxonomic and functional richness often go side by side [16,17]. Microbiology Department, University of Massachusetts Amherst, Amherst, MA 01003, USA;
E-Mail: apold@microbio.umass.edu Microbiology Department, University of Massachusetts Amherst, Amherst, MA 01003, USA;
E-Mail: apold@microbio.umass.edu * Author to whom correspondence should be addressed; E-Mail: deangelis@microbio.umass.edu;
Tel.: +1-413-577-4669; Fax: +1-413-545-1578. Received: 15 April 2013; in revised form: 27 April 2013 / Accepted: 17 May 2013/
Published: 3 June 2013 Abstract: Earth’s climate is warming, and there is evidence that increased temperature
alters soil C cycling, which may result in a self-reinforcing (positive), microbial mediated
feedback to the climate system. Though soil microbes are major drivers of soil C cycling,
we lack an understanding of how temperature affects SOM decomposition. Numerous
studies have explored, to differing degrees, the extent to which climate change may affect
biodiversity. While there is ample evidence that community diversity begets ecosystem
stability and resilience, we know of keystone species that perform functions whose effects
far outweigh their relative abundance. In this paper, we first review the meaning of
microbial diversity and how it relates to ecosystem function, then conduct a literature
review of field-based climate warming studies that have made some measure of microbial
diversity. Finally, we explore how measures of diversity may yield a larger, more complete
picture of climate warming effects on microbial communities, and how this may translate
to altered carbon cycling and greenhouse gas emissions. While warming effects seem to be
ecosystem-specific, the lack of observable consistency between measures is due in some
part to the diversity in measures of microbial diversity. Keywords: climate warming; keystone species; long-term field study; metagenomics;
microbial community diversity; niche theory; richness; soil; stress response Diversity 2013, 5 Diversity 2013, 5 410 1. Introduction The alternative hypothesis is
somewhat complementary: the keystone species hypothesis suggests that the increase in populations
specifically associated with a function, such as the ability to degrade more recalcitrant or previously
physically protected soil carbon, is responsible for observed changes in carbon cycling. The increased
relative (or absolute) abundance of these functional populations may be independent of changes in
overall diversity. In the next sections, we explore the support for each hypothesis, and then evaluate the
literature for evidence of diversity or keystone functions in previously published climate warming studies. Diversity 2013, 5 Diversity 2013, 5 competition with other organisms which share some portion of this niche [21]. Organisms may only
survive under a narrow set of conditions (specialists), or have a broad niche (generalists). In general,
more diverse communities are better at taking advantage of the resource space (i.e., range of conditions
present in an environment), and therefore are able to more completely and efficiently convert resources
into biomass [13,18]. Environment dictates total resource space, and therefore carrying capacity of the ecosystem, but
also the range of niches available to organisms. Furthermore, because organisms differ in their
susceptibility to stressors, such as drought and temperature [22–24], changes in the environment affect
the relative abundance of organisms in an environment. If lower species richness is indicative of
reduced niche overlap, then species loss should have a disproportionately high impact on ecosystem
function in species-poor (depauperate) communities. In other words, species-rich assemblages may
have another phylotype ready to expand its realized niche into the newly-vacated portion of its
fundamental niche, but species-poor ones may not [25]. Functional stability is also expected to be favored
by a high proportion of generalists, or in a community with diverse metabolisms represented [15,26]. Furthermore, if diverse communities are more resistant to changes in function, then they may prevent
changes in the ecosystem itself, allowing for less resistant organisms to recolonize once the
disturbance passes [19]. For example, due to variation in environmental tolerances, an initially diverse
arbuscular mycorrhizal fungal community may be necessary to survive an extended drought and
maintain a soil structure resistant to erosion [27,28]. Although the community diversity hypothesis is rooted in much theory, it originated in
macroecology, which considers communities with apparently lower richness and functional
redundancy than soil microbial communities. Therefore, it is unclear how well this hypothesis can
predict soil microbial responses to warming. For example, while Hol et al. found that reducing microbial
species richness through dilution increased plant biomass and nutritional quality [29], Wertz et al. found
no reduction in nitrification or denitrification activity when they diluted soils, and richness did not
increase resistance to or recovery from a short period of high temperatures [30]. However, Wertz and
colleagues did confirm that functional groups differed in their sensitivity to warming; this knowledge
can help us identify steps in the carbon cycle, for example, where ecosystem function is most likely to
break down. 2. Functional Implications of Diversity The community diversity hypothesis predicts that diversity-taxonomic diversity, but especially
species count (richness)—has a value in and of itself. More diverse communities are not only more
productive [18], but they tend to be better able to maintain ecological functions under stress
(resistance) and more able to recover function when the stressor is relieved (resilience) [19,20]. These
patterns are often explained using niche theory; each organism has a niche defined by the range of
environmental conditions it requires to survive, but only realizes a fraction of this potential because of 411 Diversity 2013, 5 Diversity 2013, 5 412 The authors concluded that changes in community composition and loss of keystone species are likely
to have a stronger effect on ecosystem function than loss of richness, per se. The authors concluded that changes in community composition and loss of keystone species are likely
to have a stronger effect on ecosystem function than loss of richness, per se. Together, these findings imply that sequential loss of taxa in initially rich habitats such as soil
should not lead to a significant loss of ecosystem function until one of these keystone species is lost. These patterns open the door to the possibility that a reduction in diversity may lead to a loss of
functional stability. Thus, while many soil microbes may appear to be functionally redundant, they
differ in their environmental tolerance [35–39], and substrate preferences [40,41], and in some
instances may be the sole mediators of an ecological process. Diversity 2013, 5 This is particularly important in the context of the cross-feeding which characterizes many
detritivorous pathways [31]. If these syntrophic interactions are highly-specific or dependent on a specific
organism, we expect loss of diversity to reduce productivity or some other measure of ecosystem function. As a counter point to the community diversity hypothesis, the keystone species hypothesis predicts
that some taxa have a disproportionate effect on ecosystem function. For example, Leptospirillum
group III only accounted for 10% of the cells in an acid mine drainage biofilm, but since this organism
was the only one with a complete nitrogen fixation pathway, it likely supplied all the nitrogen used by
the community [32]. Single phylotypes can be important for ecosystem function in much richer
communities too [33]; while members of the Desulfosporosinus only accounted for 0.006% of the
microbial population in a peatland soil, they were responsible for the majority of soil sulfate reduction,
competing effectively with methanogens for resources and producing the less potent greenhouse gas
carbon dioxide instead [34]. These results are consistent with a meta-analysis of studies that
manipulated soil microbial diversity, in which Nielsen et al. [31] found that increasing species
diversity only improves ecosystem function in species poor (<10 species), but not species rich, soils. Diversity 2013, 5 413 The net effect of warming on soil microbes tends to be increased microbial activity over the short
term, which translates to increased soil respiration [12,57,58]. An early lab incubation study of
temperate forest soils demonstrated that this increase in activity can be accompanied by shifts in
microbial biomass and community composition [59]. However, of the field studies conducted that ran
for three years or more [57,58], few that observed increases in microbial activity also examined
changes in microbial community composition (Table 2). Despite this, some general patterns are
beginning to emerge. For example, there is evidence that not all soil microbial communities respond
similarly to warming, with warming more likely to have a negative effect on microbial abundance
(density) in cool, dry locations [60]. Furthermore, response to warming is rapid, and perhaps more
rapid than shifts in community structure. Therefore it is likely that some of the warming effect is
attributable to changes in the active fraction of the biomass, rather than the community’s
constituents [59,61,62]. Here, we will discuss how warming has affected microbial community
diversity, biomass, and activity in a series of long-term warming experiments in different biomes,
before turning to potential drivers of these changes and the consequences for the carbon cycle. Long-term experiments at the Kessler Farm Field Laboratory (KFFL) in the plains of central
Oklahoma found increased diversity under warming and drought, suggesting that warming may have
somehow ―primed‖ the community to be more resilient and resistant to further disturbance. These tall-
grass prairie plots have been continuously warmed 2 °C above ambient since 1999, with half of each
plot also being clipped annually [42]. In the second and third full years of treatment, Zhang et al. found that warming treatment increased fungal and decreased bacterial biomass as measured using
PLFA analysis, but only in unclipped plots, demonstrating the importance of plant effects in driving
the response. Furthermore, the authors found that while there was no effect of warming on total
microbial biomass, net N mineralization decreased and there was a significant shift in the substrate
utilization profiles, indicating a change in the metabolic capacity of the community. In years five to
seven of the KFFL soil warming study, Sheik et al. found the effect of warming on microbial community
structure and activity was strongly dependent on whether or not the site was facing drought [43]. 3. Warming Effects on Diversity Climate warming is an abiotic stressor, with the potential to alter the diversity of the soil microbial
community, and therefore the range of processes they complete [15]. Of particular interest is the effect
of elevated temperatures on soil organic matter decomposition, which a growing number of studies are
addressing. A small subset of these incorporate some measure of microbial community diversity, using
a biochemical approach such as phospholipid fatty acid (PLFA) analysis, or a molecular approach such as
community fingerprinting or sequencing, with some metric of microbial activity or biomass (Table 1). These two approaches can provide different—though complementary—views of microbial communities. Table 1. Geographic and climatic data for sites compared in this paper. Biome
Site
Coordinates
MAT
MAP
References
Tall-grass prairie
Kessler Farm Field
Laboratory, Washington OK
34.98°N,
97.52°W
16.3 °C
967mm
[42–44]
Old field grassland National Ecological Research
Park, Oak Ridge TN
35.90°N,
84.33°W
14.9 °C
1360 mm
[45,46]
Mixed hardwood
forest
Harvard Forest LTER,
Petersham MA
42.5°N,
72.18°W
7.6°C
1100mm
[6]
Temperate
mountain forest
North Tyrolean Limestone
Alps, Austria
47.58°N,
11.64°E
5.7 °C
1480mm
[47]
Taiga boreal forest Delta Junction, AK
63.92°N,
145.73°W
−2.6 °C
1290mm
[48–50]
Sub-Arctic blanket
bog
Abisko, Sweden
68.21°N,
18.49°E
−0.6 °C
352mm
[51,52]
Sub-Arctic heath
Abisko, Sweden
68.19°N,
18.51°E
−0.6 °C
352mm
[53]
Sub-Antarctic
Signy Island
60.72°S,
45.38°W
−2 °C
400mm
[54–56]
Sub-Antarctic
Falkland Islands
51°S,
59.05°W
7.9 °C,
575mm
[54–56]
Antarctic
Anchorage Island
67.57°S,
68.13°W
−2 °C
500mm
[54–56] Table 1. Geographic and climatic data for sites compared in this paper. Diversity 2013, 5 In regular precipitation years, warming increased population size, but that the community was less rich
and diverse. Under drought, however, warming decreased population size and increased its diversity,
richness, and evenness without any change in community composition. The authors suggested that
shifts in relative abundance of extant species rather than recruitment of novel ones drives ecosystem
function under altered climate. As a follow up to this study, Zhou et al. used high-throughput technologies to determine the
functional significance of these shifts in diversity and potential feedback response of microbial
communities to eight years of warming [44]. Pyrosequencing of the 16S ribosomal RNA gene showed
a large shift in the community composition, and despite data collection in a non-drought year, higher
microbial abundance using GeoChip and PLFA analysis [44]. However, not all populations involved in
SOM decay were equally stimulated by warming; while those involved in the degradation of labile
compounds such as starch, hemicellulose, cellulose, and chitin were stimulated, those involved in
lignin degradation were not, and activity of the ligninase peroxidase even decreased. Soil respiration
increased at this site, but its temperature sensitivity decreased, suggesting a weakened positive
feedback to the climate system. Since there was a shift in the taxa detected without a change in Diversity 2013, 5 Diversity 2013, 5 414 diversity at this site, this implies immigration or recruitment of microbes from the rare biosphere may
be responsible for the shift towards labile substrate use. Table 2. In situ field studies examining the effect of warming on soil microbial communitya. Biome
Location
Heatingb
Duration
Key Findingsc
Ref. Tall-grass
prairie
Kessler Farm Field
Lab, Washington OK
+1.8–2.7 °C
(2 °C), IR,
continuous
2−3 years
MC: Strong overall shift in absence of clipping
MB: No overall change in biomass; increased fungid
MA: No change in C mineralization
[42]
4−6 years
MC: Increased diversity but no shift under
drought; strong overall shift if above-normal
precipitation
MB: Decreased population size in drought years;
increased if above-normal precipitation. MA: n.d. [43]
8 years
MC: Strong overall shift
MB: Increased microbial PLFA’s; non-significant
increase in bacterial and fungal biomass, no
change in F:B ratio
MA: Increased C mineralization; increased labile C-
degrading genes, unchanged recalcitrant C-degrading
genes
[44]
Old field
grassland
National Ecological
Research Park, Oak
Ridge TN
+3 °C, OTC,
continuous
2−3 years
MC: Strong overall shift
MB: Increased Firmicutes, decreased Gram-
negative bacteria, arbuscular mycorrhizal fungi
and saprophytic fungi
MA: n.d. [45]
4 years
MC: Strong overall shift
MB: Increased fungal abundance; decreased
bacteria (QPCR)
MA: n.d. [46]
Mixed
hardwood
forest
Harvard Forest
LTER, Petersham
MA
+5 °C,HC,
continuous
12 years
MC: Strong overall shift
MB: Decreased microbial biomass, decreased
fungi, increased Gram-positives and
Actinomycetes
MA: Decreased biomass-specific respiration
[6]
Temperate
mountain
forest
North Tyrolean
Limestone Alps,
Austria
+4 °C, HC,
snow-free
seasons only
4−6 years
MC: No overall changes
MB: No overall change in biomass; decreased
Actinomycetes and Gram-negatives. MA: Increased biomass-specific respiration,
stress biomarkers
[47] 2. In situ field studies examining the effect of warming on soil microbial communitya. Diversity 2013, 5 Diversity 2013, 5 415 Table 2. Cont. Biome
Location
Heatingb
Duration
Key Findingsc
Ref. Sub-
Arctic
Sub-Arctic heath,
Abisco, Sweden
+1.2−2 °C,
OTC, snow-free
seasons only
15 years
MC: No overall changes
MB: decreased microbial biomass C; increased
fungal:bacterial ratioe; no change in G+:
G-MA: n.d. [53]
Antarctic
and sub-
Antarctic
Falkland, Signy,&
Anchorage Islands
+0.5–2 °C,OTC,
continuous
3 years
MC: No overall changes
MB: Increased fungi, bacteria, and ratio of
Alphaproteobacteria to Acidobacteria
MA: Increased N-cycling
[56]
a Studies were included in this table if they looked at microbial community composition and at least one of
microbial biomass, and microbial community were examined. Diversity 2013, 5 416 system. This is consistent with the finding of Rinnan et al., where it took more than 15 years for 1.2–2 °C
of experimental warming to affect microbial community composition in a subarctic heath at the same
site [53] although addition of nitrogen at a rate designed to mimic warming-induced mineralization led
to an effect sooner [64]. The authors hypothesized that nitrogen addition increased plant productivity,
but there was a time delay between the increased plant productivity and support of greater microbial
biomass. In a final example, after three years of continuous 0.5–2 °C warming at three sites in the
Antarctic and sub-Antarctic, Yergeau et al. found no effect of warming on the rRNA profile of the
community, but higher microbial abundance and Alphaproteobacteria:Acidobacteria ratio. Sequences
for a number of processes were reduced under warming, including cellulose, chitin, and lignin
degradation, although those for nitrogenase were higher under warming [56]. Together these results
imply that the ecological functions were relatively redundant in the initial community and distributed
across the phylogenetic tree, indicating both functional and phylogenetic diversity aided with the
survival of the community through time. However, Allison and Treseder found that the fungal
community in a taiga boreal forest of Alaska was highly-sensitive to just 0.5 °C of seasonal warming;
microbial biomass, soil respiration and chitinase activity were reduced by about half late in the
growing season [48]. Using the nucleotide analog BrdU, they also observed a shift of the active fungal
community away from a Thelephorid fungus and towards Ascomycetes and Zygomycetes. The
relatively large change in community composition for a small increase in temperature implies a
keystone species may have been lost, changing the functionality of the community and allowing an
otherwise apparently small pressure to cascade. Long-term field warming experiments in two temperate forested sites provide contrasting
consequences of warming on microbial community composition. Following four years of 4 °C
seasonal warming in the North Tyrolean Limestone Alps of Austria, Schindlbacher et al. found an
increase in respiration and a non-significant increase in the rRNA:DNA ratio, another measure of
activity [47]. There was no change in microbial biomass C or the PLFA profile of the community as a
whole, but there was a slight reduction in one PLFA associated with Actinomycetes and Gram-negative
bacteria. Diversity 2013, 5 They must also have at least three full growing
seasons of data, unless there is subsequent data from the same site to corroborate the early warming effects. b
Heating methods include ―OTC,‖ passive open-top chambers; ―HC,‖ resistance heating cables; ―CTC,‖
closed-top chambers; and ―IR,‖ infrared radiators suspended 1.5m off the ground. In cases where there is no
feedback regulation of warming treatment, temperature is provided as a range followed by the mean
treatment in brackets. c Key findings are for ―MC,‖ microbial community profiles; ―MB,‖ microbial biomass;
and ―MA,‖ microbial activity, where ―n.d.‖ indicates no data for this category. d This trend observed only in
treatments without clipping. e top 5cm only. Th
ff
f
i
i
bi l
d
b
hi h
l i d
[1 63]
Taiga
boreal
forest
Delta Junction, AK
+0.5 °C,CTC,
continuous
0–3 years
MC: Change in active (BrdU) fungi
MB: >50% decrease in fungi and bacteria
MA: Lower chitinase, lower respiration rate in
late growing season. [48]
Taiga
boreal
forest
Delta Junction, AK
+1.2 °C, CTC
growing season
only
0-3 years
MC: No overall changes in fungal community
MB: n.d. M.A.:Increased β-glucosidase and N-acetyl-
glucosaminidase activity; no change in
respiration
[49]
Sub-
Arctic
Blanket bog, Abisko,
Sweden
+0.3−2.8 °C
(1°C), OTC,
seasonal
9 years
MC: No overall changes
MB: Decreased microbial biomass under summer
warming
MA: No change in soil peptidase activity; increased
N-flux
[52] [56] The effects of warming on microbial processes are expected to be greatest at higher latitudes [1,63],
though studies indicate that effects are mixed, and some ecosystems may in fact be more resistant to
warming than originally thought. For example, in a blanket bog in northern Sweden, Weedon et al. [52]
found that 9 years of seasonal 0.2–2.2 °C warming increased soil respiration, particularly from older,
deeper carbon [51], and increased nitrogen cycling, but did not lead to any significant changes in
vegetation [52]. However, warming did not change the DGGE profile of the microbial community or
peptidase activity, but decreased the microbial abundance detected using qPCR. The relative resistance
of the microbial community to elevated temperatures may reveal a tight association to plants in this 4. Mechanisms and Consequences of Warming Effects on Microbial Diversity A number of patterns emerge from the warming experiments above, the first of which is the lack of
congruence between phylogenetic and functional diversity in the studies that measured both. The
second pattern which emerges is that warming only sometimes affects the efficiency with which
microbes convert carbon to biomass (carbon use efficiency), leading to shifts to a community
characteristic of higher carbon use efficiency in some instances [6], with no predictable change [45] or
a reduction in others [47,56]. The third pattern is that changes in microbial biomass are inconsistent,
increasing at some sites [43,44,56] and decreasing at others [6,7,45,48,52] while at some sites there
was no change [47] or a delayed response [42,64]. These inconsistencies may be methodological, site-
specific, or due to plant communities, which are well known links to below ground communities [66]. The lack of apparent congruence between phylogeny and function may be due to a ―priming‖ effect
not observed in all studies, where of one stress (for example, drought or fire) favors growth of species
or functions that aid in providing resistance to a secondary stress (experimental warming). The primed
species could derive from an initially diverse community (community diversity hypothesis), or a
handful of organisms whose keystone role is their ability to weather the change in the environment. The increased diversity under drought and warming at the Great Plains site implies the former [43],
while Yergeau’s Antarctic and sub-Antarctic study indicates the latter. In this instance, warming
reduced functional gene richness with no effect on microbial abundance or activity [56]. This may
indicate that functional redundancy of the community was reduced by warming, and so the community
may be more sensitive to further disturbances. Carbon use efficiency is a key determinant of the long-term stability of carbon in soil, because
microbial biomass, rather than recalcitrant plant matter, is most resistant to decay [67–69], and because
microbial activity contributes significantly to terrestrial CO2 emissions [11,12]. Fierer et al. loosely
classified bacteria into two groups based on the kinds of carbon they prefer and the efficiency with
which they grow: copiotrophs, which grow rapidly but with low efficiency in high resource
environments, and oligotrophs, which grow slowly but efficiently, thriving in low resource
environments [70]. While Proteobacteria and Bacteroidetes tended towards copiotrophy,
Acidobacteria, Verrucomicrobia, and the Gram-positive phyla Actinobacteria and Firmicutes leaned
towards oligotrophy [70]. Diversity 2013, 5 Diversity 2013, 5 417 or functions are more important. Approaches that resolve finer changes in the microbial community,
such as the metagenomic study we are completing at the Harvard Forest, are necessary if we are to
better understand how microbial community composition affects soil carbon cycling, and how this will
change under future climate. Diversity 2013, 5 These large increases in activity without much change in community identity suggest that
warming improved conditions for the extant microbes without necessarily favoring one group over
another, creating a more productive community. Alternatively, twenty years of warming at in a mixed
deciduous stand at the Harvard Forest in Massachusetts led to an initial increase in respiration,
followed by a subsequent decrease to control levels, and then an increase to above ambient again
(Jerry Melillo, personal communication) [65]. This secondary increase in respiration may be explained
under the community diversity hypothesis, which suggests that an overall increase in diversity has
resulted in communities more resistant to higher and more extreme temperatures, or by the keystone
species hypothesis, which suggests an increase in populations capable of degradation of more
recalcitrant or previously physically protected soil carbon. In a PLFA survey of the soil microbial community at this site just before soil respiration increased
again, Frey et al. found evidence to support the keystone species hypothesis; while fungal and bacterial
biomass decreased overall, there was a relative increase in Gram-positives and Actinomycetes, and a
strong shift in PLFA profile despite no change in its diversity[6]. However, PLFA markers don't align
well with phylogeny, and metabolic capacities vary non-randomly with phylogeny [17], so the data do
not have enough resolution to decisively say whether whole community diversity or keystone species 4. Mechanisms and Consequences of Warming Effects on Microbial Diversity This implies that in environments where Bacteroidetes or β-Proteobacteria
increase in relative abundance, carbon use efficiency has declined, favoring respiration, soil carbon
loss, and positive feedbacks to climate. However, studies have provided mixed support for this so far
(Table 2), with one study finding increased oligotrophs and lower biomass-specific respiration [6],
while a second found no obvious change [45], and two more found increased copiotrophs [56] and
biomass-specific respiration [47], an indication of low carbon use efficiency. Unfortunately, explicit
conclusions regarding the effects of experimental warming on carbon use efficiency are few and far
between, and inconsistencies in the methods used [8,71] precludes a more direct generalization of this
microbial response. Furthermore, we have found that when we extract data from long-term warming Diversity 2013, 5 418 studies and calculate proxies for carbon use efficiency, the magnitude and direction of the change
depends on the metric used. Changes in community structure may mask effects of warming on carbon use efficiency. All
microbes inherently use labile substrates at a higher efficiency than complex ones [8,72], copiotrophs
and oligotrophs differ in their substrates of choice [70], warming changes substrate quality [6,44], and
carbon use efficiency decreases with temperature [72]. At the Harvard Forest, warming induced a
significant shift in the microbial community [6], which was paralleled by a reduction in soil respiration
and thermal adaptation of microbial carbon use efficiency on phenol [8]. It is unclear whether changes
in carbon use efficiency are directly driven by changes in soil carbon chemistry or indirectly through
warming- or substrate-mediated shifts in community structure. Unfortunately, in many cases the lack
of taxonomic resolution in community data following disturbance prevents determination of whether
shifts towards or away from oligotrophy was driven by changes in few keystone or many taxa. It is likely edaphic factors such as secondary soil drying with warming, and changes in soil carbon
availability, also play a role in microbial response to warming. In studies which test both warming and
precipitation, it is often observed that precipitation treatment has an as strong if not stronger effect on
soil microbial communities than warming [45,73,74]. However, this trend is muddied by
inconsistencies in methods and associated errors in estimation. Diversity 2013, 5 419 Diversity 2013, 5 warming on a time scale much faster than the dominant vegetation, would lead to depletion of the soil
carbon pool. While this was true for one temperate forest [6,7], it was not the case for another [47,71],
or in a subarctic heath, despite the apparently slow vegetation response there [53]. Microbes adapt to
changes in carbon quality and temperature, through plasticity in their metabolisms or through shifts in
community. If conditions favor more efficient microbes, more of the carbon assimilated will be
directed to microbial biomass, a relatively stable carbon pool, but more biomass also means greater
respiration and greater carbon loss. As soil carbon chemistry becomes more complex [85], or as
temperatures increase, carbon use efficiency decreases independent of any change in the community [72]. Understanding which of these processes has dominated—as well as how diversity may affect the
resistance of the soil microbial community to further change—is important for understanding how
feedbacks to climate are mediated in the soil. 4. Mechanisms and Consequences of Warming Effects on Microbial Diversity For example, PLFA profile can differ
depending on the soil type and lipid extraction method used [75–77], ―universal‖ primers for qPCR are
never universal [41], and chloroform fumigation extraction efficiency is known to be pH sensitive [78]. However, microbes differ in their sensitivity to moisture stress [23,79], so moisture likely directly
affect community composition and function, though the relative contributions of warming to drying are
not well understood. Inconsistencies in biomass may also be due to difference in plant effects across studies, many
of which conclude that the strength and direction of the effect depends on how plants
respond [47,56,74,80]. Soil warming induces nitrogen mineralization, which increases plant
productivity [12,44], and plant community composition often also changes with warming [81–84]. Since plants stressed by warming may increase production of structural carbohydrates and secondary
compounds that reduce decomposability of senesced litter [85], species shifts may stimulate soil
microbes and result in increased N mineralization as a side effect. In fact, while warming at the Great
Plains site led to an increase in labile (and microbially available) carbon [44], it led to a reduced capacity
to use labile substrates at the Harvard Forest [6], where fine root production [86] and soil carbon quality
declined [7]. These differences in microbial activity are unlikely to be purely due to direct effects of
increased nitrogen availability; rate of nitrogen cycling [11,44] and soil N availability [42,44,87] have
been affected similarly in both sites. While aboveground biomass removal has demonstrated that
moderate warming is unlikely to have direct effects on the microbial community [42], direct
determination of the relative role of changes in carbon and nitrogen availability on microbial
community and activity is complicated by the fact that clipping reduces both C and N availability [88]. Nonetheless, the increase in diversity of genes involved in labile carbon utilization at the grassland
site shows that many taxa were involved in the warming response, supporting the community
diversity hypothesis. The patterns outlined above have important implications for the carbon cycle and feedbacks to
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warming and precipitation. Global Change Biol. 2012, 18, 1754–1768. 85. Tharayil, N.; Suseela, V.; Triebwasser, D.J.; Preston, C.M.; Gerard, P.D.; Dukes, J.S. Changes in
the structural composition and reactivity of Acer rubrum leaf litter tannins exposed to warming
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191, 132–145. 86. Zhou, Y.; Tang, J.; Melillo, J.M.; Butler, S.; Mohan, J.E. Root standing crop and chemistry after
six years of soil warming in a temperate forest. Tree Physiol. 2011, 31, 707–717. 87. Bradford, M.A.; Watts, B.W.; Davies, C.A. Thermal adaptation of heterotrophic soil respiration in
laboratory microcosms. Global Change Biol. 2010, 16, 1576–1588. 88. Belay-Tedla, A.; Zhou, X.; Su, B.; Wan, S.; Luo, Y. Labile, recalcitrant, and microbial carbon and
nitrogen pools of a tallgrass prairie soil in the US Great Plains subjected to experimental warming
and clipping. Soil Biol. Biochem. 2009, 41, 110–116. © 2013 by the authors; licensee MDPI, Basel Switzerland. Diversity 2013, 5 This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/). © 2013 by the authors; licensee MDPI, Basel Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/). © 2013 by the authors; licensee MDPI, Basel Switzerland. This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/).
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Diabetes and Oral Health: A Review
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International Journal For Multidisciplinary Research
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Abstract A healthy mouth is important for everyone, but high blood sugar can make it harder to keep mouth
healthy. Diabetes mellitus is a major source of morbidity and mortality and a global epidemic that
should be taken very seriously. Diabetes Mellitus is a chronic, non-communicable metabolic disease
characterized by abnormalities in insulin production, action, or both. The prevalence of diabetes
mellitus, a prevalent systemic disease, is rising in the modern world. Diabetes is a prevalent illness that
has an effect on dental care due to its concurrent oral symptoms. This review aims to provide an
overview of diabetes prevalence, symptoms, diagnosis, and treatment options, along with dental care
considerations for those with the condition. The general population and people who have diabetes have
demonstrated an unacceptable level of awareness regarding the bidirectional association between
diabetes mellitus and general oral health, while physicians and dental practitioners have a satisfactory
level of understanding. Keywords: Oral Health, Dental caries, hyperglycemia, diabetes mellitus, salivary dysfunction,
periodontal disease, infection, awareness, and a multidisciplinary approach Diabetes and Oral Health: A Review
Dr.Daxesh Shasi kant Modi1, Dr.Sheshkaran Singh2, Dr.Suraj Ojha3,
Dr.Kumari Pramila4 Dr.Daxesh Shasi kant Modi1, Dr.Sheshkaran Singh2, Dr.Sura
Dr.Kumari Pramila4 1Consultant Eye Surgeon –Drishti Eye & Dental Hospital Barmer,Rajasthan. 2Consultant Dental Surgeon –Drishti Eye & Dental Hospital Barmer,Rajasthan. 3Consultant Ayush Physician K.K.Medicentre Barmer,Rajasthan. 4MPH Scholar AIIMS Jodhpur,Rajasthan. Diabetes Symptoms Diabetes Symptoms
•
Urinate (pee) a lot, often at night
•
Are very thirsty
•
Lose weight without trying
•
Are very hungry
•
Have blurry vision
•
Have numb or tingling hands or feet
•
Feel very tired
•
Have very dry skin
•
Have sores that heal slowly
•
Have more infections than usual •
Have more infections than usual Prevalence of the most common oral diseases Periodontal diseases-A majority of any population in the world suffer from periodontal disease (gum
disease). The reversible form, gingivitis, manifests itself as bleeding and swelling of only the soft tissues
around the teeth and affects 50%–90% of the adult population worldwide Other disease like Caries, Tooth loss, Periapical lesions, Peri-implant diseases, Early tooth eruption,
Dry mouth, Candidiasis, Delayed wound healing, Iron precipitation in dental tissue, Oral cancer etc. PREVALENCE AND INCIDENCE OF DIABETES- PREVALENCE AND INCIDENCE OF DIABETES- The prevalence of diabetes has risen by 30 to 40% over the last 20 years, and as the population ages, so
too will the burden of diabetes and its complications. At any age, obesity is a significant risk factor for the development of diabetes, and throughout the past
20 years, there has been a noticeable rise in the proportion of overweight kids and teenagers. In
conclusion, diabetes is a medical condition that is on the rise and that can impact individuals of all ages. It also has associated morbidity and death. Introduction Diabetes is a well-known chronic systemic illness characterized by elevated blood glucose levels mostly
brought on by low insulin levels or improper insulin action. Type 1 diabetes mellitus, or insulin-
dependent diabetes(IDDM), and type 2 diabetes mellitus, or Non-insulin-dependent diabetes, are the two
primary categories into which diabetes is typically classified (NIDDM) And Gestational diabetes
(diabetes while pregnant) Adolescents and younger people are more likely to develop type 1 diabetes
because of total insulin insufficiency brought on by the pancreatic β-cells' degeneration. 90-95% of
diabetics have type 2 diabetes, which is mostly caused by insulin resistance in adults. Symptoms of
diabetes for both types 1 and 2 are common with hyperglycemia, polyphagia, polydipsia, and polyuria. Complications of diabetes mellitus have been seen in the long-term comprise of neuropathy,
nephropathy, retinopathy, genitourinary, cardiovascular, and sexual dysfunction. Cardiovascular
manifestations mainly include hypertension, atherosclerosis, peripheral vascular disease, and
cerebrovascular disease Research has shown that the oral cavity is one of the body's systems that can be
impacted by diabetes. Common symptoms include dental caries, an inhibition of salivary flow, diseases
of the oral mucosa such as glossodynia, lichen planus, candidiasis, xerostomia, burning mouth Volume 6, Issue 1, January-February 2024 IJFMR240112493 1 International Journal for Multidisciplinary Research (IJFMR)
E-ISSN: 2582-2160 ● Website: www.ijfmr.com ● Email: editor@ijfmr.com
syndrome, recurrent aphthous stomatitis, and most significantly, delayed wound healing, tongue
abnormalities, halitosis gingivitis and periodontitis. E-ISSN: 2582-2160 ● Website: www.ijfmr.com ● Email: editor@ijfmr.com
syndrome, recurrent aphthous stomatitis, and most significantly, delayed wound healing, tongue
abnormalities, halitosis gingivitis and periodontitis. syndrome, recurrent aphthous stomatitis, and most significantly, delayed wound healing, tongue
abnormalities, halitosis gingivitis and periodontitis. Diagnosis Clinicians can evaluate the blood glucose control of their patients using a variety of diagnostic methods. The fasting plasma glucose (FPG) test gauges blood glucose levels after a minimum of eight hours
without consuming any calories. FPG levels of 5.6 mmol/L or less are regarded as normal.The
hemoglobin A1C (HbA1c) test yields data on the three months' average blood glucose levels. Clinicians
utilize this test, which is expressed as a percentage, to evaluate DM control and management. A normal
HbA1C level in a healthy, non-diabetic patient is 5.7% or less. Diabetes systemic complications: Diabetic neuropathy-Diabetic neuropathy is a type of nerve damage that can occur if you have
diabetes. High blood sugar (glucose) can injure nerves throughout the body. Diabetic neuropathy most
often damages nerves in the legs and feet. Diabetic retinopathy-Diabetic retinopathy is a diabetes complication that affects eyes. It's caused by
damage to the blood vessels of the light-sensitive tissue at the back of the eye (retina). Diabetic nephropathy-Diabetic nephropathy is a serious complication of type 1 diabetes and type 2
diabetes. It's also called diabetic kidney disease. diabetic nephropathy slowly damages the kidneys'
filtering system. Early treatment may prevent this condition or slow it and lower the chance of
complications.Diabetic kidney disease can lead to kidney failure. Oral manifestations in patients with diabetes mellitus-Dry mouth (xerostomia), tooth decay (including
root caries), periapical lesions, gingivitis, periodontal disease, oral candidiasis, burning mouth
(especially glossodynia), altered taste, geographic tongue, coated and fissured tongue, oral lichen planus Volume 6, Issue 1, January-February 2024 IJFMR240112493 2 International Journal for Multidisciplinary Research (IJFMR)
E-ISSN: 2582-2160 ● Website: www.ijfmr.com ● Email: editor@ijfmr.com
(OLP), recurrent aphthous stomatitis, increased susceptibility to infections, and impaired wound healing
are among the oral manifestations and complications associated with diabetes mellitus. (OLP), recurrent aphthous stomatitis, increased susceptibility to infections, and impaired wound healing
are among the oral manifestations and complications associated with diabetes mellitus. (OLP), recurrent aphthous stomatitis, increased susceptibility to infections, and impaired wound healing
are among the oral manifestations and complications associated with diabetes mellitus. Dental Management Considerations- Dental Management Considerations- Dentists need to be aware of crucial dental management issues before beginning treatment for a diabetic
patient. By doing this, the dental surgeon can lessen the possibility of an oral diabetes consequence of
the condition and the risk of an intraoperative diabetic emergency. The first step in treating a diabetic patient effectively is for the dentist to perform a system assessment
and obtain a complete medical history. The patient's recent blood glucose levels, at-home monitoring
habits, frequency of HbA1C tests and their results, and frequency of hypo- or hyperglycemic episodes
should all be gathered by dentists. Additionally, the dentist should go over the current DM management
plan, which includes all medication dosages and schedules as well as any dietary or activity
modifications. • Consult with patient’s physician to assess diabetes control. • Consult with patient’s physician to assess diabetes control. • Update medical history and medications and review systems at each appointment. • Confirm that patient has eaten and taken medications before initiating treatment. • Anticipate and be prepared to manage hypoglycemia. • Prevent, treat and eliminate infections promptly. • Do not use or recommend aspirin-containing compounds. • Ensure excellent oral hygiene and provide profound preventive care. Reinforce regular diet and medication regimen before and after dental appointments. • Reinforce regular diet and medication regimen before and after dental appointments
T k
l
t
di
if
ti
t i hi h i k
i
li
h
i • Take glucometer reading if patient is high risk, on insulin or having surgery. rnational Journal for Multidisciplinary Research (IJFMR) Missing or moving teeth can make it difficult to consume a healthy diet, which can result in malnutrition
and a lower quality of life due to oral health issues. Additionally, replacing lost teeth by prosthodontics
with fixed bridges or dentures may enhance eating habits, food preferences, self-esteem, and overall
quality of life. Healthcare practitioners have a new weapon at their disposal for managing and preventing diabetes of
any kind awareness of the critical role that oral health plays in the disease. Diabeties mellitus (DM) screening in dentistry and oral health education in medicine, when combined
with appropriate reciprocal referrals and possible co-management of patients by both medical and dental
professionals, should have a good chance of improving mutual patients' quality of life as well as their
overall health. Conclusion According to recent estimates, 318 million individuals globally are thought to have diabetes. Any dentist
practicing in india would surely see a lot of patients with DM throughout the course of their career. Given the wide range of oral symptoms of diabetes mellitus and the potential for an intraoperative
diabetic emergency, it is critical for dental professionals to understand the disease's effects on dental
treatment. By having a comprehensive awareness of diabetes mellitus (DM) and its dental management
implications, the dental healthcare team can collaborate efficiently to deliver superior oral health care to
patients with diabetes Dental health and diabetes are negatively correlated in a vicious cycle.DM has an
adverse effect on the majority of oral illnesses and ailments.The administration of non-surgical
periodontal therapy and the extraction of teeth affected by periodontitis or pulpal necrosis resulting from
significant dental caries decrease blood levels of inflammatory markers and glycated hemoglobin. Volume 6, Issue 1, January-February 2024 IJFMR240112493 3 14. Jain A, Chawla M, Kumar A, et al. Management of periodontal disease in patients with diabetes-
good clinical practice guidelines: a joint statement by Indian society of periodontology and research
society for the study of diabetes in India. J Indian Soc Periodontol. 2020;24(6):498–524.
doi:10.4103/jisp.jisp_688_20 Badiah B. A preliminary survey on awareness of periodontal risk and
oral health practices among diabetic patients in hospital Kuala Lumpur. Malaysian Dent J.
2012;34(1):1–7. REFERENCES 1. American Diabetes Association. (2010). Diagnosis and classification of diabetes mellitus. Diabetes
Care. 33(Suppl 1):S62–69.doi:10.2337/dc10-S062 2. Al Qahtani NA, Joseph B, Deepthi A, Vijayakumari BK. Prevalence of chronic periodontitis and its
risk determinants among female patients in the Aseer region of KSA. J Taibah Univ Med Sci
2017;12:241–8. https://doi.org/ 10.1016/j.jtumed.2016.11.012 3. Adams PF, Hendershot GE, Marano MA. Current estimates from the National Health Interview
Survey, 1996. Hyattsville, Md.: National Center for Health Statistics, Vital Health Statistics;
1999:10(200). 4. Diabetes Canada Clinical Practice Guidelines Expert Committee, Punthakee Z, Goldenberg R, Katz
P. Definition, classification and diagnosis of diabetes, prediabetes and metabolic syndrome. Can J
Diabetes. 2018;42(Suppl. 1):S10-5. 5. Gosmanov
AR,
Gosmanova
EO,
Dillard-Cannon
E. Management
of
adult
diabetic
ketoacidosis. Diabetes Metab Syndr Obes. 2014;7:255-64. 6. Al-Maskari AY, Al-Maskari MY, Al-Sudairy S. Oral manifestations and complications of diabetes
mellitus: a review. Sultan Qaboos Univ Med J. 2011;11(2):179-86. 7. McKenna SJ. Dental management of patients with diabetes. Dent Clin North Am. 2006;50(4):591-
606. 8. Pihlstrom BL, Michalowicz BS, Johnson NW. Periodontal diseases. Lancet 2005;366:180920. https://doi.org/10.1016/ S0140-6736(05)67728-8 9. Khan T. Oral manifestations and complications of diabetes mellitus: a review. Int J Med Health Res. 2018;4:50–52. doi:10.22271/ ijmhr 10. 10 . Al-Maskari AY, Al-Maskari MY, Al-Sudairy S. Oral manifestations and complications of
diabetes mellitus: a review. SultanQaboos Univ Med J. 2011;11(2):179–186. 11. Mohanty S, Mohanty N, Rath S. Analysis of oral health complications in diabetic patients – a
diagnostic perspective. J Oral Res. 2018;7(8):278–281. doi:10.17126/joralres.2018.072 12. Poudel P, Griffiths R, Wong VW, et al. Perceptions and practices of diabetes educators in providing
oral health care: a Qualitative Study. Diabetes Educ. 2018;44(5):454–464. doi:10.1177/
0145721718796055 Volume 6, Issue 1, January-February 2024 IJFMR240112493 4 International Journal for Multidisciplinary Research (IJFMR) 13. Davis TME, Bruce DG, Curtis BH, Barraclough H, Davis WA.The relationship between
intensification of blood glucose-lowering therapies, health status and quality of life in type 2
diabetes: the Fremantle Diabetes Study Phase II. Diabetes Res Clin Pract. 2018;142:294–302. doi:10.1016/j. diabres.2018.05.047 14. Jain A, Chawla M, Kumar A, et al. Management of periodontal disease in patients with diabetes-
good clinical practice guidelines: a joint statement by Indian society of periodontology and research
society for the study of diabetes in India. J Indian Soc Periodontol. 2020;24(6):498–524. doi:10.4103/jisp.jisp_688_20 Badiah B. A preliminary survey on awareness of periodontal risk and
oral health practices among diabetic patients in hospital Kuala Lumpur. Malaysian Dent J. 2012;34(1):1–7. Volume 6, Issue 1, January-February 2024 IJFMR240112493 5
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W4300934116.txt
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https://zenodo.org/records/5399781/files/source.pdf
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fr
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Un nouveau genre de Pseudachorutinae (Collembola) des sables littoraux de la Province du Natal (République Sud africaine)
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Zenodo (CERN European Organization for Nuclear Research)
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public-domain
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Un nouveau genre de Pseudachorutinae
(Collembola) des sables littoraux de la Province
du Natal (République Sud africaine)
Jean-Auguste BARRA
Université Louis Pasteur, Laboratoire de Zoologie,
12, rue de l’Université, F-67000 Strasbourg (France)
barra@neurochem.u-strasbg.fr
Barra J.-A. 2002. — Un nouveau genre de Pseudachorutinae (Collembola) des sables
littoraux de la Province du Natal (République Sud Africaine). Zoosystema 24 (1) : 177-180.
MOTS CLÉS
Collembola,
Pseudachorutinae,
Najtafrica n. gen.,
nouveau genre,
Province du Natal.
RÉSUMÉ
Un nouveau genre, Najtafrica n. gen., pour l’espèce Stachorutes riebi Barra,
1994 est créé et une redescription de cette espèce est donnée. Elle est caractérisée par un aspect général de type pseudachorutinien sans paratergite saillant
et par un grain tégumentaire fort. L’organe postantennaire est moruliforme ;
2 + 2 cornéules. L’article antennaire IV porte sept sensilles ; la chétotaxie est
réduite ; les tibiotarses I, II, III ont respectivement 11, 11, 10 soies ; la furca
est courte avec trois soies par dens. Cette espèce a été trouvée dans les sables
humides littoraux.
KEY WORDS
Collembola,
Pseudachorutinae,
Najtafrica n. gen.,
new genus,
Natal Province.
ABSTRACT
A new Pseudachorutinae genus (Collembola) in the littoral sand of Natal
Province (South African Republic).
A new genus, Najtafrica n. gen., is created for the species Stachorutes riebi
Barra, 1994 and a redescription of this species is given. It is characterised by a
pseudachorutinian aspect without leaping paratergits and a strong tegumental
grain. The postantennal organ is moruliform; 2 + 2 eyes. The antennal
article IV sustains seven blunt setae. Chaetotaxy is reduced. Tibiotarsi I, II,
III with 11, 11, 10 respectively. Furca short with three setae per dens. The
species was found in humid littoral sand.
ZOOSYSTEMA • 2002 • 24 (1) © Publications Scientifiques du Muséum national d’Histoire naturelle, Paris.
www.mnhn.fr/publication/
177
Barra J.-A.
INTRODUCTION
Parmi les espèces décrites (Barra 1994) des sables
littoraux de la plage de Santa Lucia, l’une d’elles a
été classée dans le genre Stachorutes, essentiellement sur une interprétation incorrecte de l’organe postantennaire. Une étude plus approfondie
des spécimens et la confrontation avec les genres
proches de Stachorutes n’a pas permis d’intégrer
cette espèce dans un genre connu. Les caractères
différentiels suffisamment divergents ont conduit
à créer le genre nouveau : Najtafrica n. gen.
SYSTÉMATIQUE
Famille NEANURIDAE Börner, 1901
Sous-famille PSEUDACHOTINAE Massoud, 1967
Genre Najtafrica n. gen.
(Fig. 1)
ESPÈCE-TYPE. — Stachorutes riebi Barra, 1994: 184,
185, figs 8-15.
L OCALITÉ - TYPE . — Afrique du Sud, Province du
Natal, plage de Santa Lucia, à environ 100 km au sud
de Sodwana Bay, dans des sables marins dunaires sous
la végétation pionnière, 6.II.1992, leg. J.-P. Rieb.
MATÉRIEL EXAMINÉ. — Holotype femelle et cinq paratypes. Les échantillons-types déposés au Musée royal
de l’Afrique Centrale de Tervuren sous Stachorutes
riebi (holotype et trois paratypes) ont été transférés au
Muséum national d’Histoire naturelle de Paris.
ÉTYMOLOGIE. — Nom dédié à Judith Najt qui a initié
et largement contribué au reclassement de cette espèce.
DIAGNOSE. — Aspect général de type « pseudachorutinien » sans paratergite saillant. Couleur blanche. Grain
tégumentaire fort. Article antennaire IV avec des sensilles bien différenciées, organite subapical et microsensille dorso-externe présents, vésicule apicale non
rétractile. Deux cornéules de chaque côté de la tête.
Organe postantennaire moruliforme. Maxilles à lames
fines emboitées, mandibules dentées. Furca courte.
Absence de soie médiane sur le sternite abdominal III.
REDESCRIPTION
De 0,4 à 0,5 mm de longueur, blanc en alcool à
l’exception des taches oculaires. En plus des
caractères déjà décrits (Barra 1994), on peut
mettre l’accent sur les points suivants : l’article
178
antennaire IV possède bien sept sensilles cylindriques, un organe subapical, une microsensille
dorso-externe et une vésicule apicale trilobée
(Fig. 1A). Organe sensoriel de l’article antennaire III
composé de cinq sensilles. Organe postantennaire
moruliforme (OPA) avec 16-18 vésicules simples
(Fig. 1B). 2 + 2 cornéules pigmentées de même
taille que les grains tégumentaires. Absence de la
soie a0 sur la tête. Cône buccal court. Chétotaxie
labrale avec un nombre restreint de soies, formule : 2/2,2,2. Grain tégumentaire fort légèrement plus grand que les embases des soies.
Chétotaxie dorsale réduite et courte, les soies
sensorielles qui se trouvent normalement en
position 3,3/4,4,4,4,2, de th. II à abd. V ne sont
pas différenciées, tout au plus sont-elles un peu
plus grandes que les soies voisines (Fig. 1C). Le
sternite abdominal III comporte 4 + 4 soies ventro-externes (VE) et 2 + 2 soies ventro-latérales
(VL) (Fig. 1D). Chétotaxie des tibiotarses I, II,
III réduite avec 11, 11, 10 soies sans ergot capité,
griffe épaisse sans dent et sans empodium
(Fig. 1E, F). Furca courte ; le mucron, mal différencié de la dens, est triangulaire, légèrement
crochu. La dens porte trois soies.
DISCUSSION
Najtafrica n. gen. présente de nombreux caractères inégalement partagés par cinq autres genres :
Neotropiella Handschin, 1942, Grananurida
Yosii, 1954, Stachorutes Dallai, 1973, Intermediurida Najt, Thibaud & Weiner, 1990, et
Venezuelida Diaz & Najt, 1994. Parmi les six
genres présentés dans le tableau, trois sont monospécifiques : Intermediurida, Venezuelida et
Najtafrica. Tous ces genres se caractérisent par la
réduction du nombre de cornéules (6 + 6 à 0 + 0)
et par un OPA moruliforme à l’exception de
Stachorutes. Le genre Stachorutes a été redéfini par
Thibaud & Palacios-Vargas (2000), les caractères
donnés par les auteurs ont été pris en compte
dans le tableau comparatif. Najtafrica n. gen. présente plus d’affinités avec Grananurida qu’avec
les autres genres sur les points suivants : formule
labrale réduite, soies sternales de l’abd. III, cône
ZOOSYSTEMA • 2002 • 24 (1)
Najtafrica, un nouveau genre de Collembole d’Afrique du Sud
C
B
A
E
D
E, F
F
FIG. 1. — Najtafrica riebi (Barra, 1994) n. comb. ; A, article antennaire III et IV, face dorsale ; B, cornéules et organe postantennaire
gauche ; C, chétotaxie dorsale ; D, chétotaxie abdominale ventrale ; E, tibiotarse et griffe I ; F, tibiotarse et griffe III. Échelles :
A, 15 µm ; B, E, F, 10 µm ; C, D, 50 µm.
buccal court et nombre de dents sur les mandibules. La paurochétose des tibiotarses sépare nettement Najtafrica n. gen. des autres genres,
ZOOSYSTEMA • 2002 • 24 (1)
toutefois, la variabilité de la chétotaxie des tibiotarses dans les espèces du genre Stachorutes rapproche celle de Najtafrica riebi (Barra, 1994)
179
Barra J.-A.
TABLEAU 1. — Principaux caractères différentiels.
Caractères
Venezuelida
Diaz & Najt,
1994
Intermediurida
Najt et al.
1990
Cornéules
4+4
0+0
5 + 5, 6 + 6
0+0
0 + 0, 1 + 1,
2 + 2 ou 5 + 5
2+2
nbre sensilles
Ant. IV
6
6
5-7
5
5-6
7
microsensille
Ant. IV
absente
absente
présente
présente
présente
présente
vésicule apicale
Ant. IV
trilobée
non exsertile
trilobée
non exsertile
trilobée
exsertile
trilobée
exsertile
simple/trilob.
non exsertile
trilobée
non exsertile
Labre : formule
4/2352
4/2352
2/3422
2/3222
2/4352
2/222
Rétinacle
absent
présent
présent
absent
présent
présent
Abd. III
soies sternales
3 + 3 VE
0 + 0 VL
3 + 3 VE
2 + 2 VL
0 + 0 VE
3 + 3 VL
4 + 4 VE
3 + 03 VL
8 + 8 VE
(ou moins)
2 + 2 VL
4 + 4 VE
2 + 2 VL
Cône buccal
allongé
allongé
allongé
court
court/allongé
court
Mandibules
nbre dents
6
5
4 à 11
2-3
2-3
3 (2)
OPA
moruliforme
moruliforme
moruliforme
moruliforme
1 rangée
moruliforme
Furca
mamelon
normale
normale
mamelon
normale/réduite
courte
Dens : nbre de soies
Neotropiella Grananurida Stachorutes
Handschin,
Yoshii,
Dallai,
1942
1954
1973
Najtafrica
n. gen.
5
6
4à6
4
3à6
3
Mucron
absent
présent
normal
présent
normal
absent
présent/réduit
absent
présent
réduit
Tibiotarses
I-II-III
nbre soies
19-19-18
19-19-18
18-18-17
18-18-17
19-19-18
à 12-11-11
11-11-10
néotropicale
néotropicale
holotropicale
paléarctique
paléarctique
Afrique du
Sud
Distribution
géographique
n. comb. de celle de Stachorutes escobarae
(Palacios-Vargas, 1990). Les caractères différentiels sont présentés dans le Tableau 1.
Remerciements
Je tiens à remercier Judith Najt pour ses conseils
et son aide dans la réalisation des figures et du
tableau qui sont présentés dans ce travail.
RÉFÉRENCES
B A R R A J.-A. 1994. — Nouveaux Collemboles
Poduromorphes de la Province du Natal (Rép. Sud
Africaine) (Insecta: Collembola). Journal of African
Zoology 108: 181-189.
THIBAUD J.-M. & PALACIOS-VARGAS J. G. 2000. —
Remarks on Stachorutes (Collembola: Pseudachorutidae) with a new Mexican species. Folia
Entomologica Mexicana 109: 107-112.
Soumis le 6 juin 2001 ;
accepté le 24 septembre 2001.
180
ZOOSYSTEMA • 2002 • 24 (1)
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https://openalex.org/W2413544111
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https://www.nature.com/articles/srep16529.pdf
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English
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Role of Integrin β4 in Lung Endothelial Cell Inflammatory Responses to Mechanical Stress
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Scientific reports
| 2,015
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cc-by
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Role of Integrin β4 in Lung
Endothelial Cell Inflammatory
Responses to Mechanical Stress
Weiguo Chen1, Yulia Epshtein1, Xiuquin Ni2, Randal O. Dull3, Anne E. Cress4,
Joe G.N. Garcia4 & Jeffrey R. Jacobson1 received: 23 June 2015
accepted: 15 October 2015
Published: 17 November 2015 Simvastatin, an HMG-CoA reductase inhibitor, has lung vascular-protective effects that are associated
with decreased agonist-induced integrin β4 (ITGB4) tyrosine phosphorylation. Accordingly, we
hypothesized that endothelial cell (EC) protection by simvastatin is dependent on these effects
and sought to further characterize the functional role of ITGB4 as a mediator of EC protection
in the setting of excessive mechanical stretch at levels relevant to ventilator-induced lung injury
(VILI). Initially, early ITGB4 tyrosine phosphorylation was confirmed in human pulmonary artery
EC subjected to excessive cyclic stretch (18% CS). EC overexpression of mutant ITGB4 with specific
tyrosines mutated to phenylalanine (Y1440, Y1526 Y1640, or Y1422) resulted in significantly
attenuated CS-induced cytokine expression (IL6, IL-8, MCP-1, and RANTES). In addition, EC
overexpression of ITGB4 constructs with specific structural deletions also resulted in significantly
attenuated CS-induced inflammatory cytokine expression compared to overexpression of wildtype
ITGB4. Finally, mice expressing a mutant ITGB4 lacking a cytoplasmic signaling domain were
found to have attenuated lung injury after VILI-challenge (VT = 40 ml/kg, 4 h). Our results provide
mechanistic insights into the anti-inflammatory properties of statins and may ultimately lead to
novel strategies targeted at ITGB4 signaling to treat VILI. Acute lung injury (ALI) is a challenging clinical problem characterized by increased lung vascular per-
meability and inflammation and associated with significant morbidity and mortality1. Clinically, ALI can
be precipitated or exacerbated by excessive lung stretch associated with mechanical ventilation, a condi-
tion known as ventilator-induced lung injury (VILI). However, aside from the use of low tidal volume
mechanical ventilation which was first reported over a decade ago2, there are no therapies currently in
practice that are able to definitively improve outcomes in patients with ALI/VILI. We previously reported
the protective effects of simvastatin, an HMG coA-reductase inhibitor, in a murine model of LPS-induced
ALI3. The mechanisms underlying the protective effects of simvastatin in this context are complex and
involve differential effects on endothelial cell (EC) Rho GTPases4,5, actin cytoskeletal rearrangement4,
and NADPH oxidase inhibition5 as well as differential EC gene expression including the upregulation of
the tight junctional protein, claudin-56. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports received: 23 June 2015
accepted: 15 October 2015
Published: 17 November 2015 Role of Integrin β4 in Lung
Endothelial Cell Inflammatory
Responses to Mechanical Stress
Weiguo Chen1, Yulia Epshtein1, Xiuquin Ni2, Randal O. Dull3, Anne E. Cress4,
Joe G.N. Garcia4 & Jeffrey R. Jacobson1 While these effects all contribute to murine ALI protection by
statins, we identified integrin β 4 (ITGB4) as the most upregulated gene in EC treated with simvastatin4
and confirmed that ITGB4 is a critical mediator of EC inflammatory responses relevant to ALI, evi-
denced by the abrogation of murine ALI protection by simvastatin in response to the use of an ITGB4
blocking antibody7. Subsequently, we have begun to characterize the role of ITGB4 in normal lung EC
signaling and function8,9 and have identified ITGB4-mediated vascular inflammatory responses. In this
study we sought to further define functional role of ITGB4 in lung EC inflammatory responses mediated
by excessive mechanical stress consistent with levels able to precipitate VILI. 1Division of Pulmonary, Critical Care, Sleep, and Allergy, University of Illinois at Chicago, Chicago, IL. 2Department
of Anatomy, Harbin Medical University at Daqing, China. 3Department of Anesthesiology, University of Illinois at
Chicago, Chicago, IL. 4Department of Medicine, University of Arizona, Tucson, AZ. Correspondence and requests
for materials should be addressed to J.R.J. (email: jrjacob@uic.edu) Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 1 1 www.nature.com/scientificreports/ tificreports/
Figure 1. Mechanical stress of ITGB4 phosphorylation in human lung EC. (A) Human pulmonary artery
EC were grown to confluence on Bioflex plates and then subjected to 18% CS (0–4 h). Cell lysates were
then used for immunoprecipitation (IP) using an anti-ITGB4 antibody followed by Western blotting for
phosphorylated tyrosine (p-tyrosine; representative blots shown). (B) Results of densitometry expressed as
p-tyrosine/total ITGB4 are shown (n = 3/condition, *p < 0.05 compared to control). Figure 1. Mechanical stress of ITGB4 phosphorylation in human lung EC. (A) Human pulmonary artery
EC were grown to confluence on Bioflex plates and then subjected to 18% CS (0–4 h). Cell lysates were
then used for immunoprecipitation (IP) using an anti-ITGB4 antibody followed by Western blotting for
phosphorylated tyrosine (p-tyrosine; representative blots shown). (B) Results of densitometry expressed as
p-tyrosine/total ITGB4 are shown (n = 3/condition, *p < 0.05 compared to control). The integrins, expressed on a variety of cell types, are transmembrane heterodimers consisting of α
and β subunits that mediate both inside-out and outside-in signaling. While the role of ITGB4 in ALI
is not well characterized, a growing literature has implicated other β integrins as effectors of lung vas-
cular permeability and EC barrier function10–12. Role of Integrin β4 in Lung
Endothelial Cell Inflammatory
Responses to Mechanical Stress
Weiguo Chen1, Yulia Epshtein1, Xiuquin Ni2, Randal O. Dull3, Anne E. Cress4,
Joe G.N. Garcia4 & Jeffrey R. Jacobson1 For example, ITGB5 has been identified as a mediator
of ALI in separate models of rat ischemia-reperfusion lung injury and murine ALI10. Moreover, ITGB5
inhibition in vitro was found to attenuate agonist-induced EC actin stress fiber formation and monolayer
permeability. Additionally, in separate reports, ITGB212, ITGB313 and ITGB611 have also been implicated
as mediators of lung vascular permeability associated with ALI, although the precise mechanisms of
integrin-mediated effects in these contexts remain to be fully characterized.i gf
y
While 8 β subunits have been identified, the laminin-5 receptor ITGB4, which forms a heterodimer
only with integrin α 6, is uniquely characterized by its long cytoplasmic tail of over 1000 amino acids. This tail is comprised of a proximal Calx Na-Ca exchanger domain followed by two pairs of fibronectin
type III repeats separated by a tyrosine activation motif (TAM)14. The extracellular portion of the β 4
subunit sequence is found to have 35% homology with other integrin β subunits but is the most different
within this class of molecules. The transmembrane region is poorly conserved, whereas the cytoplasmic
domain shows no substantial identity in any region to the cytoplasmic tails of the known β sequences
or to other protein sequences. The exceptionally long cytoplasmic domain of ITGB4 suggests potentially
distinct protein interactions and downstream signaling relative to the other β integrins. In this study
we utilized various ITGB4 constructs with specific mutations or deletions within the cytoplasmic tail to
characterize its role in the elaboration of inflammatory responses of mechanically stressed lung EC in
vitro. In separate experiments, we subjected mice expressing a mutant ITGB4 lacking a cytoplasmic sig-
naling domain (terminating at amino acid 1355) to VILI and assessed lung vascular leak and inflamma-
tion. Collectively, these studies further define the functional role of EC ITGB4 as a mediator of ALI/VILI
and suggest selective targeting of ITGB4 signaling may represent a novel therapeutic strategy clinically. Results Interestingly, two of the three assays that did not demonstrate a significant
effect involved constructs in which Y1422 and Y1440 were both mutated suggesting that this combined
mutation has effects on EC inflammatory signaling induced by mechanical stress that effectively coun-
teracts the predominant anti-inflammatory effects associated with the mutation of either one of these
tyrosines by itself. There was no appreciable effect of overexpression of either wildtype ITGB4 or any of
the mutants on cytokine levels detectable in the media of static cells. Role ITGB4 cytoplasmic domain in EC inflammatory responses to cyclic stretch. We con-
ducted identical experiments using a separate series of ITGB4 constructs in which specific cytoplasmic
domains were deleted (Fig. 3A). Western blotting again confirmed overexpression of constructs with
bands noted at variable molecular weights corresponding to the expression of both endogenous ITGB4
and the individual transfected constructs (Fig. 3B). Compared to cells overexpressing wildtype ITGB4,
transfection of EC with any of these ITGB4 mutants resulted in a significant attenuation of the expres-
sion of inflammatory cytokines IL-6, IL-8, MCP-1 and RANTES in the media after CS (18%, 6 h), with
only one exception noted (Fig. 3C–F). This single outlier was observed with CS-induced MCP-1 expres-
sion in cells transfected ITGB4 completely lacking a cytoplasmic domain (A). Conversely, we observed
a non-significant trend that transfection with ITGB4 lacking the proximal region of the cytoplasmic
domain (C) was associated with the most prominent and consistent effects on the reduced elaboration
of inflammatory cytokines after mechanical stress. Consistent with the previous series of experiments,
there was again no appreciable effect of overexpression of either wildtype ITGB4 or any of the mutants
on cytokine levels detectable in the media of static cells. Role of ITGB4 cytoplasmic domain in the elaboration of murine VILI. To investigate the signif-
icance of our results in an in vivo VILI model we initially confirmed the protective effects of simvastatin
in this context consistent with other reports18. Mice were treated with simvastatin (20 mg/kg, IP injec-
tion) or vehicle 16 h prior to being subjected to high tidal volume mechanical ventilation (VT = 40 ml/
kg, 4 h) to induce VILI. Compared to controls, animals that received simvastatin were found to have
significantly reduced bronchoalveolar lavage (BAL) fluid protein levels and total cell counts consistent
with an attenuated VILI-associated inflammatory response (Fig. 4). Results ITGB4 phosphorylation in response to mechanical stress. In initial experiments, human pulmo-
nary artery EC were grown to confluence on Bioflex plates and then subjected to 18% cyclic stretch (CS)
for up to 4 h prior to collection of cell lysates for immunoprecipitation of ITGB4 followed by Western
blotting for p-tyrosine (Fig. 1). These studies confirmed increased tyrosine phosphorylation of ITGB4 in
response to CS evident within 30 min with peak phosphorylation at 2 h. These data are consistent with
our previous report of increased EC ITGB4 phosphorylation in response to lipopolysaccharide (LPS)7,
as both LPS and excessive mechanical stress induce EC barrier disruption in vitro and inflammatory
lung injury in vivo. Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 2 www.nature.com/scientificreports/ Role ITGB4 tyrosine phosphorylation in EC inflammatory responses to cyclic stretch. As a
model of VILI in vitro we utilized a Flexcell Strain Unit (FX-3000; FlexCell International) and subjected
human pulmonary artery EC grown on Bioflex plates to 18% cyclic stretch (CS) as we have previously
described15. This level of stretch is consistent with pathologic lung stretch that occurs clinically in the
setting of VILI while 5% CS corresponds to physiologic changes associated with normal respiration in
the healthy lung15. To investigate the role of ITGB4 tyrosine phosphorylation in the expression of inflam-
matory cytokines induced by the mechanical stress of lung EC we first utilized a series of six ITGB4
constructs in which one of four tyrosines (Y1440, Y1526, Y1640, or Y1422) were mutated to phenyala-
nine (F), either individually or in combination (Fig. 2A). Initially, we confirmed effective overexpression
by Western blotting of whole cell lysates (Fig. 2B). These blots demonstrated two distinct bands upon
probing for ITGB4 which we speculate may be due to either variable posttranslational modifications
such as glycosolation16 or proteolysis of ITGB417. Subsequently, in all but three cases, transfection of EC
with an ITGB4 mutant resulted in a significant attenuation of the expression of inflammatory cytokines
IL-6, IL-8, MCP-1 or RANTES in the media after 18% CS (6 h) compared to cells overexpressing wild-
type ITGB4 (Fig. 2C–F). Results l
Next, we subjected genetically engineered mice expressing ITGB4 lacking a cytoplasmic signaling
domain to high tidal volume mechanical ventilation and assessed indices of lung vascular permeability
and inflammation. Compared to wildtype control animals, mutant ITGB4 mice were found to have sig-
nificantly attenuated inflammatory response to VILI-challenge (VT = 40 ml/kg, 4 h) as assessed by BAL
fluid protein and total cell counts (Fig. 5A,B). Notably, while simvastatin was protective in our VILI
model, there was no appreciable effect of simvastatin pretreatment (20 mg/kg, IP, 16 h prior to mechanical
ventilation) in ITGB4 mutant mice subjected to VILI. These results suggest that protection by simvastatin
in our murine VILI model is strongly influenced by its effects on ITGB4.il g yl
yf
In the same experiments lung histology demonstrated infiltration of inflammatory cell and edema in
wildtype mice in response to VILI that was markedly reduced in mutant ITGB4 mice after VILI (Fig. 5C). Finally, BAL fluid collected for measurement of inflammatory cytokines, IL-6 and KC (a murine IL-8
homolog), confirmed significantly lower levels of both cytokines in the BAL fluid of ITGB4 mutant
mice subjected to VILI compared to VILI-challenged controls (Fig. 6). Similarly, there was no effect of
simvastatin pretreatment on IL-6 and KC levels in ITGB4 mutant mice after VILI. Discussion In this study we confirmed the functional importance of ITGB4 in the elaboration of lung EC inflamma-
tory responses to mechanical stress both in vitro and in vivo. Specifically, we observed increased tyrosine
phosphorylation of ITGB4 in human pulmonary artery EC subjected to excessive CS while the overex-
pression of full length ITGB4 was associated with increased CS-induced EC expression of inflammatory
cytokines. In contrast, overexpression of any one of several distinct ITGB4 constructs harboring muta-
tions in the cytoplasmic tail, defined broadly by either mutations of tyrosine phosphorylation sites or
deletion of structural domains, resulted in decreased mechanical stress-induced inflammatory cytokines Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 3 cientificreports/
Figure 2. ITGB4 tyrosine phosphorylation mediates CS-induced EC inflammatory responses. Human
pulmonary artery EC were transfected with vector (control), wildtype ITGB4 or specific constructs in
which individual tyrosine residues (Y) were mutated to phenylalanine (F, panel A) prior to being subjected
to excessive mechanical stretch (18% CS, 6 h). (B) Whole cell lysates were used for Western blotting and
were probed for ITGB4 to confirm overexpression. (C–F) Inflammatory cytokines IL-6, IL-8, MCP-1 and
RANTES were measured in the media after CS as shown (n = 3/condition, *p < 0.05 compared to static
wildtype controls, **p < 0.05 compared to wildtype cells subjected to CS). (TM = transmembrane domain,
PSI = plexin-semaphorin-integrin domain, VWA = von Willebrand factor A domain, TM = transmembrane
domain, FN = fibronectin type III domain, TAM = tyrosine activation motif). www.nature.com/scientificreports/ Figure 2. ITGB4 tyrosine phosphorylation mediates CS-induced EC inflammatory responses. Human Figure 2. ITGB4 tyrosine phosphorylation mediates CS-induced EC inflammatory responses. Human
pulmonary artery EC were transfected with vector (control), wildtype ITGB4 or specific constructs in
which individual tyrosine residues (Y) were mutated to phenylalanine (F, panel A) prior to being subjected
to excessive mechanical stretch (18% CS, 6 h). (B) Whole cell lysates were used for Western blotting and
were probed for ITGB4 to confirm overexpression. (C–F) Inflammatory cytokines IL-6, IL-8, MCP-1 and
RANTES were measured in the media after CS as shown (n = 3/condition, *p < 0.05 compared to static
wildtype controls, **p < 0.05 compared to wildtype cells subjected to CS). (TM = transmembrane domain,
PSI = plexin-semaphorin-integrin domain, VWA = von Willebrand factor A domain, TM = transmembrane
domain, FN = fibronectin type III domain, TAM = tyrosine activation motif). Figure 2. Discussion ITGB4 tyrosine phosphorylation mediates CS-induced EC inflammatory responses. Human
pulmonary artery EC were transfected with vector (control), wildtype ITGB4 or specific constructs in
which individual tyrosine residues (Y) were mutated to phenylalanine (F, panel A) prior to being subjected
to excessive mechanical stretch (18% CS, 6 h). (B) Whole cell lysates were used for Western blotting and
were probed for ITGB4 to confirm overexpression. (C–F) Inflammatory cytokines IL-6, IL-8, MCP-1 and
RANTES were measured in the media after CS as shown (n = 3/condition, *p < 0.05 compared to static
wildtype controls, **p < 0.05 compared to wildtype cells subjected to CS). (TM = transmembrane domain,
PSI = plexin-semaphorin-integrin domain, VWA = von Willebrand factor A domain, TM = transmembrane
domain, FN = fibronectin type III domain, TAM = tyrosine activation motif). released by EC. Moreover, mice expressing ITGB4 lacking a cytoplasmic signaling domain altogether
were protected from VILI compared to VILI-challenged wildtype animals. These results are consistent
with our hypothesis that phosphorylated ITGB4 is pro-inflammatory and, conversely, a relative decrease
in phosphorylated ITGB4 is anti-inflammatory. These findings further support emerging evidence for the
critical role of ITGB4 in the elaboration of ALI/VILI. Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 4 www.nature.com/scientificreports/ Figure 3. ITGB4 cytoplasmic domains mediate cyclic CS-induced EC inflammatory responses. Human
pulmonary artery EC were transfected with wildtype ITGB4 or specific deletion constructs (A) prior to
being subjected to excessive mechanical stretch (18% CS, 6 h). (B) Whole cell lysates were used for Western
blotting and were probed for ITGB4 to confirm overexpression. (C–F) IL-6, IL-8, MCP-1 and RANTES were
measured in the media after CS as shown (n = 3/condition, *p < 0.05 compared to static wildtype controls,
**p < 0.05 compared to wildtype cells subjected to CS). (TM = transmembrane domain, PSI = plexin-
semaphorin-integrin domain, VWA = von Willebrand factor A domain, TM = transmembrane domain,
FN = fibronectin type III domain, TAM = tyrosine activation motif). Figure 3. ITGB4 cytoplasmic domains mediate cyclic CS-induced EC inflammatory responses. Human
pulmonary artery EC were transfected with wildtype ITGB4 or specific deletion constructs (A) prior to
being subjected to excessive mechanical stretch (18% CS, 6 h). (B) Whole cell lysates were used for Western
blotting and were probed for ITGB4 to confirm overexpression. Discussion (C–F) IL-6, IL-8, MCP-1 and RANTES were
measured in the media after CS as shown (n = 3/condition, *p < 0.05 compared to static wildtype controls,
**p < 0.05 compared to wildtype cells subjected to CS). (TM = transmembrane domain, PSI = plexin-
semaphorin-integrin domain, VWA = von Willebrand factor A domain, TM = transmembrane domain,
FN = fibronectin type III domain, TAM = tyrosine activation motif). Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 5 www.nature.com/scientificreports/ Figure 4. Simvastatin attenuates vascular permeability and inflammation in mice subjected to VILI. Wildtype mice were treated with simvastatin (20 mg/kg, IP injection) or vehicle 16 h prior to being subjected
to VILI challenge (VT = 40 ml/kg, 4 h). Spontaneously breathing mice were used as controls. BAL fluid
was then collected and analyzed for (A) protein content and (B) total cell counts (*p < 0.05, n = 3 animals/
condition). Figure 4. Simvastatin attenuates vascular permeability and inflammation in mice subjected to VILI. Wildtype mice were treated with simvastatin (20 mg/kg, IP injection) or vehicle 16 h prior to being subjected
to VILI challenge (VT = 40 ml/kg, 4 h). Spontaneously breathing mice were used as controls. BAL fluid
was then collected and analyzed for (A) protein content and (B) total cell counts (*p < 0.05, n = 3 animals/
condition). The functional role of ITGB4 tyrosine phosphorylation has previously been studied in a variety of
other contexts. For example, the binding of the adaptor protein, Shc, to ITGB4 is dependent on phos-
phorylation of Y1140 and Y1526 and is associated with both downstream MAPK signaling and inhibition
of hemidesmosome formation in epithelial cells19. More relevant to the current study, we previously
reported that inhibition of ITGB4 tyrosine phosphorylation is associated with an attenuation of EC
barrier augmentation by hepatocyte growth factor20, an agonist that is also protective in murine ALI21. We have also previously identified ITGB4 as a robust mediator of murine ALI/VILI protection by statins
associated with potent anti-inflammatory effects. Specifically, simvastatin induces increased expression
of ITGB4 in lung EC while the protective effects of simvastatin in murine ALI can be mitigated by
pretreatment with an ITGB4 blocking antibody7. The dramatic upregulation of ITGB4 by simvastatin is
associated with decreased agonist-induced tyrosine phosphorylation of ITGB4 which in turn attenuates
MAPK signaling and downstream expression of inflammatory mediators, including IL-6 and IL-87. Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 Discussion Thus,
our previous findings suggest that increased expression of ITGB4 harboring unphosphorylated tyrosines
within its cytoplasmic tail effectively serves as a “brake” on lung EC inflammatory responses. Our current Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 6 www.nature.com/scientificreports/ Figure 5. Decreased lung vascular permeability and inflammati
VILI. Wildtype mice and mice expressing a mutant ITGB4 lackin
pretreated with simvastatin (20 mg/kg, IP injection, 24 h) or vehicl
4 h). Spontaneously breathing mice were used as controls. BAL flu
protein content and (B) total cell counts (*p < 0.05, n = 5 animals
lungs were collected from spontaneously breathing and VILI-chall
animals and used for histology. Representative images are shown ( Figure 5. Decreased lung vascular permeability and inflammation in ITGB4 mutant mice subjected to
VILI. Wildtype mice and mice expressing a mutant ITGB4 lacking a cytoplasmic signaling domain were
pretreated with simvastatin (20 mg/kg, IP injection, 24 h) or vehicle prior to VILI challenge (VT = 40 ml/kg,
4 h). Spontaneously breathing mice were used as controls. BAL fluid was then collected and analyzed for (A)
protein content and (B) total cell counts (*p < 0.05, n = 5 animals/condition). (C) In separate experiments,
lungs were collected from spontaneously breathing and VILI-challenged wildtype and ITGB4 mutant
animals and used for histology. Representative images are shown (10× magnification, insets 40× ). Figure 5. Decreased lung vascular permeability and inflammation in ITGB4 mutant mice subjected to
VILI. Wildtype mice and mice expressing a mutant ITGB4 lacking a cytoplasmic signaling domain were
pretreated with simvastatin (20 mg/kg, IP injection, 24 h) or vehicle prior to VILI challenge (VT = 40 ml/kg,
4 h). Spontaneously breathing mice were used as controls. BAL fluid was then collected and analyzed for (A)
protein content and (B) total cell counts (*p < 0.05, n = 5 animals/condition). (C) In separate experiments,
lungs were collected from spontaneously breathing and VILI-challenged wildtype and ITGB4 mutant
animals and used for histology. Representative images are shown (10× magnification, insets 40× ). data extend our prior observations and confirm a critical role for ITGB4 in EC barrier regulation with
complex effects dependent on the specific context and support the idea that increased tyrosine phospho-
rylation is requisite for the pro-inflammatory effects of ITGB4. Discussion yl
yf
While we did not investigate the events responsible for the attenuation of ITGB4 tyrosine phospho-
rylation by simvastatin one potential mechanism is the inhibition of specific Src family kinases (SFKs),
including Fyn and/or Yes, that are known to mediate these events22. The downstream consequences
of these effects may include the attenuation of Shc and Shp-2 recruitment resulting in decreased Ras
and Erk signaling19,23. Consistent with this, we previously reported decreased agonist-induced Shp-2 Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 7 www.nature.com/scientificreports/ Figure 6. Decreased lung inflammatory cytokines in ITGB4 mutant mice subjected to VILI. Wildtype
mice and mice expressing a mutant ITGB4 lacking a cytoplasmic signaling domain were pretreated with
simvastatin (20 mg/kg, IP injection, 24 h) or vehicle prior to VILI challenge (VT = 40 ml/kg, 4 h). BAL fluid
was then collected and inflammatory cytokine levels measured including (A) IL-6 and (B) KC. (*p < 0.05,
n = 5 animals/condition). Figure 6. Decreased lung inflammatory cytokines in ITGB4 mutant mice subjected to VILI. Wildtype
mice and mice expressing a mutant ITGB4 lacking a cytoplasmic signaling domain were pretreated with
simvastatin (20 mg/kg, IP injection, 24 h) or vehicle prior to VILI challenge (VT = 40 ml/kg, 4 h). BAL fluid
was then collected and inflammatory cytokine levels measured including (A) IL-6 and (B) KC. (*p < 0.05,
n = 5 animals/condition). phosphorylation and Erk activation in EC expressing decreased ITGB4 (via silencing RNA)8. In addition,
although our studies focused on the role of ITGB4 tyrosine phosphorylation, three of the constructs
studied (constructs A, B, and D; Fig. 3A) were also characterized by the deletion of serines (S1356, S1360,
and S1364) that are known to drive ITGB4 signaling upon phosphorylation via epidermal growth factor
(EGF) and/or protein kinase C-α (PKCα )24.l p
Several other questions remain to be explored regarding EC inflammatory signaling by ITGB4. Among these are the mechanisms by which overexpression of ITGB4 lacking a proximal cytoplasmic
domain, but with otherwise preserved tyrosine phosphorylation sites (construct C, Fig. 3A), is associ-
ated with reduced inflammatory responses as we observed in mechanically-stressed EC. Notably, as has
been previously reported, this construct is associated with differential effects on ITGB4 phosphoryla-
tion compared to wildtype ITGB4 which may account for this observation19. Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 Materials and Methods Cell culture. HPAEC cell lines were purchased from Lonza (Walkersville, MD) and were cultured in
EGM-2 supplemented with 2% FBS, hydrocortisone, hFGF, VEGF, ascorbic acid, hEGF, GA-1000, hep-
arin, and R3-IGF-1. Cells were incubated in 75 cm2 flasks and cultured at 37 °C in 5% CO2 and 95% air. All cells were used at passages 4–8. Materials and reagents. ITGB4 antibody (SC-9090) specific for the extracellular domain of ITGB4
was purchased from Santa Cruz Biotechnology (Santa Cruz, CA). A separate antibody specificially rec-
ognizing the ITGB4 cytosolic domain (LS-C14098) was purchased from Lifespan BioSciences (Seattle,
WA). Human and mouse cytokines measurements were performed using commercially available kits as
per the manufacturer’s instructions (Bio-Rad, Hercules, CA). All other antibodies and reagents were pur-
chased from Santa Cruz Biotechnology (Santa Cruz, CA). ITGB4 mutated and deletion constructs were
a generous gift from Dr. Filipo Giancotti (Memorial Sloan Kettering Cancer Center, New York, NY)19. Transgenically engineered mice expressing ITGB4 lacking the C-terminal signaling signaling segment of
the ITGB4 tail were also provided by Dr. Giancotti’s lab. These animals express an ITGB4 that terminates
at amino acid 1355, upstream of the four tyrosine phosphorylation sites32. Immunoprecipitation and Western blotting. For immunoprecipitation, cell lysates prepared from
EC were incubated in immunoprecipitation buffer (50 mM HEPES (pH 7.5), 150 mM NaCl, 20 mM
MgCl2, 1% Nonidet P-40, 0.4 mM Na3VO4, 40 mM NaF, 50 μ M okadaic acid, 0.2 mM phenylmethylsulfo-
nyl fluoride, and Calbiochem protease inhibitor mixture III at 1:250 dilution). The immunoprecipitation
was carried with an anti-ITGB4 antibody.f y
For Western blotting, samples were prepared in RIPA buffer containing proteinase and phosphatase
inhibitors as per standard protocols. After sonication and centrifugation, the supernatant was collected,
Laemmli sample buffer added, and sampels were then boiled and analyzed by SDS–PAGE. After trans-
fer to a nitrocellulose membrane (Bio-Rad, Inc., Hercules, CA), Western blotting was performed using
appropriate primary antibodies and horseradish peroxidase-conjugated secondary antibodies prior to
visualization via chemiluminescence (Amersham Biosciences, Piscataway, NJ). Blot density was deter-
mined by Alpha Imager software (Alpha Innotech, San Leandro, CA). Transfection of EC prior to mechanical stretch. Cells were plated (60–80% confluent) and trans-
fected with a vector plasmid (PRK5) or specific ITGB4 plasmids using jetPRIME® transfection reagent
(Polyplus Transfection, New York, NY). After incubating for 24 h, transfection efficiency of plasmids was
verified by Western blotting. www.nature.com/scientificreports/ cytoplasmic tail. Separately, we did not investigate a potential role for integrin α 6 (ITGA6), the only α
integrin subunit with which ITGB4 associates. We speculate that ITGA6 may preferentially heterodimer-
ize with overexpressed mutated ITGB4 in our experiments with subsequent consequences on EC inflam-
matory responses, an idea supported by evidence of a functional role for signaling by ITGA6 in other
experimental models25,26. We recognize that ITGB4-mediated signaling is complex and the identification
of relevant molecular targets remains to be fully investigated. g
y
g
One potential target of interest is syndecan-1, a cell-surface proteoglycan that binds extraceullar
matrix components but also binds the ITGB4 cytoplasmic domain27, is expressed by EC, and has been
implicated as a mediator of ALI28. Moreover, we have observed markedly decreased syndecan-1 expres-
sion in simvastatin-treated EC (unpublished data) which we speculate may account for the attenuation
of ITGB4 tyrosine phosphorylation despite significant increases in ITGB4 protein levels induced by sim-
vastatin7,29. Further studies aimed at characterizing the role of syndecan-1 in EC inflammatory responses
mediated by ITGB4 may further inform our current findings and, in turn, lead to additional insights into
the elaboration and propagation of ALI clinically. p
p g
y
Finally, it should be noted that although our interest in ITGB4 is derived from our prior research
focused on the potential role of statins in ALI, two randomized, controlled clinical trials of ALI patients
were recently published which in fact reported no benefit with the administration of statins30,31. However,
there were potential limitations to both studies, not the least of which was the administration of statins
to patients relatively late in their clinical course. It may also be the case that while statins may have
effects beneficial in ALI patients, effective therapeutic strategies may ultimately require more targeted
approaches aimed at augmenting the specific statin effects most responsible for their benefits. If this
is the case, our data support signaling mediated by ITGB4 as just such a target and warrants further
investigation. Discussion Additionally, our results
indicate anti-inflammatory effects associated with the overexpression of ITGB4 lacking a cytoplasmic
tail altogether (construct A) that were less robust than that observed with each of the constructs with
only partial deletions of the cytoplasmic tail (B–D). While further study is needed to fully understand
the mechanisms underlying this observation, it is possible that the ITGB4 cytoplasmic tail harbors both
pro- and anti-inflammatory regions and the constructs with only partial deletions may actually have a
net anti-inflammatory effect that is more prominent than that associated with complete deletion of the Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 8 www.nature.com/scientificreports/ References 1. Rubenfeld, G. D. et al. Incidence and outcomes of acute lung injury. N. Engl. J. Med. 353, 1685–1693, (2005). ,
g
j
y
g J
,
, (
)
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p
y
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g
3. Jacobson, J. R. et al. Simvastatin attenuates vascular leak and inflammation in murine inflammatory lung injury. Am. J. Physiol
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y
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responses. J. Cell. Biochem. 110, 718–724, (2010). 9. Ephstein, Y. et al. Critical role of S1PR1 and integrin beta4 in HGF/c-Met-mediated increases in vascular integrity. J. Biol. Chem
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g
13. Su, G. et al. Absence of integrin alphavbeta3 enhances vascular leak in mice by inhibiting endothelial cortical actin formation. Am. J. Resp. Crit. Materials and Methods Of note, EC express relatively low levels of endogenous ITGB4 which was
present in all cells in addition to the specific ITGB4 constructs transfected. Mechanical stretch of EC. EC were plated onto six-well silicone elastomer Bioflex plates coated
with type I collagen (FlexCell International, Hillsborough, NC) and grown to 75–80% prior to trans-
fection as described. Mechanical stretch was performed via the Flexcell Strain Unit (FX-3000; FlexCell
International) placed in a 5% CO2 incubator at 37 °C and 95% humidity. The device uses a controlled vac-
uum to induce CS with 18% elongation at a frequency of 30 cycles per minute (0.5 Hz) for 6 h. The media Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 9 www.nature.com/scientificreports/ was then collected and briefly centrifuged to measure cytokine levels with Bio-Rad Bio-Plex ELISA kits
(Hercules, CA) according to the manufacturer’s instructions. was then collected and briefly centrifuged to measure cytokine levels with Bio-Rad Bio-Plex ELISA kits
(Hercules, CA) according to the manufacturer’s instructions. Murine VILI model. All experiments and animal care procedures were approved by the University
of Illinois at Chicago Animal Care and Use Committee and were performed in accordance with their
guidelines and regulations. The ITGB4 mutant mice and wildtype C57/Bl6 mice, 8–12 weeks-old, were
administered high tidal volume mechanical ventilation (VT = 40 ml/kg, 65 breaths/min) for 4 h to induce
VILI as we have previously described33. Mice were then sacrificed and bronchoalveolar lavage (BAL)
was performed3. BAL fluid was assessed for total cell counts, protein content, and cytokine levels. Select
mouse lungs were harvested for histological analysis. Statistical analysis. Student’s t-test was used to compare the means of data from two experimen-
tal groups while significant differences (p < 0.05) amongst multiple groups were confirmed by one-way
ANOVA and Tukey’s post hoc multiple comparisons testing. Results are expressed as means ± SE. nces
feld, G. D. et al. Incidence and outcomes of acute lung injury. N. Engl. J. Med. 353, 1685–1693, (2005). References Care Med. 185, 58–66, (2012). p
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5. Birukov, K. G. et al. Magnitude-dependent regulation of pulmonary endothelial cell barrier function by cyclic stretch. Am. J
Physiol. Lung. Cell. Mol. Physiol. 285, L785–797, (2003). y
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16. Kariya, Y. & Gu, J. N-glycosylation of β 4 integrin controls the adhesion and motility of keratinocytes. PLOS One 6, e27084,
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to the common VLA beta 1 subunit on certain cell lines. J. Biol. Chem. 264, 6529–6535 (1989). 18. Muller, H. C. et al. Simvastatin attenuates ventilator-induced lung injury in mice. Crit. Care. 14, R143, (2010). 19. Dans, M. et al. Tyrosine phosphorylation of the beta 4 integrin cytoplasmic domain mediates Shc signaling to extracellular
signal-regulated kinase and antagonizes formation of hemidesmosomes. J. Biol. Chem. 276, 1494–1502, (2001). 0. Ni, X. et al. Interaction of integrin beta4 with S1P receptors in S1P- and HGF-induced endothelial barrier enhancement. J. Cell
Biochem. 115, 1187–1195 (2014). 21. Singleton, P. A. et al. CD44 regulates hepatocyte growth factor-mediated vascular integrity. Role of c-Met, Tiam1/Rac1, dynamin
2, and cortactin. J. Biol. Chem. 282, 30643–30657, (2007). 22. Giancotti, F. G. Targeting integrin beta4 for cancer and anti-angiogenic therapy. Trends Pharmacol. Sci. 28, 506–511, (2007 23. Bertotti, A., Comoglio, P. M. & Trusolino, L. Beta4 integrin activates a Shp2-Src signaling pathway that sustains HGF-induced
anchorage-independent growth. J. Cell. Biol. 175, 993–1003, (2006).i g
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24. Rabinovitz, I., Tsomo, L. & Mercurio, A. M. Protein kinase C-alpha phosphorylation of specific serines in the connecting seg
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M l C ll Bi l 24 4351 4360 (2004) 24. Rabinovitz, I., Tsomo, L. & Mercurio, A. M. Protein kinase C-alpha phosphorylation of specific serines in the connecting segment
of the beta 4 integrin regulates the dynamics of type II hemidesmosomes. Mol. Cell. Biol. 24, 4351–4360 (2004).f i
of the beta 4 integrin regulates the dynamics of type II hemidesmosomes. Mol. Cell. Biol. 24, 4351–4360 (2004). www.nature.com/scientificreports/ 2. Nikolopoulos, S. N., Blaikie, P., Yoshioka, T., Guo, W. & Giancotti, F. G. Integrin beta4 signaling promotes tumor angiogenesis
Cancer Cell 6, 471–483, (2004). 32. Nikolopoulos, S. N., Blaikie, P., Yoshioka, T., Guo, W. & Giancotti, F. G. Integrin beta4 signaling promotes tumor angiogenesis. Cancer Cell 6, 471–483, (2004). 33. Finigan, J. H. et al. Activated protein C protects against ventilator-induced pulmonary capillary leak. Am. J. Physiol. Lung Cell. Mol Physiol 296 L1002 1011 (2009) 3. Finigan, J. H. et al. Activated protein C protects against ventilator-induced pulmonary capillary leak. Am. J. Physiol. Lung Cell
Mol. Physiol. 296, L1002–1011, (2009). Author Contributions W.C., Y.E. and X.N. conducted the experiments described in the manuscript. J.J. oversaw all experimental
designs. W.C. and J.J. prepared the manuscript and figures. A.C. and J.G. both contributed to experimental
design and data interpretation. R.D. was also involved in data interpretation and provided helpful
discussions. All authors reviewed the manuscript prior to submission. References 5 Jiang R & Grabel L B Function and differential regulation of the alpha 6 integrin isoforms during parietal endoderm i
of the beta 4 integrin regulates the dynamics of type II hemidesmosomes. Mol. Cell. Biol. 24, 4351–4360 (2004). 25. Jiang, R. & Grabel, L. B. Function and differential regulation of the alpha 6 integrin isoforms during parietal endo
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26. King, T. E. et al. The role of alpha 6 integrin in prostate cancer migration and bone pain in a novel xenograft model. PLOS One
3, e3535, (2008). 27. Wang, H., Jin, H., Beauvais, D. M. & Rapraeger, A. C. Cytoplasmic domain interactions of syndecan-1 and syndecan-4 with
alpha6beta4 integrin mediate human epidermal growth factor receptor (HER1 and HER2)-dependent motility and survival. J. Biol. Chem. 289, 30318–30332, (2014). 8. Li, Q., Park, P. W., Wilson, C. L. & Parks, W. C. Matrilysin shedding of syndecan-1 regulates chemokine mobilization and
transepithelial efflux of neutrophils in acute lung injury. Cell 111, 635–646 (2002). fl
29. Wang, H., Leavitt, L., Ramaswamy, R. & Rapraeger, A. C. Interaction of syndecan and alpha6beta4 integrin cytoplasmic dom
regulation of ErbB2-mediated integrin activation. J. Biol. Chem. 285, 13569–13579, (2010). g
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30. National Heart, L. et al. Rosuvastatin for sepsis-associated acute respiratory distress syndrome. N. Engl. J. Med. 370, 2191–2200,
(2014). 31. McAuley, D. F. et al. Simvastatin in the acute respiratory distress syndrome. N. Engl. J. Med. 371, 1695–1703, (2014). Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 10 www.nature.com/scientificreports/ Acknowledgementsh g
This work acknowledges support from NIH HL096887 (JJ). Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 Additional Informationi Competing financial interests: The authors declare no competing financial interests. How to cite this article: Chen, W. et al. Role of Integrin β4 in Lung Endothelial Cell Inflammatory
Responses to Mechanical Stress. Sci. Rep. 5, 16529; doi: 10.1038/srep16529 (2015). How to cite this article: Chen, W. et al. Role of Integrin β4 in Lung Endothelial Cell Inflammatory
Responses to Mechanical Stress. Sci. Rep. 5, 16529; doi: 10.1038/srep16529 (2015). How to cite this article: Chen, W. et al. Role of Integrin β4 in Lung Endothelial Cell Inflammatory
Responses to Mechanical Stress. Sci. Rep. 5, 16529; doi: 10.1038/srep16529 (2015). This work is licensed under a Creative Commons Attribution 4.0 International License. The
images or other third party material in this article are included in the article’s Creative Com-
mons license, unless indicated otherwise in the credit line; if the material is not included under the
Creative Commons license, users will need to obtain permission from the license holder to reproduce
the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ Scientific Reports | 5:16529 | DOI: 10.1038/srep16529 11
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SUBSTITUSI GULA SUKROSA DENGAN GULA FRUKTOSA PADA PROSES PEMBUATAN ROTI TERHADAP SIFAT SENSORI ROTI
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Jurnal aplikasi teknologi pangan
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Catatan Penelitian
Nilai pH, Total Padatan Terlarut, dan Sifat Sensoris Yoghurt dengan
Penambahan Ekstrak Bit (Beta vulgaris L.)
The Value of pH, Total Dissolved Solids, and Sensory Properties of Yoghurt with Addition Beet Extract
(Beta vulgaris L.)
Nur Ismawati*, Nurwantoro, Yoyok Budi Pramono
Program Studi Teknologi Pangan, Fakultas Peternakan dan Pertanian, Universitas Diponegoro, Semarang
*Korespondensi dengan penulis (nurismawati19@yahoo.com)
Artikel ini dikirim pada tanggal 4 Juni 2016 dan dinyatakan diterima tanggal 01 Juli 2016. Artikel ini juga dipublikasi secara online melalui
www.jatp.ift.or.id. Hak cipta dilindungi undang-undang. Dilarang diperbanyak untuk tujuan komersial.
Diproduksi oleh Indonesian Food Technologists® ©2016 (
g
)
Nur Ismawati*, Nurwantoro, Yoyok Budi Pramono
Program Studi Teknologi Pangan, Fakultas Peternakan dan Pertanian, Universitas Diponegoro, Semarang
*Korespondensi dengan penulis (nurismawati19@yahoo.com)
Artikel ini dikirim pada tanggal 4 Juni 2016 dan dinyatakan diterima tanggal 01 Juli 2016. Artikel ini juga dipubl
www.jatp.ift.or.id. Hak cipta dilindungi undang-undang. Dilarang diperbanyak untuk tujuan komersial. Diproduksi oleh Indonesian Food Technologists® ©2016 Abstract The purpose of this research was to determined the pH value, total dissolved solids, and sensory properties
of yoghurt with addition of beet extract. Material used in this research were liquid skimmed milk, beet extract,
starter cultures of lactic acid bacteria (BAL) that were Lactobbacillus bulgaricus, Streptococcus thermophillus, and
Lactobacillus acidophilus. The research showed that addition of the beet extract given significant (P<0,05) the
value of pH, total dissolved solid, and sensory properties of yoghurt. The result obtained showed that the pH value
ranged between 3.79 – 3.92; total dissolved solids 7.70 – 8.13 °Brix; and an addition in the taste and sweetness
become increasingly concentrated. The additional of the best beet extract happens on 4%. Keywords: pH, total dissolved solids, sensory properties, yoghurt, extract beet Abstrak Penelitian ini bertujuan untuk mengetahui nilai pH, total padatan terlarut, dan sifat sensoris yoghurt dengan
penambahan ekstrak bit. Materi yang digunakan adalah susu skim cair, ekstrak bit, kultur bakteri asam laktat (BAL)
yaitu Lactobbacillus bulgaricus, Streptococcus thermophillus, dan Lactobacillus acidophilus. Rancangan percobaan
yang digunakan adalah Rancangan Acak Lengkap (RAL) dengan perlakuan penambahan ekstrak bit 0%, 1%, 2%,
3%, dan 4%. Masing-masing perlakuan diulang sebanyak 4 kali. Hasil penelitian menunjukkan penambahan
ekstrak bit memberikan perbedaan nyata (P<0,05) terhadap nilai pH, total padatan terlarut, dan sifat sensoris
yoghurt. Nilai pH menghasilkan angka 3,79 – 3,92; total padatan terlarut 7,70 – 8,13 °Brix; dan semakin tinggi
penambahan ekstrak bit yang digunakan menambah agak bau aroma tanah dan rasa lebih agak manis. Penambahan konsentrasi ekstrak bit terbaik yaitu 4%. Kata kunci : nilai pH, total padatan terlarut, sifat sensoris, yoghurt, ekstrak bit 89 89 Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx.doi.org/10.17728/jatp.181 Catatan Penelitian
Nilai pH, Total Padatan Terlarut, dan Sifat Sensoris Yoghurt dengan
Penambahan Ekstrak Bit (Beta vulgaris L.)
The Value of pH, Total Dissolved Solids, and Sensory Properties of Yoghurt with Addition Beet Extract
(Beta vulgaris L.)
Nur Ismawati*, Nurwantoro, Yoyok Budi Pramono
Program Studi Teknologi Pangan, Fakultas Peternakan dan Pertanian, Universitas Diponegoro, Semarang
*Korespondensi dengan penulis (nurismawati19@yahoo.com)
Artikel ini dikirim pada tanggal 4 Juni 2016 dan dinyatakan diterima tanggal 01 Juli 2016. Artikel ini juga dipublikasi secara online melalui
www.jatp.ift.or.id. Hak cipta dilindungi undang-undang. Dilarang diperbanyak untuk tujuan komersial. Diproduksi oleh Indonesian Food Technologists® ©2016 Pendahuluan diperbaiki atau diubah dengan penambahan bit (Beta
vulgaris L.) pada proses pembuatan yoghurt. Yoghurt merupakan salah satu produk fermentasi
yang dihasilkan dengan menambahkan starter yoghurt
aktif yang mengandung kultur campuran Lactobacillus
bulgaricus (atau kadang-kadang acidophilus) dan
Streptococcus thermophillus yang menghasilkan asam
laktat selama proses fermentasi (Nwaoha et al., 2012). Asam laktat yang terbentuk akan menurunkan pH
seka0ligus sebagai pengawet karena dalam kondisi
asam bakteri patogen tidak dapat tumbuh. Asam laktat
yang terbentuk berasal dari hasil pemecahan laktosa
dalam susu. Ekstrak umbi bit mengandung gula yang
diduga
dapat
menstimulasi
pertumbuhan
dan
meningkatkan
bakteri
asam
laktat
(BAL)
dalam
menghasilkan asam laktat, sehingga mempengaruhi
terhadap pH. Salah satu kelebihan yoghurt karena sifat
fungsionalitas terhadap kesehatan diantaranya yaitu
mengatur kadar kolesterol dalam darah, memperlancar
saluran pencernaan, membantu dalam meningkatkan
pertumbuhan, antikanker, membantu penderita lactose
intolerance, dan antidiare (Astawan, 2008). Sehingga
dengan kelebihan yoghurt dan bit dapat mempengaruhi
sifat fisiko kimia dan sensoris yoghurt (pH, padatan
terlarut, aroma tanah dan tingkat kemanisan) dapat vulgaris L.) pada proses pembuatan yoghurt. Bit kaya akan senyawa bioaktif yang bermanfaat
seperti karotenoid, saponin, glisin betain, polifenol dan
flavonoid (Vali et al., 2007). Selain itu mengandung
mikronutrisi (Mg, Na, K, Ca dan Vitamin C) yang tinggi,
serat pangan serta zat besi, tetapi bit memiliki
kandungan protein dan lemak yang rendah. Yoghurt
kaya akan protein, lemak, kalsium, potassium, vitamin
B (B1, B2, B6, asam nicotinic dan pantothenic) akan
tetapi kekurangan zat besi, vitamin C, karotenoid dan
serat pangan (Gahruie et al., 2015). Dengan demikian,
kombinasi
dari
ekstrak
bit
dan
yoghurt
akan
meningkatkan pangan gizi dan fungsional karakteristik
yoghurt. Bit memiliki sukrosa yang dapat ditambahkan
pada yoghurt untuk memberikan rasa manis yoghurt. Kandungan serat yang terdapat pada bit dapat
digunakan sebagai fortifikasi pada yoghurt yang
dihasilkan dan diharapkan dengan penambahan bit
dapat menambah serat terlarut. Yoghurt dengan tanpa
penambahan rasa didominasi asam karena asam laktat
yang dihasilkan oleh fermentasi. Maka dari itu, untuk
penerimaan yang lebih baik, buah-buahan, bahan
perasa atau bahan pemanis ditambahkan ke yoghurt Jurnal Aplikasi Teknologi Pangan 5 (3) 2016 90 Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx.doi.org/10.17728/jatp. Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx doi Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx.doi.org/10.17728/jatp.181 refraktometer (SNI, 2004) dan sifat sensoris (aroma
tanah dan tingkat kemanisan) menggunakan panelis
(Setyaningsih et al., 2010). untuk meningkatkan keseimbangan rasa dan menutupi
sebagian rasa asetaldehid pada yoghurt. Pendahuluan Penelitian
ini
bertujuan
untuk
mengetahui
perbedaan perlakuan penambahan konsentrasi ekstrak
bit terhadap nilai pH, total padatan terlarut, dan sifat
sensoris (aroma tanah dan tingkat kemanisan) yoghurt
dengan penambahan ekstrak bit. Manfaat penelitian ini
yaitu untuk dapat melakukan penilaian terhadap
penggunaan ekstrak bit dalam pembuatan yoghurt
terhadap nilai pH, total padatan terlarut, dan sifat
sensoris yoghurt, serta untuk memberikan diversifikasi
dari produk yoghurt produk pangan yang mempunyai
nilai fungsional dan meningkatkan pangan gizi dari
karakteristik yoghurt dengan menambahkan ekstrak bit. Pengukuran pH (derajat asam) dengan pH meter
“HANNA instruments” yang dikalibrasi dengan larutan
buffer pH 4 dan 7 sebelum digunakan. Pengukuran
sampel dilakukan dengan sebanyak 20 ml diambil,
kemudian elektroda dibilas dengan aquades. Elektroda
dikeringkan dengan tisu kemudian dicelupkan dalam
sampel. Elektroda dibiarkan tercelup beberapa saat. Nilai yang terbaca adalah nilai pH yang telah stabil
(AOAC, 1995). Pengujian Total Padatan Terlarut Materi dan Metode
Materi e guj a
ota
adata
e a ut
Pengukuran total padatan terlarut menggunakan
refractometer
menurut
SNI
01-3546-2004. Total
kandungan padatan terlarut dari ekstrak bit dan yoghurt
dengan penambahan ekstrak bit ditentukan dengan
menggunakan refraktometer genggam digital (Model:
PAL-1, Atago co, Ltd, Tokyo, Jepang) pada 25°C dan
dilakukan kalibrasi menggunakan aquades, sebanyak
1-2 sampel dimasukkan pada prisma refraktometer dan
jumlah kandungan padatan terlarut dinyatakan sebagai
°Brix. Bahan yang digunakan dalam penelitian ini
adalah bit, air, susu skim cair, starter campuran L. bulgaricus, L. acidophilus, dan S. thermophillus,
alkohol, aquadest, larutan buffer, dan susu UHT. Alat
yang digunakan adalah juicer, plastik PE, botol kaca,
panci, kompor, gelas beker, inkubator, freezer, cawan
petri, pipet tetes, tabung reaksi, pH meter “HANNA
instruments”,
refraktometer,
viskometer,
tisu,
refrigerator, cup kecil, erlenmeyer, timbangan analitik,
karet, corong, mikrotube, mikropipet kuning, mikropipet
biru, plastik wrap, alumunium foil, gelas ukur, dan
bunsen. Metode Penelitian dilakukan pada bulan September –
Oktober 2015. Perlakuan yang diterapkan terdiri dari
tanpa penambahan ekstrak bit (T0), penambahan
ekstrak bit 1% dari 500 ml susu skim (T1), penambahan
ekstrak bit 2% dari 500 ml susu skim (T2), penambahan
ekstrak bit 3% dari 500 ml susu skim (T3), dan
penambahan ekstrak bit 4% dari 500 ml susu skim (T4). masing-masing perlakuan diulang sebanyak 4 kali. Penelitian terdiri dari beberapa langkah yaitu
pembuatan ekstrak bit, pembuatan starter kerja
yoghurt, pembuatan yoghurt dengan penambahan
ekstrak bit dan pengujian parameter yang meliputi nilai
pH, total padatan terlarut dan sifat sensoris (aroma
tanah dan tingkat kemanisan). Umbi bit diambil
ekstraknya
dengan
menggunakan
juicer
untuk
didapatkan hasil ekstrak bit. Pembuatan starter kerja
digunakan dengan mencampurkan bibit bubuk yoghurt
dengan aquades hingga diperoleh starter kerja yoghurt
(Harjiyanti et al., 2013). Mekanisme pembuatan yoghurt
dengan penambahan ekstrak bit yaitu susu skim cair
masing-masing
sebanyak
500
ml
yang
telah
ditambahkan dengan ekstrak bit sebanyak 0%, 1%, 2%,
3%, dan 4% (sesuai perlakuan) dan di pasteurisasi
pada 73 °C selama 15 detik, lalu suhunya diturunkan
sampai 43 °C. Susu hasil pasteurisasi kemudian
diinokulasi
dengan
starter
BAL
sebanyak
5%,
selanjutnya diinkubasi selama 4 jam pada suhu 43 °C
(Legowo et al., 2009 dengan modifikasi). Parameter
pengujian yoghurt yaitu pengujian nilai pH dengan pH
meter(AOAC, 1995), total padatan terlarut dengan Pengujian Sensoris Pengujian sensoris dilakukan oleh 25 orang
panelis agak terlatih. Panelis dipilih secara acak yang
diminta untuk menilai tingkat kemanisan, aroma tanah,
dan citarasa asam yoghurt dengan penambahan
ekstrak bit. Metode yang digunakan adalah dengan
mempersiapkan
sampel
terlebih
dahulu
dengan
ditempatkan pada cup kecil 50 ml. Tabel uji disediakan
berupa form kuisioner uji tingkat aroma tanah yoghurt
dengan rentang nilai 1 sampai 5 dengan nilai 1 yaitu
sangat tidak bau tanah, nilai 2 yaitu tidak bau tanah,
nilai 3 yaitu agak bau tanah, nilai 4 yaitu bau tanah, dan
nilai 5 yaitu sangat bau tanah. Uji tingkat kemanisan
yoghurt dengan rentang nilai 1 sampai 5 dengan nilai 1
yaitu sangat tidak manis, nilai 2 yaitu tidak manis, nilai 3
yaitu agak manis, nilai 4 yaitu manis, dan nilai 5 yaitu
sangat manis (Setyaningsih et al., 2010). Hasil dan Pembahasan
Nilai pH Berdasarkan Tabel 1, nilai pH yoghurt dengan
penambahan
ekstrak
bit
menunjukkan
adanya
perbedaan nyata penambahan ekstrak bit terhadap pH
yoghurt. Rata-rata pH akhir yoghurt berkisar antara
3,79 - 3.92 dengan waktu fermentasi selama 6 jam. Kisaran pH tersebut merupakan akibat dari Streptoccus
yang menurunkan pH menjadi 5,0 – 5,5 yang kemudian
dilanjutkan
dengan
aktivitas
Lactobacillus
yang
menurunkan pH menjadi 3,8 – 4,4 (Rahman et al.,
1992). )
Dalam penelitian ini, rata-rata nilai pH yoghurt
yang ditambahkan dengan ekstrak bit 1% dan 2%
terlihat lebih rendah dari kontrol (Tabel 1). Dukungan
dari umbi bit yang memiliki karbohidrat berupa gula
sukrosa sebagai sumber energi bagi berlangsungnya
bakteri untuk proses fermentasi. Hal ini sesuai dengan
Icier et al. (2015) bahwa tersedianya karbohidrat
sebagai sumber energi menyebabkan peningkatan
metabolisme aktivitas oleh bakteri L. acidophilus yang
memberikan
kontribusi
terhadap
penurunan
pH. Sedangkan pH yoghurt dengan penambahan ekstrak bit
3% dan 4% terlihat berada diatas kontrol dan hasil pH
yoghurt dengan penambahan ekstrak bit 1%, 2%, 3%,
4%, dan 5% terlihat mengalami peningkatan nilai pH. Hal tersebut terjadi diduga karena efek penghambatan
oleh gula-gula sederhana (sukrosa) yang terkandung
dalam umbi bit karena habitat asli dari BAL yaitu
memecah laktosa dan hanya memanfaatkan laktosa
sebagai sumber karbon dan sumber energi. Tabel 1. Nilai Rata-rata Nilai pH dan Total Padatan Terlarut
Yoghurt dengan Perlakuan Penambahan Ekstrak Bit
Perlakuan
Nilai pH
Total Padatan
Terlarut
T0
3,89 ± 0,37b
7,70 ± 0,20a
T1
3,79 ± 0,59a
7,90 ± 0,09ab
T2
3,88 ± 0,77b
8,01 ± 0,63bc
T3
3,92 ± 0,52b
8,13 ± 0,16c
T4
3,92 ± 0,71b
8,10 ± 0,14bc
Keterangan: Superskrip huruf kecil yang berbeda pada baris
rata-rata menunjukkan perbedaan nyata (P<0,05) Tabel 1. Nilai Rata-rata Nilai pH dan Total Padatan Terlarut
Yoghurt dengan Perlakuan Penambahan Ekstrak Bit Keterangan: Superskrip huruf kecil yang berbeda pada baris
rata-rata menunjukkan perbedaan nyata (P<0,05) Tabel 2. Rata-rata Sifat Sensori Yoghurt dengan Perlakuan
Penambahan Ekstrak Bit Tabel 2. Rata-rata Sifat Sensori Yoghurt dengan Perlakuan
Penambahan Ekstrak Bit
Perlakuan
Aoma Tanah
Tingkat
Kemanisan
T0
1,24 ± 0,44a
2,00 ± 0,64a
T1
1,96 ± 0,54 b
2,04 ± 0,61a
T2
2,64 ± 0,50c
2,20 ± 0,64a
T3
3,12 ± 0,53d
2,96 ± 0,74b
T4
3,16 ± 0,47de
2,92 ± 1,00bc
Keterangan: Superskrip huruf kecil yang berbeda pada baris
rata-rata menunjukkan perbedaan nyata (P<0,05) g
g
Menurut Patrick et al. Analisis Data Data yang diperoleh dari pengujian nilai pH dan
total padatan terlarut yoghurt diolah dengan Analisis of
Varians (ANOVA) pada taraf 5% karena sebaran
datanya
normal
untuk
mengetahui
perbedaan
perlakuan konsentrasi ekstrak bit terhadap nilai pH dan
total padatan terlarut. Apabila terdapat perbedaan nyata
maka dilanjutkan dengan uji Wilayah Ganda Duncan
(Duncan’s Multi Range Test). Uji Duncan ini digunakan
untuk
mengetahui
perlakuan
konsentrasi
yang
menunjukkan perbedaan secara nyata. Pengujian sifat
sensoris (aroma tanah dan tingkat kemanisan) diuji
dengan menggunakan uji Kruskal-Wallis, dan apabila
terdapat perbedaan nyata maka dilanjutkan ke uji
Mann-Whitney untuk mengetahui perlakuan konsentrasi
ekstrak bit yang menunjukkan perbedaan secara nyata. Jurnal Aplikasi Teknologi Pangan 5 (3) 2016 Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx.doi.org/10.17728/jatp.1 Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx.do 91 Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx.doi.org/10.17728/jatp.181 Perolehan data diolah dengan bantuan komputer
program SPSS 16.0 for windows. Berdasarkan hasil penelitian yang telah dilakukan
semakin tinggi perlakuan penambahan ekstrak bit maka
total
padatan
terlarutnya
juga
semakin
tinggi. Peningkatan ekstrak bit menyebabkan jumlah total
padatan terlarut (TPT) yang dihasilkan semakin
meningkat
pula. Selama
berlangsungnya
proses
fermentasi laktosa dan sukrosa akan dirombak oleh
kultur starter. Menurut Sintasari et al. (2014) sisa
laktosa, sukrosa dan asam-asam organik lain tersebut
yang terhitung sebagai total padatan terlarut. Sehingga
semakin banyak penambahan dengan ekstrak bit akan
meningkatkan total padatan terlarutnya. Asam laktat
termasuk asam organik yang merupakan salah satu
jenis total padatan terlarut selain gula, pigmen, dan
vitamin. Total Padatan Terlarut Tabel
1. menunjukkan
bahwa
perlakuan
penambahan ekstrak bit memilki perbedaan nyata
(P<0,05) terhadap total padatan terlarut. Total padatan
terlarut yang diperoleh yaitu antara 7,70 – 8,10 °Brix. Proses fermentasi bakteri asam laktat menghasilkan
metabolit berupa asam laktat. Menurut Fardiaz (2003)
metabolit tersebut akan terseksresikan keluar sel dan
akan terakumulasi dalam cairan fermentasi. Sisa hasil
total gula, asam laktat, dan asam organik yang
terbentuk terhitung sebagai total padatan terlarut. Komponen padatan terlarut terdiri dari total gula. pigmen, asam-asam organik, dan protein. Hasil dan Pembahasan
Nilai pH (2004) BAL memanfaatkan
laktosa dan menghasilkan asam laktat sebagai zat
metabolit karena laktosa merupakan sumber utama
karbon dan sumber energi bagi BAL terutama oleh
spesies bakteri S. thermophilus. Ditambahkan oleh
Kiros et al. (2016) menyatakan bahwa meningkatnya
nilai pH yang ditambahkan oleh ekstrak bit adalah
karena aktivitas yang rendah oleh bakteri asam laktat
selama masa inkubasi dibandingkan dengan kontrol
yang memiliki kandungan solid non fat (SNF) atau
padatan bukan lemak dan memiliki kadar laktosa dalam
susu yang lebih tinggi. Keterangan: Superskrip huruf kecil yang berbeda pada baris
rata-rata menunjukkan perbedaan nyata (P<0,05) Total padatan terlarut dalam ekstrak bit adalah
sebesar 6 °Brix yang menunjukkan bahwa isi padatan
terlarut adalah gula dan asam organik. Menurut
Manjunatha dan Raju (2015) kepadatan dan aktivitas
air dalam ekstrak bit masing-masing adalah sekitar
1024,4 kg/m3 dan 0,988. Total padatan meningkat
seiring dengan meningkatnya presentase ekstrak bit. Hal ini dikarenakan bit memiliki sejumlah padatan
terlarut sehingga setelah ditambahakan ke yoghurt,
padatan terlarut dalam yoghurt meningkat. Hal tersebut
sesuai dengan pendapat Osundahusi et al. (2007) yang
menyatakan bahwa kandungan gula tinggi yang tinggi
dari buah-buahan atau lainnya yang ditambahkan ke
yoghurt
telah
berkontribusi
terhadap
komponen
padatan terlarut yang lebih tinggi. Aroma Tanah Berdasarkan rata-rata hasil penelitian aroma
tanah yoghurt dengan penambahan ekstrak bit, seiring
dengan level pemberian ekstrak bit menambah tingkat
aroma tanah pada yoghurt. Aroma atau bau suatu
produk
pangan
menentukan
kenikmatan
pangan
tersebut. Penilaian aroma suatu produk pangan tidak Jurnal Aplikasi Teknologi Pangan 5 (3) 2016 Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx.doi.org/10.17728/jatp.181 92 terlepas dari fungsi indera pembau. Hal sesuai menurut
Winarno (2004) yang menyatakan bahwa bau yang
diterima oleh hidung dan otak lebih banyak merupakan
campuran empat bau yaitu asam, tengik, harum, dan
hangus. Aroma dan rasa yang dihasilkan dari umbi bit
disebabkan oleh senyawa volatil, senyawa tersebut
dipancarkan
karena
jaringan
terluka,
terpotong,
dipanaskan atau dihancurkan. Berdasarkan Tabel 2 terlihat bahwa yoghurt
dengan penambahan ekstrak bit 1% sampai 4% masih
menghasilkan yoghurt dengan kriteria tidak manis
sampai agak manis. Yoghurt yang dihasilkan belum
mendapati kriteria manis ataupun sangat manis. Hal
tersebut berkaitan dengan kandungan gula sukrosa
yang terdapat dalam bit memilki nilai rasa manis yang
berbeda dengan glukosa dan fruktosa. Hal ini sesuai
dengan Belitz et al. (2009) yang menyatakan bahwa
glukosa memiliki nilai rasa manis 69% dari sukrosa,
sedangkan fruktosa memiliki nilai rasa manis 114% dari
sukrosa. Hal ini ditambahkan oleh Sintasari et al. (2014)
bahwa sukrosa yang pada fungsi utama sebagai
pemberi rasa manis yang juga dapat memberikan
nutrisi pada bakteri asam laktat secara optimal agar
bakteri tersebut mampu menghasilkan rasa yang pas
dan tidak terlalu masam / khas akibat pembentukan
asam laktat dan asam-asam organik lain sebagai hasil
dari metabolitnya sehingga menimbulkan kombinasi
yang pas bagi panelis saat menguji coba produk
yoghurt dengan penambahan ekstrak bit ini. Perlakuan yoghurt T0 (0%) atau kontrol yang
dihasilkan adalah sangat tidak bau. Hal ini dikarenakan
tidak ada penambahan ekstrak bit sedikitpun pada
yoghurt sehingga aroma tanah yang dihasilkan tidak
ada. Penambahan ekstrak bit 1% memiliki nilai rata-rata
terendah yaitu 1,96 yaitu dengan kriteria sangat tidak
bau sampai tidak bau. Sedangkan untuk rata-rata nilai
aroma tanah paling tinggi adalah 4% yaitu 3,16 dengan
kriteria agak bau tanah. Aroma tanah yang terkandung
pada bit disebabkan oleh suatu senyawa yang
terkandung, sehingga semakin banyak penambahan
ekstrak bit yang ditambahkan maka semakin tinggi pula
tingkat aroma bau tanah yoghurt tersebut. Sesuai
dengan Lu et al. (2003) yang menyatakan bahwa
aroma tanah pada bit disebabkan oleh suatu senyawa
yang terdapat di bit yaitu geosmin dan beberapa
senyawa pirazin saat menambahkan ekstrak bit. Kesimpulan Berdasarkan hasil penelitian yang telah dilakukan
dapat disimpulkan bahwa semakin besar penambahan
ekstrak bit maka semakin menaikkan nilai pH dan total
padatan terlarut. Yoghurt dengan penambahan ekstrak
bit cenderung agak bau tanah (kriteria sangat tidak bau
hingga
agak
bau),
dengan
tingkat
kemanisan
cenderung agam manis (kriteria tidak manis hingga
agak manis). Aroma Tanah Geosmin merupakan senyawa metabolit sekunder yang
bersifat aromatik. Menurut Lu et al. (2003) bahwa
senyawa organik tersebut dihasilkan oleh mikroba
dalam tanah, geosmin mengeluarkan bau seperti aroma
tanah atau seperti bau yang dihasilkan ketika hujan
turun dan mengenai permukaan bumi. Hidung manusia
sangat sensitif terhadap geosmin. Beberapa orang tidak
menyukai aroma tanah tersebut sedangkan yang
lainnya menyukai. Daftar Pustaka Andarwulan, N. dan F. Faradilla. 2012, Pewarna Alami
Untuk Pangan. Seafast Center. Institut Pertanian
Bogor. Bogor. Tingkat Kemanisan g
Berdasarkan hasil penelitian yang dilakukan
tersebut didapatkan hasil bahwa kontrol mempunyai
nilai 2,00 yang berarti memiliki kriteria tidak manis. Begitu pula dengan tingkat kemanisan yoghurt dengan
penambahan ekstrak bit 1% dan 2% yang mempunyai
nilai masing-masing sebesar 2,04 dan 2,20 dengan
kriteria tidak manis. Sedangkan hasil yang berbeda
ditunjukkan oleh yoghurt dengan penambahan ekstrak
bit 3% dan 4% yaitu dengan nilai 2,96 dan 2,92 dengan
kriteria tidak manis sampai agak manis. Hal tersebut
mengindikasikan bahwa penambahan ekstrak bit dapat
menambah rasa manis pada yoghurt. Kandungan gula
dalam bit diduga bertanggung jawab terhadap hal
tersebut
yang
mempengaruhi
penilaian
panelis
terhadap tingkat kemanisan. Hal ini sesuai dengan
Andarwulan dan Faradilla (2012) bahwa tanaman bit
dibudidayakan terutama untuk produksi gula karena
umbi bit mengandung gula sukrosa dalam kadar yang
tinggi, sehingga digunakan sebagai pemanis. Sesuai
dengan
hasil
penelitian
kadar
gula
dalam
bit
mengandung sekitar 6%. Menurut Drake et al. (2001)
menyatakan bahwa rasa gula yang manis memiliki efek
yang besar dengan penilaian konsumen terhadap rasa
yoghurt. AOAC. 1995. Official Methods of Analisys Chemist. Vol. 1A. AOAC Inc., Washington. Astawan, M. 2008. Sehat dengan Hidangan Hewani. Penebar Swadaya. SNI 01-3546. 2004. TSS Gravimetri. Standar Nasional
Indonesia. Jakarta. Belitz, H. D., W. Grosch., dan P. Schieberle. 2009. Food chemistry. Berlin, Germany: Springer
Verlag. Drake, M. A., P. D. Gerard, and Q. Chen. 2001. Effects
of sweetener, sweetener concentration, and fruit
flavor on sensory properties of soy fortified
yogurt. Journal of Sensory Studies. 16 (4): 393 -
405. Fardiaz, S. 2003. Mikrobiologi Pangan. Gramedia
Pustaka Utama. Jakarta. Gahruie, H. H., M. H. Eskandaria., G. Mesbah., and M. A. Hanifpour. 2015. Scientific and technical
aspects of yogurt fortification: a review. Food
Science and Human Wellness. 4: 1-8. Harjiyanti, M. D., Y. B. Pramono dan S. Mulyani. 2013. Total asam, viskositas, dan kesukaan pada
yoghurt
drink
dengan
sari
buah
manga
(Mangifera indica) sebagai perisa alami. J. Apl. Teknologi Pangan. 2 (2): 104-107. Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
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©Indonesian Food Technologists http://dx.doi 93 Jurnal Aplikasi Teknologi Pangan 5 (3) 2016
©Indonesian Food Technologists http://dx.doi.org/10.17728/jatp.181 Soy-yoghurt with Different Colours and Fruit
Flavours. American Journal of Food Technology. 2: 273-280. Icier, F., G. T. Gunduz., B. Yilmaz dan Z. Memeli. 2015. Changes on some quality characteristics of
fermented soy milk beverage with added apple
juice. J. Food Sciend and Technology. 63: 57-64. Patrick, T. C., V. D. Tingkat Kemanisan Bogaard, P. Hols, O. P. Kuipers, M. Kleerebezem, W. M. de Vos. 2004. Sugar
utilization and conservation of the gal-lac gene
cluster in S. thermophilus. Systematic and
Applied Microbiology. 27 (1): 10-17. Kiros, E., E. Seifu., G. Bultosa., and W.K. Solomon. 2016. Effect of carrot juice and stabilizer on the
pHysicochemical and microbiological properties
of yoghurt. J. Food Science and Technology. 69:
191-196. Rahman, A., S. Fardiaz., W. P. Rahaju, Suliantari dan
C. C. Nurwitri. 1992. Bahan
Pengajaran
Teknologi Fermentasi Pusat Antar Universitas
Pangan dan Gizi. Institute Pertanian Bogor. Legowo, A. M., Kusrahayu dan S. Mulyani. 2009. Ilmu
dan Teknologi Susu. Badan Penerbit Universitas
Diponegoro. Semarang. Setyaningsih, D., A. Apriyantono, M. P. Sari. 2010. Analisis Sensori untuk Industri Pangan dan Agro. IPB Press. Bogor. Lu, G., C. G. Edwards., J. K. Fellman., D. S. Mattinson
and J. Navazio. 2003. Biosynthetic origin of
geosmin in red beets (Beta vulgaris L.). J. Agric. Food Chem. 51: 1026-1029. Sintasari, R. A., J. Kusnadi, dan D.W. Ningtyas. 2014. Pengaruh penambahan konsentrasi susu skim
dan sukrosa terhadap karakterisik minuman
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Pathogenic and genomic characterisation of a rabbit sourced Pasteurella multocida serogroup F isolate s4
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© The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Wang et al. BMC Veterinary Research (2022) 18:288
https://doi.org/10.1186/s12917-022-03381-7 Open Access Abstract Background: Pasteurella multocida is one of the most significant pathogens for a number of animals. In rabbits, the
infection is generally associated with the P. multocida serogroups A and D, and the knowledge about the serogroup F
is limited. In the present study, a P. multocida serogroup F isolate designated s4 was recovered from the lungs of rab-
bits died of respiratory disease in Fujian, in the southeast of China. The pathogenicity and genomic features of the s4
were then determined. Results: The serotype and sequence type of s4 were F:L3 and ST12, respectively. The s4 was pathogenic for rabbits,
but it was a low virulent strain comparing to the previously reported highly pathogenic P. multocida serogroup F
strains J-4103, C21724H3km7, P-4218 and HN07. The whole genome of the s4 was then sequenced to understand the
genomic basis for pathogenicity. Particularly, a large-sized fragment of approximate 275 kb in length was truncated
from the chromosome to form a plasmid. Moreover, the in-frame deletion of natC and N-terminal redundance of
gatF would resulted in the production of a mutant L3 outer core structure that was distinct from those of the other P. multocida strains belonging to the lipopolysaccharide genotype L3. We deduced that these features detected in the
genome of s4 might impair the pathogenicity of the bacterium. Conclusions: This study evaluated the pathogenicity and determined the genomic features of the rabbit sourced
P. multocida serogroup F isolate s4, the observations and findings would helpful for the understanding of the patho-
genicity variability and genetic diversity of P. multocida. Keywords: Pasteurella multocida serogroup F, Rabbit, Pathogenicity, Genomic feature in rabbit [1, 2]. P. multocida strains can be classified into
five capsular serogroups or capsular genotypes (A, B, D,
E and F) and further classified into sixteen lipopolysac-
charide (LPS) serotypes (1–16) or eight LPS genotypes
(L1-L8) [3, 4]. P. multocida strains can also be typed by
using the multi-locus sequence typing (MLST) scheme
based on the seven housekeeping genes [5, 6]. Rabbit
pasteurellosis is generally associated with the strains of
capsular serogroups A and D, LPS genotypes L3 and L6,
and MLST sequence types ST10, ST11 and ST12 [7, 8]. However, some reports showed that strain of serogroup
F that predominately circulated in poultry had also been Pathogenic and genomic characterisation
of a rabbit sourced Pasteurella multocida
serogroup F isolate s4 Jinxiang Wang*, Shikun Sun, Yanfeng Chen, Dongjin Chen, Lei Sang and Xiping Xie* Background Pasteurella multocida is recognized as one of the
important pathogens for a wide range of animals. The
infection of P. multocida is often associated with eco-
nomically important diseases, such as fowl cholera in
poultry, haemorrhagic septicaemia in bovine, progres-
sive atrophic rhinitis in swine, and respiratory disease *Correspondence: wjx841227@126.com; xxp702@163.com Institute of Animal Husbandry and Veterinary Medicine, Fujian Academy
of Agricultural Sciences, No. 100 Pudang Road, Xindian Town, Jin’an District,
Fuzhou, Fujian 350013, People’s Republic of China © The Author(s) 2022. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. . Open Access T
d
i
di
i Virulence genes detectionh The virulence genes ptfA, tadD, hgbB, ompA, omph and
oma87 were positive for the 144 isolates, whereas the
virulence genes pfhA, toxA, fur, tbpA, nanB and pmHAS
were negative for the all isolates. The sequence of each
of the virulence genes (ptfA, tadD, hgbB, ompA, omph
and oma87) of the 144 isolates were identical, and the
sequences of these six virulence genes shared highest
identity (ranged from 99.90 to 100%) with the corre-
sponding virulence genes of P. multocida. Taken together, the serotypes, sequence types and the
virulence gene profiles of the 144 isolates were identi-
cal, suggesting that all the isolates were derived from
the same progenitor (Fig. 1). In this study, one of the
isolates named s4 was selected as the representative for
the following animal experiments and whole genome
sequencing. In present study, the s4 was defined by capsular typ-
ing, LPS genotyping, MLST, screened virulence factors,
and evaluated the pathogenicity in rabbits. Moreover, the
whole genome sequence of s4 was determined, and the
whole genome comparison between the s4 and the other
P. multocida serogroup F strains was performed. The aim
of the present study was to evaluate the pathogenicity
and determine the genetic features of the rabbit sourced
P. multocida serogroup F isolate s4. Animal experiments To evaluate the virulence of P. multocida serogroup F
isolate s4 in rabbits, groups of animals were subcutane-
ously or intranasally challenged with 6.0 × 104 colony
forming units (CFU) of the s4. All the eight rabbits in the
subcutaneous inoculation group survived the challenge,
and all of the rabbits showed no clinical signs of disease. The only gross lesion of local subcutaneous abscess at the
inoculation site was observed in the all rabbits from the
subcutaneous inoculation group (Fig. 2A), and the tissue
samples including tracheas, lungs, livers, hearts, spleens,
kidneys and blood of the all rabbits from the subcutane-
ous inoculation group were negative for P. multocida. One rabbit in the intranasal inoculation group developed
distinct clinical signs of cough and nasal discharge on
6 days post challenge (Fig. 2B), and the rabbit was caught . Open Access T
d
i
di
ib Wang et al. BMC Veterinary Research (2022) 18:288 Page 2 of 12 Page 2 of 12 detected in rabbits, and the bacterium was highly patho-
genic for rabbits [9–12]. 1 mm in diameter. Three colonies from each lung sam-
ple were randomly picked up. The sequences of the 16S
rRNA genes of the 144 isolates recovered from the 48
lung samples were identical and shared the highest iden-
tity (range from 99.90 to 100%) with that of P. multocida. The PCR assays for capsular and LPS typing of the iso-
lates yielded segments of approximate 850 bp and 470 bp
in length, and the sequences of the two segments were
100% identical with the fcbD and gatF of P. multocida,
respectively. The results indicated that the 144 isolates
were P. multocida serotype F:L3. Rabbit farming is popular in Fujian, in the southeast
of China [8, 13]. The number of rabbits farmed and the
amount of rabbit meat yielded in Fujian were about 10.67
million and 16.2 thousand tons by the end of 2019 (Fujian
Statistical Yearbook, 2020), respectively. Our previous
work showed that P. multocida was widespread in rabbits
in Fujian, but only strains of serogroups A and D were
detected [8]. In July 2020, a respiratory infectious disease
broke out on a local rabbit farm in Fujian, and around 500
rabbits died of the disease during a 30-day period. Clini-
cal signs of cough and nasal discharge were observed in
the diseased rabbits. Gross pathological lesions including
hemorrhagic pneumonia and pulmonary consolidation
were showed in the dead rabbits. Four PCR assays were
used to screen the potential causative agents including
Rabbit hemorrhagic disease virus (RHDV) [14], P. mul-
tocida [3], Bordetella bronchiseptica (B. bronchiseptica)
[15] and Staphylococcus aureus (S. aureus) [16] in the 48
lung samples collected from the dead rabbits. The results
showed that the RHDV, B. bronchiseptica and S. aureus
were negative, but the P. multocida was positive for the
all 48 lung samples and a P. multocida serogroup F iso-
late named s4 was recovered from the all samples. To our
knowledge, the information on the isolation and/or iden-
tification of P. multocida serogroup F strain in the rabbits
in Fujian is limited, and especially, there was no report
concerning the pathogenicity of rabbit sourced P. multo-
cida serogroup F strain isolated from Fujian.i MLSTh The allelic numbers of the 7 housekeeping genes (adk,
aroA, deoD, gdhA, g6pd, mdh and pgi) of the 144 isolates
were identical and assigned as 8–8–5-3-5-7-5, and the
sequence types of the 144 isolates were then defined as
ST12. P. multocida isolation and identificationh aureus (arcC, aroE, glpF,
gmk, pta, tpi and yqiL) were concatenated, and then the neighbour-joining tree was constructed using MEGA 5.0 (1000 of bootstrap replications). The senve MLST genes of the strains were obtained under the accession numbers: P. multocida strains Pm70 (AE004439), HN07 (CP007040),
CIRMBP-0884 (CP020345), CIRMBP-0873 (CP020347), HN06 (CP003313) and CQ2 (CP033599); B. bronchiseptica strains F709 (CP020818) and RB50
(BX470250); S. aereus strains ST59 (CP076823) and V8 (CP079715) Fig. 1 Neighbour-joining tree indicating the position of P. multocida isolate s4 based on the seven MLST genes. The seven MLST genes of P. multocida (adk, aroA, deoD, gdhA, g6pd, mdh and pgi), B. bronchiseptica (adk, fumC, glyA, tyrB, icd, pepA and pgm) and S. aureus (arcC, aroE, glpF,
gmk, pta, tpi and yqiL) were concatenated, and then the neighbour-joining tree was constructed using MEGA 5.0 (1000 of bootstrap replications). The senve MLST genes of the strains were obtained under the accession numbers: P. multocida strains Pm70 (AE004439), HN07 (CP007040),
CIRMBP-0884 (CP020345), CIRMBP-0873 (CP020347), HN06 (CP003313) and CQ2 (CP033599); B. bronchiseptica strains F709 (CP020818) and RB50
(BX470250); S. aereus strains ST59 (CP076823) and V8 (CP079715) Fig. 1 Neighbour-joining tree indicating the position of P. multocida isolate s4 based on the seven MLST genes. The seven MLST genes of P. multocida (adk, aroA, deoD, gdhA, g6pd, mdh and pgi), B. bronchiseptica (adk, fumC, glyA, tyrB, icd, pepA and pgm) and S. aureus (arcC, aroE, glpF,
gmk, pta, tpi and yqiL) were concatenated, and then the neighbour-joining tree was constructed using MEGA 5.0 (1000 of bootstrap replications). The senve MLST genes of the strains were obtained under the accession numbers: P. multocida strains Pm70 (AE004439), HN07 (CP007040),
CIRMBP-0884 (CP020345), CIRMBP-0873 (CP020347), HN06 (CP003313) and CQ2 (CP033599); B. bronchiseptica strains F709 (CP020818) and RB50
(BX470250); S. aereus strains ST59 (CP076823) and V8 (CP079715) Fig. 2 Clinical signs and gross lesions of the rabbits challenged with s4. P. multocida isolation and identificationh The presence of the potential pathogens including RHDV,
P. multocida, B. bronchiseptica and S. aureus in the 48
lung samples collected from the natural infected dead
rabbits were determined by using PCR assays. The results
showed that RHDV, B. bronchiseptica and S. aureus were
negative for the all 48 lung samples, whereas P. multocida
was positive for the all 48 lung samples. All the lung sam-
ples were then subjected to P. multocida isolation. All the 48 lung samples produced identical bacterial
colonies on brain heart infusion (BHI) blood agar plate. The colonies were grey, round, smooth and less than Wang et al. BMC Veterinary Research (2022) 18:288 Page 3 of 12 Fig. 1 Neighbour-joining tree indicating the position of P. multocida isolate s4 based on the seven MLST genes. The seven MLST genes of P. multocida (adk, aroA, deoD, gdhA, g6pd, mdh and pgi), B. bronchiseptica (adk, fumC, glyA, tyrB, icd, pepA and pgm) and S. aureus (arcC, aroE, glpF,
gmk, pta, tpi and yqiL) were concatenated, and then the neighbour-joining tree was constructed using MEGA 5.0 (1000 of bootstrap replications). The senve MLST genes of the strains were obtained under the accession numbers: P. multocida strains Pm70 (AE004439), HN07 (CP007040),
CIRMBP-0884 (CP020345), CIRMBP-0873 (CP020347), HN06 (CP003313) and CQ2 (CP033599); B. bronchiseptica strains F709 (CP020818) and RB50
(BX470250); S. aereus strains ST59 (CP076823) and V8 (CP079715)
Fig. 2 Clinical signs and gross lesions of the rabbits challenged with s4. A Local subcutaneous abscess of the rabbits subcutaneously infected
with 6.0 × 104 CFU of the s4; B Nasal discharge of the rabbit intranasally infected with 6.0 × 104 CFU of the s4; C Matted forepaws of the rabbits
intranasally infected with 6.0 × 104 CFU of the s4; D Hemorrhagic pneumonia of the rabbit intranasally infected with 6.0 × 104 CFU of the s4; E
Pulmonary consolidation and weak hemorrhagic pneumonia of the rabbits intranasally infected with 6.0 × 104 CFU of the s4; F Weak hemorrhagic
pneumonia of the rabbits intranasally infected with 6.0 × 104 CFU of the s4 Fig. 1 Neighbour-joining tree indicating the position of P. multocida isolate s4 based on the seven MLST genes. The seven MLST genes of P. multocida (adk, aroA, deoD, gdhA, g6pd, mdh and pgi), B. bronchiseptica (adk, fumC, glyA, tyrB, icd, pepA and pgm) and S. P. multocida isolation and identificationh The s4 Wang et al. BMC Veterinary Research (2022) 18:288 Page 4 of 12 Fig. 3 Histological lesions in the lungs of the rabbits intranasally infected with 6.0 × 104 CFU of the s4 (hematoxylin-eosin staining, × 400). A
Inflammatory exudates appeared in the bronchiole and alveoli as well as degeneration of the alveolar epithelial cells in the one rabbit with
hemorrhagic pneumonia; B Inflammatory exudates in the bronchiole and alveoli as well as proliferation of alveolar epithelial cells in the two
rabbits with pulmonary consolidation and weak hemorrhagic pneumonia; C Proliferation of alveolar epithelial cells in the five rabbits with weak
hemorrhagic pneumonia; D The lung tissues from the rabbits of negative control group Fig. 3 Histological lesions in the lungs of the rabbits intranasally infected with 6.0 × 104 CFU of the s4 (hematoxylin-eosin staining, × 400). A
Inflammatory exudates appeared in the bronchiole and alveoli as well as degeneration of the alveolar epithelial cells in the one rabbit with
hemorrhagic pneumonia; B Inflammatory exudates in the bronchiole and alveoli as well as proliferation of alveolar epithelial cells in the two
rabbits with pulmonary consolidation and weak hemorrhagic pneumonia; C Proliferation of alveolar epithelial cells in the five rabbits with weak
hemorrhagic pneumonia; D The lung tissues from the rabbits of negative control group and 2 intact prophages were determined (Fig. 4A). The plasmid of s4 was 274,750 bp in length with the
G + C content of 39.62%, in which 302 protein coding
sequences, 7 tRNA genes, 2 GIs and one intact prophage
were determined (Fig. 4B). Interestingly, BLAST analysis
showed that the plasmid of s4 was highly homologous
(up to 85% identity) with the other P. multocida genomes
at nucleotide level (Fig. 5). By blasting against the Com-
prehensive Antibiotic Resistance Database (CARD), two
elfamycin resistance genes and one cephalosporin resist-
ance gene were predicted, and all of the three drug resist-
ance genes were located in the chromosome of s4. shown in lungs of the two rabbits with pulmonary con-
solidation and weak hemorrhagic pneumonia (Fig. 3B),
only proliferation of alveolar epithelial cells was shown
in lungs of the five rabbits with weak hemorrhagic pneu-
monia (Fig. 3C). Interestingly, all the eight rabbits in the
subcutaneous inoculation group and five rabbits in the
intranasal inoculation group were serological positiv-
ity for P. multocida IgG on 15 days post challenge. P. multocida isolation and identificationh Dur-
ing the 15-day experimental period, all the rabbits in the
control group remained P. multocida free, and showed no
clinical signs and gross lesions of disease. P. multocida isolation and identificationh A Local subcutaneous abscess of the rabbits subcutaneously infected
with 6.0 × 104 CFU of the s4; B Nasal discharge of the rabbit intranasally infected with 6.0 × 104 CFU of the s4; C Matted forepaws of the rabbits
intranasally infected with 6.0 × 104 CFU of the s4; D Hemorrhagic pneumonia of the rabbit intranasally infected with 6.0 × 104 CFU of the s4; E
Pulmonary consolidation and weak hemorrhagic pneumonia of the rabbits intranasally infected with 6.0 × 104 CFU of the s4; F Weak hemorrhagic
pneumonia of the rabbits intranasally infected with 6.0 × 104 CFU of the s4 Fig. 2 Clinical signs and gross lesions of the rabbits challenged with s4. A Local subcutaneous abscess of the rabbits subcutaneously infected
with 6.0 × 104 CFU of the s4; B Nasal discharge of the rabbit intranasally infected with 6.0 × 104 CFU of the s4; C Matted forepaws of the rabbits
intranasally infected with 6.0 × 104 CFU of the s4; D Hemorrhagic pneumonia of the rabbit intranasally infected with 6.0 × 104 CFU of the s4; E
Pulmonary consolidation and weak hemorrhagic pneumonia of the rabbits intranasally infected with 6.0 × 104 CFU of the s4; F Weak hemorrhagic
pneumonia of the rabbits intranasally infected with 6.0 × 104 CFU of the s4 was re-isolated from the following tissue samples col-
lected from rabbits in the intranasal inoculation group:
tracheas (n = 8/8), lungs (n = 8/8), livers (n = 8/8),
hearts (n = 0/8), spleens (n = 0/8), kidneys (n = 0/8) and
blood (n = 0/8). Histologically, inflammatory exudates
appeared in the bronchiole and alveoli as well as degener-
ation of the alveolar epithelial cells were observed in the
lung of the rabbit with hemorrhagic pneumonia (Fig. 3A),
inflammatory exudates in the bronchiole and alveoli
as well as proliferation of alveolar epithelial cells were up in the endpoint on 15 days post challenge because of
inability to access feed and water. However, the only clini-
cal sign of matted forepaws was showed in the remain-
ing 7 rabbits in the intranasal inoculation group (Fig. 2C),
and the seven rabbits survived the challenge. Gross
lesions including hemorrhagic pneumonia (one rabbit)
(Fig. 2D), pulmonary consolidation and weak hemor-
rhagic pneumonia (two rabbits) (Fig. 2E), and weak hem-
orrhagic pneumonia (five rabbits) (Fig. 2F) were observed
in the rabbits in the intranasal inoculation group. Genome sequencing and comparative analysish Phylogenetic analysis showed that the s4 was closely
related to the well- characterized avian sourced P. multo-
cida serogroup F strain Pm70 (Fig. 1) [17]. Therefore, the
genome of s4 was compared with that of Pm70. By com-
paring with the genome of Pm70, gene rearrangement,
gain and loss were observed in that of s4. Especially, three
large regions (R) of specific sequences were found in the
genome of s4 (Fig. 6). Two regions (R1 and R2) located
in the chromosome and were approximately 31.9 kb and
37.0 kb in length, respectively. The third region (R3)
located in the plasmid and was approximately 42.3 kb
in length. Interestingly, all of the three regions located The complete genome of the s4 was approximately 2.06
Mbp in length, which is 201,495 bp smaller than that of
avian sourced P. multocida serogroup F strain Pm70
[17]. Interestingly, the complete genome of s4 consisted
of a chromosome and a plasmid. The complete genome
of the s4 has been deposited to the NCBI GenBank data-
base under the accession numbers of CP084165 (chro-
mosome) and CP084164 (plasmid). The chromosome
of s4 was 1,781,242 bp in length with the G + C content
of 40.42%, in which 1619 protein coding sequences, 45
tRNA genes, 19 rRNA genes, 3 Genomic islands (GIs) Wang et al. BMC Veterinary Research (2022) 18:288 Page 5 of 12 Fig. 4 Circular maps of the s4 genome generated by using DNAPlotter. A The chromosome of s4; B The plasmid of s4. From the outside to the
inside, circle 1 (black): DNA base position; circle 2 (cyan-blue): protein-coding regions in forward strand; circle 3 (cyan-blue): protein-coding regions
in reverse strand; circle 4 (red): tRNA genes; circle 5 (blue): rRNA genes; circle 6 (green): genomic islands; circle 7 (purple): prophages; the two
innermost circles represent the G + C content and GC skew, respectively Fig. 4 Circular maps of the s4 genome generated by using DNAPlotter. A The chromosome of s4; B The plasmid of s4. Genome sequencing and comparative analysish From the outside to the
inside, circle 1 (black): DNA base position; circle 2 (cyan-blue): protein-coding regions in forward strand; circle 3 (cyan-blue): protein-coding regions
in reverse strand; circle 4 (red): tRNA genes; circle 5 (blue): rRNA genes; circle 6 (green): genomic islands; circle 7 (purple): prophages; the two
innermost circles represent the G + C content and GC skew, respectively (in positions 559–741) was observed in the natC of s4,
which resulted in a deletion of 61 amino acids (in posi-
tions 183–243) of the glycosyltransferase NatC of s4
by comparison with that of Pm70 (Fig. 8). Additionally,
the gatF of s4 possessed a 210-bp nucleotide sequence
redundance at the N-terminal by comparison with that of
Pm70 (Fig. 8). in the intact phage regions that were determined in s4
genome by using PHAST [18]. Additionally, one unique
gene (LCY73_01710) encoding the TonB-dependent
receptor was identified in the genome of s4 but absent in
that of Pm70. The entire cap locus of s4 were compared with those
of Pm70 (capsular type F), HN07 (capsular type F),
CIRMBP-0873 (capsular type F), CIRMBP-0884 (capsu-
lar type F), CQ2 (capsular type A) and HN06 (capsular
type D). The result showed that the entire cap locus of s4
was highly matched with those of capsular type F strains
(Pm70, HN07, CIRMBP-0873 and CIRMBP-0884), and
the entire cap locus of s4 was closely matched with that
of capsular type A strain (CQ2) but was distinct from
that of capsular type D strain (HN06) (Fig. 7). Discussion From the outside to the inside, circle 1 (black): positions of capsule locus and LPS outer core locus; circle 2 (gray): plasmid of s4; circle 3 (gray):
chromosome of s4; circle 4 (yellow): plasmid of CIRMBP-0884; circle 5 (yellow): chromosome of CIRMBP-0884; circle 6 (green): CQ2; circle 7 (purple)
HN06; circle 8 (orange): CIRMBP-0873; circle 9 (blue): HN07; circle 10 (red): Pm70; circles 11 and 12 represent the G + C content and GC skew,
respectively; the innermost circle represents DNA base position Fig. 5 Comparation between the genome of s4 and those of CIRMBP-0884, HN06, CQ2, CIRMBP-0873, HN07 and Pm70 at nucleotide level. From the outside to the inside, circle 1 (black): positions of capsule locus and LPS outer core locus; circle 2 (gray): plasmid of s4; circle 3 (gray):
chromosome of s4; circle 4 (yellow): plasmid of CIRMBP-0884; circle 5 (yellow): chromosome of CIRMBP-0884; circle 6 (green): CQ2; circle 7 (purple):
HN06; circle 8 (orange): CIRMBP-0873; circle 9 (blue): HN07; circle 10 (red): Pm70; circles 11 and 12 represent the G + C content and GC skew,
respectively; the innermost circle represents DNA base position the pathogenicity of a rabbit sourced P. multocida sero-
group F isolate s4 was evaluated and the whole genome
of the isolate was sequenced, which would helpful for the
understanding of the pathogenitity of rabbit sourced P. multocida serogroup F. rabbit without prior adaption [23, 24]. The results sug-
gested that the variation in virulence among P. multo-
cida serogroup F strains, and the s4 was a low virulent
strain by comparison with the J-4103, C21724H3km7,
P-4218 and HN07. Additionally, it should be alert to the
potential transmission of P. multocida serogroup F from
chicken, turkey and pig into rabbit, which might cause
high mortality and subsequent huge economic loss to
rabbit farming. Unexpectedly, the inoculation of s4 did not cause death
and result in severe gross lesions in most of the chal-
lenged rabbits. The results were in contradict with the
previous study, in which the inoculation of rabbit sourced
P. multocida serogroup F isolate J-4103 caused high mor-
tality and resulted in severe pathological lesions in most
of the challenged rabbits (acute septicemic syndrome
and extensive hemorrhage in subcutis in subcutaneously
challenged rabbits, and fibrinopurulent pleuropneumo-
nia and extensive hemorrhagic pneumonia in intrana-
sally challenged rabbits) [12]. Moreover, P. Discussion P. multocida serogroup F was first isolated from turkeys
in the USA in 1987 [19], and since then it has been mainly
associated with the infections in avian hosts [20–22]. P. multocida is one of the important pathogens results
in morbidity and mortality in rabbits, whereas only the
serogroups A and D had been previously recognized as
the causative agents of rabbit pasteurellosis [7, 12]. It
was not until 2008 that the pathogenicity of P. multocida
serogroup F for rabbit was documented [12]. Since then,
the presence of P. multocida serogroup F has been iden-
tified in the important rabbit farming areas worldwide
[9–11]. However, the knowledge about the pathogenicity
and genetic characteristics of the rabbit sourced P. mul-
tocida serogroup F is still limited. In the present study, The LPS outer core biosynthetic genes of s4 were
compared with that of Pm70. All of the LPS outer core
biosynthetic genes of Pm70 were located in the chro-
mosome, whereas these genes were located in the plas-
mid of s4. With the exception of natC and gatF, the LPS
outer core biosynthetic genes of s4 including gatG, natB,
gctC and hptE were highly matched with those of Pm70. Interestingly, an in-frame deletion of 183-bp nucleotide Wang et al. BMC Veterinary Research (2022) 18:288 Page 6 of 12 Fig. 5 Comparation between the genome of s4 and those of CIRMBP-0884, HN06, CQ2, CIRMBP-0873, HN07 and Pm70 at nucleotide level. From the outside to the inside, circle 1 (black): positions of capsule locus and LPS outer core locus; circle 2 (gray): plasmid of s4; circle 3 (gray):
chromosome of s4; circle 4 (yellow): plasmid of CIRMBP-0884; circle 5 (yellow): chromosome of CIRMBP-0884; circle 6 (green): CQ2; circle 7 (purple):
HN06; circle 8 (orange): CIRMBP-0873; circle 9 (blue): HN07; circle 10 (red): Pm70; circles 11 and 12 represent the G + C content and GC skew,
respectively; the innermost circle represents DNA base position Fig. 5 Comparation between the genome of s4 and those of CIRMBP-0884, HN06, CQ2, CIRMBP-0873, HN07 and Pm70 at nucleotide level. Discussion multocida
serogroup F isolates from chicken (C21724H3km7), tur-
key (P-4218) and pig (HN07) were also highly virulent to P. multocida possesses a number of virulence genes,
which contributes to the fitness and pathogenicity of the
pathogen [1]. The s4 carried a panel of virulence genes
including ptfA, tadD, hgbB, ompA, omph and oma87. The
ptfA, tadD, ompA, omph and oma87 encode the proteins
that are associated with P. multocida virulence because of
their roles in the attachment and colonization of host [25,
26]. The hgbB encodes an outer membrane protein, which
is involved in iron acquisition [25]. Interestingly, the P. Wang et al. BMC Veterinary Research (2022) 18:288 Page 7 of 12 Fig. 6 Colinear analyses between the genomes of s4 and Pm70. s4-Chr and s4-P represent the chromosome and plasmid of s4, respectively. Rectangle of the same colour indicates the similar local colinear block of the s4 and Pm70. R1, R2 and R3 indicate the three large regions of specific
sequences in the genome of s4 but not in that of Pm70 Fig. 6 Colinear analyses between the genomes of s4 and Pm70. s4-Chr and s4-P represent the chromosome and plasmid of s4, respectively. Rectangle of the same colour indicates the similar local colinear block of the s4 and Pm70. R1, R2 and R3 indicate the three large regions of specific
sequences in the genome of s4 but not in that of Pm70 Additionally, the plasmids of the rabbit sourced P. mul-
tocida serogroup F strains s4 and CIRMBP-0884 were
highly identical (up to 85% indentity) to the other P. multocida genomes at nucleotide level. Therefore, it was
deduced that the sequences of the plasmids of s4 and
CIRMBP-0884 might derive from their own genomes. Interestingly, only a small number of P. multocida strains
possess plasmids according to the P. multocida genomes
deposited in the NCBI genome database. The plasmids
of P. multocida strains often carry antibiotic resistance
genes and mobilization genes [28], and plasmids of some
P. multocida strains carry the toxA gene encoding the
dermonecrotic toxin [28]. Unexpectedly, the antibiotic
resistance genes, mobilization genes and toxin gene were
not determined in the plasmid of s4. multocida serogroup D isolates carrying the hgbB were
significantly associated with the clinical presentation
of respiratory disease in rabbits [9]. Additionally, com-
parative genomic analyses between s4 and Pm70 identi-
fied a unique gene in s4 but absent in Pm70. Discussion The unique
gene (LCY73_01710) encoded TonB-dependent receptor
that is essential for transport of organic iron chelators
(siderophores) into the periplasm to establish commen-
sal and pathogenic relationships with the hosts [27]. In Pm70, more than 2.5% of the genome was devoted
to genes encoding proteins involved in iron uptake and
acquisition, suggesting that iron uptake and acquisition
is important for P. multocida survival and pathogenesis
[17]. Taken together, the presence of these genes might
contribute to the pathogenicity of the s4. LPS is an important virulence determinant of P. mul-
tocida [29]. The LPS of the s4 belongs to the genotype of
L3. It was showed that P. multocida strains belonging to
the LPS genotype L3 might be highly virulent because
these strains were the most common causative agents of
fowl cholera [4, 29]. The L3 outer core structure is similar
to the self-antigen of host, which facilitates the bacteria
evading the host innate immune system [29]. The in-
frame deletion of natC and the N-terminal redundance
of gatF would result in the production of a mutant L3
outer core structure, which might contribute to the low
pathogenicity of s4. Interestingly, the genetic diversi-
ties of natC and gatF from P. multocida serogroup F:L3 The complete genome of s4 was sequenced and then
the comparative genomic analyses were performed to
better understand the genetic basis for the pathogenic-
ity of s4. The genome of s4 shared a high level of DNA
identity to that of Pm70. However, the genome of s4 was
smaller (approximate 200 kb) than that of Pm70, which
might result in the loss of a number of functional genes
and subsequently impaired the pathogenicity of the s4. Interestingly, the s4 possessed a plasmid of approxi-
mate 275 kb in length, and the sequence of the plasmid
shared a high level of DNA identity (up to 90% identity)
to the plasmid (approximate 325 kb in length) of rabbit
sourced P. multocida serogroup F strain CIRMBP-0884. Wang et al. BMC Veterinary Research (2022) 18:288 Page 8 of 12 Fig. 7 Comparative analyses of the entire cap locus between the s4 and other P. multocida strains. The entire cap locus of the s4 were compared
with those of Pm70 (capsular type F), HN07 (capsular type F), CIRMBP-0873 (capsular type F), CIRMBP-0884 (capsular type F), CQ2 (capsular type A)
and HN06 (capsular type D). Discussion The color code represents the BLASTn identity Fig. 7 Comparative analyses of the entire cap locus between the s4 and other P. multocida strains. The entire cap locus of the s4 were compared
with those of Pm70 (capsular type F), HN07 (capsular type F), CIRMBP-0873 (capsular type F), CIRMBP-0884 (capsular type F), CQ2 (capsular type A)
and HN06 (capsular type D). The color code represents the BLASTn identity Fig. 7 Comparative analyses of the entire cap locus between the s4 and other P. multocida strains. The entire cap locus of the s4 were compared
with those of Pm70 (capsular type F), HN07 (capsular type F), CIRMBP-0873 (capsular type F), CIRMBP-0884 (capsular type F), CQ2 (capsular type A)
and HN06 (capsular type D). The color code represents the BLASTn identity strains of CIRMBP-0873, CIRMBP-0884 and HN07 were
also detected (Fig. 8) [30]. Taken together, the effects of
the polymorphism in the LPS outer core genes natC and
gatF on the pathogenicity of P. multocida would be worth
eliciting in the further work. features would provide a new genome for the P. multo-
cida genome database. Particularly, the identification of
natural truncation of large-sized sequence from genome
to form a plasmid, and the in-frame deletion and N-ter-
minal redundance of the LPS outer core assembly genes
would helpful for understanding the genetic diversity of
P. multocida. Conclusion In the present study, the pathogenic and genetic char-
acteristics of a rabbit sourced P. multocida serogroup
F isolate s4 were determined. This study revealed that
the s4 was low pathogenicity for rabbits by comparison
with the previously reported highly virulent P. multo-
cida serogroup F isolates J-4103, C21724H3km7, P-4218
and HN07, which was helpful for the awareness of the
pathogenicity variation among P. multocida serogroup
F isolates. Besides, the complete genome of the s4 was
sequenced. The obtaining of its genomic sequence and P. multocida isolation and identification One hundred microliter of the lung suspension was
spread on the BHI agar plate containing 5% defibrinated
sheep blood and incubated at 37 °C for 24 to 48 h. Three
isolates from each plate were randomly picked up and
each isolate was inoculated in 5 mL of BHI containing Sample collection and detection of potential pathogen A total of 48 lung samples were collected from the natu-
rally infected dead rabbits. Each lung sample was placed
in a sterile tube, kept on ice and delivered to our lab for
examination within 24 h. Each lung sample was homog-
enized to make a 50% suspension in sterile normal saline. For the detection of RHDV, the suspension was cen-
trifuged at 1500×g for 15 min at 4 °C, and two hundred Wang et al. BMC Veterinary Research (2022) 18:288 Page 9 of 12 Fig. 8 Comparative analyses of the LPS outer core locus of s4. The genes required for the assembly of the LPS outer core of s4 were compared
with those of CIRMBP-0873 (LPS genotype L3), CIRMBP-0884 (LPS genotype L3) and Pm70 (LPS genotype L3). The color code represents the BLASTn
identity Fig. 8 Comparative analyses of the LPS outer core locus of s4. The genes required for the assembly of the LPS outer core of s4 were compared
with those of CIRMBP-0873 (LPS genotype L3), CIRMBP-0884 (LPS genotype L3) and Pm70 (LPS genotype L3). The color code represents the BLASTn
identity nalyses of the LPS outer core locus of s4. The genes required for the assembly of the LPS outer core of s4 were compared
0873 (LPS genotype L3), CIRMBP-0884 (LPS genotype L3) and Pm70 (LPS genotype L3). The color code represents the BLASTn Fig. 8 Comparative analyses of the LPS outer core locus of s4. The genes required for the assembly of the LPS outer core of s4 were compared
with those of CIRMBP-0873 (LPS genotype L3), CIRMBP-0884 (LPS genotype L3) and Pm70 (LPS genotype L3). The color code represents the BLASTn
identity 2% bovine serum. Then, the isolates were shaken at the
conditions of 180 rpm and 37 °C for 24 h. To confirm the
identities of the isolates, the 16S rRNA genes of the iso-
lates were amplified and sequenced [31], and the capsu-
lar types and LPS genotypes of the isolates were defined
using the PCR assays described by Townsend et al. [3]
and Harper et al. [4], respectively. microliter of the supernatant was collected and used for
viral RNA extraction using the EasyPure Viral DNA/RNA
kit (TransGen Biotech, Beijing, China). The extracted
viral RNA was reverse-transcribed to complementary
DNA (cDNA) using the EasyScript Reverse Transciptase
(TransGen Biotech, Beijing, China) by using the Oligo-
dT18 as the primer. Sample collection and detection of potential pathogen The synthetic cDNA was used as the
genomic template to screen the presence of the RHDV
in the lung samples by using the PCR assay described by
Schwensow et al. [14]. For the detection of P. multocida,
B. bronchiseptica and S. aureus, one hundred micro-
liter of lung suspension was centrifuged at 5000×g for
10 min at room temperature, and the pellet was used for
bacterial DNA extraction using the EasyPure Bacteria
Genomic DNA kit (TransGen Biotech, Beijing, China). The extracted DNA was used as the genomic template to
screen the presence of the P. multocida, B. bronchiseptica
and S. aureus in the lung samples by using the PCR assays
described by Townsend et al. [3], Wang et al. [15] and
Brakstad et al. [16], respectively. MLSTh The MLST analyses of the isolates were conducted using
the Multi-host MLST scheme described in the PubMLST
(https://pubmlst.org/pmultocida/). The genomic DNA of
the isolates were prepared using the EasyPure Bacteria
Genomic DNA kit (TransGen Biotech, Beijing, China),
and the seven housekeeping genes including adk, aroA,
deoD, gdhA, g6pd, mdh and pgi of each isolate were
amplified from the genomic DNA of the isolates. The
expected PCR products were purified and subjected to
sequence. The allelic profile of each isolate was defined
by comparing the sequences of the 7 housekeeping genes
of each isolate to the corresponding known sequences in
the PubMLST database. The sequence type of each iso-
late was then defined by submitting the allelic profile to
the PubMLST database. Genome sequencing and comparative analysis The whole genome of the isolate was sequenced using
PacBio system (Pacific Biosciences, USA) at Shanghai
Majorbio Bio-Pharm Technology Co., Ltd. (Shang-
hai, China). The PacBio system generated 244,686
total reads and 1,833,208,095 total bases, with the
average reads length of 7492.08 bases and the aver-
age genome coverage of 891-fold. The raw reads were
analyzed on the Majorbio Cloud Platform (www.major
bio.com), and then the complete genome of the iso-
late was de novo assembled. The complete genome of
the isolate was annotated using the NCBI Prokary-
otic Genome Annotation Pipeline. Genomic island
and prophage were determined using IslandViewer 4
[32] and PHAST [18], respectively. Drug resistance
genes were determined by comparing the sequence
of the isolate against the comprehensive antibiotic
resistance
database
(CARD)
(https://card.mcmas
ter.ca/). The circular genome map of the isolate was
plotted using DNAPlotter (version 17.0.1) [33]. The
complete genomes of the P. multocida strains CQ2
(capsular serogroup A), HN06 (capsular serogroup
D), Pm70 (capsular serogroup F), HN07 (capsular
serogroup F), CIRMBP-0873 (capsular serogroup
F) and CIRMBP-0884 (capsular serogroup F) were
freely obtained from NCBI database under the acces-
sion numbers of CP033599, CP003313, AE004439,
CP007040, CP020347 and CP020345, respectively. The whole genome comparison between the isolate
and these strains was performed by using progressive-
Mauve alignment procedure on Mauve (version 2.4.0)
[34], BLAST (version 2.4.0) [35], BRIG (version 0.95-
dist) [36] and Easyfig (version 2.2.5) [37]. Animal experiments Twenty-four 30-day-old rabbits obtained from a local
rabbit farm were randomly divided into three groups
(subcutaneous inoculation group, intranasal inocula-
tion group and negative control group) of eight rabbits
each (four males and four females). Each group was
placed in a separate room, and two rabbits (one male
and one female) from the same group were kept in a
cage. Before infection, nasal, conjunctival and rectal
swabs as well as whole blood were collected for bacte-
riological detection to ensure P. multocida-free status
of the rabbits [12]. The sera of the rabbits were also
tested for the presence of P. multocida IgG as described
by Jaglic et al. [12]. Rabbits in groups of subcutaneous inoculation group
and intranasal inoculation group were subcutaneously
and intranasally inoculated with 6.0 × 104 CFU of the
isolate suspended in 100 μL of sterile normal saline,
respectively. Rabbits in the negative control group
were intranasally inoculated with 100 μL of sterile nor-
mal saline. The challenge does and routs were selected
as described by Jaglic et al. [12, 23]. The clinical signs
including cough, nasal discharge and dyspnea were
monitored twice daily for 15 days for the all rabbits. At the end of the experiment, the gross lesions of the
all rabbits were examined and tissue samples includ-
ing tracheas, lungs, livers, hearts, spleens, kidneys and
whole blood of all rabbits were collected for bacterio-
logical examination, and the sera was used for sero-
logical examination as described by Jaglic et al. [12]. Lung samples from the rabbits of intranasal inoculation
group were histologically examined using hematoxylin-
eosin staining. Virulence genes detectionh The genomic DNA of the isolates were prepared using
the EasyPure Bacteria Genomic DNA kit (TransGen Wang et al. BMC Veterinary Research (2022) 18:288 Wang et al. BMC Veterinary Research (2022) 18:288 Page 10 of 12 also sacrificed under ketamine narcosis to minimize
sufferings. Biotech, Beijing, China) and were screened for the pres-
ence of twelve virulence genes including adhesion related
proteins (ptfA, tadD and pfhA), dermonecrotoxin (toxA),
iron binding proteins (fur, tbpA and hgbB), sialidases
(nanB), hyaluronidase (pmHAS) and outer membrane
proteins (ompA, ompH and oma87). Primers used for
ptfA, tadD, pfhA, toxA, fur, nanB, pmHAS, ompA, ompH
and oma87 were described by Tang et al. [26]. Primers
used for tbpA and hgbB were described by Ewers et al. [25]. The expected PCR products were purified and
sequenced, and the identities of these products were con-
firmed by comparing the sequences against the NCBI
GenBank database. Abbreviations
l
d P. multocida: Pasteurella multocida; RHDV: Rabbit hemorrhagic disease virus; B. bronchiseptica: Bordetella bronchiseptica; S. aureus: Staphylococcus aureus; PCR:
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bp: base pair; CARD: Comprehensive Antibiotic Resistance Database; MLST:
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Collaborative Innovation Project of Fujian Academy of Agricultural Sciences
(XTCXGC2021008) and National Rabbit Industry Technology System of
People’s Republic of China (CARS-43-G-5). The funders had no role in the study
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The online version contains supplementary material available at https://doi.
org/10.1186/s12917-022-03381-7. Additional file 1: Table 1. The GIs in the genome of s4. Additional file 2: Table 2. The prophages in the genome of s4. Additional file 3. The sequence of the unique gene (LCY73_01710)
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https://europepmc.org/articles/pmc8525183?pdf=render
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English
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The biology of seed discrimination and its role in shaping the foraging ecology of carabids: A review
|
Ecology and evolution
| 2,021
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cc-by
| 19,413
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Received: 11 March 2021 | Revised: 23 June 2021 | Accepted: 25 June 2021 Received: 11 March 2021 | Revised: 23 June 2021 | Accepted: 25 June 2021 Received: 11 March 2021 | Revised: 23 June 2021 | Accepted: 25 June 2021
DOI: 10.1002/ece3.7898 Abstract p
g
Agriculture and Bioresources, University of
Saskatchewan, Saskatoon, SK, Canada
Correspondence
Christian J. Willenborg, Department of
Plant Sciences, University of Saskatchewan,
Saskatoon, SK S7N 5A8, Canada. Email: chris.willenborg@usask.ca
Funding information
Natural Sciences and Engineering Research
Council of Canada The biology of seed discrimination and its role in shaping the
foraging ecology of carabids: A review Khaldoun A. Ali
| Christian J. Willenborg Plant Sciences Department, College of
Agriculture and Bioresources, University of
Saskatchewan, Saskatoon, SK, Canada Plant Sciences Department, College of
Agriculture and Bioresources, University of
Saskatchewan, Saskatoon, SK, Canada Abstract
Species of carabid (ground) beetles are among the most important postdispersal
weed seed predators in temperate arable lands. Field studies have shown that car-
abid beetles can remove upwards of 65%–90% of specific weed seeds shed in ar-
able fields each year. Such data do not explain how and why carabid predators go
after weed seeds, however. It remains to be proven that weed seed predation by
carabids is a genuine ecological interaction driven by certain ecological factors or
functional traits that determine interaction strength and power predation dynam-
ics, bringing about therefore a natural regulation of weed populations. Along these
lines, this review ties together the lines of evidence around weed seed predation by
carabid predators. Chemoperception rather than vision seems to be the primary sen-
sory mechanism guiding seed detection and seed selection decisions in carabid weed
seed predators. Selection of weed seeds by carabid seed predators appears directed
rather than random. Yet, the nature of the chemical cues mediating detection of dif-
ferent seed species and identification of the suitable seed type among them remains
unknown. Selection of certain types of weed seeds cannot be predicted based on
seed chemistry per se in all cases, however. Rather, seed selection decisions are ruled
by sophisticated behavioral mechanisms comprising the assessment of both chemical
and physical characteristics of the seed. The ultimate selection of certain weed seed
types is determined by how the chemical and physical properties of the seed match
with the functional traits of the predator in terms of seed handling ability. Seed den-
sity, in addition to chemical and physical seed traits, is also an important factor that
is likely to shape seed selection decisions in carabid weed seed predators. Carabid
responses to seed density are rather complex as they are influenced not only by seed
numbers but also by trait-based suitability ranks of the different seed types available
in the environment. 2 | WEED SEED CONSUMPTION BY
CARABID PREDATORS Carabid beetles, generally speaking, function as epigaeic polypha-
gous predators in agroecosystems (Lovei & Sunderland, 1996). Adults
of carabid species can show diurnal or nocturnal activities depending
on their habitat and are voracious predators able to consume close
to their body weight of food each day (Kromp, 1999; Tuf et al., 2012). Predatory carabids prey upon a wide array of agricultural pests in-
cluding aphids, dipteran eggs and midges, lepidopteran caterpil-
lars, springtails, earthworms, and slugs (Clark et al., 1994; Floate
et al., 1990; Kromp, 1999; Suenaga & Hamamura, 1998). In addition,
numerous species of carabid predators are known to feed on seeds
of weed species after seed shed (Carbonne et al., 2020; Kulkarni
et al., 2015a; Lundgren, Ellsbury, & Prischmann, 2009). Some species
of Harpalus sp. and Amara sp. can even attack weed seeds on the
mother plant prior to seed shed (Sasakawa, 2010a). Data from field
studies have shown that carabid beetles in some cases are respon-
sible for removing between 65%–90% of certain weed seeds from
arable fields each year (see Table 1 for a summary of selected studies
documenting postdispersal removal rates of weed seeds by carabid
beetles and other invertebrate groups). Overall, the literature pro-
motes carabid beetles as effective natural agents capable of destroy-
ing large numbers of weed seeds in arable fields (Bohan et al., 2011). Such elevated seed mortality pressures imposed by carabid weed
seed predators are likely to bring about considerable disruption in
abundance, distribution, and demography of weed communities in
arable fields (Jeanzen, 1971; Jermy, 1984; Davis et al., 2011). Postdispersal weed seed predation, on the other hand, is car-
ried out by a wide range of seed predators that span both verte-
brate and invertebrate taxa (Moles et al., 2003a; Moles et al., 2003b;
White et al., 2007). By and large, arable fields harbor rich faunae of
invertebrates that exhibit postdispersal weed seed-feeding habits
(Lundgren, Ellsbury, & Prischmann, 2009). Species of ground (cara-
bid) beetles (Carabidae: Coleoptera), crickets (Gryllidae: Orthoptera),
ants (Formicidae: Hymenoptera), and slugs (Gastropoda: Mollusca) are
usually among the main postdispersal weed seed predators in agri-
cultural fields of temperate regions (Lundgren & Harwood, 2012; van
der Laat et al., 2015). Slugs remain the least studied group, but evi-
dence from field and laboratory studies suggests that contributions of
slugs to postdispersal weed seed predation are likely minor (Cardina
et al., 1996; Dudenhoffer et al., 2016). 1 | INTRODUCTION (Torra et al., 2016; Westerman et al., 2012). The impactful weed seed
removal activities of harvester ants remain limited to warm and dry
regions of the temperate climates, however, as other competing grani-
vores such as carabid beetles are not highly active in such regions
(Evans & Gleeson, 2016). This leaves carabid beetles and crickets as
the two dominant invertebrate postdispersal seed predatory groups
in warm and wet regions of temperate climates (Carmona et al., 1999;
Lundgren et al., 2013). The role of crickets as postdispersal weed seed
predators of annual weeds is well documented, but they are difficult to
trap and not widely studied (Lundgren, Ellsbury, & Prischmann, 2009;
White et al., 2007). By contrast, carabid species are widely distrib-
uted, easy to trap, and show high species richness in arable fields
(Gaines & Gratton, 2010; Irmler, 2003). Therefore, carabid weed seed
predators will be the main species of focus in this review. 1 Predation is one of the fates many weed seeds succumb to either on
the mother plant or after seed dispersal (Crawley, 2000). Predispersal
seed predation, generally speaking, is largely carried out by specialist
species usually belonging to insect orders of Diptera, Lepidoptera,
Hymenoptera, and Coleoptera (Kolb et al., 2007). The magnitude
of predispersal seed predation pressure and how effective it might
be in bio-regulating weed populations remain difficult to generalize. Some studies, for instance, have shown that predispersal weed seed
predation could significantly depress seedling recruitment of some
shrubs and perennials (Anderson, 1988; Moles et al., 2003; Moles
et al., 2003). Likewise, studies on annual weeds revealed that lar-
vae of the specialized micro-lepidopterans Coleophora lineapuvella
(Chambers) and Scrobipalpa atriplicella (Fischer von Röslerstamm)
could destroy large numbers of the seed heads of Amaranthus retrof-
lexus L. and Chenopodium album L., respectively, in corn and soybean
fields in Eastern Canada (Nurse et al., 2003). However, the seed-
destructive effects of those predispersal predators were sporadic
and remained rather low throughout the season and showed high
variability across locations and years (DeSousa & Swanton, 2003;
Nurse et al., 2003). These findings led the authors to suggest that
predispersal weed seed predation alone is unlikely to bring about
significant suppression of annual weeds in arable fields. By contrast,
the presence of the gall midge Clinodiplosis cilicrus (Kieffer) larvae
in the flower heads of Centaurea cyanus L. 1 | INTRODUCTION in a field study in France
was found to be associated with a four-fold reduction in seed num-
bers, and about 40% drop in seed viability. This suggests C. cilicrus
larvae can potentially depress populations of C. cyanus in the field
(Koprdova et al., 2015). However, the presence of gall midge larvae
was not associated with visible seed damage but rather reduced
ovule fertilization. The effect therefore cannot be attributed to gen-
uine seed predation but to fertilization disruption by consuming re-
sources necessary for successful fertilization or repelling pollinators
(Koprdova et al., 2015). Correspondence Correspondence
Christian J. Willenborg, Department of
Plant Sciences, University of Saskatchewan,
Saskatoon, SK S7N 5A8, Canada. Email: chris.willenborg@usask.ca Correspondence
Christian J. Willenborg, Department of
Plant Sciences, University of Saskatchewan,
Saskatoon, SK S7N 5A8, Canada. Email: chris.willenborg@usask.ca
Funding information
Natural Sciences and Engineering Research
Council of Canada Carabid (ground) beetles, foraging, postdispersal seed predation, seed bank, weed biocontrol,
weed seeds 13702 |
Ecology and Evolution. 2021;11:13702–13722. www.ecolevol.org
This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium,
provided the original work is properly cited. © 2021 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. Ecology and Evolution. 2021;11:13702–13722. ALI and WILLENBORG 13703 2 | WEED SEED CONSUMPTION BY
CARABID PREDATORS Ants, by contrast, engage in
a wide range of ecological interactions with seeds of weed species,
spanning from mutualism to antagonism (Gammans et al., 2005). Harvester ants, for instance, were found to remove large numbers of
weed seeds from fields of dryland cereals in some regions of Europe Larval carabids, on the other hand, are also predaceous but their
feeding ecology remains poorly studied. Based on the evidence to
date, carabid larvae seem to feature seed-feeding habits similar to
adults (Sasakawa, 2010b; Sasakawa et al., 2010). For instance, larvae
of Amara sp. and Harpalus sp. were reported to consume large num-
bers of weed seeds in laboratory feeding bioassays (Saska, 2015;
Saska & Jarosik, 2001). Weed seed consumption by larval cara-
bids could reach fairly high levels in some cases, similar in number
to levels reported for adults (Klimes & Saska, 2010). Such findings 13704 ALI and WILLENBORG (Continues) TA B LE 1 A selection of studies summarizing field data of seed removal rates of some weed species from arable fields by postdispersal weed seed predators
Weed species
Average seed removal
rates
Study duration
Seed predatory group
Crop
References
Ambrosia artemisifolia L., Amaranthus retroflexs L.,
Casia obtusifolia L., Datura stramonium L. 4.2%–4.8% day−1
5 weeks
Carabid beetles, crickets, and
ants
Corn and soybean
Brust and House (1988)
Alopecurus myosuroides Huds., Bromus sterilis L.,
Avena fatua L. 1.43%–7.2% day−1
1 month
Invertebrates
Grassy margins of cereal fields
Povey et al. (1993)
Chenopodium album L., Echinochloa crusgalli (L.)
Beauv. 22%–28% day−1
2 years
Invertebrates
Corn, soybean, and wheat
Cromar et al. (1999)
Digitaris sanguindis (L.) Scop. 11% day−1
2 weeks
Invertebrates
Corn
Menalled et al. (2000)
Setaria faberi Herm. 58% 2 days−1
3 months
Carabid beetles and crickets
Wheat with red clover
Davis and Liebman
(2003)
Ambrosia trifida L. 57%–70% year−1
12 months
Carabid beetles
Corn (no-till)
Harrison et al. (2003)
Stellaria media L., C. album, A. fatua
38%–74% year−1
2 years
Carabid beetles and mice
Organic cereal fields
Westerman et al. (2003)
Abutilon theophrasti Medik. 17% 2 days−1
2 years
Carabid beetles, crickets, and
prairie deer mice
Corn and soybean
Westerman et al. (2005)
A. theophrasti
32% 2 days−1
2 years
Carabid beetles, crickets, and
prairie deer mice
Corn, soybean, triticale, and
alfalfa-alfalfa
Westerman et al. (2005)
Polygonum aviculare L., Sinapis arvensis L., S. media,
C. album
35% week−1
2 weeks
Carabid beetles
Spring barley
Mauchline et al. Torra et al. (2016) It remains enigmatic why carabid beetles choose to consume
weed seeds or how seed-feeding preferences evolve given the
abundance and diversity of prey carabids have access to in arable
fields (Booij et al., 1994; Lovei & Sunderland, 1996). These two big
questions have surrounded seed predation ecology for a long time,
spurring a lot of speculation without reaching definitive conclusions
(see Figure 1). Traditionally, seed-eating carabid beetles were con-
sidered opportunistic feeders that fell into two main groups; om-
nivores and granivores (Fawki & Toft, 2005; Talarico et al., 2016). This dichotomous grouping suggests that seeds are not primary to
diets of omnivorous carabids and would be mostly consumed upon
random encounter rather than carabids foraging for seeds specif-
ically (Cardina et al., 1996; Lovei & Sunderland, 1996). Studies on
seed-feeding habits have revealed that the distinction between om-
nivory and granivory in carabid species is ambiguous, however, as
the two feeding habits often overlap (Fawki et al., 2003; Fawki &
Toft, 2005). For example, some carabid species originally proposed
to feed strictly on animal prey were found to also include consider-
able amounts of weed seeds in their diets (Carbonne et al., 2020). Similarly, multiple species of carabids within the genera Amara sp. and Harpalus sp. previously were assumed to subsist on diets com-
posed mainly of seeds. However, many of these species turned out
to include nontrivial amounts of animal prey in their diets as well
(Frank et al., 2016; Loughride & Luff, 1983). Strict granivory on the
whole is quite rare among carabids, and carabid species that feed
on seeds exclusively can be found in only a few genera like Ophonus
sp., Ditomus sp., Dixus sp., and Carterus sp. (Talarico et al., 2016). Together, these findings indicate that the vast majority of seed-
eating carabid species actually belong in the mixed-feeding omniv-
orous group, whereas true granivory remains scarce. Molecular gut
content analyses spanning both mixed-feeders and carabid species
more specialized toward seed feeding in Europe found high levels
of seed DNA from weedy species in the guts of both groups (Frei
et al., 2019). The unexpected and significant presence of weed seed
DNA in guts of mixed-feeding carabids contradicts the opportunistic
seed predation reasoning introduced in the early carabid literature. 2 | WEED SEED CONSUMPTION BY
CARABID PREDATORS (2005)
Setaria faberi Herm., A. theophrasti
16%–30% day−1
4 months
Invertebrates
Cereals and legumes
Heggenstaller et al. (2006)
Lolium rigidum Gaudin
57% 2 weeks−1
3 months
Ants and invertebrates
Postharvest cropping field
Jacob et al. (2006)
A. fatua
42% 2 weeks−1
3 months
Ants and invertebrates
Postharvest cropping field
Jacob et al. (2006)
Raphanus raphanistrum L. 45% 2 weeks−1
3 months
Ants and invertebrates
Postharvest cropping field
Jacob et al. (2006)
Panicum dichotomiflorum Mchx., C. album
10%–90% day−1
3 months
Carabid beetles
Corn (organic field)
Menalled et al. (2007)
Taraxacum officinale Weber
34%–40% year−1
2 years
Carabid beetles and isopods
Grassland
Honek et al. (2009)
S. faberi, A. trifida, A. theophrasti
11% day−1
4 weeks
Carabid beetles
Potato
Gaines and Gratton
(2010)
Amaranthus retroflexus L. 5% day−1
4 months
Carabid beetles
Potato
Gaines and Gratton
(2010)
Lolium multiflorum Lam. 11.5%–29.8% 18 days−1
18 days
Carabid beetles
Winter wheat
Baraibar et al. (2011a)
Avena ludoviciana Durieu
33%–63% 6 weeks−1
6 weeks
Invertebrates
Barley
Noroozi et al., 2012
Hordeum spontaneum (K. Koch) Thell. 27%–33% 6 weeks−1
6 weeks
Invertebrates
Barley
Noroozi et al. (2012)
Galium spurium L. 60%–70% 2 days−1
2 years
Harvester ants Messor
barbarus L. Dryland cereals
Westerman et al. (2012)
Lolium rigidum Gaud
90%–100% 2 days−1
2 years
Harvester ants M. barbarus
Dryland cereals
Westerman et al. (2012) TA B LE
Weed s
Ambrosi
Casi
Alopecu
Aven
Chenopo
Beau
Digitaris
Setaria f
Ambrosi
Stellaria
Abutilon
A. theop
Polygon
C. al
Setaria f
Lolium r
A. fatua
Raphanu
Panicum
Taraxacu
S. faberi
Amaran
Lolium m
Avena lu
Hordeum
Galium s
Lolium r ALI and WILLENBORG 13705 Weed species
Average seed removal
rates
Study duration
Seed predatory group
Crop
References
Papaver rhoeas L. 90% 2 days−1
2 years
Harvester ants M. barbarus
Dryland cereals
Westerman et al. (2012)
Bromus diandrus Roth
20% 2 days−1
2 years
Harvester ants M. barbarus
Dryland cereals
Westerman et al. (2012)
Viola arvensis Mur., Capsella bursa-pastoris (L.) Medik.,
A. myosuroides
30% week−1
5 weeks
Carabid beetles
Winter cereals
Trichard et al. (2013)
C. album
53%–65% 2 days−1
3 months
Carabid beetles and crickets
Corn and soybean
Van der Laat et al. (2015)
Amaranthus tuberculatus (Moq.)
80%–85% 2 days−1
3 months
Carabid beetles and crickets
Corn and soybean
Van der Laat et al. (2015)
Brassica napus L. 42.3%–69.7% week−1
3 weeks
Carabid beetles
Canola
Kulkarni et al. (2016)
S. arvensis
41%–58.9% week−1
3 weeks
Carabid beetles
Canola
Kulkarni et al. (2016)
Thlaspi arvense L. 16.2%–28.3% week−1
3 weeks
Carabid beetles
Canola
Kulkarni et al. (2016)
Avena sativa L. (as a substitute for weed seeds)
78%–100% day−1
3 weeks
Harvester ants M. barbarus
Dryland cereals
Torra et al. (2016) are intriguing but should be approached with caution as they were
observed in laboratory feeding experiments only. As yet, no direct
measurements of weed seed removal rates by larval carabids have
been carried out in the field. Weed species
Average seed removal
rates
Study duration
Seed predatory group
Crop
References
Papaver rhoeas L. 90% 2 days−1
2 years
Harvester ants M. barbarus
Dryland cereals
Westerman et al. (2012)
Bromus diandrus Roth
20% 2 days−1
2 years
Harvester ants M. barbarus
Dryland cereals
Westerman et al. (2012)
Viola arvensis Mur., Capsella bursa-pastoris (L.) Medik.,
A. myosuroides
30% week−1
5 weeks
Carabid beetles
Winter cereals
Trichard et al. (2013)
C. album
53%–65% 2 days−1
3 months
Carabid beetles and crickets
Corn and soybean
Van der Laat et al. (2015)
Amaranthus tuberculatus (Moq.)
80%–85% 2 days−1
3 months
Carabid beetles and crickets
Corn and soybean
Van der Laat et al. (2015)
Brassica napus L. 42.3%–69.7% week−1
3 weeks
Carabid beetles
Canola
Kulkarni et al. (2016)
S. arvensis
41%–58.9% week−1
3 weeks
Carabid beetles
Canola
Kulkarni et al. (2016)
Thlaspi arvense L. 16.2%–28.3% week−1
3 weeks
Carabid beetles
Canola
Kulkarni et al. (2016)
Avena sativa L. (as a substitute for weed seeds)
78%–100% day−1
3 weeks
Harvester ants M. barbarus
Dryland cereals
Torra et al. (2016) Torra et al. (2016) Instead, seed foraging behaviors in carabid seed predators are more
likely driven by specific biological needs that are likely to influence
predation dynamics in certain ways (Carbonne et al., 2020; Davis
et al., 2011; Headrick & Goeden, 2001). The type of biological needs that are likely to underlie seed-
feeding habits and the choice of suitable seeds in carabids remain Dryland cereals Avena sativa L. (as a substitute fo The type of biological needs that are likely to underlie seed-
feeding habits and the choice of suitable seeds in carabids remain
unknown. Multiple attempts to uncover the key ecological factors
that render seed of certain weed species more likely to incur ele-
vated carabid attacks in arable fields have not been very fruitful
thus far (Kulkarni et al., 2015a). Large-scale weed seed predation
studies show that predation pressures fluctuate considerably in
space and time and do not follow general trends or patterns (Hatton
et al., 2015; Honek et al., 2003; Hulme, 1998; Jacob et al., 2006; Thlaspi arvense L. 13706 |
ALI and WILLENBORG
FI G U R E 1 A hypothetical ecological matrix illustrating the possible ecological factors that are likely to influence weed seed predation
dynamics in agroecosystems—question marks indicate a possible but not widely understood role for the proposed factor. Wa, fitness of the
carabid predator; Wb, fitness of the weed species; E, various environmental factors that possibly influence predation dynamics 13706 ALI and WILLENBORG FI G U R E 1 A hypothetical ecological matrix illustrating the possible ecological factors that are likely to influence weed seed predation
dynamics in agroecosystems—question marks indicate a possible but not widely understood role for the proposed factor. Wa, fitness of the
carabid predator; Wb, fitness of the weed species; E, various environmental factors that possibly influence predation dynamics Kulkarni et al., 2017a). Although some correlations between cara-
bid activity density and regulation of soil seed banks could be es-
tablished in a few large-scale studies (Bohan et al., 2011; Carbonne
et al., 2020), such relationships were absent in several small-scale
studies (Petit et al., 2014; Saska et al., 2008). Such mixed results,
in addition to the correlational nature of the evidence, preclude
establishing a general and definitive functional link between ac-
tivity density of seed predatory carabids and the regulatory pres-
sures they impose on soil seed banks. Torra et al. (2016) Mechanistic studies would
be more informative in this regard, with a better ability to eluci-
date how and why weed seeds are attacked by carabid predators. Studies carried out within the mechanistic paradigm would help to
tease out the key factors that underlie correlational relationships
in the seed predation literature. They would also help to bridge the
knowledge gaps that still remain in weed seed predation ecology
(van Regenmortel, 2004; Dean & Thornton, 2007; Baskett, 2012). Therefore, in addition to studying seed predation ecology on large
scales in the field, seed predation should also be studied on small
scales and at deep mechanistic levels. This way, numerous con-
founding factors could be filtered out, and pseudo-replication issues
could be avoided to uncover the functional aspects of weed seed
predation interactions and identify the ecological factors that deter-
mine interaction strength and power predation dynamics (Davies &
Gray, 2015; Hurlbert, 1984). Uncovering the mechanistic aspects of
seed predation ecology is likely to improve the design and conduct
of weed seed predation studies on larger scales (Denny & Benedetti-
Cecchi, 2012). Along these lines, we attempt to review the weed
seed predation literature in the following sections to synthesize the
current knowledge around postdispersal weed seed predation, but
in a mechanistic context. Our aim is to tie together the mechanistic results from isolated studies with ecological processes that will pro-
vide an improved synthesis of how the biology and ecology of these
mechanisms shape weed seed consumption. The discussion will be
mainly reserved for adult carabids, and information about larval ca-
rabids will be provided, where relevant. 3.2 | Seed detection and location Interactions between insects and plants that lead to weed seed pre-
dation should be viewed as a special case of plant–insect interac-
tions (Jermy, 1984). The main difference here, though, is that the
insects attack the reproductive units of the plant rather than its so-
matic tissues (McArt et al., 2013). It is well established that herbivo-
rous insects rely on various types of visual and/or chemical cues to
locate their host plants and assess their quality as sources of food
(Bruce, 2015; Bruce et al., 2005). Chemical cues in terms of volatile
and nonvolatile compounds have been proven to act as major driv-
ers of host selection decisions in plant-feeding insects (Eigenbrode
& Esplie, 1995; Baldwin, 2010; Bruce & Pickett, 2011; Heil, 2014). By
the same token, carabid weed seed predators are expected to rely
on similar cue-based systems for seed location and quality assess-
ment (Kielty et al., 1996; Merivee et al., 2007, 2008). It is still uncertain which sensory modality (vision or chemopercep-
tion) carabid species rely upon most to guide their food location and
selection responses. Despite this uncertainty however, the evidence
strongly hints that chemoperception is likely the top candidate for
roles related to food searching and food choice in carabid predators
(Law & Gallagher, 2015; Oster et al., 2014; Wheater, 1989). It can be
proposed therefore that food selection decisions in carabid beetles,
be that seed or prey, are generally guided by chemical cues encod-
ing information that is interpreted based on innate or learned “tem-
plates” or “images” in the brain (Oster et al., 2014; Vet & Dicke, 1992). As such, chemical cues emitted from different types of weed seeds
in arable fields are expected to mediate seed recognition and seed
selection in carabid weed seed predators (Kulkarni et al., 2017b; Law
& Gallagher, 2015; Lundgren et al., 2013). However, given the limited
number of sensory studies and the highly diverse feeding habits of
carabid species in arable fields, it cannot be ruled out that vision may
also play some role in seed selection decisions, leading to the forma-
tion of complex search images in some cases (Dukas & Kamil, 2001; Postdispersal weed seed predators have to search for seeds
that are imbedded in complex, often cryptic environments (Aarstma
et al., 2019; Forister et al., 2012). (Kolb et al., 2007). We suggest that such assumptions in the liter-
ature have originated from the old “no-choice” laboratory feeding
bioassays, where carabids would accept the majority of food types
offered to them (e.g., Shough, 1940). Such findings led carabid ecol-
ogists to assume that carabid species were scavengers or opportu-
nistic feeders for the most part (Forsythe, 1982; Wheater, 1989). This idea still transcends the modern carabid literature, nonetheless. Recent evidence now points to random encounters as the excep-
tion rather than the rule, at least for carabid weed seed preda-
tors (Saska et al., 2019; Ward et al., 2014). The emerging evidence
demonstrates that carabid beetles are likely to employ active forag-
ing behaviors in search of weed seeds (Honek et al., 2007; Lundgren
& Harwood, 2012). Carabid species in other words not only locate
weed seeds in space but also show an ability to discriminate between
seeds of different species and choose the most desired (Kulkarni
et al., 2016). Therefore, finding weed seeds in space entails multiple
exacting tasks for the foraging carabid beetle, especially with regard
to seed detection and location. (Kolb et al., 2007). We suggest that such assumptions in the liter-
ature have originated from the old “no-choice” laboratory feeding
bioassays, where carabids would accept the majority of food types
offered to them (e.g., Shough, 1940). Such findings led carabid ecol-
ogists to assume that carabid species were scavengers or opportu-
nistic feeders for the most part (Forsythe, 1982; Wheater, 1989). This idea still transcends the modern carabid literature, nonetheless. Recent evidence now points to random encounters as the excep-
tion rather than the rule, at least for carabid weed seed preda-
tors (Saska et al., 2019; Ward et al., 2014). The emerging evidence
demonstrates that carabid beetles are likely to employ active forag-
ing behaviors in search of weed seeds (Honek et al., 2007; Lundgren
& Harwood, 2012). Carabid species in other words not only locate
weed seeds in space but also show an ability to discriminate between
seeds of different species and choose the most desired (Kulkarni
et al., 2016). Therefore, finding weed seeds in space entails multiple
exacting tasks for the foraging carabid beetle, especially with regard
to seed detection and location. borne out as carabids have been shown to possess highly developed
motor abilities along with a formidable arsenal of sensory receptors
to guide their behaviors and food choice responses (Forsythe, 1983a;
Merivee et al., 2000, 2008). Behavioral data on the whole indicate
that food searching and food acceptance in carabid beetles, be that
seed or prey, is an active and directed process guided by accurate
sensory information collected from the environment (Harrison &
Gallandt, 2012; Kulkarni et al., 2015b; White et al., 2007). We sug-
gest that carabid predators should be viewed as active and selective
foragers, clearly able to decipher between food types irrespective of
random encounters. 3.3 | Discrimination among different seed types and
identifying the suitable seed type The logic of optimal foraging theory assumes that food recognition
and acceptance in selective foragers is guided by “search images”
hardwired in the brain or learned from the environment (Garay
et al., 2018; Krieger & Breer, 1999). Technically speaking, search
images could be visual, chemical, or complex (visual and chemical)
(Vet & Dicke, 1992). Assuch, carabid beetles as selective foragers
are expected to employ search images to guide their food discrimi-
nation and acceptance decisions so that the most suitable food
types are chosen for consumption. Such active decision-making
processes need accurate sensory sampling of the environment, and
carabid species are thus expected to rely on their different sensory
modalities (i.e., vision, olfaction, and gustation) to obtain the sen-
sory information essential for food selection (Ploomi et al., 2003;
Ramaswamy, 1988). Technically, gustation could be considered a
special case of olfaction because olfactory and gustatory receptors
show similar physiological structure and function, and collect chemi-
cal information of similar nature (Isono & Morita, 2010; Krieger &
Breer, 1999). Henceforth, both smell and taste in carabid beetles will
be treated as chemoperception in sections that follow. 3.1 | Seed and carabid predator co-occurrence in
space and time Seed predation requires synchronicity between seed availability and
predators’ activities both in space and time. Seeds of annual weeds
are usually shed into arable fields at certain times, but can persist in
the seed bank for extended periods (Baskin & Baskin, 1998). Hence,
the window of seed availability for postdispersal carabid weed seed
predators could be considerably wide in time (Meiners, 2015). This
would seem to suggest that finding weed seeds in time should not be
an exacting task for carabid weed seed predators. By contrast, the spatial overlap between weed seed shed (i.e.,
the seed shadow) and carabids is more complex. Some of the early
carabid literature had proposed that carabid weed seed predators
locate weed seeds upon random encounter (Cardina et al., 1996;
Lovei & Sunderland, 1996). That is, if carabid beetles came across a
weed seed, they would simply consume it. Beyond that, they would
not spend considerable time and energy foraging for weed seeds
that are less nutritious and more difficult to locate compared to prey ALI and WILLENBORG 13707 Factors relating to habitat
properties, chemical or biophysical seed traits, taxonomic identity
of the dominant species in the local carabid community, fear, and
effects of learning and experience could all influence the processes
of seed selection decision-making, or perhaps override it altogether
(De Heij & Willenborg, 2020; Ishii & Shimada, 2010). Overlooking
such influential ecological and environmental factors is likely one
main reason why field data involving seed predation remain ambig-
uous (e.g., Hatton et al., 2015; Honek et al., 2003; Petit et al., 2014). Therefore, we suggest that weed seed selection by carabid weed
seed predators entails complex and multilayered processes that are
unlikely to be explained by chemoperception-based decisions alone. Hence, in sections that follow we will attempt to identify other pos-
sible ecological forces likely to shape seed selection decisions in
carabid weed seed predators. The discussion will be reserved for an-
alyzing functional traits for both weed seeds and carabid weed seed
predators, and how their interactions might determine the predation
strength under realistic situations. For a review of the possible ways
in which the environmental factors influence weed seed predation
dynamics, we direct readers to Kulkarni et al. (2015a), Sarabi (2019),
or De Heij and Willenborg (2020). Evidence in support of chemically mediated food detection, by
contrast, is more abundant and comes from sensory and behavioral
data pertaining to carnivorous and omnivorous carabids. Some cara-
bid carnivores, for instance, showed positive orientation toward vol-
atile chemicals originating from prey habitat (e.g., wheat extracts),
as well as volatile chemicals specific to prey itself or to its phero-
mones (Kielty et al., 1996; Mundy et al., 2000; Tréfás et al., 2001). Moreover, electroantennographic detection (EAD) studies have
shown that antennal preparation of Pterostichus melanarius Illiger
adults could respond to odor chemicals originating from live or dead
slugs, or even from the slug trails (McKemey et al., 2004). Likewise,
antennal preparations of P. melanarius larvae produced detectable
electrical signals when exposed to chemical odors of different prey
types (Thomas et al., 2008). Strong electrical signals could also be
recorded from labial palps of the ant-specialist carabid Siagona euro-
paea Dejean when exposed to formic and acetic acid secretions from
its ant prey (Talarico et al., 2010). Laboratory studies have also reported that some species of
seed-eating carabids exhibit olfactory-oriented seed choice re-
sponses (Law & Gallagher, 2015). Wheater, 1989). This uncertainty stems from reports showing diur-
nal carabid species that actively hunt live mobile prey usually carry
larger compound eyes and shorter antennae that house significantly
fewer olfactory receptors compared to nocturnal species (Bauer &
Kredler, 1993; Merivee et al., 2001, 2002). Such sensory differences
seem to suggest that visual cues are likely to play more vital roles
in guiding food searching behaviors in diurnal carabids compared
to nocturnal ones (Wheater, 1989). The same studies showed that
visually driven hunting behaviors in carabid predators broke down
when prey items were immobilized. Therefore, it could be suggested
that carabid visual receptors are more finely-tuned toward detecting
movement and are not expected to be of much help when carabid
predators are searching for immobile and often cryptic food items
like weed seeds (Srinivasan et al., 1999; Oster et al., 2014). Still, a
possible role for vision in seed foraging in carabid weed seed preda-
tors cannot be decisively ruled out based on our current knowledge,
and more studies are warranted. carabids, not the absence of visual cues due to seed burial (Evans &
Forsythe, 1985; Wallin & Ekbom, 1988). While there may be some
role for vision in seed foraging, we suggest that any such role is likely
minor given the findings of seed burial experiments. Overall, evi-
dence to date clearly suggests that chemoperception is likely the pri-
mary mechanism guiding seed finding and seed selection responses
in carabid weed seed predators. It is crucial to reiterate that carabid predators forage in com-
plex environments. Weed seeds are imbedded in an intricate ma-
trix of environmental variables that could influence the foraging
decisions of carabid predators in unpredictable ways (De Heij &
Willenborg, 2020; Sarabi, 2019). Under such conditions, there will
be certain cases where predicting the suitable seed type based on
chemical cues alone fails to explain the observed seed selection
responses of carabid weed seed predators (Foffova et al., 2020). That is, there will be certain cases where other impactful ecological
factors might interfere and sway weed seed preferences in certain
directions (De Heij & Willenborg, 2020). Positive orientation responses to
seed volatiles were reported for some omnivorous carabid species
when seed masses of different brassicaceous weed species were
placed into odor chambers of a four-arm olfactometer (Kulkarni
et al., 2017b). The carabids used in the experiment also spent sig-
nificantly more time in odor arms harboring the highly preferable
weed species (i.e., Brassica napus L. seed in this case), indicating that
they were able to discriminate among the seed species offered in
the olfactometer based on odor alone. Moreover, the species of ca-
rabid weed seed predators were able to excavate weed seeds bur-
ied down to 1 cm below soil surface, without considerable loss in
seed-finding efficiency (Kulkarni et al., 2015b; White et al., 2007). Of note here, efficiency for excavating seeds that were buried at the
same depth differed between the carabid species under study, yet
seeds were detected and dug out in most cases. One can hence infer
that differences in seed excavation efficiency resulted from species-
specific differences in soil-burrowing responses between the tested 3.2 | Seed detection and location In other words, seed searching for
carabid weed seed predators is a multilayered behavioral process
fraught with challenges. Seed abundance is highly variable in both
space and time (Dessaint et al., 1991; Henderson, 1990). Moreover,
seeds are small in size and randomly scattered on the soil surface, or
even buried underneath it (Menalled et al., 2007; White et al., 2007). This essentially renders any reliable cues for seed location and qual-
ity assessment sparse and difficult to detect (Baldwin, 2010; Poisot
et al., 2011). Hence, successful foraging requires individual carabids
to engage in active seed-searching behaviors, vigorously scanning
the environment for any seed-related cues. Unlike random encoun-
ters, active foraging behaviors require the foraging animal to have
highly developed motor abilities coupled with a sensitive sensory
apparatus for picking up and recognizing cues of low detectability
(Aarstma et al., 2019; Meiners, 2015). This assumption has been 13708 ALI and WILLENBORG mobilize a wide array of secondary metabolites to maturing seeds,
many of which serve multiple defensive functions (Rattan, 2010;
Trowbridge, 2014). While seed nutrients (i.e., primary metabo-
lites) are likely to act as major feeding stimulants for carabid weed
seed predators, the presence of defensive chemicals (i.e., second-
ary metabolites) could act against the phago-stimulatory effects of
nutrients (Chapman, 1999, 2003). Presumably, the acceptability of
weed seeds would be determined by the overall balance between
primary and secondary metabolites in seed tissues (Agrawal &
Fishbein, 2006; Bernays et al., 2004; Seric Jelaska et al., 2014). That
is, weed seeds with low levels of chemical defenses should be more
preferable to carabid weed seed eaters, perhaps irrespective of nu-
tritional content. However, the assumption that insects choose to
feed on plant tissues based on chemistry alone does not hold true
in all situations. A meta-analysis has shown that levels of secondary
metabolites in plant tissues do not always determine the acceptabil-
ity of those tissue to insect herbivores (Carmona et al., 2011). This
should not be surprising because the levels of primary and secondary
metabolites in plant tissues are determined by complex interactions
and tradeoffs between multiple plant traits (Blate et al., 1998; Davis
et al., 2016). In line with this, studies that tested the impact of sec-
ondary metabolite levels on seed choice by rodent seed predators
also produced conflicting results (Wang & Chen, 2012). Rodents, for
example, avoided seeds with high levels of phenols in some cases
(Gong et al., 2015; Henderson, 1990). In another more extensive
study, effects arising from seed toxins on seed selection responses in
rodent seed predators were totally absent (Rodgerson, 1998). More
interestingly, studies investigating how the chemistry of weed seeds
affect their persistence in seed banks showed that physical traits like
seed mass, size, and coat hardness were much more important to
long-term seed persistence than chemical traits (Davis et al., 2008). Similarly, for seeds of multiple weed species, the physical character-
istics of the seed were more crucial for avoiding predation by car-
abid predators than was seed chemistry (Foffova et al., 2020). We
suggest that given the evidence to date, seed chemistry per se is
unlikely to be the only driver of seed selection decisions in carabid
weed seed predators. Instead, seed biophysical properties may pro-
foundly interact with and perhaps even override the impacts of seed
chemistry. considerable variations across plant families and genera (Bretagnolle
et al., 2015). It remains unclear which nutrient or combination of
nutrients, if any, brings about a higher vulnerability to seed pre-
dation. Early studies with rodents reported that seeds contain-
ing high levels of protein suffered elevated predation rates (Gong
et al., 2015; Halkier & Gershenzan, 2006; Henderson, 1990; Herms
& Mattson, 1992). However, similar data for arthropod seed preda-
tors are scarce. Studies on ant-dispersed seeds, for example, showed
that seeds with lipid-rich elaiosomes were usually picked up at
higher rates by ants (Brew et al., 1986). Indirectly, this could be an
indication of a lipid limitation in seed-feeding arthropods because
ants usually eat only the elaiosome and leave the seed intact (Brew
et al., 1986; Rodgerson, 1998). In line with this, some carabid preda-
tors were found to interfere with ants and compete with them for
seed elaiosomes (Ohara & Higashi, 1987). Carabid predators here
consumed only the lipid-rich elaiosomes and left the seeds intact in
much the same way as ants. This could be an indirect indication that
carabid predators also suffer lipid limitations in their diets and thus
seek out lipids in seeds. Recent field studies have indeed reported that weed seeds
with high lipid content were usually more preferable to carabid
weed seed predators than were seeds with low lipid contents (Petit
et al., 2014). Laboratory feeding experiments also have shown that,
within certain limits of seed size, weed seeds with high lipids suf-
fered higher rates of attack by carabid weed seed predators (Gaba
et al., 2019). Together, field and laboratory findings fall nicely in line
with nutritional ecology data demonstrating that carabid species in
arable fields usually forage under lipid-limited conditions (Jensen
et al., 2012; Raubenheimer et al., 2007; Toft et al., 2019). This agrees
with other studies reporting that arthropod predators, including
spiders and other insects, also suffer considerable lipid limitations
in their natural habitats as well (Wilder & Eubanks, 2010; Wilder
et al., 2013). Plus, carabids seem to maintain a strong preference
for weed seeds even when offered along with prey items (Blubaugh
et al., 2016; Frank et al., 2011; Lundgren & Harwood, 2012). Taken to-
gether, the totality of evidence thus far suggests that seeds of some
weed species must contain certain lipids essential for carabid phys-
iology, which might be absent from protein-rich insect prey tissues
(Booij et al., 1994; Wilder et al., 2013). Seeds could be thus essential
to the diet of carabid weed seed predators. While it is compelling to
assume that lipid limitations are one primary reason carabid weed
seed predators consume seeds of certain weed species, much more
detailed studies are needed to ascertain if other important nutrients
like protein or carbohydrates might also impact seed selection deci-
sions and thus, foraging ecology (Denno & Fagan, 2003). 4.1.3 | Seed size and mass Size is one physical trait of special interest to seed ecology (Baskin &
Baskin, 1998; Dalling et al., 2020). Seed size directly relates to many
seed quality parameters (Petit et al., 2014; Wang & Yang, 2020). Larger seeds, for instance, usually contain more energy and nutri-
ents (Gong et al., 2015), but could also contain more chemical de-
fenses (Agrawal & Fishbein, 2006; Wang & Chen, 2012). Also, larger
seeds tend to have thicker and harder seed coats (Moles et al. 2003a;
Moles et al. 2003b). Overall, the relationships between seed size,
seed chemistry, and seed physical properties are quite complex
and not well understood (Dalling et al., 2020; Wang & Chen, 2012). 4.1.1 | Seed nutritional content Seeds of plants usually contain large amounts of essential nutri-
ents that are vital for embryo survival (Agrawal, 2007; Wang &
Yang, 2020). Nutrients in seeds are typically comprised of carbo-
hydrates (starch), protein, and fatty acids (lipids), and these show ALI and WILLENBORG 13709 4.1.2 | Seed chemical defenses Plants cannot compromise on the nutritional needs for embryo
survival, so they deploy different layers of defense that make seed
nutrients difficult to access and costly to extract by seed predators
(Rees & Long, 1992; Dalling et al., 2011). Plants, including weeds, 13710 |
ALI and WILL
Seed trait
Vulnerability to
seed predation
References
Seed nutrients (lipids)
+
Petit et al. (2014); Gaba et al. (2019)
Seed chemical defenses
0
Foffova et al. (2020)
Seed size and massa
±
Lungren and Rosentrater (2007); Honek et al. (2007); Saska, Honek, and Martinkova
(2019); Foffova et al. (2020); Saska et al. (2020)
Seed coat hardness
−
Jorgensen and Toft (1997); Lungren and
Rosentrater (2007); Noroozi et al. (2012);
Foffova et al. (2020); Saska et al. (2020)
Note: +, indicates a positive effect; −, indicates a negative effect; 0, indicates no documented
effect. aNet effects depend on the seed-predator mass-ratio scaling relationship. TA B LE 2 Summary of potential
seed traits that mediate seed vulne
or avoidance to carabid weed pred 13710 |
Seed trait
Vulnerability to
seed predation
References
Seed nutrients (lipids)
+
Petit et al. (2014); Gaba et al. (2019)
Seed chemical defenses
0
Foffova et al. (2020)
Seed size and massa
±
Lungren and Rosentrater (2007); Honek et al. (2007); Saska, Honek, and Martinkova
(2019); Foffova et al. (2020); Saska et al. (2020)
Seed coat hardness
−
Jorgensen and Toft (1997); Lungren and
Rosentrater (2007); Noroozi et al. (2012);
Foffova et al. (2020); Saska et al. (2020)
Note: +, indicates a positive effect; −, indicates a negative effect; 0, indicates no documented
effect. aNet effects depend on the seed-predator mass-ratio scaling relationship ALI and WILLENBORG 13710 TA B LE 2 Summary of potential weed
seed traits that mediate seed vulnerability
or avoidance to carabid weed predators TA B LE 2 Summary of potential weed
seed traits that mediate seed vulnerability
or avoidance to carabid weed predators TA B LE 2 Summary of potential weed
seed traits that mediate seed vulnerability
or avoidance to carabid weed predators Note: +, indicates a positive effect; −, indicates a negative effect; 0, indicates no documented
effect. Note: +, indicates a positive effect; −, indicates a negative effect; 0, indicates no documented
effect. aNet effects depend on the seed-predator mass-ratio scaling relationship. coat hardness on removal rates of weed seeds. 4.1.2 | Seed chemical defenses More direct test-
ing of the relationship between seed coat hardness and predation
avoidance has found that seed coat hardness was crucial in deter-
mining the susceptibility of weed seeds to predation by carabids
(Foffova et al., 2020; Lungren & Rosentrater, 2007). This suggests
that weed seed coat hardness could decisively determine vulnerabil-
ity to seed predation if coat hardness differs considerably between
the seed types in any given environment (Foffova et al., 2020). Still,
it remains unclear if coat hardness acts alone or together with other
seed traits as syndromes influencing predation avoidance (Agrawal
& Fishbein, 2006; Dalling et al., 2011). A more plausible scenario is
that the relative importance of any given seed trait with regard to
predation avoidance is likely to be determined by how other seed
traits also match or mismatch with the functional traits of the preda-
tor (Dalling et al., 2020; Foffova et al., 2020). In other words, trait
values for the different seed defensive traits are only one part of
the interaction. Predation pressure would also be determined by
how many seed defensive traits actually match or mismatch with the
functional traits of carabid predators with regard to the ability of
the carabid to neutralize seed defenses (Ball et al., 2015; Quieter
et al., 2007). This appears crucial because morphological traits of
the seed like seed mass, size, and coat hardness undergo consider-
able physiological changes over time in the soil seed bank, and these
changes are likely to affect seed vulnerability to carabid predation
(Martinkova et al., 2016; Saska et al., 2019, 2020). For a summary
of the different seed traits influential on weed seed vulnerability to
carabid predators, see Table 2. Nonetheless, the size of weed seeds was observed to be among
the factors determining which seeds of weed species would be
more preferable to carabid weed seed predators in laboratory trials
(Lungren & Rosentrater, 2007; Saska, Honek, & Martinkova, 2019). In a laboratory study, Honek et al. (2007) produced measurements
of dry mass for 25 different weed species and the body mass of 30
carabid weed seed predators in laboratory experiments. The authors
managed to establish seed-predator mass-ratio curvilinear scaling re-
lationships that strongly influenced seed selection responses of the
carabid predators under study. 4.1.4 | Seed coat hardness Seed coat hardness is determined by the amount of sclerenchyma
deposited in the palisade cells of seeds (Radchuck & Borisjuk, 2014). Weed seed coat hardness, in general, decreases with increasing seed
mass (Janzen, 1969; Lungren & Rosentrater, 2007). Yet, the opposite
relationship patterns were observed for some species (van der Meij
& Bout, 2000). Functionally, the relationship between seed mass
and seed coat hardness differs from one weed species to another
and is more likely to follow phylogenetic patterns rather than sim-
ple general linear patterns (Lovas-Kiss et al., 2020). Despite these
species-specific differences, what seems to be of most consequence
to the carabid weed seed predator is seed coat hardness (Jorgensen
& Toft, 1997; Petit et al., 2014). The authors of two field studies ob-
served that weed seeds with soft coats were much more suscep-
tible to carabid weed seed predators than seeds with hard coats
(Jorgensen & Toft, 1997; Noroozi et al., 2012). This piece of evidence
remains anecdotal because neither study tested the effects seed 4.1.2 | Seed chemical defenses Such mass-scaling relationships have
been shown to be vital for determining the strength of predator–
prey interactions in vertebrate systems (Freeman & Leman, 2008),
but the mechanistic aspects of size-based prey choice remain poorly
understood. Likewise, mechanisms of the size-based seed selection
responses in carabid weed seed predators remain unknown. More
studies are needed in this regard to elucidate the factors underly-
ing mass-ratio scaling relationships and their impact on interaction
strengths between weed seeds and carabid weed seed predators. Predator body mass allometry was found highly predictive of
prey selection decision in carnivorous carabids preying on insects
like aphids, collembola, and caterpillars in the field (Bell et al., 2008;
Rusch et al., 2015; Schmitz, 2007). Similarly, predator body mass
strongly affected seed selection decisions in carabid weed seed
predators in laboratory studies (Honek et al., 2007; Martinkova
et al., 2019; Saska, Honek, & Martinkova, 2019). Despite their strong
impact, effects emerging from predator body mass on food choice
remain poorly understood. Body mass is a complex trait with links to
multiple other traits that directly relate to foraging behaviors, food
handling capabilities, and functional responses of carabid preda-
tors (Aljetlawi et al., 2004; Brose, 2010; Reum et al., 2018). In this
respect, a positive scaling relationship was found between carabid
body mass (but not body length) and size of the muscle mass that
power the mandibles and control the strength of bite force (Evans &
Forsythe, 1985; Wheater & Evans, 1989). The relationship between body mass, jaw musculature, and bite
force has been found to shape vital aspects of feeding ecology in
mammalian predators (Freeman & Leman, 2008; Wore et al., 2005),
and granivorous birds (van der Meij & Bout, 2004). The importance
of body mass and bite force for the feeding ecology of insects re-
mains poorly understood, nonetheless. Emerging evidence in this
regard suggests that body mass and bite force underlie funda-
mental aspects of the feeding ecology of predatory insects as well
(Weihmnann et al., 2015; Blanke et al., 2018). Recent studies, for
instance, have shown that match between bite force and cuticular
hardness of prey was the most powerful factor in predicting prey
preferences when carabid species were offered different types of
prey (Brousseau et al., 2018; Konuma & Chiba, 2007). There are no
similar studies looking into the role of bite force in seed selection
decisions in carabid weed seed predators as yet. Besides, some au-
thors speculate that bite force should play a key role in weed seed
selection as well (Brousseau et al., 2018). Here, it is tempting to infer
that the strong effects of carabid body mass in shaping the feeding
response of carabid predators are most likely derived from its inti-
mate relationship with bite force. and lipids are the two major macronutrients that drive the forag-
ing efforts of arthropod predators (Jensen et al., 2012; Schmidt
et al., 2012; Wilder et al., 2019). Weed seeds offer both types of
macronutrients, but to different extents (Bretagnolle et al., 2015). Given that the majority of carabid species generally suffer lipid
limitations in their agricultural habitats, foraging for lipids could be,
in fact, the main trophic link binding weed seeds and carabid seed
predators together (Gaba et al., 2019; Raubenheimer et al., 2007;
Toft et al., 2019). Although the principal goal of trophic interac-
tions is obtaining nutrients from the environment, there are other
aspects of nutrient foraging behaviors than food extraction per se
(McArthur & Pianka, 1966; Ydenberg et al., 1994). Setting out on
foraging bouts is associated with different risks and entails high
costs related to food handling and processing (Schoener, 1971;
Pyke et al., 1977). Carabid weed seed predators in this sense need
not only to find weed seeds, the chosen seed type or seed patch
must also offer high rewards at a low cost (Fawki et al., 2003;
Sih, 1984). Clearly, the balance between reward and cost of differ-
ent seed types is likely a major factor shaping seed selection deci-
sions (Bretagnolle et al., 2015; Brousseau et al., 2018). Moreover,
how rewarding a certain type of weed seed is to any given carabid is
determined by the biophysical and biochemical functional traits of
the predator itself (Brousseau et al., 2018; Evans & Forsythe, 1985;
Forsythe, 1987). In other words, the carabid predator needs to be
able to neutralize seed defenses in order to gain more sufficient nu-
trition at a low cost. Should this not be the case, the carabid preda-
tor will suffer great fitness costs (Emlen, 1966; Pyke et al., 1977). Therefore, the species-specific functional traits of carabid species
are expected to strongly affect the types of weed seeds they come
to accept for consumption. Among the various functional traits of
carabid species, physiological and biochemical traits remain the
least understood. Hence, it could be much more informative to ex-
amine the feeding ecology of carabid predators from a biophysical
standpoint. niches however, functional traits other than mouthpart structure
seem to determine aspects of food choice and preference. niches however, functional traits other than mouthpart structure
seem to determine aspects of food choice and preference. This reasoning may explain why
the relationship between carabid body mass and metabolic rates
provided only a partial explanation of the interaction strength be-
tween carabid predators and prey (Brose et al., 2006, 2008; Brown
et al., 2004; Reum et al., 2018). 4.2.1 | The physiological traits of carabid predators Through feeding interactions, carabid predators obtain nutrients
to address the nutritional limitations they face in their habitats
and thus fulfill the nutritional needs for survival and reproduction
(Frank et al., 2011; Potter et al., 2018). Generally speaking, protein ALI and WILLENBORG 13711 4.2.2 | The biophysical traits of carabid predators The relationship between morphological traits and feeding habits is
well established for insect herbivores, as well as for carabid predators
(Bernays, 1991; Knapp & Knappova, 2013; Knapp & Uhnava, 2014). Curiously though, these relationships have remained largely over-
looked in the study of carabid feeding ecology. For instance, there
are generally strong functional links between mouthpart structure
and the type of foods adult carabids can consume (Forsythe, 1982,
1983b). Recently, similar functional links between mouthpart mor-
phology and the degree of feeding specialization have been un-
covered for carabid larvae as well (Sasakawa, 2016). By and large,
mouthpart morphology and structure of carabid species (both adults
and larvae) seem to be among the fundamental functional traits
that determine key aspects of the feeding specialization niche in
terms of carnivory, omnivory, or granivory (Evans & Forsythe, 1985,
Forsythe, 1987; Paarmann et al., 2006). Within each of these feeding The bio-morphological reasoning laid out above seems to apply
to larval carabids as well. Larvae of carabid weed seed predators, for
example, have been shown to deliver stronger bite forces compared
to strictly carnivorous larvae (Brandmayr et al., 1998; Paarmann
et al., 2006). This is essential adaptation for handling the hard coats
of weed seeds. Moreover, the feeding niche of carabids larvae ex-
pand as they grow and molt from one instar to another (Klimes &
Saska, 2010; Saska, 2005). Such changes in feeding habits are likely
due to increases in body mass and strength of mandibular muscles
of the growing larvae as they advance from one instar to the other
(Refeseth, 1984; Sasakawa, 2016). Overall, bio-morphological traits 13712 ALI and WILLENBORG weed seeds show significant differences in seed coat hardness,
predators would select the seed type that is easier to crush and
handle, regardless of the chemical quality of that chosen seed type
(Ananthakrishan, 1990; Potter et al., 2018). It is now more informa-
tive to build upon the trait-based seed selection discussion and ex-
plore its aspects at the community level. are better in predicting the feeding ecology of carabid beetles com-
pared to physiological traits (Bell et al., 2017). are better in predicting the feeding ecology of carabid beetles com-
pared to physiological traits (Bell et al., 2017). 4.2.2 | The biophysical traits of carabid predators Gape size should not be expected to constrain food choice in
carabid species in general, including weed seed predators, because
larval and adult carabids are fragmentary feeders and show no
swallow feeding habits in general (Brousseau et al., 2018; Evans &
Forsythe, 1985). Based on evidence discussed above, it is plausible
to suggest that bio-morphology in terms of mouthpart structure and
bite force are two traits that shape key aspects of feeding special-
ization in carabid species, including carabid weed seed predators. Again, this accentuates further our pervious discussion as to why
seed selection is unlikely to be based on seed chemistry alone. For a
summary of carabid traits likely to affect ability of carabid predators
to destroy weed seeds, see Table 3. Weed communities in arable fields are composed of several co-
existing weed species (Booth & Swanton, 2002; Petit et al., 2011). Consequently, weedy plants in any given weed community produce
seeds of different types (i.e., species) and shed them in various
numbers each year (Bagavathiannan & Norsworthy, 2012; Dessaint
et al., 1991). There are thus two main sources of variability in weed
seeds of arable fields; seed type as defined by species-specific seed
traits (i.e., trait-based seed quality rank) and seed density, as defined
by seed numbers per unit area (Albrecht & Auerswald, 2009). The
optimal foraging theory predicts carabid predators, when choosing
weed seeds, should choose be based not only on seed types but also
seed numbers (Sih & Christensen, 2001). 5 | TRAIT-BASED SEED CHOICE,
FORAGING STRATEGIES, AND EFFECTS
OF CARABID WEED SEED PREDATION ON
WEED COMMUNITIES The optimal seed foraging assumption predicts that carabid
weed seed predators should keep track of any changes in abun-
dance of seed types they prefer and adjust their foraging de-
cisions accordingly (Hubbard & Cook, 1978; Pyke et al., 1977). Foraging decisions in carabid weed seed predators should there-
fore be dynamic and show changes through time and/or space. This assumption has been borne out by data from laboratory and
field studies as carabid weed seed predators were shown to re-
spond to changes in weed seed abundance in their environments
(Dudenhoffer et al., 2016; Frank et al., 2011). In many cases,
the rates of weed seed removal by carabid predators increased
when seeds were offered in higher numbers per unit area (Honek
et al., 2003; Westerman et al., 2008). Technically, these patterns
suggest that carabid predators destroy more weed seeds as seed
numbers increase and are therefore expected to have a stabiliz-
ing influence on weed populations as models of predator–prey
dynamics suggests (e.g., Abrams, 2000; Sih, 1980, 1984). The
mechanisms underlying the density-dependent responses exhib-
ited by weed seed predators in arable fields remain unknown,
nonetheless. The phenomenon could arise from individual carabid The discussions above have established that seed detection and
quality assessment are most likely mediated by olfactory mecha-
nisms in some way. Following weed seed localization by a carabid
seed predator, seed feeding will commence only if traits of both the
predator and seed overlap to large extents (Ananthakrishan, 1990;
Saska, Honek, Foffova, et al., 2019). Seed suitability rank in such
trait-based foraging scenarios will be determined by the ability of
the predator to overcome the physical and/or chemical defenses of
the seed (Foffova et al., 2020; Larios et al., 2017; Schmitz, 2007). The ability of the carabid predator to break through the seed coat is
an essential first step before feeding on seed tissues can be initiated
(Brousseau et al., 2018; Forsythe, 1982, 1983b). It can be expected
therefore that in cases where predators are able to efficiently break
through the seed coat of different seed types without consider-
able costs, seed chemistry will likely rule and predators would se-
lect seed types of superior chemical qualities (Blate et al., 1998;
Moles et al. 2003a, 2003b). TA B LE 3 Summary of potential carabid
traits that influence the ability of carabid
predators to destroy weed seeds Note: +, indicates a positive effect; −, indicates a negative effect; 0: indicates no documented
effect. This fits nicely with the core assumptions
of optimal foraging models as highly preferable weed seed types
should always be selected when they are present in the environ-
ment (Sih & Christensen, 2001; Westoby, 1978). Less preferable
types of weed seed would be consumed only when the highly
preferable type is not available or is available only in small num-
bers (Hassell & Southwood, 1978). It has been suggested that frequency-dependent functions
rule seed foraging strategies in arable fields (Greenwood, 1985;
Horst & Venable, 2018). The key factor that powers seed preda-
tion dynamics in such case would be seed encounter rate (Kuang &
Chesson, 2010 ). The seed type encountered most frequently in
the environment will hence suffer the most attacks, whereas seed
types that are less abundant will be largely ignored by seed pred-
ators (Merilaita, 2006). Frequency-dependent models may help
explain some aspects of weed seed selection in arable fields, but
such explanations are based on seed numbers alone. Frequency
dependence assumptions ignore that weed seeds shed in arable
fields differ not only in number, but also in quality (Bagavathiannan
& Norsworthy, 2012; Dessaint et al., 1991). Basically, frequency-
dependent reasoning turns weed seed predation interactions into a
game of numbers, leaving no leeway for predators to choose seed
types that suit them best as optimal foraging models predict (Pyke
et al., 1977; Merilaita, 2006). Given the above, it could be suggested that within certain
ranges of seed densities, attack rates against the preferable weed
seed type are likely to follow positive density-dependent patterns
(Cardina et al., 1996; Westerman et al., 2008). When the density
of the highly preferable weed seed species starts to run low, the
feeding responses of carabid weed seed predators can be summa-
rized under the following two scenarios. The first scenario would
involve seed predators continuing to attack the highly prefer-
able weed seed type until it is depleted or no longer detectable
(Holling, 1959; Zhang et al., 1992). Then, switching to less prefer-
able seed types would take place. As a result, the highly prefer-
able weed seed type would suffer significantly higher predation
pressures when scattered in the environment at low densities com-
pared to moderate and high densities. In such cases, the predation
dynamics would be powered by inverse-density-dependent func-
tions (Zhang et al., 1992). predators consuming more weed seeds as they become more avail-
able per unit area, perhaps giving rise to foraging strategies ruled
by functional responses (Holling, 1959). Alternatively, the higher
rates of weed seed predation at increasing seed densities could
come about by larger numbers of individual carabid weed seed
predators consuming the dense seed patches, giving rise to forag-
ing strategies ruled by numerical responses (Hulme, 1997; Marino
et al., 2005). Some evidence has documented that dense seed
patches attract higher numbers of carabid weed seed predators
(Honek & Martinkova, 2001), but the correlation between carabid
numbers aggregating to a dense seed patch and consumption rates
of the preferable seed type in the patch was quite poor in some
cases (Honek et al., 2005). Numerical responses are thus unlikely
to always explain seed removal rates in responses to changes in
seed density. Instead, both functional and numerical responses are
more likely to work together and create complex seed predation
dynamics in the field (Lester & Harmsen, 2002; Kuang & Chesson,
2010). Hence, a deeper treatment of seed foraging strategies re-
quires elucidating how functional and numerical responses are
shaped by changes in density of the preferable seed types relative
to densities of other seed types (Lester & Harmsen, 2002). Noroozi et al., 2012; Pufal & Klein, 2013). The absence of density-
dependent effects in such situations suggests that factors other
than seed numbers alone also play into seed selection decisions. Hence, weed seed predation interactions in arable fields are unlikely
to be a mere numbers game. Density-dependent and selective (trait-based) seed foraging
should not be mutually exclusive in weed seed predation interac-
tions as frequency-dependent models presume (Baraibar, Carrion,
et al. 2011; Mongel & Clark, 1986). Instead, the two strategies
should work together, and abundance of preferable weed seed
types would determine seed selection decisions in such cases
(Pyke et al., 1977). One key difference from frequency depen-
dence here is that upon an initial successful encounter with the
preferable food type in the environment, the selective forager
would alter its foraging behavior toward increasing the chances
of coming across the preferable food type (Garay et al., 2018;
Sih, 1980, 1984). Thus, food searching behavioral patterns exhib-
ited by selective foragers should be directed rather than random,
and not driven by encounter rates alone (Pyke et al., 1977; Hassell
& Southwood, 1978). 5 | TRAIT-BASED SEED CHOICE,
FORAGING STRATEGIES, AND EFFECTS
OF CARABID WEED SEED PREDATION ON
WEED COMMUNITIES By contrast, if the different types of TA B LE 3 Summary of potential carabid
traits that influence the ability of carabid
predators to destroy weed seeds Carabid trait
Ability for weed
seed destruction
References
Mouthpart morphology
+
Forsythe (1982, 1983b, 1987), (1985);
Sasakawa (2016)
Body mass
+
Honek et al. (2007); Martinkova et al. (2019);
Saska, Honek, and Martinkova (2019)
Bite force
+
Evans and Forsythe (1985); Wheater and
Evans (1989); Brousseau et al. (2018)
Body length
0
Kulkarni et al. (2016)
Gape size
0
Evans & Forsythe (1985); Brousseau et al. (2018)
Note: +, indicates a positive effect; −, indicates a negative effect; 0: indicates no documented
effect. Note: +, indicates a positive effect; −, indicates a negative effect; 0: indicates no documented
effect. ALI and WILLENBORG 13713 Under such conditions, the highly prefer-
able weed seed type would suffer strong negative effects when its
abundance is low, and its population could be extinguished in some
local environments (Murdoch & Oaten, 1975; Figure 2a). There are
field data to support the assertion of this scenario, suggesting that
events of inverse-density-dependent weed seed predation could
unfold under some realistic situations (see e.g., Cardina et al., 1996;
Pannwitt et al., 2017; Westerman et al., 2008). Similar inverse-
density-dependent prey selection patterns were also reported for
carabid predators foraging on colonies of soybean aphids (Firlej
et al., 2013). It could be inferred therefore that inverse density
dependence might be the primary response governing foraging Ignoring this important shortcoming in frequency-dependent
models has led to wide contradictions in weed seed foraging data. For example, data from some field studies have shown that weed
seed predation rates followed inverse-density-dependent patterns,
and seed consumption rates declined as more seeds were offered
per unit area (Cardina et al., 1996; Marino et al., 2005; Westerman
et al., 2008). In such cases, weed seed predation would have a bio-
regulatory effect on weed populations only when weed seeds are
scattered at low densities in the field. Higher weed seed densities
would overwhelm the environment and saturate the functional and/
or numerical responses of carabid weed seed predators, breaking
down any bio-regulatory effects against weed populations (Pannwitt
et al., 2017; Petit et al., 2014). Intriguingly, the density-dependent
removal of weed seeds was totally absent in some feeding trials
conducted under field conditions (Baraibar, Daedlow, et al., 2011; 13714 |
ALI and WILLENBORG
FI G U R E 2 Possible scenarios of the foraging strategies of carabid weed seed predators and their effects on weed communities in arable
fields. (a) the preferable type of weed seeds suffer higher attacks at lower densities, and switching to less preferable seed types takes place
only carabid when the preferable seed type is depleted to large extents. Predation pressure is strongly directed against the preferable seed
type leading to local extinctions in some case. (b) the preferable type of weed seeds suffer lower attacks at lower densities, and switching
to less preferable seed types takes place when abundance of the preferable drops below a certain threshold. But given that the abundance of the
highly preferable weed seed species is kept below certain thresh-
olds, some suppression against its populations should be expected Predation pressure is more
distrusted among the different seed types and no local extinctions take place
Composition and
population size of
weed community
Different types of
weed seeds
Community of
carabid predators
Magnitude of seed
predation pressure
Most preferable
Less preferable
Most preferable
Less preferable
(b)
(a) ALI and WILLENBORG 13714 Composition and
population size of
weed community Different types of
weed seeds Most preferable Most preferable Most preferable Magnitude of seed
predation pressure Community of
carabid predators Community of
carabid predators (b) (a) FI G U R E 2 Possible scenarios of the foraging strategies of carabid weed seed predators and their effects on weed communities in arable
fields. (a) the preferable type of weed seeds suffer higher attacks at lower densities, and switching to less preferable seed types takes place
only carabid when the preferable seed type is depleted to large extents. Predation pressure is strongly directed against the preferable seed
type leading to local extinctions in some case. (b) the preferable type of weed seeds suffer lower attacks at lower densities, and switching
to less preferable seed types takes place when abundance of the preferable drops below a certain threshold. Predation pressure is more
distrusted among the different seed types and no local extinctions take place (Holling, 1959; Lester & Harmsen, 2002; Figure 2b). Data in support
of this scenario remain wanting; however, and studies testing this
prediction are needed. In the other possible scenario, carabid weed seed predators
would switch their foraging mode toward the less preferable seed
type when the abundance of the preferable type drops below a cer-
tain threshold level (Chernov, 1976; Pyke et al., 1977). Below that
abundance threshold attacks against the preferable seed type starts
to wane as predators start to seek more rewarding seed patches
(Pyke, 1984; Sih, 1980, 1984). This would give the preferable seed
type an “escape density” below which predation risks diminish
(Sentis & Boukal, 2018). Local population extinctions would not be
expected under such conditions. Instead, carabid weed seed pred-
ators could promote coexistence between multiple weed species
(Juliano, 2001; Kuang & Chesson, 2010). This is a less attractive sce-
nario for weed biocontrol programs because the predation pressure
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Council of Canada. We are also thankful for two anonymous review-
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Utilization of Cereals and Millets for Nutritious Rich Food Products
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International Journal For Multidisciplinary Research
| 2,022
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cc-by-sa
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Rebba Phileshia Shanthi, Prof. Dr. Virginia Paul, Prof. Dr. Ranu Prasad,
Dr. Alka Gupta Rebba Phileshia Shanthi, Prof. Dr. Virginia Paul, Prof. Dr. Ranu Prasad,
Dr. Alka Gupta Department of Food, Nutrition and Public Health (FNPH),
Ethelind College of Home Science (ECHS),
Sam Higginbottom University of Agriculture, Technology and Sciences (SHUATS) International Journal for Multidisciplinary Research (IJFMR) E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 Keywords: Black Rice Flour, Foxtail Millet Flour, Moringa Leaves Powder, Anti-oxidants, Nutrition-
rich Food Keywords: Black Rice Flour, Foxtail Millet Flour, Moringa Leaves Powder, Anti-oxidants, Nutrition-
rich Food International Journal for Multidisciplinary Research (IJFMR) Introduction Black rice was initially grown in China before the Chinese dynastic period and was called the 'luck rice'
because it was believed that people consuming black rice would live longer and also it can cure most
diseases. Earlier people refused to consume black rice due to its black color as they considered it to be
'dirty' because of the black color. Later it was found that the color of the grain is determined by the
accumulation of colored pigments. Black rice is black due to the presence of the anthocyanin pigment on
the outer layers (bran) of the rice kernel. The purple color pigment anthocyanin is rich in antioxidants
and is naturally present in many berries like blueberry, black currant, and vegetables like eggplant
(brinjal) (Nitin Kumar, Roshini Deepika Murali, et al., 2020). The grain color of cereals is determined by the pigmentation of certain phytochemicals. the black grain
color is caused by the deposition of anthocyanins (Rahman, et al., 2013) black color pigment called
anthocyanin which is rich in antioxidants and poses a variety of health benefits such as anti-aging,
anticancer, anti-diabetes, lowering the risk of obesity, etc. Black rice contains essential amino acids like
lysine, tryptophan; vitamins such as vitamin B1, vitamin B2, folic acid; and it is a good source of
minerals including iron, zinc, calcium, phosphorus, and selenium. It contains the highest amount of
antioxidants, protein, and dietary fiber of all rice varieties, besides it has phenolics, flavonoids, and
anthocyanins. Antioxidants are the first line of defense against free radical damage and are critical for
maintaining optimum health and well-being. These antioxidant compounds have tremendous health
benefits and can reduce the risk of developing various chronic diseases. On cooking, it turns into purple
color with a shiny indigo finish and has a mild nutty flavor and its texture is smooth and firm
Anthocyanins possess antioxidative and antimicrobial activities, improve visual and neurological health
and also protects against non-communicable diseases. These all good health benefits are due to the
antioxidant activity i.e., free radical scavenging activity which prevents the release of free radicals in the
body. Anthocyanins are used to treat a wide variety of minor health issues like blood pressure, cold, and
urinary tract infections. It can also cure major health problems like heart attack (CVD), cancer, obesity,
and diabetes. Foxtail millet ranks second in the total world production of millets. International Journal for Multidisciplinary Research (IJFMR) E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 Abstract The present research entitled "Utilization of Cereals and Millets for Nutritious Rich Food Products" was
undertaken to develop nutrition-rich food in which anti-oxidants and phenolic compounds, rich fiber
content, vitamins, minerals, amino acids, and nutritional benefits of health. They fight against
cardiovascular diseases, diabetes, obesity, and cancer, and reduce inflammation. Products like black rice,
foxtail millets, and moringa leaves are utilized through baked products where the amount of nutritive
value remains almost the same when compared with steamed or cooked and gives good color, and
texture, and maintains its shelf life for many days. As in this experiment, the products like bread,
muffins, and cookies are chosen for the preparation which helps every age group like to eat. The research was conducted during the year 2020 in the Food lab of the Department of Food Nutrition
and public health, Ethelind College of Home Science, Sam Higginbottom University of Agriculture. Technology and Sciences, Prayagraj, U.P., India. A close-ended Evaluation schedule was prepared to
evaluate the developed product prepared in the university lab. Data were analyzed using suitable
statistical tools i.e. Analysis of variance (Two-way ANOVA or Two-way classification) technique. A
significant difference between the treatments was determined by using the CD (Critical Difference) test. The test was performed for comparing the difference in the nutritional content between control and best
treatment of the developed food products. Based on the findings, it is concluded that the black rice flour,
foxtail millet flour, and moringa leaves powder enhance the nutritive value of “Bread, Cookies and
Muffins”. Sensory evaluation of prepared products T2 (25:15:2:58) was highly acceptable. Nutritionally, it was found that the nutrient content of best treatment T2 of the three products, was
significantly higher with regards to energy, protein, fat, carbohydrate, fiber, calcium, iron, and activity
as compared to the control T0. The cost was increased marginally in all treatment of prepared products
comparatively control. The cost of the prepared product per 100 gm of raw ingredient for “Bread”
ranged from Rs. 30 to Rs. 35, “Cookies” from Rs. 25 to Rs. 35, and “Muffins” from Rs. 30 to Rs. 40. y
rich Food Email : editor@ijfmr.com Website : www.ijfmr.com IJFMR2204005 56 International Journal for Multidisciplinary Research (IJFMR) oxidative stress due to the presence of antioxidants (Silva, Pereira, & Azevedo, et al., 2013). Additionally, owing to its low cost and excellent functional properties of flour and protein concentrate,
foxtail millet can be considered a good candidate for replacing animal protein foods. Furthermore, there
is huge potential for successfully developing low-cost, protein-rich functional food products helpful in
the prevention and management of lifestyle-related chronic diseases. The less explored, commercially available foxtail millet-milled fractions like whole flour & bran-rich
fractions were studied for their antioxidant potency. Phytochemicals like alkaloids, phenolic, reducing
sugars, and flavonoids were found only in methanolic & aqueous extracts, while tannins and terpenoids
were present in all the solvent extracts of whole flour & bran-rich fraction. Antioxidants were extracted
using methanol, ethanol, and water. Metabolic extracts of whole flour and bran-rich fraction exhibited a
significantly higher. The grain of Foxtail millet is used in China as an astringent and emollient in
choleric affections and diarrhea. The seeds are used in India as a diuretic, to strengthen virility, and treat
indigestion, dyspepsia, and rheumatism. It helps to treat food stagnancy, white seeds are useful for fever
and cholera, and in India to enhance vigor and treat bone fractures. The cooked grains are used in
Chhattisgarh as a cure for diarrhea. The paste is externally used Foxtail millet can fight diabetes and
reduces the chances of blockages in the heart resulting in cardiac arrest. 100 grams of Foxtail millet
contains 12 g of moisture, 351 calories, 11.2 g of protein, 4 g of total fat, 63.2 g of carbohydrate, and 6.7
g of crude fiber. It grants 803 g of isoleucine, 1764 g of leucine, 103 g of tryptophan, 328 g of threonine,
233 g of lysine, 0.6 mg of thiamin, 63.2 g of carbohydrate, 2.8 mg of iron, 11.2 mg of protein, 3.2 mg of
niacin, 4 g of lipid fat, 0.1 mg of riboflavin, and 31 mg of calcium. Vitamin B1 assists in the formation
of the neurotransmitter acetylcholine (Sharma, et al., 2017). Moringa oleifera is the most nutrient-rich plant yet discovered. This humble plant has been making
strides in less-developed societies for thousands of years, and significant nutritional research has been
conducted since the 1970s. Moringa provides a rich and rare combination of nutrients, amino acids,
antioxidants, and anti-aging and anti-inflammatory properties used for nutrition and healing. Moringa is
sometimes called "Mother's Best Friend". Introduction Foxtail millet is fairly
tolerant of drought; it can escape some droughts. It has been reported that foxtail millet has many
nutritional and medicinal properties and is recommended in ayurvedic and Unani products by
practitioners. Foxtail millet grains are about 2 mm in length and the glumes can be white, red, yellow,
brown, or black. Neither white nor red varieties were found to contain tannins. The granule size varies
from 0.8 to 9.6 μm. Foxtail millet can be waxy (high in amylopectin), normal (low amylose), or non-
waxy (high amylose) (John R.N. Taylor, M. Naushad, et al., 2008). Foxtail millet is non-glutinous, like buckwheat and quinoa, and is a non-acid-generating food, hence
considered an easily digestible food also possesses a higher amount of proteins and minerals that act as a
potential functional food ingredient and a supplementary protein source to most cereals, due to its high
lysine content (Mohamed, Zhu, Issoufou, Fatmata, Zhou, et al., 2009). The availability of minerals increased during germination due to the catabolism of anti-nutrients like
polyphenol and saponins which hinder the bioavailability of minerals described that germination of
foxtail millet for 3 days resulted in the production of a high concentration of minerals. The consumption
of sprouts as functional food can be considered very important in reducing human diseases related to Email : editor@ijfmr.com Website : www.ijfmr.com 57 International Journal for Multidisciplinary Research (IJFMR)
E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022
oxidative stress due to the presence of antioxidants (Silva, Pereira, & Azevedo, et al., 2013). 3.4 Sensory Evaluation of Developed Products Sensory evaluation of the food products for their acceptability was done by a panel member of 5 judges. Panel members were selected based on their performance in initial evaluation trials. Sensory descriptors
of the samples were appearance, color, aroma, taste, texture, and overall acceptability. The nine-point
hedonic scale was used for sensory evaluation (Srilakshmi 2014). Materials And Methods The study entitled “Utilization of Cereals, Millets for Nutritious Rich Food Products” was conducted in
the Department of Food Nutrition and Public Health, Ethelind College of Home Science, Sam
Higginbottom University of Agriculture, Technology and Science, Prayagraj, U.P. India. The details of materials, experiments, procedures, and techniques adopted during the present
investigation have been elaborated in this chapter under the following headings: Table 1: Showing Experimental design of Bread, Cookies and Muffins for 100 gms
Value-added Food Product
Treatments
Replications
T0
T1
T2
T3
4
Black Rice Flour (g)
-
25 g
25 g
15 g
Foxtail Millet Flour (g)
-
23 g
15 g
25 g
Moringa Powder (g)
-
2 g
2 g
2 g
All-purpose Flour/Refined Flour (g)
100
48 g
68 g
68 g Table 1: Showing Experimental design of Bread, Cookies and Muffins for 100 gms 3.3 Detail of Treatments and Replications tail of Treatments and Replications Four treatments were prepared for “Bread, Cookies and Muffins” as follows: nts were prepared for “Bread, Cookies and Muffins” as follows: Four treatments were prepared for Bread, Cookies and Muffins as follows:
(Control) T0: The product was prepared using only 100 gms all-purpose flour. (Control) T0: The product was prepared using only 100 gms all-purpose flour. (Control) T0: The product was prepared using only 100 gms all-purpose flour. Treatment (T1): The product was prepared using 25% black rice powder, 25% of foxtail millet powder
2% of moringa powder, and 48% of all-purpose flour. Treatment (T1): The product was prepared using 25% black rice powder, 25% of foxtail millet powder
2% of moringa powder, and 48% of all-purpose flour. Treatment (T2): The product was prepared using 25% black rice powder, 15% of foxtail millet powder
2% of moringa powder, and 58% of all-purpose flour. Treatment (T2): The product was prepared using 25% black rice powder, 15% of foxtail millet powder
2% of moringa powder, and 58% of all-purpose flour. Treatment (T3): The product was prepared using 15% black rice powder, 25% of foxtail millet powder
2% of moringa powder, and 58% of all-purpose flour. Treatment (T3): The product was prepared using 15% black rice powder, 25% of foxtail millet powder
2% of moringa powder, and 58% of all-purpose flour. Replications: Control and treatments were replicated three times respectively to get the average value. Replications: Control and treatments were replicated three times respectively to get the average value. International Journal for Multidisciplinary Research (IJFMR) A large number of reports on the nutritional qualities of
Moringa now exist in both the scientific and popular literature. Moringa has been in use for centuries for
nutritional as well medicinal purposes. These include vitamin C, which fights a host of illnesses
including colds and flu; vitamin A, which acts as a shield against eye disease, skin disease, heart
ailments, diarrhea, and many other diseases; Calcium, which builds strong bones and teeth and helps
prevent osteoporosis; Potassium, which is essential for the functioning of the brain and nerves, and
Proteins, the basic building blocks of all our body cells. Another important point is that Moringa leaves
contain all of the essential amino acids, which are the building blocks of proteins. It is very rare for a
vegetable to contain all of these amino acids. And Moringa contains these amino acids in a good
proportion so that they are very useful to our bodies. These leaves could be a great boon to people who
do not get protein from meat. Moringa even contains arginine and histidine two amino acids especially
important for infants. Arginine and histidine, are especially important for infants who are unable to make
enough protein for their growth requirements. Experts tell us that 30% of children in subSaharan Africa
are protein deficient. Moringa could be an extremely valuable food source (Khawaja Tahir Mahmood, et
al., 2013). Email : editor@ijfmr.com Website : www.ijfmr.com 58 Nutrient / 100 g of product = Ingredient used ( g)× Nutritivevalue of the Ingredient
100 Nutrient / 100 g of product = Ingredient used ( g)× Nutritivevalue of the Ingredient
100 International Journal for Multidisciplinary Research (IJFMR) E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 3.6 Determination of Cost The cost of the prepared products was determined based on the price of raw ingredients at the prevailing
market price. 3.3 Statistical Analysis The data were statistically analyzed by using the Analysis of variance (Two-way ANOVA or Two-way
Classification) technique. A significant difference between the treatments was determined by using the
CD (Critical Difference) test (Appendix). "t-test" was performed for comparing the difference in the
nutritional content between the control and best treatment of the developed food products (Chandel,
2006). 3.5
Determination of Nutrient Content of Prepared Products The nutritive value of the ingredients (black rice flour, foxtail millet flour, moringa leaves powder) used
in the development of food products was calculated with the use of food composition tables by Gopalan
et al. (2015). Nutrients such as energy, protein, carbohydrates, fat, iron, calcium and fiber were
calculated. IJFMR2204005
Website : www.ijfmr.com Email : editor@ijfmr.com Website : www.ijfmr.com 59 Results and Discussion Table 2: Average Sensory Scores of Different Parameters in Control and Treated Samples of “Bread”
Parameters
Mean + SE
Statistical Analysis
T0
T1
T2
T3
Colour and Appearance
7.7 + 0.42
7.03 + 0.35
7.5 + 0.48
7.26 + 0.39 F = 4.59 (4.76) S*
C.D. = 0.47
Body and Texture
7.1 + 0.35
7.6 + 0.39
7.5 + 0.38
7.06 + 0.11 F = 4.88 (4.76) S*
C.D. = 0.24
Taste and Flavor
7.4 + 0.39
7.7 + 0.28
7.6 + 0.30
7.7 + 0.49
F = 27.30 (4.76) S*
C.D. = 0.56
Overall Acceptability
7.2 + 0.31
7.4 + 0.30
7.4 + 0.14
7.7 + 0.25
F = 0.76 (4.76) S*
C.D. = 0.42
Table 3: Average Sensory Scores of Different Parameters in Control and Treated Samples of “Cookies”
Control and Treatments
T0
T1
T2
T3
Colour and Appearance
7.5
7.1
7.6
7.3
Body and Texture
7.1
7.2
7.6
6.9
Taste and Flavour
7.4
7.5
7.8
7.3
Overall Acceptability
7.4
7.1
7.8
7.1
Table 4: Average Sensory Scores of Different Parameters in Control and Treated Samples of “Muffins”
Parameters
Mean + SE
Statistical Analysis
T0
T1
T2
T3
IJFMR2204005
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Email : editor@ijfmr.com
60 Sensory Scores of Different Parameters in Control and Treated Samples of “Cookies” Table 4: Average Sensory Scores of Different Parameters in Control and Treated Samples of “Muffins”
Parameters
Mean + SE
Statistical Analysis
T0
T1
T2
T3
IJFMR2204005
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60 Sensory Scores of Different Parameters in Control and Treated Samples of “Muffins” Table 4: Average Sensory Scores of Different Parameters in Control and Treated Sample Email : editor@ijfmr.com 60 International Journal for Multidisciplinary Research (IJFMR)
E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022
Colour and Appearance
7.5 + 0.40
7.0 + 0.30
7.6 + 0.40
7.4 + 0.41
F = 4.59 (4.76) S*
C.D. = 0.25
Body and Texture
7.2 + 0.30
7.0 + 0.17
7.7 + 0.28
7.3 + 0.02
F = 1.26 (4.76) S*
C.D. = 0.13
Taste and Flavor
7.4 + 0.39
7.3 + 0.34
7.2 + 0.40
7.2 + 0.46
F = 27.30 (4.76) S*
C.D. = 0.47
Overall Acceptability
7.4 + 0.63
7.1 + 0.12
7.4 + 0.51
7.0 + 0.43
F = 0.59 (4.76) S*
C.D. Email : editor@ijfmr.com Results and Discussion = 0.21 International Journal for Multidisciplinary Research (IJFMR) nternational Journal for Multidisciplinary Research (IJFMR) Table 5: The Average Nutrient Content of “Bread” per 100 g Table 5: The Average Nutrient Content of Bread per 100 g
Treatments
Energy (kcal)
Protein (g)
Fat (g)
Carbohydrate (g)
Fiber (g)
Iron (mg)
Calcium (mg)
T0
452.52
15.72
7.20
22.26
2.46
3.92
63.27
T1
453.86
17.33
7.88
78.66
4.21
3.66
69.07
T2
452.66
17.58
7.66
38.76
3.75
3.71
67.146
T3
454.26
17.75
7.75
38.70
2.59
3.11
66.51 Table 6: The Average Nutrient Content of “Cookies” per 100 g Table 6: The Average Nutrient Content of “Cookies” per 100 g
Treatments
Energy (kcal)
Protein (g)
Fat (g)
Carbohydrate (g)
Fiber (g)
Iron (mg)
Calcium (mg)
T0
454.88
15.72
7.203
22.592
2.462
3.92
63.28
T1
456.74
17.331
7.881
79.36
4.21
3.66
69.08
T2
455.54
17.59
7.66
38.89
3.72
3.718
67.15
T3
457.14
17.76
8.701
38.55
2.59
3.11
66.52 Table 7: The Average Nutrient Content of “Muffins” per 100 g Table 7: The Average Nutrient Content of “Muffins” per 100 g
Treatments
Energy (kcal)
Protein (g)
Fat (g)
Carbohydrate (g)
Fiber (g)
Iron (mg)
Calcium (mg)
T0
514.94
19.878
10.98
22.44
2.597
3.411
63.27
T1
516.8
25.213
11.66
79.41
3.462
6.145
69.31
T2
515.6
24.095
11.44
38.94
3.75
4.53
67.39
T3
517.2
24.479
12.48
38.68
2.59
3.84
66.74 Table 8: The Average Cost of “Bread” per 100 g of Raw Ingredients
Ingredients
T0
T1
T2
T3
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Black Rice Flour @ Rs. 56
-
-
25
14
25
14
15
8.4
Foxtail Millet Flour @ Rs. 23.50
-
-
25
5.87
15
3.52
25
5.87
Moringa Leaves powder @ Rs. 49.90
-
-
2
0.9
2
0.9
2
0.9
Maida @ Rs. 3.90
100
3.9
48
1.87
58
2.26
58
2.26
Yeast @ Rs. 129
1.5
1.9
1.5
1.9
1.5
1.9
1.5
1.9
IJFMR2204005
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61 Table 8: The Average Cost of “Bread” per 100 g of Raw Ingredients Website : www.ijfmr.com 61 International Journal for Multidisciplinary Research (IJFMR)
E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022
Sugar @ Rs. 3.80
3
0.1
3
0.1
3
0.1
3
0.1
Salt @ Rs. 1.70
1
0.01
1
0.01
1
0.01
1
0.01
Butter @ Rs. 32
1
0.4
1
0.04
1
0.04
1
0.04
Milk @ Rs. Results and Discussion 5.60
60 ml
3.36
60 ml
3.36
60 ml
3.36
60 ml
3.36
Baking Powder @ Rs. 30
2
0.6
2
0.6
2
0.6
2
0.6
Total Cost Rs./100gm
10.27
27.75
26.69
23.44 International Journal for Multidisciplinary Research (IJFMR)
E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 International Journal for Multidisciplinary Research (IJFMR) Table 8 shows that the cost of “Bread ” per 100 g of raw ingredients at the prevailing cost of the raw
materials was T0 is Rs. 10.26 for treatment, T1 is Rs. 27.75, T2 is Rs. 26.69, T3 is Rs. 23.44. This shows
that as the incorporation level of black rice flour increased the cost also increased marginally. Table 8 shows that the cost of “Bread ” per 100 g of raw ingredients at the prevailing cost of the raw
materials was T0 is Rs. 10.26 for treatment, T1 is Rs. 27.75, T2 is Rs. 26.69, T3 is Rs. 23.44. This shows
that as the incorporation level of black rice flour increased the cost also increased marginally. Table 9: The Average Cost of “Cookies” per 100 g of Raw Ingredients
Ingredients
T0
T1
T2
T3
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Black Rice Flour @ Rs. 56
-
-
25
14
25
14
15
8.4
Foxtail Millet Flour @ Rs. 23.5
-
-
25
5.87
15
3.52
25
5.87
Moringa Leaves Powder @ Rs. 49.90
-
-
2
0.9
2
0.9
2
0.9
Maida @ Rs. 32
100
1.95
48
1.87
58
2.26
58
2.26
Vanilla Essence @ Rs. 44.90
1
0.224
1
0.449
1
0.449
1
0.449
Sugar @ Rs. 3.80
50
1.25
50
2.5
50
2.5
50
2.5
Salt @ Rs. 1.70
1
0.01
1
0.017
1
0.017
1
0.017
Butter @ Rs. 32
80
19.8
80
39.6
80
39.6
80
39.6
Milk @ Rs. 5.60
3 ml
0.16
3 ml
0.16
3 ml
0.16
3 ml
0.16
Baking Powder @ Rs. 30
2
0.6
2
0.6
2
0.6
2
0.6
Total Cost Rs./100 g
23.60
32.98
32
30 Table 9: The Average Cost of “Cookies” per 100 g of Raw Ingredients Table 9 shows that the cost of “Cookies” per 100 g of raw ingredients at the prevailing cost of the raw
materials was T0 is Rs. 23.60 for treatment, T1 is Rs. 32.98, T2 is Rs. 32, T3 is Rs. 30. Email : editor@ijfmr.com Results and Discussion This shows that as
the incorporation level of black rice flour increased the cost also increased marginally. Table 9 shows that the cost of “Cookies” per 100 g of raw ingredients at the prevailing cost of the raw
materials was T0 is Rs. 23.60 for treatment, T1 is Rs. 32.98, T2 is Rs. 32, T3 is Rs. 30. This shows that as
the incorporation level of black rice flour increased the cost also increased marginally. Table 10: The Average Cost of “Muffins” per 100 g of Raw Ingredients Table 10: The Average Cost of “Muffins” per 100 g of Raw Ingredients
Ingredients
T0
T1
T2
T3
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Amt (g)
Cost (Rs)
Black Rice Flour @ Rs. 28
-
-
25
7
25
7
15
4.2
Foxtail Millet Flour @ Rs. 11.75
-
-
25
2.93
15
1.76
25
2.93
Moringa Leaves Powder @
Rs. 24.95
-
-
2
0.45
2
0.45
2
0.45
Maida @ Rs. 1.95
100
1.95
48
0.94
58
0.94
58
0.94
IJFMR2204005
Website : www.ijfmr.com
Email : editor@ijfmr.com
62 62 International Journal for Multidisciplinary Research (IJFMR)
E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022
Sugar @ Rs. 1.90
70
1.3
70
1.3
70
1.3
70
1.3
Egg @ Rs. 20
50
3
50
3
50
3
50
3
Salt @ Rs. 8.50
1
0.01
1
0.01
1
0.01
1
0.01
Vanilla Essence @ Rs. 22.45
1
0.224
1
0.224
1
0.224
1
0.224
Butter @ Rs. 16
70
17.3
70
17.3
70
17.3
70
17.3
Milk @ Rs. 2.80
10
2.31
10
2.31
10
2.31
10
2.31
Baking Powder @ Rs. 15
50
3
50
3
50
3
50
3
Total Cost Rs./100 g
28.77
38.45
37.47
35.85
Table 10 shows that the cost of “Muffins” per 100 g of raw ingredients at the prevailing cost of the raw
materials was T0 is Rs. 28.77 for treatment, T1 is Rs. 38.45, T2 is Rs. 37.47, T3 is Rs. 35.85. International Journal for Multidisciplinary Research (IJFMR) International Journal for Multidisciplinary Research (IJFMR) E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 Table 10 shows that the cost of “Muffins” per 100 g of raw ingredients at the prevailing cost of the raw
materials was T0 is Rs. 28.77 for treatment, T1 is Rs. 38.45, T2 is Rs. 37.47, T3 is Rs. 35.85. Results and Discussion The study entitled “Utilization of Cereals and Millets for Nutritious Rich Food Products” was carried out
to formulate and standardized the product as well as to assess their sensory attributes and nutrient
content as well as determine the cost of the prepared products based on raw ingredients. The three food products “Bread”, “Cookies” and “Muffins” were prepared by incorporation of cereals
like black rice flour and millets like foxtail millets flour. The basic recipe of each product with and
without incorporation of T2 (25:15:2:68, black rice flour + foxtail millet flour + moringa leave powder +
Maida) followed by T0 (100% of all-purpose flour; Maida), T1 (25:25:2:48, black rice flour + foxtail
millet flour + moringa leaves powder + Maida), T3 (15:25:2:68, black rice flour + foxtail millet flour +
moringa leaves powder + Maida) respectively, and the basic recipe of product T2 (25:15:2:68, black rice
flour + foxtail millet flour + moringa leave powder + Maida) followed by T0 (100% of all-purpose flour;
Maida), T1 (25:25:2:48, black rice flour + foxtail millet flour + moringa leaves powder + Maida), T3
(15:25:2:68, black rice flour + foxtail millet flour + moringa leaves powder + Maida) respectively. T2
(25:15:2:68, black rice flour + foxtail millet flour + moringa leave powder + Maida) followed by T0
(100% of all-purpose flour; Maida), T1 (25:25:2:48, black rice flour + foxtail millet flour + moringa
leaves powder + Maida), T3 (15:25:2:68, black rice flour + foxtail millet flour + moringa leaves powder
+ Maida) respectively. And the method of cooking was baking at 180o C for 10-20 minutes. The experimental trial was
replicated three times and in each replication of products were Bread, Cookies and Muffins. The
organoleptic evaluation of the products about attributes of color, texture, taste, flavor, and overall
acceptability was done using the panel of five judges. “Nine-point hedonic scale” and nutritive value
was calculated using the food composition tables given by Gopalan, et al., (2015). The findings of the
entire study are reported as follows. The observations were recorded and tabulated and results were
statistically analyzed by analysis of variance and critical difference technique and t-test. The costs of the
products were calculated from the cost of raw materials used. Conclusion Based on the findings, it is concluded that the Black rice flour + Foxtail millet + Moringa leaves powder
+ Maida were successfully incorporated and enhanced the nutritive value of "Bread, Cookies and
Muffins". Based on sensory evaluation T2 (25+15+2+68) was highly acceptable based on overall
acceptability for “Bread, Cookies and Muffins” about color and appearance, body and texture, taste, and
flavor, and overall acceptability. Nutritive value of prepared product indicates carbohydrate, protein,
fiber, energy, calcium, iron content and also anti-oxidants, flavonoids, anthocyanins, and phenolic
compounds increased in enriched “Bread, Cookies and Muffins” as compared to control bread T2 is Rs. 26.69, cookies T2 is Rs. 32, muffins T2 is Rs. 37.47 and their cost are as recorded. International Journal for Multidisciplinary Research (IJFMR) E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 between the nutrient content of control (T0) and the best treatment (T2) about antioxidants, energy,
carbohydrate, calcium, fat, protein. However, a non-significant difference in the 1.88 and 2.78 for
energy and fat content respectively were found. Comparison between the nutrient content of control and
best treatment of “Cookies” by using “t-test” the difference in the t- calculated value of 7.94 for energy
content, 3.66 for fat content, 63.11 for carbohydrate content, 5.23 for calcium content, and 4.31 for iron
content was higher than the tabulated value of “t” which is 2.96 at 5% probability level indicate that
there is a significant difference between the nutrient content of control (T0) and the best treatment (T1)
about energy, carbohydrate, calcium, fat, protein. However, a non-significant difference in the 0.60 and
0.42 for iron fiber content respectively were found. In "Muffins" the difference in the t-calculated value
was 5.48 for protein content, 14.97 for carbohydrate content, 5.14 for calcium content, 10.04 for iron
calcium and 26.77 for fiber content was higher than the tabulated value of "t" which is 2.96 at a 5%
probability level indicating that there is a significant difference between the nutrient content of control
(T0) and the best treatment (T2) about antioxidants, energy, carbohydrate, calcium, fat, protein. However,
a non-significant difference in the 1.88 and 2.78 for energy and fat content respectively were found. Since to calculate the cost of prepared products it was found the highest price was of T2 and T0 of the
products namely: “Bread, Cookies and Muffins” per 100 g for control and treatment. The average cost of the “Bread, Cookies and Muffins” per 100 g of raw ingredients was
The cost of the product “Bread” per 100 g of the raw ingredient, ranged from Rs. 25 to Rs. 30
The cost of the product “Cookies” per 100 g of raw ingredient ranged from Rs. 45 to Rs. 50
The cost of the product “Muffins” per 100 g of raw ingredient ranged from Rs.65 to Rs. 70 Since to calculate the cost of prepared products it was found the highest price was of T2 and T0 of the
products namely: “Bread, Cookies and Muffins” per 100 g for control and treatment. Th
t f th “B
d C
ki
d M ffi
”
100
f
i
di
t Results and Discussion In "Bread" the difference in the t-calculated value of 5.48 for protein content, 14.97 for carbohydrate
content, 5.14 for calcium content, 10.04 for iron calcium, and 26.77 for fiber content was higher than the
tabulated value of “t” which is 2.96 at 5% probability level indicate that there is a significant difference Email : editor@ijfmr.com Website : www.ijfmr.com 63 References 1. Reddy, V.S., Dash, S., Reddy, A.R. (1995). Anthocyanin pathway in rice (Oryza sativa L):
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Rice, Brown Rice, and Germinated Brown Rice. International Journal for Multidisciplinary Research (IJFMR) E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 Recommendation 1. Incorporation of different proportions of more flours from cereals or any other agricultural-related
product for value addition in traditional recipes can be encouraged and popularized to improve the
intake of protein, fat, calcium, carbohydrate and iron, and most importantly also anti-oxidants,
flavonoids, anthocyanins, and phenolic compounds are very high in these cereals and millets. 1. Incorporation of different proportions of more flours from cereals or any other agricultural-related
product for value addition in traditional recipes can be encouraged and popularized to improve the
intake of protein, fat, calcium, carbohydrate and iron, and most importantly also anti-oxidants,
flavonoids, anthocyanins, and phenolic compounds are very high in these cereals and millets. 2. Black rice and foxtail millets are very high in anti-inflammatory agents which is one of the main
responses in the immune system 2. Black rice and foxtail millets are very high in anti-inflammatory agents which is one of the main
responses in the immune system 3. The three food products Black rice, foxtail millet, and moringa leaves are very high in iron, calcium
antioxidants vitamins like B, E, C and A folic acids, pyridoxine, and nicotinic acids by which the
nervous system, digestive system, and skin health are controlled and maintained 3. The three food products Black rice, foxtail millet, and moringa leaves are very high in iron, calcium
antioxidants vitamins like B, E, C and A folic acids, pyridoxine, and nicotinic acids by which the
nervous system, digestive system, and skin health are controlled and maintained 4. These products can also help provide variety in the daily dietaries in addition to their nutritional 4. These products can also help provide variety in the daily dietaries in addition to their nutritional
IJFMR2204005
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ijf
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@ijf
64 Website : www.ijfmr.com Email : editor@ijfmr.com 64 International Journal for Multidisciplinary Research (IJFMR) E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 16. Satya Prakash Mishra, Pankaj Singh, Sanjay Singh. (2012). Processing of Moringa oleifera Leaves
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Ebana, Masahiro Yano, Takeshi Ebitani, Takeshi Izawa, (2015). The Birth of a Black Rice Gene
and Its Local Spread by Introgression. The Plant Cell, 27(9) 2401-2414. 23. Hariprasanna K. (2016). Indian Institute of Millets Research Foxtail Millet – Nutritional importance
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Website : www.ijfmr.com Website : www.ijfmr.com Email : editor@ijfmr.com 65 International Journal for Multidisciplinary Research (IJFMR) E-ISSN: 2582–2160, Volume: 4, Issue: 4, July-August 2022 32. Nitya Sharma, Keshavan Niranjan. (2017). Foxtail millet, Properties, processing, health, benefits,
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https://openalex.org/W2033902534
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http://www.scirp.org/journal/PaperDownload.aspx?paperID=31758
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English
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Identification of Categorical Registration Data of Domain Names in Data Warehouse Construction Task
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Intelligent control and automation
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cc-by
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Intelligent Control and Automation, 2013, 4, 227-234 Intelligent Control and Automation, 2013, 4, 227-234
http://dx.doi.org/10.4236/ica.2013.42027 Published Online May 2013 (http://www.scirp.org/journal/ica) ABSTRACT This work is dedicated to formation of data warehouse for processing of a large volume of registration data of domain
names. Data cleaning is applied in order to increase the effectiveness of decision making support. Data cleaning is ap-
plied in warehouses for detection and deletion of errors, discrepancy in data in order to improve their quality. For this
purpose, fuzzy record comparison algorithms are for clearing of registration data of domain names reviewed in this
work. Also, identification method of domain names registration data for data warehouse formation is proposed. Deci-
sion making algorithms for identification of registration data are implemented in DRRacket and Python. Keywords: Domain; Domain Name System; Registrar; Registrant; Category Data; Data Warehouse; Data Clearing;
Fuzzy Search Algorithms; Damerau-Levenstein Distance; Decision Tree Identification of Categorical Registration Data of Domain
Names in Data Warehouse Construction Task Rasim Alguliev, Rena Gasimova
Institute of Information Technology of ANAS, Baku, Azerbaijan
Email: director@iit.ab.az, renakasumova@gmail.com Rasim Alguliev, Rena Gasimova
Institute of Information Technology of ANAS, Baku, Azerbaijan
Email: director@iit.ab.az, renakasumova@gmail.com Received January 31, 2013; revised March 1, 2013; accepted March 8, 2013 Received January 31, 2013; revised March 1, 2013; accepted March 8, 2013 Copyright © 2013 Rasim Alguliev, Rena Gasimova. This is an open access article distributed under the Creative Commons Attribu-
tion License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly
cited. Copyright © 2013 SciRes. 1. Introduction collection, organized to support management”, designed
to act as “unique and only source of truth”, providing
managers and analysts with trustworthy information ne-
cessary for operative analysis and decision making [5,6]. Richard Hackathorn, another founder of this concept,
wrote that the objective of DW—is to provide “unique
image of existing reality” for organizations [7]. Ralph
Kimball, one of DW authors, described the warehouse as
“a place, where people can access their data”. He also
formulated in [8,9] main requirements to data ware-
houses. Decision support systems (DSS) have been used for for-
mation of administration decisions, i.e. discovery of the
best alternative for a lengthy period of time. Majority of
commercial, social and governmental organizations no
longer make serious decisions without using elements of
computer analysis [1]. At all stages of complex adminis-
trative decision making—from identification of the pro-
blem to control of realization of made decision—the
more accurate, timely and complete is the appropriate in-
formation, the more effective will be the decision. In-
formation support of the decision making process deter-
mines the effectiveness of decision at all stages [2]. For correct comprehension of data concept, it is nec-
essary to understand following principal moments: DW
concept—is not a data analyzing concept; rather it is a
concept of preparation for data analyzing; DW concept
does not predetermine architecture of purposive analytic-
cal system. It describes the processes to be implemented
in the system, but not the where precisely and how these
processes must be implemented. The main objective of
warehouses—is creation of a single logical presentation
of data, contained in multitype data bases (DB) or in
other words, a single corporate data model. Modern approach to automation of decision making
support is based on use of data warehouse (DW) concept. Rampant development of information technologies, and
data collection, storage and procession means in particu-
lar, allows to collect vast volumes of data which require
analyzing. DW provides analysts, executives and top ma-
nagers with capability to study large volumes of interde-
pendent data using fast interactive information reflection
on different levels of detailing from different points of
view in accordance with notion of the user on subject
field [3,4]. 2. Relevance Apparently, at modern development level of information
technologies, simple relocation of data from one DW to Bill Inmon, author of DW concept, defined them as
“subject oriented, integrated, unchanged, supporting data ICA ICA R. ALGULIEV, R. GASIMOVA 228 another does not cause difficulties. However if we simply
relocate the data from all sources to a single DB, then we
will obtain a “dump”, an uncoordinated set of data. In
order to create something more accessible for analysis by
the final user, it is necessary to coordinate the data en-
tering the DB from sources of data warehouse. In other
words, to solve the main task of DW construction: to
create the most coordinated, subject-oriented, integrated,
time dependant data set. with independence of data allocation, inclusion of infor-
mation system in domain contents, presence of special
information systems (DNS servers) containing data on
domain names allocated in domain and carries out the
function of domain name space organization [11]. Registration data of domain include: domain name
(domain), registry identifier (registrar), full name of the
physical person (person), contact address of the physical
person (address), domain administrator identifier (admin-
o), organization identifier for administrative communica-
tion (admin-c), title of organization (organization), do-
main registration time (created), domain free date (free-
date), telephone numbers with international codes (phone),
e-mail address (e-mail), list of DNS servers supporting
domain (nserver), domain type (type), information source
(source), domain registration payment time (paid-till)
[12]. Filling of warehouses, as a rule, is carried out by in-
formation from several data sources. Development or
consequential support of qualitative information storage
and processing systems is a complex problem. Human
factor and partial absence of control at submittal lead to
occurrence of distortions in data. Misprints and omis-
sions are present almost in all details of saved objects, as
well as in identification sets. During entrance stage of
information into the data base, human factor is the main
reason for occurrence of distortions. Damerau demon-
strated that 95% of errors during typing by a person are
transpositions [10]. Clearing of domain name registration data is carried
out in the works and domain names registration data
identification method is developed based on decision tree
apparatus application. Decision trees are selected as the
main algorithmic approach for construction of effective
data integration system. Upon development of DW, very little attention is paid
to cleaning of incoming information. 4.1. Algorithm Choice There are different kinds of errors. There are also er-
rors characteristics to a certain subject field or task. Er-
rors, which do not depend of task: contrariety of infor-
mation; data omissions, anomalous values; noise; data
entry errors etc. There are different kinds of solutions for
each of these problems. Data omissions are a very seri-
ous problem for majority of DW. Generalized string matching task which includes detec-
tion of substrings of text strings is also called fuzzy
string matching task. This task is important for cases
where errors are taken into account. Review of fuzzy
comparison algorithms is provided in work [13-17]. Fuzzy search algorithms (also known as fuzzy string
search) are the foundation of spell check and complete
search systems such as Google or Yandex. There are
many methods of analysis [18-25] and fuzzy (inexact)
string matching [26-29]. The most popular of these fuzzy
string matching methods are the methods of calculation
of editing spacing [30-32]. Generally, metrics numeri-
cally calculating the value of transformation of one line
to another is considered as spacing editing. There are
different several operations, each of which can have a
value of its own: character stuffing, deleting, replacement
and transposition of proximate symbols. There are dif- Due to lack of information, as a matter of actual prac-
tice, application of DW is realized poorly or with sig-
nificant limitations. Quantity of errors during data input
is excessive, for example misprints, deliberate data dis-
tortions, inconsistence of formats, excluding typical er-
rors related to specifics of data input application opera-
tion. 2. Relevance Apparently, larger
the volume of warehouse, the better it is considered. This
is an erroneous practice and the best way to turn the data
warehouse into a disposal dump. It is necessary to clean
data. Information is heterogeneous and is collected from
different sources. During construction of data warehouse, problems oc-
cur related to misprints and omission of data. As registra-
tion data of domain mainly consists of categorical data, it
was decided to apply fuzzy search algorithms for clean-
ing of these data. Following tasks are formulated for research purposes: Following tasks are formulated for research purposes: Exactly presence of point sets of information collec-
tion makes the clearing process especially relevant. Gen-
erally speaking, errors are always committed, and it is
impossible to completely dispose of them. Possibly,
sometimes it is more reasonable to accept them, rather
than spend money and time to get rid of them. But, in
general cases, it is necessary to aim to reduce the amount
of errors to an acceptable level so ever. 1) Processing of domain name registration data, data
clearing using Damerau-Levenstain algorithm; g
g
g
2) Identification of domain name registration data us-
ing decision tree construction. Copyright © 2013 SciRes. 4.2. Symbol Fields for Registration Data
Recording Comparatively large distances are made upon re-
arrangement of words or parts of words; As a rule, symbol fields consist of a string which con-
tains one or several words, divided in gaps and punctua-
tion marks. Nonstandard phrases are used in fields. Data
is entered manually by an operator, often in distorted
condition. In this regard, punctuation marks such as “.”,
“,”, “:”, “ ” ”, “-” etc. that do not carry a functional sig-
nificance, are replaced by “blank” sign. Distances among completely different short words
become small, while distance between very similar
long words become significant. As a result of analysis of different DNS data bases, it
is known that, contents of records of same fields of
registration data of domain names can be expressed in
forms different (not identical) in content. The reason for
occurrence of difference of field value might be lack of
information, misprints, use of abbreviations, duplication
of records etc. Name of physical person (person), contact address of
physical person (address), domain administrator identi-
fier (admin-o), organization identifier for administrative
communication (admin-c), organization title (organiza-
tion) are the key fields upon identification of registration
data. Upon entry of domain name registration data in DW,
abbreviations, misprints, omissions, double recordings
and other distortions are encountered. In order to increase
the quality of input registration data such as “registrar”,
person”, “address”, “organization”, “admin-о” etc, pre-
vention of errors and inconsistencies of duplications in
records is required. For example, in names of countries
(cities) misprints can be as Kanata (Canada), Russian
(Russia), Frankfrut Am Main (Frankfurt Am Main) etc;
organization identifier
registration data
(registrar)
“MONIKER ONLINE SERVICES, INC.” can be identi-
fied as “MONIKER, INC.”, “MONIKER”, “MONIKERS
ONLINE SERVICES”. In this case, words included in
phrases must be processed separately. Despite difference
of these strings, it is clear that, all of these titles stand for
the same registrar. But let’s also note that, upon com-
paring strings “MONIKER ONLINE SERVICES, INC.”
and “MONIKER, INC.” using Levenstein metrics, we Components of these fields can be present in random
order, which is a difficult task for automatic processing
of such information. 3. Objective Domain is a domain namespace field and is characterized ICA R. ALGULIEV, R. GASIMOVA 229 ferent fuzzy string matching algorithms, which are based
on different editing distances. Hamming distance—is a
number of positions, in which corresponding symbols of
two words of the equal length are different [33]. In more
general cases, Hamming distance is applied to lines of
same length of any q alphabets and serves as the differ-
ence metrics of objects of equal dimensions. Hammings
distance is usually used in bio-informatics and genomics. receive a larger value for editing distance. In cases where
it is necessary to process the words contained in phrases
separately from each other and/or apply algorithms that
can compare similar lines for equivalence (for example,
full entrance of one line into another as subsequence) and
detect them as “similar”. In reviewed paper, let’s use Damerau-Levenstein dis-
tance—difference measure of two strings of symbols,
defined as minimal quantity of insertion, deletion, re-
placement and transposition (rearrangement of two pro-
ximate symbols) operations necessary for transfer of one
string to another. It is the modification of Levenstein
distance, and differs from it by addition of transposition
operation. If matching of two strings of different lengths is al-
lowed, then as a rule, insertion and deletion are also re-
quired. If they are given the same weight as replacement,
minimal general value of transformation will be equal to
one of the metrics proposed by Levenstein [34]. As a
result, a more general task for a voluntary alphabet was
associated with his name. Gasfield made a significant
contribution in study of this issue [35]. Editing distance determined in such way can be calcu-
lated using dynamic programming method [36]. Also,
there is an algorithms for this, requiring O(MN) opera-
tions, where M and N—are lengths of compared lines,
and it is required to calculate MN of elements of so
called dynamic programming matrix in order to find the
distance value. Levenstein distance and its generalization is actively
applied for correction of errors in words (in search sys-
tems, data bases, during text input, during automatic de-
tection of scanned text or speech), for comparison of text
files, in bio-informatics for comparison of genes, chro-
mosomes and proteins. From application point of view,
determination of distance between words or text fields
according to Levenstein has following disadvantages: Copyright © 2013 SciRes. 90292-660, US. 90292-660, US. Difference measure of attributes’ values, for example
such as contact address of a person will be calculated
using Damerau-Levenstein distance Decision tree will be generated following way: for ex-
act identification of the objects, we will use fields
univocally identifying the object. Domain registration
data will be identified by following attributes: registrar,
person, address, admin-o, admin-c, organization, created,
updated, free-date, phone, e-mail, nserver, type, source. Intermediate nodes of the tree correspond to these attrib-
utes, and arches—to possible alternative comparison
values of these attributes “+” (same), “±” (similar), and
“–“ (different). Tree leaves are indicated as one of three
classes as “=” (compared objects are identical), “≠” (ob-
jects are different), “?” (unknown). The example of the
tree for identification of registration data domain names
is provided on Figure 1. 4.3. Decision Tree Decision trees is the most comfortable decision making
method for record (object) identification, for their de-
monstrativeness while use, minimal calculation resources
and simplicity of realization. Decision tree—is one the
methods of automatic analysis of vast amounts of data. Decision trees—is a method of rule presentation in hier-
archic, consecutive structure, where each object corre-
sponds to single knot that gives decision. Under rule, we
understand a logical construction, presented in “if…then”
form. Main advantages of decision trees are generation of
rules in fields where experts formalize their knowledge
with difficulty; extraction of rules in natural language;
intuitively understandable classification model; high
forecast precision, comparable to other methods (statis-
tics, neural networks); construction of non-parametric
models [37]. Following are the most significant among attributes:
registration identifier (registrar), full name of the physi-
cal person (person) contact address of the physical per-
son (address), domain administrator identifier (admin-o),
organization identifier for administrative communication
(admin-c), title of organization (organization), list of
DNS servers supporting domain (nserver). Suppose that we are given any educating set of T, con-
taining objects, each of which is characterized by m at-
tributes, while one of them points at affiliation of the
object o a certain class. Construction idea of decision tree
from T set, first expresses by Hunt, is demonstrated in
accordance with R. Queenlan [38]. Less significant, but as informative attributes are: do-
main registration time (created), domain update time
(updated), domain free date (free-date), telephone num-
bers with international codes (phone), e-mail addresses
(e-mail), domain type (type), domain registration pay-
ment time (paid-till), information source (source) etc. Let’s label classes (values of class marks) through {C1,
С2,···, Ck}, then there are 3 situations: Decision tree is formed based on the knowledge of
experts of the subject field. Depth of the tree is selected
based upon objects necessary for precise identification. Set of T contains one or more examples related to one
class Ck. Then decision tress for T—is a list, deter-
mining the Ск class. Copyright © 2013 SciRes. 4.2. Symbol Fields for Registration Data
Recording In order to implement comparison
of two lines containing such information, it is necessary
to dismember each field to its contents, then compare
only those which have identical meaning, for example in
the address, compare the name of the city to the name of
the city, name of the street to the name of the street. For
content analysis, we enter so-called, samples. For exam-
ple, sample address template is a combination of address
components: [apartment], [block], [building], [street], [city], [dis-
trict], [index], [country]. For example, for domain—azerbaijan.info, sample ad-
dress template is important: , , 4676, Admiralty Way, Marina del Rey, California, Copyright © 2013 SciRes. ICA R. ALGULIEV, R. GASIMOVA 230 etc [39,40]. But following two are the most widespread
and popular: CART (Classification and Regression Tree)
and С4.5. 4.4. Software Implementation Distribution platforms of free and open software is
spread under LGPL license [41-43]. implemented in Python language which is used for solu-
tion of wide range of tasks of applied programming
[44-47]. Same algorithm is presented in Python program
on Figure 3. Conducted experiments with above described decision
tree gave the identical positive results in DRRacket and
Pythin programs. 4.4. Software Implementation Set of T does not contain any examples, i.e. it is an
empty set. Then again, the list and the class associ-
ated with the list are selected from another set differ-
ent from T, let’s say from sets associated with the
parent; Software implementation of identification algorihms of
registration data of domain names is implemented on person
organization
? ≠
≠
=
=
=
+
–
±
+
±
+
–
–
±
–
address
+‚±
e-mail
registrar
phone
–
? –
? ±
+
? ? +
±
? Figure. 1. Decision tree for identification of registration
data of domain names. The Set of T contains examples affiliated with differ-
ent classes. In this case it is necessary to divide Set of
T to some subsets. For this purpose, we choose one of
the attributes that has two or more different values O1,
О2,···, On. T is divided into subsets of T1, Т2,···Тn,
where each subset Тi; contains all examples that have
a value of Oi for selected attribute. This procedure
will be recursively continued until the final set will
consist of examples related to the same class. Above described procedure is the basis of many mod-
ern construction algorithms of decision trees. Obviously,
upon using given methodology, construction of decision
tree will be implemented from top downward. Currently,
there is a significant number of algorithms, realizing de-
cision trees CART, C4.5, Newld, ITrule, CHAID, CN2 Figure. 1. Decision tree for identification of registration
data of domain names. Copyright © 2013 SciRes. ICA R. ALGULIEV, R. GASIMOVA 231 DRRacket language. Racket (former PLT Scheme) is the
multi-paradigm programming language in Lisp/Scheme
family, which also serves as a platform for creation of
languages, design and realization. Programming langua-
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allows creating built-in and subject-oriented languages,
language constructions, such as classes or modules, as
well as separate Racket dialects with different semantics. Distribution platforms of free and open software is
spread under LGPL license [41-43]. DRRacket language. Racket (former PLT Scheme) is the
multi-paradigm programming language in Lisp/Scheme
family, which also serves as a platform for creation of
languages, design and realization. Programming langua-
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(b)
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https://openalex.org/W3138716284
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http://real.mtak.hu/130762/1/paper.pdf
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English
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Constructing a universe for the setoid model
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Lecture notes in computer science
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cc-by
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∗Supported by USAF grant FA9550-16-1-0029. § Supported by USAF grant FA9550-16-1-0029 and Swedish Research Council grant
2019-03765. † Supported by ERC Starting Grant CoqHoTT 637339.
‡ ∗Supported by USAF grant FA9550-16-1-0029.
† Supported by ERC Starting Grant CoqHoTT 637339.
‡ Supported by the Bolyai Fellowship of the Hungarian Academy of Sciences
(BO/00659/19/3) and by the “Application Domain Specific Highly Reliable IT Solu-
tions” project that has been implemented with support from the National Research,
Development and Innovation Fund of Hungary, financed under the Thematic Excel-
lence Programme TKP2020-NKA-06 funding scheme.
§ Supported by USAF grant FA9550-16-1-0029 and Swedish Research Council grant
2019-03765. 1
Introduction Intuitionistic type theory is a formal system designed by Per Martin-L¨of to be
a full-fledged foundation in which to develop constructive mathematics [23,24]. A central aspect of type theory is the coexistence of two notions of equality. On
the one hand definitional equality, the computational equality that is built into
the formalism. On the other hand “propositional” equality, the internal notion
of equality that is actually used to state and prove equational theorems within
the system. The precise balance between these two notions is at the center of
type theory research; however, it is generally understood that to properly sup-
port formalization of mathematics, one should aim for a notion of propositional
equality that is as extensional as possible. Two extensionality principles seem particularly desirable, since they arguably
constitute the bare minimum for type theory to be comparable to set theory as a
foundational system for set-level mathematics, in terms of power and ergonomics. One is function extensionality (or funext), according to which functions are equal
if point-wise equal. Another is propositional extensionality (or propext), that
equates all propositions that are logically equivalent. Type theory with equality reflection, also known as extensional type theory
(ETT) does support extensional reasoning to some degree, but unfortunately
equality reflection makes the problem of type-checking ETT terms computa-
tionally unfeasible: it is undecidable. On the other hand, intensional type theory (ITT) has nice computational
properties like decidable type checking that can make it more suitable for com-
puter implementation, but as usually defined (for example, in [23]) it severely
lacks extensionality. It is known from model constructions that extensional prin-
ciples like funext are consistent with ITT. Moreover, ITT extended with the
principle of uniqueness of identity proofs (UIP) and funext is known to be as
powerful as ETT [19]. We could recover the expressive power of ETT by adding
these principles to ITT as axioms, however destroying some computational prop-
erties like canonicity. What we would like instead is a formulation of ITT that supports exten-
sionality, while retaining its convenient computational behaviour. Unfortunately,
canonicity for Martin-L¨of’s inductively defined identity type says that if two
terms are propositionally equal in the empty context, then they are also defi-
nitionally equal. This rules out function extensionality. The first step towards
a solution is to give up the idea of propositional equality as a single inductive
definition given generically for arbitrary types. Constructing a universe for the setoid model Sattler and F. Sestini 2 Constructing a universe for the setoid model Thorsten Altenkirch1 ∗
B, Simon Boulier2†, Ambrus Kaposi3
‡, Christian
Sattler4§, and Filippo Sestini1 1 School of Computer Science, University of Nottingham, Nottingham, UK
{psztxa,psxfs5}@nottingham.ac.uk
2 Inria, Nantes, France simon.boulier@inria.fr
3 E¨otv¨os Lor´and University, Budapest, Hungary akaposi@inf.elte.hu
4 Chalmers University of Technology, Gothenburg, Sweden sattler@chalmers.se 1 School of Computer Science, University of Nottingham, Nottingham, UK
{psztxa,psxfs5}@nottingham.ac.uk
2 Inria, Nantes, France simon.boulier@inria.fr
3 E¨otv¨os Lor´and University, Budapest, Hungary akaposi@inf.elte.hu
4 Chalmers University of Technology, Gothenburg, Sweden sattler@chalmers.se Abstract. The setoid model is a model of intensional type theory that
validates certain extensionality principles, like function extensionality
and propositional extensionality, the latter being a limited form of uni-
valence that equates logically equivalent propositions. The appeal of this
model construction is that it can be constructed in a small, intensional,
type theoretic metatheory, therefore giving a method to boostrap ex-
tensionality. The setoid model has been recently adapted into a formal
system, namely Setoid Type Theory (SeTT). SeTT is an extension of
intensional Martin-L¨of type theory with constructs that give full access
to the extensionality principles that hold in the setoid model. Although already a rich theory as currently defined, SeTT currently lacks
a way to internalize the notion of type beyond propositions, hence we
want to extend SeTT with a universe of setoids. To this aim, we present
the construction of a (non-univalent) universe of setoids within the setoid
model, first as an inductive-recursive definition, which is then translated
to an inductive-inductive definition and finally to an inductive family. These translations from more powerful definition schemas to simpler ones
ensure that our construction can still be defined in a relatively small
metatheory which includes a proof-irrelevant identity type with a strong
transport rule. Keywords: type theory · function extensionality · univalence · setoid
model · induction-recursion · induction-induction † Supported by ERC Starting Grant CoqHoTT 637339. ‡ Supported by the Bolyai Fellowship of the Hungarian Academy of Sciences
(BO/00659/19/3) and by the “Application Domain Specific Highly Reliable IT Solu-
tions” project that has been implemented with support from the National Research,
Development and Innovation Fund of Hungary, financed under the Thematic Excel-
lence Programme TKP2020-NKA-06 funding scheme. § Supported by USAF grant FA9550-16-1-0029 and Swedish Research Council grant
2019-03765. § Supported by USAF grant FA9550-16-1-0029 and Swedish Research Council grant
2019-03765. T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. Sestini T. Altenkirch, S. Boulier, A. Kaposi, C. 1
Introduction Instead, equality should be spe-
cific to each type former in the type theory, or in other words, every type former
should be introduced alongside an explanation of what counts as equality for its
elements. This idea of pairing types together with their own equality relation goes
back to the notion of setoid or Bishop set. Setoids provide a quite natural and
useful semantic domain in which to interpret type theory. The first setoid model
was constructed to justify function extensionality without relying on funext in
the metatheory [18]. Moreover, it was shown by Altenkirch [4] that if the model Constructing a universe for the setoid model 3 construction is carried out in a type theoretic metatheory with a universe of strict
(definitionally proof-irrelevant) propositions, it is possible to define a univalent
universe of propositions satisfying propositional extensionality. The setoid model
thus satisfies all the extensionality principles that we would like to have in a set-
level type theory 5 . The question is whether there exists a version of intensional
type theory that supports setoid reasoning, and hence the forms of extensionality
enabled by it. This question was revisited and answered in Altenkirch et al. [5]. In this
paper, the authors define Setoid Type Theory (SeTT), an extension of inten-
sional Martin-L¨of type theory with constructs for setoid reasoning, where funext
and propext hold by definition. SeTT is based on the strict setoid model of
Altenkirch6, which makes it possible to show consistency via a syntactic trans-
lation. This is in contrast with other type theories based on the setoid model,
like Observational Type Theory [9] and XTT [28], which instead rely on ETT
for their justification. A major property of SeTT is thus to illustrate how to
bootstrap extensionality, by translation into a small intensional core. SeTT as defined in [5] is already a rich theory, but its introspection capabili-
ties are currently lacking, as its universes are limited to propositions. We would
like to internalise the notion of type in SeTT, thus extending the theory with a
universe of setoids. This goal brings up several questions, one of which has to do
with the notion of equality with which the universe should come equipped: the
universe of setoids is itself a setoid (as any type is) so it certainly cannot be uni-
valent, since setoids lack the necessary structure. 6 A strict model is one where every equation holds definitionally. 5 In the sense of HoTT we mean a type theory limited to h-sets.
6 1
Introduction Another issue is the way such
universe can be justified by the setoid model, and in particular what principles
are needed in the metatheory to do so. Contributions This paper documents our work towards the construction of a
universe of setoids inside the setoid model, and tries to answer these and other
questions related to the design and implementation of this construction. Our
main contribution is the construction of the universe in the model; this is given
in steps, first as an inductive-recursive definition, which is then translated to
an inductive-inductive definition, and subsequently to an inductive type. As a
consequence, we show that we only need to assume indexed W-types and proof-
irrelevant identity types in the metatheory (along with some obligatory basic
tools like Σ and Π types) to construct the universe. The universe constructions presented in this paper are, to our knowledge, the
first examples of two kinds of data type reductions in an intensional metatheory:
the first involving an inductive-recursive type which includes strict propositions,
and the second involving an infinitary inductive-inductive type. Finally, the mathematical contents of this paper have been formalized in the
proof-assistant Agda (see [10]). Structure of the paper We begin by describing the metatheory that we will use
throughout the paper, in Section 2. In Section 3, after briefly recalling cate- T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. Sestini 4 gories with families as an abstract notion of models of type theory, we outline
Altenkirch’s setoid model as given in [5]. We then briefly discuss the rules of
Setoid Type Theory in Section 3.2. In Section 4 we discuss the setoid model and various design choices related to
it. We then recall inductive-recursive universes, and the way they can be equiv-
alently defined as a plain inductive definition, in Section 4.1. We then provide,
in Section 4.2, a first complete definition of the setoid universe using a special
form of induction-recursion. This form of induction-recursion is not known to
be reducible to plain inductive types. Then we describe an alternative definition
of the universe in Section 4.3, that does not rely on induction-recursion but in-
stead on infinitary induction-induction. This inductive-inductive encoding of the
universe is obtained from the inductive-recursive one, inspired by the method of
Section 4.1. 7 To quote one of the referees: the fact that the interval is a pretype is but the easiest
part of the story. 1
Introduction We end the series of universe constructions with Section 4.4, where
we outline a purely inductive definition of the setoid universe, obtained from the
inductive-inductive one. 1.1
Related work The setoid model was first described in [18] in order to add extensionality princi-
ples to Type Theory such as function extensionality and propositional extension-
ality. A strict variant of the setoid model was given in [4] using a definitionally
proof-irrelevant universe of propositions. Recently, support for such a universe
was added to the proof-assistants Agda and Coq [17], allowing a full formal-
ization of Altenkirch’s setoid model. Setoid Type Theory (SeTT) is a recently
developed formal system derived from this model construction [5]. Observational
Type Theory (OTT) [9] is a syntax for the setoid model differing from SeTT
in the use of a different notion of heterogeneous equality. Moreover, the consis-
tency proof for OTT relies on Extensional Type Theory, whereas for SeTT it
is obtained via a syntactic translation. XTT [28] is a cubical variant of OTT
where the equality type is defined using an interval pretype 7 . XTT’s universes
support universe induction, whereas it is left open whether the construction
presented here supports this principle. Palmgren and Wilander [27] construct a
setoid universe using a translation into constructive set theory. Palmgren [26]
constructs an encoding of ETT in ITT through Aczel’s encoding of set theory
in type theory [3]. He uses type theory as a language for his formalisation but
his construction is set-theoretic in nature. Setoids are utilized to encode sets as
arbitrarily branching well-founded trees quotiented by bisimulation. His notion
of family of setoids does not use strict propositions and it has a weaker form of
proof irrelevance which seems to be not enough to obtain a model of SeTT. The principle of propositional extensionality in the setoid model is an in-
stance of Voevodsky’s univalence axiom [29]. The cubical set model is a con-
structive model justifying this axiom [11]. A type theory extracted from this
model is Cubical Type Theory [13]. The relationship between the cubical set Constructing a universe for the setoid model 5 model and cubical type theory is similar to that between the setoid model and
SeTT. Compared to cubical type theories, SeTT has the advantage that the
equality type satisfies more definitional equalities. For instance, whereas in cu-
bical type theory equality of functions is isomorphic to pointwise equality, in
SeTT the isomorphism is replaced by a definitional equality. 1.1
Related work SeTT is also a syn-
tactically straightforward extension of Martin-L¨of Type Theory, that does not
require exotic objects like the interval pretype. In turn, the obvious advantage
of cubical type theory is that it is not limited to setoids. An exceptional aspect of the metatheory used in this paper is the presence
of a proof-irrelevant identity type with a strong transport rule allowing to elim-
inate into arbitrary types. In [1], Abel gives a proof of normalization for the
Logical Framework extended with a similar proof-irrelevant equality type. Abel
and Coquand show in [2] that the combination of impredicativity with a strong
transport rule results in terms that fail to normalize but this is irrelevant in our
setting. 2
MLTTProp This section describes MLTTProp, our ambient metatheory. We employ Agda
notation to write down MLTTProp terms throughout the paper. One of the main appeals of Altenkirch’s setoid model is that it can justify
several useful extensionality principles while being defined in a small intensional
metatheory. We tried to stay true to this idea when figuring out the necessary
metatheoretical tools for the universe construction in this paper. In particular,
we wanted to avoid having to assume strong definition schemas that go beyond
inductive families. MLTTProp is thus an intensional type theory in the style of
Martin-L¨of type theory. We have sorts Typei of types and Propi of strict propositions for i ∈{0, 1}. Here, i = 0 means “small” (and we will omit the subscript) and i = 1 means
“large”. We have implicit lifting from i = 0 to i = 1, but do not assume type
formers are preserved. Type1 has universes for Type and Prop. We do not
distinguish notationally between universes and sorts. We continue to describe
only the case i = 0; everything introduced has an analogue at level i = 1. Propositions lift to types via Lift : Prop →Type, with constructor lift : {P :
Prop} →P →Lift P and destructor unlift : {P : Prop} →Lift P →P. p}
{
p}
We have standard type formers Π, Σ, Bool, 0, 1 in Type. Σ-types are defined
negatively by pairing –, – and projections π1, π2. We have definitional η-rules
for Π-, Σ-, 1-types. We also require indexed W-types, both in Type and Prop:
W□: (S : I →Type) →((i : I) →S i →I →Type) →I →□where
□∈{Type, Prop}. The elimination principle of WProp only allows defining
functions into elements of Prop. From WProp we can define propositional trun-
cation ∥–∥: Type →Prop, with constructor |–| : {A : Type} →A →∥A∥
and eliminator elim∥–∥: {P : Prop} →(A →P) →∥A∥→P. ∥
∥
{
}
(
)
∥∥
In addition to type formers in Type, we will need the propositional versions
of 0, 1, Π, and Σ. The latter three can be defined from their Type counterparts T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. Sestini 6 via truncation. That is, given P : Prop and Q : P →Prop: via truncation. 2
MLTTProp That is, given P : Prop and Q : P →Prop: 1Prop :≡∥1∥
ΠProp P Q :≡∥Π (Lift P) (Lift ◦Q ◦unlift)∥
ΣProp P Q :≡∥Σ (Lift P) (Lift ◦Q ◦unlift)∥ We assume that we have 0Prop : Prop together with exfalsoProp : {A : Type} →
0Prop →A. p
Finally, we will assume an identity type in the style of Martin-L¨of’s inductive
identity type. The main difference is that our identity type is a Prop-valued
relation. We have a transport combinator transp from which J is derivable. Id : {A : Type} →A →A →Prop
refl: {A : Type}(a : A) →Id a a Id : {A : Type} →A →A →Prop
refl: {A : Type}(a : A) →Id a a
transp : {A : Type}(C : A →Type){a0 a1 : A} →Id a0 a1 →C a0 →C a1 efl: {A : Type}(a : A) →Id a a {
yp }(
)
transp : {A : Type}(C : A →Type){a0 a1 : A} →Id a0 a1 →C a0 →C a1 with transp C {x} {x} e u ≡u. The transp combinator provides a strong elim-
ination principle allowing to eliminate a strict proposition (the identity type)
into arbitrary types. We only use this identity type in Section 4.4. For the rest
of our constructions, the traditional Martin-L¨of’s identity type suffices. 2.1
Formalization A universe of strict propositions has been recently added to the Agda proof assis-
tant [17], making most of MLTTProp a subset of Agda, with the exception of the
proof-irrelevant identity type. Most of the universe constructions presented here
have been formalized and proof-checked using Agda, with the proof-irrelevant
identity type and the strong transport rule added via postulates and rewriting. The formalization can be found in [10]. For convenience, we slightly deviate from MLTTProp both in the paper and
in the formalization, for instance by relying on pattern matching instead of elim-
inators, and using primitive versions of Prop-valued Π and Σ types instead of
deriving them from truncation. We operate under the assumption that every-
thing can be equivalently carried out in MLTTProp, although we have not fully
checked all the necessary details. Constructing a universe for the setoid model Constructing a universe for the setoid model Here we consider a similar model construction due to Altenkirch [4]. The
peculiarity of this model is that it is presented in a type theoretic and intensional
metatheory which includes a strict universe of propositions. The setoid model thus defined validates function extensionality, a universe of
propositions with propositional extensionality, and quotient types. Therefore, it
provides a way to bootstrap and “explain” extensionality, since the model con-
struction effectively gives an implementation of various extensionality principles
in terms of a small, completely intensional theory. 3
Setoid model By setoid model we mean a class of models of type theory where contexts/closed
types are interpreted as setoids, i.e. sets with an equivalence relation, and de-
pendent types are interpreted as dependent/indexed setoids. A setoid model was
first given for intensional type theory by M. Hofmann [18], in order to provide
a semantics for extensionality principles such as function and propositional ex-
tensionality. 7 3.1
Setoid model as a CwF The setoid model can be framed categorically as a category with families (CwF,
[14]) with extra structure for the various type and term formers. The core struc-
ture of a CwF can be given as the following signature: Con : Type
Ty : (Γ : Con) →Type
Sub : (Γ ∆: Con) →Type
Tm : (Γ : Con) →Ty Γ →Type In our presentation of the setoid model, contexts are given by setoids, that is,
types together with an equivalence relation. A key point of the model is that the
equivalence relation is valued in Prop and is thus definitionally proof irrelevant. Γ : Con
|Γ| : Type
Γ ∼: |Γ| →|Γ| →Prop
reflΓ : (γ : |Γ|) →Γ ∼γ γ
sym Γ : ∀{γ0 γ1} →Γ ∼γ0 γ1 →Γ ∼γ1 γ0
trans Γ : ∀{γ0 γ1 γ2} →Γ ∼γ0 γ1 →Γ ∼γ1 γ2 →Γ ∼γ0 γ2 Γ : Con
|Γ| : Type
Γ ∼: |Γ| →|Γ| →Prop
reflΓ : (γ : |Γ|) →Γ ∼γ γ
sym Γ : ∀{γ0 γ1} →Γ ∼γ0 γ1 →Γ ∼γ1 γ0
trans Γ : ∀{γ0 γ1 γ2} →Γ ∼γ0 γ1 →Γ ∼γ1 γ2 →Γ ∼γ0 γ2 |Γ| : Type
Γ ∼: |Γ| →|Γ| →Prop
reflΓ : (γ : |Γ|) →Γ ∼γ γ
sym Γ : ∀{γ0 γ1} →Γ ∼γ0 γ1 →Γ ∼γ1 γ0
trans Γ : ∀{γ0 γ1 γ2} →Γ ∼γ0 γ1 →Γ ∼γ1 γ2 →Γ ∼γ0 γ2 sym Γ : ∀{γ0 γ1} →Γ ∼γ0 γ1 →Γ ∼γ1 γ0 Types in a context Γ are given by displayed setoids over Γ with a fibra-
tion condition given by coe, coh. In the following, we sometimes omit implicit
quantifications such as the ∀{γ0 γ1} in the type of sym Γ. 8 Semantically, this translation corresponds to a model construction, in particular a
functor from the category of models of the target theory to the category of models
of what will be Setoid Type Theory. Since the setoid translation is structural in the
context component, we can work with models in the style of categories with families
rather than contextual categories. A : Ty Γ |A| : |Γ| →Type
A∼: {γ0 γ1 : |Γ|} →Γ ∼γ0 γ1 →|A|γ0 →|A|γ1 →Prop
refl* : {γ : |Γ|}(a : |A|γ) →A∼(reflΓ γ) a a
sym* : ∀{γ0 γ1 a0 a1}{p : Γ ∼γ0 γ1} →A∼p a0 a1 →A∼(sym Γ p) a1 a0
trans* : A∼p0 a0 a1 →A∼p1 a1 a2 →A∼(trans Γ p0 p1) a0 a2
coe : Γ ∼γ0 γ1 →|A|γ0 →|A|γ1
coh : (p : Γ ∼γ0 γ1)(a : |A|γ0) →A∼p a (coe A p a) |A| : |Γ| →Type
A∼: {γ0 γ1 : |Γ|} →Γ ∼γ0 γ1 →|A|γ0 →|A|γ1 →Prop
refl* : {γ : |Γ|}(a : |A|γ) →A∼(reflΓ γ) a a
sym* : ∀{γ0 γ1 a0 a1}{p : Γ ∼γ0 γ1} →A∼p a0 a1 →A∼(sym Γ p) a1 a0
trans* : A∼p0 a0 a1 →A∼p1 a1 a2 →A∼(trans Γ p0 p1) a0 a2
coe : Γ ∼γ0 γ1 →|A|γ0 →|A|γ1
coh : (p : Γ ∼γ0 γ1)(a : |A|γ0) →A∼p a (coe A p a) This definition of types in the setoid model is different from the one in [4],
but it is equivalent to it [12, Section 1.6.1]. The main difference here is in the
use of a heterogeneous equivalence relation A∼in the definition of types. 8 T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. Sestini Substitutions are interpreted as functors between the corresponding setoids,
whereas terms of type A in context Γ are sections of the type seen as a se-
toid fibration Γ.A →Γ. Note that we only need to include components for the
functorial action on objects and morphisms, since the functor laws follow from
proof-irrelevance in the metatheory, and thus hold definitionally. σ : Sub Γ ∆
|σ| : |Γ| →|∆|
σ∼: Γ ∼ρ0 ρ1 →∆∼(|σ|ρ0) (|σ|ρ1)
t : Tm Γ A
|t| : (γ : |Γ|) →|A| γ
t∼: (p : Γ ∼γ0 γ1) →A∼p (|t|γ0) (|t|γ1) σ : Sub Γ ∆
|σ| : |Γ| →|∆|
σ∼: Γ ∼ρ0 ρ1 →∆∼(|σ|ρ0) (|σ|ρ1)
t : Tm Γ A
|t| : (γ : |Γ|) →|A| γ
t∼: (p : Γ ∼γ0 γ1) →A∼p (|t|γ0) (|t|γ1) We can show that the setoid model validates the usual basic type formers
(Π, Σ, etc.), function extensionality and a universe of strict propositions with
propositional extensionality [4]. Note that we do not need identity types or in-
ductive types (W-types) for this. 3.2
Setoid Type Theory The setoid model presented in the previous section is strict, that is, every equa-
tion of a CwF holds by definition in the semantics. One advantage of strict
models is that they can be turned into syntactic translations, in which syntactic
objects of the source theory are interpreted as their counterparts in another tar-
get theory. In the case of the setoid model, this gives rise to a setoid translation,
where source contexts are interpreted as target contexts together with a target
type representing the equivalence relation, and so on.8 A setoid translation is used in [5] to justify Setoid Type Theory (SeTT), an
extension of Martin-L¨of type theory (+ Prop) with equality types for contexts
and dependent types that reflect the setoid equality of the model. We recall the rules of SeTT that extend regular MLTT below, but with
a variation: whereas the equality types in [5] are stated as elements of SeTT’s
internal universe of propositions, here we state the context equalities as elements
of the external, metatheoretic universe Prop. This generalises the notion of
model of SeTT thus making it easier to construct models. Equality on types is
defined as before in [5]. [ ]
We have a universe of propositions Prop defined as follows: Γ : Con
Prop : Ty Γ
P : Tm Γ Prop
P : Ty Γ
u : Tm Γ P
v : Tm Γ P
u ≡v Γ : Con
Prop : Ty Γ
P : Tm Γ Prop
P : Ty Γ
u : Tm Γ P
v : Tm Γ P
u ≡v Equality type constructors for contexts and dependent types internalize the
idea that every context and type comes equipped with a setoid equivalence rela-
tion. Note that Prop is the universe of the metatheory while Prop is the internal Constructing a universe for the setoid model 9 one. As in the model, equality for dependent types is indexed over context equal-
ity. one. As in the model, equality for dependent types is indexed over context equal-
ity. Γ : Con
ρ0, ρ1 : Sub ∆Γ
Γ ∼ρ0 ρ1 : Prop
A : Ty Γ
ρ01 : Γ ∼ρ0 ρ1
a0 : Tm ∆A[ρ0]
a1 : Tm ∆A[ρ1]
A∼ρ01 a0 a1 : Tm ∆Prop We have rules witnessing that these are indeed equivalence relations. 3.2
Setoid Type Theory We only
recall reflexivity: ρ : Sub ∆Γ
R ρ : Γ ∼ρ ρ
A : Ty Γ
ρ : Sub ∆Γ
a : Tm ∆A[ρ]
R a : Tm Γ A∼(R ρ) a a In addition, we also have rules representing the fact that every construction in
SeTT respects setoid equality, so that we can transport along any such equality: A : Ty Γ
ρ0, ρ1 : Sub ∆Γ
p : Γ ∼ρ0 ρ1
a : Tm ∆A[ρ0]
coeA p a : Tm ∆A[ρ1]
cohA p a : Tm ∆A∼p a (coeA p a) Notably, equality types in SeTT compute definitionally on concrete type
formers. In particular, they compute to their obvious intended meaning, so that
an equality of pairs is a pair of equalities, an equality of functions is a map
of equalities, and so on. From this, we get definitional versions of function and
propositional extensionality. We can easily recover the usual Martin-L¨of identity type from setoid equality,
with transport implemented via coercion. A : Ty Γ
a0, a1 : Tm Γ A
IdA a0 a1 :≡A∼(R Γ) a0 a1 : Tm Γ Prop
P : Ty (Γ.A)
p : Tm Γ (Id A a0 a1)
t : Tm Γ P[a0]
transp P p t :≡coe P (R id, p) t : Tm Γ P[a1] A : Ty Γ
a0, a1 : Tm Γ A
IdA a0 a1 :≡A∼(R Γ) a0 a1 : Tm Γ Prop
P : Ty (Γ.A)
p : Tm Γ (Id A a0 a1)
t : Tm Γ P[a0]
transp P p t :≡coe P (R id, p) t : Tm Γ P[a1] We can also derive Martin-L¨of’s J eliminator for this homogeneous identity
type. The only caveat is that transp and the J eliminator do not compute defi-
nitionally on reflexivity. 4
Universe of setoids As pointed out in the introduction, SeTT is seriously limited by the lack of a
universes internalizing the notion of setoid. Our goal is to extend SeTT with
a universe of setoids; since SeTT is a direct syntactic reflection of the setoid
model, this essentially amounts to showing that a universe of setoids with the
necessary structure and equations can be constructed within the setoid model. This opens several questions and possible design choices. A first fundamental consideration has to do with the very definition of the
setoid universe: as any type in the setoid model, this universe must be a setoid T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. Sestini 10 and thus come equipped with an equivalence relation. However, unlike the uni-
verse of propositions, a universe of setoids cannot be univalent, since this would
force it to be a groupoid. The obvious choice is therefore to have a non-univalent
universe, and instead define the universe’s relation so that it reflects a simple
syntactic equality of codes rather than setoid equivalence. Another question has to do with the metatheoretic tools required to carry
out the construction of the universe. In fact, one of the main aspects of the setoid
model construction recalled in Section 3 and shown originally in [4] is that it
can be carried out in a very small type theoretic metatheory, thus providing a
way to reduce extensionality to a small intensional core. We would like to stay
faithful to this ideal when constructing this setoid universe. A known and established method for defining universes in type theory relies
on induction-recursion (IR), a definition schema developed by Dybjer [15,16]. Inductive-recursive definitions can be found throughout the literature, from the
already mentioned type theoretic universes, including the original formulation
`a la Tarski by Martin-L¨of [24], to metamathematical tools like computability
predicates. Although universe constructions in type theory—including our own setoid
universe—are naturally presented as inductive-recursive definitions, they may
not necessarily require a metatheory with induction-recursion. In fact, it is pos-
sible to reduce some instances of induction-recursion to plain induction (more
specifically, inductive families), including some universe definitions. We recall
this reduction in Section 4.1. Other design choices on the setoid universe are less essential, but still require
careful consideration. For instance, one question is whether the setoid universe
should support universe induction, thus exposing the inductive structure of the
codes. 4
Universe of setoids Such an elimination principle is known to be inconsistent with univalence,
although this is not an issue in our case; nevertheless it is not immediately clear
if the elimination principle can be justified by the semantics, that is, if our encod-
ing of the setoid universe in the model allows to define such a universe eliminator. The question arises because our final encoding of the setoid universe only sup-
ports a weak form of elimination, for reasons that are explained in Section 4.4. Although not currently needed, a stronger eliminator might be necessary to jus-
tify universe induction. This problem should not arise in the other encodings of
the setoid universe (as given in Section 4.2 and Section 4.3). Another design choice has to do with how the setoid universe relates to
the other universes. One could provide a code for Prop in the setoid universe. Moreover, the setoid universes could form a hierarchy, possibly cumulative. Yet another choice is whether to have two separate sorts, one for propositions
and one for sets (with propositions convertible to sets) or a single sort of types
(sets), with propositions given by elements of a universe of propositions, which
is a (large) type. We have chosen to present the second option to fit with the
standard notion of (unisorted) CwF. However, this has downsides: to even talk
about propositions, we need to have a notion of large types. The first option is
more symmetric: we can have parallel hierarchies for propositions and sets. Constructing a universe for the setoid model 11 4.1
Inductive-recursive universes An inductive-recursive universe is given by a type of codes U : Type, and a
family El : U →Type that assigns, to each code corresponding to some type,
the meta-theoretic type of its elements. The resulting definition is inductive-
recursive because the inductive type of codes is defined simultaneously with the
recursive function El. An example is the following definition of a small universe with bool and Π. data U : Type
bool : U
pi : (A : U) →(El A →U) →U
El : U →Type
El bool :≡2
El (pi A B) :≡(a : El A) →El (B a) data U : Type
bool : U
pi : (A : U) →(El A →U) →U
El : U →Type
El bool :≡2
El (pi A B) :≡(a : El A) →El (B a) Induction-recursion is arguably a nice and natural way to define internal
universes in type theory, however it is not always strictly required. We can
translate basic instances of induction-recursion into inductive families using the
equivalence of I-indexed families of types and types over I (that is, A : Type
with A →I) [22]. ) [
]
In our case, we can encode U as an inductive type inU that carves out all
types in Type that are in the image of El. In other words, inU is a predicate
that holds for any type that would have been obtained via El in the inductive-
recursive definition. As El is indexed by the type of codes, the definition of inU
quite expectedly reflects the inductive structure of codes. data inU : Type →Type1
inBool : in-U 2
inPi
: inU A →((a : A) →inU (B a)) →inU ((a : A) →(B a)) U and El can be given by U :≡Σ (A : Type) (in-U A) and El :≡π1. Note that this construction gives rise to a universe in Type1, rather than
Type, since the definition of U quantifies over all possible types in Type. Hence
this kind of construction requires a metatheory with at least one universe. El : U →Type El : U →Type
– ⊢– ∼El – : {a a′ : U} →a ∼U a′ →El a →El a′ →Prop Note that – ⊢– ∼El – is indexed over equality on the universe, because El is
a displayed setoid over U, hence in particular it must respect the setoid equality
of U. We also require data and proofs that make sure we get setoids out of El: reflEl : (A : U)(x : El A) →reflU A ⊢x ∼El x
symEl : p ⊢x ∼El x′ →symU p ⊢x′ ∼El x
transEl : p ⊢x ∼El x′ →q ⊢x′ ∼El x′′ →transU p q ⊢x ∼El x′′
coeEl : A ∼U B →El A →El B
cohEl : (p : A ∼U A′) (x : El A) →p ⊢x ∼El coeEl p x We give an inductive definition of U, mutually with a recursive definition of
the 4 functions – ∼U –, reflU, El and – ⊢– ∼El –. The other functions are then
recursively defined: reflEl alone, symU and symEl mutually, transU, transEl, coeEl
and cohEl mutually. The whole construction is quite long, below we only show
the more interesting definitions of U and El: data U : Type1
bool : U
pi : (A : U)(B : El A →U)
→({x x′ : El A} →reflU A ⊢x ∼El x′
→B x ∼U B x′) →U
El bool :≡2
El (pi A B h) :≡
Σ (f : (a : El A) →El (B a))
(∀{x x′}(p : reflU A ⊢x ∼El x′)
→h p ⊢f x ∼El f x′) El bool :≡2
El (pi A B h) :≡
Σ (f : (a : El A) →El (B a))
(∀{x x′}(p : reflU A ⊢x ∼El x′)
→h p ⊢f x ∼El f x′) El bool :≡2
El (pi A B h) :≡
Σ (f : (a : El A) →El (B a))
(∀{x x′}(p : reflU A ⊢x ∼El x′)
→h p ⊢f x ∼El f x′) Note that in the definition of U we require that the family B : El A →U be a
setoid morphism, respecting the setoid equalities involved. This choice is crucial
for the definition of El to go through, in particular since we eliminate the code
for Π types into the setoid of functions that map equal elements to equal results. 4.2
Inductive-recursive setoid universe In this section we give a first definition of the setoid universe, as a direct general-
ization of the simple inductive-recursive definition just shown. We only consider
a very small universe with bool type 2 and Π for simplicity; a more realistic uni-
verse that includes more type formers can be found in the Agda formalization. To construct the universe of setoids in the setoid model, we first of all need
to define a type U : Ty Γ for every Γ : Con, and for every A : Tm Γ U a
type El A : Ty Γ. Recalling Section 3, these are essentially record types made
of several components. Since U is a closed type, it requires the same data of
a setoid; in particular, we need a type of codes together with an equivalence
relation reflecting equality of codes, in addition to proofs that these are indeed
equivalence relations: reflU : (A : U) →A ∼U A data U : Type1
– ∼U – : U →U →Prop1 data U : Type1
– ∼U – : U →U →Prop1 data U : Type1 symU : A ∼U B →B ∼U A – ∼U – : U →U →Prop1 transU : A ∼U B →B ∼U C →A ∼U C transU : A ∼U B →B ∼U C →A ∼U C 12
T Alt
ki
h S B
li
A K
i C S ttl
d F S
ti i 12 T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. Sestini El is given by a family of setoids indexed over the universe, that is, a way to
assign to each code in the universe a carrier set and an equivalence relation. El : U →Type El : U →Type To state this mapping property we need to compare elements in different types,
coming from applying f to different arguments x and x′. We know that x and x′
are equal, but to conclude B x ∼U B x′ we need to know that B respects setoid
equality. This is exactly what we get from our definition of U. We can now give a full definition of the setoid universe, and of El A for any
A : Tm Γ U: |U| :≡λ γ. U
U∼:≡λ p x y. x ∼U y
reflU :≡reflU
. . . coe U :≡λ p a. a
coh U :≡λ p. reflU |El A| :≡λ γ. El (|A| γ)
(El A)∼:≡λ p x y. A∼p ⊢x ∼El y
refl(El A) :≡reflEl
. . . coe (El A) :≡λ p. coeEl (A∼p)
coh (El A) :≡λ p. cohEl (A∼p) coe U :≡λ p a. a coh U :≡λ p. reflU 13 Constructing a universe for the setoid model We can show that U is closed under Π types and booleans, and satisfies
El (pi A B) ≡Π (El A) (El B) and El bool = Bool. The universe can be closed
under more constructions if more codes are added to U. This gives a complete
definition of a universe of setoids, which is, however, inductive-recursive. More-
over, the kind of recursion involved in this definition is particularly complex,
and not obviously reducible to well-understood notions of induction-recursion
like the one described in [16]. In any case, we would like to avoid extending the
metatheory with any form of induction-recursion in order to keep the metatheory
as small and essential as possible. In the next section we transform our current inductive-recursive definition to
one that does not use induction-recursion. The way this is done is inspired by
the well-known trick to eliminate induction-recursion described in Section 4.1,
but modified in a novel way to account for the presence of Prop-valued types. To our knowledge, this is the first time this reduction method is applied to an
inductive-recursive type of this kind. 4.3
Inductive-inductive setoid universe Since these types are
mutually defined, they form an instance of induction-induction, a schema that
allows the definition of a type mutually with other types that contain the first
one in their signature [25].9 As in the universe example in Section 4.1, we now define U as a Σ type, and
El as the corresponding first projection. U : Type1
El : U →Type
U :≡Σ (X : Type) (inU X)
El :≡π1 El : U →Type
El :≡π1 U : Type1 What is left now is to define the setoid equality relation on the universe, as
well as the setoid equality relation on El A for any A in U. Two codes A, B in
the universe U are equal when there exists a setoid equivalence relation on their
respective sets El A and El B. Intuitively, since elements of a setoid are only ever
compared to elements of the same setoid, this should only be possible if A and B
are codes for the same setoid, that is, if A ∼U B. Existence and well-formedness
of such relations is expressed via the type inU∼just defined, hence we would
expect A ∼U B to be defined as follows: (A, a) ∼U (B, b) :≡Σ (R : A →B →Prop) (inU∼a b R) Unfortunately this definition only manages to capture the idea, but does
not actually typecheck. In fact, – ∼U – should be a Prop1-valued relation, so
A ∼U B should be a proposition. However, the Σ type shown above clearly is
not, since it quantifies over a type of relations, which is not a proposition. One
possible solution is actually quite simple, and it just involves truncating the Σ
type above to force it to be in Prop1. – ∼U – : U →U →Prop1
(A, a) ∼U (B, b) :≡∥Σ (R : A →B →Prop) (inU∼a b R)∥ We are now left to define the indexed equivalence relation on El:
– ⊢– ∼El – : {A B : U} →A ∼U B →El A →El B →Prop
p ⊢x ∼El y :≡? e now left to define the indexed equivalence relation on El:
– ⊢– ∼El – : {A B : U} →A ∼U B →El A →El B →Prop
p ⊢x ∼El y :≡? – ⊢– ∼El – : {A B : U} →A ∼U B →El A →El B →Prop
p ⊢x ∼El y :≡? 4.3
Inductive-inductive setoid universe We will follow the method outlined in Section 4.1. In addition to inU for defining
U, we also introduce a family inU∼of binary relations between types in the
universe, from which we then define – ∼U –. data inU : Type →Type1
bool : inU 2
π : inU∼a a A∼→(∀{x0 x1}(x01 : A∼x0 x1) →inU∼(b x0) (b x1) (B∼x01))
→inU (Σ (f : (x : A) →B x)
((x0 x1 : A)(x01 : A∼x0 x1) →B∼x01 (f x0) (f x1))) π : inU∼a a A∼→(∀{x0 x1}(x01 : A∼x0 x1) →inU∼(b x0) (b x1) (B∼x01))
→inU (Σ (f : (x : A) →B x)
((x0 x1 : A)(x01 : A∼x0 x1) →B∼x01 (f x0) (f x1))) data inU∼: {A A′ : Type} →inU A →inU A′ →(A →A′ →Prop) →Type1 data inU∼: {A A′ : Type} →inU A →inU A′ →(A →A′ →Prop) →Type1 bool∼: inU∼bool bool (λx0 x1 . x0
?=2 x1) π∼:
{b0 : (x0 : A0) →inU (B0 x0)}{b1 : (x1 : A1) →inU (B1 x1)}
{a0∼: inU∼a0 a0 A0∼}{a1∼: inU∼a1 a1 A1∼}
{b0∼: ∀{x0 x1}(x01 : A0∼x0 x1) →inU∼(b0 x0) (b0 x1) (B0∼x01)}
{b1∼: ∀{x0 x1}(x01 : A1∼x0 x1) →inU∼(b1 x0) (b1 x1) (B1∼x01)}
→inU∼a0 a1 A01∼
→(∀{x0 x1}(x01 : A01∼x0 x1) →inU∼(b0 x0) (b1 x1) (B01∼x01))
→inU∼(π a0 a0∼b0 b0∼) (π a1 a1∼b1 b1∼)
(λf0 f1 . ∀(x0 x1) →A01∼x0 x1 →B01∼x01 (π1 f0 x0) (π1 f1 x1)) π∼:
{b0 : (x0 : A0) →inU (B0 x0)}{b1 : (x1 : A1) →inU (B1 x1)}
{a0∼: inU∼a0 a0 A0∼}{a1∼: inU∼a1 a1 A1∼}
{b0∼: ∀{x0 x1}(x01 : A0∼x0 x1) →inU∼(b0 x0) (b0 x1) (B0∼x01)}
{b1∼: ∀{x0 x1}(x01 : A1∼x0 x1) →inU∼(b1 x0) (b1 x1) (B1∼x01)} Just as the role of inU is, as before, to classify all types that are image of El,
in the same way inU∼a a′ classifies all relations of type A →A′ →Prop that
are image of – ⊢– ∼El –, given proofs a : inU A, a′ : inU A′. In particular, this
definition of inU∼states that the appropriate equivalence for boolean elements
is the obvious syntactic equality –
?=2 –, whereas functions are to be compared T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. Sestini 14 pointwise. Note that inU appears in the sort of inU∼. 9 The main example of induction-induction is the intrinsic definition of a dependent
type theory in type theory [6]. 4.3
Inductive-inductive setoid universe In the definition above, p has type ∥Σ (R : El A →El B →Prop) (. . .)∥. If the type was not propositionally truncated, we could define p ⊢x ∼El y by
extracting the relation out of the first component of p, and apply it to x, y. That is, p ⊢x ∼El y :≡π1 p x y. This would make the definition of – ∼U – and
– ⊢– ∼El – in line with how we defined U and El. However, this does not work in our case, since the type of p is propositionally
truncated, hence it cannot be eliminated to construct a proof-relevant object. Fortunately, we can work around this limitation by defining p ⊢x ∼El y by
induction on the codes A B : U, in a way that ends up being logically equivalent
to the proposition we would have obtained by π1 p x y if there were no truncation. 15 Constructing a universe for the setoid model More precisely, we need to construct proofs that for any concrete R and inR, the
types |(R, inR)| ⊢x ∼El y and R x y are logically equivalent. These in turn need
to be defined mutually with – ⊢– ∼El –. We direct the interested reader to
the Agda formalization for the full details of these definitions, as they are quite
involved. More precisely, we need to construct proofs that for any concrete R and inR, the
types |(R, inR)| ⊢x ∼El y and R x y are logically equivalent. These in turn need
to be defined mutually with – ⊢– ∼El –. We direct the interested reader to
the Agda formalization for the full details of these definitions, as they are quite
involved. The full definition of the universe is concluded with the remaining definitions,
like reflU, reflEl, etc., which can be adapted from their IR counterparts more or
less straightforwardly. The final result does not use induction-recursion, but it is
nevertheless an instance of infinitary induction-induction. The ability to define
arbitrary, infinitary inductive-inductive types clashes, again, with our objective
of keeping the metatheory as small and simple as possible. The next step is
therefore to reduce this inductive-inductive universe to one that does not require
(infinitary) induction-induction. 4.4
Inductive setoid universe Sestini 16 •0 : Con0
–,0 – : Con0 →Ty0 →Con0
ι0 : Con0 →Ty0
Π0 : Con0 →Ty0 →Ty0 →Ty0
•1 : Con1 •0
–,1 – : ∀{Γ0 A0} →Con1 Γ0 →Ty1 Γ0 A0
→Con1 (Γ0 ,0 A0)
ι1 : ∀{Γ0} →Con1 Γ0 →Ty1 Γ0 (ι0 Γ0)
Π1 : ∀{Γ0 A0 B0} →Con1 Γ0
→Ty1 Γ0 A0 →Ty1 (Γ0 ,0 A0) B0
→Ty1 Γ0 (Π0 Γ0 A0 B0) •0 : Con0
–,0 – : Con0 →Ty0 →Con0
ι0 : Con0 →Ty0
Π0 : Con0 →Ty0 →Ty0 →Ty0
•1 : Con1 •0
–,1 – : ∀{Γ0 A0} →Con1 Γ0 →Ty1 Γ0 A0
→Con1 (Γ0 ,0 A0)
ι1 : ∀{Γ0} →Con1 Γ0 →Ty1 Γ0 (ι0 Γ0)
Π1 : ∀{Γ0 A0 B0} →Con1 Γ0
→Ty1 Γ0 A0 →Ty1 (Γ0 ,0 A0) B0
→Ty1 Γ0 (Π0 Γ0 A0 B0) •1 : Con1 •0 •1 : Con1 •0
–,1 – : ∀{Γ0 A0} →Con1 Γ0 →Ty1 Γ0 A0
→Con1 (Γ0 ,0 A0)
ι1 : ∀{Γ0} →Con1 Γ0 →Ty1 Γ0 (ι0 Γ0)
Π1 : ∀{Γ0 A0 B0} →Con1 Γ0
→Ty1 Γ0 A0 →Ty1 (Γ0 ,0 A0) B0
→Ty1 Γ0 (Π0 Γ0 A0 B0) •0 : Con0 •0 : Con0
–,0 – : Con0 →Ty0 →Con0
ι0 : Con0 →Ty0
Π0 : Con0 →Ty0 →Ty0 →Ty0 –,0 – : Con0 →Ty0 →Con0 ι0 : Con0 →Ty0 We can recover the original inductive-inductive type as Con :≡Σ (Γ0 :
Con0) (Con1 Γ0) and Ty Γ :≡Σ (A0 : Ty0) (Ty1 (π1 Γ) A0). Recovering the
constructors is straightforward: •
:≡(•0, •1)
(Γ0, Γ1), (A0, A1)
:≡((Γ0 ,0 A0), (Γ1,1 A1))
ι (Γ0, Γ1)
:≡(ι0 Γ0, ι1 Γ1)
Π {Γ0, Γ1}(A0, A1)(B0, B1) :≡(Π0 Γ0 A0 B0, Π1 Γ1 A1 B1) •
:≡(•0, •1)
(Γ0, Γ1), (A0, A1)
:≡((Γ0 ,0 A0), (Γ1,1 A1))
ι (Γ0, Γ1)
:≡(ι0 Γ0, ι1 Γ1)
Π {Γ0, Γ1}(A0, A1)(B0, B1) :≡(Π0 Γ0 A0 B0, Π1 Γ1 A1 B1) Finally, we can define eliminators/induction principles for Con and Ty as just
defined, by induction on the well-typing predicates. Following [25], we distinguish two versions of the eliminator: the simple and
the general one. Note that this is orthogonal to the distinction between non-
dependent and dependent eliminators, from which we only consider the latter. 4.4
Inductive setoid universe This section encodes the inductive-inductive universe of setoids from the pre-
vious section without assuming arbitrary inductive-inductive definitions in the
metatheory. Before turning our attention to the setoid universe, we recall the known, sys-
tematic method to reduce finitary inductive-inductive types to inductive families. Reducing finitary induction-induction It is known that finitary inductive-
inductive definitions can be reduced to inductive families [8,7,21]. To illustrate
the idea, let us consider a well-known example of a finitary inductive-inductive
type, the intrinsic encoding of type theory in type theory itself. Actually, we
only consider the type of contexts Con : Type and the type of types Ty : Con →
Type; since the latter is indexed over the former, this is already an example of
induction-induction. Contexts in Con are formed out of empty contexts • and context extension
–, –. Types in Ty are either the base type ι or Π types. ι : (Γ : Con) →Ty Γ
Π : {Γ : Con}(A : Ty Γ) →Ty (Γ, A) →Ty Γ • : Con
ι : (Γ : Con) →Ty Γ
–, – : (Γ : Con) →Ty Γ →Con
Π : {Γ : Con}(A : Ty Γ) →Ty (Γ, A) →Ty Γ • : Con
ι : (Γ : Con) →Ty Γ
–, – : (Γ : Con) →Ty Γ →Con
Π : {Γ : Con}(A : Ty Γ) →Ty (Γ, A) →Ty Γ • : Con The general method to eliminate induction-induction is to split the original
inductive-inductive types into a type of codes and associated well-formedness
predicates. In our Con/Ty example, these would be respectively given by codes
Con0, Ty0 : Type and predicates Con1 : Con0 →Type, Ty1 : Con0 →Ty0 →
Type. The definition of the codes and predicate types follows that of the original
inductive-inductive type, and can be derived systematically from it. More im-
portantly, they can be defined without induction-induction, since although Con0
and Ty0 are defined mutually, their sorts are not indexed. T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. 4.4
Inductive setoid universe The motives for the simple eliminator are C′ : Con →Type, T ′ : (Γ : Con)(A :
Ty Γ) →Type and the eliminators themselves have the following signatures: elim′
Con : (Γ : Con) →C′ Γ
elim′
Ty : ∀{Γ}(A : Ty Γ) →T ′ Γ A elim′
Ty : ∀{Γ}(A : Ty Γ) →T ′ Γ A In the case of the general eliminator, the motive for Ty depends on the motive
for Con, making the two eliminators recursive-recursive functions. For motives
C : Con →Type and T : (Γ : Con) →Ty Γ →C Γ →Type the signatures are: In the case of the general eliminator, the motive for Ty depends on the motive
for Con, making the two eliminators recursive-recursive functions. For motives
C : Con →Type and T : (Γ : Con) →Ty Γ →C Γ →Type the signatures are:
elimCon : (Γ : Con) →C Γ
elimTy : ∀{Γ}(A : Ty Γ) →T Γ A (elimCon Γ) In the case of the general eliminator, the motive for Ty depends on the motive
for Con, making the two eliminators recursive-recursive functions. For motives
C : Con →Type and T : (Γ : Con) →Ty Γ →C Γ →Type the signatures are:
elimCon : (Γ : Con) →C Γ
elimTy : ∀{Γ}(A : Ty Γ) →T Γ A (elimCon Γ) elimTy : ∀{Γ}(A : Ty Γ) →T Γ A (elimCon Γ) The general eliminators can be derived from our encoding of Con and Ty via
untyped codes and well-typing predicates. The way to do it is to first define the
graph of the eliminators in the form of inductively-generated relations: data R-Con : (Γ : Con) →C Γ →Type
data R-Ty
: {Γ : Con}(A : Ty Γ)(γ : C Γ) →T Γ A γ →Type The next step is to prove that these relations are functional, by induction on
the untyped codes Con0 and Ty0 [21]. From this result, defining the eliminators
is immediate. Reducing the setoid universe The reduction described in the previous sec-
tion works generically for an arbitrary finitary inductive-inductive type, thus Constructing a universe for the setoid model 17 giving a systematic way to reduce finitary inductive-inductive definitions to in-
ductive families. However, it is not clear whether this method extends to in-
finitary induction-induction, of which the setoid universe defined in Section 4.3
is an instance. 4.4
Inductive setoid universe Of course, the absence of a general reduction method does not
mean that we cannot reduce particular concrete instances of infinitary induction-
induction, which is exactly what we hope for our universe construction. The obvious challenge in successfully completing this reduction is to avoid
the need for extensionality in the metatheory. In fact, consider the simple in-
finitary inductive-inductive type obtained from the previous Con/Ty example by
replacing the finitary constructor Π with an infinitary one: Π : {Γ : Con} →
(N →Ty Γ) →Ty Γ. Already with this simple example, we run into prob-
lems as soon as we try to define the eliminator. One issue is that the definition
of the eliminator relies on a proof that the well-typing predicates inU1, inU∼1
are propositional, that is, any two of their elements are equal. Without further
assumptions this proof can only be done by induction, and requires function
extensionality since these predicates include higher-order constructors. y
g
One way to get around this is to define the well-typing predicates as Prop-
valued families, rather than in Type: data inU0
: Type →Type1
data inU∼0 : {A A′ : Type} →(A →A′ →Prop) →Type1
data inU1
: (A : Type) →inU0 A →Prop1
data inU∼1 : {A A′ : Type} →(R : A →A′ →Prop) →inU∼0 R →Prop1 data inU0
: Type →Type1
data inU∼0 : {A A′ : Type} →(A →A′ →Prop) →Type1
data inU1
: (A : Type) →inU0 A →Prop1
data inU∼1 : {A A′ : Type} →(R : A →A′ →Prop) →inU∼0 R →Prop1 Using Prop avoids the issue of proving propositionality altogether, since the
predicates are now propositional by definition. However, it introduces a different
issue: inU1 and inU∼1 give rise to equational constraints on their indices, in the
form of proofs of the Prop-valued identity type. The definition of the eliminators
for inU and inU∼relies on the ability to transport along these proofs, hence the
need to extend our metatheory with a primitive, strong form of transport for
Id.10 Having Prop and a strong transport principle does help to some extent. However, we would still need extensionality to derive the general eliminators for
inU and inU∼. In fact, as explained in the previous section, to derive the general
recursive-recursive eliminators we need to prove that the corresponding graph
relations are functional, which cannot be done without funext. 10 Note that this issue cannot be solved by expressing the equational constraints with
an identity type in Type, since the well-typing predicates force it to necessarily be
in Prop. 4.4
Inductive setoid universe Luckily, the simple elimination principle is sufficient for our purposes: all
functions described in Section 4.3 can be defined just using the simple elimina-
tor without recursion-recursion. The simple eliminator itself can be defined by
pattern matching on the untyped codes, and does not require extensionality or
any extra principles beyond strong transport. Once the inductive encoding of the inductive-inductive universe is done, the
setoid universe can be defined just as in Section 4.3. 10 Note that this issue cannot be solved by expressing the equational constraints with
an identity type in Type, since the well-typing predicates force it to necessarily be
in Prop. T. Altenkirch, S. Boulier, A. Kaposi, C. Sattler and F. Sestini 18 1. Andreas Abel. Extensional normalization in the logical framework with proof irrele-
vant equality. In Olivier Danvy, editor, Workshop on Normalization by Evaluation,
affiliated to LiCS 2009, Los Angeles, 15 August 2009, 2009. 5
Conclusions and further work We have described the construction of a universe of setoids in the setoid model
of type theory; this is given in several steps, first as an inductive-recursive defini-
tion, then as an inductive-inductive definition, and finally as an inductive type. Every encoding is obtained from the previous by adapting known data type
transformation methods in a novel way that accounts for the peculiarities of our
construction. In [5] we present rules for SetTT, clearly these rules need to be
extended by the rules for a universe reflecting the semantics presented here. It is known that finitary IITs can be reduced to inductive types in an exten-
sional setting [21]. In our paper we reduce an infinitary IIT to inductive types
in an intensional setting. In the future, we would like to investigate whether this
reduction can be generalised to arbitrary infinitary IITs. In contrast to the inductive-recursive and inductive-inductive versions of the
universe, the inductive definition relies on a metatheory with a strong transport
rule. As future work, we would like to prove normalization for this metatheory
since previous work in this respect [2] seems to suggest that is represents a
non-trivial addition. Another question regards the relationship between SeTT [5] and XTT [28]. Both systems are syntactic representations of the setoid model with similar de-
sign choices, like definitional proof-irrelevance. We would like to know whether
their respective notions of models are equivalent, that is, if we can obtain an
XTT model from a SeTT model, and vice versa. Since XTT universes support
universe induction, for one direction we would need to extend our own universe
with the same principle (see discussion in Section 3 and the previous paragraph). Thus a related question is whether our encodings of the setoid universe can sup-
port universe induction. A further question is whether this mapping of models
is functorial. Groupoids can be regarded as generalized setoids. In the future we would
like to design a type theory internalizing the groupoid model of type theory [20],
in the same way that SeTT represents a syntax for the setoid model. A further
question is whether such “groupoid type theory” can be justified, similarly to
SeTT, via a syntactic translation, perhaps with SeTT itself as the target theory. 2. Andreas Abel and Thierry Coquand.
Failure of normalization in impredicative
type theory with proof-irrelevant propositional equality, 2019. arXiv:1911.08174. 3. Peter Aczel.
The type theoretic interpretation of constructive set theory.
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dations of Mathematics. https://homotopytypetheory.org/book, Institute for Ad-
vanced Study, 2013. Open Access This chapter is licensed under the terms of the Creative Commons
Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/),
which permits use, sharing, adaptation, distribution and reproduction in any medium
or format, as long as you give appropriate credit to the original author(s) and the Constructing a universe for the setoid model 21 source, provide a link to the Creative Commons license and indicate if changes were
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Creative Commons license, unless indicated otherwise in a credit line to the material. If
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Ethics of Domestic Tourist to Beach Conservation (Case Study of Balekambang Beach, Malang District)
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Jurnal pengelolaan sumberdaya alam dan lingkungan
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Ethics of Domestic Tourist to Beach Conservation (Case Study of Balekambang Beach,
Malang District) Atok Miftachul Hudhaa, Husamahb aPusat Studi Lingkungan dan Kependudukan, Universitas Muhammadiyah Malang 65144 atok1964@gmail.com
bPusat Studi Lingkungan dan Kependudukan, Universitas Muhammadiyah Malang 65144 Abstract. Conservation of biodiversity and the development of marine tourism destinations can be categorized as synergic
efforts. But the evidence in the field shows different things, because the behavior of domestic tourists have not awareness of
biodiversity conservation. This is indicated by the behavior of domestic tourists who often take various tidal biotas without
educational purposes. It is so not educational, because at this time of nature conservation is very necessary, so that no damage to
the environment, especially in the marine environment due to imbalance of living creatures in it by human activities. This is an
observational research by conducting survey method to the behavior of domestic tourists while traveling on the coast of tidal
Balekambang Malang regency. The findings indicate that the various ages of domestic tourist entering tidal zones during low
tide take a variety of tidal biota, such as Echinoidea, Holothuroidea, Ophiuroidea, Anthozoa (corals) and other biota without
educational purposes, since the biota referred to is taken and then disposed of in the mainland. It can be concluded that the bad
behavior shown by the domestic tourists by taking biota is not for education, but for fun can be categorized as violation behavior
of environmental ethics. Keyword: behavior of visitors, biodiversity, conservation, domestic tourist, environmental ethic (Diterima: 25-05-2017; Disetujui: 11-12-2017) Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan Vol. 9 No. 1 (Maret 2019): 9-16 Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan Vol. 9 No. 1 (Maret 2019): 9-16 1. Pendahuluan Berkaitan dengan potensi lingkungan kelautan yang
prospektif bagi pengembangan wisata bahari, maka
strategi pengembangannya harus diarahkan untuk
meningkatkan
sosial
ekonomi
masyarakat. Bertambahnya jumlah penduduk Indonesia tentu
berdampak pada meningkatnya kebutuhan hidup yang
bergantung pada produk-produk kelautan. Hal ini
mengingat laut memiliki berbagai macam sumberdaya
alam yang menjadi kebutuhan manusia sehari-hari,
mulai biota pantai, berbagai jenis ikan, mulai ikan
yang dikonsumsi hingga ikan hias, berbagi jenis
rumput laut, dan berbagai jenis biota laut lainnya. Secara geografis Indonesia merupakan negara
kepulauan terbesar di dunia, karena memiliki lebih
dari 17,480 pulau-pulau besar dan kecil yang tersebar
dari ujung pulau sumatera hingga pulau papua. Selain
itu menurut Santoso (2011), Indonesia memiliki
panjang garis pantai sejauh 95,181 km. Luas daratan
hanya 1.9 juta km2, maka berarti 75% wilayah
Indonesia merupakan lautan, yang terdiri dari 3.1 juta
km2 wilayah laut teritorial dan 2.7 juta km2 zona
ekonomi eksklusif. Lebih lanjut Santoso (2011),
menjelaskan bahwa dengan kondisi seperti ini, maka
Indonesia memiliki potensi sumberdaya kelautan yang
terdiri dari sumberdaya alam dapat pulih atau dapat
diperbaiki (renewable resources), sumberdaya alam
tidak dapat pulih atau tidak dapat diperbaiki (non-
renewable resources), sumber energi kelautan, dan
jasa-jasa lingkungan yang sangat besar. Sumber daya
kelautan dapat pulih diantaranya ekosistem terumbu
karang, padang lamun, hutan mangrove dan berbagai
jenis ikan. Sumber daya kelautan tidak dapat pulih
meliputi minyak bumi dan gas, mineral dan bahan
tambang atau galian. Potensi sumber energi kelautan
dapat berasal dari pasang surut, angin, gelombang, dan
ocean thermal energy conversion (OTEC), sedangkan
salah satu jasa lingkungan kelautan yang sangat
prospektif mendukung perekonomian masyarakat
adalah pengembangan pariwisata bahari dan jasa
perhubungan laut. Tingginya
kebutuhan
hidup
manusia
yang
bergantung pada potensi laut telah berpotensi terhadap
tingginya eksploitasi sumberdaya alam laut dan
berdampak
negatif
terhadap
upaya
konservasi
kelautan. Eksploitasi sumber daya alam laut semakin
mengkhawatirkan dengan hadirnya teknologi yang
semakin maju, sebab kemajuan teknologi tidak
diarahkan untuk upaya konservasi, akan tetapi
dijadikan alat untuk mengeruk kekayaan laut secara
eksploitatif. Menyoal masalah konservasi, maka Undang-
undang RI Nomor 5 Tahun 1990 tentang Konservasi
Sumber daya Alam Hayati dan Ekosistemnya pasal 1
butir 2 menyebutkan, bahwa konservasi adalah
pengelolaan
sumber
daya
alam
hayati
yang
pemanfaatannya dilakukan secara bijaksana untuk
menjamin kesinambungan persediaannya dengan tetap
memelihara
dan
meningkatkan
kualitas doi: 10.29244/jpsl.9.1.9-16 9 ISSN 2086-4639 | e-ISSN 2460-5824 JPSL Vol. 9 (1): 9-16 3. Mengidentifikasi biota laut yang banyak diambil
oleh
para
wisatawan
domestik
di
Pantai
Balekambang Kabupaten Malang. 2. Metode Jenis penelitian yang dilakukan adalah penelitian
deskriptif kualitatif dengan metode survey, melalui
observasi dan wawancara, serta studi kepustakaan. Deskriptif kualitatif digunakan untuk menganalisa
perilaku wisatawan domestik terhadap keberadaan
hewan di zona pasang surut. Teknik observasi dan
wawancara digunakan untuk mengungkap hal-hal
terkait dengan lingkungan hidup dan konservasi
keaneragaman hayati biota laut di zona pasang surut
Pantai Balekambang Kabupaten Malang, dan studi
kepustakaan digunakan untuk telaah pemikiran guna
memberikan
kontribusi
terhadap
upaya
mengidentifikasi perilaku wisatawan domestik di
Pantai Balekambang dan temuan biota di zona pasang
surut Pantai Balekambang Kabupaten Malang. Sampel
adalah wisatawan domestik yang berada di zona
pasang surut Pantai Balekambang Kabupaten Malang
dengan teknik accidental sampling. Berdasarkan definisi dan tujuan konservasi, maka
ada lima manfaat konservasi terhadap ekosistem,
sebagaimana dinyatakan oleh Sora (2015), yaitu 1)
Untuk melindungi kekayaan ekosistem alam dan
memelihara
proses-proses
ekologi
maupun
keseimbangan ekosistem secara berkelanjutan, 2)
Untuk melindungi spesies flora dan fauna yang langka
atau hampir punah, 3) Untuk melindungi ekosistem
yang indah, menarik dan juga unik, 4) Untuk
melindungi ekosistem dari kerusakan yang disebabkan
oleh faktor alam, mikro organisme dan lain-lain, 5)
Untuk menjaga kualitas lingkungan supaya tetap
terjaga, dan lain sebagainya. Kelima
manfaat
konservasi
ekosistem
yang
bertujuan melindungi dan menjaga ekosistem dapat
saja terganggu dan gagal mencapai tujuan karena tidak
adanya interaksi antara pemerintah dan masyarakat,
antara pecinta lingkungan dengan masyarakat, antara
dunia pendidikan atau lembaga pendidikan yang
menyosialisasikan kesadaran dan gerakan konservasi
dengan
masyarakat,
akibat
masyarakat
belum
tersadarkan akan pentingnya konservasi terhadap
lingkungan dan sumber daya alam. 3.1. Karakteristik Pantai Balekambang Pantai Balekambang merupakan salah satu destinasi
wisata dengan status taman wisata yang memiliki luas
area kurang lebih 10 ha dengan wilayah meliputi
kawasan hutan lindung, hutan produksi, taman
bermain,
dan
pantai. Semula
taman
wisata
balekambang dikelola oleh Desa Srigonco, namun
sejak 1985 pengelolaan Pantai Balekambang dialihkan
ke Perusahaan Daerah (PD) Jasa Yasa milik
pemerintah daerah kabupaten Malang. Meskipun
pembenahan
fisik
terus
dilakukan,
namun
pembenahan aspek sosial budaya, kelestarian alam dan
lingkungan belum terkelola dengan baik. Minimnya
pengetahuan
wisatawan
domestik
terhadap biota laut di zona pasang surut serta perilaku
yang tidak mendukung upaya konservasi sumber daya
alam sebagaimana yang telah ditunjukkan mendorong
pentingnya sosialisasi pengetahuan tentang biota laut
dan upaya konservasi ekosistem pantai. Kesadaran
untuk
menumbuhkan
pentingnya
konservasi
(pelestarian dan perlindungan) sumber daya alam,
khususnya pada ekosistem pantai memang harus
dilakukan secara sinergis, kolaboratif, dan integratif
dari berbagai lembaga terkait dan berbagai lapisan
masyarakat, agar dikemudian hari upaya pemeliharan
dan perlindungan biota laut, secara keberlanjutannnya
dapat menumbuhkan sikap etika berlingkungan atau
lebih spesifik disebut ber bioetika lingkungan
(environmental bioethics). Oleh karena itu penulisan
artikel ini adalah untuk: 1. Pendahuluan keanekaragaman dan nilainya dan pada UU Nomor 23
Tahun 1997 pasal 1 butir 15 disebutkan, bahwa
konservasi adalah pengelolaan sumberdaya alam tak
terbaharui untuk menjamin pemanfatannya secara
bijaksana dan sumber daya yang terbaharui untuk
menjamin kesinambungan ketersediaannya dengan
tetap memelihara dan meningkatkan kualitas nilai dan
keanekaragamannya. 3. Mengidentifikasi biota laut yang banyak diambil
oleh
para
wisatawan
domestik
di
Pantai
Balekambang Kabupaten Malang. 4. Mengidentifikasi perilaku wisatawan domestik
terhadap biota di zona pasang surut Pantai
Balekambang Kabupaten Malang. Lebih lanjut dinyatakan dalam pasal 5 Undang-
undang Nomor 5 tahun 1990, bahwa tujuan
konservasi, yaitu: 1) perlindungan sistem penyangga
kehidupan; 2) pengawetan keanekaragaman jenis
tumbuhan dan satwa beserta ekosistemnya; 3)
pemanfaatan secara lestari sumber daya alam hayati
dan ekosistemnya. 3.2. Karakteristik Wisatawan Domestik Karakteristik
wisatawan
domestik
di
Pantai
Balekambang Kabupaten Malang 95% berasal dari
Jawa Timur dan tersebar dari berbagai usia (anak-anak
hingga lansia), laki-laki perempuan, dan dari berbagai
jenis profesi (pelajar, mahasiswa, profesional, TNI-
POLRI, PNS, wiraswasta) dan masyarakat umum
lainnya. Karakteristik pengunjung tempat wisata
kawasan pantai sebagaimana di Pantai Balekambang
Kabupaten Malang ini tidak jauh berbeda dengan
penelitian
Hasan
et
al. (tanpa
tahun),
yang
menyatakan, bahwa karakteristik usia pengunjung
obyek wisata di Kota Tidore Kepulauan adalah laki- 1. Mendeskrispsikan karakteristik wisatawan domestik
di Pantai Balekambang Kabupaten Malang. 2. Menginventarisasi berbagai biota laut di zona
pasang surut pantai Balekambang Kabupaten
Malang. 10 JPSL Vol. 9 (1): 9-16 Maret 2019 JPSL Vol. 9 (1): 9-16 Maret 2019 laki 63% perempuan 37%, usia dibawah 20 tahun 9%,
usia 21-30 tahun 19%, usia 31-40 tahun 27%, usia 41-
50 tahun 36%. Asteroidea dan Kelas Crinoidea tidak ditemukan. Hasil biota laut yang ditemukan sebagaimana Tabel 1. Asteroidea dan Kelas Crinoidea tidak ditemukan. Hasil biota laut yang ditemukan sebagaimana Tabel 1. Tabel 1. Hasil inventarisasi Biota Laut Phylum echinodermata Tabel 1. Hasil inventarisasi Biota Laut Phylum echinodermata Dilihat dari kehadirannya di Pantai Balekambang
para pengunjung (wisatawan domestik), memiliki
tujuan yang bervariasi, 90% bertujuan untuk berlibur
(rekreasi) bersama keluarga dan kerabat, 8% bertujuan
untuk berjualan, 1% bertujuan untuk ritual, 1% lain-
lain. y
Kelas
Nama Spesies
Keterangan
Echinoidea
1. Diadema setosum
2. Echinometra
mathaei
Jumlah cukup
banyak dan
tersebar
Jumlah terbatas
Holothuroidea
1. Holothuria
scabra
2. Holothuria atra
Jumlah terbatas
Jumlah terbatas
Ophuiroidea
1. Ophiotrichoides
nereidina
2.Ophiothrix hybrid
Jumlah cukup
banyak dan
tersebar
Jumlah terbatas
(Sumber: Data Penelitian, 2016) Demikian juga hasil penelitian Hasan et al. (Tanpa
Tahun),
bahwa
pengunjung
daerah
wisata
di
kepulauan Tidore berdasarkan tujuan berkunjung,
didominasi oleh tujuan berlibur sebanyak 34%,
kemudian disusul oleh tujuan perjalanan dinas
sejumlah
9%,
selanjutnya
tujuan
mengunjungi
keluarga 6%, tujuan mengunjungi kerabat 9%, untuk
tujuan studi sebanyak 17% dan yang terakhir untuk
lain-lain termasuk tujuan ekonomi sejumlah 5%). Berdasarkan Tabel 1 dapat dijelaskan, bahwa
keanekaragaman biota pasang surut pada Phylum
echinodermata di Pantai Belekambang Kabupaten
Malang, didominasi oleh tiga kelas hewan, yaitu
Echinoidea, Holothuroidea, dan Ophiuroidea dan
untuk hewan kelas Asteroidea dan Crinoidea tidak
ditemukan sama sekali. Hal ini didukung oleh
kerusakan pantai akibat perilaku manusia, khususnya
wisatawan domestik dan pencari lobster yang sering
kali memecah batu karang untuk mencari lobster atau
gurita. 3.3. Biota Laut Zona Pasang Surut yang Ditemukan di
Lokasi Berdasarkan hasil penelitian yang telah dilakukan
di zona pasang surut Pantai Balekambang Kabupaten
Malang, maka berbagai biota laut yang ditemukan dari
Phylum echinodermata adalah: (1) Kelas Echonoidea
(Landak Laut); (2) Kelas Ophiuroidea (Bintang Ular
Laut); (3) Kelas Holothuroidea; adapun kelas Gambar 1. Lokasi kerusakan habitat biota pasang surut di pantai balekambang (dok. penelitian, 2016) Gambar 1. Lokasi kerusakan habitat biota pasang surut di pantai balekambang (dok. penelitian, 2016) ISSN 2086-4639 | e-ISSN 2460-5824 JPSL Vol. 9 (1): 9-16 Pada umumnya landak laut mempunyai jerohan
atau vicera tersimpan dalam cangkok, yang tersusun
menurut 10 jajaran lempengan kapur yang tersambung
bersama membentuk bola. Seperti halnya bintang laut
memiliki 5 jalur kaki ambulakral yang terselang oleh
daerah inter ambulakral yang agak lebar tanpa kaki. Pada cangkok terdapat tonjolan atau tuberculum
sebagai tempat persembunyian duri-duri. Tiap-tiap
duri merupakan bentuk kristal dari CaCO3 yang ujung
pangkalnya agak melebar tempat sendi dengan
tuberculum. Pangkal duri itu terikat dengan otot
sehingga duri dapat digerakkan. a
b
Gambar 4. (a) Holothuria scabra, (b) Holothuria atra
(Dokumentasi Penelitian, 2016) b a
b
Gambar 4. (a) Holothuria scabra, (b) Holothuria atra
(Dokumentasi Penelitian, 2016) Anus terletak di pusat tubuh pada permukaan
aboral, terletak diantara lempengan kapur yang besar
yang mengandung lima, empat atau dua lubang
genital. Mulut yang besar terletak di daerah oral
dikelilingi oleh 5 buah gigi yang kuat dan tajam. Gigi
tersebut disokong oleh 5 rangka samping disebelah
dalam cangkok yang terkenal sebagai “Lentera
Aristoteles”. Teripang merupakan komponen penting dalam
rantai makanan di terumbu karang dan ekosistem
asosiasinya pada berbagai tingkat struktur pakan. Jenis
hewan laut ini tersebar luas di lingkungan laut di
seluruh dunia, mulai dari zona pasang surut sampai
laut dalam, sehingga mudah ditemukan. Banyak sekali jenis teripang yang ada, tidak kurang
ada sekitar 29 jenis teripang yang saat ini dan menjadi
komoditas perdagangan global yang memiliki nilai
jual dan nilai ekonomis tinggi. Holothuroidea
(teripang) seperti yang sudah kita tahu memiliki
banyak sekali kandungan khasiat dan manfaat yang
berguna bagi kesehatan tubuh kita, akan tetapi ada
satu jenis teripang laut yang mempunyai keunikan dan
hanya dimiliki oleh teripang jenis ini, dimana teripang
jenis ini bernama teripang emas (Golden stichopus
variegatus). Salah satu keunggulan dari teripang emas
jenis ini, yaitu memiliki kandungan Gamapeptide,
kandungan ini tidak dimiliki oleh jenis teripang lain. Kandungan
tersebut
berkhasiat
untuk:
1)
mengaktifkan
pertumbuhan
sel,
2)
mampu
meregenerasi sel dengan sangat cepat, 3) anti
inflamasi atau peradangan, 4) dapat mengurangi rasa
nyeri bahkan di katakan memiliki anti analgesik 3 kali
lebih kuat dari pada paracetamol (obat golongan
analgesik-antipiretik/anti nyeri dan anti panas), 5)
memelihara sirkulasi darah agar tetap lancar dan
meningkatkan sistem kekebalan tubuh. Gambar 3. Menjelaskan morfologi Echinoidea ke
mahasiswa (Dokumentasi Penelitian, 2016) Gambar 3. a. Kelas Echinoidea (Landak Laut) duri-duri yang dapat digerakkan. Sebagai contoh
yaitu: Arbacic, Stronglyocentrotus, yang berbentuk
bola, Spatangus bentuk oval, dan Echinarachinus,
Dendraster berbentuk seperti uang logam atau terkenal
dengan sebutan uang kepingan pasir atau kue laut. Kelas Echinoidea adalah kelompok hewan yang
memiliki tonjolan-tonjolan pendek yang bulat, yaitu
tempat menempel duri yang tersusun dari zat kapur. Hewan-hewan
yang
masuk
kelas
Echinoidea
berbentuk bundar tidak berlengan, tetapi mempunyai a
b
Gambar 2. (a) Diadema setosum, (b) Echinometra mathaei (Dokumentasi Penelitian, 2016) b a b a b Gambar 2. (a) Diadema setosum, (b) Echinometra mathaei (Dokumentasi Penelitian, 2016) 11 c. Kelas Ophiuroidea (Bintang Ular Laut) Kelompok Ophiuroidea dapat hidup menempati
berbagai macam habitat dan kedalaman, seperti zona
rataan terumbu karang, daerah pertumbuhan algae,
padang lamun, koloni karang hidup dan karang mati,
dan berbagai macam kedalaman mulai dari kedalaman
1 meter sampai ribuan meter seperti dilaporkan oleh
banyak pakar (Yusron, 2010). ISSN 2086-4639 | e-ISSN 2460-5824 JPSL Vol. 9 (1): 9-16 Menjelaskan morfologi Echinoidea ke
mahasiswa (Dokumentasi Penelitian, 2016) Makanan hewan ini bermacam-macam, misalnya
hewan lain yang telah mati, organisme kecil lainnya
yang ada di laut, kecuali itu hewan ini juga mencerna
lumpur atau pasir yang mengandung bahan-bahan
organis. Didalam pencernaan hewan ini banyak
mengandung cilliata yang komersal atau yang parasit. Ikan, Bintang laut, Udang-udangan, Burung dan
Mamalia yang predator merupakan musuh Echinoidea. b. Kelas Holothuroidea (Teripang)
Teripang atau disebut timun laut merupakan istilah
yang
diberikan
untuk
hewan
invertebrata
Holothuroidea yang dapat dikonsumsi. Teripang
merupakan jenis hewan laut yang bergerak lambat,
hidup pada dasar substrat pasir, lumpur pasiran
maupun dalam lingkungan terumbu. 3.4. Biota Laut yang Banyak Diambil Wisatawan
Domestik Biota laut pasang surut yang sering diambil
wisatawan domestik untuk tujuan kesenangan sesaat
oleh wisatawan domestik yang berkunjung di Pantai
Balekambang sebagaimana Hudha (2012, 2013, 2014,
2015, 2016), antara lain: Kelas Holothuroidea, Kelas
Asteroidea,
Kelas
Ophiuroidea,
dan
beberapa
ganggang laut seperti Sargassum, Halimeda, Padina,
dan Fucus.Hal ini sebagaimana tertuang di Tabel 2. g
Berbagai biota laut laut di zona pasang surut yang
banyak ditemukan adalah Phylum echinodermata
kelas
Echinoidea,
kelas
Asteroidea,
kelas
Holothuroidea, kelas Ophiuroidea, kelas Crinoidea. Sebagaimana dinyatakan Hudha (2002), bahwa
phylum Echinodermata adalah hewan invertebrata
yang memiliki karakteristik, antara lain: (1) Simetri
radial pada hewan yang telah dewasa, memiliki 5
bagian, sedang larvanya simetri bilateral; memiliki 3
jaringan dasar; sebagian alatnya bersifat tidak
memiliki kepala dan otak, tidak bersegmen. (2)
Permukaan tubuh yang umumnya simetri radial,
memiliki kaki buluh atau kaki amburakral; (3)Tubuh
terbungkus oleh epidermis yang halus dengan
disokong oleh penguat berupa kepingan kapur yang
disebut laminae atau ossicula yang mudah digerakkan
atau tidak mudah digerakkan, dengan pola yang tetap,
sering memiliki duri-duri kapur yang halus; (4)
Saluran pencernaan yang sederhana, biasanya lengkap
/ beberapa jenis tidak memiliki anus; (5) Memiliki
sistem sirkulasi radial yang mengalami reduksi;
coelom dilapisi oleh perritonium bersilia; rongga
coelom
biasanya
luas
dan
berisi
amoebocyt-
amoebocyt bebas. Pada tingkat larva coelom ini
berfungsi sebagai sistem vaskular air dengan kaki-kaki
ambulakral yang banyak digunakan untuk berjalan,
menangkap mangsa atau respirasi; (6) Respirasi
dilakukan dengan insang kecil atau papulae yang
tertimbul dari coelom, beberapa jenis Echinodermata
bernapas dengan kaki ambulakral; sedang pada
Holothurroidea menggunakan batang-batang seperti
pohon yang terdapat dalam clocoa; (7) Sistem syaraf
dengan batang cincin yang bercabang-cabang ke arah
radial;
(8)
Seks
terpisah
dengan
beberapa
pengecualian. Gonad yang relatif besar terletak di Tabel 2. Inventarisasi biota laut yang banyak diambil wisatawan
untuk tujuan kesenangan di pantai balekambang Tabel 2. Inventarisasi biota laut yang banyak diambil wisatawan
untuk tujuan kesenangan di pantai balekambang
No
Jenis Biota
Lain-lain
Hewan
Tumbuhan
1
Kelas Echinoidea
Alga:
Sargassum
Acropora
2
Kelas Ophiuroidea
Alga: Halimeda
3
Kelas Holothuroidea
Alga: Padina
4
Kelas Asteroidea
Alga: Fucus
5
Ikan Hias
(Sumber: Data Penelitian, 2016) Berdasarkan Tabel 2 diketahui, bahwa biota laut
pada zona pasang surut yang diambil wisatawan
domestik di Pantai Balekambang Kabupaten Malang,
dominan pada Phylum echinodermata, khususnya
Echinoidea,
ophiuroidea
dan
beberapa
jenis
Holothuroidea. Jenis
biota
lain
dari
phylum
Echinodermata yang tidak ditemukan adalah kelas
Asteroidea (bintang laut) dan kelas Crinoidea pada
kawasan yang luas di pantai Balekambang. b. Kelas Holothuroidea (Teripang) Teripang atau disebut timun laut merupakan istilah
yang
diberikan
untuk
hewan
invertebrata
Holothuroidea yang dapat dikonsumsi. Teripang
merupakan jenis hewan laut yang bergerak lambat,
hidup pada dasar substrat pasir, lumpur pasiran
maupun dalam lingkungan terumbu. 12 JPSL Vol. 9 (1): 9-16 Maret 2019 a
b
Gambar 5. (a)Ophiothrix fragilis (habitas.org.uk), (b)Ophiothrix fragilis (Dokumentasi Penelitian, 2016) b a
b
Gambar 5. (a)Ophiothrix fragilis (habitas.org.uk), (b)Ophiothrix fragilis (Dokumentasi Penelitian, 2016) a
b
Gambar 5. (a)Ophiothrix fragilis (habitas.org.uk), (b)Ophiothrix fragilis (Dokumentasi Penelitian, 2016)
ar mempunyai tubuh bola cakram kecil
ngan bulat panjang. Tiap-tiap lengan
as-ruas yang sama yang masing-masing
garis tempat meletaknya ossicula yang
4 lempeng Di bagian lateral terdapat
sebelah luar dengan pembuluh yang sederhana; jum
ova banyak selai dan pembuahan terjadi didalam
larva mikroskopis, bersilia dan transparan, d
biasanya hidup bebas dengan berenang-renang dal
air, bermetamorfosis yang kompleks. f
g
sebelah luar dengan pembuluh yang sederhana; jumlah
ova banyak selai dan pembuahan terjadi didalam air;
larva mikroskopis, bersilia dan transparan, dan
biasanya hidup bebas dengan berenang-renang dalam
air, bermetamorfosis yang kompleks. Bintang ular mempunyai tubuh bola cakram kecil
dengan 5 lengan bulat panjang. Tiap-tiap lengan
terdiri atas ruas-ruas yang sama yang masing-masing
terdapat dua garis tempat meletaknya ossicula yang
terliputi oleh 4 lempeng. Di bagian lateral terdapat
duri, sedang bagian dorsal serta ventral tidak terdapat
duri. Bagian dalam dari ruas sebagian besar terisi
ossicula yang silindris dan tertanam pada bagian
proksimal dan cembung pada bagian distal, sehingga
penyokong tubuh itu bersendi dengan lainnya dengan
sistem sendi peluru. Empat otot antara dua ossicula
silindris
itu
memungkinkan
lengan
dapat
dibengkokkan. 3.5. Identifikasi Perilaku Wisatawan Domestik di
Zona Pasang Surut Pantai Balekambang Kabupaten
Malang Temuan perilaku pengunjung yang mengambil
Echinoidea untuk tujuan ekonomi, atau perilaku
pengunjung yang mengambil berbagai jenis biota
pasang surut adalah bentuk ketidaksadaran masyarakat
terhadap pentingnya menjaga kelestarian kehidupan
makhluk hidup. Hal ini sangat korelatif dengan
asumsi, bahwa pendidikan etika berbasis lingkungan
pada masyarakat belum tumbuh dengan baik, sehingga
temuan
perilaku
wisatawan
domestik
terhadap
kehidupan biota di Pantai Balekambang menjadi tolok
ukur
bahwa
masyarakat
belum
mengeteahui
pentingnya etika lingkungan. Perilaku wisatawan domestik saat berada di zona
pasang surut Pantai Balekambang Kabupaten Malang
seakan tidak menampakkan dampak ekologis. Namun
jika diamati, maka perilaku wisatawan domestik yang
mengambil biota laut yang ditemukan selanjutnya
dibuang di pasir pantai adalah tindakan merusak
keanekaragaman jenis bioata pasang surut. Selain itu
juga ditemukan perilaku pengunjung yang mengambil
berbagai
jenis
landak
laut
(echinoidea)
dan
dikumpulkan. Hasil
wawancara
dengan
pengunjung
Pantai
Balekambang yang diketahui sedang mengambil
berbagai jenis Echinoidea di ketahui, bahwa kegiatan
yang dilakukan berlatar belakang ekonomi. Ketika
ditanya mulai kapan kegiatan mengambil Echinoidea
ini dilakukan, hasil petikan wawancara yang telah
dilakukan sebagai berikut: “Sudah bertahun-tahun
saya
melakukan
pengambilan
landak
laut”
(W.1/R.1/III/2016)
dengan
keterangan
(W1=Wawancara pertanyaan ke-1; R.1-Responden
ke-1, III=bulan 3 (Maret), 2016=tahun 2016). Etika lingkungan merupakan hal baru di masyarakat
luas,
bahkan
dalam
lingkup
internasional,
sebagaimana
Wapner
dan
Matthew
(2009),
menyatakan bahwa refleksi etis tentang urusan
lingkungan internasional masih dalam tahap awal. Fakta di lapangan yang dideskripsikan dalam
penelitian
ini
menunjukkan,
bahwa
perilaku
wisatawan
domestik
yang
merusak
kehidupan
makhluk hidup, khususnya biota pasang surut di
Pantai Balekambang Kabupaten Malang sangat
berkaitan erat dengan kesadaran melakukan hal baik
dan tidak melakukan hal buruk terhadap lingkungan
atau dengan kata lain berkaitan dengan tindakan etis. Oleh karena itu kelangkaan bintang laut (Asteroidea)
di Pantai Balekambang Kabupaten Malang, juga
akibat perilaku manusia yang mengeksploitasi bintang
laut (Asteroidea) dalam waktu lama. Ketika responden ditanya untuk apa mengambil
Echinoidea begitu banyak? Responden menjawab
untuk mencari uang, berikut jawaban responden:
“Landak laut-landak laut yang saya kumpulkan ini
untuk saya jual agar dapat uang” (W.2/R.1/III/2016) Ketika responden ditanya untuk apa mengambil
Echinoidea begitu banyak? Responden menjawab
untuk mencari uang, berikut jawaban responden:
“Landak laut-landak laut yang saya kumpulkan ini
untuk saya jual agar dapat uang” (W.2/R.1/III/2016)
Ketika ditanya bagaimana mendapatkan uang dari
menjual aneka landak laut tersebut? Responden
menyatakan,
bahwa
landak
laut
diperolehnya
dijadikan asesoris agar laku dijual, berikut jawaban
responden: “Yang saya jual dari landak laut ini
cangkangnya. 3.4. Biota Laut yang Banyak Diambil Wisatawan
Domestik Hasil telusur kepada salah satu pengunjung
terhadap tindakan yang dilakukan, didasari oleh faktor
ekonomi, yaitu untuk menghasilkan pendapatan
Penulis memberikan atribut kepada salah satu
pengunjung
yang
dijumpai
sedang
melakukan
eksploitasi kelas Echinoidea (landak laut) sebagai
responden 1. 13 ISSN 2086-4639 | e-ISSN 2460-5824 JPSL Vol. 9 (1): 9-16 a
b
c d
Gambar 6. (a) Sargassum, sp, (b) Halimeda, sp, (c) Padina,
sp (d) Fucus, sp a a
b yang saya ambil ini saya masukan ke dalam karung
plastik, lalu saya kubur di dalam pasir di tepi pantai
yang jauh dari air pasang sedalam 1 meter, dan saya
biarkan selama kurang lebih satu minggu. Setelah
satu minggu saya ambil dan sudah membusuk,
sehingga duri-durinya sudah lepas dan bagian dalam
sudah membusuk, lalu saya bawa ke laut untuk
membuang duri-duri dan organ dalamnya yang
membusuk itu sampai bersih. Setelah itu tinggal
cangkangnya. Cangkangnya itu lalu saya jemur
sampai kering terus saya cat warna-warni mengikuti
tonjolan-tonjolan atau alur yang ada di cangkang.”
(W.4/R.1/III/2016) b c d
Gambar 6. (a) Sargassum, sp, (b) Halimeda, sp, (c) Padina,
sp (d) Fucus, sp d Saat ditanya berapa harga setiap cangkang yang
dijual? Responden menjawab: “Ya, yang besar saya
tawarkan 10,000 rupiah tapi kadang lakukadang
tidak, terutama yang bentuknya besar, untuk yang
bentuknya
kecil
saya
jual
5,000
rupiah”
(W.5/R.1/III/2016) d Gambar 6. (a) Sargassum, sp, (b) Halimeda, sp, (c) Padina,
sp (d) Fucus, sp Ketidaktahuan masyarakat terhadap pentingnya
menjaga kelestarian lingkungan hidup harus terus
ditumbuhkan, sebab menurut Ramadoss dan Moli
(2011), melindungi keanekaragaman hayati lokal
merupakan
tujuan
penting
untuk
pendidikan
pembangunan berkelanjutan. 3.5. Identifikasi Perilaku Wisatawan Domestik di
Zona Pasang Surut Pantai Balekambang Kabupaten
Malang 3.5. Identifikasi Perilaku Wisatawan Domestik di
Zona Pasang Surut Pantai Balekambang Kabupaten
Malang 4. Ilustrasi Perilaku
masyarakat,
khususnya
wisatawan
domestik terhadap kehidupan biota pasang surut di
Pantai Balekambang Kabupaten Malang, sebagaimana
dinyatakan Hudha (2013, 2014, 2015, 2016), bahwa
diantara para wisatawan domestik yang berkunjung ke
Pantai Balekambang Kabupaten Malang mengambil
berbagai bioata pasang surut tidak untuk tujuan
penelitian, namun untuk tujuan kesenangan, kemudian
dibiarkan mati dan dibuang menunjukkan belum
dimilikinya
kesadaran
melestarikan
lingkungan,
khususnya kehidupan biota pasang surut di Pantai
Balekambang. Disinggung tentang peran etika lingkungan dalam
upaya konservasi pantai, Responden 2 menjawab:
“Pantai adalah sumber potensial untuk menghasilkan
banyak sumberdaya alam, karena itu konservasi
perairan
laut
harus
dimulai
dari
konservasi
lingkungan pantai. Dan masyarakat kita belum
memahami pentingnya ekosistem pantai, pantai masih
dijadikan tempat rekreasi belum dimanfaatkan untuk
pengembangan
kekayaan
laut,
misalnya:
pembudidayaan rumput laut dan sebagainya. Padahal
banyak pantai di Indonesia yang bisa dikembangkan
untuk
mendapatkan
penghasilan
besar
dengan
berbudidaya runput laut, seperti yang telah dilakukan
oleh banyak masyarakat nelayan di Sumenep
Madura” (W.3/R.2/V/2016). Perilaku lain yang dinyatakan oleh Hudha (2012,
2013, 2014, 2015, 2016), terhadap perilaku wisatawan
domestik adalah melakukan perusakan habitat biota
laut dengan cara menghancurkan batuan karang yang
menjadi tempat perlindungan biota laut, seperti:
Landak Laut (Echinoidea), Bintang Ular Laut
(Ophiuroidea), dan ikan-ikan hias, karena berburu
hewan lain yang diinginkannya (gurita dan lobster). Perilaku pengunjung (wisatawan domestik) di
Pantai Balekambang Kabupaten Malang dengan
mengeksploitasi alam melalui pengambilan berbagai
biota laut di zona pasang surut pantai balekambang
untuk tujuan kesenangan sesaat maupun tujuan
ekonomi dalam jangka panjang berdampak pada
menurunnya populasi biota laut di zona pasang surut,
khususnya pada Phylum echinodermata dan juga
phylum lainnya (Mollusca), Coelenterata (anthozoa
dan acropora) dan jenis biota lainnya. Hal ini menjadi
bukti semakin langkanya temuan biota laut pada zona
pasang surut di Pantai Balekambang Kabupaten
Malang adalah akibat perilaku pengunjung (wisatawan
domestik) Pantai Balekambang Kabupaten Malang. y
g
g
y
g
Berdasarkan temuan fakta demikian ini, penulis
menggaris bawahi, bahwa masalah etika lingkungan
belum dimiliki oleh wisatawan domestik, dan menurut
Aminatun (Tanpa Tahun), bahwa etika lingkungan
merupakan refleksi kritis tentang norma dan nilai atau
prinsip moral yang selama ini dikenal dalam
komunitas manusia. Hal ini menjadi tugas berat semua
lapisan
masyarakat
untuk
menempatkan
etika
lingkungan (Environmental Bioethics) menjadi bagian
penting dalam upaya melestarikan kehidupan yang
seimbang dan lestari. 3.5. Identifikasi Perilaku Wisatawan Domestik di
Zona Pasang Surut Pantai Balekambang Kabupaten
Malang Setelah tinggal cangkangnya akan saya
cat warna-warni dan saya jual” (W.3/R.1/III/2016) y j
g
p
g (
)
Ketika ditanya bagaimana mendapatkan uang dari
menjual aneka landak laut tersebut? Responden
menyatakan,
bahwa
landak
laut
diperolehnya
dijadikan asesoris agar laku dijual, berikut jawaban
responden: “Yang saya jual dari landak laut ini
cangkangnya. Setelah tinggal cangkangnya akan saya
cat warna-warni dan saya jual” (W.3/R.1/III/2016) Bentuk
perilaku
wisatawan
domestik
yang
ditemukan lebih ekstrim selain mengeksploitasi biota
yang ditemukan dan dicari adalah merusak dan
menghancurkan
habitat biota dengan
memecah
bebatuan,
mencongkel
bebatuan,
sehingga
menghilangkan “rumah” bagi biota pasang surut
termasuk “rumah”berbagai ikan hias. Ketika
ditanya
bagaimana
mendapatkan
cangkangnya saja, sementara duri-diri landak laut
begitu banyak? Responden menjawab: “Landak laut 14 JPSL Vol. 9 (1): 9-16 Maret 2019 Menyikapi perilaku wisatawan pantai sebagaimana
hasil temuan, peneliti melakukan wawancara dengan
sumber ahli (Responden 2) untuk minta tanggapannya
terhadap perilaku masyarakat yang belum memahami
etika
lingkungan,
responden
2
menjelaskan:
“Masyarakat kita sangat membutuhkan teladan dari
orang-orang berpengaruh di lingkungan sekitarnya
untuk
taat
dalam
menjaga
dan
melestarikan
lingkungannya” (W.1/R.2/V/20016). bahwa (1) terdapat hubungan positif yang cukup
signifikan antara pengetahuan lingkungan hidup
dengan sikap menjaga kelestarian lingkungan, (2)
terdapat hubungan positif yang cukup signifikan
antara pengetahuan etika lingkungan dengan sikap
menjaga
kelestarian
lingkungan,
(3)
terdapat
hubungan positif yang cukup signifikan antara
pengetahuan lingkungan hidup dan pengetahuan etika
lingkungan
secara
bersama-sama
dengan
sikap
menjaga kelestarian lingkungan, dan (4) terdapat
hubungan positif yang cukup signifikan antara sikap
menjaga kelestarian lingkungan dengan perilaku
menjaga kelestarian lingkungan. Siapa
orang-orang
berpengaruh
dimaksud? Responden 2 menjawab: “Kalau masyarakat itu
berada di lingkungan yang agamis, maka tokoh-tokoh
agama, Kyai, Ustad yang ada di masyarakat itulah
yang harus di bidik dan memberi contoh kepada
warga atau umat di masyarakat tersebut. Jika para
tokoh agama, tokoh masyarakat, dan orang yang
ditokohkan sudah melakukan dan memberi contoh,
pasti pada masyarakat itu mudah untuk digerakkan ke
arah yang lebih baik. Kita harus paham, bahwa kultur
masyarakat kita masih harus diberi contoh, belum
memiliki kesadaran penuh untuk berbuat dan
bertindak secara mandiri” (W.2/R.2/V/2016). Daftar Pustaka Azhar, M. D. Basyir, Alfitri, 2015. Hubungan pengetahuan dan
etika lingkungan dengan sikap dan perilaku menjaga kelestarian
lingkungan. Jurnal Ilmu Lingkungan 13 (1), pp. 36–41. Hasan, H., M. Asdar, Jusni. Tanpa Tahun. Faktor-faktor yang
mempengaruhi
keputusan
wisatawan
dalam
melakukan
kunjungan wisata di Kota Tidore Kepulauan. [Online]. http://pasca.unhas.ac.id/jurnal/files/1d64662f5dc278778fa42c9e
570effd6.pdf. Edukasi
Etika
Lingkungan Hudha, A. M., 2002. Invertebrata. Buku Pegangan Mahasiswa. Prodi Pendidikan Biologi-FKIP UMM, Malang. Hudha, A. M., 2012. Membentuk Pribadi yang Unggul Membangun
Peradaban
Utama. Materi
Penunjang
Pembentukan
Kepemimpinan dan Kepribadian Mahasiswa Periode IX. Aditya
Media Publishing, Yogyakarta. KERUSAKAN DAN
KEPUNAHAN BIOTA Gambar 7. Bagan kerusakan dan kepunahan biota laut
dan upaya solusinya Hudha, A. M., 2015. Inventarisasi Biota Pasang Surut di Pantai
Balekambang Kabupaten Malang. Laporan Penelitian. Prodi
Pendidikan Biologi FKIP Universitas Muhammadiyah, Malang. Berdasarkan gambar 7 dapat dinyatakan, bahwa
upaya mencegah kerusakan dan kepunahan biota pada
zona pasang surut, dapat dilakukan melalui proses
edukasi kepada masyarakat dalam bentuk edukasi
etika lingkungan. Bentuk edukasi etika lingkungan
yang sesuai untuk wisatawan domestik Pantai
Balekambang dalam upaya konservasi pantai dapat
beranekaragam,
antara
lain
melalui
kampanye
konservasi lingkungan di lokasi pantai, pemasangan
baliho penyelamatan dan peduli lingkungan pantai,
game-game konservasi penyelamatan lingkungan, aksi
bersama masyarakat umum dan lembaga pendidikan
untuk konservasi pantai, penyebarluasan booklet
tentang konservasi pantai, lomba-lomba bertemakan
konservasi pantai dan bentuk kegiatan kampanye
lainnya. Hudha, A. M., 2016. Inventarisasi Biota Pasang Surut di Pantai
Balekambang Kabupaten Malang. Laporan Penelitian. Prodi
Pendidikan Biologi FKIP Universitas Muhammadiyah,
Malang. Kementerian Kelautan dan Perikanan Direktorat Jenderal Kelautan,
Pesisir dan Pulau-pulau Kecil Direktorat Konservasi Kawasan
dan
Jenis
Ikan. (Tanpa
Tahun)
Konservasi
Untuk
Kesejahteraan. [Online]. https://surajis.files.wordpress.com/2014/08/konservasi-untuk-
kesejahteraan.pdf [29 November 2016]. Ramadoss, A., G. P. Moli, 2011. Biodiversity conservation through
environmental education for sustainable development - a case
study from Puducherry, India. International Electronic Journal
of Environmental Education 1 (2), pp. 97–111. Santoso, H. A., 2011. Progres pengembangan sistem kawasan
konservasi
perairan
indonesia. [Online]. http://coraltriangleinitiative.org/sites/default
/files/resources/1_ProgresPengembangan%20
Sistem%20Kawasan%20. Sora, N., 2015. Pengertian Konservasi Dan Tujuannya Serta
Manfaatnya
Terjelas. [Online]. http://www.pengertianku.net/2015/08
/pengertian-konservasi-
dan-tujuannya-serta-manfaatnya.html_Konservasi_Bahasa.pdf
[29 November 2016]. 4. Ilustrasi Hal ini didasarkan pada teori
tentang persepsi, sebagaimana dinyatakan oleh Hudha
(2012, 2013), bahwa kehidupan manusia dibangun
oleh persepsinya yang membentuk pola pikir, yaitu
jika pola pikir seseorang positif, maka perasaan dan
tindakannya akan positif, dan jika pola pikirnya
negatif, maka seluruh perasaan dan tindakannya
negatif. Hal yang dimaksud dapat digambarkan
sebagaimana gambar 7. Kontribusi pemikiran yang dapat diberikan secara
berkelanjutan kepada para wisatawan domestik untuk
sadar terhadap kegiatan pelestarian lingkungan dengan
tidak mengambil dan mengekploitasi biota laut apalagi
merusak habitat biota laut adalah perlu dilakukan
sosialisasi
terus
menerus
terhadap
pentingnya
pengetahuan
lingkungan
dan
pentingnya
etika
lingkungan, melalui edukasi oleh pemerintah dan
lembaga pendidikan. Fakta empiris terhadap hal ini ditunjukan oleh
penelitian Azhar et al. (2015), yang menyimpulkan, 15 15 ISSN 2086-4639 | e-ISSN 2460-5824 JPSL Vol. 9 (1): 9-16 Gambar 7. Bagan kerusakan dan kepunahan biota laut
dan upaya solusinya
Kerusakan Habitat
Biota Pasang Surut
Laut
Faktor Manusia
Faktor Alam
Kegiatan
Ekonomi
Eksploitasi
Tanpa Tujuan
Edukasi
Etika
Lingkungan
KERUSAKAN DAN
KEPUNAHAN BIOTA adalah melakukan eksploitatif biota laut dan merusak
habitat biota laut. Kerusakan Habitat
Biota Pasang Surut
Laut 5. Kesimpulan Kesimpulan
dari
penelitian
ini
adalah:
a. Karakteristik
wisatawan
domestik
di
Pantai
Balekambang Kabupaten Malang 95% wisatawan
domestik berasal dari Jawa Timur, usia anak-anak
sampai lansia, dengan latar belakang pekerjaan yang
heterogen, antara lain: pelajar, mahasiswa, profesional
(guru, dosen, dokter, dan lainnya), TNI-POLRI, PNS,
wiraswasta, petani dan nelayan, dan masyarakat
umum lainnya. Tujuan berwisata ke Balekambang
heterogen,
yaitu:
90%
berlibur,
8%
tujuan
ekonomi,1% ziarah/ritual, 1% lain-lain; b. Berbagai
biota yang dominan ditemukan dan di ambil
wisatawan domestik adalah: (1) Hewan: a) Ikan hias,
b) Phylum Echinodermata: kelas Echinoidea, yaitu:
Diadema setosum, dan Echinometra mathaei, kelas
Holothuroidea,
yaitu:
Holothuria scabra, kelas
Ophiuroidea, yaitu: Ophiotrichoides nereidina dan
Ophiothrix hybrid (2) Alga: Sargassum, sp.,
Halimeda, sp., Padina, sp., Fucus, sp. (3) Acropora; c. Perilaku wisatawan domestik terhadap biota di zona
pasang surut Pantai Balekambang Kabupaten Malang Undang-Undang Republik Indonesia Nomor 5, 1990 Tentang
Konservasi Sumber Daya Alam Hayati Dan Ekosistemnya
Dengan Rahmat Tuhan Yang Maha Esa Presiden Republik
Indonesia. Yusron, E., 2010. Keanekaragaman jenis ophiuroidea (bintang
mengular) di Perairan Wori, Minahasa Utara, Sulawesi Utara. MAKARA, SAINS 14 (1), pp. 75–78. 16
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A Survey on Cannabinoid Treatment of Pediatric Epilepsy Among Neuropediatricians in Scandinavia and Germany
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Frontiers in pediatrics
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cc-by
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A Survey on Cannabinoid Treatment
of Pediatric Epilepsy Among
Neuropediatricians in Scandinavia
and Germany Claus Klingenberg 1,2*, George Mouslet 1, Helle Hjalgrim 3 and Thorsten Gerstner 4 1 Paediatric Research Group, Faculty of Health Sciences, University of Tromsø, Tromsø, Norway, 2 Department of Paediatrics
and Adolescent Medicine, University Hospital of North-Norway, Tromsø, Norway, 3 Clinic for Children, Værløse, Denmark,
4 Department of Child Neurology and Rehabilitation (HABU-A), Sørlandet Hospital, Arendal, Norway Objectives: There is an increasing interest in cannabinoid-based products for the
treatment of refractory pediatric epilepsy. However, a licensed cannabidiol (CBD) product
was first approved for use by the European regulatory authorities in 2019. We aimed to
obtain knowledge about clinical experience and attitudes toward cannabinoid use for
epilepsy treatment among neuropediatricians in Scandinavia and Germany in the era
before a CBD-product was commercially licensed and available. Citation: Klingenberg C, Mouslet G, Hjalgrim H
and Gerstner T (2020) A Survey on
Cannabinoid Treatment of Pediatric
Epilepsy Among Neuropediatricians in
Scandinavia and Germany. Front. Pediatr. 8:416. doi: 10.3389/fped.2020.00416 Edited by:
Pasquale Striano,
University of Genoa, Italy
Reviewed by:
Simona Lattanzi,
Marche Polytechnic University, Italy
Nicola Pietrafusa,
Bambino Gesù Children Hospital
(IRCCS), Italy
Pasquale Parisi,
Sapienza University of Rome, Italy
*Correspondence:
Claus Klingenberg
claus.klingenberg@unn.no Edited by:
Pasquale Striano,
University of Genoa, Italy Study design: An internet-based questionnaire (Survey Monkey) was distributed by
email to members of neuropediatric societies in Sweden, Germany, Denmark, and
Norway between February and April 2018. One reminder email was sent. Reviewed by:
Simona Lattanzi,
Marche Polytechnic University, Italy
Nicola Pietrafusa,
Bambino Gesù Children Hospital
(IRCCS), Italy
Pasquale Parisi,
Sapienza University of Rome, Italy Reviewed by:
Simona Lattanzi,
Marche Polytechnic University, Italy
Nicola Pietrafusa,
Bambino Gesù Children Hospital
(IRCCS), Italy
Pasquale Parisi,
Sapienza University of Rome, Italy Results:
Eighty-six responded. Only 10 of 86 (12%) respondents had personal
experience with off-label prescription of cannabinoid-based products, mainly for severe
refractory pediatric epilepsies like Dravet syndrome and Lennox-Gastaut syndrome. However, 49 respondents (57%) had been exposed to relatives of patients that had
requested or wanted to discuss cannabinoid therapy, and 32 (37%) respondents
knew about cannabinoid self-medication. The knowledge regarding cannabinoid-based
therapy among the respondents was overall limited. Main reasons for not prescribing
cannabinoid-based therapy were concerns about law regulations and lack of an
available product. Specialty section:
This article was submitted to
Pediatric Neurology,
a section of the journal
Frontiers in Pediatrics Conclusion: Off-label cannabinoid-based therapy for pediatric epilepsy was not widely
prescribed by neuropediatricians in Scandinavia and Germany in 2018. Received: 25 April 2020
Accepted: 16 June 2020
Published: 24 July 2020 Keywords: cannabinoid, refractory epilepsy, Dravet syndrome, Lennox-Gastaut syndrome, survey ORIGINAL RESEARCH
published: 24 July 2020
doi: 10.3389/fped.2020.00416 Keywords: cannabinoid, refractory epilepsy, Dravet syndrome, Lennox-Gastaut syndrome, survey INTRODUCTION Over the last decade there has been an increasing interest in cannabinoid-based products for
the treatment of refractory pediatric epilepsy (1). In animal studies cannabidiol (CBD) shows an
anticonvulsant profile largely devoid of the adverse psychoactive effects which is mainly related
to the tetrahydrocannabinol compound of cannabinoids (1). Anti-seizure properties of CBD are July 2020 | Volume 8 | Article 416 Frontiers in Pediatrics | www.frontiersin.org A Survey on Cannabinoid Treatment of Pediatric Epilepsy Klingenberg et al. TABLE 1 | Response from 86 neuropaediatricians from Sweden (n = 26),
Denmark (n = 17), Norway (n = 23), and Germany (n = 20) on aspects related to
cannabinoid therapy for epilepsy. Respondents who had prescribed cannabinoid-therapy (n = 10)
Indications x
N (%)
• Lennox-Gastaut syndrome
5 (50)
• Dravet syndrome
4 (40)
• Infantile spasms
2 (20)
• Tuberous sclerosis
2 (20)
Perceived efficacy x
• Good seizure burden reduction (> 90%)
0 (0)
• Moderate seizure burden reduction (> 50%)
4 (40)
• Shortening of seizures
1 (6)
• Less “severe seizures”
4 (40)
• Better life quality
4 (40)
• Improved cognition
2 (20)
• No obvious effects
4 (40)
Respondents who had not prescribed cannabinoid-therapy (n = 76)
Reasons for not prescribing x
• No licensed product available
25 (33)
• National law regulations prohibits prescription
14 (18)
• Skepticism toward efficacy
21 (28)
• Lack of knowledge/experience
39 (51)
• Other
22 (29)
xMultiple answers possible. TABLE 1 | Response from 86 neuropaediatricians from Sweden (n = 26),
Denmark (n = 17), Norway (n = 23), and Germany (n = 20) on aspects related to
cannabinoid therapy for epilepsy. probably mediated by modulation of intracellular calcium levels,
through inhibition of the G-protein coupled receptor GPR55
and activation of the transient receptor channel TRPV1, and
the inhibition of adenosine re-uptake (2). Until a few years ago
most data on the use of CBD-enriched extracts to treat pediatric
epilepsy had been based on observational studies, mainly from
the USA. Since 2016, three randomized placebo-controlled adjunctive-
therapy trials of purified CBD-products including children and
adolescents with refractory epilepsy have been published (3–
5). In these trials, CBD was superior to placebo in reducing
the frequency of convulsive seizures in patients with Dravet
syndrome (3), and in reducing the frequency of drop-seizures in
patients with Lennox-Gastaut syndrome (LGS) (4, 5). INTRODUCTION The objective of this survey was to obtain knowledge about
clinical experience and attitudes toward cannabinoid use for
epilepsy treatment among neuropediatricians in Scandinavia and
Germany in the era before a licensed product was available. MATERIALS AND METHODS Between February and April 2018 we distributed via email
an internet-based survey (Survey Monkey, Portland, OR,
USA) to members of neuropediatric societies in Sweden,
Denmark, and Norway. We assume that around 250–300
active neuropediatricians work in Scandinavia, but the sub-
specialization is not uniformly formalized and the number of
members of the neuropediatric societies is therefore uncertain
and may not reflect all neuropediatricians treating children with
epilepsy. We also sent the survey to a random group of 140
neuropediatricians in Germany. Email addresses were obtained
from society web sites or email lists, and distributed by designated
persons (see acknowledgment section). CBD-formulation. The indications for using cannabinoids
and the perceived efficacy are shown in Table 1. We also
asked for adverse effects when cannabinoids were prescribed. Lethargy/drowsiness, gastrointestinal symptoms, and decreased
appetite where those most frequently reported. We did not ask
for liver function abnormalities and none of the respondents
spontaneously reported this side effect. The survey consisted of 16 questions using a combination
of
open
and
fixed-response
questions
(Appendix
in
Supplementary Material). We asked specific questions around
knowledge, experience and attitude regarding cannabinoid use
for pediatric epilepsy. Moreover, we asked whether parents or
relatives had asked for these treatments for their child, and to
what extent they knew about self-medication with cannabinoids. Follow-up for non-responders was by one-1 reminder email. Data are presented as number and percentages. The 76 respondents who had not prescribed cannabinoids for
pediatric epilepsy gave several reasons for not using this therapy
(Table 1). However, 49/76 (64%) had been exposed to parents
or relatives of patients that had requested or wanted to discuss
cannabinoid therapy. Moreover, 32 of all 86 respondents (37%)
were aware of cannabinoid self-medication, not prescribed by
a doctor. Frontiers in Pediatrics | www.frontiersin.org RESULTS This is the first survey on clinical experience and attitudes
toward use of cannabinoid therapy for refractory epilepsy among
neuropediatricians in North-Europe. A recent, similar online
survey reported data from 155 physicians treating children
or adolescents for epilepsy within eight countries in Central-
and South-Europe (7). In that survey 45% of the respondents
prescribed off-label cannabinoids (mainly CBD) for epilepsy, but
the response rate was not presented (5). Moreover, the authors
reported that individual experience with cannabinoid therapy
among responders was limited, and there were diverse opinions
about the use of CBD and how to manage the CBD treatment (7). Eighty-six neuropediatricians responded; 42 (49%) were females
(Table 1). Fifty-six respondents (65%) had more than 10 years of
clinical experience in neuropediatrics, and 57 (66%) answered
that they treat children with epilepsy at least every week. Eighty-one respondents (94%) had heard about of the use of
cannabinoids for treating epilepsy in children. Forty-seven (55%)
knew that CBD, and not THC, is the compound of cannabinoids
that is suggested to be most important for anti-epileptic activity. Only 10 respondents (12%) had personally prescribed off-
label cannabinoids for treatment of children with epilepsy. These
caregivers had mostly prescribed a CBD oil or another purified July 2020 | Volume 8 | Article 416 2 A Survey on Cannabinoid Treatment of Pediatric Epilepsy Klingenberg et al. same time, clobazam may increase an active metabolite of CBD,
which could lead to better seizure control. Overall, there are still
many unanswered questions regarding the impact of interactions
between CBD and other AEDs. However, due to an increased risk
of side effects such as somnolence and increased liver enzymes,
close clinical and biochemical monitoring is recommended (6,
10, 11). Moreover, it has to be emphasized that clinicians need
to report all possible severe side effects, preferably by enrolling
patients in post-authorization Phase IV safety studies. The main finding of the current survey was that very few
neuropediatricians in Scandinavia and Germany had prescribed
off-label cannabinoid therapy for pediatric epilepsy. However,
those who had prescribed this therapy followed the indications
used in recent clinical trials on CBD-based therapy for refractory
epilepsies (3–5). p
p
Respondents that had not prescribed cannabinoid-based
therapy gave different reasons. Concerns about law regulations
and lack of an available product (off-label use) was commonly
cited. RESULTS This may change since a purified CBD-formulation
(Epidiolex R⃝/Epidyolex R⃝, GW Pharma) is approved by both the
American Food and Drug Administration (June 2018) and the
European Medicine Agency (September 2019). Recent clinical
trials support a possible adjunctive role of CBD-based therapy
for selected refractory epilepsies such as Dravet syndrome and
LGS, two of the most severe and difficult-to-treat forms of
childhood onset epilepsy (3–5). Long-term CBD treatment has
showed an acceptable safety profile and a sustained reductions
in seizure frequency in patients with these two epileptic
encephalopathies (2, 8–10). This was confirmed in two recently
published systematic reviews on CBD therapy including nearly
800 patients (children and adults) with Dravet syndrome (2) and
LGS (9). These systematic reviews concluded that adjunctive add-
on CBD therapy resulted in a significant reduction in seizure
frequency compared to placebo, but also in a higher rate of
adverse events (AEs). Typical AEs were somnolence, sedation,
decreased appetite, pneumonia, diarrhea, and increased liver
enzymes. Nevertheless, the overall conclusion was that add-
on CBD is an efficacious long-term treatment option for these
group of patients and that CBD is well-tolerated. CBD has
relatively few side effects, but interactions with other medications
should be monitored carefully (2, 9, 10). It also has to be
acknowledged that only a purified, pharmaceutical formulation
of cannabidiol has been authorized, and data from RCTs included
in these systematic reviews cannot be extrapolated to other
cannabinoid products. The greatest limitation with our survey, and the one published
by Klotz et al. (7), is that that we do not have the exact
number of neuropediatricians that received the survey. We
can therefore not give an exact response rate. Certainly many
neuropediatricians on our email lists may in their daily practice
focus on other pediatric neurology subspecialties (e.g., congenital
neuromuscular disorders, cerebral palsy, and neurohabilitation)
and thus do not have the same focused interest in or experience
with therapy of refractory epilepsies. However, those who
responded were overall very experienced neuropediatricians and
around 2/3 were treating children with epilepsy on a weekly basis. We speculate that many of those who did not respond were
less interested or familiar with the topic of CBD therapy and
refractory epilepsies. In conclusion, this survey indicates that off-label cannabinoid-
based therapy for pediatric epilepsy in children was not widely
prescribed by neuropediatricians in Scandinavia and Germany
in 2018. RESULTS However, self-medication and parental request for
this therapy was common. This may reflect a previously
reported disparity in opinion on the use of cannabinoids in
epilepsy treatment with fewer medical specialists supporting
its use compared with patients and the public (12). Evidence
from recent clinical trials and improved availability of an
approved CBD formulation will most likely change the situation
regarding CBD-based therapy for pediatric refractory epilepsy in
the future. The lack of clinical experience, but also theoretical knowledge,
with CBD therapy for epilepsy in children was striking in our
survey. In other countries, and in particular in the USA, off-
label use of cannabinoids has increased over the last decade
(1). Before initiating CBD-therapy clinicians must be aware of
the most common side effects such as gastrointestinal problems,
drowsiness, and liver function abnormalities (1, 3–5, 7, 8). Moreover, it is of great importance that interactions with
commonly used anti-epileptic drugs (AEDs) are appreciated by
doctors prescribing CBD-based therapy (1, 5, 6, 11). It has
been shown that CBD may exhibit numerous interactions with
other AEDs, both enzyme inducers (such as carbamazepine or
phenytoin) and inhibitors (such as valproic acid), even if the
clinical significance not yet is clear. CBD may have an impact on
liver metabolism with significant elevation of liver enzymes in up
to 10% of treated patients, of whom more than three quarter had
received concomitant valproic acid therapy. In addition, there are
clinically significant interaction between CBD and clobazam, an
AED widely used in patients with both Dravet and LGS. The use
of CBD (by inhibition of CYP2C19) may lead to a significant
increase in clobazam metabolites, leading to toxicity. At the DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors, without undue reservation. AUTHOR CONTRIBUTIONS CK and GM had primary responsibility for the idea and design
of this survey, survey distribution in Norway, data analysis and
writing of the manuscript. TG participated in the design of the
survey, distribution of the survey in Germany and contributed
with writing of the manuscript. HH participated in the design of
the survey, distribution of the survey in Denmark and writing
of the manuscript. All authors have read and approved the
manuscript before submission. Frontiers in Pediatrics | www.frontiersin.org REFERENCES 9. Lattanzi S, Brigo F, Cagnetti C, Trinka E, Silvestrini M. Efficacy and
safety of adjunctive cannabidiol in patients with Lennox-Gastaut syndrome:
a systematic review and meta-analysis. CNS Drugs. (2018) 32:905–
16. doi: 10.1007/s40263-018-0558-9 1. Perucca E. Cannabinoids in the treatment of epilepsy: hard evidence at last? J
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Epilepsy Res. (2017) 7:61–76. doi: 10.14581/jer.17012 2. Lattanzi S, Brigo F, Trinka E, Zaccara G, Striano P, Del Giovane C, et al. Adjunctive cannabidiol in patients with Dravet syndrome: a systematic
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cannabidiol for drug-resistant seizures in the Dravet syndrome. N Engl J Med. (2017) 376:2011–20. doi: 10.1056/NEJMoa1611618 3. Devinsky O, Cross JH, Laux L, Marsh E, Miller I, Nabbout R, et al. Trial of
cannabidiol for drug-resistant seizures in the Dravet syndrome. N Engl J Med. (2017) 376:2011–20. doi: 10.1056/NEJMoa1611618 11. Arzimanoglou A, Brandl U, Cross JH, Gil-Nagel A, Lagae L, Landmark
CJ, et al. Epilepsy and cannabidiol: a guide to treatment. Epileptic Disord. (2020) 22:1–14. doi: 10.1684/epd.2020.1141 12. Mathern GW, Beninsig L, Nehlig A. Fewer specialists support using medical
marijuana and CBD in treating epilepsy patients compared with other medical
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6. doi: 10.1111/epi.12843 4. Thiele EA, Marsh ED, French JA, Mazurkiewicz-Beldzinska M, Benbadis
SR, Joshi C, et al. Cannabidiol in patients with seizures associated
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391:1085–96. doi: 10.1016/S0140-6736(18)30136-3 5. Devinsky O, Patel AD, Cross JH, Villanueva V, Wirrell EC, Privitera M, et al. Effect of Cannabidiol on drop seizures in the Lennox-Gastaut syndrome. N
Engl J Med. (2018) 378:1888–97. doi: 10.1056/NEJMoa1714631 5. Devinsky O, Patel AD, Cross JH, Villanueva V, Wirrell EC, Privitera M, et al. Effect of Cannabidiol on drop seizures in the Lennox-Gastaut syndrome. N
Engl J Med. (2018) 378:1888–97. ACKNOWLEDGMENTS The publication charges for this article have been funded by a
grant from the publication fund of UiT the Arctic University July 2020 | Volume 8 | Article 416 3 A Survey on Cannabinoid Treatment of Pediatric Epilepsy Klingenberg et al. SUPPLEMENTARY MATERIAL of Norway. We thank Björn Bjurulf for input to design of the
survey, Jakob Bie Granild-Jensen for distributing the survey
in Denmark and Martin Jägervall/Roland Flink for distributing
the survey in Sweden. We also thank all participants of
this survey. The Supplementary Material for this article can be found
online
at:
https://www.frontiersin.org/articles/10.3389/fped. 2020.00416/full#supplementary-material Frontiers in Pediatrics | www.frontiersin.org REFERENCES doi: 10.1056/NEJMoa1714631 Conflict of Interest: The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. 6. Lattanzi S, Brigo F, Trinka E, Zaccara G, Cagnetti C, Del Giovane C, et al. Efficacy and safety of cannabidiol in epilepsy: a systematic review and meta-
analysis. CNS Drugs. (2018) 78:1791–804. doi: 10.1007/s40265-018-0992-5 Copyright
©
2020
Klingenberg,
Mouslet,
Hjalgrim
and
Gerstner. This
is
an
open-access
article
distributed
under
the
terms
of
the
Creative
Commons Attribution License (CC BY). The use, distribution or reproduction
in
other
forums
is
permitted,
provided
the
original
author(s)
and
the
copyright owner(s) are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use,
distribution or reproduction is permitted which does not comply with these
terms. Copyright
©
2020
Klingenberg,
Mouslet,
Hjalgrim
and
Gerstner. This
is
an
open-access
article
distributed
under
the
terms
of
the
Creative
Commons Attribution License (CC BY). The use, distribution or reproduction
in
other
forums
is
permitted,
provided
the
original
author(s)
and
the
copyright owner(s) are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use,
distribution or reproduction is permitted which does not comply with these
terms. 7. Klotz KA, Schulze-Bonhage A, Antonio-Arce VS, Jacobs J. Cannabidiol for
treatment of childhood epilepsy-a cross-sectional survey. Front Neurol. (2018)
9:731. doi: 10.3389/fneur.2018.00731 7. Klotz KA, Schulze-Bonhage A, Antonio-Arce VS, Jacobs J. Cannabidiol for
treatment of childhood epilepsy-a cross-sectional survey. Front Neurol. (2018)
9:731. doi: 10.3389/fneur.2018.00731 8. Devinsky O, Nabbout R, Miller I, Linda Laux L, Zolnowska M, Wright S, et al. Long-term cannabidiol treatment in patients with Dravet syndrome: an open-
label extension trial. Epilepsia. (2019) 60:294–302. doi: 10.1111/epi.14628 July 2020 | Volume 8 | Article 416 Frontiers in Pediatrics | www.frontiersin.org 4
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English
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Personalized Tour Recommender through Geotagged Photo Mining and LSTM Neural Networks
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MATEC web of conferences
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1 Introduction recommendations
based
on
visit
histories
and
timestamps in order to compute an estimate of the
visiting time and transportation time from one place to
another. [6] developed a collaborative filtering system
based on contextual information of geotagged photos. Their framework considers 5 aspects: the user
information, the geotags, the timestamps, the tags and
visual information. They make use of these elements to
calculate user similarity, attraction and popularity scores
among users and locations as well as the most popular
visiting times. Many social media websites, such as Instagram or
Foursquare, serve as platforms to gather the data that
their users share. With the help of these valuable data, it
is possible to discover hidden travel patterns from the
user’s behaviour. The patterns can help us have insight
about particular characteristics on different users, and
make prediction or classification of future events under
an acceptable margin of error [1]. Therefore, there has
been an increasing interest and research in developing
intelligent
tour
recommendation
systems
(or
recommenders) to help travellers arrange their trips. g
[ 7 ] proposed a trip planner by comparing the
performance of different heuristic algorithms to optimize
the time, the total travelled distance, and the overall
satisfaction of users on an unfamiliar city. [8] established
a topic based context-aware travel recommendation
method based on geotagged photos. Their method is
built on top of a topic model which mines the interest
distribution of users, and is then used to build a user–
user similarity model to make travel recommendations. [9] leveraged geotagged photos obtained from Flickr;
they inferred landmarks by means of clustering and then
generated recommended routing from separate roads
instead of historic trajectories of users. [ 10 ] used
clustering to extract landmarks and applied topic model
to characterize these landmarks. The objective was of
obtaining areas of interest and their corresponding
landmarks. Furthermore, the landmark vector resulting
from the topic model was used to calculate a subsequent
user vector. Typically, the recommenders can be distinguished
into three main approaches: collaborative filtering,
content-based
filtering,
and
hybrid
recommender
systems. Among them, collaborative filtering is one of
the most popular ones and has been applied in many tour
recommenders with different purposes. [2] proposed a
framework that takes the user’s visit history to make
recommendations after categorizing each tags included
on each picture. Personalized Tour Recommender through Geotagged Photo
Mining and LSTM Neural Networks
Chieh-Yuan Tsai1,*, Gerardo Paniagua1, Yu-Jen Chen1, Chih-Chung Lo2 and Liguo Yao3
1Department of Industrial Engineering and Management, Yuan Ze University, Taoyuan City, 32003, Taiwan, R.O.C.
2Department of Applied Informatics, Fo Guang University, Yilan County 26247, Taiwan, R.O.C.
3Key Laboratory of Advanced Manufacturing Technology, Ministry of Education, Guizhou University, Guiyang 550025, China Abstract. In this study, a tour recommendation system based on social media photos is proposed. The
proposed recommendation system can generate trip tours considering both the user’s current location and
interests. First, we exploited the geotagged photo dataset from social media websites, which includes photo
related information such as user ID numbers, timestamps, hashtags, and GPS coordinates. With this
information, the second step is to group photos and identify those places that could be considered relevant
for travellers using clustering algorithms. The third step characterizes the resulting clusters by grouping
them into different categories using latent dirichlet allocation (LDA) topic modelling approach. The last
step is the generation of tours using a long-short term memory neural network (LSTM). The experiments
show that the proposed system can be efficient to advise future travellers about the places they would be
more likely to visit and arrange trips for them. , 0
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MATEC Web of Conferences 292
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3 https://doi.org/10.1051/matecconf/2019292010033 © The Authors, published by EDP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
(http://creativecommons.org/licenses/by/4.0/). * Corresponding author: cytsai@saturn.yzu.edu.tw DP Sciences. This is an open access article distributed under the terms of the Creative Commons Attribution License 4.0
ses/by/4 0/) 1 Introduction [3] used user generated GPS traces in
combination with a tree based hierarchical graph model
in order to extract location histories and then propose a
HITS (Hypertext Induced Topic Search)-based model to
infer the interest level of a location and a user’s travel
experience. [ 4 ] used RFID sensors to train a
recommender for tourists in a theme park to deliver
recommendations for different areas, including the
sequential orders to visit them. [5] collected several
check-in datasets to make time sensitive tours , 0
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3 https://doi.org/10.1051/matecconf/2019292010033 numbers. All this information was stored to later cleaned
it, pre-processed it, and fed it into the model we trained. Although the above researches have demonstrated
themselves to be useful at recommending new places for
people to visit in an unfamiliar city, we found some
problems that they still need to solve. Firstly, most of
them fail to transform their recommended venues from a
list format to a tour. Even after getting a complete list
with the best touristic attractions on a city, many users
may find it tedious to plot an itinerary by themselves
including the many point of interests (POI) to visit. Secondly, those lists are ranked based on the opinion of
the majorities of the users. People have different
preferences, hence not everyone will be satisfied with
just the most popular recommendation. Thirdly, many of
these
recommenders
ignore
some
important
considerations such as the user’s interests and current
location. 2.3 Location clustering The second step is to group photos and identify
those places that could be considered relevant for
travellers using clustering algorithms. The clustering
algorithm can help us to separate the area of a city into
several small neighbouring areas according to every
photo’s geographic positions, their frequency density,
and the distances among each point. In this study, mean shift clustering algorithm is
adopted for landmark extraction [ 11 ]. Mean shift
clustering algorithm is a non-parametric algorithm can
map the probabilistic distribution from a spatial dataset
outlining landmarks based on clusters with higher photo
density. This can be achieved by seeding this procedure
from many initial points iterating this process until a
convergence. The mean shift is defined as: To solve the above problems, a recommendation
system based on a social media photo dataset is proposed. The proposed recommendation system can generate trip
tours considering both the user’s current location and
interests. First, we exploited the geotagged photo dataset
from social media websites. With this information, we
can transform the users’ travel log histories into
trajectories and later use them to train a recommendation
system to advise future travellers about the places they
would be more likely to visit and arrange trips for them. 𝑚ℎ,𝐺(𝑥) =
∑
𝑥𝑖||(𝑥−𝑥𝑖)/ℎ||2
𝑛
𝑖=1
∑
𝑔||(𝑥−𝑥𝑖)/ℎ||2
𝑛
𝑖=1
−𝑥 (1) (1) where g is the weight assigned to each point regarded to
the kernel function chosen, and h represents the
bandwidth parameter. The given location is represented
as x, and xi represents the neighbouring points. For
analysis involving landmark extraction, a Gaussian
distribution is commonly set up in the kernel function G. 2.4 Landmark characterization. The framework of the proposed tour recommender
is outlined in Figure 1which includes four important
steps: data collection, location clustering, landmark
characterization, and tour recommendation. The third step is to characterize the resulting
clusters by grouping them into different categories. This
was done by analysing the textual descriptions contained
on the hashtags attached to each photo by using a topic
modelling algorithm. The topic modeller applied in our
work is Latent Dirichlet Allocation, or LDA in short. One of the LDA’s most important characteristics is that
it can assign one word to more than one group at the
same time. Like in English, one single word can have
different meaning depending on the context used. This
method has been frequently used in natural language
processing in application such as tag recommendations,
topic inference, and document summarization. ,
Fig. 1. The proposed tour recommender framework. LDA is a generative model that represents
documents as being generated by a random mixture over
latent variables called topics [12]. A topic is defined as a
distribution over words. For a given corpus (a collection
of documents) of D documents each of length Nd , the
generative process for LDA is defined as follows: Fig. 1. The proposed tour recommender framework. 2.5 Tour recommendation Given the value of the input gate activation is, the
forget gate activation fs and the candidate state value
𝐶̃𝑠, the new cell state vector Cs can be computed at
timestamp s: The last step in our framework is the generation of
tours. In this study, a long-short term memory neural
network (LSTM) is applied to make the route
recommendations. LSTM is a recurrent neural network
(RNN) architecture that has good performance and a
wide range of applications like text generation and
analysis of sequences [13, 14]. This method belongs to
the family of machine learning models, more specifically
to deep learning. RNN has the peculiarity that its signals
can travel in both directions, back and forward. There
are many variations of RNN models such as bidirectional
RNN, gated recurrent units, recursive neural networks,
long-short term memory neural network (LSTM). p
𝐶𝑠= 𝑖𝑠× 𝐶̃𝑠+ 𝑓𝑠× 𝐶𝑠−1
(5) (5) 𝐶𝑠
𝑖𝑠× 𝐶𝑠+ 𝑓𝑠× 𝐶𝑠−1
(5)
With the new state of the memory cells, the value of
their output gates and, subsequently, their outputs can
be computed: 𝐶𝑠
𝑖𝑠
𝐶𝑠+ 𝑓𝑠
𝐶𝑠−1
(5)
With the new state of the memory cells, the value of
their output gates and, subsequently, their outputs can
be computed: p
1
s
o
s
o
s
o
o
W x
U h
b
(6)
1
s
s
s
h
o
tanh C
(7) (6)
(7) (6) (6)
(7) A particular LSTM structure called sequence to
sequence (seq2seq) model is implemented for event
predictions by using touristic landmarks and travelling
routes. This model structure is very useful since it offers
flexibility at handling the length of both, inputs and
outputs. With this particular architecture, it is easier to
generate tours under a specified length. g
y
(
)
Different to traditonal RNN, the LSTM model
introduces a new structure called a memory cell. A
memory cell, as shown in Figure 2, is composed of four
main elements: an input gate, a neuron with a self-
recurrent connection (a connection to itself), a forget
gate and an output gate. The self-recurrent connection
has a weight of 1.0 and ensures that, barring any outside
interference, the state of a memory cell can remain
constant from one timestamp to another. The gates serve
to modulate the interactions between the memory cell
itself and its environment. 2.5 Tour recommendation The input gate can allow
incoming signal to alter the state of the memory cell or
block it. On the other hand, the output gate can allow the
state of the memory cell to have an effect on other
neurons or prevent it. Finally, the forget gate can
modulate the memory cell’s self-recurrent connection,
allowing the cell to remember or forget its previous state,
as needed. 2.2 Data collection The development of this framework relies on
building up a photo dataset to analyse the trajectories
followed by the travellers and map the photos taken by
the users in order to represent them as Point of Interest
(POI). Each POI will constitute an attractive place for
tourists such as monuments, museums, parks, and so on. In this study, we will build up the groups of candidates
for these POI from social media websites and extract the
content from the photo metadata such as geolocation,
tags, number of views, timestamp, and encrypted user ID 1. For each topic k, draw a distribution over words ϕk ∼ p
ϕ
Dirichlet(β) with k ={1,2,...,K}
2. For each document d: Dirichlet(β) with k ={1,2,...,K}
2. For each document d: Dirichlet(β) with k ={1,2,...,K}
2. For each document d: a. Draw a vector of topic proportions θd ∼ Dirichlet(α) b. For each word i
i. Draw a topic assignment zd,n ∼ multinomial(θd)
with zd,n ∈ {1,2,...,K} i. Draw a topic assignment zd,n ∼ multinomial(θd)
with zd,n ∈ {1,2,...,K} ii. Draw a word wd,v ∼ multinomial(ϕk = zd,n )
with wd,v ∈{1,2,...,V} ii. Draw a word wd,v ∼ multinomial(ϕk = zd,n )
with wd,v ∈{1,2,...,V} 2 , 0
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MATEC Web of Conferences 292
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3 https://doi.org/10.1051/matecconf/2019292010033 Note: Only the words w are observed. Second, the forget gate activation fs will be
computed at timestamp s: p
p
1
s
f
s
f
s
f
f
W x
U h
b
(4) (4) 3 Implementation and experiments
3.1 Flickr data collection and pre-processing First, we built up our dataset by querying photos
from Flickr using as a reference the latitude and
longitude of the centre of the city of San Francisco,
California, under a radius of 5km. The resulting dataset
was equivalent to a total of 514,765 pictures containing
descriptive tags and geographic coordinates belonging to
15,117 unique users. After we merged the data into one
file, we removed the duplicates and analysed the
characters on each tag in order to exclude those words
containing non-English characters. Forget gate fs
Self-recurrent
connection
Memory cell
output hs
Output gate os
Input gate is
Memory cell
input xs
Fig. 2. The long short-term memory cell. Forget gate fs 3.2 Mean shift clustering Self-recurrent
connection With mean shift clustering algorithm, landmarks
can be extracted by adjusting the value of the bandwidth
until the average distance is short enough. The
bandwidth, which work as a windows size, is an
argument associated to the convergence rate, density
estimation and hence it will influences the resulting
number of clusters. For example, a lower bandwidth will
generate a higher amount of clusters but it will also slow
down the convergence. After using mean shift to analyse
the set of latitudes and longitudes from our dataset we
got the results shown on Figure 3. Memory cell
output hs Memory cell
input xs Fig. 2. The long short-term memory cell. Fig. 3. Number of clusters and mean distances by using mean
shift clustering algorithm. The equations below describe how a layer of
memory cell is updated at every timestamp. xs is the
input to the memory cell layer at timestamp s, W and
U are weight matrices, b is a bias vector. First, the
input gate is will be computed, and the candidate
value 𝐶̃𝑠 is for the states of the mem ory cells at timestamp s: ory cells at timestamp s:
1
s
i
s
i
s
i
i
W x
U h
b
(2) (2) 𝐶̃𝑠= tanh(𝑊𝑐𝑥𝑠+ 𝑈𝑐ℎ𝑠−1 + 𝑏𝑓)
(3) 𝐶̃𝑠= tanh(𝑊𝑐𝑥𝑠+ 𝑈𝑐ℎ𝑠−1 + 𝑏𝑓)
(3)
where is a sigmoid activation function and tanh is (3) 𝐶𝑠= tanh(𝑊𝑐𝑥𝑠+ 𝑈𝑐ℎ𝑠−1 + 𝑏𝑓)
(3)
where is a sigmoid activation function and tanh is
a hyperbolic tangent activation function. Fig. 3. Number of clusters and mean distances by using mean
shift clustering algorithm. 𝑓
where is a sigmoid activation function and tanh is
a hyperbolic tangent activation function. where is a sigmoid activation function and tanh is
a hyperbolic tangent activation function. 3 3 , 0
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3 https://doi.org/10.1051/matecconf/2019292010033 Fig. 5. LDA coherence score by number of topics. While a very small bandwidth value might result in
too many clusters, a large value might result in very few,
merging some of them. Therefore, a short average
distance is desired while trying to keep the right amount
of clusters. Hence, by using mean shift clustering we
decided to choose 0.0150 as the best bandwidth value,
generating with this a total of 160 clusters and a mean
distance of 3.65 km. 3.2 Mean shift clustering Figure 4 shows how the identified
landmarks are well-distributed through entire area of San
Francisco city. Fig. 5. LDA coherence score by number of topics. On Figure 5, the amount of topics we tried vary from 4
to 50 by steps of 2. The larger the coherence score the
better the results. As it can be noticed, the coherence
doesn’t improve much when the model has more than 32
topics (Ct =0.5269). We also compared this results by
using LDA with different number of topics such as 30,
24, 20, but the most frequent words among their topics
were not as coherent as those gotten from the LDA with
32 topics, then we decided to use 32 topics for the
further analysis of this framework. For example, the ten
most important words on topic number 30 and their
weights are as follow: summer (17.0%), painting (5.8%),
green
(3.9%),
sanfranciscobotanicalgarden
(3.0%),
potrerohill (2.7%), animal (2.6%), nature (2.2%), sport
(2.0%), decoration (1.7%), pink (1.5%). Clearly, topic 30
could be defined as “nature” or “park” since most of
these words are related to these terms. Fig. 4. The 160 attractive landmarks by using mean shift
clustering. After our LDA model was defined with the right
number of topics, the next step consists on assigning
every cluster or landmark obtained from our mean shift
clustering model to these topics. It is good to remember
that by using LDA, one landmark can be assign to one or
more topics, which is good since in real life one place
could fit into more than one category. In order to decide
if a cluster belongs to a topic or not it was necessary to
define a threshold parameter. If the probability of a
cluster to belong to a specific topic is higher than this
threshold, then we can say that it belongs to that topic. After several tries, we found that 0.015 was a threshold
value capable to generate good results at distributing the
right amount of clusters on each topic. When the
threshold was higher than 0.015, very few clusters were
assigned on each topics; and when we tried it with a
lower threshold we got too many cluster assigned on
every topics. Therefore, we choose a threshold value of
0.015 in to continue with the development of our
framework. Fig. 4. The 160 attractive landmarks by using mean shift
clustering. 3.3 Topic modelling Once potential landmarks have been identified by
using clustering algorithms, it is possible to classify
those places into different categories (topics) by
applying LDA. The LDA method can assign each cluster
to one or more topics by analysing the tags contained on
every photo and by extracting the similarities among
their textual content. LDA has been applied on our photo
dataset several times by trying different number of topics
in order to find the optimal one. The indicator used to
estimate the performance of the results is the semantic
coherence value. The semantic coherence has been used on other
similar analysis to determine whether the selected
number of topics can arrange related words, coherently
[15]. The larger the coherence value the more coherent
the popular hashtags from a topics will be. This value
can be calculated by applying the following formula: 3.4 Tour recommender Next, users need to select one among the 32 topics
as their interest so that the generated route will be related
to this topic. For example, if the topic we select is about
nature, probably the recommended landmarks will be
associated to places like parks, beaches, garden, etc. For
demonstation purpose, we randomly selected topic 02,
which refers to urban related items, as our target. 𝐶𝑡=
∑
∑
∑
𝑙𝑜𝑔
𝐷(𝑡,𝑤𝑖,𝑤𝑗)+1
𝐷(𝑡,𝑤𝑖)
𝑗−1
𝑖=1
𝑚
𝑗=2
|𝑁|
𝑡=1
|𝐾|
(8) (8) |𝐾| where Ct represents the coherence value; |N| is the
amount of topics; m is the value of most frequent word
in topic t; D(t, wi, wj) is the number of virtual documents
containing wi and wj in topic t; and D(t, wi) represents the
amount of virtual documents containing the word wi in
the topic t. After we iterated LDA by changing the
number of topics, we show the results we got on Figure 5. The next step is to obtain the latitude and longitude
of the user’s current location and calculate its nearest
centroid. This centroid will represent the starting point of
the route recommendation. Once done with this, we
trained a traveler behavior modeler to predict the most
likely destination to be visited by a new tourist based on 4 , 0
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MATEC Web of Conferences 292
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3 https://doi.org/10.1051/matecconf/2019292010033 the experience of previous travelers. In this modeller, we
defined an amount of 125 neurons, a word embedded
size of 100, a learning rate of 0.01, a batch size of 100,
and 25 epochs. Information and Knowledge Management, 579-
588 (2010). 3. 3. Y. Zheng, and X. Xie, Learning travel
recommendations from user-generated GPS traces,
Transactions on Intelligent Systems and
Technology, 2(1), 2:1-2:29 (2011). Figure 6 shows the four route suggestions when we
selected the topic 02 (urban), and a route length of 6
landmarks. The proposed LSTM model needs only less
than 1 second to make a recommendation but takes about
3 minutes to finish its training process. Fortunately, the
training process will be done just one time by every topic. 4. C. Y. Tsai, and S.H. Chung, A personalized route
recommendation service for theme parks using
RFID information and tourist behavior, Decision
Support Systems 52(2), 514-527 (2012). Fig. 6. Output with LSTM model from four different locations. 5. H. Hsieh, C.T. Li, and S.D. 4. Conclusion 8. 8. Z. Xu, L. Chen, and G. Chen, Topic based context-
aware travel recommendation method exploiting
geotagged photos, Neurocomputing, 155, 99-107
(2015). After analyzing the geographic coordinates on the
photo dataset, we concluded that the mean shift
algorithms can generate a suitable result for geospatial
clustering. With LDA we successfully grouped related
words into topics to later categorize landmarks into
topics. Finally,
we
successfully
generate
tour
recommendations, demonstrating that LSTM model can
be used not only for text generation but also to model
travelers’ behavior. 9. Y. Sun, H. Fan, M. Bakillah, and A. Zipf, Road-
based travel recommendation using geo-tagged
images. Computers, Environment and Urban
Systems, 53, 110-122 (2015). 10. C.Y. Sun, and A. Lee, Tour reccomendations by
mining photo sharing social media, Decision
Support Systems, 101, 28-39 (2017). In the future we may consider comparing this
framework with the implementation of other modern
variation of recurrent neural networks architectures in
order to fix the redundancy of landmarks in the
generated routes. In a similar way, since it was normal to
encounter
recommendations
where
the
resulting
trajectories went back and forth, we may also consider to
combine our framework with heuristic methods with the
purpose to replace the recommended routes with more
efficient ones by implementing the traveling salesman
problem. In this way, tourists will be able to visit more
places in the same time, or visit the same number of
places in less time. 11. D. J. Crandall, L. Backstrom, D. Huttenlocher, and
J. Kleinberg, Mapping the world's photos,
Proceedings of the 18th International Conference
on World Wide Web, 761-770 (2009). 12. D.M. Blei, A. Y. Ng, M.I. Jordan, Latent dirichlet
allocation, Journal of Machine Learning Research,
3(4–5), 993–1022 (2003). 13. N. Tax, I. Verenich, M.L. Rosa, and M. Dumas,
Predictive business process monitoring with
LSTM neural networks, International Conference
on Advanced Information Systems Engineering,
477-492 (2017). (
)
14. T. Luong, Building Your Own Neural Machine
Translation System in TensorFlow. Retrieved on
May 25th, 2018 from:
https://ai.googleblog.com/2017/07/building-your-
own-neural-machine.html (2017). 3.4 Tour recommender Lin, Exploiting large-
scale check-in data to recommend time-sensitive
routes, Proceedings of the ACM SIGKDD
International Workshop on Urban Computing, 55-
62 (2012). 6. K. Jiang, H. Yin, P. Wang, and N. Yu, Learning
from contextual information of geo-tagged web
photos to rank personalized tourism attractions,
Neurocomputing, 119, 17-25 (2013). 7. D. Gavalas, , K. Charalampos, M. Konstantinos,
and P. Grammati, A survey on algorithmic
approaches for solving tourist trip design
problems, Journal of Heuristics, 20(3), 291-328
(2014). Fig. 6. Output with LSTM model from four different locations. 2.
T. Kurashima, T. Iwata, G. Irie, and K.
Fujimura,Travel route recommendation using
geotags in photo sharing sites, Proceedings of the
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ecological phenomena, Proceedings of the 21st
International Conference on World Wide Web,
749-758 (2012). 15. D. Mimno, H.M. Wallach, E. Talley, M. Leenders,
and A. McCallum, Optimizing semantic coherence
in topic models, Proceedings of the Conference on
Empirical Methods in Natural Language
Processing, 262-272 (2011). 2. T. Kurashima, T. Iwata, G. Irie, and K. Fujimura,Travel route recommendation using
geotags in photo sharing sites, Proceedings of the
19th ACM International Conference on 2. T. Kurashima, T. Iwata, G. Irie, and K. Fujimura,Travel route recommendation using
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Ethnomedicine investigation of the medicinal plants and animals in Daur, Inner Mongolia, China
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Ethnomedicine investigation of the medicinal plants and animals in Daur,
Inner Mongolia, China Xue Li New
Inner Mongolia Medical University
Ya-Qiong Bi
Inner Mongolia Autonomous Region Academy of Traditional Medicin
Le-Tai Yi
Inner Mongolia Autonomous Region Academy of Traditional Medicin
Ying Xia New
Inner Mongolia Autonomous Region Academy of Traditional Medicin
Lei Zhang
Inner Mongolia Medical University
Ya-Hong Sun
Hailar Bureau of Science and Technology
Suo Zhang New
Inner Mongolia Medical University
Min-Hui Li
(
prof_liminhui@yeah.net
)
Baotou Medical College
https://orcid.org/0000-0002-5366-8464
Research
Keywords: Daur, Hulunuir area, Plant medicines, Animal medicines, Eth
Posted Date: March 26th, 2020
DOI: https://doi.org/10.21203/rs.2.18430/v2
License:
This work is licensed under a Creative Commons Attribu Xue Li New
Inner Mongolia Medical University
Ya-Qiong Bi
Inner Mongolia Autonomous Region Academy of Traditional Medicine
Le-Tai Yi
Inner Mongolia Autonomous Region Academy of Traditional Medicine
Ying Xia New
Inner Mongolia Autonomous Region Academy of Traditional Medicine
Lei Zhang
Inner Mongolia Medical University
Ya-Hong Sun
Hailar Bureau of Science and Technology
Suo Zhang New
Inner Mongolia Medical University
Min-Hui Li
(
prof_liminhui@yeah.net
)
Baotou Medical College
https://orcid.org/0000-0002-5366-8464
Research
Keywords: Daur, Hulunuir area, Plant medicines, Animal medicines, Ethnomedicine
Posted Date: March 26th, 2020
DOI: https://doi.org/10.21203/rs.2.18430/v2
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Xue Li New
Inner Mongolia Medical University
Ya-Qiong Bi
Inner Mongolia Autonomous Region Academy of Traditional Medicine
Le-Tai Yi
Inner Mongolia Autonomous Region Academy of Traditional Medicine
Ying Xia New
Inner Mongolia Autonomous Region Academy of Traditional Medicine
Lei Zhang
Inner Mongolia Medical University
Ya-Hong Sun
Hailar Bureau of Science and Technology
Suo Zhang New
Inner Mongolia Medical University
Min-Hui Li
(
prof_liminhui@yeah.net
)
Baotou Medical College
https://orcid.org/0000-0002-5366-8464 Ethnomedicine investigation of the medicinal plants and animals in Daur,
Inner Mongolia, China Background In the past, many ethnic groups have identified a wide variety of valuable plants and animals that can be used for therapeutic purposes. This empirical
knowledge has led to the development of ethnomedicine, i.e., a summary of the experience of different nationalities regarding the treatment of diseases via
the use of plants, animals, and minerals in the environment [1–3]. Nowadays, ethnobotany, which includes the study of phytotherapy, is a discipline that
can transform popular knowledge into scientific knowledge [4]. The Daur nationality is one of China’s ethnic minorities, and it is one of the “three minors” (Olunchun, Ewenki, and Daur), centrally distributed in Olunchun
Autonomous County, Ewenki Autonomous County, and Moridawadaer Autonomous County, respectively, in the Inner Mongolia Autonomous Region. Since
the 1970s, research into ethnic minority medicine in China has received increasing attention, especially in the field of medical literature collation, drug
resource investigation, development, and utilization. The 2010 Census found that the Daur population in Inner Mongolia was 76255, accounting for 0.31%
of the resident population in Inner Mongolia [5]. However, the influence of other ethnic groups has exacerbated the loss of medical knowledge of the ethnic
group, which has underestimated the traditional value of the younger generation. Over thousands of years, the Daur people developed medical knowledge
with local ethnic characteristics in the struggle against various diseases, and folk medicines that have real curative effects are still used in the Daur region. Records of the use of Daur medicine go back more than 300 years to the Qing Dynasty [6]. Zhang [7] et al. investigated the traditional medicine practices of
the Daur ethnic group in Inner Mongolia, especially the traditional authentic medicinal materials and important ethnic medicine resource by consulting the
literature records, visiting practitioners, investigating folk traditional knowledge, collecting medicinal fungi and plant specimens, and organizing the original
records of the herbarium. The investigation and arrangement according to the geographical distribution of the population provided an objective and
scientific basis for the development and utilization of the resource of Daur traditional medicine. Apart from this, Liu [8] et al. researched and investigated
31 ethnic medicines and their uses by the Daur people living in the Hulunbuir League of Inner Mongolia, which reflected the characteristics of Daur ethnic
medicine. The Daur people mainly believe in Shamanism and Buddhism. Abstract Background: The traditional medical practices of the Daur region are an important element in Chinese ethnomedicinal knowledge. However, relatively little
recording of traditional Daur medicine has been carried out. As Daur medicine is gradually being replaced by traditional Chinese medicine (TCM) and
modern medicine, further research is urgently needed. Methods: We collected ethnobotany and ethnozoology data through semi-structured interviews with 114 informants (18 sessions), focus group
discussions (6 sessions), and extensive literature reviews. Medicinal samples and specimens were collected during field investigations from June 2015 to
October 2018. The diseases and ailments reported as being treated were classified according to the International Classification of Diseases 11th (ICD-11). The expression correlation of medicine classification, medicine, and disease was assessed using Cytoscape 3.6.1 software. Quantitative indices such as
informant consensus factor (ICF) and use value (UV) were used to evaluate the importance of ethnomedicinal data. Results: We documented 30 plant species (from 19 families) and 21 animal species (from 11 families). In the past, the majority of plant species were
collected from natural habitats, but now they are mainly cultivated. The most widely utilized plants were herbs (21 species), followed by shrubs (4), trees
(3), and fungus (2). The most utilized groups of animals were mammals (14 species), followed by birds (5), amphibians (1), and reptiles (1). Medicines
were mostly administered orally (43) but were also applied externally (11) or delivered via both routes (9). Informants indicated that medicines were
prepared via decoction (21), grinding (11), boiling (10), extraction (8), and burning (7). Medicines were taken as a drink (37), eaten (16), or made into pills
and powders (7), but could also be administered as an ointment/wash (6), wrap/dressing (5), in the nose, eyes, and mouth (4), or as a fumigate (2). The
traditional Daur medicines investigated in this study treated 76 human diseases or ailments classified under 13 disease categories, based on the ICD-11. The highest ICF (1.00) was reported for neoplasms and visual system diseases and childbirth or the puerperium, followed by injury, poisoning, or other
diseases resulting from external causes (0.92), and symptoms, signs or clinical findings, not elsewhere classified (0.82). The most used medicinal species
were Cervus elaphus, Cervus nippon, Capreolus, Gallus, Canis lupus familiaris, Betula platyphylla, and Artemisia integrifolia. Conclusions: The current research can make an important contribution to the body of knowledge about the national medicine of the Daur people. Research Keywords: Daur, Hulunuir area, Plant medicines, Animal medicines, Ethnomedicine License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/16 Page 1/16 Abstract This is
particularly important because the younger generation is not interested in learning and preserving their traditional medical practices. A substantial body of
ethnobotanical and ethnozoological knowledge could lead to the development of new medicines. Therefore, research into Daur ethnic medicines is urgently
required. The information documented in the present study will provide a useful basis for future investigations into the ethnopharmacological and
traditional knowledge of the Daur region. Background Shamanism is an important part of the traditional culture of the Daur people, and it has
profoundly affected all aspects of their social life [9]. However, little attention has been paid to the research and development of modern Daur medicine and
even less effort has been made to preserve traditional Daur medicine. In addition, there are few related research reports, and few reports have been written
on the ethnomedical resource of the Daur people in China. Plants have always been humanity’s primary source of treatments for disease and injury. Although a high level of cultural and biological diversity has been preserved in the region, research into the utilization of medicinal resource by the Daur
people is lacking, research and development of modern Daur medicine attract little attention, and little is done to strengthen the protection of traditional
Daur medicine. In addition, the expansion of modern education and medical treatment has further aggravated the loss of knowledge, resulting in the
younger generation being unaware of the value, use, and preparation methods of traditional Daur medicine [8]. Page 2/16 Page 2/16 With changes in the lifestyle, natural condition, and social environment of the Daur people, their traditional medical knowledge is disappearing under the
influence of mainstream ethnic medicine, such as TCM and Mongolian medicine. The phenomenon of integration is gradually occurring, and unique ethnic
characteristics are gradually being lost. It is important to accelerate research into the Daur nation’s traditional knowledge, consolidate the results, and
document the inheritance to help with the development of medicines in the future. In this study, we interviewed the few remaining healers in Daur and
documented as much ethnic medicinal knowledge as possible with the aim of increasing awareness of the availability and value of ethnic medicines in
this region and worldwide. The application of inherited knowledge is a growing field of interest. Research of this type and the comprehensive
documentation of traditional medical knowledge are important to increase the chance of discovering new drugs as well as to enhance knowledge about
the sustainable use of natural resource. At the same time, it provides a scientific basis for the development and utilization of the resource of the Daur
national traditional medicine. With changes in the lifestyle, natural condition, and social environment of the Daur people, their traditional medical knowledge is disappearing under the
influence of mainstream ethnic medicine, such as TCM and Mongolian medicine. Background The phenomenon of integration is gradually occurring, and unique ethnic
characteristics are gradually being lost. It is important to accelerate research into the Daur nation’s traditional knowledge, consolidate the results, and
document the inheritance to help with the development of medicines in the future. In this study, we interviewed the few remaining healers in Daur and
documented as much ethnic medicinal knowledge as possible with the aim of increasing awareness of the availability and value of ethnic medicines in
this region and worldwide. The application of inherited knowledge is a growing field of interest. Research of this type and the comprehensive
documentation of traditional medical knowledge are important to increase the chance of discovering new drugs as well as to enhance knowledge about
the sustainable use of natural resource. At the same time, it provides a scientific basis for the development and utilization of the resource of the Daur
national traditional medicine. Selection of study area The population of the Daur ethnic group in the Hulunbuir area accounts for more than 90% of the population of this ethnic group in Inner Mongolia. It is
mainly distributed in Ewenki county, Arun county, ZhaLanTun county, and Molidawar Daur autonomous county [9], which are in the Greater Khingan
Mountains (GKM) and the eastern part of the GKM. Most of the area has a temperate continental monsoon climate, while a small portion lies in the cold
temperate zone. Seasonally, the area experiences cold, long winters and cool, short summers. In addition, the region receives an abundance of sun and little
precipitation, which occurs mainly between July and August. The area comprises many geographical types, such as the GKM, Hulunbuir Grassland, Inner
Mongolia Plateau, and the grasslands at the base of the mountains. The Daur ethnic group, concentrated in the area of Hulunbuir, a district in the
northeastern part of Inner Mongolia, is located between longitude 118°48′02″ to 125°13′32″ east and latitude 47°05′40″ to 49°49′18″ north in the northeast
part of Inner Mongolia (Fig. 1). The topography of the ethnic minority area is characterized by a temperate climate plus a cold temperate zone within an
altitudinal range of 198.0–1706.6 m above sea level, and consists of a plateau, prairie, basin, mountain, and plain. The annual average rainfall and
temperatures range from 350.0 mm to 500.0 mm and from -2.4 ℃ to 2.2 ℃, respectively. This area supports a range of minorities that include not only
Daur, but also Mongolian, Olunchun, and Ewenki ethnic groups. Therefore, the area has not only a variable topography and highly diversified medicinal
flora and fauna, but also multi-ethnic groups and a rich cultural diversity. [10–11]. Social characteristics of study area The ethnomedicinal survey comprised semi-structured interviews with 114 people and focus group discussions with 12 traditional healers. The study
informants were divided into different groups according to age: <30, 31–40, 41–50, 51–60, and >60 years old. Most informants were in the 51–60 (50.9%)
and 41–50 (20.2%) age groups, i.e., the main users of ethnic medicine and inheritors of related knowledge. There were few young people under 30 (6.1%)
and or older people over 60 (7.9%) years of age (Table 1). Reconnaissance survey The fourth national survey of Chinese medical material resource was conducted from June 2015 to October 2018 in Hulunbuir to gain a better
understanding of the species, distribution, and reserves of medicinal plants [12]. During this investigation, we carried out a series of traditional knowledge
surveys of ethnic medicine, which included Daur medicine. A survey team consisting of botanists, taxonomists, and indigenous people conducted the
resource surveys, mainly in summer and autumn, in areas where the medicinal species were extensively found. The team collected specimens of the plants
used in Daur medicine, recorded information on the habitats in which they were found, and took photographs for future reference [13,14]. Collect and
organize ethnic medicine through the Census of TCM resource, realize the inheritance of traditional medicine, promote the diversity of ethnic culture,
improve the theoretical system of innovative ethnic medicine, and welcome the renaissance of ethnic medicine. Additional information on the abundance
and distribution of medicinal plants in the study area was also collected. Due to the limited production and preservation facilities for specimens of animal
origin, ethnozoological information was obtained only from the interviews with informants, and animal medicinal material samples were not collected. Ethnomedicine data source and collection Two focus group discussions were conducted in the Daur Autonomous Township, during which healers, ethnic medicine gatherers, and local village
committees helped facilitate an understanding of the current medical situation of the Daur ethnic minority. Throughout all the investigations, specific
information regarding the traditional Daur medicinal materials was recorded. This information included the local name, parts used, disease treated, dosage,
and route for administration. The diseases were assigned to different categories according to the International Classification of Diseases 11th (ICD-11), and
all the summarized survey information and supplementary information are presented in Tables 2 and 3. Botanical and zoological identification We collected the voucher specimens of the plants for identification by the expert taxonomist with the help of the Flora of Inner Mongolia and Flora of China
[16, 17]. Family and scientific names were confirmed with the Angiosperm Phylogeny Website (http://www.mobot.org/MOBOT/research/APweb) and the
Plant List database (http://www.theplantlist.org) (Fig.2). Voucher specimens of plants were prepared and deposited at the Baotou Medical College, Inner
Mongolia University. Family and scientific names of medicinal animals were determined according to the Fauna of Inner Mongolia and Medicinal Fauna of
China [18, 19]. Expression correlation network r medicine and attending disease classifications were analyzed using Cytoscape 3.6.1 software The topological relationships between Daur medicine and attending disease classifications were analyzed using Cytoscape 3.6.1 software
(https://cytoscape.org/) to obtain the key factors and to visualize the network [20, 21]. The size of each node in the disease-classification-disease-medicine
network was based on the prevalence of the uses. actors and to visualize the network [20, 21]. The size of each node in the disease-classification-disease-medicin
e uses. Informant consensus factor Informant consensus factor The informant consensus factor (ICF), was analysis of the general use of plants and animals using the following formula: nt consensus factor (ICF), was analysis of the general use of plants and animals using the following formula: The informant consensus factor (ICF), was analysis of the general use of plants and animals using the follow See formula 1 in the supplemental files. where Nur refers to the number of use reports for a particular disease category, and Nt refers to the number of taxa used for a particular use category by all
informants. ICF values are near 0 if medicinal resources are chosen randomly or if there is no exchange of information about their use among informants
and close to 1.0 when there is a well-defined selection criterion in the community or if information is exchanged between informants [22, 23]. See formula 2 in the supplemental files. See formula 2 in the supplemental files. where ∑ Ui is the total number of use reports cited by each informant for a given species and N represents the total number of informants. UVs approach zero (0) when there are few reports related to use. Higher UVs indicate that there are many use reports for a plant or animal species, thus
implying the importance of the species. Ethnomedicine data source and collection Daur ethnomedicine data were collected from two source: primary source comprising interviews, focus group discussions, and field observations in the
study area, and secondary source comprising relevant publications and reviews related to the present study [15]. Semi-structured interviews were
conducted with 114 informants. Local therapists automatically become key providers of information (key informants). They are the experts and advisors
on traditional indigenous knowledge and its application. Healers can provide basic information on treatment methods, while laypersons described the
effects of the treatments on their diseases. The interviews were conducted using a prepared list of questions; however, enough time was allowed for
discussions related to any of the questions raised. We then visited experts from the Daur society and key informant healers who had been using Daur
medicine for at least 3 years. This group comprised 12 people in total. Our interviewees were chosen through comments and suggestions from religious
leaders, elders, administrators, and students, and personal observations by researchers in community groups. The selection of key informants was also
based on the quality of the explanations given by specific informants in the interviews. The data collection team paid particular attention to the choice of language in the informant interviews, whether it was Chinese or Mongolian, or the Daur
language used by the local people. Prior to the visits, we obtained oral consent from the interviewees that the information provided could be made public. Page 3/16 Page 3/16 Key informants, i.e., those expected to have extensive knowledge of Daur medicine, were selected at the village level with the help of the village committee. Two focus group discussions were conducted in the Daur Autonomous Township, during which healers, ethnic medicine gatherers, and local village
committees helped facilitate an understanding of the current medical situation of the Daur ethnic minority. Throughout all the investigations, specific
information regarding the traditional Daur medicinal materials was recorded. This information included the local name, parts used, disease treated, dosage,
and route for administration. The diseases were assigned to different categories according to the International Classification of Diseases 11th (ICD-11), and
all the summarized survey information and supplementary information are presented in Tables 2 and 3. Key informants, i.e., those expected to have extensive knowledge of Daur medicine, were selected at the village level with the help of the village committee. Use value for individual species The use value (UVs), a quantitative measure of the relative importance [24, 25], was calculated for all species in the study area using the following formu The use value (UVs), a quantitative measure of the relative importance [24, 25], was calculated for all species in the study area using the following formula:
See formula 2 in the supplemental files. The use value (UVs), a quantitative measure of the relative importance [24, 25], was calculated for all species Diversity of route, preparation, dosage, and usage of ethnomedicines We collected information regarding the Daur ethnomedicine administration route, preparation, dosage, and usage. According to the interviews with the
informants, the most popular route was oral (39, 66.1%), followed by external administration only (11, 18.6%), and both oral and external administration (9,
15.2%) (Fig. 4). According to the present study, plant and animal medicines were prepared via decoction (21), grinding (11), boiling (10), extraction (8), and burning (7)
(Table 4). Among them, decoction, the most used preparation technique in Chinese medicine, was the method used most often (36.9%). Other preparation
methods represent the unique characteristics of traditional Daur medicine. In particular, various medicinal and food ingredient are boiled together and
eaten as a meal, which reflects the characteristics of the theory which is medicinal and edible. Most medicines are taken/consumed as a drink (37), which involves decoction, extraction (i.e., solutions and oils), and other methods; eaten (16), made
into pills and powder (7), but also used as an ointment/wash (6), wrap/dressing (5), in the nose, eyes, and mouth (4), or as a fumigate (2). (Table 5). Dosages were estimated for most medicines and were dependent on the age of the patient, degree of the illness, diagnosis, and experience of the healers. The ethnic groups adjacent to the Daur group include the Olunchun and Ewenki nationalities. Bi [26] et al. analyzed the ethnic medicine application of the
“three minor nationalities” in Inner Mongolia. It appears that Artemisia argyi is used as a medicine by all three nationalities. While the Daur people use it to
treat urticaria and rheumatic pain, the Ewenki use it for chronic hepatitis, and the Olunchun use it to treat uterine bleeding and postpartum hemorrhage. The
different therapeutic uses of the same medicinal materials in different ethnic groups reflect differences in national characteristics, indicating that they are
closely related to the history, culture, and life of each nationality. Table 7 compares Daur medicine with TCM and Mongolian medicine. The known efficacy
of the Chinese and Mongolian medicines can help predict the effectiveness of the Daur medicines and identify those that have the potential for the
development of new drugs in the future. Diseases treated by diverse medicinal resource Tables 2 and 3 present traditional Daur medicine used to treat 76 human diseases or ailments classified under 13 disease categories, based on the ICD-11. A disease-classification-disease-medicine network of Daur medicine was constructed and visualized with Cytoscape software using the disease
classifications and medicinal species targeted (Fig. 5). The availability of the network model structure may improve our understanding of the relationship
between plant medicines, animal medicines, diseases, and disease classification. According to statistical information, the classification of ‘symptoms, signs or clinical findings, not elsewhere classified’ was primary, and included 8
diseases and ailments of constipation, cough, diarrhea, dyspepsia, loss of appetite, abnormal sputum, and extravasation of blood. As shown in the
constructed network, there were obvious and expressed correlations with 29 medicinal species, such as the plant medicines of R. simsii, P. frutescens, A. integrifolia and the animal medicines of S. scrofa domestica, C. nippon, C. capreolus. Other classifications included ‘Certain infectious or parasitic
diseases’ (18 species), ‘Injury, poisoning or certain other consequences of external causes’ (11 species), and other disease classifications. The
classification of diseases and ailments clearly indicates a link between Daur medicine and modern medicine; however, traditional medicine still has its
inherent characteristics. Thousands of years ago, the Daur people learned to use natural materials (animals, plants, minerals) of their surroundings in the
struggle against various diseases. Experience has been passed from generation to generation, gradually forming a body of medical knowledge with local
ethnic characteristics, and folk medicines that really have curative effects are still circulating in Daur. These include “Kumula," the Chinese name of which
translates as Willowleaf Wormwood, which is derived from A. integrifolia. It has the effect of heat-clearing and detoxifying, and is used to treat
hyperlipidemia, excessive drinking, and stomach bleeding [27]. Among the diseases, common day-to-day ailments (cough, constipation, diarrhea, trauma)
and endemic diseases (rheumatism, rheumatoid arthritis) were treated with numerous medicines in traditional Daur medicine at Hulunbuir. The Ewenki and
Daur people both live in Hulunbuir, Inner Mongolia. Traditional medicines of the two groups focus on different diseases. Ewenki medicine is mainly used
for respiratory system diseases, digestive system diseases and skin and subcutaneous tissue diseases; Daur’s drugs are used for certain infectious
diseases and parasitic infestations, digestive diseases, injuries, poisoning, trauma, and musculoskeletal and connective tissue diseases. Diversity of Daur ethnobotany In total, 30 medicinal plants were identified, from 19 families (Table 1). Among them, the Compositae was the dominant plant family used (4 species),
followed by the Ranunculaceae and Rosaceae (3 species each), and the Gramineae, Betulaceae, and Cucurbitaceae (2 species each). There were 13 other
commonly used families including Tricholomataceae, Auriculariales, Typhaceae, Salicaceae, Moraceae, Polygonaceae, Euphorbiaceae, Araliaceae,
Umbelliferae, Ericaceae, Labiatae, Solanaceae, and Caprifoliaceae (1 species each). While it has been observed that, these days, many medicinal plants are cultivated, in our study most plant medicines were collected from the natural
environment. Herbs (21 species, 70.0%) were the most commonly used plant type, followed by shrubs (4 species, 13.3%), trees (3 species, 10.0%), and
fungus (2 species, 6.7%) (Fig. 3a). Several parts of different plants are used to deal with various diseases. According to the interviews with the informants, the most commonly used parts are
the seeds (8); followed by the roots and fruits (6, each); whole plant (5); branches (3); barks, rhizomes, flowers, and fruiting bodies (2, each), and root
nodules and leaves (1, each) (Fig. 3b). Daur medicine differs from TCM in which the most used plant parts are the roots. These differences may be
influenced by factors involving the ease of collection and application. Diversity of Daur ethnozoology Page 4/16 Page 4/16 In the present study, 20 animal species from 11 families were documented from the study site (Table 2). The most widely used family was Cervidae (4
species), followed by Phasianidae, Canidae, and Bovidae (3 species each). Other families that were commonly used were Ranidae, Trionychidae, Picidae,
Corvidae, Erinaceidae, Mustelidae, and Suidae (1 species, each). Mammals were the dominant animal group, accounting for 14 species (66.6%), followed by birds (5, 23.8%), and amphibians and reptiles (1, 4.8%) (Fig. 3c). Animal-based drugs mainly came from organs (12), such as the kidney, liver, gallbladder, heart, gizzard, uterus, and viscera, involving numerous
applications. Animal-based drugs were also prepared from tissues (11), including meat, hamstrings, grease, hair, and blood; from bones and the whole
body (3 each); secretions and antlers (2 each); and carapaces (1) (Fig. 3d). Conclusions The Hulunbuir area has a rich biodiversity and traditional culture in which numerous important ethnomedicines have been preserved. In Daur, the traditional
plant and animal medicines that are used for ethnomedicinal purposes are obtained close to the place of residence of users. During the 3 years of our
ethnobotany and ethnozoology investigation, we identified 30 species of medicinal plants, belonging to 19 families, and 21 species of medicinal animals,
belonging to 11 families. Analyses of the collected data revealed that herbs were the dominant plant medicine, and seeds and roots were the parts most
often used in ethnobiology. Mammals dominated the list of medicinal animals, and several kinds of organs and tissues were used in ethnozoology. Most
medicines were administered orally. The dominant preparation technique was decoction, and medicines were most frequently taken/consumed as a drink. A comparative analysis of the medicines of the Daur nationality, TCM, and Mongolian medicine reflects the uniqueness and national characteristics of the
medicines of the Daur nationality. Apart from a handful of experienced and knowledgeable traditional therapists, the route and dosage of plant-based medicine is usually based on
haphazard application. Even a qualified therapist is not perfect. The implication of this situation is that improper use of medicinal plants may have severe
short-term and long-term effects on the health of patients and may sometimes even endanger life. In drug research and development, some plants with
higher medicinal value are candidate plants for further phytochemical analysis. Comprehensive documentation of traditional Daur medicines is critical to promote the discovery of new source of drugs and the sustainable use of natural
resource. One of the main characteristics of traditional medicinal knowledge is its dynamism. As revealed by the analysis of the data collected from both
field investigations and interviews, the use of plant and animal medicine based on traditional knowledge is gradually declining in the study region with the
increased use of modern medication in recent generations. It is therefore essential to build awareness among community members of the importance of
protecting traditional knowledge and medicinal plants before they disappear and to take urgent measures to protect threatened plant species. This will
enable people to continue to use traditional practices, which have proven to be safe and effective. Informant consensus factor ICF is used to identify plants of particular intercultural relevance. With the ICF, we evaluated how homogenous the information was.Thirteen disease
categories were identified. The ICF was calculated for each disease category, and the range was from 0.29 to 1.00 (Table 6). The highest ICF (1.00) was Page 5/16 Page 5/16 reported for the neoplasms and visual system diseases and childbirth or the puerperium all for 1 species and 1 use reports, followed by injury, poisoning or
certain other medical problems arising from external causes (0.92) with 2 species and 13 use reports, symptoms, signs or clinical findings, not elsewhere
classified (0.82) with 18 species and 95 use reports. The highest ICF for the neoplasms and visual system diseases and childbirth or the puerperium and
injury, poisoning or certain other medical problems arising from external causes can be probably related to the low number of cases and trauma and
poisoning are mainly treated by taking agaric and Artemisia integrifolia medicines. reported for the neoplasms and visual system diseases and childbirth or the puerperium all for 1 species and 1 use reports, followed by injury, poisoning or
certain other medical problems arising from external causes (0.92) with 2 species and 13 use reports, symptoms, signs or clinical findings, not elsewhere
classified (0.82) with 18 species and 95 use reports. The highest ICF for the neoplasms and visual system diseases and childbirth or the puerperium and
injury, poisoning or certain other medical problems arising from external causes can be probably related to the low number of cases and trauma and
poisoning are mainly treated by taking agaric and Artemisia integrifolia medicines. Use value The most used medicines were C. elaphus and C. nippon with UVs of 2.70 followed by C. capreolus, G. gallus, C.lupus familiaris, and B. platyphylla with
UVs of 1.82, 1.81, 1.33, 1.07, respectively. Many parts of these species are used as medicine and they are readily available or are typical species of the area. Specifically, A. integrifolia, with an UV of 1.00, is a well-known local species that is used for both food and medicine. In the published literature, A. integrifolia has reportedly been used to treat various diseases including hypertension, hyperlipidemia, diabetes, and hepatitis, besides its use in traditional
Daur medicine [28]. Species that are used to treat three diseases and more (39%) were dominant, followed by species used to treat single diseases (37%),
and plants or animals used to treat two diseases (24%). With respect to animal parts, the Daur tribe uses bile (for example, from bear, pig, and sheep) the
most. The next most commonly used animal-derived medicines are made from bone, followed by those made from meat, and those that use the whole
body of the animal. The most widely used families for animal-based drugs are Corvidae (crows) (4 species), followed by Anatidae (ducks), Canidae
(canines), and Bovidae (bovines) (3 species each). Animal-based medicines are mainly composed of kidney, liver, gallbladder, heart, sac, uterus, and other
organs and are widely administered. With respect to the animals used, mammals dominate, accounting for 14 species (66.6%), followed by birds (5
species, 23.8%) and amphibians (1 species, 4.8%). Conclusions There are many types of medicinal fungi, animals, and plants in the Daur region, most of which are folk medicines and have significant effect, but data on
phytochemistry, pharmacology, and quality control is lacking. The systematic research into medicinal fungi, animals, and plants provides an objective and
scientific basis for folk applications of the ethnomedicines of the Daur group. Ethics approval and consent to participate Ethics approval and consent participate Permission to conduct the ethnobotanical study was obtained from the district administration and village office in
the study area. The purpose of the study was explained to all participants, and they agreed to provide information. Consent for publication Consent for publication Our manuscript does not contains any individual's person data. Availability of data and materials The datasets used and analysed during the current study are available from the corresponding author on reasonable request. Page 6/16 Authors' information 1Inner Mongolia Medical University, Hohhot (010020), China 1Inner Mongolia Medical University, Hohhot (010020), China 2Inner Mongolia Institute of Traditional Chinese Medicine, Hohhot (010020), China. 3Jilin Agricultural University, Changchun (130000), China. 3Jilin Agricultural University, Changchun (130000), China. Acknowledgements The authors would like to acknowledge the traditional healers and other local people who shared their traditional ethnomedicine knowledge unselfishly. And thanks for the help of the people of villagers committee at Daur main distribution areas. Furthermore, we would like to extend our gratitude to the
botanists, taxonomists and indigenes peoples which help resource surveys during 3 years. Funding This work was supported by Capacity Building of Sustainable Utilization of valuable traditional Chinese Medicine Resources (grant no. 2060302), 2018
Chinese medicine public health service subsidy special “the fourth survey on Chinese materia medica resource” (grant no. Finance Society [2018] 43),
National Natural Science Foundation of China (grant no. 81760776). Authors' contributions XL and YQB: participated in research survey, data evaluation and wrote the manuscript as the major contributor of the study. MHL: supervised the project
and designed the study. LZ: analyzed data and provided technical support. YHS: designed the research survey and collected data. SZ and MHL: contributed
to the structure, discussion contents of the study, and helped with species identification. All authors read and approved the final manuscript. A k
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Minorities" in Inner Mongolia. J trad Chin med, 2019,44(15):3162-3169. doi:10. Tables Table. 1 Socio-demographic characteristics of the informants Table. 1 Socio-demographic characteristics of the informants Table. 1 Socio-demographic characteristics of the informants Basic information
Number of informants
Percentage (%) Basic information
Number of informants
Percentage (%)
Sex
Male
68
59.6
Female
46
40.4
Age
≤30
7
6.1
31-40
17
14.9
41-50
23
20.2
51-60
58
50.9
>60
9
7.9 Table. 2 List of plant species for medicinal purposes in Daur, Inner Mongolia, China Table. 2 List of plant species for medicinal purposes in Daur, Inner Mongolia, China The 13 diseases according to ICD-11 are classified as follows:(A)Certain infectious or parasitic diseases, (B)Neoplasms, (C)Diseases of the nervous system,
(D)Diseases of the visual system, (E)Diseases of the circulatory system, (F)Diseases of the respiratory system, (G)Diseases of the digestive system,
(H)Diseases of the skin, (I)Diseases of the musculoskeletal system or connective tissue, (J)Diseases of the genitourinary system, (K)Pregnancy, childbirth or
the puerperium, (L)Symptoms, signs or clinical findings, not elsewhere classified, (M)Injury, poisoning or certain other consequences of external causes. O
O
l E
E
l Or: Oral, Ex: External Or: Oral, Ex: External Page 8/16 Family
Scientific name
Local
name
Parts used
Disease treated
Classification
of diseases
(ICD-11)
Taxonomic
Route, dose
and usage
UV
Voucher
Specimens
Tricholomataceae
T. mongolicum S. Imai
Qi gan
mog
Fruiting
body
Measles
A
Fungus
Or:50g cut
and used in
decoction
0.04
20170703001
Auriculariales
A. auricula (L. ex
Hook.) Underw
Bakerte
Fruiting
body
Cervical cancer,
hypertension,
constipation,
vaginal
cancer, trauma
B, E, L, M
Fungus
Or: 5-30g
used in food
or burned to
carbon
powder
0.94
20170628021
Typhaceae
Typha
orientalis Presl. Laesu
Whole
grass
Rheumatoid
arthritis,
rheumatism
I
Herb
Ex: fumigated
with fresh
grass for 1
hour
0.06
20170703021
Poaceae
Setaria italica (L.)
Beauv. var. italica. Narem
baei tos
Fruit
Several kinds of
ringworm and
scabies
A
Herb
Ex: anointed
the affected
area with oil
0.36
20170802002
Avena sativa L. Kua lin po
Seed
Loss of appetite,
constipation
L
Herb
Or: 30-60g
used in
decoction
0.99
20170608013
Salicaceae
Populus
davidiana Dode
Holordaan
koltus
Bark
Dental disease
G
Tree
Ex: decocted
for gargling
0.10
20170703020
Betulaceae
C. heterophylla Fisch
Ququu
Seed
Diarrhea,
loss of appetite,
cough
L
Tree
Or: 30-60g
used in
decoction or
grinded to
powder
0.77
20170802003
Betula
platyphylla Suk. Tables Qaalbaan
koltus
Bark
Bacillary
dysentery,
diarrhea,
gastric ulcer
A, G, L
Tree
Or: 5g
burned to
carbon
powder and
taken with
water
1.07
20170703019
Qaalbaan
tos
Branch
Open wound of
lower limb
M
Ex: burned
defined
amount
branch into
oil and wiped
at the
affected area
Cannabaceae
Cannabis sativa L. -
Seed
Smallpox
A
Herb
Ex:
grinded seeds
mixed with
Raphanus
sativus leaves
and applied
the exuding
latex to the
affected area
0.23
20170703024
Polygonaceae
Fagopyrum
esculentum Moench
Haul
Seed
Cholera,
dyspepsia
A, L
Herb
Or: boiled
seed mixed
with hot
cow’s milk
0.99
20170608012
Ranunculaceae
P. chinensis (Bunge)
Regel
-
Root,flower
Rheumatism
I
Herb
Or: used in
decoction or
extracted in
wine
Ex: grinded
fresh herbs
for applying
to affected
area
0.09
20170412014
A. kusnezoffii Reichb. -
Root
Rheumatism
I
Herb
Or: 3- 6g
used in
decoction or
made for pills
and powder
(If used in
soup should
be prepared
0.03
20170703011 C. dahurica L. A Page 9/16 Page 9/16 herbs applied
to affected
area
Rosaceae
R. davurica Pall. Jaami
gada
Root
nodule
Rheumatoid
arthritis
I
Shrub
Or: 7 root
nodules used
in decoction
Ex: used in
decoction to
wash the
affected area
0.14
20170802102
Potentilla
flagellaris Willd. ex
Schlecht. Suadelil
eus
Whole
grass
Gaseous
abdominal
distention,
urethritis
G,J
Herb
Or: drank it
like tea or
used in
decoction
0.15
20170602101
S. sorbifolia (L.) A. Br. Caakunku
Branch
Costal
chondritis,
trauma
I, M
Shrub
Or:9- 15g
used in
decoction
Ex: used in
decoction to
wash the
affected area
0.82
20170703034
Euphorbiaceae
E. fischeriana Steud. Temee
mek
Root
Tuberculosis,
tuberculosis of
bones, several
kinds of scabies
A
Herb
Or: 50g dried
root decocted
mixed with
100g jujube,
and eat 2
jujube twice
a day
0.38
20170613024
Araliaceae
Panax ginseng C. A. Mey. Aorgiden
Root
All kinds of
disease
-
Herb
-
0.61
20170703018
Umbelliferae
C. virosa L. Juma qin
Rhizome
Venomous
snakes or
insects bite,
extravasation of
blood,
osteomyelitis,
gout,
rheumatism
I, L, M
Herb
Ex: decocted
or grinded
rhizome
appling to the
affected area,
mixed with
egg white
or Cicuta
virosa to use
together
0.04
20170703023
Ericaceae
R. simsii Planch. Nadeg
yilga
Flower or
fruit
Tracheitis,
pneumonia,
irregular
periods,
amenorrhe,
uterine
bleeding,
rheumatism,
trauma
A, F, J, I, M
Shrub
Or: 5g
flowers used
in decoction
or extracted
in wine, 2- 3g
fruits grinded
to powder
0.62
20170710021
Labiatae
Perilla
frutescens (L.) Britt. Tables Balei tos
Seed
Abnormal
sputum, cough,
constipation
L
Herb
Or: drank 5-
10 ml or
boiled seeds
mixed with G. gallus
domesticus
0.93
20170906011
bal
Seed and
Fruit
Hepatitis,
cough,
constipation
G, L
Or: 6- 10g
used in
decoction or
made for pills
and powder,
15g eat as
raw
S. baicalensis Georgi
-
Root
Abdominal pain,
diarrhea,
dysentery,
cough
A, G, L
Herb
Or: drank it
like tea
0.39
20170812007
Solanaceae
Nicotiana tabacum L. danga
larq
Leaves
Carbuncle,
furuncle,
dermatitis,
eczema, trauma
A, H, M
Herb
Or: 6- 9g
used in
decoction
Ex: grinded
and wrapped
around the
affected area
0.61
20170703016
Caprifoliaceae
S. williamsii Hance
Caawui
mood
Branch
Trauma, costal
chondritis
M, I
Shrub
Or: 25g used
in decoction
Ex: 25g used
in decoction
to wash the
ff
d
0.27
20170703017 Rosaceae Asteraceae
X. sibiricum Patrin
ex Widder
Zhang
guozi
Fruit
Rheumatism
I
Herb
Or: used in
decoction
0.52
20170703013
Artemisia argyi Levl. et Vant. Qigaan
suaig
Whole
grass
Urticaria,
rheumatism
H, I
Herb
Or: used in
decoction
Ex: used in
decoction to
fumigate
affected area
0.84
20170608011
F. sibiricum (L.)
Kitam. Taoli
suaig
Whole
grass
Pneumonia
F
Herb
Or: 3g whole
grass
decocted
mixed with
30g flowers
and leaves of
R. dauricum,
and taken for
twice a day
0.27
20170703009
A. integrifolia L. Kumile
Whole
grass
Dysentery,
diarrhea,
laryngeal
carcinoma
A, B, L
Herb
Or: defined
amount bud
boiled mixed
with
Phaseolus
vulgaris or
drank as tea
1.00
20170608008
Table. 3 List of animal species for medicinal purposes in Daur, Inner Mongolia, China Table. 3 List of animal species for medicinal purposes in Daur, Inner Mongolia, China Table. Tables 3 List of animal species for medicinal purposes in Daur, Inner Mongolia, China Page 11/16 Family
Scientific name
Local name
Parts used
Disease treated
Classification
of
diseases
(ICD-11)
Taxonomic
Route,
dose
and
usage
UV
Ranidae
Rana chensinensis David
Meleg
Whole body
Rheumatic heart disease
E
Amphibian
Or: cut 5 whole
animals and boiled
with 50g pork for
once a day
0.42
Trionychidae
Trionyx
sinensis Wiegmann
Kaberin
miaal
Tissue
(meat)
Urgency of urination
J
Reptile
Or: boiled meat or
taken soup
0.19
-
Carapace
Urgency of urination
J
Or:
burned
to
carbon and taken
with water
Phasianidae
Gallus domesticus
-
Tissue
(meat)
Rheumatism
I
Bird
Or:
boiled
meat
with pork together
0.84
Coturnix
japonica Temminck et
Schlegel
Bedeni
xirbes
Tissue
(hamstring)
Injury of fascia or tendon
M
Bird
Or:
grinded
hamstring
and
applied at the site
of wound
0.10
G. gallus
Kakera
chulqi
Organ
(gallbladder)
Cough, abnormal sputum
L
Bird
Or: extracted bile
and
mixed
with
sugar to drinking
1.81
-
Organ
(
viscera)
Trauma
M
Ex:
applied
the
viscera
organ
to
affect area with hot
compress
Kakera
toturig
Organ
(gizzard)
Traumatic
hemorrhag,
dyspepsia
M, L
Or:
grinded
to
powder
Ex:
applied
the
gizzard
to
affect
area
with
hot
compress
kakraa tos
Tissue
(grease)
Rheumatic
heart
disease , coronary heart
disease
L, E
Or: 15ml taken for
twice a day
Picidae
Dendrocopos
major Linnaeus
Tontroookil
Whole body
Cramp or spasm
C
Bird
Or:
burned
to
carbon and taken
with water
0.17
Corvidae
Corvus
macrorhynchos Vagler
Gawu miag
Tissue
(meat)
Diseases
of
stomach,
hepatic cirrhosis
G
Bird
Or: boiled meat or
taken soup
0.84
Erinaceidae
Erinaceus
amurensis Schrenk
Jierie
Whole body
Urgency of urination
J
Mammal
Or: lightly burnt
whole body to eat
meat
and
drink
water soaked with
skin
0.13
Canidae
C. lupus Linnaeus
Guska tos
Tissue
(grease)
Tuberculosis
A
Mammal
Or: 10ml take for 3
times a day
0.01
Guske ios
Bone
Rheumatism, rheumatoid
arthritis
I
Or: bone extracted
in
vinegar,
and
10ml
taken
for
twice a day
-
Tissue (hair)
Allergic
contact
dermatitis
H
Ex: anointed at the
affected area
C. Tables lupus
familiaris Linnaeus
Nowuei tos
Tissue
(grease)
Tuberculosis
A
Mammal
Or: 10ml taken for
twice a day
1.33
Nowuei ios
Bone
Rheumatism, rheumatoid
arthritis
I
Or: boiled water to
drink
Vulpes vulpes Linnaeus
Hunuwuei
jurwu
Organ
(heart)
Palpitation,
rheumatic
heart disease
E
Mammal
Or:
mixed
with
Cinnabaris,
Ambrum
and
Angelica sinensis to
eat together
0.18
Mustelidae
Meles meles Linnaeus
Hewur tos
Tissue
(grease)
Tuberculosis, burn
A, M
Mammal
Or: 10ml taken for
three times a day
Ex:
wrapped
around the affected
area
0.51
Suidae
Sus
scrofa
domestica Brisson
gag chulqi
Organ
(gallbladder)
Constipation,
cough
,
asthma,
carbuncle,
dermatophytosis
of
scalp,
furunculosis,
eczema, trauma
A, H, F, L, M
Mammal
Ex: dressed at the
affected area until
the bile dry
0.87 Suidae for
pills
and
powder
Ex:
applied
the
blood of antler to
affected area
-
Organ
(uterus)
Irregular
menstruation,
infertility,
uterine
bleeding
J
Or: 15-25g made
for
pills
and
powder, or boiled
the fresh uterus
C. nippon Temminck
Bawoi
jurwu qow
Tissue
(blood)
Palpitation
E
Mammal
Or: a little quantity
for once a day
2.70
Pentu
Antlers
Cough, frostbite
L, M
Or: cut into pieces,
and
used
in
decoction
or
extracted in wine. 1-3g
grinded
to
powder, and made
for
pills
and
powder
Ex:
applied
the
blood of antler to
affected area
-
Organ
(uterus)
Irregular
menstruation,
infertility,
uterine
bleeding
J
Or: 15-25g made
for
pills
and
powder, or boiled
the fresh uterus
Moschus
moschiferus Linnaeus
-
Secretion
Epilepsy,
contraception,
stroke,
carbuncle,
pyogenic abscess of the
skin, trauma
A, C, E, K, L
Mammal
Or: 0.06-0.1g made
for
pills
and
powder
Ex: inhaled drugs
from the nose in
moderation
0.10
Moschus
sifanicus Przewalski
-
Secretion
Epilepsy,
contraception,
stroke,
carbuncle,
pyogenic abscess of the
skin, trauma
A, C, E, K, L
Mammal
Or: 0.06-0.1g made
for
pills
and
powder
Ex: inhaled drugs
from the nose in
moderation
0.10
C. Tables capreolus Linnaeus
Juri bast
Organ
(kidney)
Cough
L
Mammal
Or: Eaten with salt
1.82
Juri beleg
Organ (liver)
Night
blindness,
astigmatism, glaucoma
D
Or: Eaten with salt
Juri ios
Bone
Rheumatism
I
Or: bone extract in
vinegar, and 10ml
taken for twice a
day
Bovidae
Ovis aries Linnaeus
honi chulqi
Organ
(gallbladder)
Constipation,
cough,
asthma,
carbuncle,
dermatophytosis of scalp,
furunculosis,
eczema,
trauma
A, F, H, L, M
Mammal
Ex: dressed at the
affected area until
the bile dry
0.62
Capra hircus Linnaeus
Honi
chulqi
Organ
(gallbladder)
Constipation,
cough,
asthma,
carbuncle,
dermatophytosis of scalp,
furunculosis,
eczema,
trauma
A, F, H, L, M
Mammal
Ex: dressed at the
affected area until
the bile dry
0.64
Bostaurus
domesticus Gmelin
Wuker
chulq
Organ
(gallbladder)
Tracheitis,
icterus
,
infantile
convulsions,
constipation,
haemorrhoids, carbuncle
A, C, G, F, L
Mammal
Or: 0.3-0.9g made
for pills or powder
Ex: anointed at the
affected
area
or
dropped in eyes
0.30 -
Organ
(uterus)
Irregular
menstruation,
infertility,
uterine
bleeding
J
C. nippon Temminck
Bawoi
jurwu qow
Tissue
(blood)
Palpitation
E
Pentu
Antlers
Cough, frostbite
L, M -
Organ
(uterus)
C. nippon Temminck
Bawoi
jurwu qow
Tissue
(blood)
Pentu
Antlers Moschus
sifanicus Przewalski C. capreolus Linnaeus
Juri bast
Organ
(kidney)
Cough
L
Mammal
Or: Eaten with salt
1.82
Juri beleg
Organ (liver)
Night
blindness,
astigmatism, glaucoma
D
Or: Eaten with salt
Juri ios
Bone
Rheumatism
I
Or: bone extract in
vinegar, and 10ml
taken for twice a
day
Bovidae
Ovis aries Linnaeus
honi chulqi
Organ
(gallbladder)
Constipation,
cough,
asthma,
carbuncle,
dermatophytosis of scalp,
furunculosis,
eczema,
trauma
A, F, H, L, M
Mammal
Ex: dressed at the
affected area until
the bile dry
0.62
Capra hircus Linnaeus
Honi
chulqi
Organ
(gallbladder)
Constipation,
cough,
asthma,
carbuncle,
dermatophytosis of scalp,
furunculosis,
eczema,
trauma
A, F, H, L, M
Mammal
Ex: dressed at the
affected area until
the bile dry
0.64
Bostaurus
domesticus Gmelin
Wuker
chulq
Organ
(gallbladder)
Tracheitis,
icterus
,
infantile
convulsions,
constipation,
haemorrhoids, carbuncle
A, C, G, F, L
Mammal
Or: 0.3-0.9g made
for pills or powder
Ex: anointed at the
affected
area
or
dropped in eyes
0.30 Page 13/16
Table. 4 Methods of preparation of plant and animal parts used in Daur ethnomedicine
No. Type of preparation
Number of medicines
Percentage (%)
1
Decoction
21
36.9
2
Grinding
11
19.3
3
Boiling
10
17.5
4
Extraction
8
14.1
5
Burning
7
12.2 Table. Tables 4 Methods of preparation of plant and animal parts used in Daur ethnomedicine
No. Type of preparation
Number of medicines
Percentage (%)
1
Decoction
21
36.9
2
Grinding
11
19.3
3
Boiling
10
17.5
4
Extraction
8
14.1
5
Burning
7
12.2 4 Methods of preparation of plant and animal parts used in Daur ethnomedicine able. 5 Methods of usage of plant and animal parts used in Daur ethnomedicine s of usage of plant and animal parts used in Daur ethnomedicine
No. Type of usage
Number of medicines
Percentage (%)
1
Drink/take
37
48.1
2
Eaten
16
20.7
3
Made for pills and powder
7
9.1
4
Anointment/wash
6
7.8
5
Wrap/dressing
5
6.5
6
Used at nose, eyes and mouth touth
4
5.2
7
Fumigate
2
2.6 Table 6 Informant consensus factor for ailment categories
Disease categories
Number of use
reports (Nur)
Number of
taxa (Nt)
Informant consensus
factor (ICF)
Certain infectious or parasitic diseases
69
23
0.68
Neoplasms
1
1
1.00
Diseases of the nervous system
5
3
0.50
Diseases of the visual system
1
1
1.00
Diseases of the circulatory system
23
8
0.68
Diseases of the respiratory system
9
5
0.50
Diseases of the digestive system
46
6
0.89
Diseases of the skin
23
6
0.77
Diseases of the musculoskeletal system or connective tissue
32
13
0.29
Diseases of the genitourinary system
24
6
0.78
Pregnancy, childbirth or the puerperium
1
1
1.00
Symptoms, signs or clinical findings, not elsewhere classified
95
18
0.82
Injury, poisoning or certain other consequences of external causes
13
2
0.92
Table 7 Comparison of the efficacy of different ethnic characteristics
Scientific name
Daur
Traditional Chinese medicine
Mongolian medicine
Artemisia integrifolia Linn. Hypertension, stomach bleeding
Detoxification[29]
Scabies
Allium macrostemon Bunge. Pneumonia
Insecticide[30]
Irregular menstruation, Trauma bl
Pycnonotus sinensis
Detoxification
Cooling blood[31]
Fractures and tendons
Sorbaria sorbifolia (L.) A. Br
Bruises, chondritis
Activating blood removing stasis[32]
Cold
Perilla frutescens (L.) Britt. Hepatitis
Constipation[33]
Excessive phlegm Table 6 Informant consensus factor for ailment categories Number of use
reports (Nur)
Number of
taxa (Nt)
Informant consensus
factor (ICF) Table 7 Comparison of the efficacy of different ethnic characteristics
Scientific name
Daur
Traditional Chinese medicine
Mongolian medicine
Artemisia integrifolia Linn. Hypertension, stomach bleeding
Detoxification[29]
Scabies
Allium macrostemon Bunge. Pneumonia
Insecticide[30]
Irregular menstruation, Trauma bleeding
Pycnonotus sinensis
Detoxification
Cooling blood[31]
Fractures and tendons
Sorbaria sorbifolia (L.) A. Figure 1 Map of Daur main distribution in Hulunbuir, Inner Mongolia, China. Note: The designations employed and the presentation of the material on this map do
not imply the expression of any opinion whatsoever on the part of Research Square concerning the legal status of any country, territory, city or area or of its
authorities, or concerning the delimitation of its frontiers or boundaries. This map has been provided by the authors. Map of Daur main distribution in Hulunbuir, Inner Mongolia, China. Note: The designations employed and the presentation of the material on this map do
not imply the expression of any opinion whatsoever on the part of Research Square concerning the legal status of any country, territory, city or area or of its
authorities, or concerning the delimitation of its frontiers or boundaries. This map has been provided by the authors. Tables Br
Bruises, chondritis
Activating blood removing stasis[32]
Cold
Perilla frutescens (L.) Britt. Hepatitis
Constipation[33]
Excessive phlegm Table 7 Comparison of the efficacy of different ethnic characteristics
Scientific name
Daur
Traditional Chinese medicine
Mongolian medicine
Artemisia integrifolia Linn. Hypertension, stomach bleeding
Detoxification[29]
Scabies
Allium macrostemon Bunge. Pneumonia
Insecticide[30]
Irregular menstruation, Trauma bleeding
Pycnonotus sinensis
Detoxification
Cooling blood[31]
Fractures and tendons
Sorbaria sorbifolia (L.) A. Br
Bruises, chondritis
Activating blood removing stasis[32]
Cold
Perilla frutescens (L.) Britt. Hepatitis
Constipation[33]
Excessive phlegm Figures Page 14/16 Page 14/16 Page 14/16 Figure 1
Map of Daur main distribution in Hulunbuir, Inner Mongolia, China. Note: The designations employed and the presentation of the material on this map do
not imply the expression of any opinion whatsoever on the part of Research Square concerning the legal status of any country, territory, city or area or of its
authorities, or concerning the delimitation of its frontiers or boundaries. This map has been provided by the authors. Figure 2 Parts of plants used in Daur medicine at study area
(a. Panax ginseng C. A. Mey., b. Scutellaria baicalensis Georgi, c. Sorbaria sorbifolia (L.) A. Br., d. Euphorbia fischeriana Steud., e. Rosa davurica Pall., f. Cicuta virosa L., g. Cucumis sativus L., h. Rhododendron dauricum L., i. Auricularia auricula (L. ex
Hook.) Underw, j. Corylus heterophylla Fisch., k. Cimicifuga dahurica (Turcz.) Maxim., l. Xanthium sibiricum Patrin ex Widder, m. Sambucus williamsii
Hance, n. Pulsatilla chinensis (Bunge) Regel, o. Filifolium sibiricum (L.) Kitam., p. Aconitum kusnezoffii Reichb.) Page 15/16
Figure 3 Figure 3 Page 15/16 Graphical representation showing plant and animal species of taxonomic and various used parts (a. plant species of taxonomic; b. plants according to
various used parts; c. animal species of taxonomic; d. plants according to various used parts) Graphical representation showing plant and animal species of taxonomic and various used parts (a. plant species of taxonomic; b. plants according to
various used parts; c. animal species of taxonomic; d. plants according to various used parts) Figure 4 Figure 4 Figure 4 Rount of diversity Daur medicines Rount of diversity Daur medicines Figure 5
Network visualization of the relationship between disease and Daur medicines
(The orange nodes represent plant species, the blue nodes represent anim
species, the nodes represent different diseases, and the green nodes represent disease classification. The edges represent interactions.The network was
built and visualized with Cytoscape. Figure 5 Network visualization of the relationship between disease and Daur medicines
(The orange nodes represent plant species, the blue nodes represent animal
species, the nodes represent different diseases, and the green nodes represent disease classification. The edges represent interactions.The network was
built and visualized with Cytoscape. Network visualization of the relationship between disease and Daur medicines
(The orange nodes represent plant species, the blue nodes represent animal
species, the nodes represent different diseases, and the green nodes represent disease classification. The edges represent interactions.The network was
built and visualized with Cytoscape. Page 16/16 Page 16/16
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W2511619189.txt
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https://opendata.uni-halle.de//bitstream/1981185920/57053/318/179977059.pdf
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de
|
Metaphysische Anfangsgründe der Naturwissenschaft (1786)
|
J.B. Metzler eBooks
| 2,010
|
public-domain
| 37,941
|
Ex legato
dr. AUGusTI sSCcHoL?
professoris Halensis
d. d.
ei desponsa
MARGARETE MINDNER
Vratislaviensis
1922
Metaphyſiſche Anfangsgrunde
der
Naturwiſſenſchaft
vou
8
Jmmanmnel Kant.
Dritte Auflage.
Leipzig,
bey Johanu KLrredrich Sartkinonh.
1800.
Vorrede.
Wen das Wort Natur blos in formaler Bedeu—
tung genommen wird, da es das erſte innere
Princip alles deſſen bedeutet, was zum Daſeyn eines
Dinges gehort ſo kann es ſo vielerley Naturwiſſen—
ſchaften geben, als es ſpecifiſch verſchiedene Dinge giebt,
deren jedes ſein eigenthumliches inneres Princip der zu
ſeinem Daſeyn gehorigen Beſtimmungen enthalten muß.
Sonſt wird aber-auch Natur in materieller Bedeu—
tung genommen, nicht als eine Beſchaffenheit, ſondern
als der Jnbegriff aller Dinge, ſo fern ſie Gegeuiſtau—
de unſerer Sinne, mithin auch der Erfahrung ſeyn
konnen, worunter alſo das Ganze aller Erſcheinungen,
d. i. die Sinnenwelt, mit Ausſchließung aller nicht
ſinnlichen Objecte, verſtanden wird. Die Natur, in
dieſer Bedeutung des Worts genommen, hat nun, nach
a 2 der
4) Weſen iſt das erſte innere Prineip alles deſſen, was Jir
Moglichkeit eines Dinges gehort. Daber kann man den
geometriſchen Figuren, (da in ihrem Begriße nichts, was
ein Daſeyn ausdruckte, gedacht wird) nur ein Weſen,
nicht aber eine Natur beylegen.
2
1v —S—
der Hauptverſchiedenheit unſerer Sinne, zwey Haupt.“
theile, deren der eine die Gegenſtande außerer, der an—
dere den Gegenſtand des inneren Sinnes enthalt, mit—
hin iſt von ihr eine zwiefache Naturlehre, die Kör—
perlehre und Seelenlehre maoglich, wovon die
erſte die ausgedehnte, die zweyte die denkende Natur,
in Erwagung zieht.
Eine jede Lehre, wenn ſie ein Syſtem, d. i. ein
nach Principien geordnetes Ganze der Erkenntniß ſeyn
ſoll, heißt Wiſſenſchaft, und, da jene Principien entwe—
der Grundſate der empiriſchen oder der rationalen
Verknupfung der Erkenntniſſe in einem Ganzen ſeyn
konnen, ſo wurde auch die Naturwiſſenſchaft, ſie mag
nun Korperlehre oder Seelenlehre ſeyn, in hiſtoriſche
oder rationale Naturwiſſenſchaft eingetheilt werden
muſſen, wenn nur nicht das Wort Natur (weil dieſes
eine Ableitung des Mannigfaltigen zum Daſeyn der
Dinge gehorigen aus ihrem inneren Princip bezeichnet)
eine Erkenntniß durch Vernunft von ihrem Zuſammen—
hange nothwendig machte, wofern ſie den Namen von
Naturwiſſenſchaft verdienen ſoll. Daher wird die Na—
turlehre beſſer in hiſtoriſche Raturlehre, welche nichts
als ſyſtematiſch geordnete Faecta der Naturdinge enthalt
(und wiederum aus Naturbeſchreibung, als einem
Claſſenſyſtem derſelben nach Aehnlichkeiten, und Natur
geſchichte, als einer ſyſtematiſchen Darſtellung derſel—
ben
νv
ben in verſchiedenen Zeiten und Oertern, beſtehen wur-
de), und Naturwiſſenſchaft eingetheilt werden kon—
nen. Die Naturwiſſenſchaft wurde nun wiederum ent—
weder eigentlich, oder uneigentlich ſogenannte Na—
turwiſſenſchaft ſeyn, wovon die erſtere ihren Gegenſtand
ganzlich nach Principien a priori; die zweyte nach Er
fahrungsgeſetzen behandelt.
Eigentliche Wiſſenſchaft kann nur diejenige ge—
nannt werden, deren Gewißheit apodictiſch iſt; Erkennt—
niß, die blos empiriſche Gewißheit enthalten kann, iſt
ein nur uneigentlich ſogenanntes Wiſſen. Dasjenige
Ganze der Erkenntniß, was ſyſtematiſch iſt, kann ſchon
darum Wiſſenſchaft heißen, und, wenn die Verknu—
pfung der Erkenntniß in dieſem Syſtem ein Zuſammen
hang von Grunden und Folgen iſt, ſo gar rationale
Wiſſenſchaft. Wenn aber dieſe Grunde oder Princi—
pien in ihr, wie z. B. in der Chemie, doch zuletzt blos
empiriſch find, und die Geſetze, aus denen die gegebenen
Facta durch die Vernunft erklart werden, blos Erfah
rungsgeſetze ſind, ſo fuhren ſie kein Bewußtſeyn ihrer
Nothwendigkeit bey ſich (ſind nicht apodictiſch-gewiß)
und alsdenn verdient das Ganze in ſtrengem Sinne nicht
den Namen einer Wiſſenſchaft, und Chymie ſollte daher
eher ſyſtematiſche Kunſt, als Wiſſenſchaft heißen.
Eine rationale Naturlehre verdient alſo den Na—
men einer Naturwiſſenſchaft nur alsdenn, wenn die Na—
a3
tur
vr
turgeſetze, die in ihr zum Grunde liegen, a priori er—
kannt werden, und nicht bloße Erfahrungsgeſetze ſind.
Man nenut eine Raturerkenntniß von der erſteren Art
rein; die ven der zweyten Aet aber wird angewandte
Wernunnfterkenntniß genannt. Da das Wort Natur
ſchon den Begriff von Geſetzen bey ſich fuhrt, dieſer aber
den Begriff der Nothwendigkeit aller Beſtimmungen
eines Dinges, die zu ſeinem Daſeyn gehoren, bey ſich
fuhrt, ſo ſieht man leicht, warum Naturwiſſenſchaft die
Rechtmaßigkeit dieſer Benennung nur von einem reinen
Theil derſetben, der namlich die Principien a priori aller
ubrigen Naturerklarungen enthalt, ableiten muſſe und
nur Kraft dieſes reinen Theils eigentliche Wiſſenſchaft
ſey, imgleichen daß, nach Foderungen der Vernunft, jede
Naturlehre zuletzt auf Naturwiſſenſchaft hinausgehen und
darin ſich endigen muſſe, weil jene Nothwendigkeit der
Geſetze dem Bezgriffe der Natur unzertrennlich anhäugt
und daher durchaus eingeſehen ſeyn will; daher die voll—
ſtandigſte Erklarung gewiſſer Erſcheinungen aus chymi
ſchen Principien noch immer eine Unzufriedenheit zu—
rucklaßt, weil man von dieſen, als zufalligen Geſetzen,
die blos Erfahrung gelehrt hat, keine Grunde a priori
anfuhren kann.
Alle eigentliche Naturwiſſenſchaft bedarf alſo einen
reinen Theil, auf dem ſich die apodietiſche Gewißheit,
die die Vernunft in ihr ſucht, grunden konne, und weil
die
vir
dieſer, ſeinen Principien nach, in Vergleichung mit de—
nen, die nur empiriſch ſind, ganz ungleichartig iſt, ſo iſt
es zugleich von der großten Zutraglichkeit, ja, der Natur
der Suche nach, von unerlaßlicher Pflicht in Anſehung
der Methode, jenen. Theil abgeſondert, und von dem an—
dern ganz unbemeilgt, ſo viel moglich in ſeiner ganzen
Vollſtändigkeit vorzutragen, damit man genau beſiim—
men konne, was die Verüunft fur ſich zu leiſten vermag,
und wo ihr Vermogen anhebt der Beyhulfe der Erfah—
rungsprincipien nothig zu haben. Reine Vernunfter—
kenntniß aus bloßen Begriffen heißt reine Phileſophie,
oder Metaphyſik; dagegen wird die, welche nur auf der
Conſtruction der Begriffe, vermittelſt Darſtellung
des Gegenſtandes in einer Anſchauung a priori, ihre
Erkenntniß grundet, Mathematik genannt.
Eigentlich ſo zu nennende Naturwiſſenſchaft ſetzt
zuerſt Metaphyſik der Natur voraus; denn Geſetze, d. i.
Principien der Nothwendigkeit deſſen, was zum Da—
ſeyn eines Dinges gehort, beſchaftigen ſich mit einem
Begriffe, der ſich nicht conſtruiren laßt, weil das Da—
ſeyn in keiner Anſchauung a priori dargfſtellt werden
kann. Daher ſetzt eigentliche Naturwiſſenſchaft Meta—
phyſik der Natur voraus. Dieſe muß nun zwar jeder—
zeit lauter Prineipien, die nicht empiriſch ſind, enthalten
(denn darum fuhrt ſie eben den Namen einer Metaphy—
ſik), aber ſie kann doch entweder ſegar ohne Beziehung
a auf
viri S
auf irgend ein beſtimmtes Erfahrungsobject, mithin un
beſtimmt in Anſehung der Natur dieſes oder jenen Din—
ges der Sinnenwelt, von den Geſcetzen, die den Begriff
einer Natur uberhaupt moglich machen, handeln, und
alsdenn iſt es der transſcendentaäle Theil der Meta—
phyſik der Natur: oder ſie beſchaftigt ſich mit einer be—
ſonderen Natur dieſer oder jener Art Dinge, von denen
ein empiriſcher Begriff gegeben iſt, doch ſo, daß außer
dem, was in dieſem Begriffe liegt, kein anderes empiri—
ſches Princip zur Erkenntniß derſelben gebraucht. wird,
(z. B. ſie legt den empiriſchen Begriff einer Materie,
oder eines denkenden Weſens, zum Grunde, und ſucht
den Umfang der Erkenntniſt, deren die Vernunft uber
dieſe Gegenſtande a priori fahig iſt) und da muß eine
ſolche Wiſſenſchaft noch immer eine Metaphyſck der Na—
tur, namlich der korperlichen oder denkenden Natur, hei
Pen, aber es iſt alsdenn keine allgemeine, ſondern be-—
ſondere metaphyſeſche Naturwiſſenſchaft, (Phyſik und
Yſychologie) in. der jene transſcendentalen Principien auf
die zwey Gattungen der Gegenſtande unſerer Sinne
angewandt werden.
Jch behaupte aber, daß in jeder beſonderen Natur—
lehre nur ſo viel eigentliche Wiſſenſchaft angetroffen
werden konne, als darin Mathematik anzutreffen iſt.
Denn nach dem Vorhergehenden erfodert eigentliche
Wiſſenſchaft, vornamlich der Natur, einen reinen Theil,
der
1X
der dem empiriſchen zum Grunde liegt, und der auf Er—
kenntniß der Naturdinge a priori beruht. Nun heißt
etwas a priori erkennen, es aus ſeiner bloßen Moglich—
keit erkennen. Die Moglichkeit beſtimmter Naturdinge
kann aber nicht aus ihren bloßen Begriffen erkannt wer—
den; denn aus dieſen kann zwar die Moglichkeit des
Gedanken, (daß er ſich ſelbſt nicht widerſpreche) aber
nicht des Objects, als Naturdinges erkannt werdeu,
welches außer dem Gedanken (als exiſtirend) gegeben
werden kann. Alſo wird, um die Moglichkeit beſtimm—
ter Naturdinge, mithin um dieſe a priori zu erkennen,
noch erfodert, daß die dem Begriffe correſpondirende
Anſchauung a priori gegeben werde, d. i. daß der Be—
griff conſtruirt werde. Nun iſt die Vernunfterkenntniß
durch Conſtruction der Begriffe mathematiſch. Alſo
mag zwar eine reine Philoſophie der Natur uberhaupt,
d.i. diejenige, die nur das, was den Begriff einer Na—
tur im Allgemeinen ausmacht, unterſucht, auch ohne
Mathematik moglich ſeyn, aber eine reine Naturlehre
uber beſtimmte Naturdinge (Körperlehre und Seelen—
lehre) iſt nur vermittelſt der Mathematik moglich, und,
da in jeder Naturlehre nur ſo viel eigentliche Wiſſen—
ſchaſt angetroffen wird, als ſich darin Erkenntniß a
priori befindet, ſo wird Naturlehre nur ſo viel eigent.
liche Wiſſenſchaft enthalten, als Mathematik in ihr
angewandt werden kann.
a5 So
x —S
So lange alſo noch fur die chymiſchen Wirkungen der
Materien auf einander kein Begriff ausgefunden wird,
der ſich conſtruiren läßt, d. i. kein Geſetz der Annaherung
oder Entfernung der Theile angeben laßt, nach welchem
etwa in Proportion ihrer Dichtigkeiten u. d.g. ihre Be—
wegungen ſammt ihren Folgen ſich im Raume a priori
anſchaulich meichen und darſtellen laſſen, (eine Foderung,
die ſchwerlich jemals erfullt werden wird) ſo kann Chy
mie nichts mehr als ſyſtematiſche Kunſt, oder Experi—
mentallehre, niemals aber eigentliche Wiſſenſchaft wer—
den, weil die Principien derſelben blos empiriſch ſind und
keine Darſtellung a priori in der Anſchauung erlauben,
folglich die Grundſaßze chymiſcher Erſcheinungen ihrer
Moglichkeit nach nicht im mindeſten begreiflich machen,
weil ſie der Anwendung der Mathematik unfahig ſind.
Noch weiter aber, als ſelbſt Chymie, muß empiri—
ſche Seelenlehre jederzeit von dem Range einer eigent.
lich ſo zu nennenden Naturwiſſenſchaft entfernt bleiben,
erſtlich weil Mathematik auf die Phanomene des inneren
ESinnes und ihre Geſetze nicht anwendbar iſt, man muß
te denn allein das Geſetz der Stetigkeit in dem Abfluſſe
der inneren Veranderungen deſſelben in Anſchlag brin—
gen wollen, welches aber eine Erweiterung der Erkennt—
niß ſeyn wurde, die ſich zu der, welche die Mathematik
der Korperlehre verſchafft, ohngefahr ſo verhalten wurde,
wie die Lehre von den Eigenſchaften der geraden Linie, zur
gan
xt
ganzen Geometrie. Denn die reine innere Anſchauung,
in welcher die Seelen-Erſcheinungen conſtruirt werden
ſollen, iſt die Zeit, die nur eine Dimenſion hat. Aber auch
nicht einmal als ſyſtematiſche Zergliederungskunſt, oder
Experimentallehre, kann ſie der Chymie jemals nahe kom
men, weil ſich in ihr das Mannigfaltige der inneren
Beobachtung nur durch bloße Gedankentheilung von
einander abſondern, nicht aber abgeſondert aufbehalten
und beliebig wiederum verknupfen, noch weniger aber ein
anderes denkendes Subject ſich unſeren Verſuchen der Ab—
ſicht angemeſſen von uns unterwerfen laßt, und ſelbſt die
Beobachtung an ſich ſchon den Zuſtand des beobachteten
Gegenſtandes alterirt und verſtellt. Sie kann daher nie—
mals etwas mehr als eine hiſtoriſche, und, als ſolche, ſo
viel moglich ſyſtematiſche Naturlehre des inneren Sin—
nes, d. i. eine Naturbeſchreibung der Seele, aber nicht
Seelenwiſſenſchaft, ja nicht einmal pſychologiſche Experi—
mentallehre werden; welches denn auch die Urſache iſt,
weswegen wir uns zum Titel dieſes Werks, welches
eigentlich die Grundſatze der Korperlehre enthalt, dem
gewohnlichen Gebrauche gemaß des allgemeinen Namens
der Naturwiſſenſchaft bedient haben, weil ihr dieſe Be—
nennung im eigentlichen Sinne allein zukommt und alſo
hiedurch keine Zweydeutigkeit veranlaßt wird.
Damit aber die Anwendung der Mathematik auf
die Korperlehre, die durch ſie allein Naturwiſſenſchaft
wer
xit
werden kann, moglich werde, ſo muſſen Principien der
Conſtruction der Begriffe, welche zur Moglichkeit der
Macerie uberhaupt gehoren, vorangeſchickt werden; mit—
hin wird eine vollſtandige Zergliederung des Begriffs von
einer Materie uberhaupt zum Grunde gelegt werden muſ—
ſen, welches ein Geſchafte der reinen Philoſophie iſt, die
zu dieſer Abſicht ſich keiner beſonderen Erfahrungen, ſon—
dern nur deſſen, was ſie im abgeſonderten (ob zwar an
ſich empiriſchen) Begriffe ſelbſt antrifft, in Beziehung
auf die reinen Anſchauungen im Raume, und der Zeit
(nach Geſetzen, welche ſchon dem Begriffe der Natur
uberhaupt weſentlich anhangen) bedient, mithin eine
wirkliche Metaphyſtik der korperlichen Natur iſt.
Alle Naturphiloſophen, welche in ihrem Geſchafte
mathematiſch verfahren wollten, haben ſich daher jeder—
zeit (ob ſchon ſich ſelbſt unbewußt) metaphyſiſcher Prin—
ripien bedient und bedienen muſſen, wenn ſie ſich gleich
ſonſt wider allen Anſpruch der Metaphyſik auf ihre Wiſ—
ſenſchaft feyerlich verwahrten. Ohne Zweifel verſtanden
ſie unter der letzteren den Wahn, ſich Moglichkeiten nach
Belieben auszudenken und mit Begriffen zu ſpielen, die
ſich in der Anſchauung vielleicht gar nicht darſtellen laſ
ſen, und keine andere Beglaubigung ihrer objectiven
Realitat haben, als daß ſie blos mit ſich ſelbſt nicht im
Widerſpruche ſtehen. jAlle wahre Metaphyſtk iſt aus
dem Weſen des Denkungsvermogens ſelbſt genommen,
und
XxIIt
und keinesweges darum erdichtet, weil ſie nicht von der
Erfahrung entlehnt iſt, ſondern enthalt die reinen Hand—
lungen des Denkens, mithin Begriffe und Grundſatze a
priori, welche das Mannigfaltige einpiriſcher Vorſtel—
lungen allererſt in die geſetzmaßige Verbindung bringt,
dadurch es empiriſches Erkenntniß, d.i. Erfah—
rung, werden kann. So konnten alſo jene mathemati—
ſchen Phyſiker metaphyſiſcher Principien gar nicht entbeh—
ren, und unter dieſen auch nicht ſolcher, welche den Be—
griff ihres eigentlichen Gegenſtandes, nanilich der Mate—
rie, a priori zur Anwendung auf außere Erſahrung
tauglich machen, als des Begriffs der Bewegung, der
Erfullung des Raums, der Tragheit, u. ſ. w. Daruber
aber blos empiriſche Grundſatze gelten zu laſſen; hiel—
ten ſie mit Recht der apodictiſchen Gewißheit, die ſie
ihren Naturgeſetzen geben wollten, gar nicht gemaß,
daher ſie ſolche lieber poſtulirten, ohne nach ihren
Quellen a priori zu forſchen.
Es iſt aber von der großten Wichtigkeit zum Vor—
theil der Wiſſenſchaften ungleichartige Principien von
einander zu ſcheiden, jede in ein beſonderes Syſtem zu
bringen, damit ſie eine Wiſſenſchaft ihrer eigenen Art
ausmachen, um dadurch die Ungewißheit zu verhuten,
die aus der Vermengung entſpringt, da man nicht wohl
unterſcheiden kann, welcher von beyden theils die Schran—
ken, theils auch die Verirrungen, die ſich im Gebrauche
der
xiv
derſelben zutragen mochten, beyzumeſſen ſeyn durften. Um
deswillen habe ich fur nothig gehalten, von dem reinen
Theile ber Naturwiſſenſchaft (phyſica generalis), wo
metaphyſiſche und mathematiſche Conſtructionen durch
einander zu laufen pflegen, die erſtere, und mit ihnen zu—
gleich die Principien der, Conſtruction dieſer Begriffe,
alſo der Moglichkeit einer mathematiſchen Naturlehre
ſelbſt, in einem Syſtem darzuſtellen. Dieſe Abſonde—
rung hat, außer dem ſchon erwahnten Nutzen, den ſie
ſchafft, noch einen beſonderen Reiz, den die Einheit der
Erkenntniß bey ſich fuhrt, wenn man verhutet, daß die
Grenzen der Wiſſenſchaften nicht in einander laufen,
ſondern ihre gehorig abgerheilten Felder einnehmen.
Es kann noch zu einem zweyten Anpreiſungsgrunde
dieſes Verfahrens dienen: daß in Allem, was Metaphy
ſik heißt, die abſolute Vollſtandigkeit der Wiſſenſchaf
ten gehofft werden kann, dergleichen man ſich in keiner
anderen Art von Erkenntniſſen verſprechen darf, mithin
eben ſo, wie in der Metaphyſik der Natur uberhaupt,
alſo auch hier die Vollſtandigkeit der Metaphyſik der
korperlichen Natur zuverſichtlich erwartet werden kann;
wovon die Urſache iſt, daß in der Metaphyſik der Ge—
genſtand nur, wie er blos nach den allgemeinen Geſetzen
des Denkens, in andern Wiſſenſchaften aber, wie er nach
datis der Anſchauung (der reinen ſowohl, als empiri—
ſchen) vorgeſtellt werden muß, betrachtet wird, da denn.
jene
XxXv
jene, weil der Gegenſtand in ihr jederzeit mit alien noth—
wendigen Geſetzen des Denkens verglichen werden muß,
eine beſtimmte Zahl von Erkenntniſſen geben muß, die
ſich vollig erſchopfen laßt, dieſe aber, weil ſie eine unend—
liche Mannigfaltigkeit von Anſchauungen (reinen oder
empiriſchen), mithin Objecte des Denkens darbieten;
niemals zur abſoluten Vollſtandigkeit gelangen, ſondern
ins Unendliche erweitert werden konnen; wie reine Ma—
thematik und empiriſche Naturlehre. Auch glaube ich
dieſe metaphyſiſche Korperlehre ſo weit, als ſie ſich immer
nur erſtreckt, vollſtandig erſchopft, dadurch aber doch
eben kein großes Werk zu Stande gebracht zu haben.
Das Schema aber zur Vollſtandigkeit eines meta—
phyſiſchen Syſtems, es ſey der Natur uberhaupt, oder
der korperlichen Natur insbeſondere, iſt die Tafel der
Categorien“). Denn mehr giebt es nicht reine Verſtan
des
2) Nicht wider dieſe Tafel der reinen Verſtandesbegriffe, ſon:
dern die daraus gezogenen Schluſſe auf die Grenzbeſtim
mung des ganzen reinen Vernunftvermogens, mithin auch
aller Metaphyſit, ſinde ich in der Allgem. Litt. Zeit. Nt. 295.
in der Recenſion der lnſtitutiones Logicae et Metaph. des
Herrn Prof. Ulrich Zweifel, in welchen der tiefforſchende
Recenſent mit ſeinem nicht minder prufenden Verfaſſer
ubereinzukommen ſich erklaet, und zwar Zweifel, die, weil
ſie gerade das Hauptfundament meines in der Critik aufge—
ſtallten Syſtems treffen ſollen, Urſache waren, daß dieſes in
Anſehung ſeines Hauptzieles noch lange nicht diejenige apo—
dictiſche Ueberzeugung bey ſich fuhre, welche zur Abnothit
gung
XVI
desbegriffe, die die Natur der Dinge betreffen konnen.
Unter die vier Claſſen derſelben, die der Große, der
Qua
gung einer uneingeſchrankten Annahme erfoderlich iſt; dier
ſes Hauptfundament ſey meine, theiis dort, thetls in den
Prolegomenen, vorgetragene Deduction der reinen Vexr—
ſtandesbegriffe, die aber in dem Thetrle der Cririk, welcher
gerade der helleſte ſeyn mußte, am meiſten dunkel ware,
oder wohl gar ſich im Cirkel herumdrehete ee. Jch richte
meine VBeantwortung dieſer Einwurfe nur auf den Hauptt
punct derſetben, daß namlich, ohue eine ganz klare und ge
nugthurude Deduction der Categorien, das Syſtem der
Critik der reinen Vernunft in ſeinem Fundamente wanke.
Dagegen behaupte ich, daß fur denjenigen, der meine Satze
von der Sinnlichkeit aller unſerer Anſchauung und der Zu—
langlichkeit der Tafel der Categorien, als von den logiſchen
Functionen in Urtheilen uberhaupt entlehnter Beſtimmun—
gen unſeres Bewußtſeyns, unterſchreibt, (wie dieſes denn
der Recenſent thut) das Soſtem der Critik apodictiſche Get
wißheit bey ſich fuhren müſſe, weil dieſes auf dem Satze
erbauet iſt: daß der ganze ſpeculative Gebrauch unſerer
Vernunft niemals weiter, als auf Gegenſtande moglicher
Erfahrung, reiche. Denn, wenn bewieſen werden kann:
daß die Categorien, deren ſich die Vernunft in allem ihrem
Erkenntniß bedienen muß, gar leinen anderen Gebrauch,
als blos in Beziehung auf Gegenſtande der Erfahrung hat
ben konnen (dadurch daß ſie in dieſer blos die Form des
Denkens moglich machen), ſo iſt die Beantwortung der
Frage, wie ſie ſolehe moglich machen, zwar wichtig genug,
um dieſe Deduction, wo moglich, zu vollenden, aber in Bet
ziehung auf den Hauptzweck des Syſtems, naämlich die
Grenzbeſtimmung der reinen Vernunft, keinesweges noth—
wendig, ſondern blos verdienſtlich. Denn in dieſer Abſicht
iſt die Deduction ſchon alsdenu weit genug gefuhrt, wenn
ſie
XVYII
Qualitut, der Relation und endlich der Modalitat,
muſſen ſich auch alle Beſtimmungen des allgemeinen Be—
griffs
ſie zeigt, daß gedachte Categorien nichts anders, als bloße
GVormen der Urtheile ſind, ſo fern ſie auf Anſchauungen (oie
bey uns immer nur ſinnlich ſind) angewandt werden, dadurch
aber allererſt Objecte bekommen und Erkenniniſſe weiden;
weil dieſes ſchon hinreicht, das ganze Syſtem der eigentli—t
chen Critik darauf mit volliger Sicherheit zu grunden. So
ſteht Newtons Syſtem der allgemeinen Gravitaten feſt, ob
es gleich die Schwierigkeit beyh ſich fuhrt, daß maun nicht err
klaren kann, wie Anziehung in die Ferne moglich ſey; aber
Schwierigkeiten ſind urcht Zweifel. Daß nun jenes
Hauptfundament auch ohne voliſtandige Deductten ber Ca—
tesgorien feſt ſtehe, beweiſe ich aus dein Zugeſtandenen alſo:
1. Zugeſtanden: daß die Tafel der Categorien alle reme Vert
ſtandesbegtiffe vollſtandig enihalte und eben ſeo alle formale
Verſtandeshandiaugen in Uetheilen, von welchen ſie abget
leitet und auch in nichts unterſchieden ſind, als daß durch
den Verſtandesbegriff ein Object in Anſehung einer oder der
andern Function der Uztheile als beſtimmt gedacht wird;
(z. B. ſo wird in dem categoriſchen Urtheile, der Stein iſt
hart, der Stein fur Subject und hart als Pradicat ge—t
braucht, ſo doth, daß es dem-Verſtande unbenommen bleibt,
die iogiſche Function dieſer Begriffe umzutauſchen und zu
ſagen: eiaiges Harte iſt zin Stein; dagegen, wenn ich es
mir im Objecte als beſtimmt vorſtelle, daß der Stein in
jeder moglichen Beſtimmung eines Gegepyſtandes, nicht des
bloßen Begriffs, nur' als Subjeet, die Harte aber nur als
Pradicat gedacht werden muſſe, dieſelben logiſchen Functio—
nen nun veine Verſtandesbegriffe von Objeecten, namlich
als Subſtanz vnd Aecidens, werden);
2. zugeſtanden: daß der Verſtand durch ſeine Natur ſynther
tiſche Grundſatze a priori bey ſich fuhre, durch die er alle
2
b— Gegens
XVIII
griffs einer Materie uberhaupt, mithin auch alles, was
a priori von ihr gedacht, was in der mathematiſchen
Con
Gegenſtande, die ihm gegeben-werden mogen, jenen Cate—
gorien unterwirft, mithin es auch Anſchauungen a priori
geben muffe, welche die jJur Anwendung jener reinen Ver—
ſtandesbegriffe erforderlichen Bedingungen enthalten, weil
ohne Auſchauung kein Object, in Anſehung deſſen die lo—
giſche Function als Categorie beſtimmt werden konne, mit—
hin auch keine Eckenntniß irgend eines Gegenſtandes, und
alſo auch ohne reine Anſchauung kein Grundſatz, der ſit
à priori in dieſer Abſicht beſtimmte, Statt findet;
z. zugeſtanden: daß dieſe reinen Anſchauungen niemals etwas
anders, als bloße Formen der Erſcheinungen außeren oder
des inneren Sinnes (Raum und Zeit), folglich nur allein
der Gegenſtande moglicher Erfahrungen ſeyn konnen:
So folgt: daß aller Gebrauch der reinen Vernunft niemals
worauf anders, als auf Gegenſtande der Erfahrung gehen
konne, und, weil in Grundſatzen a priori nichts Empiri—
ſches die Bedingung ſeyn kann, ſie nichts weiter als Prin—
cipien der Moglichkeit der Erfahrung uberhaupt ſeyn
konnen. Dieſes allein iſt das wahre und hinlaugliche
Fundament der Grenzbeſtimmung der reinen Vernunſt,
aber nicht die Aufloſung der Aufgabe: wie nun Erfaht
rung vermittelſt jener Categorien und nur allein durch die—
ſelbe moglich ſey. Die letztere Aufgabe, obgleich auch
vhne ſie das Gebaude feſt ſteht, hat indeſſen große Wich—
tigkeit, und, wie ich es jetzt einſehe, eben ſo große Leichtigkeit, da ſie beynahe durch einen einzigen Schluß aus
der genau beſtimmten Definition eines Urtheils uberhaupt
(einer Handlung, durch die gegebenen Vorſtellungen zuerſt
Erkenntniſſe eines Objects werden) verrichtet werden kann.
Die Dunkelheit, die in dieſem Theile der Deduction mei—
nen vorigen Verhandlungen anhangt, und die ich nicht
in
Xx
Conſtruction dargeſtellt, oder in der Erfahrung, als be—
ſtimmter Gegenſtand derſelben, gegeben werden mag,
brin—
in Abrede ziehe, iſt dem gewohnlichen Schickſale des
Verſtandes im Nachſforſchen beyzumeſſen, dem der kurze—
ſte Weg gemeiniglich nicht der erſte iſt, den er gewahr
wird. Daher ich Lie nachſte Gelegenheit ergreifen wer—
de, diefen Mangel (welcher auch nur die Art der Dar—
ſtellung, nicht den dort ſchon richtig augegebenen Erkla—
rungsgrund, betrifft) zu erganzen, ohne daß der ſcharft
ſinnige Recenſent in die ihm gewiß felbſt unangenehm fal—t
lende Rothwendigkeit verſetzt werden darf, wegen der be—r
fremdlichen Einſtinmung der Erſcheinungen zueden Ver—
ſtandesgeſetzen, ob dieſe gleich von jenen ganz verſchisdene
Quellen haben, zu einer praäſtabilirten Harmonie ſeine Zu—
flucht zu nehmen; einem Rettungsmittel, welches wert
ſchlinmer ware, als das Uebel, dawider es helfen ſoll,
und das dagegen doch wirklich nichts helfen kamm. Denn
auf dieſe komme doch jene objective Nothwendiakeit nicht
heraus, welche die reinen Verſtandesbegriffe (und die
Grundſatze ihrer Anwendung auf Erſcheinungen) characte:
riſirt, z. B. in dem Begriffe der Urſache in Verknupfung
mit der Wirkung, ſondern alles bleibt blos ſubjectiv—
nothwendige, objectiv aber blos zufallige Zuſammenſtel-
lung, gerade wie es Hume will, wenn er ſie bloße Tau—
ſchung aus Gewohnheit nennt. Auch kann kein Syſtem
in der Welt dieſe Nothwendigkeit wo anders herleiten,
als aus den a priori zum Grunde liegenden Principien
der Moglichkeit des Denkens ſelbſt, wodurch allein die
Erkenntniß der Objecte, deren Erſcheinung uns gegeben
iſt, d. i. Erfahrung, moglich wird, und geſetzt, die Art,
wie Erfahrung dadurch allererſt moglich werde, konnte
niemals hinreichend erklart werden, ſo bleibt es doch un
widerſprechlich gewiß, daß ſie blos durch jene Begriffe
b 2 moglich,
xx SSJ—
bringen laſſen. Mehr iſt hier nicht zu thun, zu entdecken
oder hinzuzuſetzen, ſondern allenfalls, wo in der Deut—
lichkeit oder Grundlichkeit gefehlt ſeyn mochte, es beſ—
ſer zu muchen.
Der Begriff der Materie mußte daher durch alle
vier genannte Functionen der Verſtandesbegriffe (in vier
Hauptſtucken) durchgefuhrt werden, in deren jedem eine
neue Beſtimmung deſſelben hinzukam. DVie Grumndbe—
ſtunmung eines Erwas, das ein Gegenſtand außerer
Sinue ſeyn ſoll, mußte Bewegung ſeyn; denn dadurch
allein konnen dieſe Sinne afficirt werden. Auf dieſe
fuhrt auch der Verſtand alle ubrige Pradicate der Ma—
terie, die zu ihrer Natur gehoren, zuruck, und ſo iſt die
Naturwiſſenſchaft durchgängig eine entweder reine oder
angewandte Bewegungslehre. Die metaphyſiſchen
Anfangsgrunde der Naturwiſſenſchaft ſind alſo unter
vier Hauptſtucke zu bringen, deren erſtes die Bewe—
gung als ein reines Quantum, nach ſeiner Zuſammen—
ſetzung, ohne alle Qualitat des Beweglichen, betrachtet,
und Phorono mie genannt werden kann, das zwey—
te ſie als zur Qualitat der Materie gehorig, unter dem
Namen einer urſprunglich bewegenden Kraft, in Erwa—
gung
moglich, und jene Begriffe umgekehrt auch in keiner an:
deren Beziehung, als auf Gegenſtande der Erfahrung,
einer Bedkutung und irgend etines Gebrauchs fahig ſind.
p xxi
gung zieht, und daher Dy na mik heißt, das dritte
die Materie mit dieſer Qualitat durch ihre eigene Be—
wegung gegen einander. in Relation betrachtet, und
unter dem Namen Mechanik vorkommt, das vier—
te aber ihre Bewegung oder Ruhe blos in Beziehung
auf die Vorſtellungsart, oder Modalitat, mithin
als Erſcheinung außerer Sinne, beſtimmt, und Pha—
nomeno logie genannt wird.
Aber außer jener inneren Nothwendigkeit, die me—
taphyſiſchen Anfangsgrunde der Korperlehre nicht allein
von der Phyſik, welche empiriſche Principien braucht,
ſondern ſelbſt von den rationalen Pramiſſen derſelben,
die den Gebrauch der Mathematik in ihr betreffen, ab
zuſondern, iſt noch ein außerer, zwar nur zufalliger,
aber gleichwohl wichtiger Grund da, ihre ausfuhrliche
Bearbeitung von dem allgemeinen Syſtem der Meta—
phyſik abzutrennen, und ſie als ein beſonderes Ganze ſy—
ſtematiſch darzuſtellen. Denn, wenn es erlaubt iſt, die
Grenzen einer Wiſſenſchaft nicht blos nach der Beſchaf
fenheit des Objects und der ſpecifiſchen Erkenntnißart
deſſelben, fondern auch nach dem Zwecke, den man mit
J
der Wiſſenſchaft ſelbſt zum anderweitigen Gebrauche
vor Augen hat, zu zeichnen, und findet, daß Metaphyſtk
ſo viel Kopfe bisher nicht darum beſchaftigt hat und ſie
ferner beſchaftigen wird, um Naturkenntniſſe dadurch
iu erweitern, (welches viel leichter und ſicherer durch
b 3 Beobach—
XXII
Beobachtung, Erperiment und Anwendung der Mathe—
matik auf außere Erſcheinungen geſchieht, ſondern um
zur Erkenntniß deſſen, was ganzlich uber alle Grenzen
der Erfahrung hinausliegt, von Gott, Freyheit und Un—
ſterblichkeit zu gelangen; ſo gewinnt man in Beforde—
rung dieſer Abſicht, wenn man ſie von einem zwar aus
ihrer Wurzel ſproſſenden, aber doch ihrem regelmaßigen
Wuchſe nur hinderlichen, Sproßlinge befreyet, dieſen
beſonders pflanzt, ohne dennoch deſſen Abſtammung
aus jener zu verkennen und ſein volliges Gewachs aus
dem Syſtem der allgemeinen Metaphyſik wegzulaſſen.
Dieſes thut der Vollſtändigkeit der letzteren keinen Ab—
bruch und erleichtert doch den gleichformigen Gang die—
ſer Wiſſenſchaft zu ihrem Zwecke, wenn man in allen
Fallen, wo man der allgemeinen Korperlehre bedarf,
ſich nur auf das abgeſonderte Syſtem derſelben berufen
darf, ohne jenes großere mit dieſem anzuſchwellen. Es
iſt auch in der That ſehr merkwurdig, (kann aber hierr
nicht ausfuhrlich vor Augen gelegt werden) daß die all—
gemeine Metaphyſik in allen Fallen, wo ſie Beyſpiele
(Anſchauungen) bedarf, um ihren reinen Verſtandesbe—
griffen Bedeutung zu verſchaffen, dieſe jederzeit aus der
allgemeinen Korperlehre, mithin von der Form und den
Principien der außeren Anſchauung hernehmen muſſe,
und, wenn dieſe nicht vollendet darliegen, unter lauter
finnleeren Begriffen unſtat und ſchwankend herumtappe.
Daher
XXIII
Daher die bekannten Streitigkeiten, wenigſtens die
Dunkelheit in den Fragen: uber die Moglichkeit eines
Widerſtreits der Realitaten, die der intenſiven Gro—
ße, u. a. m., bey welchen der Verſtand nur durch Bey—
ſpiele aus der korperlichen Natur belehrt wird, welches
die Bedingungen ſind, unter denen jene Begriffe allein
objective Realitat, d. i. Bedeutung und Wahrheit ha—
ben konnen. Und ſo thut eine abgeſonderte Metaphyſik
der korperlichen Natur der allgemeinen vortrefliche
und unentbehrliche Dienſte, indem ſie Beyſpiele (Falle
in Concreto) herbeyſchafft, die Begriffe und Lehrſatze
der letzteren (eigentlich der Transſcendentalphiloſophie)
zu realiſiren, d. i. einer bloßen Gedankenform Sinn
und Bedeutung unterzulegen.
Jch habe in dieſer Abhandlung die mathematiſche
Methode, wenn gleich nicht mit aller Strenge befolgt,
(wozu mehr Zeit erfoderlich geweſen ware, als ich dar—
auf zu verwenden hatte) dennoch nachgeahmt, nicht,
um ihr durch ein Geprange von Grundlichkeit beſſeren
Eingang zu verſchaffen, ſondern weil ich glaube, daß
ein ſolches Syſtem deren wohl fahig ſey und dieſe Voll.
kommenheit auch mit der Zeit von geſchickterer Hand
wohl erlangen konne, wenn, durch dieſen Entwurf ver—
anlaßt, mathematiſche Naturforſcher es nicht unwichtig
finden ſollten, den metaphyſiſchen Theil, deſſen ſie
ohnedem nicht entubrigt ſeyn konnen, in ihrer allgemei.
J
nen
xxtv —SJ
nen Phyſtk als einen beſonderen Grundtheil zu behan—
deln und mit der mathematiſchen Bewegungslehre in
Vereinigung zu bringen.
Newton ſagt in der Vorrede zu ſeinen mathem.
Grundlehren der Nat. Wiſſ., (nachdem er angemerkt.
hatte, daß die Geemetrie von den mechaniſchen Hand
griffen, die ſie poſtulirt, nur zweyer bedurfe, namlich eink
gerade Linie und einen Cirkel zu beſchreiben). Die
Geometrie iſt ſtolz Warauf, daß ſie mit ſo weni—
gem, was ſie anderwarts hernimmt, ſo viel zu.
leiſten vermag“). Veon der Metaphyſik konnte man
dagegen ſagen: ſie ſteht beſturzt, daß ſie mit ſo vie—
lem, als ihr die reine Mathematik darbietet, doch
nur ſo wenig ausrichten kann. Jndeſſen iſt doch
dieſes Wenige etwas, das ſelbſt die Mathematik in
ihrer Anwendung auf Naturwiſſenſchaft unumganglich
braucht, die ſich alſo, da ſie hier von der Metaphyſik
nothwendig borgen muß, auch nicht ſchamen darf, ſich
mit ihr in Gemeinſchaft ſehen zu laſſen.
Gloriatur Geometria, quod rtam paueis prineipiis
aliunde petitis tam multa praeſtet. Newton Princ.
Phil. Nat. Math. Pruefut.
Erſtes Hauptſtuck.
Metaphyſiſche Anfangsgrunde
der
Phoronomie—
Erklarung 1.
Bylaterie
iſt das
im Raume.
24 Der Raum,
derBewegliche
ſelbſt beweglich
iſt, heißt
der materielle, oder auch der relative Raum;
der, in welchem alle Bewegung zuletzt gedacht
werden muß, (der mithin ſeibſt ſchlechterdings
unbeweglich iſt) heißt der reine, oder auch abſo—
lute Raum.
Anmerkung 1.
Da in der Phoronomte von nichts als Bewegung ge—
redet werden ſoll, ſo wird dem Subjzekt derſelben, namlich
der Materie, hier keine andere Eigenſchaft beygelegt, als
die Beweglichkeit. Sie ſelbſt kann aiſo ſo lange auch fur
einen Punct gelten, und man abſtrahirt in der Phoronomie
von aller innern Beſchaffenheit, mirhin auch der Große des
Beweglichen, und hat es nur mit der Bewegung und dem,
was in dieſer als Große betrachtet werden kann, (Geſchwin
digkeit und Richtung) zu ihun. Wenn gleichwohl der
Ausdruck eines Korpers hier bisweilen gebraucht werden
A ſo llte,
ſollte, ſo geſchieht es nur, um die Anwendung der Principien
der Phoronomie auf die noch folgenden beſtimmteren Begriffe
der Materie gewiſſermaaßen zu anticipiren, damit der Vor—
trag weniger abſtract und faßlicher ſey.
Anmerkung 2.
Wenn ich den Begriff der Materie nicht durch ein Pra—
dicat, was ihr ſelbſt als Objeet zukommt, ſondern nur durch
das VBerhaltniß zum Erkenntnitzvermogen, in welchem mir
die Vorſtellung allererſt gegeben werden kann, erkiaren ſoll,
ſo iſt Materie ein jeder Gegenſtand außerer Sinne, und
dieſes ware die blos metaphyſiſche Erklarung derſelhen. Der
Rarm aber ware blos die Form aller außeren ſinnlichen An—
ſchauung, (ob eben dieſelbe auch dem außeren Object, das
wir Materie nennen, an ſich ſelbſt zukomme, oder nur in
der Beſchaffenheit unſeres Sinnes bleibe, davon iſt hier gar
nicht die Frage). Die Materie ware im Gegenfatz der
Form das, was in der außeren Anſchauung ein Gegenſtand
der Empfindung iſt, folglich das Eigentlich-empiriſche der
ſinnlichen und außeren Anſchauung, weil es gar nicht a
priori gegeben werden kann. Jn aller Erfahrung muß et—
was empfunden werden, und das iſt das Reale der ſinn
lichen Anſchauurig, folglich muß auch der Raum, in wel—
chem wir uber die Bewegungen Erfahrung anſtellen ſollen,
empfindbar, d. i. durch das, was empfunden werden kann,
bezeichnet ſeyn, und dieſer, als der Jnbegriff aller Gegen—
ſtande der Erfahrung und ſelbſt ein Object derſelben, heißt
der ewnpiriſche Raum. Dieſer aber, als materiell, iſt
ſelbſt beweglich. Ein beweglicher Raum aber, wenn ſeine
Bevwoegung ſoll wahrgenommen werden konnen, ſetzt wiederum
einen anderen erweitertern materiellen Raum voraus, in
welchem er beweglich iſt, dieſer eben ſowohl einen andern,
und ſo forthin ins Unendliche.
Alſo iſt alle Bewegung, die ein Gegenſtand der Er—
fahrung iſt, blos relativ, der Raum, in dem ſie wahrge—
nommen wird, iſt ein relativer Raum, der ſelbſt wiederum,
und
J3
Nund vielleicht in entgegengeſetzter Richtung, in einem erwei—
terten Raume bewegt, mithin auch die in Beziehung auf den
erſtern bewegte Matetie in Verhaltniß auf den zweyten
Raum ruhig genaunt werden kann, uno dieſe Abanderuigen
des Begriffs der Bewegungen gehen mit der Veranderung
des relativen Raums ſo ins Unendliche fort. Einen abſo—
luten Raum, d. i. einen ſolchen, der, weil er nicht mate—
riell iſt; auch kein Gegenſtand der Erfahrung ſehn kanu,
als fur ſich gegeben annehmen, heiat etwas, das weder
an ſich, noch in ſeinen Folgen (der Bewegung im abſoluten
Raum) wahrgenommen werden kann, um der Mdoalichkeit
der Erſahrung willen annehmen, die docy jederzeit ohne ihn
angeſte t werden muß. Der abſolute Raum iſt auſo au ſich
nichts und gar lein Object, ſondern bedeutet nur einen zeden
andern relatipen. Faum, den ich mir außer dem gegebenen
jederzeit denken lann, und den ich nur uber jeden gegebenen
ins Unendliche hinausrücke, als einen ſolchen, der dieſen
einſchlietßt und in welchem ich den erſteren als bewegt autieh—
men kann. Weil ich den erweiterten, obgleich immer
noch materiellen, Raum nur in Gedanken habe und mir von
der Materie, die ihn bezeichnet, nichts betannt iſt, ſo ab—
ſtrahtre ich von dieſer, und er wird daher wie ein reiner,
nicht empiriſcher und abſoluter Raum vorgeſtellt, mit dem
ich jeden emptriſchen vergleichen und dieſen in ihm als be—
weglich vorſtellen lann, der alſo jederzeit ars unbeweglich
gilt. Jhn zum wirklichen Dinge zu ma hen, heißt die lo—
giſche Allgemeinbeit irgend eines Rauns, mit dem ich
jeden empirtichen als darin eingeſchloſſen vergleichen kann,
in eine phyſiſche Allgemeinheit des wirklichen Unfanges
verwechſeln, und die Vernunft in ihrer Jdee misverſtehen.
Schueßitch merke ich noch an: daß, da die Beweg—
lichkeit eines Gegenſtandes im Raum a priori und ohne
Belehrung durch Erfahrung nicht erkannt werden kann, ſie
von mir eben darum in der Critik der r. V. auch nicht unter
die reinen Verſtandesbeariffe gezahlt werden konnte, und daß
dieſer Begriff, als empiriſch, nur in einer Naturwiſſen—
A2 ſchaft,
4
ſchaft, als angewandter Metaphyſik, welche ſich mit einem
durch Erfahrung gegebenen Begriffe, obwohl uach Princi—
pien a priori, beſchaftigt, Platz finden konne.
Erklarung 2.
Bewegung eines Dinges iſt die Verande—
rung der außeren Verhaltniſſe deſſelben zu
einem gegebenen Raum.
Anmerkung 1.
Vorher habe ich dem Begriffe der Materie ſchon den
Begriff der Bewequng zum Grunde gelegt. Denn, da ich
denſelben ſelbſt unabhangig vom Begriffe der Ausdehnung
beſtimmen wollte, und die Materie alſo auch in einem
Puncte betrachten konnte, ſo durfte ich einraumen, daß man
ſich daſelbſt der gemeinen Erklarung der Bewegung als
Weranderung des Orts bedienete. Jetzt, da der Be—
griff einer Materie allgemein, mithin auch auf bewegte
Korper paſſend, erklart werden ſoll, ſo reicht jene Defini—
tivn nicht zu. Denn der Ort eines jeden Korpers iſt ein
Punct. Wenn man die Weite des Mondes von der Erde
beſtimmen will, ſo will man die Entfernung ihrer Oerter
wiſſen, und zu dieſem Ende mißt man nicht von einem be—
liebigen Puncte der Oberflache, oder des Jnwendigen der
Erde, zu jedem beliebigen Punete des Mondes, ſondern
nimmt die kurzeſte Linie vom Mittelpunete des einen zum
Mittelpuncte des andern, mithin iſt von jedem dieſer Kor—
per nur ein Punct, der ſeinen Ort ausmacht. Nun kaun
ſich ein Korper bewegan, ohne ſeinen Ort zu verandern,
wie die Erde, indem ſie ſich um ihre Achſe dreht. Aber
ihr Verhältniß zum äußeren Raume verandert ſich hiebey
doch; denn ſie kehrt z. B. in 24 Stunden dem Monde ihre
verſchiedenen Seiten zu, woraus denn auch allerley wandel—
bare Wirkungen auf der Erde erfolgen. Nur von einem
beweglichen, d. i. phyſiſchen, Puncte kann man ſagen:
Bewe
—S 5
Bewegung ſey jederzeit Veranderung des Ort. Man
konnte wider dieſe Erklarung erinnern: daß die innere Be—
wegung, z. B. einer Gahrung, nicht in ihr mit eingeſchloſſen
ſey: aber das Ding, was man bereegt nennt, muß ſo fern
als Einheit betrachtet werden. Die Materie, als z. B. ein
Faß Bier, iſt bewegt, bedeutet alſo etwas anderes, als
das Bier im Faſſe iſt in Bewegung. Die Bewegung
eines Dinges iſt mit der Bewegung in dieſem Dinge nicht
einerley, von der erſteren aber iſt hier nur die Rede. Die—
ſes Begriffs Anwendung aber auf den zweyten Fall iſt
nachher leicht.
Anmerkung 2.
Die Bewchrungen konnen drehend (ohne Veranderung
des Orts) oder fortſchreitend, dieſe aber entweder den
Raum erweiternd, oder auf einen gegebenen Raum einge—
ſchrankte Bewegungen ſeyn. Von der erſteren Art ſind die
geradlinigten, oder auch krummlinigten, in ſich nicht zuruck—
kehrenden Bewegungen. Die von der zweyten ſind die in
ſich zuruckkehrenden. Die letztern ſind wiederum entweder
circulirende oder oſcillirende, d. i. Kreis-, oder ſchwan—
kende Bewegungen. Die erſtern legen eben denſelben Raum
immer in derſelben Richtung, die zweyten immer wechſels—
weiſe in entgegengeſetzter Richtung zuruck, wie ſchwankende
Penduln. Zu beyden gehort noch Bebung (mortus tre—
mulus), welche nicht eine fortſchreitende Bewegung eines
Korpers, dennoch aber eine reciprocirende Bewegung einer
Materie iſt, die dabey ihre Stelle im Ganzen nickt veran—
dert, wie die Zitterungen einer geſchlagenen Glocke, oder
die Bebungen einer durch den Schall in Bewegung geſetzten
Luft. Jch thue dieſer verſchiedenen Arten der Bewegung
blos darum in einer Phoronomie Erwahnung, weil man
bey allen, die nicht fortſchreitend ſind, ſich des Worts Ge
ſchwindigkeit gemeiniglich in anderer Bedeutung bedient,
als bey den fortſchreitenden, wie die folgende Anmer—
kung zeigt.
Az
An
Anmerkung 3.
Jn jeder Bewegung ſind Richtung und Geſchwindig—
keit die beyden Momente der Erwagung. derſelben, wenn
man von allen anderen Eigenſchafren des Beweglichen ab—
ſtrahirt. Jch ſetze hier die gewohnliche Deſinttion beyder
voraus; allein die der Richtung bedarf unoch verſchtedener
Etutchrankungen. Ein im Kreiſe bewegter Korper vetan—
dert ſeine Richtung coutunnrlich, ſo, daß er bis zu ſetner
Rucktehr zum Punecte, voie em er auvging, alle in einer
Flache nur mogliche Richtungen eingeſchlagen iſt, und doch
ſugt man: er bewege ſich immer in derſelben Rechtung, z. B.
der Planet von Abend gegen Morgen.
Allein, was iſt hier die Seite, nach der die Bewe—
gung gerichtet iſt? eine Frage, die mit der einqe Verwandt—
ſchaft hat, worauf beruhet der innere Unterſchieb der Schne—
cken; die ſonſt ahnlich und ſo gar gleich, aber davon eine
Species rechts, die andere links gewunden iſt; oder des
Windens der Schwerdtbohnen und des Sopfens, deren die
erſtere wie ein Pfropfenzieher, oder, wie die Seeleute es
ausdrucken wurden, wider die Sonne, der andere mit
der Sonne um ihre Stange laufen? ein Begriff, der ſich
zwar conſtruiren, aber, als Begriff, fur ſich durch allge—
meine Merkmale und in der discurſiven Erkenntnißart gar
nicht deutlich machen laßt, und der in den Dingen ſelbſt
(z. B. an denen ſeltenen Menſchen, bey denen die Leichener—
offnung alle Theile nach der phyſiologiſchen Regel mit an—
dern Menſchen einſtimmig, nur alle Eingeweide links oder
rechts, wider die gewohnliche Ordnung verſetzt fand) keinen
erdenklichen Unterſchied in den innern Folgen geben kann und
demnach ein wahrhafter mathematiſcher und zwar inuerer
Unterſchied iſt, womit der, von dem Uhnterſchiede zweyer
ſonſt in allen Stucken gleichen, der Richtung nach aber ver
ſchiedenen Kreisbewegungen, obgleich nicht vollig einerley,
dennoch aber zuſammenhangend iſt. Jch habe anderswo
gezeigt, daß, da ſich dieſer Unterſchied zwar in der Au—
ſchauung
ſchauung geben, aber gar nicht auf deutliche Begriffe brin—
gen, mithin nicht verſtandlich ertlaren (dari, non intelligi)
laßt, er einen guten beſtätigenden Beweisgrund zu dem
Satze abgebe: daß der Raum uberhaupt nicht zu den Eigen—
ſchaften oder Verhaltnifſfen der Dinge an ſich ſelbſt, die
ſich nothwendig auf objectire Begriffe mußten bringen laſſen,
ſondern blos zu der ſubjectiven Form unſerer ſinnlichen An—
ſchauung von Dingen oder Verhaltniſſen, die uns, nach
dem, was ſie an ſich ſeyn mogen, vollig unbekannt bleiben,
gehore. Doch dies iſt eine Abſchweifung von unſerem jetzi—
gen Geſchafte, in welchem wir den Raum ganz nothwendig
als Eigenſchaft der Dinar, die wir in Betrachtung ziehen,
namlich korperlicher Weſen, behandeln mufſen, weil
dieſe ſelbſt nur Erſcheinungen außerer Sinne ſind und nur
als ſolche hier erklart zu werden bedurfen. Was den Be—
griff der Geſchwindigkeit betrifft, ſo bekommt dieſer Aus—
druck im Gebrauche auch bisweilen eine abweichende Beden:
tung. Wir ſagen: die Erde dreht ſich geſchwinder um ihre
Achſe als die Sonne, weil ſie es in kürzerer Zeit thut;
obgleich die Bewegung der letzteren viel geſchwinder iſt.
Der Blutumlauf eines kleinen Vogels iſt viel geſchwinder,
alsſder eines Menſchen, obgleich ſeine ſtrmende Bewegung
im erſteren ohne Zweifel weniger Geſchwindigkeit hat, und
ſo auch bey den Bebungen elaſtiſcher Materien. Die Kurze
der Zeit der Wiederkehr, es ſey der circulirenden oder oſtcil—
lirenden Bewegung, macht den Grund dieſes Gebrauchs
aus, an welchem, wenn ſonſt nur die Misdeutung vermie—
den wird, man auch nicht unrecht thut. Denn dieſe bloße
Vergroßerung der Eile in der Wiederkehr, ohne Vergroße—
rung der raumlichen Geſchwindigkeit, hat ihre eigenen und
ſehr erheblichen Wirkungen in der Natur, worauf in dem
Cirkellauf der Safte der Thiere vielleicht noch nicht genug
Rückſicht genommen worden. Jn der Phorondmie brauchen
wir das Wort Geſchwindigkeit blos in raumlicher Bedeu—
8
tung C—
T
Aa4 Erkla—
Erklärung z.
Ruhe iſt die beharrliche Gegenwart (praeſentia perdurabilis) an demſelben Orte; beharr—
lich aber iſt das, was eine Zeit hindurch exiſtirt,
d. i. dauret.
Aanmerkung.
n
Ein Korper, der in Bewegung iſt, iſt in jedem
Puncte der Linte, die er durchlauft, einen Argenblick. Es
fragt ſich nun, oh er darin rutze, oder ſich bemege. Ohne
Zweifel wird man das letztere ſagen; denn er iſt in dieſem
Puucte nur ſo fern, als er ſich bewegt, genenwartig. Man
nehme aber die Bewegvong deſſelben ſo an:
A
aO,
o0oB
—o.
daß der Korper mir gleichtdrmiger Geſchwindigkeit die Linie
AB vorwarts und ructwarts von Benach A zurücilege, ſo
daß, weil der Augenblick, da er in B iſt, beyden Bewe—
gungen gemein tſt, ote Bewegung von Annach Bin Sec.,
die von hunach A aber auch in Sec., beyde zuſammen
aber in einer ganzen Secunde zuruckgelegt worden, ſo daß
auch nicht der kleinſte Theil der Zeit auf die Gegenwart des
Korpers in B aufgewandt worden: ſo wird, ohne den min—
deſten Zuwachs dieſer Bewegungen, die letztere, die in der
Richtung BA geſchahe, in die nach der Richtung Ba, wel—
ches mit AB in einer geraden Linie liegt, verwandelt werden
fonnen, wo denn der Korper, indem er in B iſt, darin
nicht als ruhig, ſondern als bewegt angeſehen werden muß.
Er mußte daher auch in der erſteren in ſich ſelbſt wiederkeh—
renden Bewegung in dem Puncte B als bewegt angeſehen
werden, welches aber unmoglich iſt; weil, nach dem, was
angenommen worden, es nur ein Augenblick iſt, der zur
Bewegung AL und zugleich zur gleichen Bewegung BA ge—
hort, die der vorigen entgegengeſetzt und mit ihr in einem
und demſelben Augenblicke verbunden iſt, volligen Mangel
der Bewegung, folglich, wenn dieſer den Begriff der Ruhe
aus
2
ausmachte, auch in der gleichformiger Bewegung An Ruhe
des Korpers in jedem Puncte, z. B. in B, beweiſen munte,
welches der obigen Behauptung widerſpricht. Man ſtelle
ſich dagegen die Linie AB als uber den Punct A aufgerichtet
vor, ſo, daß ein Korper von An nach B ſteigend, nachdem
er durch die Schwere im Puncte B feine Bewegung verloh—
ren hat, von B enach Aneben ſv wiederum zuruckfalle; ſo
fräge ich, ob der Korper in Bels bewegt, oder als ruhig
angeſehen werden konne. Olne Zweifel wird man ſagen,
als ruhig: weil ihm alle vocherige Bewegung genomnien
worden, nachdem er dieſen Punct erreicht hat, und hernach
eine gleichmaßige Bewegung zuruck allererſt folgen ſoll,
folglich noch nicht da iſt; der Mangel aber der Bewegung,
wird man hinzufetzen, iſt Ruhe. Aber in dem erſteren Falle
einer angenommeuen gleickformigen Bewegung konnte die
Bewegung EA auch nicht anders eintreten, als dadurch,
daß vorher die Beweqgung Ab aufgehort hatte und die von
Bnach A noch nicht war, folglich, daß in Bein Mangel
aller Bewegung, und, aach der gewohnlichen Ertlarung,
Ruhe mußte angenommen werden, aber man durfte ſte doch
nicht aunehmen, weil, bey einer gegebenen Geſchwindig—
keit, kein Korper in einan Puncte ſeiner gleichformigen Be—
wegung als ruhend gedacht werden muß. Worauf beruht
denn im zweyten Fale die Anmaßung des Begriffs der
Ruhe, da doch dieſes Steigen und Fallen gleichfalls nur
durch einen Attgeublie von einander getrennt wird. Der
Grund davon liegt darin, daß die letztere Bewegung nicht
als gleichformig mit gegebener Geſchwindigkeit gedacht wird,
ſondern zuerſt als gleichformig verzogert und hernach als
gleichformig beſchleanigt, ſo doch, daß die Geſchwindigkeit
im Puncte B nicht ganzlich, ſondern nur bis zu einem Grad,
der kleiner iſt, als zede nur anzugebende Geſchwindigkeit, mit
welcher, wenn, anſtatt zuruckzufallen, die Linie ſeines
Falles BA in die Richtung Ba geſtellet, mithin der Korper
immer noch als ſteigend betrachtet wurde, er, als mit einent
bloßen Moment der Geſchwindigkeit, Gder Widerſtand der
A5 Schwe
10 ptec
Schwere wird alsdenn bey Seite geſetzt), in jeder noch ſo
großen anzugebenden Zett gleichſdrmig doch nur einen Raum,
der kieiner iſt, a.s jeder anzugebende Roum, zurucklegen, mirhin
ſeinen Ort (für irgeno eine mogliche Erfahrung) in alle
Ewigkeit gar nicht verandern wurde. Folglich murd er in
den Zuſtand einer dauecaden Gegenwart an demſelben
Orte, d. i. der Ruhe, verſitzt, ob ſie gleich wegen der con—
tinuſrlichen Einwirkung der Schwere, d. i. der Veranderung
dieſes Zuſtandes, ſo fort aufzehoben wird. Jn einem be
harrlichen Zuſtande ſeyn ind darin beharren (wenn
nichts anderes ihn verruckt) ſind zwey verſchiedene Begriffe,
deren einer dem anderen keinen Abbruch thut. Alſo kann
die Ruhe nicht durch den Maungel der Bewegung, der ſich,
als So, gar nicht conſtruiren laßt, ſondern muß durch
die beharrliche Gegenwart an deniſelben Orte ertlart wer—
den, da denn dieſer Begriff auch durch die Vorſtellung einer
Bewegung mit unendlich kletier Geſchwindigkeit, eine
endüiche Zeit hindurch conſtruirt, mithin zu nachheriger
Anwendung der Mathematik auf Naturwiſſenſchaft benutzt
werden kann.
Erklarung 4.
Den Begriff einer zuſammengeſetzten
Bewegung conſtruiren— heißt eine Bewe—
ung, ſo fern ſie aus zweyen oder mehreren ge
gebenen in einem Beweglichen vereinigt ent—
ſpringt, a priori in der Anſchauung darſtellen.
Anmerkung.
Zur Conſtruction der Begriffe wird erfodert: daß die
Bedingung ihrer Darſtellung nicht von der Erſahrung ent—
lehnt ſey, alſo auch nicht gewiſſe Krafte vorausſetze, deren
Exiſtenz nur von der Erfahrung abgeleitet werden kann, oder
uberhaupt, daß die Bedingung der Conſtruction nicht ſelbſt
ein Begriff ſeyn muſſe, der gar nicht a priori in der
An
11
Anſchauung gegeben werden kann, wie z. B. der von Urſa—
che und Wirkung, Handlung und Widerſtand rc. Hier iſt
nun vorzuglich zu bemerken: daß Phorononue durchaus zuerſt
Conſtruction der Bewegungen uberhaupt als Großen, und,
da ſie die Materie blos als Etwass Bewegliches, mithin
an welchem gar auf keine Große derſelben Ruckſicht genom
men wird, zum Gegenſtande hät, dieſe Bewegungen allein
als Großen, ſo wohl ihrer Geſchwindigkeit als Richtung
nach, und zwar ihrer Zufammenſetzung nach a priori zu be—
ſtimmen habe. Denn ſo viel muß ganzlich a priori und
zwar anſchauend zumn Behuf der angewandten Mathemattk
ausgemacht werden. Denn die Regeln der Verknupfung
der Bewegungen durch phyſiſche Urſachen, d. i. Krafte, laſ—
ſen ſich, ehe die Grundſatze ihrer Zuſammenſetzung uberhaupt
vorher rein mathematiſch zum Grunde gelegt worden, nie—
mals grundlich vortragen.
Grundſatz 1.
Eine jede Bewegung, als Gegenſtand einer
moglichen Erfahrung, kann nach Belteben, als
Bewegung des Korpers in einem ruhigen Rau—
me, oder als Ruhe des Korpers und dagegen
Bewegung des. Raumes in entgegengeſetzter
Richtung mit gleicher Geſchwindigkeit angeſe—
hen werden.
Anmerkung.
Von der Bewegung eines Korpers eine Erfahrung zu
machen, dazu wird erfodert: daß nicht allein der Korper,
ſondern auch der Raum, darin er ſich bewegt, Gegenſtande
der außern Erfahrung, mithin materiell ſeyn. Eine abſo—
lute Bewegung alſo, d. i. in Beztehung auf einen nicht ma—
teriellen Raum, jſt gar keiner Erfahrung fahig und fur uns
alſo nichts (wenn man gleich einraumen wollte, der abſolute
Raum ſey an ſich etwas). Aber auch in aller relativen Be
we
12 S
wegung kann der Raum ſelbſt, weil er als materiell ange—
.nommen wird, wiederum als ruhig oder bewegt vorgeſtellt
Swerden. Das erſtere geſchteht, wenn mir uber den Raum,
in Beziehung auf welchen ich einen Korper als bewegt an—
ſehe, kein mehr erweiterter und ihn einſchließender gegeben
iſt, (wie wenn ich in der Cajute eines Schiffs eine Kugel
auf dem Tiſche bewegt ſehe); das zweyte, wenn mir uber
dieſen Raum hinaus noch ein anderer Raum, der ihn ein—
ſchließt, (wie im genanntea Falle das Ufer des Fluſſes) ge—
geben iſt, da ich denn in Anſehung des letzteren den nach—
ſten Raum (die Caqute) als bewegt und den Korper ſelbſt
alt afalls als ruhig anſehen kann. Da es nun ſchlechter—
dings unmoglich iſt, von einem empiriſch gegebenen Raume,
wie erwrutert er auch ſey, auszumachen, ob er nicht in An—
ſehung eines in einem noch großeren Umfange ihn einſchlie—
ßenden Raumes ſelbſt wiederum bewegt ſey, oder nicht, ſo
muß es aller Erfahrung und jeder Folge aus der Erfahrung
vollig einerley ſeyn, ob ich einen Korper als bewegt, oder
ihn als ruhig, den Raum aber in entgegengeſetzter Richtung
mit gleicher Geſchwindigkeit bewegt anſehen will. Noch
mehr: da der abſolute Raum fur alle mogliche Erfahrung
nichts iſt, ſo ſind auch die Begriffe einerley, ob ich ſage:
ein Korper bewegt ſich in Anſehung dieſes gegebenen Rau—
mes in dieſer Richtung mit dieſer Geſchwindigkeit, oder ob
ich ihn mir als ruhig denken, und dem Raum alles dieſes,
aber in entgegengeſetzter Richtung, beylegen will. Denn
ein jeder Begriff iſt mit demjenigen, von deſſen Unterſchiede
vom erſteren gar kein Beyſpiel moglich iſt, vollig einerley
und nur in Beziehung auf die Verknupfung, die wir ihm im
Verſtande geben wollen, verſchieden.
Auch ſind wir gar nicht im Stande, in irgend einer
Erfahrung einen feſten Punct anzugeben, in Beziehung auf
welchen, was Bewegung und Ruhe abſolut heißen ſollte,
beſtimmt wurde; denn alles, was uns auf die Art gegeben
wird, iſt materiell, alſo auch beweglich, und (da wir im
Raume keine außerſte Grenze moglicher Erfahrung kennen,)
viel
13
vielleicht auch wirklich bewegt, ohne daß wir dieſe Bewe—
gung woran wahrrehmen toönnen. Von dieſer Lieres
gung eines Korpero im empiriſchen Raume kann ich nun
einen Theil der gegebenen Geſchwindigkeit dem Korper, den
andern dem Raume, abet in entgegengeſetzter Richtung, ge—
ben, und die ganze mogliche Erfahrung in Antehung der
Folgen dieſer zwey verbundenen Bewegungen iſt vollig iner—
ley mit derjenigen, da ich den Korper mit der ganzen Ge—
ſchwindigkeit allein bewegt, oder ihn als ruhig und den
Raum mit derſelben Geſchwindigkeit in entgegengeſetzter
Richtung bewegt denle. Jch nehme hier aber alle Be—
wegungen als gerarlinigt an. Denn, wes die krumm—
linigte betrifft, da es nicht in allen Studlen einerley iſt,
ob ich den Korper (z. B. die Erde in ihrer taglichen Um—
drehung) als bewegt, und den umgebenden Raum (den be—
ſtirnten Himmel) als ruhig, oder dieſen als bewegt und
jenen als ruhig anzuſehen befugt bin, davon wird in der
Folge beſvnders gehandelt werden. Jn der Phoronomie
alſo, wo ich die Bewegung eines, Korpers nur mit dem
vcaume, (auf deſſen. RFuhe vder Bewegung jener gar keinen
Einfluß hat,) in Verpaltniß betrachte, iſt es an ſich ganz
unbeſtimmt und beliebig, ob unb wie viel ich Geſchwindig—
keit dem einen oder dem andern von der gegebenen Bewegung
beylegen will; kunftig in der Mechanik, da ein bewegter
Korper in wirkſamer Beziehung auf andere Korper im Rau—
me ſeiner Bewegung betrachtet werden ſoll, wird dieſes nicht
mehr ſo vollig einerley ſeyn, wie es an ſeinem Orte gezeigt
werden ſoll.
Erklarung z5.
Die Zuſammenſetzung der Bewegung
iſt die Vorſtellung der Bewegung eines Puncts
als einerley mit zweyen oder mehreren Bewe—
gungen deſſelben zuſammen verbunden.
Anmer—
14
Anmerkung.
Jn der Phoronomie, da ich die. Materie durch keine
andere Eigenſchaft als ihre Beweglichkeit kenne, mithin ſie
ſeibſt nur als einen Punct betrachten darf, kann die Bewe—
gung nur als Beſchreibung eines Raun.es betrachtet
werden, doch ſo, daß ich nicht blos, wie in der Geome—
trie, auf den NRaum, der beſchrieben wird, ſondern auch
auf die Zeit darin, mithin auf die Gelchwindigkelt, Womit
ein Punct den Raum beſchreibt, Acht habe, Phoronomie
iſt alſo die reine Groſenlehre Matheſis) der Bewrgungen.
Der beſtimmte Begriff von einer Große iſt der Begriff der
Erzeugung der Vorſtellung eines Gegenſtandes dur.h die Zu
ſammenſetzung des Gleichartigen. Da nun der Bewegung
nichts gleichartig iſt, als wiederum Bewegung, ſo iſt die
Phoronomie eine Lehre der Zuſammenſetzung der Bewegun—
gen eben deſſelben Puncts nach ihrer Richtung und Ge—
ſchwindigkert, d. i. die Vorſtellung einer einzigen Bewegung,
als einer felchen, die zwey und ſo mehrere Bewegungen zu—
gleich in ſich enthalt, oder zweyer Bewegungen eben deſſel—
ben Puncts zugleich, ſo ferne ſie zuſamn.en Eine ausma—
chen, d. i. mit dieſer einerley ſind, und nicht etwa ſo fern
ſie die letztere, als Urſachen ihre Wirkung, hervorvringen.
Um die Bewegung zu finden, die aus der Zuſammenſetzung
von mehreten, ſo viel man will, entſpringt, darf man nur,
wie bey aller Großenerzeugung, zuerſt diejenige ſuchen, die
unter gegebenen Bedingungen aus zweyen zuſammengeſetzt
iſt; datauf dieſe mit einer dritten verbunden u. ſ. w.
Folglich laßt die Lehre der Zuſammenſetzung aller Bewegun—
gen ſich auf die von zweyen zuruckfuhren. Zwey Bewegun—
gen aber eines und deſſelben Punets, die zugleich an demſel—
ben angetroffen werden, konnen auf zwiefache Weiſe unter—
ſchieden ſeyn, und als ſolche auf dreyfache Art an ihm
verbunden werden. Erſtlich geſchehen ſie entweder in einer
und derſelben Linie, oder in verſchiedenen Linien zu—
oleich; die letztere ſind Bewegungen, die einen Winkel ein—
ſchlie—
S 15
ſchließen. Die, ſo in einer und dexſelben Linie geſchehen,
ſind nun der Richtung nach entweder einander eulgegen
geſetzt, oder halten einerien ?ichetrng. Da alle dieſe
Bewegungen als zugleich geſcucers letiuchtet werden, ſo
ergiebt ſich aus dem Verhaltnik der Lintien, d. t. der be—
ſchriebenen Raume der Bewegung, in gleicher Zert, ſo fort
auch das Verhältniß der Geſchwundigkeit. Alſo ſind der
Falle drey. 1) Da zwey Beweguncgeen ſee mogen von
gleichen oder ungleichen Geſchwindtaleiten ſeyn) in einem
Korper in derſelben Richtung verbunden, eine daraus zu—
ſammengeſetzte Bewegung auemachen ſollen. 2, Da zwey
Bewegungen deſſelben Puncts (von gleicher oder ungtet—
cher Geſchwindigkeit) in entgegengeſetzter Richtung verbun—
den durch ihre Zuſammenſetzung eine dritte Bewegung in der—
ſelben Linie ausmachen ſollen. 3) Da zwey Bewegrngen
eines Puncts, mit gleichen oder ungleichen Geſchwindigkei—
ten, aber in verſchiedenen Linten, die einen Winlel ein—
ſchließen, als zuſammengeſetzt betrachtet werden.
Lehrſatz 1.
Die Zuſammenſetzung zweyer Bewegungen
eines und deſſelben Puncts kann nur dadurch ge—
dacht werden, daß die eine derſelben im abſoluten
Raume, ſtat? der anderen aber eine mit der glei—
chen Geſchwindigkeit in entgegengeſetzter Rich—
tung geſchehende Bewegung des relativen Raunis,
als mit derſelben einerley, vorgeſtellt wird.
Beweis.
Erſter Fall. Da zwey Bewegungen in eben
derſelben Linie und Richtung einem und demſelben
Punete zugleich zukommen.
Es
16 —S
Es ſollen in einer Geſchwindigkeit der Bewegung
zwey Geſchwindigkeiten AB und ab als enthalten vor
geſtellt werden. Man nehme dieſe Geſchwindigkeiten
fur diesmal als gleich an, ſo daß ABab iſt, ſo ſa—
ge ich, ſie konnen in einem und demſelben Raum, (dem
abſoluten oder dem relativen) an demſelben Puncte
nicht zugleich vorgeſtellt werden. Denn, weil die Li—
nien Ab und ab, welche die Geſchwiudigkeiten bezeich—
nen, eigentlich die Raume ſind, welche ſte in gleichen
Zeiten durchlaufen, ſo wurde die Zuſammenſetzung die—
ſer Rauume Aß und ab —BC, mithin die Linie AC,
als die Summe der Raume, die Summe beyder Ge—
ſchwindigkeiten ausdrucken muſſen. Aber die Theile
AB und B0 ſtellen, jede fur ſich, nicht die Geſchwindigkeit Sab vor; denn ſie werden nicht in gleicher Zeit
wie ab zuruckgelegt. Alſo ſtellt auch die doppelte
Linie AC, die in derſelben Zeit zuruckgelegt wird, wie
die Linie ab, nicht die zwiefache Geſchwindigkeit der
letztern vor, welches doch verlangt wurde. Allſo laßt
ſich die Zuſammenſetzung zweyer Geſchwindigkeiten in
einer Richtung in demſelben Raume nicht anſchaulich
darſtellen.
Dagegen, wenn der Korper Anmit der Geſchwin—
digkeit AB im abſoluten Raume als bewegt vorgeſtellt
wird, und ich gebe uberdem dem relativen Raume eine
Geſchwindigkeit ab AB in entgegengeſehzter Rich—
tung ba —Ch, ſo iſt dieſes eben daſſelbe, als ob ich
die letztere Geſchwindigkeit dem Korper in der Rich—
tung Ab ertheilt hätte (GGrundſatz 1.). Der Korper
bewegt ſich aber alsdenn in derſelben Zeit durch die
Summe der Linien Ab und BCæaab,in welcher er
die
die Linie abAB allein wurde zuruckgelegt haben, und
ſeine Geſchwindigkeit iſt doch als die Summe der
zweyen gleichen Geſchwindigkeiten AB und ab vorge—
ſtellt, welches das iſt, was verlangt wurde.
Zweyter Fall. Da zweh Bewegungen itt
gerade entgegengeſetzten Richtungen an einem und
demſelben Puncte ſollen verbunden werden.
D
J7c
Es ſey AB die eine dieſer Bewegungen und AC die
andere in entgegengeſetzter Richtung, deren Geſchwin—
digkeit wir hier der erſten gleich annehmen wollen: ſo
wurde der Gedanke ſelbſt, zwey ſolche Bewegungen in
einem und demſelben Rauine an eben demſelben Puncte
als zugleich vorzuſtellen, mithin der Fall einer ſolchen
Zuſammenſetzung der Bewegungen ſelbſt unmoglich
ſeyn, welches der Vorausſetzung zuwider iſt.
Dagegen denket euch die Bewegung Aß im abſo—
luten Raume, ſtatt der Bewegung AC aber in dem—
ſelben abſoluten Raume, die entgegengeſetzte CA des
relativen Raumes mit eben derſelben Geſchwind gtat,
die (nach Grundſatz 1.) der Bewegung AC vollig
gleich gilt und alſo ganzlich an die Stelle derſelben ge—
ſetzt werden kann: ſo laſſen ſich zwey gerade entgegen—
geſetzte und gleiche Bewegungen deſſelben Puncts zu
gleicher Zeit gar wohl darſtellen. Weil nun der rela—
tive Raum mit derſelben Geſchwindigkeit CA ABb
in derſelben Richtung mit dem Puncte A bewegt iſt,
ſo verandert dieſer Punct, oder der in ihm befindliche
Bo Kor
18
Korper, in Anſehung des relativen Raumes
Ort nicht, d. i. ein Korper, der nach zwey ein
gerade entgegengeſetzten Richtungen mit gleicher
ſchwindigkeit bewegt wird, ruhet, oder, allgemein
gedruckt: ſeine Bewegung iſt der Differenz der
ſchwindigkeiten in der Richtung der großeren
(welches ſich aus dem Bewieſenen leicht folgern le
Dritter Fall. Da zwey Bewegungen
deſſelben Puncts, nach Richtungen, die
Winkel einſchließen, verbunden vergeſtellt wer
A. M d
f Fn
C c a r a er o r o r Ê
Die zwey gegebenen Bewegungen ſind Al
AC, deren Geſchwindigkeit und Richtungen durchk
Uinien, der Winkel aber, den die letzteren einſchl
durch BAC ausgedruckt wird, (er mag, wie hier
rechter, aber auch ein jeder beliebiger ſchiefer
ſeyn). Wenn nun dieſe zwey Bewegungen z1i
in den Richtungen Ab und AC und zwar in
und demſelben Raume geſchehen ſollen: ſo wurl
doch nicht in dieſen beyden Linien AB und AC zi
geſchehen konnen, ſondern nur in Linien, die
19
parallel laufen. Es wurde alſo angenommen werden
mufſen: daß eine dieſer Bewegungen in der anderen
eine Veranderung (namlich die Avbringung von der
gegebenen Bahn) wirkte, wenn gleich biyee ſeits Riche
tuugen dieſelben olieben. Dacfes iſt aber der Voraus—
ſetzung des Lehrſatzes zuwider, wel.he unter dem Wor—
te Zuſammenqezung andeutet: daß beyde gegebene Be—
wegungen in einer dritren enthalten, mithin mit die—
ſer einerley ſeyn, und nicht, daß, indem eine, die an—
dere vera.tert, ſie eine dritte hervorkrivaen.
Dagegen nehme man die Bewegung AC als im
abſoluten Raume vor ſich gehend an, anſtatt der Be—
wegung AB aber die Bewegung des relativen Raumes
in entgegengeſetzter Richtung. Die Linie AC eyn in
drey gleiche Theile Ak, EF. FC gerheilt. Wahrend
daß nun der Korper Anim abſoluten Raume die Liuuie
All durchlauft, durchlauft der relative Raum, und
mit ihm der Punct E, den Raum LKe—MAz wah—
rend daß der Korper die zwey Theile zuſanmen A
durchlauft, beſchreibt der relative Raum, und mit ihm
der Punct F, die Linie Ul NA: wahrend daß der
Korper endlich die ganze Linie AC durchlauft, ſo be—
ſchreibt der Raum, und mit ihm der Punct C, die i—
nie CoBA; welches alles eben daſſelbe iſt, als ob
der Korper A in dieſen drey Zeittheilen die Linien Em,
Fn, und CDAM. AN. AB und in der ganzen Zeit,
darin er AC durchlauft, die Linie CDAs durch
laufen hatte. Alſo iſt er im letzten Augenblicke im
Puncte D und in dieſer ganzen Zeit nach und nach in
allen Puneten der Diagonallinie AD, welche alſo ſo—
wohl die Richtung als Geſchwindigkeit der zuſammen—
geſetzten Bewegung ausdruckt.
B 2 Anmer—
20
Anmerkung 1.
Die geometriſche Conſtruction erfodert, daß eine
Große mit der andern, oder zwey Großen in der Zuſammen
ſehung mit einer dritten einerley ſeyn, nicht daß ſte als
Urſachen die dritte hervorbringen, welches die mechaniſche
Conſtruction ſeyn. wurde. Die vollige Aehnlichkeit und
Gleichheit, ſo fern ſie nur in der Anſchauung erkannt wer—
den lann, iſt die Congruenz. Alle geometrifche Con—
ſtruction der volligen Jdentitat beruht auf Congruenz. Dirſe
Congruenz zweyer zuſammenverbundenen Bewegungen mit
einer dritten (als dem motu compoſito ſelbſt) kann nun
niemals Statt haben, wenn jene beyden in einem und dem—
ſelben Raume, z. B. dem relativen, vorgeſtellt werden.
Daher ſind alle Verſuche, obigen Lehrſatz in ſeinen dreh
Fallen zu beweiſen, immer nur mechaniſche Aufloſungen ge—
weſen, da man namlich bewegende Urſachen durch die eine
gegebene Bewegung, mit einer andern verbunden, eine dritte
hervorbringen ließ, nicht aber Beweiſe, daß jene mit die—
ſer einerley ſind, und ſich, als ſolche, in der reinen An
ſchauung a priori darſtellen laſſen.
Anmerkung 2.
Wenn z. B. eine Geſchwindigkeit AB doppelt genannt
wird: ſo kann darunter nichts anders verſtanden werden,
als daß ſie aus zwey einfachen und gleichen Ab und EC
(ſiehe Fig. 1.) beſtehe. Erklart man aber eine doppelte Ge—
ſchwindigkeit dadurch, daß man ſagt, ſie ſey eine Bzwe
gung, dadurch in derſelben Zeit ein doppelt ſo großer Raum
zuruckgelegt wird, ſo wird hier etwas angenommen, was
ſich nicht von ſelbſt verſteht, namlich: daß ſich zwey glei
che Geſchwindigkeiten eben ſo verbinden Jaſſen, als zwey
gleiche Raäume, und es iſt nicht fur ſich klar, daß eine ge
gebene Geſchwindigkeit aus kleinern und eine Schnelligkeit
aus Langſamkeiten eben ſo beſtehe, wie ein Raum aus lei
neren; denn die Theile der Geſchwindigkeit ſind nicht außer
halb
21
halb einander, wie die Theile des Raumes, und wenn jene
als Große betrachtet werden ſoll, ſo muß der Begriff ihrer
Große, da ſie intenſiv iſt, auf andere Art conſtruirt wer
den, als der in der extenſiven Große des Raumes. Dieſe
Conſtructton iſt aber auf keine andere Art moglich, als durch
die mittelbare Zuſammenſetzung zweyher gleichen Bewegun—
gen, deren eine die. des Korpers, die andere des relativen
Raumes in entgegengeſetzter Richtung, aber eben darum
mit einer ihr gleichen Bewegung des Korpers in der vorigen
Richtung vollig einerlen iſt. Denn in derſelben Richtung
laſſen ſich zwey gleiche Geſchwindigkeiten in einem Korper
gar nicht zuſammenſetzen, als nur durch außere bewegende
Urſachen, z. B. ein Schiff, welches den Korpet mit einer
dieſer Geſchwindigkeiten tragt, indeſſen daß eine andere mit
dem Schiffe uubeweglich verbundene bewegende Kraft dem
Korper die zwehte, der vorigen gleiche, Geſchwiudigkeit ein
druckt; wobey doch immer vorausgeſetzt werden muß: daß
der Kotper ſich mit der erſten Geſchwindigkeit in freher Be
wegung erhalte, indem die zweyte hinzukommt; welches ein
YNaturgeſetz bewegender Krafte iſt, wovon gar nicht die Rede
ſejn kann, wenn die Frage lediglich. iſt, wie der Begriff.
der Geſchwindigkeit als eine Große conſtruiret werde. So
viel von der Hinzuthuung der Geſchwindigkeiten zu einan—
der. Wenn aber von der Abziehung einer von der anderen
die Rede iſt, ſo laßt ſich zwar dieſe letztere leicht denken,
wenn einmal die Moglichkeit einer Geſchwindigkeit als Gro—
ße durch Hinzuthunng eingeraumt worden, aber jener Be—
griff laßt ſich nicht ſo leicht eonſtruiren. Denn zu dem
Ende muſfen zwey entgegengeſetzte Bewegungen in einem
Korper verbunden werden; aber wie ſoll dieſes geſchehen?
Unmittelbar, d. i. in Anſehung eben deſſelben ruhenden Rau—
mes iſt es unmoglich, ſich zwey gleiche Bewegungen in ent—
gegengeſetzter Richtung au demſetben Korper zu denken; aber
die Vorſtellung der Unmoglichkeit dieſer beyden Bewegungen
in einem Korper iſt nicht der Begriff von der Ruhe deſſel
ben, ſondern der Unmogüchkeit der Conſtruction dieſer
3 Zu
22
Zuſammenſetzung entgegengeletzter Bewegungen, die doch im
Lehrſatz alv moglich angenuuimen wird. Dieſe Conſtruction
iſt aber nicht anders urda ich, als durch die Verbindung der
Bewegung der Korpers mit der Bewequtig dt Roums,
wie gewieſen wocden. Eadlich, wais die nuſanmenſetzung
zwener Bewegungen, deren Richting einen Wintel ein—
ſchließt, betrifft, ſe latzt ſr ſich an dem Korper, in Bezie—
hung auf einen und denſelben Raum, gleichfalis nicht dent
ken, wenn mun nicht gar eine derſelben durch außere con—
tinutriich einfließende Kraft (z. E. ein den Korper forttrat
gendes Fahrzeug) gewirkt, die andern als ſich ſelbſt hiebey
underandert erbaltend, annimmt, oder uberhaupt, man muß
bewegende Krafte und Erzeugung einer dritten Bewegung
aus zwey vereinigten Kraften zum Grunde legen, welches
zwar die mechaniſche Ausführung defſen, was ein Begriff
enthalt, aber nicht die mathematiſche Conſtruction der—
ſelben iſt, die nur anſchaulich machen ſoll, was das Objeet
(als Quantum) ſey; unicht, wie es durch Ratur oder Kunſt,
vermittelſt gewiſſer Werkzeuge und Krafte hervorgebracht
werden konne. Die Zuſammenſetzung der Bewegungen,
um ihr Verhaltniß zu andern als Große zu beſtimmen, m iß
nach den Regeln der Congruenz geſchehen, welches in allen
dreyen Fallen nur vermittelſt der Bewegung des Raums, die
mit einer der zwey gegebenen Bewegungen congruirt, und
dadurch beyde mit der zuſammengeſetzten congruiren, mog—
lich iſt.
Anmerkung 3.
Phoronomie, unicht als reine Bewegungslehre, ſon—
dern blos als reine Großenlehre der Bewegung, in wel—
cher die Materie nach keiner Eigenſchaft mehr als der blo—
ßen Beweglichkeit gedacht wird, enthalt alſo nichts mehr,
als blos dieſen einzigen, durch die angefuhrten deey Falle
gefuhrten Lehrſatz von der Zuſammenſetzung der Beweaung
und zwar von der Moglichkeit der geradlinigten Bewe
gung allein, nicht der krummlinigten. Denn, weil in
die
23
dieſer die Bewegung continuirlich (der Richtung nach) ver—
andert wird, ſo muß eine ürfche diefer Veranderung, wel
che nun nicht der bloße Raum ſeyn tann, herbeygezogen
werden. Daß man, aber gewoöhnlich unter der Benennung
der zuſammeungeſetzten Bewegung nur den emuigen Fall,
da die Richtungen derſelben einen Winkel einſchlteßen, ver—
ſtand, dadurch ward zwar wohl eben nicht der Phyſik, wohl
aber dem Princip der Etutheilung einer reinen philoſophi—
ſchen Wiſſenſchaft uberhaupt einiger Abbruch gethan. Denn
was die erſtere betrifft, ſo laſſen ſich alle im obigen Lehrſatze
behandelte drey Falle im dritten allein hinreichend darſtel—
len. Denn, wenu der Winkel, den die zwey gegebenen
Bewegungen einſchließen, als unendlich klein gedacht wird,
ſo enthalt er den erſten; wird er aber als von einer einzigen
geraden Linie nur unendlich wenig unterſchieden vorgeſtellt,
ſo enthalt er den zwehten Fall; ſo daß ſich freylich in dem
bekannten Lehrfatze der zuſammengeſetzten Bewegung alle
drey von uns genanute Falle, als in einer allgemeinen For—
mel, geben laſſen. Man konnte aber auf dieſe Art nicht wohl
die Großenlehre der Bewegung nach ihren Theilen a priori
einfehen leren, welches. in. maucher Abſicht auch ſeinen
Nutzen hat.
Hat jemand Luſt, die gedachten drey Theile des all—
gemeinen phoronomiſchen Lehrſatzes an das Schema der
Eintheilung aller reinen Verſtandesbegriffe, namentlich
hier der des Begriffs der Große zu halten, ſo wird er
bemerken: daß, da der Begriff einer Große jederzeit den
der Zuſammenſetzung des Gleichartigen enthält, die Lehre
der Zuſammenſetzunge der Bewegungen zugleich die reine
Großenlehre derſelben ſeh, und zwar nach allen drey
Momenten, die der Raum an die Hand giebt, der Ein—
heit der Linie und Richtung, der Vielheit der Richtun—
gen in einer und derſelben Linie, endlich der Aliheit
der Richtungen ſowohl, als der Linien, nach denen die
Bewegung geſchehen mag, welches die Beſtimmung al—
B 4 ler
24 —S
ler mööglichen Bewegung als eines Quantum enthalt,
wiewohl die Quantitat derſelben (an einem beweglichen
Puncte) blos in der Geſchwindigkeit beſteht. Dieſe
Bemerkung hat nur in der TCranſcendentalphiloſophie
Nihren Rutzen.
Zweytes Hauptſtuck
der
Metaphyſiſchen Anfangsgrunde
der
Dynamiek.
Erklarung 1.
Materie iſt das Bewegliche, ſo fern es einen
Raum erfullt. Einen Raum erfullen, heißt
allem Beweglichen widerſtehen, das durch ſeine
Bewegung in einen gewiſſen Raum einzudrin—
gen beſtrebt iſt. Ein Raum, der nicht erfullt
iſt, iſt ein leerrer Raum.
Anmerkung.
Dieſes iſt nun die dynamiſche Erklarung des Begriffs
der Materie. Sie ſetzt die phoronomiſche voraus, aber
thut eine Eigenſchaft hinzu, die ſich als Urſache auf eine
Wirkung bezieht, namlich das Vermogen, einer Bewegung
innerhalb eines gewiſſen Raumes zu widerſtehen, wovon
in der vorhergehenden Wiſſenſchaft gar nicht die Rede ſeyn
mußte, ſelbſt nicht, wenn man es mit Bewegungen eines
und deſſelben Punctes in eutgegengeſetzten Richtungen zu
thun
25
thun hatte. Dieſe Erfullung des Rauins hult einen gewif—
ſen Jaum von dem Eindringen irgend eines anderen Beweq—
lichen freh, wenn ſeine Bewegurg auf irgend einen Ort in
dieſem Raume hingerichtet iſt. Worauf nun der nach allen
Seiten gerichtete Widerſtand der Materie beruhe und was er
ſey, muß noch unterſucht werten. So viel ſieht man aber
ſchon aus der obigen Erklarung: daß die Materie hier nicht
ſo betrachtet wird, wie ſr widerſteht, wenn ſie aus
ihrem Orte getrieben uw alſo ſelbſt bewegt werden ſoll,
(dieſer Fall wird kunftig, als mechaniſcher Widerſtand,
noch in Erwaguna kommen) ſondern wenn blos der Raum
ihrer eigenen Ausdehnung berringert werden ſoll. Man
bedient ſich des Worts: einen Raum einnehmen, d. i.
in allen Puncten deſſelben unmittelbar gegenwartig ſeyn, um
die Ausdehnung eiues Dinges im Raume dadurch zu be—
zeichnen. Weil aber in dieſem Begriffe nicht beſtimmt iſt,
welche Wirkung, oder ob gar uberall eine Wirkung aus die—
ſer Gegenwart entſpringe, ob andern zu widerſtehen, die
hineinzudringen beſtrebt ſeyn, oder ob es blos einen Raum
ohne Materie bedeute, ſo fern er ein Jubegriff mehrerer
Raumr iſt, wie man von jeder geometriſchen Figur ſagen
kann, ſie nimmt einen Raum ein (ſie iſt ausgedehut), oder
ob wohl gar ini Raume etwas ſey, was ein anderes Be—
wegliche nothigt, tiefer in denſelben einzudringen (andere
anzieht), weil, fage ich, durch den Begriſf des Einnehmens
eines Raumes dieſes alles unbeſtimmt iſt, ſo iſt: einen
Raum erfullen, eine nahere Beſtimmung des Begriffs:
einen Raum einnehmien.
kLehrſatz 1.
Die Naterie erfullt einen Raum, nicht
durch ihre bloße Exiſtenz, ſondern durch eine
beſondere bewegende Kraft.
B 5 Be—
26 SS
Beweis.
1
Das Eindringen in einen Raum (im Anfangs—
augenblicke heiß,t ſolches die Beſtrebung einzudringen)
iſt eeae Bewegung. Der Widerſtand, gegen Bewe—
gunq iſt die Urſache der Verminderung, oder auch
Veranderung derjelben in Ruhe. Nun kann mit kei—
ner Bewegung etwas verbunden werden, was ſie ver—
mindert eder aufhebt, als eine andere Bewegung eben
deſſelben Beweglichen in emgegengeſetzter Richtung
(Phoron. Lehrſ.). Alſo iſt der Widerſtand, den eine
Materie in dem Raum, den ſie erfullt, allem Ein—
dringen anderer leiſtet, eine Urſache der Bewegung
der letzteren in entgegengeſetzter Richtunug. Die Ur—
ſache einer Bewegung heißt aber bewegende Kraft.
Alſo erfullet die Materie ihren Raum durch bewegen—
de Kraft, und nicht durch ihre bloße Exiſtenz.
Anmerkung.
Lambert und andere nannten die Eigenſchaft der Ma—
terie, da ſie einen Raum erfullt, die Soliditat, (ein
ziemlich vieldeutiger Ausdruck) und wollen, man muſſe ſie
an jedem Dinge, was exiſtirt, (Subſtanz) annehmen, we—
nigſtens in der außeren Sinuenwelt. Nach thren Begrif—
fen wußte die Anweſenheit von etwas Reellem im Raume
dieſen Widerſtand ſchon durch ſeinen Begriff, mithin nach
dem Satze des Widerſpruchs, bey ſich fuhren, und es ma—
chen, daß nichts anderes in dem Raume der Anweſenheit
eines ſolchen Dinges zugleich ſeyn konne. Allein der Satz
des Widerſpruchs treibt keine Materie zuruck, welche an—
ruckt; um in einen Raum einzudringen, in welchem eine
andere anzutrefſen iſt. Rur alsdann, wenn ich dem, was
eiuen Raum einnimint, eine Kraft beylege, alles außere
Bewegliche, welches ſich annahert, zuruckzutreiben, ver—
ſtehe
pν 27
ſtehe ich, wie es einen Widerſpruch enthalte, daß in den
Raum, den ein Ding einntnimt, noch ein anderes von
derſelben Art eindringe. Hier hat der Mathematiker etwas
als ein erſtes Datum der Conſtruction des Begriffs einer
Materie, welches ſich ſelbſt nicht weiter conſtrutren laſſe,
angenommen. Nun kann—.er zwar von jedem beltebigen Dato
ſeine Conſtruction eines Begriffs anfangen, ohne ſich dar—
auf einzulaſſen, dieſes Datum auch wiederum zu erilaren;
darum aber iſt er doch nicht befugt, jenes fur etwas aller
mathematiſchen Conſtruction ganz Unfahiges zu erklaten,
um dadurch das Zurugkgehen zu den erſten Principien in der
Naturwiſſenſchaft zu hemmene«
Erklarung 2.
Anziehungskraft iſt diejenige bewegende
Kraft, wodurch eine Materie die Urſache der
Annaherung anderer zu ihr ſeyn kann (oder, wel—
ches einerley iſt, dadurch ſie der Entfernung an—
derer von ihr widerſteht).
Zuruckſtoßungskraft iſt diejenige, wo—
durch eine Materie Urſache ſeyn kann, andere
von ſich zu entfernen (oder, welches einerley iſt,
wodurch ſie der Annaherung anderer zu ihr wi—
derſteht). Die letzteren werden wir auch zuwei—
len treibende, ſo wie die erſteren ziehende Krafte nennen.
Zuſatz.
Es laſſen ſich nur dieſe zwey bewegende Krafte
der Materie denken. Denn alle Bewegung, die eine
Materie einer anderen eindrucken kann, da in dieſer
Ruckſicht jede derſelben nur wie ein Punct betrachtet
wird, muß jederzeit als in der geraden Linie zwiſchen
zweyen
ST
28
zweyen Puncten ertheilt angeſehen werden. Jn dieſer
geraden Linie aber ſind nur zweyerley Bewegungen
moglich: die eine, dadurch ſich jene Puncte ven einan—
der entfernen, die zweyte, dadurch ſie ſich einander
nahern. Die Kraft aber, die die Urſache der erſte—
ren Bewegung iſt, heißt Zuruckſtoßungs-, und die
der zweyten, Anziehungskraft. Alſo konnen nur
dieſe zwey Arten von Kraften, als ſolche, worauf alle
Bewegungskrafte in der materlellen Natur zuruckge—
fuhrt werden muſſen, gedacht werden.
Lehrſatz 2.
Die Naterie ekfullet ihre Raume durch re—
pulſive Krafte aller ihrer Theile, d. i. durch eine
ihr eigene Ausdehnungskraft, die einen beſtimm—
ten Grad hat, uber den kleinere oder großere ins
Unendliche konnen gedacht werden.
Beweis.
Die Materie erfullet einen Raum nur durch be—
wegende Kraft (Lehrſ. 2.) und zwar eine ſolche, die
dem Eindringen anderer, d. i. der Annaherung wider
ſteht. Nun iſt dieſe eine zuruckſtoßende Kraft. (Er—
klarung 2.) Alſo erfullet die Materie ihren Raum nur
durch zuruckſtoßende Krafte, und zwar aller ihrer Thei—
le, weil ſonſt ein Theil ihres Raums (wider die Vor—
ausſetzung) nicht erfullet, ſondern nur eingeſchloſſen
ſeyn wurde. Die Kraft aber eines Ausgedehnten
vermoge der Zuruckſtoßung aller ſeiner Theile iſt
eine Ausdehnungskraft (expanſive). Aliſo erfullet die
Materie ihren Raum nur durch eine ihr eigene Aus—
deh
J 29
dehnungskraft; welches das Erſte war. Ueber jede
gegebene Kraft muß eine großere gedacht werden kon—
nen, denn die, uber welche keine großere moglich iſt,
wurde eine ſolche ſeyn, wodurch in einer endlichen Zeit
ein unendlicher Raum zuruckgelegt werden wurde, (wel—
ches unmoglich iſtz). Es muß ferner unter jeder gege—
benen bewegenden Kraft eine kleinere gedacht werden
konnen, (denn die kleinſte wurde die ſeyn, durch deren
unendliche Hinzuthuung zu ſich ſelbſt eine jede gegebene
Zeit hindurch keine endliche Geſchwindigkeit erzeugt
werden konnte, welches aber den Mangel aller bewe—
genden Kraft bedeutet). Alſo muß unter einem jeden
gegebenen Grad einer bewegenden Kraft immer noch
ein kleinerer gegeben werden konnen, welches das Zwey
te iſt. Mithin hat die Ausdehnungskraft, womit
jede Materie ihren Raum erfullt, ihren Grad, der
niemals der großte oder kleinſte iſt, ſondern uber den
ins Unendliche ſowohl großere als kleinere konnen ge—
funden werden.
Zuſatz 1.
Die eppanſive Kraft einer Materie nennt man
auch Elaſticitat. Da nun jene der Grund iſt, wor—
auf die Erfullung des Raumes, als eine weſentliche
Eigenſchaft aller Materie, beruht, ſo muß dieſe Ela—
ſticitat urſprunglich heißen; weil ſie von keiner aude—
ren Eigenſchaft der Materie abgeleitet werden kann.
Alle Materie iſt demnach urſprunglich elaſtiſch.
Zuſatz 2.
Weil uber jede ausdehnende Kraft eine großere
bewegende Kraft gefunden werden kann, dieſe aber
auch
J
30
auch jener entgegenwirken kann, wodurch ſie alsdenn
den Naum der letz'eren verengen wurde, den dieſe za
erweitern trachtet, in welchem Falle die erſtere eine
zuſammendruckende Kraft heißen wurde; ſo muß auch
fur jede Materie eine zuſammendruckeade Kraft gefun—
den werden konnen, die ſie von einem jeden Raum,
den ſie erfullt, in einen engeren Raum zu treiben
vermag.
Erklarung 3.
Eine Materie durchdringt in ihrer Bewe—
gung ein: andere, wenn ſie vurch Zuſammen—
druckung den dcaum ihrer Ausdehnung vollig
aufhebt.
Anmerkung.
Wenn in einem mit Luft angefullten Stiefel einer
Luftpumpe der Kolben dem Boden immer naher getrieben
wird, ſo wird die Luftmaterie zuſammengedruckt. Konnte
nun dieſe Zuſammendruckung ſo weit getrieben werden, daß
der Kolben den Boden vollig beruührte, (ohne daß das Min—
deſte von Luft entwiſcht ware) ſo wurde die Luftmaterie
durchdrungen ſeyn; denn die Materien, zwiſchen denen ſie
iſt, laſſen leinen Raum fur ſie ubrig, und ſie waäre alſo
zwiſchen dem Kolben und Boden anzutreffen, ohne doch
einen Raum einzunehmen. Dieſe Durchdringlichkeit der
Materie durch außere zuſammendruckende Krafte, wenn je—
mand eine ſolche aunehmen oder auch nur denken wollte,
wurde die mechaniſche heißen konnen. Jch habe Urſache,
durch eine ſolche Einſchrankung dieſe Durchdringlichkeit der
Materie von einer andern zu unterſcheiden, deren Be—
griff vielleicht eben ſo unmoglich, als der erſtere iſt, von
der ich aber doch kunftig etwas anzumerken Anlaß haben
mochte.
Lehr—
31
Lehrſatz z.
Die Naterie kann ins Unendliche zuſam—
mengedruckt, aber niemals von euier wate—
rie, wie groß auch die druckende Kraft derſerben
ſey, durchorungen werden.
Beweis.
Eine urſprunaliche Kraft, womit eine Materie
ſich uber einen gegebenen Raum, den ſie einnimmt,
allerwarts auszudehnen trachtet, muß, in einen klei—
neren Raum eingeſchleſſen, großer, und, in einen
unendlich kleinen Raum. zuſammengepreßt, unendlich
ſeyn. Nun kann fur gegebene ausdehnende Keaft der
Materie eine großere zuſemmendruckende gefunden wer—
den, die dieſe in einen engeren Raum zwingt, und ſo
ins Unendliche; welches das Erſte war. Zum Durch—
dringen der Materie aber wurde eine Zuſammentrei—
bung derſelben in einen unendlich kleinen Raum, mit—
hin eine unendlich zuſammendruckende Kraft erfodert,
welche unmoglich iſt. Alſo kann eine Materie durch
Zuſammendruckung von keiner anderen durchdrungen
werden; welches das Zweyte iſt.
Anmerkung.
IJch habe in dieſem Beweiſe gleich zu Anfange ange—
nommen, daß eine ausdehnende Kraft, je mehr ſie in die
Enge getrieben worden, deſto ſtarker entgegenwirken muſſe.
Dieſes wurde nun zwar nicht ſo fur jede Art elaſtiſcher
Krafte, die nur abgeleitet ſind, gelten; aber bey der Ma—
terie, ſo fern ihr als Materie uberhaupt, die einen Raum
erfullt, weſentliche Elaſticitat zutommt, laßt ſich dieſes
poſtuliren. Denn expanſive Kraft aus allen Puncten nach
allen
32 S
allen Seiten hin ausgeubt, macht ſogar den Begriff derſel—
ben aus. Eben daſſelbe Quantum aber von ausſpannenden
Kraften in einen engeren Raum gebracht, muß in jedem
Puncte deſſelben ſo viel ſtarker zurücktreiben, ſo viel umge—
kehrt der Raum kleiner iſt, in welchem ein gewiſſes Quan
tum von Kraft ſeine Wirkſamkeit verbreitet.
Erklarung 4.
Die Undurchdringlichkeit der Materie,
die auf dem Widerſtande beruht, der mit den
Graden der Zuſammendruckung proportionirlich
wachſt, nenne ich die relative; diejenige aber,
welche auf der Vorausſetzung beruht, daß die
Raterie, als ſolche, gar keiner Zuſan mendru—
ckung fahig ſey, heißt die abſolute Undurch—
dringlichteit. Die Erfullung des Raumes
mit abſoluter Undurchdringlichkeit kann die ma
thematiſche, die mit blos relativer, die dyna
miſche Erfullung des Raums heißen.
Anmerkung 1.
Nach dem blos mathematiſchen Begriffe der Undurchdringlichkeit (der keine bewegende Kraft als urſprunglich der
Materie eigen vorausſetzt) iſt keine Materie einer Zuſam—
mendruckung fahig, als ſo fern ſie leere Raume in ſich ent
halt; mithin die Materie als Materie widerſteht allem Ein—
dringen ſchlechterdings und mit abſoluter Rothwendigkeit.
Nach unſerer Erorterung dieſer Eigenſchaft aber beruht die
Undurchdringlichkeit auf einem phyſiſchen Grunde; denn die
ausdehnende Kraft macht ſie ſelbſt, als ein Ausgedehntes,
das ſeinen Raum erfullt, allererſt moglich. Da aber dieſe
Kraft einen Grad hat, welcher uberwaltigt, mithin der
Raum der Ausdehnung vertingert, d. i. in denſelhen bis
auf ein gewiſſes Maaß von einer gegebenen zuſammen
drucken:
t 83
druckenden Kraft eingedrungen werden kann, doch ſo, daß
die ganzliche Durchdtingeng, weil ſie eine unendliche zu—
ſammendruckende Kraft erfodern wurde, unmoglich iſt: ſo
muß die Erfullung des Raums aur au reiative Un—
durchdringlichkeit angeſehen werden.
Anmerkung 2.
Die abſolute Undurchdringlichkett iſt in der That
nichts mehr, oder weniger, als qualitas orculta. Dean
man fragt, was die Urſache ſey, daß Materien einander
in ihrer Bewegung nicht durchdringen konnen, und betommt
die Antwort: weil ſie undurchdringlich ſind. Die Berufung
auf zurucktreibende Kraft iſt von dieſem Vorwurfe frey.
Denn ob dieſe aleich ihrer Moglichleit nach auch nicht wei—
ter erklart werden kann, mithin als Grundkraft geiten
muſt, ſo giebt ſie doch einen Begriff von einer wirkenden
ürſache und ihren Geſetzen, nach welchen die Wirkung, namm—
lich der Widerſtand in dem erfulleten Raum, ihren Graden
nach geſchatzt werden kann.
Erklarung 5.
Materielle Subſtanz iſt dasjenige im
Raume, was fur ſich, d. i. abgeſondert von al—
lem anderen, was außer ihm im Raume eriſtirt,
beweglich iſt. Die Bewegung eines Theils der
Naterie, dadurch ſie aufhort ein Theil zu ſeyn,
iſt die Treunung. Die Trennung der gTheile
einer Materie iſt die phyſiſche Theilung.
Anmerkung.
Der Begriff einer. Subſtanz bedeutet das letzte Sub—
ject der Exiſtenz, d. i. dasjenige, was ſelbſt nicht wiederu n
blos als Pradicat zur Exiſtenz eines anderen gehort. Nun
iſt Materie das Subject alles deſſen, wav im Raume zur
C Exr
34 e r
Exiſtenz der Dinge gezahlt werden mag; denn außer ihr
wurde ſonſt kein Subject gedacht werden konnen, als der
Raum ſelbſt; welcher aber ein Begriff iſt, der noch gar
nichts Exiſtirendes, ſondern blos die nothwendigen Bedin—
gungen der außeren Relation moglicher Gegenſtande außerer
Sinne enthalt. Alſo iſt Materie, als dass Bewegliche im
Raume, die Subſtanz in demſelben. Aber eben ſo werden
auch alle Theile derſelben, ſo fern man von ihnen nur ſagen
kann, daß ſie ſelbſt Subjecte und nicht blos Pradicate von
anderen Materten ſeyn, Subſtanzen, mithin ſelbſt wie—
derum Materie heißen muſſen. Sie ſind aber ſelbſt Sub—
jecte, wonn ſie fur ſich beweglich und alſo auch außer der
Verbindung mit anderen Nebentheilen etwas im Raume exi—
ſtirendes ſind. Alſo iſt die eigene Beweglichkeit der Ma—
terie, oder irgend eines Theils derſelben, zugleich ein Be
weis dafur, daß dieſes Bewegliche, und ein jeder bewegli—
cher Theil deſſelben, Subſtanz ſey.
Lehrſatz 4.
Die Naterie iſt ins Unendliche theilbar,
und zwar in Theile, deren jeder wiederum Ma—
terie iſt.
Beweis.
Die Materie iſt undurchdringlich, und zwar
durch ihre urſprungliche Ausdehnungskraft (Lehrſ. 3.),
dieſe aber iſt nur die Folge der repulſiven Krafte eines
jeden Puncts in einem von Materie erfullten Raum.
Nun iſt der Raum, den die Materie erfullet, ins
Unendliche mathematiſch theilbar, d. i. ſeine Theile
konnen ins Unendliche unterſchieden, obgleich nicht be—
wegt, folglich auch nicht getrennt werden, (nach Be—
weiſen der Geometrie). Jn einem mit Materie erful—
leten Raume aber enthalt jeder Theil deſſelben repul—
ſive
J
35
ſive Kraft, allen ubrigen nach allen Seiten entgegen—
zuwirken, mithin ſie zuruckzutreiben und von ihnen
eben ſo wohl zuruckgetrieben, d. i. zur Entfernung von
denſelben bewegt zu werden. Mitcthin iſt cin jeder
Theil eines durch Materie erfullten Raums fur ſich
ſelbſt beweglich, folglich trennbar von den ubrigen als
inaterielle Subſtanz durch phyſiſche Theilung. So
weit ſich alſo die mathematiſche Theilbarkeit des Rau—
mes, den eine Materie erfullt, erſtreckt, ſo weit er—
ſtreckt ſich auch die mogliche phyſiſche Theilung der
Subſtanz, die ihn erfullt. Die mathematiſche Theil—
barkeit aber geht ins Unendliche, ſolglich auch die phy
ſiſche, d. i. alle Materie iſt ins Unendliche theilbar,
und zwar in Theile, deren jeder ſelbſt wiederum ma—
terielle Subſtanz iſt.
Anmerkung 1.
Durch den Beweis der unendlichen Theilbarkeit des
Raunms iſt die-der Materie lange noch nicht bewieſen, wenn
nicht vorher.dargethan worden: daß in jedem Thetle des
Raumes materieclle Subſtanz ſey, d. i. fur ſich bewegliche
Theile anzutreffen ſind. Denn, wollte ein Mongdiſt an—
nehmen, die Materie beſtande aus phyſiſchen Punteten, dee
ren ein jeder zwar (eben darum) keine beweglirhe Theile habe,
aber dennoch durch bloße repulſive Kraft einen Raum erful—
lete; fo wurde er geſtehen konnen, daß zwar dieſer Raum,
aber nicht die Subſtanz, die in ihm wirkt, mithin zwar
die Sphare der Wirkſamkeit der letzteren, aber nicht das
wirkende bewegliche Subject ſelbſt durch die Theilung des
Rauins zugleich getheilt werde. Alſo wurde er die Mate—
rie aus phyſiſch untheilbaren Theilen zuſammenſetzen, und
ſie doch auf dynamiſche Art einen Raum einnehmen laſſen.
Durch den obigen Beweis aber iſt dem Monadiſten
dieſe Ausflucht ganzlich benommen. Denn daraus iſt klar:
C2 daff
36 SS
daß in eineen erfulleten Raume kein Punct ſeyn konne, der
nicht ſelbſt nach allen Seiten Zuruckſtoßung ausubete, ſo
wie er zuruckgeſtoßen wind, mithin als ein außer jedem an—
deren zuruckſtoßenden Puncte befindliches gegenwirkendes
Subject an ſich ſelbſt beweglich ware, und daß die Hypo
theſe eines Puncts, der durch bloße treibende Kraft, und
nicht vermittelſt anderer gleichfalls zuruckſtoßenden Krafte,
einen Raum erfullete, ganzlich unmoglich ſeh. Um dieſes
und dadurch auch den Beweis des vorhergehenden Lehrſatzes
anſchaulich zu machen
C.. OOO O
nehme man an, A ſey der Ort einer Monas im Raume,
ab ſey der Durchmeſſer der Sphare ihrer repulſiven Kraft,
mithin aa der Halbmeſſer derſelben, ſo iſt zwiſchen a, wo
dem Eindringen einer äußeren Monade in den Raum, den
jene Sphare einnimmt, widerſtanden wird, und dem Mit—
telpuncte derſelben A, ein Punct e anzugeben moglich (laut
der unendlichen Theilbarkeit des Raumes). Wenn nun A
demjenigen, was in a einzudringen trachtet, widerſteht, ſo
muß auch e den beyden Puncten A und a widerſtehen. Denn
ware dieſes nicht, ſo wurden fie ſich einander ungehindert
nahern, folglich A und a im Puncte c zuſammentreffen, d. i.
der Raum wurde durchdrungen werden. Alſo muß in c et—
was ſeyn, was dem Eindringen von Anund a widerſteht und
alſo die Monas A zurucktreibt, ſo wie es auch von ihr zu—
ruckgetrieben wird. Da nun Zurucktreiben ein Bewegen
iſt, ſo iſt e etwas Bewegliches, im Raum mithin Materie,
und der Raum zwiſchen A und a konnte nicht durch die
Sphare der Wirkſamkeit einer einzigen Monade angefullt
ſeyn, alſo auch nicht der Raum zwiſchen e und A, und fo
ins Unendliche.
Wenn Mathematiker die repulſiven Krafte der Theile
elaſtiſcher Materien, bey großerer oder kleinerer Zuſam-
men
S 37
mendruckung derſelben, als nach einer gewiſſen Proportion
ihrer Entfernungen von einander abnehmend oder zunehmend
ſich vorſtellen, z. B. daß de kleinſten Theile der Luft ſich in
ungekehrtem Verbaltniß ihrer Entfernungen von einander
zurücktreiben, weil die Elaſticttat derſelben in umgekehrtem
Verhaltnitß der Raume ſteht, darin ſie zuſammengedruckt
werden: ſo verfehlt man ganzlich ihren Sinn und misdeutet
ihre Sprache, wenn man das, was zum Verfahren der
Conſtruction eines Begriffs nothnendig gehort, dem Be—
griffe im Object ſelbſt beylegt. Denn nach jenem kann eine
jede Beruhrung als eine unendlich kleine Entfernung vorge—
ſtellt werden; welches in ſolchen Fallen auch nothwendig ge—
ſchehen muß, wo ein großer oder kleiner Raum durch eben
dieſelbe Quantitat der Materie, d. i. einerley Quantum
repulſiver Krafte, als ganz erfullt vorgeſtellt werden ſoll.
Bey einem ins Unendliche Theilbaren darf darum dennoch
keine wirkliche Eutfernung der Theile, die bey aller Erwei—
terung des Raums des Ganzen immer ein Continuum aus:
machen, angenommen werden, obgleich die WMoglichkeit
dieſer Erweiterung nur unter der Jdee einer unendlich klei—
nen Entfernung anſchaulich gemacht werden kann.
Aymerkung 2.
Die Mathematik kann zwar in ihrem inneren Gebrau—
che in Anſehung der Chicane einer verfehlten Metaphyſik
ganz gleichgültig ſeyn, und im ſicheren Beſitz ihrer eviden—
ten Behauptungen von der unendlichen Theilbarkeit des
Raumes beharren, was fur Einwurſe auch eine an blo—
ßen Begriffen klaubende Vernunfteley dagegen auf die Bahn
bringen mag; allein in der Anwendung ihrer GSatze, die
vom Raume gelten, auf Subſtant, die ſie erfullt, muß ſie
ſich doch auf Prufung nach bloßen Begriffen, mithin auf
Metaphyſik einlaſſen. Obiger Lehrſatz iſt ſchon ein Beweis
davon. Denn es folgt nicht nothweudig, daß Materie ins
Unendliche phyſiſch theilbar ſey, wenn ſie es gleich in ma—
Cz thema
thematiſcher Abſicht iſt, wenn gleich ein jeder Theil des
Raums wiederunein Raum iſt, und alſo immer Theile
außerhalb einander in ſich faßt, woferne nicht bewieſen
werden kann, daß in jedem aller moglichen Theile dieſes
erfuleten Raumes auch Subſtanz ſey, die folglich auch,
abgeſondert von allen ubrigen, als fur ſich beweglich exi—
ſtire. Alſo fehlete doch bisher dem mathematiſchen Be—
weiſe noch etwas, ohne welches er auf die Naturwiſſen—
ſchaft keine ſichere Anwendung haben konnte, und dieſem
Mangel iſt in obſtehendem Lehrſatz abgeholfen worben. Was
nun aber die ubrigen Angriffe der Metaphyſik auf den nun—
mehro phyſiſchen Lehrſatz der unendlichen Theilbarkeit
der Materie betrifft, ſo muß ſie der Mathemattker ganzlich
dem Philoſophen uberlaſſen, der ohnedem durch dieſe Ein—
wurfe ſich ſelbſt in ein Labyrinth begiebt, woraus es ihm
ſchwer wird, auch in denen ihn unmittelbar angehenden
Fragen, herauszufinden, und alſo mit ſich ſelbſt genug zu
thun hat, ohne daß der Mathematiker ſich in dieſes Ge—
ſchafte durfte einflechten laſfſen. Wenn namlich die Mate—
rie ins Unendliche theilbar iſt, ſo (ſchließt der dogmatiſche
Metaphvſiker) beſteht ſie aus einer uneudlichen Menge
von Theilen; denn ein Ganzes muß doch alle die Theile
zum voraus insgeſammt ſchon in ſich enthalten, in die es
getheilt werden kann. Der letztere Satz iſt auch von einem
jeden Ganzen, als Dinge an ſich ſelbſt, ungezweifelt ge—
wiß, mithin, da man doch nicht einraumen kann, die Ma—
terde, ja gar ſelbſt nicht einmal der Raum, beſtehe aus
unendlich viel Theilen, weil es ein Widerſpruch iſt, eine
unendliche Menge, deren Begriff es ſchon mit ſich fuhrt,
daß ſie niemals vollendet vorgeſtellt werden konne, ſich als
ganz vollendet zu denken) ſo muſſe man ſich zu einem ent—
ſchließen, entweder dem Geometer zum Trotz zu ſagen:
der Raum iſt nicht ins Unendliche theilbar, oder dem
Metaphyſiker zur Aergerniß: der Raum iſt keine Eigen
ſchaft eines Dinges au ſich ſelbſt, und alſo die Materie
kein Ding an ſich ſſelbſt, ſondern bloße Erſcheinung unſerer
auße—
—S 39
außeren Sinne uberhaupt, ſo wie der Raum die weſentliche
Form derſelben. v
Hier gerath nun der Philoſoph in ein Gedrange zwi—
ſchen den Hornern eines gefährlichen Dilemms. Den erſte—
ren Satz: daß der Raum ins Unendliche theilbar ſey, ab—
zuleugnen, iſt ein leeres Unterfangen, denn Mathematik
laßt ſich nichts wegvernunfteln; Materie aber als Diung an
ſich ſelbſt, mithin den Raum als Eigenſchaft der Dinge an
ſich ſelbſt anſehen, und dennoch jenen Satz ableugnen, iſt
einerley. Er ſieht ſich alſo nothgedrungen, von der letzte—
ren Behauptung, ſo gemein und dem gemeinen Verſtande
gemaß ſie auch ſey, abzugehen, aber naturlicher Wetſa nur
unter dem Beding, daß man ihn auf den Fall, daß er Ma—
terie und Raum nur zur Erſcheinung (mithin letzteren nur
zur Form unſerer außeren ſinnlichen Anſchauung, alſo beyde
nicht zu Sachen an ſich, ſondern nur zu ſubjectiven Vor—
ſtellungsarten uns an ſich unbekannter Gegenſtande) mach—
te, alsdenn auch aus jener Schwierigkeit, wegen unendli—
cher Theilbarkeit der Materie, wobey ſie doch nicht aus
unendlich viel Theilen beſtehe, heraushelfe. Dieſes letztere
laßt ſich nun ganz wohl durch die Vernunft denken, obgleich
unmoglich anſchaulich machen und conſtruiren. Denn, was
nur dadurch wirklich iſt, daß es in der Vorſtellung gegeben
iſt, davon iſt auch nicht mehr gegeben, als ſo viel in der
Vorſtellung angetroffen wird, d. ĩ. ſo weit der Progreſſus
der Vorſtellungen reicht. Alſo von Erſcheinungen, deren
Theilung ins Unendliche geht, kann man nur ſagen, daß
der Theile der Erſcheinung ſo viel ſind, als wir deren nur
geben, d. i. ſo weit wir nur immer theilen mogen. Denn
die Theile, als zur Exiſtenz einer Erſcheinung gehorig, exi
ſtiren nur in Gedanken, namlich in der Theilung ſelbſt.
Run geht zwar die Theilung ins Unendliche, aber ſie iſt doch
niemals als unendlich gegeben: alſo folgt daraus nicht, daß
das Theilbare eine unendliche Menge Theile an ſich ſelbſt
und außer unſerer Vorſtellung in ſich enthalte, darum, weil
feine Theilung ins Unendliche geht. Denn es iſt nicht das
C 4 Ding,
4s
Ding, ſondern nur dieſe Vorſtellung deſſelben, deren Thei—
lung, ob ſie zwar ins Unendliche fortgeſetzt werden kann,
und im Ohjzecte (das an ſich unbekonnt iſt) da,u auch ein
Grund iſt, dennoch niemals vollendet, foiglich ganz gege—
ben werden kann, und atis arch keine wirtliche unendliche
Menge im Objſecte (als die ein ausdrucklicher Wideripruch
ſeyn wurde) bewetſet. Ein großer Maun, der, vielleicht
mehr als ſonſt jemand, das Anſehen der Mathemattk in
Deutſchland u erhalten beytragt, hat mehrmalen die me—
turhyſiſchen Anm mungen, Lehrſatze der Geometrie von der
unendlichen Theirbarkeit des Raums umzuſtoßen, durch die
gegrundete Erinnerung abgewieſent daß der Raum nur
zu der Erſcheinung außerer Dinge gehore; allein er
iſt nicht verſtanden worden. Mau nahm dieſen Satz ſo,
als ob er ſazgen wollte: der Raum erſcheine uns ſelbſt,
ſonſt ſey er eine Sache oder Verhaliniß der Sachen an ſich.
ſelbſt, der Mathemattker betrachtete ihn aber nur, wie er
erſcheint; anſtatt daß ſie darunter hatten verſtehen ſollen,
der Raum ſey gar keine Eigenſchaft, die irgend einem Din—
ge außer unſeren Sinnen an ſich ankangt, ſondern nur
die ſubjective Form unſerer Sinnlichkeit, unter welcher
uns Gegenſtande außerer Sinne, die wir, wie ſie an ſich
beſchaffen ſind, nicht kennen, erſcheinen, welche Erſchei—
nung wir denn Materie nennen. Bey jener Misdeutuug:
dachte man ſich den Raum itmmer noch als eine den Din—
gen auch außer unſerer Vorſtellungskraft anhangende Be—
ſchaffenheit, die ſich aber der Mathematiker nur nach ge—
meinen Begriffen, d. i. verworren denkt, (denn ſo erklart
man gemeinhin Erſcheinung) und ſchrieb alſo den mathe—
matiſchen Lehrſatz von der unendlichen Thetlbarkeit der Ma—
terie, einen Satz, der die hochſte Deutlichkeit in dem Be
griffe des Raums vorausſetzt, einer verworrenen Vorſtel—
lung vom Raume, die der Geometer zum Grunde legte,
zu, wobey es denn dem Metaphyſiker unbenommen blieb,
den Raum aus Puncten und die Materie aus einfachen
Theilen zuſammenzuſetzen und ſo (ſeiner Meynung nach)
Deut
ar
Deutlichkeit in dieſen Begriff zu bringen. Der Grund
dieſer Verirrung liegt in einer ubelverſtandenen Monado—
logie, die gar nicht zur Ertlarung der Naturerſcheinun—
gen gehort, fondern ein von Leibnitzen ausgefuührter, an
ſich richtiger platoniſcher Begriff von der Welt iſt, ſo fern
ſie gar nicht als Gegenſtand der Sinne, ſondern als Ding
an ſich ſelbſt betrachtet, blos ein Gegenſtand des Verſtan—
des iſt, der aber doch den Erfcheinungen der Sinne zum
Grunde liegt. Nun muß freylich das Zufammengeſetzte
der Dinge an ſich ſelbſt aus dem Einfachen beſtehen;
denu die Theile muſſen hier vor aller Zuſammenſetzung ge—
geben ſeyn. Aber das Zuſammongeſetzte in der Er—
ſcheinung beſteht nicht aus dem Einfachen, weil in der
Erſcheiuung, die niemals andere als zuſummengeſetzt (aus—
gedehnt) gegeben werden kann, die Theile nur durch Thei—
lüng und alſo nicht vor dem Zuſammengeſetzten, ſondern
nur in demſelben gegeben werden konnen. Daher war Leib—
nitzens Meynung, ſo viel ich einſehe, nicht, den Nat.m
durch die Ordnung einfacher Weſen neben einander zu er—
klaren, ſondern ihm vielmehr dieſe als correſpondirend, aber
zu einer blos intelligibeln (fur uns unbekannten) Welt ge—
horig zur Seite zu ſetzenn, und nichts. anders. zu behaupten,
als was anderwarts gezeigt worden, namlich, daß der
Raum ſammt der Materie, davon er die Form iſt, nicht
die Welt von Dingen an ſich ſelbſt, ſondern nur die Erſchei—
nung derſelben enthalte, und felbſt nur die Form unſerer
aufjern ſinnlichen Anfſchauung ſey.
Lehrfatz 5.
Die Moglichkeit der Materie erfodert eine.
Anztehungskraft als die zweyte weſentliche,
Grundkraft derſeiben.
C5 Be—
42 —S
Beweis.
Die Undurchdringlichkeit, als die Grundeigen—
ſchaft der Matecie, wodurch ſie ſich als etwas Rea—
les im Raume unſeren äußeren Sinnen zuerſt offen—
baret, iſt nichts, als das Ausdehnungsvermogen der
Materie (Lehrſatzz. Nun kann eine eweſentliche bewe
gende Kruaft, dadurch die Theile der Materie einan—
der fliehen, erſtlich nicht durch ſich ſelbſt eingeſchrankt
werven, weil die Materie dadurch vielmehr beſtrebt iſt,
den Raum, den ſie erfullt, continuirlich zu erwei—
tern; zweytens auch nicht durch den Raum allein
auf eine gewiſſe Grenze der Ausdehnung geſetzt werden; denn dieſer kann zwar den Grund davon enthal—
ten, daß bey Erweiterung des Volumens einer ſich aus—
deoynenden Materie die ausdehnende Kraft im umgekehr—
ten Verhaltniſſe ſchwacher werde, aber, weil von einer
jeden bewegenden Kraft ins Unendliche kleinere Grade
moglich ſind, niemals den Grund enthalten, daß ſie
irgendwo aufhore. Alſo wurde die Materie durch ihre
repulſive Kraft (welche den Grund der Undurchdring—
lichkeit enthalt) allein, und, wenn ihr nicht eine andere
bewegende Kraft entgegenwir?te, innerhalb keinen
Grenzen der Ausdehnung gehalten ſeyn, d. i. ſich. ins
Unendliche zerſtreuen, und in keinem anzugebenden
Raume wurde eine anzugebende Quantitat Materie
anzutreffen ſeyn. Folglich wurden bey blos repelliren—
den Kraften der Materie alle Raume leer, mithin
eigentlich gar keine Materie da ſeyn. Es erfodert alſo
alle Materie zu ihrer Exiſtenz Krafte, die der ausdeh—
nenden entgegengeſetzt ſind, d. i. zuſammendruckende
Krafte. Dieſe konnen aber urſprunglich nicht wie—
derum
43
derum in der Entgegenſtrebung einer anderen Materie
geſucht werden; denn dieſe bedarf, damit ſie Materie
ſey, ſelbſt einer zuſammendruckenden Kraft. Alſo
muß irgendwo eine urſprungliche Kraft der Materie,
welche in entgegengeſetzter Direction der repulſwen,
mithin zur Annaherung wirkt, d. i. eine Anziehungs—
kraft angenommen werden. Da nun dieſe Anziehungs—
kraft zur Moglichkeit einer Materie, als Naterie,
uberhaupr gehort, folglich vor allen Unterſchieden der—
ſelben vorhergeht, ſo darſ ſie nicht blos einer beſonde—
Dren Gattung derſelben, ſondern muß jeder Materie
uberhaupt und zwar urſprunglich beygelegt werden.
Alſo kommt aller Materie eine urſprungliche Anziehung,
als zu ihrem Weſen gehorige Grundkraft, zu.
Anmerkung.
Bey dieſem Uebergange von einer Eigenſchaft der Max
terie zu einer andern ſpecifiſch davon unterſchiedenen, die
zum Begriffe der Materie eben ſowohl gehort, obgleich in
demſelben nicht enthalten iſt, muß das Verhalten unſe—
res Verſtandes in nahere Erwagung gezogen werden. Wenn
Anziehungskraft ſelbſt zur Moglichkeit der Materie ur—
ſprunglich erfodert wird, warum bedienen wir uns ihrer
nicht eben ſowohl, als der Undurchdringlichkeit, zum erſten
Keunnzeichen tiner Materie? warum wird die letztere unmit—
telbar mit dem Begriffe einer Materie gegeben, die erſtere
aber nicht in dem Begriffe gedacht, ſondern nur durch
Schluſſe ihm beygefugt? Daß unſere Sinne uns dieſe
Auziehung nicht ſo unmittelbar wahrnehmen lafſen, als die
Zuruckſtoßung und das Widerſtreben der Undurchdringlich-
keit, kann die Schwierigkeit noch nicht hinlanglich beant—
worten. Denn, wenn wir auch ein ſolches Vermogen
J
hatten, ſo iſt doch leicht einzuſehen, daß unſer Verſtand
fich
44
ſich nichts deſtoweniger die Erfullung des Raumes wahlen
wurde, um dadurch die Subſtanz im Raunte, d. i. die
Materie zu bezeichnen, wie denn eben in dieſer Erfullung,
oder, wie man ſte ſonſt nennt, der Soliditat das Cha—
raeteriſteſche der Materte, als eines vom Raume unterſchie—
denen Dinges, geſetzt wird. Anziehung, weun wir ſie
anch noch ſo gut empſanden, wurde uns doch niemals eine
Materie von beſtimn.ten Volumen und Geſtalt offenba—
ren, ſondern nichts als die Beſtrebung unſeres Organs,
ſich einem Puncte außer uns (dem Mittelpunct des anzie—
henden Koörpers) zu nahern. Denn die Anziehungskraft
aller Thetle der Erde kann auf uns nichts mehr, auch
nichts anderes wirken, als wenn ſie ganzlich in dem Mit—
telpuncte derſelben vereinigt ware, und dieſer allern auf
unſern Sinn einfloſſe, eben ſo die Anziehung eines Berges,
oder jeden Steins c. Nun bekommen wir dadurch keinen
beſtimmten Begriff von irgend einem Objecte im Raume,
da weder Geſtalt, noch Große, ja nicht einmal der Ort,
wo er ſich befande, in unſere Sinne fallen kann (die bloße
Direction der Anziehung wurde wahrgenommen werden kon—
nen, wie bey der Schwere: der anziehende Punct wurde
unbekannt ſeyn, und ich ſehe nicht einmal wohl ein, wie
er ſelbſt durch Schluſſe, ohne Wahrnehmung der Materie,
ſo fern ſie den Raum erfullt, ſollte ausgemittelt werden).
Alſo iſt klar: daß die erſte Anwendung unſerer Begriffe von
Grroßen auf Materie, durch die es uns zuerſt moglich
wird, unſere außeren Wahrnehmungen in dem Erfahrungs—
begriffe einer Matetie als Gegenſtandes uberhaupt zu ver—
wandeln, nur auf ihrer Eigenſchaft, dadurch ſie einen
Rarm erfullt, gegründet ſey, welche, vermittelſt des Sin—
nes des Gefuhls, uns die Große und Geſtalt eines ause
gedehnten, mithin von einem beſtimmten Gegenſtande im
Ranme einen Begriff verſchafft, der allem ubrigen, was
man von dieſem Dinge Jagen kann, zum Grunde gelegt
wird. Eben diefes iſt ohüe Zweifel die Urſache, weswegen man bey den klärſten anderweitigen Beweiſen, daß An
zie—
—S 45
ziehung eben ſo wohl zu den Grundkraften der Materie ge—
horen muſſe, als Zurückſtoßung, ſich gietchwohl gegen die
erſtere ſo ſehr ſtraubt, und gar keine bewegende Kraſt,
als nur durch Stoß und Druck (beydes vermuttelſt der Un—
durchdringlichteit) einräumen will. Denn, weodurch der
Raum irfullet iſt, das iſt die Subſtanz, ſagt man, und
das hat auch ſeine gute Richtigteit. Da aber dieſe Sub—
ſtanz ihr Daſeyn uns nicht anders, ats durch den Ginn,
wodurch wir ihre Undurchdringlichkeit wahrnehmen, nani—
lich das Gefühl, offenbart, mithin nur in Beziehung auf
Beruhrung, deren Anfang (in der Annaherung einer Ma—
terte zur andern) der Stoß, die Fortdauer aber ein Druck
heißt: ſo ſcheint es, als ob alle unmittelbare Wirkung einer
Materie auf die andere niemals, was anders, als Druck,
oder Stoß ſeyn konne, zwey Einfluſſe, die wir allein un—
mittelbar empfinden konnen, dagegen Anziehung, die uns
an ſich entweder gar keine Empfindung, oder doch keinen
beſtimmten Gegenſtand derfelben geben kann, uns als
Grundkraft ſo ſchwer in den Kopf will.
Lehrſatz 6.
Durch bloße Anziehungskraft, ohne Zu—
ruckſtoßung, iſt keine Materie moglich.
Beweis.
Anziehungskraft iſt die bewegende Kraft der Ma—
terie, wodurch ſie eine andere treibt, ſich ihr zu na—
hern, folglich, wenn ſie zwiſchen allen Theilen der
Materie angetroffen wird, iſt die Materie vermittelſt
ihrer beſtrebt, die Entfernung ihrer Theile von einan—
der, mithin auch den Raum, den ſie zuſammen ein—
nehmen, zu verringern. Nun kann nichts die Wir—
kung einer bewegenden Kraft hindern, als eine andere
ihr entgegengeſetzte bewegende Kraft; dieſe aber, wel—
che
che der Attraction entgegengeſetzt iſt, iſt die repulſive
Kraft. Alſo wurden, ohne repulſwe Krafte durch
bloße Annaherung, alle Theile der Materie ſich ohne
Hinderniß einander nahern, und den Raum, den dieſe
einnimmt, verringern. Da nun in dem angenomme—
nen Falle keine Entfernung der Theile iſt, in welcher
eine großere Annaherung durch Anziehung vermit—
telſt einer zuruckſtoßenden Kraft unmoglich gemacht
wurde, ſo wurden ſie ſich ſo lange zu einander bewe—
gen, bis gar keine Entfernung zwiſchen ihnen ange—
troffen wurde, d. i. ſie wurden in einen mathemati—
ſchen Punct zuſammenfließen, und der Raum wurde
leer, mithin ohne alle Materie ſeyn. Dennoch iſt
Materie durch bloße Anziehungskrafte ohne zuruckſto—
ßende unmoglich.
Zuſatz.
Diejenige Eigenſchaſt, auf welcher als Bedin—
gung ſelbſt die innere Moglichkeit eines Dinges beruht, iſt ein weſentliches Stuck derſelben. Alſo ge—
ghort die Zuruckſtoßungskraft zum Weſen der Mate—
rie eben ſo wohl, wie die Anziehungskraft, und kei—
ne kann von der anderen im Begriff der Materie ge—
trennt werden.
Anmerkung.
Weil uberall nur zwey bewegende Krafte im Raum
gedacht werden konnen, die Zuruckſtoßung und Anziehung,
ſo war es, um beyder Vereinigung im Begriffe einer
Materie uberhaupt a priori zu beweiſen, vorher nothig,
daß jede fur ſich allein erwogen wurde, um zu ſehen, was
ſie, allein genommen, zur Darſtellung einer Materie leiſten
kounte. Es zeigt ſich nun, daß, ſowohl wenn man keine
von
47
von beyden zum Grunde legt, als auch wenn man blos eine
von ihnen aunimmt, der Raum allemal leer bleibe und keine
Materie in demſelben angetroffen werde.
Erklarung 6.
Beruhruug im phyſiſchen Verſtande iſt die
unmittelbare Wirkung und Gegenwirkung der
Undurchdringlichkeit. Die Wirkung erner
Materie auf die andere außer der Beruhrung iſt
die Wirkung in die Ferne (actio in chſlans).
Dieſe Wirkung in die Ferne, die auch ohne Wer—
mittelung zwiſchen inne liegender Materie mog—
lich iſt, heißt die unmitteibare Wirkung in die
Ferne, oder auch die Wirkung der Materie auf
einander durch den leeren Raum.
Anmerkung.
Die Beruhrung in mathematiſcher Bedeutung iſt die
gemeinſchaftliche Grenze zweyer Raume, die alſo weder
innerhalb dem einen, noch dem anderen Raume iſt. Da—
her konnen gerade. Linten einander nicht berühren, ſondern,
wenn ſie einen Punct gemein haben, ſo gehort er ſowohl in—
nerhalb die eine, als die andere dieſer Linien, wenn ſie
fortgezogen werden, d. i. ſie ſchneiden ſich. Aber Cirkel
und gerade Linie, Cirkel und Cirkel, beruhren ſich in einem
Puncte, Flachen in einer Linie und Korper in Flachen.
Die mathematiſche Beruhrung wird bey der phyſiſchen zum
Grunde gelegt, abar ſie macht ſie allein noch nicht aus, zu
ihr muß, damit die letztere daraus entſpringe, noch ein dy—
namiſches Verhaltniß und zwar nicht der Anziehungskrafte,
ſondern der zuruckſtoßenden, d. i. der Undurchdringlichkeit
hinzugedacht werden. Phyſiſche Beruhrung iſt Wechſel—
wirkung der repulſiven Krafte in der gemeinjchaftlichen
Grenze zweyer Materien.
Lehr
Lehrſatz 7.
Die aller Materie weſentliche Anzie—
hung iſt eine unmittelbare Wirkung derſelben
auf andere durch den leeren Raum.
Beweis.
Die urſprungliche Anziehungskraft enthalt ſelbſt
den Grund der Moglichkeit der Materie, als desjeni—
gen Dinges, was einen Raum in beſtimmtem Grade
erfullt, mithin ſelbſt ſogar von der Moglichkeit einer
phyſiſchen Beruhrung derſelben. Sie inuß alſo vor
dieſer vorhergehen, und ihre Wirkung muß folglich
von der Bedingung der Beruhrung unabhängig ſeyn.
Nun iſt die Wirkung einer bewegenden Kraft, die von
aller Beruhrung unabhängig iſt, auch von der Erful—
lung des Raums zwiſchen dem bewegenden und dem be—
wegten unabhangig, d. i. ſie muß auch, ohne daß der
Raum zwiſchen beyden erfullt iſt, Statt ſinden, mit—
hin als Wirkung durch den leeren Raum. Allſo iſt die
urſprungliche und aller Materie weſentliche Anziehung
eine unmittelbare Wirkung derſelben auf andere durch
den leeren Raum.
Anmerkung 1.
i
machen ſollte, iſt eine ganz unmogliche Foderung; denn ſit
heißen eben darum Grundkrafte, weil ſie von ketner anderu
abgeleitet, d. i. gar nicht begriffen werden konnen. Es iſt
aber die urſprungliche Anziehungskraft nicht im mindeſten
unbegreiflicher, als die urſprungliche Zuruckſtoßung.
Gie bietet ſich nur nicht ſo unmittelbar den Sinnen dar, als
die Undurchdringlichkeit, uns Begriffe von beſtimmten Ob—
jecten
J
SJ 45
jeeten im Ruume zu liefern. Weil ſie alſo nicht gefuhlt,
ſondern nur geſchloſſen werden will, ſo hat ſie ſo fern den
Anſchein einer abgeleiteten Kraft, gleich als ob ſie nur ein
verſtecktes Spiel der bewegenden Krafte durch Zuruckſtoßung
ware. Raher erwogen ſehen wir: daß ſie gar nicht weiter
irgend wovon abgeleitet werden konne, am wenigſten von
der bewegenden Kraft der Materien durch ihre Undurchdring
lichkeit, da ihre Wirkung gerade das Widerſpiel der letzte
ren iſt. Der gemeinſte/ Einwurf wider die unmittelbare
Wirkung in die Ferue iſt: daß eine Materie doch nicht da,
wo ſie nicht iſt, unmittelbar wirken konne. Wun die
Erde den Mond unmittelbar treibt, ſich ihr zu nahern, ſo
wirkt die Erde auf ein Ding, das viele tauſend Meilen von
ihr entfernt iſt, und dennoch unmittelbar; der Raum zwi
ſchen ihr und dem Monde mag auch als vollig leer angeſehen
werden. Denn obgleich zwiſchen beyden Korpern Ma
terie lage, ſo thut dieſe doch nichts zu jener Anziehung.
Gie wirkt alſo an einem Orte, wo ſie nicht iſt, unmittels
bar: etwas, was dem Anſcheine nach widerſprechend iſt.
Allein es iſt ſo wenig widerſprechend, daß man vielmeht.
ſagen kann, ein jedes Ding im Raume wirkt auf ein andes
res nur an einem Orte, wo das Wirkende nicht iſt. Denn
ſollte es an demſelben Orte, wo es ſelbſt iſt, wirken, ſo
wurde das Ding, worauf es wirkt, gar nicht außer ihtn,
ſeyn; denn dieſes Außerhalb bedeutet die Gegenwart in
einem Orte, darin das andere nichts iſt. Wenn Erde und
Mond einander auch beruhrten, ſo ware doch der Punet
der Beruhrung ein Ort, in dem weder die Erde noch der
Mond iſt; denn beyde ſind um die Summe ihrer Halbuleſs
ſer von einander entfernt. Auch wurde im Punete der
Beruhrung ſo gar kein Theil, weder der Erde noch des
Mondes, anzutreffen ſeyn, denn dieſer Punct liegt in der
Grenze beyder erfulleten Raume, die keinen Theil wedert
von dem einen noch dem anderen ausmacht. Dasß alſo
Materien in einander in der Entfernung nicht unmittelbar
wirken konnen, wurde ſo viel ſagen, als, ſie konnen in
D elnan
einander nicht unmittelbar wirken, ohne Vermittelung der
Krafte der Undurchdringlichkeit. Nun wurde dieſes eben
ſo viel ſeyn, als ob ich ſagte: die repulſiven Krafte ſind
die etnzigen, damit Materien wirkſam ſeyn konnen, oder
ſie ſind wenigſtens die nothwendigen Bedingungen, unter
denen allein Materien auf einander wirken konnen, welches
entweder die Anztehungskraft fur ganz unmoglich oder doch
unmer von der Wirkung der repulſiven Krafte abhangig er—
klaren wurde; beydes ſind aber Behauptungen ohne allen
Grund. Die Verwechſelung der mathematiſchen Beruh—
rung, der Raume und der phyſiſchen durch zurucktreibende
Krafte macht hier den Grund des Miesverſtandes aus.
Sich unmittelbar außer der Beruhrung anziehen, heißt
jich einauder nach einem beſtandigen Geſetze nahern, ohne
daß eine Kraft der Zuruckſtoßung dazu die Bedingung ent—
halte, welches doch eben ſo gut ſich muß denken laſſen, als
einander unmittelbar zuruckſteßen, d. i. ſich einander nach
einem beſtandigen Geſetze fliehen, ohne daß die Auztehungs—
kraft daran irgend einigen Anthetl habe. Denn beyde be—
wegende Krafte ſind von ganz verſchiedener Art, und es iſt
nicht der mindeſte Grund dazu, eine von der anderen ab—
hangig zu machen, und ihr ohne Vermittelung der andern
die Moglichkeit abzuſtreiten.
Anmerkung 2.
Aus der Anziehung in der Beruhrung kann ganz keine
Bewegung entſpringen; deun die Beruhrung iſt Wechſel—
wirkung der Undurchdringlichkeit, welche alſo alle Bewe—
gung abhält. Alſo muß doch irgend zine unmittelbare An—
ziehung außer der Beruhrung und mithin in der *Entfernung
angetroffen werden; denn ſonſt konnten ſelbſt die druckenden
und ſtoßenden Kraſte, welche die Beſtrebung zur Annahe
rung hervorbringen ſollen, da ſie in entgegengeſetzter Rich—
tung mit der repulſiven Kraft der Materie wirken, keine,
wenigſtens nicht in der Natur der Materie urſprunglich lie-
gende, Urſache haben. Man kann diejenige Anziehund,
die
—S 51
die vhne Vermittelung der repulſiven Krafte geſchieht, die
wahre Anziehung, diejenige, welche blos auf jene Art vor
ſich geht, die ſcheinbare nennen; denn eigentlich ubt der
Korper, dem ein anderer ſich blos darum zu nahern beſtrebt
iſt, weil dieſer anderweitig durch Stoß zu ihm getrieben
worden, gar keine Anziehungskraft auf dieſen aus. Aber
ſelbſt dieſe ſcheinbaren Anziehungen muſſen doch zuletzt eine
wahre zum Grunde haben, weil Materie, deren Druck oder
Stoß ſtatt Anziehung dienen ſoll, ohne anziehende Krafte
nicht einmal Materie ſeyn wurde Cehrſatz 5.) und folglich
die Erklarungsart aller Phanomene der Aunaherung durch
blos ſcheinbare Anziehung ſich im Cirkel herumdreht. Man
halt gemeiniglich dafur, Newton habe zu ſeinem Gyſtem
gar nicht noöthig gefunden, eine unmittelbare Attraction der
NMaterien anzunehmen, ſondern, mit der ſtrengſten Enthalt—
ſamkeit der reinen Mathematik, hierin den Phyſitern volle
Freyheit gelaſſen, die Moglichkeit derſelben zu erklaren, wie
ſie es gut finden mochten, ohne ſeine Satze mit ihrem Hy
potheſenſpiel zu bemengen. Allein wie konnte er den Gatz
grunden, daß die allgemeine Anziehung der Korper, die ſie
in gleichen Entfernungen um ſich ausuben, der Quantitat
ihrer Materie proportionirt ſey, wenn er nicht annahm, daß
alle Materie, mithin blos als Materie und durch ihre we
ſentliche Eigenſchaft, dieſe Bewegungskrafu ausube? Denn
obgleich freylich zwiſchen zweyen Korpern, ſie mogen der
Materie nach gleichartig ſeyn, oder nicht, wenn der eine
den anderen zieht, die wechſelſeitige Annaherung (nach dem
Geſetze der Gleichheit der Wechſelwirkung) immer in um—
gekehrtem Verhaltniß der Quantitat der Materie geſchehen
muß, ſo macht dieſes Geſetz doch nur ein Princip der Me—
chaunik, aber nichi der Dynamik, d. i. es iſt ein Geſetz der
Bewegungen, die aus anziehenden Kraften folgen, nicht
der Proportion der Anziehungskrafte ſelbſt, und gilt vor
allen bewegenden Kräften uberhaupt. Wenn daher ein
Magnet einmal durch einen anderen gleichen Magnet, ein
andermal durch eben denſelben, der aber in einer zweymal
D 2 ſchwe
52
ſchwereren holzernen Buchſe eingeſchloſſen ware, gezogen
wird, ſo wird dieſer im letzteren Falle dem erſteren mehr
relative Bewegung ertheilen, als im erſteren, obgleich das
Holz, welches die Quantitat der Materie des letzteren ver—
mehrt, zur Anziehungstraäft deſſelben gar nichts— hinzuthut
und keine magnetiſche Anziehung der Buchſe beweiſet. New
ton ſagt: (Cor. 2. Prop. G. Lib. III. Princip. Phil. N.)
„Wenn der Aether, oder irgend ein auderer Korper ohne
„Schwere ware, ſo wurde, da jeuer von jeder anderen
„Materie doch in nichts, als der Form, unterſchieden iſt,
„er nach und nach durch allmalige Veranderung dieſer Form
in eine Materie von der Art, wie die, ſo auf Erden die
meiſte Schwere haben, rerwandelt werden koönnen, und
„dieſe letztere alſo umgekehrt durch allmalige Veranderung
„ihrer Form alle ihre Schwere verlieren konnen, welches
„der Erfahrung zuwider iſt re.“ Er ſchleß alſo ſelbſt nicht
den Aether (wieviel weniger andere Materien) vom Geſetzt
der Anziehung aus. Was konnte ihm denn nun noch fur
eine Materie ubrig bleiben, um durch deren Stoß die Ane
naherung der Korper zu einander als bloße ſcheinbare Anzter
hung anzuſehen? Alſo kann man dieſen großen Stifter der
Arttrackionstheorie nicht als ſeinen Vorganger anfuhren,
wenn man ſich die Freyheit nimmt, der wahren Anziehung,
die dieſer behauptete, eine ſcheinbare zu unterſchieben, und
die Nothwendigkeit des Autriebs durch den Stoß anzu—
nehmen, um das Phanomen der Annaherung zu erklaren.
Er abſtrahirte mit Recht von allen Hypotheſen, die Frage
wegen der Urſache der allgemeinen Attraction der Materie
zu beantworten; denn dieſe Frage iſt phyſiſch oder meta—
phyſiſch, nicht aber mathematiſch, und ob er gleich in der
Vorerinnerung zur zweyten Ausgabe ſeiuer Optik ſagt: ne
quis gravitatem inter ęſentiales corporum proprietates
me habere exiſtimet, quaeſtionem unam de ejus eauſa
inveſtiganda ſubjeei, ſo merkt man wohl, daß der An—
ſtoß, den ſeine Zeitgenoſſen, und vielleicht er ſelbſt, am
Begriffe einer urſprunglichen Anziehung nahmen, ihn mit
ſich
53
ſich ſelblſt unetnig machte: deun er konnte ſchlechterdings
nicht ſagen, daß ſich die Anziehungskrafte zweyer Planeten,
z. B. des Juptters und Saturns, die ſie in gleichen Ent—
fernungen ihrer Trabanten (deren Maſſe man nicht kennt)
beweiſen, wie die Quantitat der Materie jener Weltkorper
verhalten, wenn er nicht annahm, daß ſie blos als Materie,
mithin nach einer allgemeinen Eigenſchaft derſelben, andere
Materie anzogen.
Erklarung 7.
Eine bewegende Kraft, dadurch Materien
nur in der gemeinſchaftlichen Flache der Beruh—
rung unmittelbar auf einander wirken konnen,
nenne ich eine Flachenkraft; diejenige aber,
wodurch eine Materie auf die Theile der an—
„dern auch uber die Flache der Beruhrung hinaus
unmittelbar wirken kann, eine durchdringen—
de Kraft.
Zu ſatz.
Die Zuruckſtößungskraft, vermittelſt deren die
Maierie einen Raum erfullt, iſt eine bloße Flachen—
kraft. Denn die einander beruhrenden Theile begron—
zen einer den Wirkungsraum der anderen, und die re—
pulſive Kraft kann keiuen entferntern Theil bewegen,
ohne vermittelſt der dazwiſchen liegenden, und eine
quer durch dieſe gehende unmittelbare Wirkung einer
Materie. auf eine andere durch Ausdehnungskrafte iſt
unmoglich. Dagegen einer Anziehungskraft, vermit—
telſt deren eine Materie einen Raum einnimmt, ohne
ihn zu erfullen, dadurch ſie alſo auf andere entfernte
wirkt durch den leeren Raum, deren Wirkung ſetzt
keine Materie, die dazwiſchen liegt, Grenzen. So
D 3 muß
54 ter
muß nun die urſprungliche Anziehung, welche die Ma—
terie ſelbſt moglich macht, gedacht werden, und alſo
iſt ſie eine durchdringende Kraft, und dadurch allein
jederzeit der Quantitat der Materie propoktionirt.
Lehrſatz 8.
Die urſprungliche Anziehungskraft, worauf
ſelbſt die Moglichkeit der Materie, als einer ſol—
chen beruht, erſtreckt ſich im Weltraume von
jedem Theile derſelben auf jeden andern unmit—
telbar ins Unendliche.
Beweis.
Weil die urſprungliche Anziehungskraft zum We—
ſen der Materie gehort, ſo kommt ſie auch jedem Theil
derſelben zu, namlich unmittelbar auch in die Ferne
zu wirken. Setzet nun: es ſey eine Entfernung, uber
welche heraus ſie ſich nicht erſtreckte, ſo wurde dieſe
Begrenzung der Sphare ihrer Wirkſamkeit entweder
auf der innerhalb dieſer Sphare liegenden Malerie,
oder blos auf der Große des Raumes, auf welchen
fie dieſen Einfluß verbreitet, beruhen. Das Erſteze
findet nicht ſtatt; denn dieſe Anziehung iſt eine durch—
dringende Kraft, und wirkt unmittelbar in der Ent—
fernung, unerachtet aller dazwiſchen liegenden Mate—
rien, durch jeden Raum, als einen leeren Raum.
Das Zwehyte findet gleichfalls nicht ſtatt. Denn, weil
eine jede Anziehung eine bewegende Kraft iſt, die einen
Grad hat, unter dem ins Unendliche noch immer klei—
nere gedacht werden konnen: ſo wurde in der große—
ren Entfernung zwar ein Grund liegen, den Grad der
Attrac
55
Attraction, nach dem Maaße der Ausbreitung der
Kraft, in umgekehrtem Verhaltniſſe zu vermindern,
niemals aber ſie vollig aufzuhebe n. Da nun alſo
nichts iſt, was die Sphäre der Wirkſamkeit der ur—
ſprunglichen Anziehung jedes Theils der Materie ir—
gendwo begrenzte, ſo erſtreckt ſie ſich uber alle anzuge—
bende Grenzen auf jede andere Materie, mithin im
Weltraume ins Unendliche.
Zuſatz 1.
Aus dieſer urſprunglichen Anziehungskraft, als
einer durchdringenden, von aller Materie, mithin in
Proportion der Quantitat derſelben, ausgeubten, und
auf alle Materie, in alle mogliche Weiten, ihre Wir—
kung erſtreckenden Kraft, mußte nun; in Verbindung
mit der ihr entgegenwirkenden, namlich zurucktreiben-
den Kraft, die Einſchrankung der letzteren, mithin
die Moglichkeit eines in einem beſtimmten Grade ere
fulleten Raumes, abgeleitet werden konnen, und ſo
wurde der dynamiſche Begriff der Materie, als des
Beweglichen, das ſeinen Raum (in beſtimmtem Grade)
erfullt, conſtruirt werden Aber hiezu bedarf may
eines Geſetzes des Verhaltniſſes, ſowohl der urſprung-
lichen Anziehung, als Zuruckſtoßung, in verſchiedenen Entfernungen der Materie und ihrer Theile von
einander, welches, da es nun lediglich auf dem Un—
terſchiede der Richtung dieſer beyden Krafte (da ein
Punect getrieben wird, ſich entweder andern zu nahern,
oder ſich von ihnen zu entfernen) und auf der Große
des Raumes beruht, in den ſich jede dieſer Kraäfte in
verſchiedenen Weiten verbreitet, eine reine mathema—
D 4 tiſche
2
56 —S
tiſche Aufgabe iſt, die nicht mehr fur die Metaphyſik
gehort, ſelbſt nicht was die Verantwortung betrifft,
wenn es etwa nicht gelingen ſollte, den Begriff der Ma—
terie auf dieſe Art zu conſtruiren. Denn ſie verant—
wortet blos die Richtigkeit der unſerer Vernunfterkennt—
niß vergonneten Elemente der Conſtruction, die Unzu
langlichkeit und die Schranken unſerer Wernunft in ber
Ausfuhrung verantwortet ſie nicht.
Zuſatz 2.
Da alle gegebene Materie mit einem beſtimm-
ten Grade der. repulſiven Kraft ihren Raum erfullen
muß, um ein beſtimmtes materielles Ding auszuma—
chen, ſo kann nur eine urſprungliche Anziehung im
Confliet mit ber urſprunglichen Zuruckſtoßung einen
beſtimmten: Grad:. der Erfullung des Raums, mithin
Materie moglich machen; es mag nun ſeyn, daß der
erſtere von der eigenen Anziehung der Theile der zuſam.
mengedruckten. Materie unter einander, oder von der
Vereinigung berſelben mit der Anziehung aller Welt.
materie herruhre.
J
Die urſptüngliche Aujiehung iſt der Quantitae
der Materie proportional und erſtreckt ſich ins Unendli.
che. Alſo kann die dem Maaße nach beſtimmte Erful—
lung eines Raumes durch Materie am Ende nur von
der ins Unendliche ſich erſtreckenden Anzlehung derſel-.
ben bewirkt, und jeder Materie nach dem Maaße ihrer
Zuruckſtoßungskraft ertheilt werden.
Die Wirkung von der allgemeinen Anziehung,
die alle Materie auf alle und in allen Entfernungen
unmittelbar ausubt, heißt die Gravitation; die Be—
ſtra
——J— 57
ſtrebung in der Richtung der großeren Gravitation ſich
zu bewegen „iſt die Schwere. Die Wirkung von
der durchgangigen repulſiven Kraft der Theile jeder ge—
gebenen Materie heißt dieſer ihre urſprungliche Ela
ſticitat. Dieſe alſo und die Schwere machen die ein—
zigen a priori einzuſehenden allgemeinen Charactere
der Materie, jene innerlich, dieſe im außeren Ver—
haltniſſe, aus; denn zuf den Grunden beyder beruht die
Moglichkeit der Materie ſelbſt: Zuſammenhang,
wenn er als die wechſelſeitige Anziehung der Materie,
die lediglich auf die Bedingung der Beruhrung einge—
ſchrankt iſt, erklart wird, gehort nicht zur Moglich—
keit der Materie uberhaupt, und kann daher a priori
als damit verbunden nicht erkannt werden. Dieſe
Eigenſchafe wurde alſo nicht metaphyſiſch, ſondern
phyſiſch ſeyn, und daher. nicht zu unſern gegenwartigen
Betrachtungen gehoren.
Anmerkung 12.
Eine kleine Borerinnerung zum Behufe des Verſuchs
einer folchen vielleicht moglichen Conſtruction kann ich doch
nicht unterlaſſen beyzufugen.
Von einer jeden Kraft, die in verſchiedene Welten
unmittelbar. wirkt, und in Anſehung des Grades, wonut
ſie auf.einen jeden in gewiſſer Weite gegebenen Punet bewe—
gende Kraft ausubet, nur durch die Eiroße des Raunteb,
in welchem ſie ſich ausbreiten muß, um auf jenen Punct
gzu wirken, eingeſchrankt. wird, kann man fagen: daßt ſte
in allen Raumen, in die ſie ſich verbreitet, fo klein odtr
groß ſie auch ſeyn mogen, immer ein gleiches Quantum aus—
macht, daß aber der Grad ihrer Wirkung auf jenen Punet
in dieſem Raume jederzeit im umgekehrten Rerhältniß des
Raumes ſtehe, in welchen fie fich hat verbreiten muſſen, um
D5 auf
58 —S
auf ihn wirken zu konnen. So breitet ſie z. B. von einem
leuchtenden Puunct das Licht allerwarts in Kugelflachen aus,
die mit den Quadraten der Entfernung immer wachſen, und
das Quantum der Erleuchtung iſt in allen dieſen ins Unend
liche großeren Kugelflachen im Ganzen immer daſſelbe, wor—
aus aber folgt: daß ein in dieſer Kugelflache angenommener
gleicher Theil dem Grade nach deſto weniger erleuchtet ſeyn
muſſe, als jene Flache der Verbreitung eben deſſelben Licht—
quantum großer iſt, und ſo bey allen anderen Kraften und
Geſetzen, nach welchen ſie ſich entweder in Flachen, oder
auch korperlichen Raum verbreiten muſſen, um ihrer Natur
nach auf entfernte Gegenſtande zu wirken. Es iſt beſſer,
die Verbreitung einer bewegenden Kraft aus einem Punct
in alle Weiten ſo vorzuſtellen, als auf die gewohnliche Art,
wie es unter andern in der Optik geſchieht, durch von einem
Mittelpunct auseinanderlaufende Cirkelſtrahlen. Denn da
auf ſolche Art gezogene Linien niemals den Raum, durch
den ſie gehen, 'und alſo auch nicht die Flache, auf die ſie
treffen, fullen konnen, ſo viel deren auch gezogen oder an—
gelegt werden, welches die unvermeidliche Folge ihrer Di—
vergenz iſt, ſo geben ſie nur zu beſchwerlichen Folgerungen,
dieſe aber zu Hypotheſen Anlaß, die gar wohl vermieden
werden konnten, wenn man blos die Große der ganzen Ku—
gelflache in Betrachtung zoge, die von Derſelben Quantitat
Licht gleichformig erleuchtet werden ſoll, und den Grad
der Erleuchtung derſelben in jeder Stelle, wie naturlich, in
umgekehrtem Verhaltniſſe ihrer Große zum Ganzen nimmt,
und ſo bey aller anderer Verbreitung einer Kraft durch Rau
me von verſchtedenet Große.
2) Wenn die Kraft eine unmittelbare Anziehung in
der Ferne iſt, ſo muß um deſto mehr die Richtungslinie der
Anziehung nicht, als ob ſie von dem ziehenden Puncte wie
Strahlen ausliefln, ſondern ſo wie ſie von allen Puncten
der umgebenden Kugelflache (deren Halbmeſſer jene gegebene
Weite iſt) zum ziehenden Punct zuſammenlaufen, vorgeſtellt
wer
J
59
werden. Denn ſelbſt die Richtungslinie der Bewegung zum
Puncte hin, der die Urſache und Ziel derſelben iſt, giebt
ſchon den terminus a quo an, von wo die Linten anfangen
müſſen, namlich von allen Puncten der Oberflache, von
dem ſie zum ziehenden Mittelpunete und nicht umgekehrt thre
Richtung haben: denn jene Große der Flache beſtimmt.
allein die Menge der Linien, der Mittelpufttt laßt ſie
uunbeſtimmt
3) Wenn
x) Es iſt unmoglich, nach Linien, die ſich ſtrahlenweiſe aus
einem Puncte ausbreiten, Flachen in gegebenen Entfer—
„nungen als mit der. Wirkung derſelben, ſie ſey Erleuchs
tung oder Anziehung, ganz erfullt vorzuſtellen. GSo
wurde bey ſolchen auslaufenden Lichtſtrahlen die geringere
Erleuchtung einer entfernten Flache blos darauf beru—
hen, daß zwiſchen den erleuchteten Stellen unerleuchtete,
und dieſe deſto großer, je weiter die Flache entfernt,
uhrig bleiben. Eulers Hypotheſe vermeidet dieſe n—
ſchicklichkeit, hat aber freylich deſto mehr Schmieiigleit,
die geradlinigte Bewegung des Lichts begreiflich zu ma—
chen. Dieſe Schwierigkeit aber ruhrt von einer gar wohl
verineidlichen mathematiſchen Vorſtellung der Lichtmate—
.Nrie, als einer Anhaufung von Kugelchen her, die freylich,
nach ihrer verſchiedentlich ſchiefen Lage gegen die Rich—
tung des Stoßes, Seitenbewegung des Lichts geben wur—
de, da an deſſen Statt nichts hindert, dieſe Matertie als
„ein urſprunglich Fluſſiges, und zwar durch und durch,
ohne in feſte Korperchen zertheilt zu ſeyn, zu denken.
Will der Mathematiker die Abnahme des Lichts bey zu—
nehmender Entfernung anſchaulich machen, ſo bedurnt er
ſich auslaufender Cirkelſtrahien, um auf der Kugeiflache
ihrer Verbreitung die Große des Raumes, darin die—
ſelbe Quantitat des Lichts zwiſchen dieſen Cirkelſtrahlen
glerchformig verbreitet werden ſoll, mithin die Verringe—
rung des Grades der Erleuchtung datzuſtellen; er will aber
nicht,
60
3) Wenn die Kraft eine unmittelbare Zuruckſteltung
iſt, dadurch ein Punct (in der blos mathematiſchen Dar—
ſtellung) einen Raum dynamiſch erſullt, und es iſt die
Frage, nach welchem Geſetze der unendlich kleinen Entfer—
nungen (die hier den Beruhrungen gleich gelten) eine ur—
ſprungliche repulſive Kraft (deren Einſchrankung folglich le—
diglich auf dem Raum beruht, in dem ſie verbreitet wor—
den) in verſchtedenen Entfernungen wirke: ſo kann man
moch weniger dieſe Kraft durch divergirende Zuruckſtoßungs—
ſtrahlen aus dem angenommeuen repellirenden Puncte vor—
ſtellig machen, obgleich die Richtung der Bewegung ihn
zum terminus a quo hat, weil der Raum, in welchem
die Kraft verbreitet werden muß, um in der Entfernung zu
wirken, ein korperlicher Raum iſt, der als erfullt gedacht
werden ſoll (wovon die Art, wie namlich ein Punet durch
bewegende Kraft dieſes, d. i. dynamiſch, einen Ralim kor—
perlich erfullen konne, freylich keiner weiteren mathemati—
ſchen Darſtellung fahig iſt) und divergirende Strahlen aus
vinem Puncte die repellirende Kraft eines korperlichen erful
leten
nicht, daß man dieſe Strahlen als die einzig erleuchtenden
anſehen ſolle, gleich als ob immer lichtleere Platze, die
bey großerer Weite großer wurden, zwiſchen ihnen anzut
treffen waren. Will man jebe ſolcher Flachen als durch
aus erleuchtet ſich vorſtellen, ſo muß dieſelbe Quantitat
der Erleuchtung, die die kleinere bedeckt, auf der großeren
als gleichformig gedacht werden, und muſſen. alſe, um die
geradlinigte Richtung anzuzeigen, von der Flache und
allen ihren Puncten zu dem leuchtenden gerade Linien ge—
zogen werden. Die Wirkung und ihre Große muß vor—
her gedacht ſeyn und darauf die Urſache vorzeichnet wer
den. Eben dieſes gilt von den Anziehungsſtrahlen, wenn
man ſie ſo nennen will, ja von ullen Richtungen der
Krafte, die von einem Puncte ans, einen Raum, und
ware er auch ein korperlicher, erfullen ſollen.
J
leten Raumes unmoglich vorſtellig machen konnen: ſondern
man wurde die Zuruckſtoßung, bey verſchiedenen unendlich
kleinen Entfernungen dieſer einander treibenden Puncte,
ſchlechterdings blos in umgekehrtem Verhaltniſſe der korper—
lichen Raume, die jeder dieſer Puncte dynamiſch erfullt,
mithin des Cubus der Entfernungen derſelben von einander.
ſchatzen, ohne ſie conſtruiren zu konnen.
4) Alſo wurde die urſprungliche Anziehung der Ma—
terie in umgekehrtem Verhaltniß der Quadrate der Entifer-n
nung in alle Weiten, die urſprungliche Zuruckſtoßung in um—
gekehrtem Verhaltniß der Wurfel der unendlich kleinen Ent—
fernungen wirken, und durch eine ſolche Wirkung und Ge—
genwirkung beyder Grundkrafte wurde Materie von einem
beſtimmten Grade der Erfullung ihres Raumes moglich
ſeyn; weil, da die Zurluickſtoßung bey Annaherung der Thei
le in großerem Maaße wachſt, als die Anztehung die Gren—
ze der Annaherung, uber die durch gegebene Anziehung kei—
ne großere moglich iſt, mithin auch jener Grad der Zuſani—
mendruckung beſtimmt iſt, der das Maaß der intenſiven
Erfullung des Raumes ausmacht.
Anmerkung 2.
Ich ſehe wohl die Schwierigkeit dieſer Erklarungsart,
der Moglichkeit einer Materie uberhaupt, die darin beſteht,
daß, wenn ein Punet durch repulſive Kraft unmittelbar kei—
nen anderen treiben kann, ohne, zugleich; den ganzen korper—
lichen Raum bis zu der gegebenen Entfernung durch ſeine
Kraft zu erfullen, dieſer alsdenn, wie zu folgen ſcheint,
mehrere treibende Puncte enthalten mußte, welches der
Vorausſetzung widerſpricht, und oben (Lehrſatz 4.), unter
dem Namen einer Sphare der Zuruckſtoßung des Einfachen
im Raume, widerlegt worden. Es iſt aber ein Unter—
ſchied zwiſchen dem Begriffe eines wirklichen Raumes, der
gegeben werden kann, und der bloßen Jdee von einem Rau—
me,
J
62 S
J
me, der lediglich zur Beſtimmung des Verhaltniſſes gege—
bener Raume gedacht wird, in der That aber kein Raum
iſt, zu machen. Jn dem angeführten Falle einer veimeyn—
ten phyſiſchen Monadologte ſollten es wirkliche Raume ſeyn,
welche von einem Puncte dynamiſch, namlich durch Zuruck—
ſtozung, erfullt waren; deun ſie exiſtirten, als Puncte,
vor aller daraus moglichen Erzeuguag der Materie, und
beſtimmten durch die ihnen eigene Sphare ihrer Wirkſamkeit
den Theil des zu erfullenden Raumes, der ihnen angehoren
konite. Daher kann in gedachter Hypotheſe die Materie
auch nicht als ins Unendliche theilbar und als Quantum
conttnuum angeſehen werden; denn die Theile, die unmittelbat
einander zurückſtogßen, haben doch eine beſtimmte Entfernung
von einander (die Summe der Halbmeſſer der Sphare ihrer Zu
ruckſtoßung); dagegen, wenn wir, wie es wirllich geſchieht,
die Materte als ſtetige Große denken, ganz und gar keine
Entfernung der einander unmittelbar zurückſtoßenden Theile
Scatt findet, folglich auch keine großer oder kletner werdende
Sphare ihrer unmittelbaren Wirkſamkett. Nun konnen ſich
aber Praterten ausdehnen, oder zuſammengedrückt werden
(wie die Lute), und da ſtellt man ſich eine Eutfernung ihrer
nachſten Thetle vor, dee da wachſen und abnehmen konnen.
Werl gber die uachſten Theile einer ſterigen Materie einan—
der beruühren, ſie mag nun weiter ausgedehnt oder zuſam—
mengedrückt ſeyn, ſo deutt man ſich jene Entfernungen von
einander als unendlich-klein, und dieſen unendlich kleinen
Raum als im großeren oder kleineren Grade von ihrer Zu—
ruckſteßungskraft erfuüllt vor. Der unendlich kleine Zwi—
ſchenraum iſt aber von der Beruhruirg gar nicht unterſchie—
den, alſo nur die Jdee vom Raunie, die dazu dient, um
die Erweiterung einer Materie, als ſtetiger Große, an—
ſchaulich zu muchen, ob ſie zwar wirklich, ſo, gar nicht
begriffen werden kann. Wenn es alſo heißt: die zuruckſto—
ßenden Krafte der einander unmittelbar treibenden Theile
der Materte ſtehen in umgekehrtem Verhaltniſſe der Wurfel
ihrer Entfernungen, ſo bedrutet das nur: ſie ſtehen in
umge
—S 63
umgekehrtem Verhaltniſſe der korperlichen Raume, die man
ſich zwiſchen Theilen denkt, die einander dennoch unmittel—
bar beruhren, und deren Entfernung eben darum unendlich
klein genannt werden muß, damit ſie von aller wirklichen
Entfernung unterſchieden werde. Man muß alſo aus den
Schwierigketten der Conſtruction eines Begriffs, oder viel—
mehr aus der Misdeutung derſelben, keinen Einwurf wider
den Begriff ſelber machen; denn ſonſt wurde er die mathe—
matiſche Darſtellung der Proportion, mit welcher die An—
ziehung in verſchiedenen Entfernungen geſchieht, eben ſo
wohl, als diejenigen, wodurch ein jeder Punct in einem
fich ausdehnenden oder zuſammengedruckten Ganzen von
Materte den andern unmittelbar zuruckſtoßt, treffen. Das
allgemeine Geſetz der Dynamik wurde in beyden Fallen die—
ſes ſeyn: die Wirlung der hewegenden Kraft, die von
einem Puncte auf jeden auderen außer ihm ausgeubt wird,
verhalt ſich umgekehrt wie der Raum, in welchem daſſeibe
Quantum der bewegenden Kraft ſich hat ausbreiten muſſen,
um auf dieſen Puuct unmittelbar in der beſtimmten Entſer—
nung zu wirken.
Aus dem Gefetze der urſprunglich einander zuruckſto—
ßenden Theile der Materie in umgekehrtem cubiſchen Ver—
haltniſſe ihrer unendlich kleinen Entfernungen mußte aiſo
nothwendig ein ganz anderes Geſetz der Ausdehnung und Zu—
ſammendrüuckung derſelben, als das mariottiſche der Luft,
folgen; denn dieſes beweiſet ftiehende Kräfte ihrer nächſten
Theile, die in umgekehrtem Verhaltniſſe ihrer Entfernungen
ſtehen, wie Newton darthut (Prinec. Ph. N. Lib. II.
Propoſ. 23. Schol.). Allein man kann die Ausſpannungs-—
ktaft der letzteren auch nicht als die Wirkung urſprünglich
zuruckſtoßender Krafte anſehen, ſondern ſie beruht auf der
ZWwarme, die nicht blos als eine in ſie eingedrungene Ma—
terie, ſondern allem Anſehen nach durch ihre Erſchutterun—
gen die eigentlichen Lufttheile (denen inan uberdem wirkliche
Entfernungen von einauder zugeſtehen kann) nothigt, einan—
der
64 —S
der zu fliehen. Daß aber dieſe Bebungen der einander nach—
ſten Theile eine Fliebkraft, die in umgekehrtem Verhaltniſſe
ihrer Entfernungen ſteht, ertheilen muſſe, laßt ſich nach
den Geſcetzen der Mittheilung der Bewegung durch Schwin—
gung elaſteſcher Materien wohl begteiflich machen.
Noch erkläre ich, daß ich nicht wolle, daß gegenwartige
Expoſilivn des Geſetzes einer urſprützglichen Zuruckſtoßung
als zur Abſicht imeiner metaphyſiſchen Behandlung der Ma—
terie unothwendig gehorig angeſehen, noch die letztere (wel—
cher es genug iſt, die Erfullung des Raums als dynamiſche
Eigenſchaft derſeibentdargeſtellt zu haben) mit den Streitig—
keiten und Zweifeln, welche die erſte treffen koöunten, bee
mengt werde.
Allgemeiner Zuſatz zur Dynamik.
Wenn wir nach allen Verhandlungen derſelben
zuruckſehen, ſo werden wir bemerten: daß darin zuerſt
das Reelle im Raume, (ſonſt genannt das Solide) in
der Erfullung deſſelben durch Zuruckſtoßungskraft,
zweytens das, was in Anſehung des erſteren, als des
eigentlichen Objects unſerer außeren Wahrnehmung,
negativ iſt, namlich die Anziehungskraft, durch
welche, ſo viel an ihr iſt, aller Raum wurde durch—
drungen, mithin das Solide gänzlich aufgehoben wer—
den, drittens die Einſchrankung der erſteren
Kraft durch die zweyte und die daher ruhrende Beſtim-
mung des Grades einer Erfullung des Raumes in
Betrachtung gezegen, mithin die Qualitat der Mate—
rie unter den Titeln der Realitat, Negation und ki—
mitation, ſo viel es einer metaphyſiſchen Dynamik
zukommt, vollſtandig abgehandelt worden.
Alige—
5
Aligeme'ine Anmerkung
iur
Dynamit.
g9
Vas allgemeine Princip der Dynamik der materiellen Na
tur iſt: daß alles Reale der Gegenſtande außerer Sinne,
die das, was nicht blos Beſtinmmung des Raums (Ort,
Ausdehnung und Figur) iſt, als bewegende Kraft angeſehen
werden muſſe; wodurch alſo das ſogenannte Solide, oder
die abſolute Undurchdringlichkeit, als ein leerer Begriff, aus
der Naturwiſſenſchaft verwieſen und an threr Statt zuruck—
treibende Kraft geſetzt, dagegen aber die wahre und unmit—e
telbare Anziehung gegen alle Veruunfteleyen etuer ſich ſelbſt
misverſtehenden Metaphyſik vertheidigt, und, als Grund-—
kraft, ſelbſt zur Moglichkeit des Begriffs von Materie fur
nothwendig erklart wird. Hieraus entſpringt nun die Fol—
ge: daß der Raum, wenn man es nothig finden ſolite, auch
ohne leere Zwiſchenraume innerhalb der Materie auszu—
ſtreuen, allenfalls durchgangig und gleichwohl in verſchiede—
nem Grade erfullt angenommen werden konne. Denn es
kann nach dem urſprunglich verſchiedenen Grade der repulſi—
ven Krafte, auf denen die erſte Eigenſchaft der Materie,
namlich die, einen Raum zu erfullen, beruht, ihr Verhalt—
niß zur urſprunglichen Anziehung (es ſey einer jeden Ma—
terie fur ſich ſelbſt, oder zur vereinigten Anziehung aller
Materie des Univerſuums) unendlich verſchieden gedacht wer
den; weil die Anziehung auf der Menge der Materie in
einem gegebenen Raume beruht, da hingegen die expanſive
Kraft derſelben auf dem Grade ihn zu erfullen, der ſpecifiſch
ſehr unterſchieden ſeyn kaun; (wie etwa dieſelbe Quontitat
Luft in demſelben Volumen nach ihrer großeren oder minde—
ren Erwagung mehr oder weniger Elaſticitat beweiſet) wo
von der allgemeine Grund dieſer iſt: daß durch wahre An—
liehung alle Theile der Materie unmittelbar auf alle Thei
le der andern, durch expanſive Kraft aber uur die in der
E Verüh
bs —S
Beruhrungsflache wirken, woben es einerley iſt; ob hin
ter dieſer vtel oder wentg von dieſer Materie angetroffen
werde. Hieraus allein entſpringt nun ſchon ein großer Vor—
theil fur die Naturwiſſenſchaſt, weil ihr dadurch die Laſt
abgenommen wird, aus dem Volien und Leeren eine Welt
blos nach der Phantaſie zu zimmekn, vielmehr alle Raume
voll und doch in verſchiedenem Maaße erfullt gedacht wer—
den konnen, wodurch der Fere Raum wenigſiens ſeine
Nothwendigkeit verliert und auf den Werth einer Hypo—
theſe zuruckgeſetzt wird, da er ſonſt, unter dem Vorwande
einer zu Erklarung der verſchiedentlichen Grade der Erfullung des Raums nothwendigen Bedingung, ſich des Titels
eines Grundſatzes anmaaßen konnte.
Bey allem dieſem iſt der Vortheil einer hier metho—
diſch-gebrauchten Metaphyſik, in Abſtellung gleichfalls
metaphyſiſcher, aber nicht auf die Probe der Critik gebrach-
ter Principien, augenſcheinlich nur negativ. Jndirect
wird gleichwohl dadurch dem Naturforſcher ſein Feld erwei—
tert; weil die Bedingungen, durch die er es vorher ſelbſt
einſchrankte, und wodurch alle urſpruugliche Bewegungs
krafte wegphiloſophirt wurden, jetzt ihre Gultigkeit verlie—
ren. Man hute ſich aber uber das, was den allgemeinen
Begriff einer Materie uberhaupt moglich macht, hinauszu
gehen, und die beſondere oder ſo gar ſpeeifiſche Beſtimmung
und Verſchiedenheit derſelben a priori erklaren zu wollen.
Der Begriff der Materie wird auf. lauter bewegende Krafte
zuruckgefuhrt, welches man auch nicht anders erwarten
konnte, weil im Raume keine Thatigkeit, keine Veranderung,
als blos Bewegung gedacht werden kann. Allein wer will
die Moglichkeit der Grundkrafte einſehen? ſie konnen nur
angenommen werden, wenn ſie zu einem Begriff, von dem
es erweislich iſt, daß er ein Grundbegriff ſey, der von kei
nem anderen weiter abgeleitet werden kann (wie der der Er—
fullung des Raums), unvermeidlich gehoren, und dieſes
ſind Zuruckſtoßungs und ihnen entgegenwirkende Augzie-
hungs
67
hungskrafte uberhaupt. Von dieſer ihrer Verknupfung und
Folgen können wir allenfalls noch wohl a priori urtheilen,
welche Verhaltniſſe derſelben unter einander man ſich, ohne
ſich ſelbſt zu widerſprechen, denken konne, aber ſich darum
doch nicht anmaaßen, eine derſelben als wirklich anzuneh—
men, weil zur Befugniß, eine Hypotheſe zu errichten, unnach—
laßlich gefodert wird: daß die Moglichkeit deſſen, was
man annimmt, vollig gewiß ſey, bey Grundkraften aber
die Moglichkeit derſelben niemals eingeſehen werden kann.
Und hierin hat die mathematiſch-mechaniſche Erklärungsart
uber die metaphyſiſch-dynamiſche einen Vortheil, der ihr
nicht abgewonnen werden kanu, namlich aus einem durch—
gehends gleichartigen Stoffe, durch die mannigfaltige Ge—
ſtalt der Theile, vermittelſt eingeſtreuter leerer Zwiſchen
raume, eine große ſpecifiſche Mannigfaltigkeit der Materien,
ſo wohl ihrer Dichtigkeit als Wirkungsart nach, (wenn
freinde Krafte hinzukommen) zu Stande zu bringen. Denn
die Moglichkeit der Geſtalten ſowohl als der leeren Zwi—
ſchenraume laßt ſich mit mathematiſcher Evidenz darthun:
dagegen, weun der Stoff ſelbſt in Grundkrafte verwandelt
wird (deren Geſetze a priori zu beſtimmen, noch weniger
aber eine Mannigfaltigkeit derſelben, welche zu Ertlarung
der ſpecifiſchen Verſchiedenheit der Materie zureichte, zuver—
laſſig anzugeben, wir nicht im Stande ſind), uns alle Mit—
kel abgehen, dieſen Begriff der Materie zu conſtruiren,
und, was wir allgemein dachten, in der Anſchauung als
moglich darzuſtellen. Aber jenen Vortheil bußet dagegen
eine blos mathematiſche Phyſik auf der anderen Geite dop
pelt ein, indem ſie erſtlich einen leeren Begriff (der ab—
ſoluten Undurchdringlichkeit) zum Grunde legen, zwey—
tens alle der Materie eigene Krafte aiufgeben muß,
und uberdem noch mit ihren urſprunglichen Confi—
gurationen des Grundſtoffs und Einſtreuung der leeren
Raume, nachdem es das Bedurfniß zu erklaren erfodert,
der Einbildungskraft im Felde der Philoſophie mehr Frey—
heit, ja gar rechtmaßigen Auſpruch verſtatten muß, als
E 2 ſich
68
ſich wohl mit der Behutſamkeit der letzteren zuſammen—
reimen laßt.
Statt einer hinreichenden Erklärung der Moglichkeit
der Materie und ihrer ſpecifiſchen Verſchiedenheit aus jenen
Grundkraften, die ich nicht zu leiſten verniag, will ich die
Momente, worauf ihre ſpecifiſche Verſchiedenheit ſich insge—
ſammt a priori bringen (obgleich nicht eben ſo ihrer Mog—
lichkeit nach begreifen) laſſen muß, wie ich hoffe, vollftan—
dig darſtellen. Die zwiſchen die Definitionen geſchobenen An
merkungen werden die Anwendung derſelben erlautern.
1. Ein Korper, in phyſiſcher Bedeutung, iſt eine
Naterie zwiſchen beſtimmten Grenzen (die alſo eine
Figur hat). Der Raum zwiſchen dieſen Grenzen, ſei—
ner Große nach betrachtet, iſt dr Raumesinhalt
(volumen). Der Grad der Erfullung eines Raumes von
beſtimmtem Jnhalt heißt Dichtigkeit. (onſt wird
der Ausdruck dicht auch abſolut gebraucht fur das, was
nicht hohl (blaſicht, lochericht) iſt. Jn dieſer Bedeutung
giebt es eine abſolute Dichtigkeit in dem Syſtem der abſo—
luten Undurchdringlichkeit, und zwar, wenn eine Waterie
gar keine leere Zwifchenraume enthalt. Nach dieſein Be—
griffe von Erfullung des Raumes ſtellt man Vergleichungen
an, und nennt eine Materie dichter als die andere, die we
niger Leeres in ſich enthalt, bis endlich die, in der kein
Theil des Raumes leer iſt, vollkommen dicht heißt. Des
letzteren Ausdrucks kann man ſich nur nach dem blos mathe—
matiſchen Begriffe der Materie bedienen, allein im dyuami—
ſchen Syſtem einer blos relativen Undurchdringlichkeit giebt
es kein Maximum oder Minimum derDichtigkeit, und gleich—
wohl kann jede noch ſo dunne Materie doch vollig dicht hei—
ßen, wenn ſie ihren Raum ganz erfuilt, ohne leere Zwi—
ſchenraume zu enthalten, mithin ein Continuum, nicht ein
Interruptum iſt; allein ſie iſt doch in Bergleichung mit einer
andern weniger dicht, in dynamiſcher Bedeutung, wenn ſie
ihren Raum zwar ganz, aber nicht in gleichem Grade er—
fullt-
fullt. Allein auch in dem letzteren Syſtem iſt es unſchick—
lich, ſich ein Berhältniß der Materien ihrer Dichtigkeit uach
zu denken, wenn man ſie ſich nicht unter einander als ſpeci—
fiſch gleicharrig vorſtellt, ſo daß eine aus der andern durch
bloße Zuſammendruckung erzeugt werden kann. Da nun
das letztere nicht eben nothwendig zur NRatuc aller Materie
an ſich erforderlich zu ſeyn ſcheint, ſo kann zwiſchen ungleich—
artigen Materien keine Vergleichung in Anſehung ihrer Dich—
tigkeit fuglich Statt finden, z. B. zwiſchen Waſſer und
Queckſilber, ob zwar es im Gebrauche iſt.
2. Anziehung, ſo fern ſie blos als in der Be—
ruhrung wirkſam gedacht wird, beißt Zufammen—
hang (Zwar thut man durch ſehr gute Verſuche dar, daß
dieſelbe Kraft, die in der Beruhrung Zuſammenhang heißt,
auch in ſehr kleiner Entfernung wirkfam befunden werde;
allein die Anziehung heißt doch nur Zuſammenhang, ſo fern
ich ſie blos in der Beruhrung denke, der gemeinen Erfah—
rung gemaß, bey welcher ſie in kleinen Entfernungen kaum
wahrgenommen wird. Zufammenhang wird gemeinhin fur
eine ganz allgemeine Eigenſchaft der Materie angenommen,
nicht, als ob man zu ihr ſchon durch den Begriff einer Ma—
terie geleitet wurde, ſondern weil die Erfahrung ſie aller—
warts darthut. Altein dieſe Allgemeinheit muß nicht col—
lertivs verſtanden werden, als ob jede Materie durch dieſe
Art der Anziehung auf jede andere im Weltraume zugleich
wirkte, dergletchen die der Gravitatton iſt ſondern
blos disjunctiv, namlich auf eine oder die andere, von
welcher Art Materien ſie auch ſeyn mag, die mit ihr in Bee
ruhrung komnit. Um deswillen, und da dieſe Anziehung,
wie es verſchiedene Beweisgrunde darthun konnen, nicht
durchdringend, ſondern nur Flachenkraft iſt, da ſte ſelbſt
als ſolche nicht einmal allerwarts nach der Dichtigkeit ſich
richtet, da zur volligen Starke des Zuſammenhanges ein vor—
hergehender Zuſtand der Fluſſigkeit der Materien und der
nachmaligen Erſtarrung derfelben erfoderlich iſt und die aller—
E3 Hee
70
genauſte Beruhrung gebrochener feſter Materien in eben den—
ſelben Flachen, mit denen ſie vorher ſo ſtark zuſemmenhin—
gen, z. B. eines Spiegelglaſes, wo es einen Razß hat, den—
Mnoch bey weitem den Grad der Anziehung nicht mehr verſtat
tet, den es von ſeiner Erſtarrung nach dem Fluſſe her hatte,
ſo halte ich dieſe Attraction in der Beruhrung für keine
Grundkraft der Materie, ſondern eine nur abgeleitete; wo—
von weiter unten ein Mehreres). Eine Materie, deren
Theile, unerachtet ihres noch ſo ſtarken Zuſammen—
hanges unter einander, dennoch von jeder noch ſo
kleinen bewegenden Kraft an einander konnen verſcho
ben werden, iſt fluſſig. Theile einer Materie wer—
den aber an einander verſchoben, wenn fie, ohne
das Quantum der Beruhrung zu vermindern, uur
genothigt werden, dieſe unter einauder zu verwech—
jeln. Theile, mithin auch Materien, werden ge
trennt, wenn die Beruhrung nicht blos mit andern
verwechſelt, ſondern aufgehoben, oder ihr Quantum
vermindert wird. Ein feſter beſſer ein ſtarrer
Korper (eorpus rigidum) iſt der, deſſen Theile nicht
durch jede Kraft an einander verſchoben werden kon
nen die folglich mit einem gewiſſen Grade von Kraft
dem Verſchieben widerſtehen. Das Hinderniß des
Werſchiebens der Materien an einander iſt die Rei—
bung. Der Widerſtand gegen die Trennung ſich be—
ruhrender Materien iſt der Zuſammenhang. Fluſſige Ma—
terien erleiden alſo in ihrer Theilung keine Reibung, ſon—
dern, wo dieſe angetroffen wird, werden die Materien als
ſtarr in großerem oder minderem Grade, deren die letzte
Klebrigkeit (viſcoſitas) heißt, wenigſtens ihren kleineren
Theilen nach, angenommen. Der ſtarre Korper iſt
ſprode, wenn ſeine Theile nicht konnen an einauder
verſchoben werden, ohne zu reiſſen mithin wenn der
Zuſammenhang derſelben nicht kann verändert, ohne zugleich
aufgehoben zu werden. (Man ſetzt ſehr unrichtig den Unu
terſchied der fluſſigen und feſten Materien in dem verſchiede:
nen
71
nen Grade des Zuſammenhanges ihrer Theile. Denn, um
eine Materie flüſſig zu nennen, kommt es nicht auf den
Grad des Widerſtandes an, den ſie dem Zerreiſſen, fondern
nur dem Verſchieben threr Theile an einander entgegenſetzt.
Jener kann ſo groß ſeyn, als man will, ſo iſt dieſer doch
jederzeit in einer fluſſtgen Materie Zo. Man betrachte
einen Tropfen Waſſer. Wenn ein Theilchen innerhalb dem—
ſelben durch eine uoch ſo große Attraction der Nebenthelle,
die es beruhren, nach der einen Seite gezogen wird, ſo wird
eben daſſelbe doch auch gerade eben ſo viel nach der eutge—
gengeſetzten gezogen, und, da die Attractionen beyderſeitig
ihre Wirkungen aufheben, iſt das Partikelchen eben ſo leicht
beweglich, als ob es im leeren Raume ſich befande, nem
lich die Kraft, die es bewegen ſoll, hat keinen Zuſammeuü—
hang zu uberwinden, ſondern nur die ſogenannte Tragheit,
die ſie bey aller Materie, wenn ſie gleich gar nicht womit
zuſammenhinge, uberwinden mußte. Daher wird ein klei
nes mikroſtopiſches Thierchen ſich ſo leicht darin bewegen,
als ob gar kein Zuſammenhang zu trennen ware. Denn es
hat wirklich keinen Zuſammenhang des Waſſers aufzuheben
und die Beruhrung deſſelben unter ſich zu vermindern, ſon—
dern nur zu verandern. Denket euch aber eben dieſes Thier—
chen, als ob es ſich durch die außere Oberflache des
Tropfens durcharbeiten wollte, ſo iſt erſtlich zu merken, daß
die wechſelſeitige Anziehung der Theile dieſes Waſſerklump—
chens es macht, daß ſie ſich ſo lange bewegen, bis ſie in die
großte Beruhrung unter einander, mithin in die kleinſte Be—
ruhrung mit dem leeren Raum gekommen ſind, d. i. eine
Kugelgeſtalt gebildet haben. Wenn nun das genannte Jn—
ſect ſich uber die Oberflache des Tropfens hinaus zu arbei—
ten beſtrebt iſt, ſo muß es die Kugelgeſtalt verandern,
folglich mehr Beruhrung des Waſſers mit dem leeren Raum,
und alſo auch weniger Beruhrung der Theile deſſelben un—
ter einander bewirken, d. i. ihren Zuſammenhang vermin—
dern, und da widerſteht ihm das Waſſer allererſt durch ſei—
nen Zuſammenhang, aber nicht innerhalb dem Tropfen, wo
Ea die
72
die Beruhrung der Theile unter einander gar nicht verminbett,
ſondern nur in die Beruhrung mit andern Theilen verandert
wird, mithin dieſe nicht im mindeſten getrennt, ſondern nur
verſchoben worden. Auch kann man auf das mikroſcopiſche
Thierchen und zwar aus ahnlichen Grunden anwenden, was
Newton vom Lichtſtrahl fagt, daß er nicht durch die dichte
Materie, ſondern nur durch den leeren Raum zurückgeſchla
gen werde. Es iſt alſo klar: daß die Vergroßerung des
Zuſammenhanges der Theile einer Materie ihrer Fluſſigkeit
nicht den mindeſten Abbruch thue. Waſſer hangt in ſeinen
Theilen weit ſtarker zuſammen, als man gemeiniglich glaubt,
wenn man ſich auf den Verſuch einer von der Oberflache des
Waſſers losgeriſſenen metallenen Platte verlaßt, welcher
nichts entſcheidet, weil hier das Waſſer nicht in der ganzen
Flache der erſten Beruhrung, ſondern in einer viel kleineren
reißt, zu welcher es namlich durch das Verſchieben ſeiner
Theile endlich gelaugt iſt, wie etwa ein Stab von weichem
Vachſe ſich durch ein angehangtes Gewichte erſtlich dünner
ziehen laßt, und alsdenn in einer weit kleineren Flache rei—
ßen muß, als man anfanglich annahm. Was aber in Au—
ſehung unſers Begriffs der Flufſigkeit ganz entſcheidend iſt,
iſt dieſes: daß fluſſige Materien auch.als ſolche erklart
werden konnen, deren jeder Punct nach alleu Directio
nen mit eben derſelben Kraſt ſich zu bewegen trachtet,
mit welcher er nach irgend einer gedruckt wird; eine
Eigenſchaft, auf der das erſte Geſetz der Hydrodynamik
beruht, die aber einer Anhauſung von glatten und dabey
feſten Korperchen, wie eine ganz leichte Aufloſung ihres
Drucks nach Geſetzen der zuſammengeſetzten Bewegung zei
gen kann, niemals beygelegt werden kann, und dadurch die
Originalitat der Eigenſchaft der Fluſſigkeit beweiſet. Wur—
de nun die fluſſige Materie das mindeſte Hinderniß des Ver
ſchiebens, mithin auch nur die kleinſte Reibung erleiden, ſo
wurde dieſe mit der Starke des Druckes, womit die Theile
derſelben an einander gepreßt werdrn, wachſen!und endlich
rin Druck Statt finden, bey welchem die Theile dieſer Ma—
terie
73
terie ſich nicht an einander durch jede kleine Kraft verſchicben
laſſen, z. B. in einer gebogenen Rohre von zwey Schenkeln,
deren der eine ſo weit ſeyn mag, als man will, der andere ſo
enge als man will, außer, daß er nur nicht ein Haarrohrchen
iſt wurde, wenn man beyde Schenkel eintige hundert
Fuß hoch denkt, die flſſige Materie in der engen eben ſo
hoch ſtehen, als in der weiten, nach Geſetzen der Hydroſtatik.
Weil aber der Druck auf den Boden der Rohren und alſo
auch auf den Theil, der beyde in Gemeinſchaft ſtehende
Rohren verbindet, in Proportion der Hohen ins linendliche
immer großer gedacht werden kann, ſo mußte, wenn die
mindeſte Reibung zwiſchen den Theilen des Fluſſegen Statt
fande, eine Hohe der Rohren gefunden werden konnen, bey
der eine kleine Quantitat Waſſer in die engere Rohre gegof—
ſen, das in der weiteren nicht aus ſeiner Lage verrucken,
mithin die Waſſerſeule in dieſer hoher zu ſtehen kommen
wurde, als in jener, weil ſich die unteren Theile, bey ſo
großem Drucke derſelben gegen einander, nicht mehr durch
ſo kleine bewegende Kraft, als das zugeſetzte Gewicht Waf—
ſer iſt, verſchieben ließen, welches der Erfahrung und ſelbſt
dem Begriffe des Fluffigen zuwider iſt. Eben daſſelbe gilt,
wenn man ftatt des Drucks durch die Schwere den Zufam—
menhang der Theile ſetzt, er mag ſo groß ſeyn, wie er will.
Die angefuhrte zweyte Definition der Flüfſigkeit, worauf
das Grundgeſetz der Hydroſtatik beruht, namtich daß ſie die
Eigenſchaft einer Materie ſey, da ein jeder Theil derſelben
ſich nach allen Seiten mit eben derſelben Kraft zu bewegen
veſtrebt iſt, womit er in einer gegebenen Direetion gedruckt
wird, folgt aus der erſten Definition, wenn man damit den
Grundſatz der allgemeinen Dynamik verbindet, daß alle
Materie urſprunglich elaſtiſch ſey, da denn dieſe nach jeder
Seite des Raums, darin ſte zuſammengedruckt iſt, mit der—
ſelben Kraft ſich zu erweitern, d. i. (wenn die Theile einer
Materie ſich an einander durch jede Kraft ohne Hinderniß
verſchieben lafſen, wie es bey der fluſſigen ſo wirklich iſt,)
ſich zu bewegen beſtrebt ſeyn muß, womit ſder Druck in einer
E5 jeden
74 rt
jeden Richtung, welche es auch ſey, geſchiehet. Alſo ſind
es eigentlich nur die ſtarren Materien, (deren Moglichkeit
noch außer dem Zuſammenhange der Theile eines anderen
Erklarungsgrundes bedarf) denen man Reibung beylegen
darf, und die Reibung ſetzt ſchon die Eigenſchaft der Rigi—
ditat voraus. Warum aber gewiſſe Materien, ob ſie gleich
vielleicht nicht großere, vielleicht wohl gar kleinere Kraft des
Zuſammenhanges haben, als andere fluſſige, dennoch dem
Verſchieben der Theile ſo machtig widerſtehen, und daher
nicht anders, als durch Aufhebung des Zuſammenhanges
Aller Theile in einer gegebenen Flache zugleich, ſich trenuen
laſſen, welches denn den Schein eines vorzüglichen Zuſam—
menhanges giebt; wie alſo ſtarre Körper moglich ſeyn, das
iſt immer noch ein unaufgeloſetes Problem, ſo leicht als
auch die gemeine Naturlehre damit fertig zu werden glaubt.
z. Elaſticitat (Springkraft) iſt das Vermogen
einer Materie, ihre durch eine andere bewegende Kraft
veranderte Große oder Geſtalt, bey Nachlaſſung der
ſelben wiederum anzunehmen. Sie iſt entweder expan
ſive, oder attractive Elaſticitat; jene, um nach der Zu—
ſammendruckung das vorige großere, dieſe, um nach der
Ausdehnung das vorige kleinere Volumen anzunehmen. (Die
attractive Elaſticitat iſt, wie es ſchon der Ausdruck zeigt,
offenbar abgeleitet. Ein eiſerner Drath, durch angehangte
Gewichte gedehnt, ſpringt, wenn man das Band abſchnei—
det, in ſein Volumen zuruck. Vermoge derſelben Attraction,
die die Urſache ſeines Zuſammenhanges iſt, oder bey fluſſi—
gen Materien, wenn die Warme dem Queckſilber plotzlich
entzogen wurde, wuede die Materie deſſelben eilen, um das
vorige kleinere Volumen wieder anzunehmen. Die Elaſti—
citat, die blos in Herſtellung der vorigen Figur beſteht, iſt
jederzeit attractiv, wie an einer gebogenen Degenklinge, da
die Theile auf der convexen Flache aus einander gezerret, ihre
vorige Nahheit anzunehmen trachten, und ſo kann auch ein
kleiner Tropfen Queckſilber elaſtiſch genannt werden. Aber
die
U
19
die expanſive Elaſticitat kann eine urſprungliche, ſie kann
aber auch eine abgeleitete ſeyn. So hat die Luft eine abge—
leitete Elaſticitat, vermittelſt der Naterte der Warme,
welche mit ihr innigſt vereinigt tſt, und deren Elaſticttat vtel-
leicht urſprunglich iſt. Dagegen muß der Greundſtoff des
Fluſſigen, welches wir Luft nenuen, dennoch als Materie
überhaupt ſchon an ſich Elaſticitat haben, welche urſprung—
lich heißt. Von welcher Art eine wahrgenommene Elaſtici—
tat ſey, iſt in vorkommenden Fallen nicht moglich mit Ge—
wißheit zu entſcheiden).
4. Die Wirkung bewegter Korper auf einan
der durch Mittheilung ihrer Bewegung heißt mech a
niſch; die der Materien aber, ſo fern ſie auch in
Ruhe durch eigene Krafte wechſelſeitig die Verbin—
dung ihrer Theile verandern, heißt chemiſch. Die—
ſer chemiſche Einfluß heißt Aufloſung, ſo fern er die
Trennung der Theile einer Materie zur Wirkung hat
(die mechaniſche Theilung, z. B. durch einen Keil, der zwi—
ſchen die Theile einer Materie getrieben wird, iſt alſo, weil
der Keil nicht durch eigene Kraft wirkt, von einer chemiſchen
ganzlich unterſchieden): derjenige aber, der die Abſonde—
rung zweyer durch einander aufgeloſeter Materien zur Wir-
kung hat, iſt die Scheidung. Die Aufloſung ſpecifiſch
verſchiedener Materien durch einander, darin kein Theil der
einen angetroffen wird, der nicht mit einem Theile der andern
von ihr ſpecifiſch unterſchiedenen in derſelben Proportion, wie
die Ganzen, vereinigt ware, iſt die abſvlute Aufloſung,
und kann auch die chemiſche Durchdringung genannt
werden. (Ob die aufloſenden Krafte, die in der Natur
wirklich anzutreffen ſind, eine vollſtandige Auftoſung zu be
wirken vermogen, mag unausgemacht bleiben. LKier iſt
nur die Frage davon, ob ſich eine ſolche nur denken laſſe.
Nun iſt offenbar, daßi, ſo lange die Theile einer aufgeloſe—
ten Materie noch Klumpchen (moleculae) ſind, nicht min—
der eine Aufloſung derſelben moglich ſey, als die der gro—
ßeren,
76
ßeren, ja daß dieſe wirklich ſo lange fortgehen muſſe, wenn
die aufluſende Kraft bleibt, bis kein Theil mehr da iſt, der
nicht aus dem Aufloſungsmittel und der aufzuloſenden Ma—
terie, in der Proportion, datin beyde zu einonder im Gan—
zen ſtehen, zuſammengeſetzt ware. Weil alſo in ſolchem
Falle kein Theil von dem Volumen der Aufloſung ſeyn kann,
der nicht einen Theil des aufloſenden Mittels enthielte, ſo
muß dieſes, als ein Continunm, das Volumen ganz er—
fullen. Eben ſo, weil kein Theil eben deſſelben Volumens
der Solution ſeyn kann, der nicht einen proportionulichen
Theil der aufgeloſeten Materie enthielte, ſo muß dieſe auch
als ein Continuum den ganzen Raum, der das Volumen
der Miſchung ausmacht, erfullen. Wenn aber zwey Ma—
terien, und zwar jede derſelben ganz, einen und denſelbeü
Raum erfüllen, ſo durchdringen ſie einander. Alſo wur—
de eine vollkommene chemiſche Aufloſung eine Durchdringung
der Materien ſeyn, welche dennoch von der mechaniſchen
gänzlich unterſchieden ware, indem bey ber letzten gedacht
wird, daß bey der großern Aunaherung bewegter Materien
die repulſive Kraft der einen die der andern ganzlich uberwie—
gen, und eine oder beyde ihre Ausdehnung auf nichts
bringen konnen; da hingegen hier die Ausdehnung bleibt,
nur daß die Materien nicht außer einander, ſondern in einan
der, d. i. durch Jntusſuſception (wie man es zu nennen
pflegt,) zuſammen einen der Summe ihrer Dichtigkeit ge—
maßßen Raum einnehmen. Gegen die Moglichkeit dieſer
vollkemmenen Auftoſung und alſo der chemiſchen Durchdrin—
guug iſt ſchwerlich etwas einzuwenden, obgleich ſie eine
voliendete Theilung ins Unendliche enthalt, die in dieſem
Falle doch keinen Widerſpruch in ſich faßt, weil die Aufloö—
ſung ecine Zeit hindurch continuirlich, mithin gleichfalls
durch eine unendliche Reihe Augenblicke mit Acceleration ge
ſchieht, uberdem durch die Theilung die Summe der Ober—
flachen der noch zu theilenden Materien wachſen, und, da
die aufloſende Kraft continuirlich wirkt, die ganzliche Auflo—
fung in einer anzugebenden Zeit vollendet werden kann.
Die
77
Die Unbegreiflichkeit einer ſolchen chemiſchen Durchdringung
zweher Materien iſt auf Rechnung der Unbegreiflichkeit der
Theilbarkeit eines jeden Continuum uberhaupt ins Unendli—
che zu ſchreiben. Geht man von dieſer vollſtandigen Auflo—
ſung ab, ſo muß man annehmen, ſie ginge nur bis zu gewiſ—
ſen kleinen Klumpen der aufzuloſenden Materie, die in dem
Aufloſungsmittel in geſetzten Weiten von einander ſchwim—
men, ohne daß man den mindeſien Grund angeben kann,
warum dieſe Klumpchen, da ſie doch immer thetiibare Ma—
terien ſind, nicht gleichfalls aufgeloſet werden. Denn, daß
das Aufloſungsmittel nicht weiter wirke, mag immer in der
Natur, ſo weit Erfahrung reicht, ſeine gute Nichtigkeit
haben; es iſt hier aber nur die Rede von der Moglichleit
einer aufloſenden Kraft, die auch dieſes Klumpchen und ſo
ferner jedes andere, was noch ubrig bleibt, aufloſe, bis
die Solution vollendet iſt. Das Volumen, was die Auf—
loſung einnimmt, kann der Summe der Raume, die die
einander aufloſenden Materien vor der Miſchung einnahmen,
gleich, oder kleiner, oder auch großer ſeyn, nachdem die
anziehenden Krafte gegen die Zurückſtoßungen in Verhaltniß
ſtehen. Sie machen in der Aufloſung jedes fur ſich und
beyde vereinigt ein elaſtiſches Medium aus. Dieſes kann
auch allein einen hinreichenden Grund angeben, warum die
aufgeloſete Materie ſich durch ihre Schwere nicht wiederum
vom aufloſenden Mittel ſcheide. Denn die Anziehung des
letzteren, da ſie nach allen Seiten gleich ſtark geſchieht, hebt
ihten Widerſtand ſelbſt auf, und eine gewiſſe Klebrigkeit im
Fluſſigen anzunehmen, ſtimmt auch gar nicht mit der gro—
ßen Kraft, die dergleichen aufgeloſete Materien, z. B. die
Gauren mit Waſſer verdunnt, auf metalliſche Korper aus—
uben, an die ſie ſich nicht blos anlegen, wie es geſchehen
mußte, wenn ſie blos in ihrem Medium ſchwammen, ſon—
dern die ſie mit großer Anziehungskraft von einander tren—
nen, und im ganzen Raume des Vehikels verbreiten. Ge—
ſetzt auch, daß die Kunſt keine chemiſche Aufloſungskrafte
Jieſer Art, die eine vollſtandige Auftoſung bewirkten, in
ihrer
78
ihrer Gewalt hatte, ſo konnte doch vielleicht die Natur ſie
in ihren vegetabiliſchen und animaliſchen Operationen bewei
ſen, und dadurch vielleicht Materien erzeugen, die, ob ſie
zwar gemiſcht ſind, doch keine Kunſt wiederum ſcheiden
kann. Dieſe chemiſche Durchdringung konnte auch ſelbſt
da angetroffen werden, wo die eine beyder Materien durch
die andere eben nicht zertrennt und im buchſtablichen Sinne
aufgeloſet wird, ſo wie etwa der Warmeſtoff die Korper
durchdringt, da, wenn er ſich nur in leere Zwiſchenraume
derſelben vertheilete, die feſte Subſtanz ſelbſt kalt bletben
wurde, weil dieſe nichts von ihr einnehmen konnte. Jm—
gleichen konnte man ſich ſo gar einen ſcheinbarlich freyen
Durchgang gewiſſer Materien durch andere auf ſolche Weiſe
denken, z. B. der magnetiſchen Materie, ohne ihr dazu
offene Gänge und leere Zwiſcheuraume in allen, ſelbſt den
dichteſten Materien vorzubereiten. Doch es iſt hier nicht
der Ort, Hypotheſen zu beſonderen Erſcheinungen, ſondern
nur das Princip, wornach ſie alle zu beurtheilen ſind, aus—
fiadig zu machen. Alles, was uns des Bedurfuiſſes uber—
hebt, zu leeren Raumen unſere Zuflucht zu nehmen, iſt wirk—
licher Gewinn fur die Naturwiſſenſchaft. Denn dieſe geben
gar zu viel Freyheit der Einbildungskraft, den Mangel der
inneren Naturkenntniß durch Erdichtung zu erſetzen. Das
ab ſolut Leere und das abſolut Dichte ſind in der Naturlehre
ohngefahr das, was der blinde Zufall und das blinde Schick
ſal in der metaphyſiſchen Weltwiſſenſchaft ſind, namlich ein
Schlagbaum fur die herrſchende Vernunft, damit entweder
Erdichtung ihre Stelle einnehme, oder ſie auf dem Pplſter
dunkler Qualitäten zur Ruhe gebracht werde.
Was nun aber das Verfahren in der Naturwiſſen—
ſchaft in Anſehung der vornehmſten aller ihrer Aufgaben,
namlich der Erklarung einer ins Unendliche moglichen ſpeci
fiſchen Verſchiedenhekt der Materien betrifft, fo kann
man dabey nur zwey Wege einſchlagen: den mechaniſchen,
durch die Verbindung des Abſolutvollen mit dem Abſolutlee—
ren,
—S 79
ten, oder einen ihm entgegengeſetzten dynamiſchen Wea,
durch die bloße Verſchiedenheit in der Verbindung der ur—
ſprunglichen Krafte der Zuruclſtohung und Auztehung alle
Verſchiedenheiten der Materien zu erklaren. Der erſte hat
zu Materialten ſeiner Ableitung die Atomen und das Leere.
Ein Atom iſt ein lleiner Theil der Materie, der phyſtſch un—
theilbar iſt. Phyſiſch untheilbar iſt eine Materie, deren
Theile mit einer Kraft zuſammenhängen, die durch keine in
der Natur befindliche bewegende Kraft uberwaltigt werden
kann. Ein Atom, ſo fern er ſich durch ſeine Figur von
andern ſpecifiſch unterſcheidet, heißt ein erſtes Korperchen.
Ein Korper (oder Korperchen), deſſen bewegende Kraft von
ſeiner Figur abhangt, heißt Maſchine. Die Erklarungsart der ſpecifiſchen Verſchiedenheit der Materien durch die
Beſchaffenheit und Zuſammenſetzung ihrer kleinſten Theile,
als Maſchinen, iſt die mechaniſche Naturphiloſophje:
diejenige aber, welche aus Materien, nicht als Maſchinen,
d. i. bloßen Werkzeugen außerer bewegender Krafte, ſondern
ihnen urſprunglich eigenen bewegenden Kraften der Anziehung
und Zuruckſtoßung die ſpecifiſche Verſchiedenheit der Materte
aAbleitet, kann die dynamiſche Naturphiloſophie genannt
werden. Mie mechaniſche Erklurungsart, da ſie der Ma—
thematik am fugſamſten iſt, hat unter dem Namen der Ato—
miſtik oder Corpuſcularphiloſophie mit weniger Abande—
rung vom alten Democrit an bis auf Carteſen und ſelbſt
bis zu unſeren Zeiten immer ihr Anſehen und Einfluß auf
die Principien der Naturwiſſenſchaft erhalten. Das We—
ſentliche derſelben beſteht in der Voraueſetzung der abſolu—
ten Undurchdringlichkeit der primitiven Materie, in der
abſoluten Gleichartigkeit dieſes Stoffs und dem allein
ubriggelaſſenen Unterſchiede in der Geſtalt, und in der ab—
ſoluten Unuberwindlichkeit des Zuſammenhauges der Ma—
terie in dieſen Grundkorperchen ſelbſt. Dies waren die
Materialien zu Erzeugung der ſpecifiſch verſchiedenen Ma—
rerien, um nicht allein zu der Unveranderlichkeit der Gattun—
gen und Arten einen unveranderlichen und gleichwphl ver—
ſchie—
14
80 S
ſchledentlich geſtalteten Grundſtoff bey der Hand zu haben, ſon
dern auch aus der Geſtalt dieſer erſten Theile, als Maſchi—
uen, (denen nichts weiter, als eme außerlich eingedruckte
Kraft fehlte) die mancherley Naturwirkungen mechaniſch
zu erklaren. Die erſte und vornehmſte Beglaubiguug dieſes
Syſtems aber beruht auf der vorgeblich unvermeidlichen
Nothwendigkeit, zum ſpecifiſchen Unterſchiede der
Dichtigkeit der Materien leere Raume zu brauchen, die
man innerhalb der Materien und zwiſchen jenen Partikeln
vertheilt, in einer Proportion, wie man ſie nothig fand,
zum Behuf einiger Erſcheinungen gar ſo groß, daß der er—
fullete Theil des Volumens, auch der dichteſten Materie,
gegen den leeren beynahe fur nichts zu halten iſt, an—
nahm. Unm nun eine dynamiſche Erklarungsart ein—
zufuhren, (die der Expperimentalphiloſophie weit angemeſſe—
ner und beforderlicher iſt, indem ſie geradezu darauf lei—
tet, die den Materien eigene bewegende Krufte und deren
Geſctze auszufinden, die Freyheit dagegen einſchrankt, leere
Zwiſchenraume und Grundkorperchen von beſtimmten GSe
ſtalten anzunehmen, die ſich beyde durch kein Exrperiment
beſtimmen und ausfindig machen laſſen,) iſt es gar nicht
nothig neue Hypotheſen zu ſchmieden, ſondern allein das
Poſtulat der blos mechaniſchen Erklarungsart: daß es
unmoglich ſey, ſich einen ſpecifiſchen Unterſchied der
Dichügkeit der Materien ohne Beymiſchung leerer
Raume zu denken, durch die bloße Anfuhrung einer Art,
wie er ſich ohne Widerſpruch denken laſſe, zu widerlegen.
Denn wenn das gedachte Poſtulat, worauf die blos mecha—
niſche Erklarungsart füßet, nur erſt als Grundſatz fur un—
gultig erklaret worden, ſo verſteht es ſich von ſelbſt, daß
man es als Hypotheſe in der Naturwiſſenſchaft nicht auf—
nehmen muſſe, ſo lange noch eine Moglichkeit ubrig bleibt,
den ſpecifiſchen Unterſchied der Dichtigkeiten ſich auch ohne
alle leere Zwiſchenraume zu denken. Dieſe Nothwendigkeit
aber beruht darauf, daß die Materie nicht (wie blos me
chaniſche Raturforſcher anuehmen) durch abſolute Undurch—
drung
J LT
dringlichkeit ihren Raum erfullt, ſondern durch repulſive
Kraft, die ihren Grad hat, der in verſchiedenen Materten
verſchieden ſeyn kann, und, da er fur ſich nichts mit der
Anziehungskraft, welche der Quantitat der Materie gemaß
iſt, gemein hat, ſie bey einerley Anziehungskraft in verſchiedenen Materien dem Grade nach als urſprunglich ver—
ſchieden ſeyn konne, folglich auch der Grad der Ausdeh—
nung dieſer Materien bey derſelben Quautttat der Materie
und umgekehrt die Quantitat der Materte unter demſelben
Volumen, d. i. die Dichtigkett derſelben urſprunglich gar
große ſpecifiſche Verſchiedenheiten zulaſſe. Auf dieſe Art
wurde man es nicht unmoglich finden, ſich eine Materie zu
denken, (wie man ſich eiwa den Aether vorſtellt) die ihren
Nauni ohue alles Leere gaug erfullete und doch mit, ohne Ver
gleichung minderer Quautttat der Materie unter gleichem
Volumen, uls alle Korper/ die wir' unſeren Verſuchen un—
teiwerfen: konnen. Die repulſive Kraft inuß ain Aether, in
Verhaltnißittuf die eigene Anziehungskraft deſſelben, ohne
Vergleichung grofßer gedacht werden, als an ällen andern
uns bekannteli Materien. Und däs iſt denn auch das Einzige,
was wir blos darum aunehmen, weil es ſich denken laßt,
nur zum Widerſpiel einer Hypotheſe (der leeren Raume),
die ſich alleiülauf das Vorgeben ſtutzt, daß ſich dergleichen
ohne leexs Ruume nicht denken läſſe. Denu außer dieſem
darf weder irgend ein Geſetz der anzieheüden, usch zurück—
ſtoßenden Kraft, auf Muthmaßungen a ptiori gewagt, ſon—
dern alles,“ ſelbſt die allgemeine Attractivn, als Ueſache
der' Schweren, muß ſammt ihrem Geſetze aus Datis
der Etfaährung geſchloſſen werden. Noch weniger wird
dergleichen beh den chemiſchen Verwandtſchaften anders,
als durch den Weg des Epyperinients verfucht werden
durfen. Denn es iſt uberhaupt uber dem Geſichtskreis
unſerer Vernunft' gelegen, urſprungliche Krafte a prioriĩ
ihrer Moglichkeit nach einzuſehen, vielmehr beſteht alle
Naturphiloſophie jn der Zuruckfuhrung gegebener, dem
Anſcheine nach virſchiedener, Krafte auf vine geringere
g Zahl
82
Zahl Krafte und Vermogen, die zu Erklarung der Wir—
kungen der erſten zulangen, welche Reduction aber nur
bis zu Grundtkraften fortgeht, uber die unſere Vernunft
nicht hinaus kann. Und ſo iſt Rachforſchung der Me—
taphyſik, hinter dem, was dem empiriſchen Begriffe der
Materie zum Grunde liegt, nur zu der Abſicht nutzlich,
die Naturphiloſophie, ſo weit als es immer mogtich
iſt, auf die Erforſchung der dynamiſchen Erklarungs—
grunde zu leiten, weil dieſe allein beſtimmte Geſetze,
folglich wahren Vernunftzuſammenhang der Erklarungen,
hoffen laſſen.
Dies iſt nun alles, was Metaphyſik zur Con—
ſtruction des Begriffs der Materie, mithin zum Behuf
der Anwendung der Mathematik auf Naturwiſſenſchaft,
in Anſehung der Eigenſchaften, wodurch Materie. einen
Raum in beſtimmtem Maaße erfullet, nur immer, leiſten
kann, namlich dieſe Eigenſchaften als dynamiſch anzu—
ſehen und nicht als unbedigte urſprungliche Poſitionen,
wie ſie etwa eine blos mathematiſche Behandlung poſtu—
liren wurde.
Den Beſchluß kann die bekannte Frage, wegen. der
Zulaſſigkeit leerer Raume in der Weit, machen. Die
Woglichkeit derſelben laßt ſich nicht ſtreiten. Denun. zu
allen Kraften der Materie wird Raum erfodert, uind,
da dieſer. auch die Bedingungen. der Geſetze. der Verbrei
tung jener eothalt, nothwendig vor aller Materie vor—
ausgeſetzt. So wird der Materie Attractionskraft bey—
gelegt, ſo fern ſie einen Raum um ſich durch Auzie—
hung einnimmt, ohne ihn gleichwohl zu erfullen, der
alſo ſelbſit da, wo Materie wirkſam iſt, als leer gedacht
werden katn, weil ſie da nicht durch. Zurſickſtoßungs—
krafte wirkſam iſt und ihn alſo nicht erfullt. Allein
leere Raume als wirklich anzunehmen, dazu. kann uns
keine Erfahrung, oder Schluß aus derſelben, oder noth—
wuven
7
83
wendige Hypotheſis, ſie zu erklaren, berechtigen. Denn
alle Erfahrung giebt uns nur comparativ-leere Raume
zu erkennen, welche, nach allen beliebigen Graden aus
der Eigenſthaft der Materie, ihren Raum mit großerer
oder bis ins Unendliche immer kleinerer Ausſpannungs—
kraft zu erfullen, vollkommen erklart werden konnen, ohne
leere Raume zu bedurfen.
Drittes Haupftſtuck.
Meettaphyſiſche Anfangsgrunde
der
Meſchanif.
91
Erklarung 1.
Materie iſt das Bewegliche, ſo fern es, als ein
ſolches, bewegende Kraft hat.
8
Anmerkung.e
Dieſes iſt nun die dritte Definition von einer Materie.
Der blos dynamiſche Begriff konnte die Materie auch als
in Ruhe betrachten; die bewegende Kraft, die da in Erwa—
gung gezogen wurde, betiaf blos die Erfullung eines gewiſ—
ſen Raumes, ohne daß die Materie, die ihn erfullete, ſelbſt
als bewegt angeſehen werden durfte. Die Züruckſtotzung
war daher eine urſprunglich- bewegende Kraft, um Bewe—
gung zu ertheilen; dagegen wird in der Mechanik die Kraft
einer in Bewegung geſetzten Materie betrachtet, um dieſe
Beweguing einer anderen. mitzutheilen. Es iſt aber klar;
daß das: Bewegliche durch jeine Bewegung keine bewe
F a gende
84 —S
gende Kraft haben wurde, wenn es nicht urſprunglich-be
wegende Krafte beſaße, dadurch es vor aller eigenen Bewe—
gung in jedem Orte, da es ſich befindet, wirkſam iſt, und
daß keine Materte eine andere, die ihrer Bewegung in der
geraden Linie vor ihr im Wege liegt, gleichmaßige Bewe—
gung eindrücken wurde, wenn beyde nicht urſprungliche Ge—
ſetze der Zuruckſtoßung beſaßen, noch daß ſie eine andere
durch ihre Bewegung nothigen konne, in der geraden Linie
ihr zu folgen, (ſie nachſchieppen konnte) wenn beyde nicht
Anziehungokrafte beſaßen. Alſo ſetzen alle mechaniſche Ge
ſetze die dynamiſchen voraus, und eine Materte, als bewegt,
kaun keine bewegende Kraft haben, als nur vermittelſt ihrer
Zuruckſtoßung oder Anziehung, auf welche und mit welchen
ſie in ihrer Bewegung uünmittelbar: wirkt und daduith ihre
eigene Bewegung einer anderen mittheilt. Man wird es
miur nachſehen, daß ich der Mittheilung der Bepegung durch
Anziehung (z. Bo wenn etwa eiit Comet von ſtarkerem An
ziehungsvermogen als die Erde im Vorbeygehen vor der—
ſelben ſie nach ſich fortſchleppte) hier nicht weiter Erwah—
nung thun werde, ſonderü nür der: Vermittelung der repul
ſiven Krafte, alfo durch Druck, (wie veruittelſt. geſpauiffer
Federn,) oder durch Stoß, da ohnebem die Anwendüng -der
Geſetze der einen auf die der aideren nur in Anſehüng der
Richtungslinie verſchieden, ubrigens aber in beyden Fallen
einerley iſt.
Erklarung 2.
Die Quantitat der Materie iſt die Meuü—
ge des Beweglichen in einem beſtimmten Raum.
Dieſelbe, ſo fern alle ihre Theile in ihrer Bewe—
gung als zugleich wirkenv (bewegend) beträchtet
werden, heißt die Maſſe, und man ſagt, eine
Materie wirke in Maſſe, wenn alle ihre Theile
in einerley Richtung bewegt:außer ſich zugleich
ihre bewegende Kraft ausuben. Eine Maſſe von
be
91
et re 85
beſtimmter Geſtalt, heißt ein Korper (in mecha—
niſcher Bedeutung). Die Große der Bewe—
gung (mechaniſch geſchatzt) iſt diejenige, die
durch die Quantitat der bewegten Materie und
ihre Geſchwindigkeit zugleich geſchatzt wird;
Phoronomiſch beſteht ſie blos in dem Grade
der Geſchwindigkeit.
Lehrſatz 1.
Die Quantitat der Materie kann in Ver—
gleichung mit jeder anderen nur durch die Quan—
titat der Bewegung bey gegebener Geſchwindjg.
keit geſchatzt werden.
Beweis.
Die Materie iſt ins Unendliche theilbar, folglich
kann keiner ihre Quantitat durch eine Menge ihrer
Theile unmittelbar beſtimmt werden. Denn wenn
dieſes auch in der Vergleichung der gegebenen Mate—
rie mit einer gleichartigen geſchieht, in welchem Falle
die Quantitat der Materie der Große des Volumens
proportional iſt, ſo iſt dieſes doch der Foderüng des
Lehrſatzes, daß ſie in Vergleichung mit jeder anderen
(auch ſpecifiſch verſchiedenen) geſchatzt werden ſoll, zu—
wider. Alſe kann die Materie, weder unmittelbar,
noch mittelbar, in Vergleichung mit jeder andern
gultig geſchatzt werden, ſo lange man von ihrer eigenen
Bewegung abſtrahirt. Folglich iſt kein anderes allge—
mein gultiges Maaß derſelben, als die Quantitat ihrer
Beweaung, ubrig. Jn dieſer aber kann der Unter—
ſchied der Bewegung, der auf der verſchiedenen Quan—
F 3 titat
86
titat der Materien beruht, nur alsdenn gegeben wer—
den, wenn die Geſchwindigkeit unter den verglichenen
Materien als gleich angenommen wird, folglich u. ſ. v.
Zuſatz.
Die Quantitat der Bewegung der Korper iſt in
zuſammengeſetztem Verhaltniß aus dem der Quantitat
ihrer Materie und ihrer Geſchwindigkeit, d. i. es iſt
einerley, ob ich die Quantitat der Materie eines Kor—
pers doppelt ſo groß mache, und die Geſchwindigkeit
behalte, oder ob ich die Geſchwindigkeit verdoppele und
eben dieſe Maſſe behalte. Denn der beſtimmte Be—
griff von einer Große iſt nur durch die Conſtruction
des Quantums moglich. Dieſe iſt aber in Anſehung
des Begriffs der Quantitat nichts als die Zuſammen
ſetzung des Gleichgeltenden; folglich iſt die Conſtruction
der Quantitat einer Bewegung die Zuſammenſetzung
vieler einander gleichgeltender Bewegungen. Nun
iſt es nach den phoronomiſchen Lehrſätzen einerley, ob
ich einem Beweglichen einen gewiſſen, Grad Geſchwin
digkeit oder vielen gleich beweglichen alle kleinere Gra—
de der Geſchwindigkeit ertheile, die aus der durch die
Menge des Beweglichen dividirten gegebenen Ge—
ſchwindigkeit herauskommen. Hieraus entſpringt zu
erſt ein, dem Anſcheine nach, phoronomiſcher Begriff
von der Quantitat einer Bewegung, als zuſammen
geſetzt aus viel Bewegungen außer einander, aber
doch in einem Ganzen vereinigter, beweglicher Puncte.
Werden nun dieſe Puncte als etwas gedacht, was
durch ſeine Bewegung bewegende Kraft hat, ſo
entſpringt daraus der mechaniſche Begriff von der
Quan
r
ĩñ
87
AQuantitat der Bewegung. Jn der Phoronomie aber
iſt es nicht thunlich, ſich eine Bewegung als aus vie—
len außerhalb einander befindlichen zuſammengeſetzt
vorzuſtellen, weil das Bewegliche, da es daſelbſt ohne
alle bewegende Kraft vorgeſtellt wird, in aller Zuſam—
menſetzung mit mehreren ſeiner Art keinen Unterſchied
der Große der Bewegung giebt, als die mithin blos in
der Geſchwindigkeit beſteht. Wie die Quantitat der
Bewegung eines Korpers zu der eines anderen, ſo ver
halt ſich auch die Große ihrer Wirkung, aber wohl zu
verſtehen, der ganzen Wirkung. Diejenigen, welche
blos die Große eines mit Widerſtande erfulleten Raums
(z. B. die Hohe, zu welcher ein Korper mit einer ge—
wiſſen Geſchwindigkeit wider die Schwere: ſteigen, oder
die Tiefe, zu der derſelbe in weiche Materien dringen
kann,) zum Maaße der ganzen Wirkung annahmen,
brachten ein anderes Geſetz der bewegenden Krafte bey
wirklichen Bewegungen heraus, namlich das des zu—
ſammengeſetzten Verhaltniſſes aus dem der Quantitat
der Materien und der Quadrate ihrer Geſchwindigkei—
ten; allein ſie uberſahen die Große der Wirkung in
der gegebenen Zeit, in welcher der Korper ſeinen
Raum mit kleinerer Geſchwindigkeit zurucklegt, und
dieſe kann doch allein das Maaß einer durch einen ge—
gebenen gleichformigen Widerſtand erſchopften Bewe—
gung ſeyn. Es kann alſo auch kein Unterſchied zwi—
ſchen lebendigen und todten Kraften Statt finden, wenn
die bewegenden Krafte mechaniſch, d. i. als diejenigen,
die die Korper haben, ſo fern ſie ſelbſt bewegt ſind, be—
trachtet werden, es mag nun die Geſchwindigkeit ihrer
Bewegung endlich oder unendlich klein ſeyn (bloße Be—
ſtrebung zur Bewegung); vielmehr wurde man weit
F 4 ſſchick.
88 —S
ſchicklicher diejenigen Kräfte, womit die Materie, wenn
man auch von ihrer eigenen Bewegung, auch ſo gar
von der Beſtrebung ſich zu bewegen ganzlich abſtrahirt,
in andere wirkt, folglich die urſprunglich bewegenden
Krafte der Dynamik todte Krafte, alle mechaniſche,
i
d. i. durch eigene Bewegung bewegende Krafte dage—
gen, lebendige Kräfte nennen konnen, ohne auf den
J
Unterſchied der Geſchwindigkeit zu ſehen, deren Grad
auch unendlich klein ſeyn darf, wenn ja noch dieſe Be—
nennungen todter und lebendiger Kraſte beybehalten zu
werden verdienten.
Anmerkung.
Vir wollen, um Weitlauftigkeit zu vernieiden, die
Erlauterung der vorſtehenden drey Satze in einer Anmer—
kung zuſammenfaſſen.
Daß die Quantitat der Materie nur als die Menge
des Beweglichen (außerhalb einander) konne gedacht wer—
den, wie die Definition es ausſagt, iſt ein mertwurdiger
und Fundamentalſatz der allgemeinen Mechanik. Denn da—
durch wird angezeigt: daß Materie keine andere Große habe,
J als die, welche in der Menge des Maunigfaltigen außer—
halb einander beſteht, folglich auch keinen Grad der be—
wegenden Kraft mit gegebener Geſchwindigkeit, der von die—
ſer Menge unabhangig ware und blos als intenſive Große
betrachtet werden konnte, welches allerdings Statt finden
wurde, wenn die Materie aus Monaden beſtande, deren
Realität in aller Beziehung einen Grad haben muß, wel—
cher großer oder kleiner ſeyn kann, ohne von einer Menge
der Theile außer einander abzuhangen. Was den Begriff
der Maſſe in eben derſelben Erklarung betrifft, ſo kann man
ihn nicht, wie gewohnlich, mit dem der Quantitat fur einer—
ley halten. Fluſſige Materien konnen durch ihre eigene Be—
wegung
89
wegung in Maſſe, ſie konnen aber auch im Fluſſe wirken.
Jm ſogenannten Waſſerhammer wirkt das anſtoßende Waſ—
ſer in Maſſe, d. i. mit allen ſeinen Theilen zugleich; eben
das geſchieht auch im Waſſer, welches, in einem Gefaße
eingeſchloffen, durch ſein Gewicht auf die Wagſchale, dar—
auf es ſteht, druckt. Dagegen wirkt das Waſſer eines
Muhlbachs auf die Schaufel des unterſchlagigen Waſſerra
des nicht in Maſſe, d. i. nut allen ſeinen Theilen, die ge—
gen dieſe anlaufen, zugleich, ſondern nur nach einander.
Wenn alſo hier die Quantitat der Materie, die, mit einer
gewiſfen Geſchwindigkeit bewegt, die bewegende Kraft, hat,
beſtimmt werden ſoll, ſo muß man allererſt den Waſſer
korper, d. i. diejenige Quantitat der Materie, die, wenn
ſie in Maſſe mit einer gewiſſen Geſchwindigkeit wirkt (mit
ihrer Schwere), dieſelbe Wirkung hervorbringen kann, ſu—
chen. Daher verſteht man auch gewohnlich unter dem
Worte Maſſe die Quantitat der Materie eines feſten Kor
pers Gas Gefaß, darin ein Fluſſiges eingeſchloſſen iſt,
vertritt auch die Stelle der Feſtigkeit deſſelben). Was end—
lich den Lehrſatz mit dem augehangten Zuſatz zuſammen be—
trifft, ſo liegt darin etwas Befreindliches: daßß, nach dem
erſteren, die Quantitat der Materie durch die Quantitat
der Bewegung mit gegebener Geſchwindigkeit, nach dem
zweyten aber wiederum die Quantitat der Bewegung (eines
Korpers; denn die eines Puncts beſteht blos aus dem Gra—
de der Geſchwindigkeit) bey derſelben Geſchwindigkeit durch
die Quantitat der bewegten Materie geſchatzt werden muiſſe,
welches im Cirkel herum zu gehen und weder von einem noch
Dem anderen einen beſtinmten Begriff zu verſprechen ſcheint.
Allein dieſer vermeynte Cirkel wurde es wirklich ſeyn, wenn
er eine wechſelſeitige Ableitung zweyer identiſchen Begriffe
von einander ware. Nun aber euthalt er nur einerſeits die
Erklarung eines Begriffs, andererſeits die der Anwendung
deſſelben auf Erfahrung. Die Quantttat des Beweglichen
im Raume iſt die Quantitat der Materie; aber diefe Quan—
titat der Materie (die Menge des Beweglichen) beweiſet
F5 ſich
90
ſich in der Erfahrung nur allein durch die Quantitat der
Bewegung bey gleicher Geſchwindigkeit (z. B. durchs
Gleichgewicht).
Noch iſt zu merken, daß die Quantitat der Materie
die Quautitat der Subſtanz im Beweglichen ſey, folglich
nicht die Große einer gewiſſen Qualttat derſelben (der Zu—
ruckſiobung, oder Anziehung, die in der Dynamik angefuhrt
werden), und daß das Quantum der Subſtanz hier nichts
anderes, als die bloße Menge des Beweguichen bedeute,
welches die Materie ausmacht. Denn nur dieſe Menge
des Bewegten kann bey derſelben Geſchwindigkeit einen Un—
terſchied in der Quanuitat der Bewegung geben. Daß aber
die bewegende Kraft, die eine Materie in ihrer eigenen
Bewegung hat, allein die Quantitat der Subſtanz be—
weiſe, beruht auf dem Begriffe der letzteren als dem letzten
Subject (as weiter kein Pradicat von einem andern iſt)
im Raume, welches eben darum keine andere Große haben
kann, als die der Menge des Gleichartigen außerhalb ein—
ander. Da nun die eigene Bewegung der Materie ein
Pradicat iſt, welches ihr Subject (das Bewegliche) be—
ſtimmt, und an einer Materie, als einer Menge des Be
weglichen, die Vielheit der bewegten Subjecte (bey gleicher
Geſchwindigkeit auf gleiche Art) angiebt, welches bey dyna
miſchen Eigeuſchaften, deren Große auch die Große der
Wirkung von einem einzigen Subjecte ſeyn kann (z. B. da
ein Lufttheilchen mehr oder weniger Elaſticitat haben kaun),
nicht der Fall iſt, ſo erhellet daraus, wie die Quantitat der
Subſtanz an einer Materie nur mechaniſch, d. i. durch die
Quantttat der eigenen Bewegung derſelben, und nicht dy—
namiſch, durch die Große der urſprunglich bewegenden
Krafte, geſchatzt werden muſſe. Gleichwohl kann die ur
ſprungliche Anziehung, als die Urſache der allgemeinen
Gravitation, doch ein Maaß der Quantitat der Materie
und ihrer Subſtanz abgeben (wie das wirklich in der Ver—
gleichung der Materien durch Abwiegen geſchieht), obgleich
hier
te 91
hier nicht eigene Bewegung der anziehenden Materie, ſont
dern ein dynamiſches Maaß, namlich Anziehungskraft, zum
Grunde gelegt zu ſeyn ſcheint. Aber, weil bey dieſer Kraft
die Wirkung einer Materie mit allen ihren Theilen unmittel—
bar, auf alle Theile einer andern, geſchieht, und alfo (bey
gleichen Entfernungen) offenbar der Menge der Theile pro—
portionirt iſt, dereziehende Korper ſich dadurch auch ſelbſt
eine Geſchwindigkeit der eigenen Bewegung ertheilt (durch
den Widerſtand des Gezogenen), welche, in gleichen auße—
ren Umſtanden, gerade der Menge ſeiner Theile proporttonirt
iſt, ſo geſchieht die Schatzung hier, ob zwar nur indirect,
doch in der That mechaniſch.
Lehrſatz 2.
Erſtes Geſetz der Mechanik. Bey allen
Veranderungen der korperlichen Natur bleibt die
Quantitat der Materie im Ganzen dieſelbe, un—
vermehrt und unvermindert.
Beweis.
(Aus der allgemeinen Metaphyſik wird der Satz
zum Grunde gelegt, daß bey allen Veranderungen der
Natur keine Subſtanz weder entſtehe noch vergehe,
und hier wird nur dargethan, was in der Materie die
Subſtanz ſey). Jn jeder Materie iſt das Bewegliche
im Raume das letzte Subject aller der Materie inhari—
renden Accidenzen, und die Menge dieſes Bewegli—
chen außerhalb einander die Quantitat der Subſtanz.
Alſo iſt die Große der Materie, der Subſtanz nach,
nichts anders, als die Menge der Subſtanzen, daraus
ſie beſteht. Es kann alſo die Quantitat der Materie
nicht vermehrt oder vermindert werden, als dadurch,
daß neue Subſtanz derſelben entſteht oder vergeht.
Nun
92
Nun entſteht und vergeht bey allem Wechſel der Ma—
terie die Suhſtanz niemals; alſo wird auch die Quan—
titat der Materie dadurch weder vermehrt, noch ver—
mindert, ſondern bleibt immer dieſelbe und zwar im
Ganzen, d. i. ſo, daß ſie irgend in der Welt in der—
ſelben Quantitat fortdauert, obgleich dieſe oder jene
Materie durch Hinzukunft oder Abſonderung der Theile
vermehrt oder vermindert werden kann.
Anmerkung.
Das Weſentliche, was in dieſem Beweiſe der Sub
ſtanz, die nur im Raume und nach Bedingungen deſſelben,
folglich als Gegenſtand außerer Sinne moglich iſt, cha—
racteriſiret, iſt, daß ihre Große nicht vermehrt oder ver—
mindert werden kann, ohne daß Subſtanz entſtehe, oder
vergehe, darum, weil alle Große eines blos im Raum
moglichen Objects aus Theilen außerhalb einander be—
ſtehen muß, dieſe alſo, wenn ſie real (etwas Bewegliches)
ſind, nothwendig Subſtanzen ſeyn muſſen. Dagegen kann
das, was als Gegenſtand des inneren Sinnes betrachtet
wird, als Subſtanz eine Große haben, die nicht aus
Theilen außerhalb einander beſteht, deren Theile alſs
auch nicht Subſtanzen ſind, deren Entſtehen oder Vergehen
folglich auch nicht ein Entſtehen oder Vergehen einer Sub—
ſtanz ſeyn darf, deren Vermehrung oder Verminderung da—
her, dem Grundſatze von der Beharrlichkeit der Subſtanz
unbeſchadet, moglich iſt. So hat namlich das Bewußt
ſeyn, mithin die Klarheit der Vorſtellungen meiner Seele,
und, derſelben zu Folge, auch das Vermogen des Bewußt
ſeyns, die Apperception, mit dieſem aber ſelbſt die Sub—
ſtanz der Seele einen Grad, der großer oder kleiner werden
kann, ohne daß irgend eine Subſtanz zu dieſem Behuf ent—
ſtehen oder vergehen durfte. Weil aber, bey allmaliger
Verminderung dieſes Vermogens der Apperception, endlich
ein
—SJ 93
J
ein ganzliches Verſchwinden derſelben erfolgen mußte, ſo
wurde doch ſelbſt die Subſtanz der Seele einem allmaligen
Vergehen unterworfen ſeyn, ob ſie ſchon einfacher Natur
ware, weil dieſes Verſchwinden ihrer Grundktaft nicht durch
Zertheiluung (Abſonderung der Subſtanz von einem Zuſam—
mengeſetzten), ſondern gierchſam durch Erloſchen, und auch
dieſes nicht in einem Augenblicte, ſondern duich allinalige
Nachlaſſung des Grades derjelben, es ſey aus welcher Ur—
ſuche es wolle, erfolgen konnte. Das Jch, das allgemei
ne Correlat der Apperception und ſelbſt vlos ein Gedanke,
bezeichnet, als ein bioßes Vorwort, ein Ding von unbe—
ſtunmter Bedeutung, namlich das Subjzect aller Pradicate;
ohne irgend eine Bedingung, die djeſe Voirſtellung des
GSobjectsẽ von dem eines Etwas ujberhaupi unterſchiede,
Alſo Subſtanz von der man, was ſie ſey, durch diefen
Ausdruck keinen Begriff hat. Dagegen det Begriff einer
Materie rals Süubſtanz der Begriff des Beweglichen im
Raume iſt. Es iſt daher: kein Wunder, wenn von der
letzteren die Beharrlichkeit der Subſtanz“bewieſen werden
kann;. von der erſteren aber, nicht, weil. bey der Materie
ſchon aus ihrem Begriffe, namlich daß ſie. das Bewegliche
ſey das nur im Vaume moglich iſt, fließt, daß das, was
in ihr Große. hat, eine Vielheit des Realen außer eitian
der, 'üiuthin der Subſtanzen, enthalte, und folglich bie
Quüanititat derſelben uur durch Zertheilung, welche kein Ver
ſchiinden iſt, vermindert werden konne, und das letztere in
ihr nach- dem Geſetze. der. Stetigkeit auch, unmoglich ſeyn
wurde. Der Gedanke. Jch iſt dagegen gar kein Begriff,
ſondern; nur innere Wahrnehmung, aus ihm kann alſo auch
gar nichts, (außer der ganzliche Unterſchied eines Gegen—
ſtandes des inneren Sinnes von dem, was blos als Ge—
genſtand außerer Sinne gedacht wird) folglich auch nicht
die Beharrlichteit der Seele, als Subftanz, gefolgert
werden.
e udo 2
Lehr—
94
Lehrſatz 3.
Zweytes Geſetz der Mechanik. Alle
Veranderung der Materie hat eine außere Ur—
ſache. (Ein jeder Korper beharrt in ſeinem Zu
ſtande der Ruhe oder Bewegung, in derſelben
Richtung und mit derſelben Geſchwindigkeit,
wenn er nicht durch eine außere Urſache genothigt
wird, dieſen Zuſtand zu verlaſſen.)
1
Beweis.
(Aus der allgemeinen Metaphyſik wird der Satz
zum Grunde gelegt, daß alle Veranderung eine Ur—
ſache habe; hier ſoll von der Materie nur bewieſen wer
den, daß ihre Veranderung jederzeit eine außere Ur
ſache haben muſſe). Die Materie, als bloßer Gegen
ſtand außerer Sinne, hat keine andere Beſtimmungen,
ais die der außeren Verhaltniſſe im Raume, und. er:
leidet alſo auch keine Veranderungen, als durch Be—
wegung. Jn Anſehung dieſer, als Wechſels einer
Bewegung mit einer andern, oder derſelben mit der
Ruhe, und umgekehrt, muß eine Urſache derſelben
angetroffen werden (nach Princ. der. Metaph.). Diefe
Urſache aber kann nicht, innerlich ſeyn, denn die Ma—
terie hat keine ſchlechthin innere Beſtimmungen und
Beſtimmungsgrunde. Allſo iſt alle Veranderung einer
Materie auf außere Urſache gegrundet (d. i.? ein Kor-
per beharret, u. ſ. w.)
Anmettuns.
Dieſes mechaniſche Geſetz muß allein das Geſetz der
Tragheit (ex inertiae) genanut werden, das Geſetz der
riner
epν
95
einer jeden Wirkung entgegengeſetzten gleichen Gegenwirkung
kann dieſen Namen nicht fuhren. Deann dieſes ſagt, was
die Materie thut, jenes aber nur, was ſie nicht thut, wel—
ches dem Ausdrucle der Tragheit beſſer angemeſſen iſt. Die
Tragheit der Materie iſt und bedeutet nichts anders, als
ihre Lebloſigkeit, als Materie an ſich ſeibſt. Leben heißt
das Vermogen einer Subſtanz, ſich aus einem inneren
Princip zum Handeln, einer endlichen Subſtauz ſich zur
Veranoerung, und einer materiellen Subſtanz ſich zur
Bewegung oder Ruhe, als Veranderung ihres Zuſtandes,
zu beſtimmen. Nunm kennen wir kein anderes inneres Prin—
cipreiner Subſtanz, ihren. Zuſtand zu verandern, als das
Beẽgehren, und uberhaupt keine andere innere Thatigkeit,
als Denken, mit dein,“ was davon abhangt, Gefüuhl
der Luſt oder Unluſt und Begierde oder Willen. Dieſe
Beſtinimungsgrunde aber und Handlungen gehoren gar nicht
zu den Vorſtellungen außerer Sinne und alſo auch nicht zu
den Beſtimmungen der Materie als Materie. Aliſo iſt alle
Materie als ſolche leblos. Das ſagt der Gatz der Trag
heit, uſid nichts meht. Wenn wir die Urſache irgend einer
Veranderung der Mterie im Leben ſüchen, ſo wetden wir
es auch .ſo ſort in einer onderen, von der Materie verſchie—
denen, vb zwar init ihr verbundenen Subſtanz zu ſuchen
Puben:. Denn in der Naturkenntniß iſt es nothig, zuvor
bie Geſetze der Materie uls einer ſolchen zu kennen und ſie
von vem Beytritte aller anderen wirkenden Urſachen zu lau—
terhz ehe man ſie damit verknuüpft, um wohl zu uuterſchei—
den, was; und wie jede: derſelben fur ſich allein wirke.
Auf dem Geſetze der Tragheit (neben dem der Beharrlichkeit
der Subſianz) beruht die Moglichkeit etner eigentlichen Na
turwiſſenſchaft ganz und gar. Das Gegentheil des erſtern,
und daher auch der Tod aller Naturphiloſophie, ware der
Hilozoiſm. Aus eben demſelben Begriffe der Tragbheit,
uls btoßer Lebloſigkeit, fließt von ſelbſt, daß ſie nicht ein
poſitives Beſtreben feinen Zuſtand zu erhalten bedeute.
Nut debende Weſen werden in dieſem letzteren Verſtande trag
gee
96
genannt, weil ſie eine Vorſtellung von einem anderon Zu
ſtande haben, den ſie verabſcheuen, und ihre Kraft dage—
gen anſtrengen.
Lehrſatz 4.
Drittes mechaniſches Geſetz. Jn aller
Mittheilung der Bewegung ſind Wirkung und
Gegenwirkung einander jederzeit gleich.
Beweis.
Qlus der allgemeinei. Metaphyſik muß der Sutz
entlehnt werden, daß alle außere Wirkung in der
Welt Wechſelwirkuug ſey. Hier ſoll, um in den
Schranken der Mechanik zu bleiben, nur gezeigt wer
den, daß dieſe Wechſelwirkung (actio mutua) zugkeich
Gegenwirkung (reactio) ſey ʒrallrin ich kann;hne
der Vollſtandigkeit der Einſicht Abbruch zu thunz:jenb
metaphyſiſche Geſetz? det Gemeinſchaft hier vvth nicht
gänz weglaſſen). Alle thatige Verhaltniſſe ver Ma
terien im Raume und alle Veranbtrungen dieſer Per
hältniſſe, ſo. fern! ſie. Urſachen von gewiſſen Wirkjnr
gen ſeyn konnen, muſſen jederzeit als wechſelſeitig ·vort
geſtellt werden, d. i. weil alle Veranderung derfelbeu
Bewegung iſt, ſo kann keine Bewegung eines Kor
pers in Beziehung auf einen. abſolut ruhigen,/ ber
dadurch auch in Bewegung geſetzt werden ſoll, gedacht
werden, vielmehr inuß dieſer nür als relätih?rühig
in Anſehung des Raums, quf ben nian ihn bejitht.
zuſammt dieſem Raume aber in eutgegengeſetzier Rich
tung als mit. eben derſelben, Quautitut. der Bewegung
im abſoluten Raume bewmegt. moegeſtelit vrden;:. as
ber Bewegte in eben demſelben gegen ihn hat. Denu
die
νν 97
die Veranderung des Verhaltniſſes (mithin die Bewe—
gung) iſt zwiſchen beyden durchaus wechſelſeitig; ſo viel
der eine Korper jedem Theile des anderen naher kommt,
ſo viel nahert ſich der andere jedem Theil des erſteren,
und, weil es hier nicht auf den empiriſchen Raum,
der beyde Korper umgiebt, ſondern nur auf die Linie,
die zwiſchen ihnen liegt, ankommt, (indem dieſe Kor—
per lediglich in Relation auf einander, nach dem Ein-s
fluſſe, den die Bewegung des einen auf die Verande—
rung des Zuſtandes des anderen, mit Abſtraction von
aller Relation zum empiriſchen Raume, haben kann,
betrachtet werden,) ſo wird ihre Bewegung als blos inz
abſoluten Raume beſtimmbar betrachtet, in welchem
jeder der beyden Korper an der Bewegung, die dem
einen im relativen Raume beygelegt wird, gleichen An—
theil haben muß, indem kein Grund da iſt, einem von
beyden mehr davon, als dem anderen, beyzulegen.
Auf dieſem Fuß wird die Bewegung eines Korpers A.
gegen einen anderen ruhigen B, in Anſehung deſſen er
dadurch bewegend ſeyn kann, auf den abſoluten Raum
reducirt, d. i, als Verhaltniß wirkender Urſachen bloß
auf einander bezogen, ſo betrachtet, wie beyde an der
Bewegung, welche in der Erſcheinung dem Korper A
allein beygelegt wird, gleichen Antheil haben, welches
nicht anders geſchehen kann, als ſo, daß die Geſchwin—
digkeit, die im relativen Raume blos dem Korper A
beygelegt wird, unter/A und h in umgekehrtem Ver—
haltniß der Maſſen, dem A allein die ſeinige im abſo
luten Raume, dem P dagegen zuſammt dem relati
ven Raume, worin er ruht, in entgegengeſetzter Rich-
tung ausgetheilt werde, wodurch dieſelbe Erfcheinung
der Bewegung vollkonnmen beybehalten, die Wirkung
G atpet
98
aber in der Gemeinſchaft beyder Korper auf folgende
Art conſtruirt wird.
v
53*
O
Es ſey ein Korper A mit einer Geſchwindigkeit AB
in Anſehung des relativen Raumes gegen den Korper
B, der in Auſehung eben deſſelben Raums ruhig iſt,
im Anlaufe. Man theile die Geſchwindigkeit Abß in
zwey Theile, Ac und ße, die ſich umgekehrt wie die
Maſſen Z und A gegen einander verhalten, und ſtlle
ſich Amit der Geſchwindigkeit Ac im abſoluten Rau—
me, B aber mit der Geſchwindigkeit Be in entgegenge—
ſettter Richtung zuſammt dem relativen Raume be—
wegt vor: ſo ſind beyde Bewegungen einander entge—
gengeſetzt und gleich, und, da ſie einander wechſelſeitig
aufheben, ſo verſetzen ſich beyde Korper beziehungs—
weiſe auf einander, d. i. im abſoluten Raume, in
Ruhe. Nun war aber B mit der Geſchwindigkeit Bc
in der Richtung BA, die der des Korpers A. namlich
AB, gerade entgegengeſetzt iſt, zuſammt dem relati—
ven Raume in Bewegung. Wenn alſo die Bewe—
gung des Korpers B durch den Stoß aufgehoben wird,
ſo wird darum doch die Bewegung des relativen
Raums nicht aufgehoben. Alſo bewegt ſich nach dem
Stoße der relative Raum in Anſehung beyder Kor—
per A und B, (die nunmehr im abſoluten Raume ru—
hen,) in der Richtung BA mit der Geſchwindigkeit Be,
oder, welches einerley iſt, beyde Korper bewegen ſich
nach dem Stoße mit gleicher Geſchwindigkeit bBd Bec
in
99
in der Richtung des Stoßenden Ab. Nun iſt aber,
nach dem vorigen, die Quantitat der Bewegung des
Korpers B in der Richtung und mit der Geſchwindig—
keit Bc, mithin auch die in der Richtung Bd mit der—
ſelben Geſchwindigkeit, der Quantitat der Bewegung
des Korpers A mit der Geſchwindigkeit und in der
Richtung Ac gleich: folglich iſt die Wirkung, d. i. die
Bewegung Ed, die der Korper B durch den Stoß im
relativen Raume erhalt, und alſo auch die Handlung
des Korpers Anmit der Geſchwindigkeit Ac der Gegen—
wirkung Bo jederzeit gleich. Da eben daſſelbe Geſetz
(wie die mathematiſche Mechanik lehrt) keine Abande—
rung erleidet, wenn, anſtatt des Stoßes auf einen
ruhigen, ein Stoß deſſelben Korpers auf einen gleich—
falls bewegten Korper angenommen wird, imgleichen
die Mittheilung der Bewegung durch den Stoß von
der durch den Zug nur in der Richtung, nach welcher
die Materien einander in ihren Bewegungen widerſte—
hen, unterſchieden iſt: ſo folgt, daß in aller Mitthei—
lung der Bewegung Wirkung und Gegenwirkung
einander jederzeit gleich ſeyn (daß jeder Stoß nur ver—
mittelſt eines gleichen Gegenſtoßes, jeder Druck ver—
mittelſt eines gleichen Gegendrucks, imgleichen jeder
Zug nur durch einen gleichen Gegenzug die Bewegung
eines Korpers dem andern mittheilen konne.)
G 2 Zu—
2) Jn der Phoronomie, da die Bewegung eines Korpers
blos in Anſehung des Raums, als Veranderung der
Relation in demſelben, betrachtet wurde, war es
ganz gleichgultig, ob ich den Korper im Raume, oder,
an ſtatt deſſen, dem relativen Raume eine gleiche, aber
entt
toe
Zuſatz 1.
Hieraus folgt das, fur die allgemeine Mechanik
nicht unwichtige, Naturgeſetz: daß ein jeder Korper,
wie groß auch ſeine Maſſe ſey, durch den Stoß eines
ieden anderen, wie klein auch ſeine Maſſe oder Ge—
ſchwindigkeit ſeyn mag, beweglich ſeyn muſſe. Denn
der Bewegung von A in der Richtung Ab correſpon—
dirt nothwendiger Weiſe eine entgegengeſetzte gleiche
Bewegung von B in der Richtung BA. Bende Be—
wegun
entgegengeſetzte Bewegung zugeſtehen wollte: beydes
gab vollig einerley Erſcheinung. Die Quantitat der
Bewegung des Raums war blos die Geſchwindigkejt,
und daher die des Korpers gleichfalls nichts, als ſeine
Geſchwindigkeit (weswegen er als ein bloßer beweglicher
Punct betrachtet werden konnte). Jn der Mechenik
aber, da ein Korper in Bewegung gegen einen anderen
betrachtet wird, gegen den er durch ſeine Bewegung ein
Caußalverhaltniß hat, namlich das, ihn ſelbft zu
bewegen, indem es entweder bey ſeiner Annaherung
durch die Kraft der Undurchdringlichkeit, oder ſeiner
Entfernung durch die Kraft der Anziehung, mit ihm in
Gemeinſchaft kommt, da iſt es nicht mehr gleichgultig,
ob ich einem dieſer Korper, ober dem Raume eine ent
gegengeſetzte Bewegung zueignen will. Denn nunmehrv
kommt ein anderer Begriff der Quantitat der Bewegung
ins Spiel, namlich nicht derjenigen, die blos in An—
ſehung des Raumes gedacht wird, und allein in der Get
ſchwindigkeit beſteht, ſondern derjenigen, wobey zualeich
die Quantitat der Subſtanz (als bewegende Urſache) in
Anſchlag gebracht werden muß, und es iſt hier nicht
mehr beliebig, ſondern nothwendig, jeden der bey—
den Korper als bewegt anzunehmen, und zwar mit glei—
cher
ror
wegungen heben durch den Stoß einander im abſolu—
ten Raume auf. Dadurch aber erhalten berde Kor—
per eine Geſchwindigkeit bd—Be in der Richtung des
Stoßenden, folglich iſt der Korper ßZ fur jede noch fo
kleine Kraft des Anſtoßes beweglich.
Zuſatz 2.
Dies iſt alſo das mechaniſche Geſetz der Gleich—
heit der Wirkung und Gegenwirkung, welches darauf
G 3 be—
cher Quantitat der Bewegung in entgegengeſetzter Rich
tung; wenn aber der eine relative in Anſehung des Rau
mes in Ruhe iſt, ihm die erfoderliche Bewegung zu—
ſammt dem Raume beyzulegen. Denn einer kann
auf den anderen durch ſeine eigene Bewegung nicht wir—
ken, als entweder bey der Annaherung vermittelſt der
Zuruckſtoßungskraſt, oder bey der Entfſernung vermittelſt
der Anziehung. Da beyde Krafte nun jederzeit beyder—
ſeitig in entgegengeſetzten Richtungen und gleich wirken,
ſo kann kein Korper vermittelſt ihrer durch ſeine Bewegung
auf einen anderen wirken, ohne gerade ſo viel, als der an
dere mit gleicher Quantitat der Bewegung enigegenwirkt.
Alſo kann kein Korper einem ſchlechthinzruhigen
durch ſeine Bewegung Bewegung ertheilen, ſondern
dieſer muß gerade mit derſelben Quantitat der Bewegung
(zuſammt dem Raume) in entgegengeſetzter Nichtung
bewegt ſeyn, als diejenige iſt, die er durch die Bewe—
gung des erſteren und in der Richtung deſſelben erhalten
ſoll. Der Leſer wird leicht inne werden, daß,
nuerachtet des etwas Ungewohnlichen, welches dieſe
Vorſtellungsart der Mittheilung der Bewegung an ſich
hat, ſie ſich dennoch in das helleſte Licht ſtellen laffe, wenn
man die Weitlauftigkeit der Erlanterung nicht ſcheuet.
102 —SJ
beruht: daß keine Mittheilung der Bewegung Statt
finde, außer ſofera eine Gemeinſchaft dieſer Bewe—
gungen vorausgeſetzt wird, daß aljo kein Korper einen
anderen ſtoße, der in Auſehung ſeiner ruhig iſt, ſon—
dern, iſt dieſer es in Auſehung des Raums, nur ſo
ſern er zuſammt dieſem Rauine in gleichem Maaße,
aber in entgegengeſetzter Richtung bewegt, mit der Be—
wegung, die alsdenn dem erſteren zu ſeinem relativen
Antheil fallt, zuſammen, allererſt die Quantitat der
Bewegung gebe, die wir dem erſten im abſoluten Rau—
me beylegen wurden. Denn keine Bewegung, die in
Anſehung eines anderen Korpers bewegend ſeyn ſoll,
kann abſolut ſeyn: iſt ſie aber relativ in Anſehung des
letzteren, ſo giebts keine Relation im Raume, die
nicht wechſelſeitig und gleich ſeny. Es giebt aber
noch ein anderes, namlich ein dynamiſches Geſetz der
Gleichheit der Wirkung und Gegenwirkung der Ma—
terien, nicht ſo fern eine der anderen ihre Bewegung
mittheilt, ſondern dieſer urſprunglich ertheilt und
durch deren Widerſtreben zugleich in ſich hervorbringt.
Dieſe laßt ſich auf ahnliche Art leicht darthun. Denn,
wenn die Materie A die Materie B zieht, ſo nothigt
ſie dieſe, ſich ihr zu nahern, oder, welches einerley iſt,
jene widerſteht der Kraft, womit dieſe ſich zu ent—
fernen trachten mochte. Weil es aber einerley iſt, ob
B ſich von A, oder A von B entferne: ſo iſt dieſer
Widerſtand zugleich ein Widerſtand, den der Korper B
gegen A ausubt, ſo fern er ſich von ihm zu entfernen
trachten mochte, mithin ſind Zug und Gegenzug einan—
der gleich. Eben ſo, wenn A die Materie B zuruck—
ſtoßt, ſo widerſteht A der Annaherung von BH. Da
es aber einerley iſt, ob ſich h dem A, oder A dem B
nahere,
103
nahere, ſo widerſteht B auch oben ſo viel der Annahe—
rung von A; Druck und Gegendruck ſind alſo auch
jederzeit einander gleich.
Anmerkung 1.
Dies iſt alſo die Conſtruction, der Mittheilung der
Bewegung, welche zugleich das Geſetz der Gleichheit der
Wirkung und Gegenwirtkung, als nothwendige Bedingung
derſelben, bey ſich fuhret, welches Newton ſich gar nicht
getrauete a priori zu beweiſen, ſondern ſich deshalb auf
Erfahrung berief, welchem zu Gefallen andere eine be—
ſondere Kraft der Materie, unter dem von Keplern zuerſt
angefuhrten Namen der Tragheitskraft (ris inertiae),
in der Naturwiſſenſchaft einfuhreten, und alſo im Grunde
es auch von Erfahrung ableiteten, endlich noch andere in
dem Begriffe etner bloßen Mittheilung der Bewegung ſetzten,
weiche ſie, wie einen allmaligen Uebergang der Bewegung
des einen Korpers in den andern anſahen, wobey der bewe—
gende gerade ſo viel einbußen muſſe, als er dem bewegten
ertheilt, bis er dem letzteren keine weiter eindruckt, (wenn er
namlich mit dieſem ſchon bis zur Gleichheit der Geſchwin—
digkeit in derſelben Richtung gekommen iſt,) H wodurch ſie
G 4 im
Die Gleichheit der Wirkung mit der in dieſem Falle
falſchlich ſogenannten Gegenwirknng kommt eben ſo wohl
heraus, wenn man bey der Hypotheſe der Transfu—
ſion der Bewegungen aus einem Korper in den ande—
ren, den bewegten Korper A dem ruhigen in einem Aut
genblicke ſeine ganze Bewegung uberliefern laßt, ſo, daß
er nach dem Stoße ſelber ruhe, weicher Fall unausbleib—
lich war, ſo bald man beyde Korper als abſoluto-hart
(welche Eigenſchaft von der Elaſticitat unterſchieden wer—
den muß) dachte. Da dieſes Beweaungsgeſetz aber
weder mit der Erfahrung, noch mit ſich ſelbſt in der An—
went
104
im Srunde alle Gegenwirkung aufhoben, d. i. alle wirklich
entgegenwirkende Kraft des geſtoßenen gegen den ſtoßenden
(der etwa vermogend ware, eine Spritigfeder zu ſpannen),
und außerdem, daß ſie das nicht beweiſen, was in dem ge—
nannten Geſetze eigentlich gemeynt iſt, die Mittheilung der
Bewegung ſelbſt, ihrer Moelichkeit nach, gar nicht erklat—
ten. Denn der Name vom Uebergang der Bewegung von
einem Korper auf den andern erklart nichts, und, wenn man
ihn nicht etwa (dem Grundſatze accidentia non migrant
e ſubſtantiis in ſubſtantias zuwide.) buchſtablich nehmen
will, als wenn Bewegung von einem Korpet in einen an—
deren, wie Waſſer aus einem Giaſe in das andere, gegoſſen
wurde, ſo iſt es hier eben die Aufgabe, wie dieſe Moglich—
Zeit begreiflich zu machen ſey, deren Erklarung nun gerade
auf
wendung zuſammenſtimmen wollte, ſo wußte man ſich
nicht anders zu helfen, als dadurch, daß man die Exi—
ſtenz abſolut, harter Korper leugnete, welches ſo viel
Hieß, als die Zufalligkeit dieſes Geſetzes zugeſtehen, in
dem es auf der beſondeten Qualitat der Materie beruhen
ſollte, die einander bewegen. Jn unſeter Darſtellung
dieſes Geſetzes iſt es dagegen ganz einerley, ob man die
Korper, die einandet ſtoßen, abfolut-hart oder nicht
denken will. Wie aber die Transfuſioniſten der
Bewegung die. Bewegung elaſt iſcher Korper durch
den Stoß nach ihrer Art erklaren wollen, iſt mir ganz
unbegreiflich. Denn da iſt klar, daß der ruhende Kort
per nicht als blos ruhend Bewegung bekomme, die der
Stoßende einbußt, ſondern, daß er im Stoße wirk—e
liche Kraft in entgegengeſetzter Richtung gegen den Sto—
ßenden ausube, um gleichſam die Feder zwiſchen beyt
den zuſammenzudrücken, welches von ſeiner Seite eben
ſo wohl wirkliche Bewegung (aber in entgegengeſetzter
Richtung) erfodert, als der bewegende Korper ſeinert
ſeits dazu nothig hat:
105
auf demſelben Grunde beruht, woraus das Gecctz der—
Gleichheit der Wirkung und Gegenwirkung abgeleitet wird.
Man kann ſich gar nicht denken, wie die Bewequng etnes
Korpers Anmit der Bewegung eines andern B nothwendig
verbunden ſeyn muſſe, als ſo, daß man ſich Krafte an bey—
den denkt, die ihuen (dynamiſch) vor aller Bewegung zukom—
men, z. B. Zuruckſtoßung, und nun beweiſen kann, daf
die Bewegung des Korpers A durch Annaherung gegen B,
mit der Annaherung von B gegen A, und, wenn B als tuhig
angeſchen wird, mit der Bewegung deſſelben, zuſammt
ſeinem Raume gegen Annothwendig verbunden ſeh, ſo
fern ein Korper mit ihren (urſprünglich) bewegenden Krafren
blos relativ auf einander in Bewegung betrachtet werden.
Dieſes letztere kann vollig a priori dadurch eingeſehen wer—
den, daß, es mag nun der Korper Bin Anſehung des em—
piriſch kennbaren Raumes ruhig, oder bewegt ſeyn, er doch
in Anſehung des Korpers A nothwendig als bewegt, und
zwar en entgegengeſetzter Richtung als bewegt, angeſehen
werden muſſe; weil ſonſt kein Einfluß deſſelben auf die re—
pulſive Kraft beyder Statt finden wurde, ohne welchen ganz
und gar keine mechauiſche Wirkung der Matecrien auf einan—
der, d. i. keine Mittheilung der Bewegung durch den Etoß,
Anmerkung 2.
Die Benennung der Tragheitskraft (vis inertiae)
muß alſo, unerachtet des beruhmten Namens ihres Urhe—
bers, aus der Naturwiſſenſchaft ganzlich weggeſchafft wer—
den, nicht allein weil ſie einen Widerſpruch im Ausdruckte
ſelbſt bey ſich fuhrt, oder auch derwegen, weil das Geſeü
der Tragheit Eebloſigkeit) dadurch leicht mit dem Geſetze der
Gegenwirkung in jeder mitgetheilten Berdegung verwrchſelt
werden konnte, ſondern vornemlich, weil dadurch die irrige
Vorſtellung derer, die der mechaniſchen Geſetze nicht recht
kundig ſind, erhalten und beſtarkt wird, nach melcher die
Gegenwirkung der Korper, von der unter dem Namen der
35 Trag
106
Tragheitskraft die Rede iſt, darin beſtehe, daß die Bewe—
gung dadurch du der Welt aufgezehrt, vermindert oder ver—
tuigt, nicht aber die blore Peittheilung derſelben dadurch be—
wirkt werde, indem namlich der bewegende Korper einen
Theil ſeiner Bewegung blos dazu aufwenden müßte, um die
Tragheit des ruhenden zu uberwinden (welches denn reiner
Verluſt ware), mit dem ubrigen Theile allein konne er den
letzteren in Bewegung ſetzen; bliebe ihm aber nichts ubrig,
ſo wurde er durch ſeinen Stoß den letzteren, ſeiner großen
Maſſe wegen, gar nicht in Bewegung bringen. Einer Be—
wegung kann nichts widerſtehen, als eutgegengeſetzte Bewe—
gung eines anderen, keinesweges aber deſſen Ruhe. Hier
iſt alſo nicht Tragheit der Materie, d. i. bloßes Unvermogen
ſich von ſelbſt zu bewegen, die Urſache eines Widerſtandes.
Eine beſondere ganz eigenthumliche Kraft, blos un zu wi—
derſtehen, ohne einen Korper bewegen zu konnen, ware un—
ter dem Namen einer Tragheitskraft ein Wort ohne alle Be—
deutung. Man konnte alſo die drey Geſetze der allgemeinen
Mechanik ſchicklicher ſo benennen: das Geſetz der Selbſt
ſtandigkeit, der Tragheit und der Gegenwirkung der
gnaterien dex Subſiſtentiae, Inertiae et Antagoniſmi)
bey allen ihren Veranderungen derſelben. Daß dieſe,
mithin die geſammten Lehrſatze gegenwartiger Wiſſenſchaft,
den Categorten der Subſtanz, der Caußalitat und der
Gemeinſchaft, ſo fern dieſe Begriffe auf, Materie ange—
wandt werden, genau antworten, bedarf keiner weiteren
Erorterung.
Allgeme'ine Anmerkung
iur
Mechanif.
Vie Mittheilung der Bewegung geſchieht nur vermittelſt
8
ſolcher bewegenden Krafte, die ciner Materie auch in Ruhe
beywohnen (Undurchdringlichkeit und Anziehung). Die
Wir
107
Wirkung einer bewegenden Kraft auf einen Korper in einem
Augenblicke iſt die Solicltation deſſelben, die gewirkte
Geſchwindigkeit des letzteren durch die Solicitation, ſo fern
ſie in gleichem Verhaltniß mit der Zeit wachſjen kann, iſt
das Moment der Acceleration. (Das Moment der Acce—
leration muß alſo uur eine unendlich kleine Geſchwindigkeit
enthalten, weil, ſonſt der Korper durch daſſelbe in einer ge—
gebenen Zeit eine unendliche Geſchwindigkeit erlangen wurde,
welche unmoglich iſt. Uebrigens beruht die Moglichkeit der
Beſchleunigung uberhaupt, durch ein fortwahrendes No—
ment derſelben, auf dem Geſetze der Tragheit). Die Soli—
citation der Materie durch expanſive Kraft (z. B. einer zu—
ſammengedrückten Luft, die ein Gewichte tragt) geſchieht
jederzeit nnt einer endlichen Geſchwindigkeit, die Geſchwin—
digkeit aber, die dadurch einem anderen Korper eingedruckt
(oder entzogen) wird, kann nur unendlich klein ſeyn; denn
jene iſt nur eine Flachenkraft, oder, welches einerley iſt, die
Bewegung eines unendlich kleinen Quantums von Materie,
die folglich mit endlicher Geſchwindigkeit geſchehen muß, um,
der Bewegung eines Korpers von endlicher Maſſe mit unend
lich kleiner Geſchwindigkeit (einem Gewichte) gleich zu ſeyn.
Dagegen iſt die Anziehung eine durchdringende Kraft und als
mit einer ſolchen ubt ein endliches Quantum der Materie
auf ein gleichfalls endliches Quantum einer andern bewegen—
de Kraft aus. Die Soltcitation der Anztehung muß alſo
unendlich klein ſeyn, weil ſie dem Monteut der Acceleration
(welches jederzeit unendlich klein ſeyn muß) gleich iſt, wel—
ches bey der Zuruckſtoßung, da ein unendlich kleiner Theil
der Materie einem endlichen ein Moment eindrucken ſoll, der
Fall nicht iſt. Es laßt ſich keine Anziebung mit einer endli—
chen Geſchwindigkeit denken, ohne daß die Materie durch
ihre eigene Anziehungskraft ſich ſelbſt durchdringen mußte.
Denn die Anziehung, welche eine endliche Quantitat Mate—
rie auf eine endliche mit einer endlichen Geſchwindigkeit
ausubt, muß eine jede endliche Geſchwindigkeit, womit die
Mattrie durch ihre Undurchdringlichkeit, aber nur mit einem
un—
ros ν
unendlich kleinen Theil der Quantitat ihrer Materie entgegen—
wirkt, in allen Puncten der Zuſammenorückung uberlegen
ſeyn. Wenn die Auziehung nur eine Flächenkraft iſt, wie
man ſich den Zuſammenhang denkt, ſo wurde das Gegen—
thell von dieſem erfolgen. Allein es iſt unmoglich, ihn ſo
zu denken, wenu er wahre Anziehung (und nicht blos außere
Zuſammendruckung) ſeyn ſoll.
Ein abſolut-harter Korper wurde derjenige ſeyn, deſ—
ſen Theile einander ſo ſtark zogen, daß ſie durch kein Ge—
wicht getrennt, noch in ihrer Lage gegen einander verun—
dert werden konnten. Weil nun die Theile der Materie
eines ſolchen Korpers ſich mit einem Moment der Accelera—
tion ziehen mußten, welches gegen das der Schwere unend—
lich, der Maſſe aber, welche dadurch getrieben wird, end—
lich ſeyn wurde, ſo mußte der Widerſtand durch Undurch—
dringlichkeit, als erpanſive Kraft, da er jederzeit mit einer
unendlich- kleinen Quantitat der Materie geſchteht, mit
mehr als endlicher Geſchwindigkeit der Solicitation geſche—
hen, d. i. die Materie wurde ſich mit unendlicher Geſchwin—
digkeit auszudehnen trachten, welches unmoglich iſt. Alſo
iſt ein abſolut-harter Korper, d. i. ein ſolcher, der einem
mit endlicher Geſchwindigkeit bewegten Korper im Stoße
einen Widerſtand, der der ganzen Kraft deſſelben gleich
ware, in einem Augenblick entgegenſetzte, unmoglich.
Folglich leiſtet eine Materie durch ihte Undurchdiinglichkeit
oder Zuſammenhang, gegen die Kraft eines Korpers in end
licher Bewegung, in einem Augeublicke nur unendlich klei—
Inen Widerſtand. Hieraus folgt nun das mechaniſche Ge—
ſetz der Stetigkeit ex continui mechanica), namlich:
an keinem Korper wird der Zuſtand der Ruhe, oder der Be—
wegung, und an dieſer, der Geſchwindigkeit oder der Rich—
rung, durch den Stoß in einem Augenblicke verandert, ſon—
dern nur in einer gewiſſen Zeit, durch eine unendliche Reihe
von Zwiſchenzuſtanden, deren Unterſchied von einander klei—
ner iſt, als der des erſten und letzten. Ein bewegter Kor—
per,
109
per, der auf eine Materie ſtoßt, wird alſo durch deren
Widerſtand nicht auf einmal, ſondern nur durch continuir—
liche Retardation zur Ruhe, oder der, ſo in Ruhe war,
nur durch continuirrliche Acceleration in Beweguna, eder
aus einem Grade Geſchwindigkeit tir einen andern nur nach
derſelben Regel verſetzt; ungleichen wird die Richtung ſet—
ner Bewegung in etne ſolche, die mit jener einen Wincel
macht, nicht anders als vermittelſt aller moglichen dazwi—
ſchen liegenden Richtungen, d. i. vermirtelſt der Bewegung
in einer krummen Linie, verandert (welches Geſetz aus
einem ahnlichen Grunde auch auf die Veranderung des Zu—
ſtundes eines Korpers durch Anziehung erweitert werden
kann). Dieſe lex continni grundet ſich auf das Geſetz
der Tragheit der Malerie, da hingegen das metaphyſijche
Geſetz der Stetigleit. auf alle Veranderung (innere ſo wohl
als außere) uberhaupt ausgedehnt ſeyn mußte, und alſo
auf den bloßen Begriff einer Veranderung uberhaupt,
als Große, und der Erzeugung derſelben, (die nothwendig
in einer gewiſſen Zeit continuirlich, ſo wie die Zeit ſelbſt, vor
ginge,) gegrundet ſeyn wurde, hier alſo keinen Platz findet.
110
Viertes Hauptſtuck.
Metaphyſiſche Anfangsgrunde
der
Phanomenologie.
Erklarung.
cον
Wi aterie iſt das Bewegliche, ſo fern es, als
ein ſolches, ein Gegenſtand der Erfahrung ſeyn
kann.
Anmerkung.
Bewegung iſt, ſo wie alles, was durch Sinne vot—
geſtellt wird, nur als Erſcheinung gegeben. Damit ihre
Vorſtellung Erfahrung werde, dazu wird noch erfodert,
daß etwas durch den Verſtand gedacht werde, nämlich zu
der Art, wie die Borſtellung dem Subjecte inharirt, noch
die Beſtinmung eines Objects durch dieſelbe. Alſo wird
das Bewegliche, als ein ſolches, ein Gegenſtand der Er—
fahrung, wenn ein gewiſſes Object (hier alſo ein materiel—
les Ding) in Anſehung des Pradicats der Bewegung als
beſtimmt gedacht wird. Nun iſt aber Bewegung Veran—
derung der Relation im Raume. Es ſind alſo hier immer
zweh Correlata, deren einem in der Erſcheinung erſtlich eben
ſo gut wie dem anderen die Veranderung beygelegt, und
daſſelbe entweder, oder das andere bewegt genannt wer—
den kann, weil beydes gleichgultig iſt, oder zweytens,
deren eines in der Erfahrung mit Ausſchließung des ande—
ren als bewegt gedacht werden muß, oder drittens, deren
bende nothwendig durch Vernunft als zugleich bewegt vor—
geſtellt werden muſſen. Jn der Erſcheinung, die nichts
als die Relation in der Bewegung (ihrer Veranderung nach)
enthalt, iſt nichts von dieſen Beſtimmungen enthalten; wenn
aber
li
111
aber das Bewegliche, als ein ſolches, namlich ſeiner Be—
wegung nach, beſtimmt gedacht werden ſoll, d. i. zum Be—
huf einer moglichen Erfahrung, iſt es nothig, die Bedin—
gungen anzuzeigen, unter welchen der Gegenſtand (die Ma—
terie) auf eine oder andere Art durch das Pradicat der Be—
wegung beſtimmt werden muſſe. Hier iſt nicht die Rede
von Verwandlung des Scheins in Wahrheit, ſondern der
Erſcheinung in Erfahrung; denn beym Scheine iſt der Ver—
ſtand mit ſeinen einen Gegenſtand beſtimmenden Urtheilen
jederzeit im Spiele, ob zwar er in Gefohr iſt, das Sub—
jective fur objectiv zu nehmen; in der Erſcheinung aber iſt
gar kein Urtheil des Verſtandes anzutrefſen; welches nicht
blos hier, ſondern in der ganzen Philoſophie anzumerken
nothig iſt, weil man ſonſt, wenn von Erſcheinungen die
Rede iſt, und man nimmt dieſen Ausdruck fur einerley der
Bedeutung nach mit dem des Scheins, jederzeit uhel ver—
ſtanden wird.
Lehrſatz 1.
Die geradlinigte Bewegung einer Materie
in Anſehung eines empiriſchen Raumes iſt, zum
Unterſchiede von der entgegengeſetzten Bewegung
des Raums, ein blos mogliches Praodicat.
Eben daſſelbe in gar keiner Relation auf eine
Materie außer. ihr, d. i. als abſolute Bewe—
gung gedacht, iſt unmoglich.
Beweis.
t
Ob ein Korper im relativen Raume bewegt, die—
ſer aber ruhig genannt werde, oder, umgekehrt, die—
ſer in entgegengeſetzter Richtung gleich geſchwinde be—
wegt, dagegen jener ruhig genannt werden ſolle, iſt
kein Streit uber das, was dem Gegenſtande, ſondern
nur
112
nur ſeinem Verhaltniſſe zum Subject, mithin der Er—
ſcheinung und nicht der Erfahrung, zukommt. Denn,
ſtellt ſich der Zuſchauer in demſelben Raume als ruhig,
ſo heißt ihm der Korper bewegt; ſtellt er ſich (wenig—
ſtens in Gedanken) in einem andern und jenen umfaſ—
ſenden Raum, in Anſehung deſſen der Korper gleich
falls ruhig iſt, ſo heißt jener relative Raum bewegt,
Alſo iſt in der Erfahrung (einer Erkenntniß, die das
Object fur alle Erſcheinungen gultig beſtimmt,) gar
kein Unterſchied zwiſchen der Bewegung des Korpers
im relativen Raume, oder der Ruhe des Korpers im
abſoluten und der entgegengeſetzten gleichen Bewegung
des relativen Raums. Nun iſt die Vorſtellung eines
Gegenſtandes durch eines von zweyen Pradicaten, die
in Anſehung des Objects gleichgeltend ſind und ſich nur
in Anſehung des Subjects und ſeiner Vorſtellungsart
von einander unterſcheiden, nicht die Beſtimmung rach
einem disjunctiven, ſondern blos die Wahl nach
einem alternativen Urtheile, (deren das erſtere von
zweyen objectiv entgegengeſetzten Pradicaten eines mit
Ausſchließung des Gegentheils, das andere aber von
objektiv zwar gleichgeltenden, ſubjectiv aber einander
entgegengeſetzten Urtheilen, ohne Ausſchließung des
Gegentheils vom Object, alſo durch bloße Wahl
eines zur Beſtimmung deſſelben annimmt) das
Hheißt: durch den Begriff der Bewegung, als Gegen—
ſtandes der Erfahrung, iſt es an ſich unbeſtimmt, mit—
hin
Von dieſem Unterſchiede der disjunetiven and altornati
ven Entgegenſetzung ein Mehreres in dar allgemeinen
Anmerkung zu dieſem Hauptſtücke.
113
hin gleichgeltend, ob ein Korper im relativen Raume,
oder dieſer in Anſehung jenes als bewegt vorgeſtellt
werde. Nun iſt dasjenige, was in Anſehung zweyer
einander entgegengeſetzter Pradicate an ſich unbeſtimmt
iſt, ſo fern blos moglich. Alſo iſt die geradlinigta
Bewegung einer Materie im empiriſchen Raume, zum
Unterſchiede von der entgegengeſetzten gleichen Bewe—
gung des Raumes, in der Erfahrung ein blos mogli—
ches Pradicat; welches das erſte war.
Da ferner eine Relation, mithin auch eine Ver
anderung derſelben, d. i. Bewegung, nur ſo fern ein
Gegenſtand der Erfahrung ſeyn kann, als beyde Cor—
relate Gegenſtande der Erfahrung ſind; der reine
Raum aber, den man auch, im Gegenſatze gegen den
relativen (empiriſchen), den abſoluten Raum nennt,
kein Gegenſtand der Erfahrung und uberall nichts iſt:
ſo iſt die geradlinigte Bewegung ohne Beziehung auf
irgend etwas Empiriſches, d. i. die abſolute Bewegung,
ſchlechterdings unmoglich, welches das zweyte war.
Anmerkung.
Dieſer Lehrſatz beſtimmt die Modalitat der Bewegung
in Anſehung der Phoronomie.
Lehrſätz 2.
Die Kreisbewegung einer Materie iſt, zum
Unterſchiede von der entgegengeſetzten Bewegung
des Raums, ein wirkliches Pradicat derſelben;
dagegen iſt die entgegengeſetzte Bewegung eines
relativen Raums, ſtatt der Bewegung des Kor
9H pers
114 ESre
pers genommen, keine wirkliche Bewegung des
letzteren, ſondern, wenn ſie dafur gehalten wird,
ein bloßer Schein.
Beweis.
Die Kreisbewegung iſt (ſo wie jede krummlinigte)
eine continuirliche Veranderung der geradlinigten, und,
da dieſe ſelbſt eine continuirliche Veranderung der Rie—
lation in Anſehung des außeren Raumes iſt, ſo iſt die
Kreisbewegung eine Veranderung, der Veranderung
dieſer außeren Verhaltniſſe im Raume, folglich ein
continuirliches Entſtehen neuer Bewegungen. Weil
nun nach dem Geſetze der Tragheit eine Bewegung, ſo
fern ſie entſteht, eine außere Urſache haben muß,
J
gleichwohl aber der Korper in jedem Puncte dieſes
Kreiſes (nach eben demſelben Geſetze) fur ſich in der
den Kreis beruhrenden geraden Linie fortzugehen be—
ſtrebt iſt, welche Bewegung jener außeren Urſache ent—
gegenwirkt, ſo beweiſet jeder Korper in der Kreisbe—
wegung durch ſeine Bewegung eine bewegende Kraft.
Nun iſt die Beweguna des Raumes, zum Unterſchie—
de der Bewegung des Korpers vios phoronomiſch,
und hat keine bewegende Kraft. Folgüch iſt das Ur.
theil, daß hier entweder der Rorper, oder der Raum,
in entgegengeſetzter Richtung bewegt ſey, ein disjuncti—
ves Urtheil, durch welches, wenn das eine Glied,
namlich die Bewegung des Korpers, geſetzt iſt, das
andere, namlich die des Raumes, ausgeſchloſſen wird;
alſo iſt die Kreisbewegung eines Korpers, zum Unter—
ſchiede von der Bewegung des Raums, wirrkliche
Bewegung, folglich die letztere, wenn ſie gleich der
Erſchei
S 115
Erſcheinung nach mit der erſteren ubereinkommt, den
noch im Zuſammenhange aller Erſcheinungen, d. i.
der moglichen Erfahrung, dieſer widerſtreitend, alſo
nichts als bloßer Schein.
Anmerkung.
Dieſer Lehrfatz beſtimmt die Modalitat der Bewegung
in Anſehung der Dynamik; denn eine Bewegung, die
nicht ohne den Einfluß einer continuirlich wirkenden außern
bewegenden Kraft Statt fiden kann, beweiſet mittelbar
oder unmittelbar, urſprungliche Bewegkraſte der Materie,
es ſey der Anziehung oder Zuruckſtohung. Uebrigens
kann Newtons Scholium zu den Definttionen, die er ſei—
nen Prine. Phil. Nat. Math. vorausgeſetzt hat, gegen das
Ende, hieruber nachgeſehen werden, aus welchem erhellet,
daß die Kreisbewegung zweher Korper um einen gemein—
ſchaftlichen Mittelpunect (mithin auch die Achſendrehung der
Erde) ſelbſt im leeren Raume, alſo ohne alle durch Erfah—
rung mogliche Vergleichung mit dem außeren Raume,
dennoch vermittelſt der Erfahrung konne erkannt werden, daß
alſo eine Bewegung, die eine Veranderung der außeren Ver—
haltniſſe im Raume iſt, emptiriſch gegeben werden konne,
obgleich dieſer Raum ſelbſt nicht empiriſch gegeben uns kein
Gegenſtand der Erfahrung iſt, weiches Paradoxron aufge—
loſet zu werden verdient.
Lehrſatz 3.
Jn jeder Bewegung eines Korpers, wo——
durch er in Anſehung eines anderen bewegend iſt,
iſt eine entgegengeſetzte gleiche Bewegung des
letzteren nothwendig.
Ha Be—
116
S3
Beweis.
Nach dem dritten Geſetze der Mechanik (Lehrſ. 4.)
iſt die Mittheilung der Bewegung der Korper nur
durch die Gemeinſchaft ihrer urſprunglich bewegenden
Krafte, und dieſe nur durch beyderſeitige entgegenge—
ſetzte und gleiche Bewegung moglich. Die Bewegung
beyder iſt alſo wirklich. Da aber die Wirklichkeit die—
ſer Bewegung nicht (wie im zweyten Lehrſatze) auf
dem Einfluſſe außerer Krafte beruht, ſondern aus
dem Begriffe der Relation des Bewegten im Raume
zu jedem anderen dadurch Beweglichen unmittelbar
und unvpermeidlich folgt, ſo iſt die Bewegung des letz
teren nothwendig.
Anmerkung.
Dieſer Lehrſatz beſtimmt die Modalltat der Bewegung
in Anſehung der Mechanik. Daß ubrigens dieſe drey
Lehrſatze die Bewegung der Materie in Auſehung ihrer
Moglichkeit, Wirklichkeit und Nothwendigkeit, mit—
xin in Anſehung aller dreyen Categorien der Modalitat
beſtimmen, fallt von ſelbſt in die Augen.
Allgemeine Anmerkung
zjur
Phanomenologie.
Es zeigen ſich alſo hier drey Begriffe, deren Gebrauch
in det allgemeinen Naturwiſſenſchaft unvermeidlich, deren
Hgenaue Beſtimmung um deswillen nothwendig, obgleich
eben nicht ſo leicht und faßlich iſt, namlich der Begriff
der Bewegung im relativen (beweglichen) Raume,—
zwey
117
zweytens der Begriff der Bewegung im abſoluten (un—
beweglichen) Raume, drittens der Veariff der relati—
ven Bewegung uberhaupt, zum Unterſchiede von der ab—
ſoluten. Allen wird der Begriff des abſoluten Raunies
zum Grunde gelegt. Wie kommen wir aber zu dieſem ſon—
derbaren Begriffe, und worauf beruht die Rothwendigkeit
feines Gebrauchs?
Er kann kein Gegenſtand der Erfahrung ſeyn; denn
der Raum ohne Materie iſt kein Objeet der Wahrneh—
mung, und dennoch iſt er ein nothwendiger Vernunftbegriff,
mithin nichts weiter, als eine bboße Jdee. Denn, damit
Bewegung auch nur als Erſcheinung gegeben werden konne,
dazu wird eine empiriſche Vorſtellung des Raums, in An—
ſelbung deſſen das Bewegliche ſein Berhaltniß verandern ſoll,
erfodert; der Raum aber, der wahrgenommen werden ſoll,
muß matertal, mithin, dem Begriffe einer Materie uber
haupt zu Folge, ſelbſt beweglich ſeyn. Um ihn nun be—
wegt zu denken, darf man ihn nur als in einem Raume von
großerem Umfange enthalten denken und dieſen als ruhig
annehmen. Mit dieſem aber laßt ſich eben daſſelbe in An—
ſehung eines noch mehr erweiterten Raumes veranſtalten
und ſo ins Unendliche, ohne jemals zu einem unbeweglichen
cunmateriellen) Raume durch Erfahrung zu gelangen, in
Anſehung deſſen irgend einer Materte ſchlechthin Bewe—
gung oder Ruhe beygelegt werden konne, ſondern der Be—
griff dieſer Berhaltnißbeſtimmungen wird beſtandig abgean
Dert werden muſſen, nachdem man das Bewegliche mit
einem oder dem anderen dieſer Raume in Verhaltniß be—
rtrachten wird. Da nun die Bedingung, etwas als ruhig
vder bewegt anzuſehen, im relativen Raume ins Unendliche
immer wiederum bedingt iſt, ſo erhellet daraus erſtlich:
daß alle Bewegung oder Ruhe blos relativ und keine abſolut
ſeyn konne, d. i. daß Materie blos in Verhaltniß auf Ma—
terie, niemals aber in Bnſehung des bloßen Raumes ohne
Materie, als bewegt oder ruhig gedacht werden konne, mit—
H 3 bin
118
hin abſolute Bewequng, d. i. eine ſolche, die ohne alle Be—
ziehung einer Materie auf eine andere gedacht wird,
ſchlechthin unmoglich ſey; ziveyteus, daß auch eben
darum kein fur alle Erſcheinung guitiger Begriff von Be
wegung oder Ruhe im relativen Ramme moglich ſey, ſon
dern man ſich einen Raum, in welchem dieſer ſelbſt als be
wegt gedacht werden., konne, der aber feiner Beſtimmung
nach weiter von keinem anderen empiriſchen Raume abhangt
und daher nicht wiederum bedingt iſt, d. i. einen abſoluten
Raum, auf den alle relatire Bewegungen bezogen werden
konnen, denken muſſe, in welchem alles Empiriſche be—
weglich iſt, eben darum, demit in demſelben alle Bewe—
gung des Materiellen, als blos relativ gegen einander, als
alternativ- wechſelſeitig“), keine aber als abſolute Bewe
gung oder Ruhe (da, indem das eine bewegt heißt, das
andere, worauf in Zeziehung jenes bewegt iſt, gleichwohl
als ſchlechthin ruhig vorgeſtellt wird) gelten moge. Der
abſolute Raum iſt alſo nicht als ein Begriff von einem
wirklichen Object, ſondern als eine Jdee, welche zur Re—
gel
Jn der Logik bezeichnet das Entweder-Oder jeder—
zeit ein disjunetives Urtheit; da denn, wenn das
eine wahr iſt, das andere falſch ſeyn muß. Z. B. ein
Korper iſt entweder bewegt, oder nicht bewegt, d. i.
in Ruhe. Denn man redet da lediglich von dem Verhaltt
niß des Erkenntniſſes zum Objecte. Jn der Erſcheinungtt
lehre, wo es auf das Verhaltniß zum Dubject ankommt.
um darnach das Verhaltniß der Objrcte zu beſtimmen, iſt
es anders. Denn da iſt der Satz: der Lorper iſt ente
weder bewegt und der Raum ruhig, oder umgekehrt,
nicht ern disjunctiver Satz in objectiver, ſondern nur
in ſubzectiver Beziehung, und beyde darin enthaltene
Urtheile gelten alternativ. Jn eben derſelben Phat
nomenologie, wo die Bewegung nicht blos phoronomiſch,
ſondern vielmehr dynamiſch belrachtet wird, iſt dagegen
der
n
119
gel dienen ſoll, alle Bewegung in ihm blos als relativ zu
betrachten, nothwendig, und alle Bewegung und Ruhe
muß auf den abſoluten Raum reducirt werden, wenn die
Erſcheinung derſelben in einen beſtimmten Erfahrungs—
begriff (der alle Erſcheinungen vereinigt) verwandelt wer—
den ſoll.
So wird die geradlinigte Bewegung eines Korpers
im relativen Raume auf den abſoluten Raum reducirt,
wenn ich den Korper als an ſich ruhig, jenen Raum
aber im abſoluten (der' nicht in die Sinne fallt) in ent—
gegengeſetzter Richtung bewegt, und dieſe Vorſtellung als
diejenige denke, welche gerade dieſelbe Erſcheinung giebt,
wodurch denn alle mogliche Erſcheinungen geradltnigter
Bewegungen, die ein Korper allenfalls zugleich haben
mag, auf den Erfahrungsbegriff, der ſie insgeſammt
vereinigt, namlich den der blos relativen Bewegung
und Ruhe, zuruckgefuhrt werden.
Ha4 Die
der disjunctive Satz in objectiver Bedeutung zu nehmen;
d. i. an die Stelle der Umdrehung eines Korpers kann
ich nicht die Ruhe deſſelben und dagegen die entgegenge—
ſetzte Bewegung des Raums annehmen. Wo aber die
Bewegung ſogar mechaniſch betrachtet wird, (wie
weenn ein Korper gegen einen dem Scheine nach ruhigen
aulauft) iſt ſogar das der Form nach disjunctwe Urtheil
in Anſehung des Objects diſtributiv zu gebrauchen,
ſo daß die Bewegung nicht eütweder dem einen oder
dem andern, ſondern einem jeden ein gleicher Antheil
daran beygelegt werden muß. Dieſe Unterſcheidung der
alternativen, disjunctiven und diſtributi—
ven Beſtimmung eines Begriffs, in Anſehung entge—
gengeſetzter Pradicate, hat ihre Wichtigkeit, kann aber
hier nicht weiter erortert werden.
126 S J
Die Kreisbewegung, weil ſie, nach dem zweyten
kehrſatze, auch ohne Bezichung auf den außeren empitiſch—
gegebenen Raum als wirkliche Bewegung in der Erfahrung
gegeben werden kann, ſcheint doch in der That abſolute
Bewegung zu ſeyn. Denn die relative in Anſehung des
außeren Raums (z. B. die Achſendrehung der Erde relativ
auf die Sterne des Himmels), iſt eine Erſcheinung, an
deren Stelle die entgegengeſetzte Bewegung dieſes Raums
(des Himmels) in derſeiben Zeit, als jener vollig
gleichgeltend geſetzt werden kann, die aber nach dieſem
Lehrſatze in der Erfahrung durchaus nichi an deren Stel—
le geſetzt werden darf, mithin auch jene Kreisdrehung
uicht als außerlich relativ vorgeſtellt werden ſoll, wel—
ches ſo lautet, als ob dieſe Art der Bewegung fur ab—
folut anzunehmen ſey.
Allein es iſt wohl zu merken: daß hier von der wah
ren Cwirklichen) Bewegung, die doch nicht als ſolche er
ſcheint, die alſo, wenn man ſie blos nach empiriſchen
Verhaltniſſen zum Raume beurtheilen wollte, fur Ruhe
könnte gehalten werden, d. i. von der wahren Bewe
gung, zum Unterſchiede vom Schein, nicht aber von ihr
als abſoluten Bewegung im Gegenſatze der relativen die
Rede ſey, mithin die Kreisbewegung, ob ſie zwar in der
Erſcheinung keine Stellen-Veranderung, d. i. keine phoro
nomiſche, des Verhaltniſſes des Bewegten zum (empiri—
ſchen) Raume, zeigt, dennoch eine durch Erfahrung er—
weisliche continuirliche dynamiſch. Veranderung des Ver—
haltniſſes der Materie in ihrem Raume, z. B. eine be
ftandige Verminderung der Anziehung durch eine Beſtrebung
zu entfliehen, als Wirkung der Kreisbewegung, zeige und
dadurch den Unterſchied derſelben vom Sehein ſicher be—
zeichne. Man kann ſich z. B. die Erde im unendlichen lee—
ren Raum, als um die Achſe gedreht, vorſtellen, und dieſe
Bewegung auch durch Erfahrung darthun, obgleich weder
das Verhaltnifj der Theile der Erde unter einander, noch
zum
121
zum Raume außer ihr, phoronomiſch, d. i. in der Erſchei
nung verandert wird. Denn in Anſchung des erſteren als
empiriſchen Raumes verandert nichts auf und in der Erde
ſeine Stelle, und in Beztehung des zweyten, der ganz leer
iſt, kann uberall kein außeres verandertes Verhaltniß, mit—
hin auch keine Erſcheinung einer Bewegung Statt finden.
Allein, wenn ich mir eine zum Mittelpunct der Erde hinge—
hende tiefe Hole vorhzelle, und laſſe einen Stein darin fallen,
finde aber, daß, ob zwar in jeder Weite vom Mittelpuncte
die Schwere immer nach dieſem hingerichtet iſt, der fallende
Stein dennoch von ſeiner ſenkrechten Richtung im Fallen
tcontinuirlich und zwar von Weſt nach Oſt abweiche, ſo
ſchließe ich, die Erde ſey von Abend gegen Morgen um die
Achſe gedreht. Oder wenn ich auch außerhalb den Stein
von der Oberflache der Erde weiter entferne, und er bleibt
nicht uber demfelben Puncte der Oberflache, ſondern entfernt
ſich von demſelben von Oſten nach Weſten, ſo werde ich auf
eben dieſelbe vorhergenannte Achſendrehunz der Erde ſchlie—
Fen und beyderley Wahrnehmungen werdben zum Beweiſe
der Wirklichkeit dieſer Bewegung hinreichend ſeyn, wozu
die Veranderung des Verhaltniſſes zum außeren Raume
(dem beſtirnten Himmeh nicht hinreicht, weil fie bloße Er—
ſcheinung iſt, die von zwey in der That entgegengeſetzten
Grunden herruhren kann und nicht ein aus deit Erklarungs—
grunde aller Erſcheinungen dieſer Veranderung abgelcite—
tes Erkenntniß, d. i. Erfahrung, iſt. Daß aber dieſe Be—
wegung, ob ſie gleich keine Veranderung des Verhaltniſſes
zum empiriſchen Raume iſt, dennoch keine abſolute Bewe—
gung, ſondern continuirliche Veranderung der Relationen
der Materien zu einander, ob zwar im abſoliten Naume
vorgeſtellt, mithin wirklich nur relative und ſogar darum
allein wahre Bewegung ſey, das beruht auf der Vorſtel—
Jung der wechſelfettigen continuirlichen Entfernung eines
jeden Theils der Erde C(außerhalb der Achſe) von jedem
andern ihm in gleicher Entfernung vom Mittelpuncte im
Diameter gegenuber liegenden. Denn dieſe Bewegung iſt
H5
im
122
im abſoluten Raume wirklich, indem dadurch der Abgang
der gedachten Entfernung, den die Schwere kur ſich allein
dem Korper zuztehen wurde, und zwar ohne alle dynamiſche
zurucktreibende Urſache (wie man aus dem von Newton
Prine. Ph. N. pag. 10. Edit. 1714. gewahlten Bey—
ſpiele erſehen kann), mithin durch wirkliche, aber auf den
innerhalb der bewegten Materie (namlich des Centrum
derſelben) beſchloſſenen, nicht aber auf den außeren Raum
bezogene Bewegung, continuirlich erſetzt wird.
Was den Fall des dritten Lehrſatzes anlangt, ſo
bedarf es, um die Wabrheit der wechſelſeitig- entgegenge—
ſetzten und gleichen Bewegungs beyder Korper auch ohne
Ruckſicht auf den empiriſchen Raum zu zeigen, nichi ein
mal des im zweyten Fall nothigen, durch Erfahrung gege—
benen thatigen dynamiſchen Einfluſſes (der Schwere, oder
eines geſpannten Fadens), ſondern die bloße dynamiſche
Moglichkeit eines ſolchen Einfluſſes, als Eigenſchaft der
Materie, (die Zuruckſtohung oder Anziehung) fuhrt, bey
der Bewegung der einen, die gleiche und entgegengeſetzte
Bewegung der andern zugleich mit ſich, und zwar aus blo—
ßen Begriffen einer relativen Bewegung, wenn ſie im abſo
luten
Ee ſagt daſelbſt: Motus quidem veras corporum ſingulorum cognoſcere et ah apparentibus aetu diieriminare diffieillimum eſt: propterea, quod partes ſpatii
illius immobilis, in quo eorpora vere meventur, non
incurrunt in ſenſus. Cauſſa tamen non eſt prorſus
deſperata. Hierauf laßt er zwey durch einen Faden
verknupfte Kugeln ſich um ihren gemeinſchaftlichen
Schwerpunct im leeren Raume drehen, und zeigt, wie
die Wirklichkeit ihrer Bewegung ſammt der Richtung
derſelben dennoch durch Erfahrung koönne gefunden wer—
den. Jch habe dieſes auch an der um ihre Achſe bet
wegten Erde unter etwas veranderten Umſtanden zu zei
gen geſucht.
—S 123
luten Raume, d.i. nach der Wahrheit betrachtet wird, und
iſt daher, wie alles, was aus bloßen Begriffen hinreichend
erweislich iſt, ein Geſetz einer ſchlechterdings nothwendigen
Gegenbewegung.
Es iſt alſo auch keine abſolute Bewegung, wenn gleich
ein Korper im leeren Raume in Anſehung eines anderen als
bewegt gedacht wird; die Bewegung beyder wird hier nicht
relativ auf den ſie umgebenden Raum, ſondern nur auf den
zwiſchen ihnen, welcher ihr autzeres Verhaltniß unter einan—
der allein beſtimmt, als den abſoluten Raum betrachtet,
und iſt alſo wiederum nur relativ. Abſolute Bewegung
wurde alſo nur diejenige ſeyr, die einem Korper ohne ein
Verhaltniß auf irgend eine andere Materie zukame. Eint
ſolche ware allein die geradlinigte Bewegung des Weltgan
zen, d. i. des Gyſtems aller Veaterie. Denn, wenn außer
einer Materie noch irgend eine andere, ſelbſt dureh den lee—
ren Raum getrennte Materie ware, ſo wurde die Bewegung
ſchon relativ ſeyn. Um deswillen iſt ein jeber Beweis eines
Bewegungsgeſttzes, der darauf hinauslauft, daß das Ge—
gentheil deſſelben eine geradlinigte Bewegang des ganzen
Weltgebaudes zur Folge haben mußte, ein apodictiſcher
Beweis der Wagrheit deſſelben; blos weil daraus abſolute
Bewegung folgen wurde, die ſchlechterdings unmoglich iſt.
Von der Art iſt das Geſetz des Antagoniſi.tz in aller Ge—
meinſchaft der Materie durch Bewegung. Den eine jede
Abweichung von demſelben wurde den Zereinſehaftlichen
Mittelpunct der Ecywere aler Materie, mith.a das ganze
Weltgebaude aus der Stelle rurLen, welches dagegen, wenn
man dieſes ſich als um ſeine Tahſe ocdreht vor“cen wollte,
nicht geſchthen arde, welche Zewegun; alſo immer noch
zu denken rn glieh, ob zwar anzunehmen, ſo viel man ab—
ſehen kann, ganz ehne begre. Lichen Nutzen ſeyn wurde.
Auf die verſ.hiedenen Begriffe der Bewegang und be—
wegenden Krafte haben auch die verſchiedenen Begriffe vom
leeren Raume ihre Beziehung. Der leere Raum in pho
ronomiſecher Ruckſicht, der auch der abſolute Raum heißt,
ſollte
124 S
ſollte billig nicht ein leerer Raum genannt werden; denn er
iſt nur die Jdee von einem Raume, an welchem ich von aller
beſonderen Materie, die ihn zum Gegenſtande der Erfahrung
macht, abſtrahire, um in ihm den materiellen, oder jeden
empiriſchen Raum, noch als beweglich und dadurch die
Bewegung nicht. blos einſeitig, als abfolutes, ſondern jeder—
zeit wechſelſeitig, als blos relatives Pradicat zu denken.
Er iſt alſo gar nichts, was zur Exiſtenz der Dinge, ſon—
dern blos zur Beſtimmung der Begriffe gehort, und ſo fern
exiſtirt kein lerrer Raum. Der leere Raum in dynami
ſcher Ruckſicht iſt der, der nicht erfullet iſt, d. i. worin
dem Eindringen des Beweglichen nichts anderes Bewegli—
ches widerſteht, folglich keine repulſive Kraft wirkt, und er
kann entweder der leere Raum in der Welt (vacuum mun—
danurn), oder, wenn dieſe als begrenzt vorgeſtellt wird,
der leere Raum außer der Welt (vacuum extramundamum) ſeyn; der erſtere auch entweder als zerſtreuter (vacuum diſſeminatum, der nur einen Theil des Volumens
der Materie ausmacht), oder als gehaufter leerer Raum
cvacuum coaceruatum, der die Korper, z. B. Weltkor
per, von einander abſondert) vorgeſtellt werden, welche
Unterſcheidung, da ſie nur auf den Unterſchied der Platze,
die man dem leeren Raum in der Welt anweiſet, beruht,
eben nicht weſentlich iſt, aber doch in verſchiedener Abſicht
gebraucht wird, der erſte, um den ſpecifiſchen Unterſchied
der Dichtigkeit, der zweyte, um die Moglichkeit einer von
allem außeren Widerſtande freyen Bewegung im Weltraume
daven abzuleiten. Daß den leeren Raum in der erſteren
Abſichr anzunehmen nicht nothig ſey, iſt ſchon in der all—
gemeinen Anmerkung zur Dynamik gezeigt worden; daß er
aber uiimoglich ſey, kann aus ſeinem Begriffe allein, nach
dem Satzre des Widerſpruchs, keinesweges bewieſen werden.
Gleichwohl, wenn hier auch kein blos logiſcher Grund der
Verwerfung deſſelben anzutreffen ware, konnte doch ein all—
gemeiner phyſiſcher Grund, ihn aus der Naturlehre zu ver—
weiſen, namlich der von der Moglichkeit der Zuſammen—
ſetzung
ν 145
ſetzung einer Materie uberhaupt, da ſeyn, wenn man die
letztere nur beſſer einſahe. Denn, wenn die Anziehung,
die man zur Erklarung des Zuſammenhanges der Materte
annimmt, nur ſcheinbare, nicht wabre Anziehung, viel—
mehr etwa blos die Wirkung einer Zuſammendrückung
durch außere im Weltraume allenthalben verbreitete Matette
(den Aether), welche ſelbſt nur durch eine allgemeine und
urſpruugliche Anziehung, namlich die Gravitatton, zu die—
ſem Drucke gebracht wird, ſeyn ſollte, welche Meynung
manche Grunde fur ſich hat; ſo wurde der leere Raum in—
nerhalb den Materien, wenn gleich nicht legiſch, doch dy—
namiſch und alſo phyſiſch uninoglich ſeyn, weil jede Materie
ſich in die leeren Raume, die man innerhalb derſelben an—
nahme, (da ihrer expanſiven Kraft hier nichts widerſteht)
von ſelbſt ausbreiten und ſie jederzeit erfüllet erhalten wurde.
Ein leerer Raum außer der Welt wurde, wenn man un—
ter dieſer den Jnbegriff aller vorzuglich attractiven Materien
(der großen Weltkorper) verſteht, aus eben denſelben Grun—
de unmoglich ſeyn, weil nach dem Maaße, als die Entfer—
nung von dieſen zuninimt, auch die Anziehungskraſt auf den
Aether, Oder jene Korper alle einſchließt und, von jener ge—
trieben, ſie in ihrer Dichtigkeit durch Zuſammeundruckung
erhalt) in umgekehrtem Verhaltniſſe abnimit, dieſer alſo
ſelbſt nur ins Unendliche an Dichtigkeit abnehmen, nirgend
Haber den Raum ganz leer laſſen wurde. Daß es indeſſen
mit dieſer Wegſchaffung des leeren Raums ganz hypothetifch
zugeht, darf niemand befremden; geht es doch mit der Be—
hauptung deſſelben nicht beſſer zu. Diejenigen, welche dieſe
Streitfrage dogmatiſch zu entſcheiden wagen, ſie mögen es
bejahend oder verneinend thun, ſtutzen ſich zuletzt auf lauter
metaphyſiſche Vorausſetzungen, wie aus der Dynamik zu
erſehen iſt, und es war wenigſtens nothig, hier zu zeigen,
daß dieſe uber gedachte Aufgabe gar nicht entſcheiden konne.
Was drittens den leeren Raum in mechaniſcher Abſicht
betrifft, ſo iſt dieſer das gehaufte Leere innerhalb dem Welt—
oanzen, um den Weltkorpern frehe Bewegung zu verſchaffen.
Man
126
Man ſiehet leicht, daß die Moglichkeit oder Unmoglichkeit
deſſelben nicht auf metaphyſiſchen Grunden, ſondern dem
ſchwer aufzuſchließenden Naturgeheimniſſe, auf welche Art
die Materie ihrer eigenen ausdehnenden Kraft Schranken
ſetze, beruhe. Gleichwohl, wenn das, was in der allge—
meinen Anmukung zur Dynamik von der ins Unendliche
moglichen großeren Ausdehnung ſpecifiſch verſchiedener
Stoffe, bey derſelben Quantitat der Materie (ihrem Ge—
wichte nach) geſagt worden, eingeraumt wird; ſo mochte
wohl, um der freyen und daurenden Bewegung der Welt—
korper willen, einen leeren Raum anzunehmen, unnothig
ſeyn, weil der Widerſtand, ſelbſt bey ganzlich erfulleten Raumen, alsdenn doch ſo klein, als man will, ge—
dacht werden kann.
Uno ſo endigt ſich die metaphyſiſche Korperlehre mit
dem Leeren und eben darum Unbegreiflichen, worin ſie
einerley Schickſal nut allen übrigen Verſuchen der Vernunft
hat, wenn ſie im Zuruckgehen zu Principien den erſten Grun
den der Dinge nachſtrebt, da, weil es ihre Natur ſo mit
ſich bringt, niemals etwas anders, als ſo fern es unter
gegebenen Bedingungen beſtimmt iſt, zu begreifen, folglich
ſie weder beym Bedingten ſtehen bleiben, zoch ſich das
Unbedingte faßlich machen kann, ihr, wenn Wißbegierde
ſie auffodert, das abſolute Ganze aller Bedingungen zu faſ—
ſen, nichts ubrig bleibt, als von den Gegenſtanden auf ſich
ſelbſt zuruckzukehren, um, anſtatt der letzten Grenze der
Dinge, die letzte Grenze ihres eigenen ſich ſelbſt uberlaſſe
uen Vermogens zu erforſchen und zu beſtinmmen.
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https://openalex.org/W2269572354
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https://pubblicazioni.unicam.it/bitstream/11581/441612/1/FRONT%20CELL%20INFECT%20MICROBIOL.pdf
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English
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Salmonella enterica Serovar Typhimurium Exploits Inflammation to Modify Swine Intestinal Microbiota
|
Frontiers in cellular and infection microbiology
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Salmonella enterica Serovar
Typhimurium Exploits Inflammation
to Modify Swine Intestinal Microbiota
Rosanna Drumo 1, 2 †, Michele Pesciaroli 1, 3 †, Jessica Ruggeri 4, Michela Tarantino 1, 1 Department of Veterinary Public Health and Food Safety, Istituto Superiore di Sanità, Rome, Italy, 2 Department of
Comparative Biomedicine and Food Science, University of Padua, Padua, Italy, 3 VISAVET Health Surveillance Centre,
Universidad Complutense Madrid, Madrid, Spain, 4 Department of Veterinary Diagnostic, Istituto Zooprofilattico Sperimentale
della Lombardia e dell’Emilia Romagna, Brescia, Italy, 5 Research and Development Area, Istituto Zooprofilattico Sperimentale
dell’Umbria e della Marche, Perugia, Italy, 6 Department of Experimental Medicine, University of Perugia, Perugia, Italy,
7 Department of Biology, University of Roma Tor Vergata, Rome, Italy Citation: Drumo R, Pesciaroli M, Ruggeri J,
Tarantino M, Chirullo B, Pistoia C,
Petrucci P, Martinelli N, Moscati L,
Manuali E, Pavone S, Picciolini M,
Ammendola S, Gabai G, Battistoni A,
Pezzotti G, Alborali GL, Napolioni V,
Pasquali P and Magistrali CF (2016)
Salmonella enterica Serovar
Typhimurium Exploits Inflammation to
Modify Swine Intestinal Microbiota. Front. Cell. Infect. Microbiol. 5:106. doi: 10.3389/fcimb.2015.00106 Drumo R, Pesciaroli M, Ruggeri J,
Tarantino M, Chirullo B, Pistoia C,
Petrucci P, Martinelli N, Moscati L,
Manuali E, Pavone S, Picciolini M,
Ammendola S, Gabai G, Battistoni A,
Pezzotti G, Alborali GL, Napolioni V,
Pasquali P and Magistrali CF (2016)
Salmonella enterica Serovar
Typhimurium Exploits Inflammation to
Modify Swine Intestinal Microbiota. Front. Cell. Infect. Microbiol. 5:106. doi: 10.3389/fcimb.2015.00106 Keywords: Salmonella Typhimurium, microbiota, inflammation, immune response, pig, salmonellosis ORIGINAL RESEARCH
published: 22 January 2016
doi: 10.3389/fcimb.2015.00106 Salmonella enterica serovar Typhimurium is an important zoonotic gastrointestinal
pathogen responsible for foodborne disease worldwide. It is a successful enteric
pathogen because it has developed virulence strategies allowing it to survive in a
highly inflamed intestinal environment exploiting inflammation to overcome colonization
resistance provided by intestinal microbiota. In this study, we used piglets featuring an
intact microbiota, which naturally develop gastroenteritis, as model for salmonellosis. We compared the effects on the intestinal microbiota induced by a wild type and an
attenuated S. Typhimurium in order to evaluate whether the modifications are correlated
with the virulence of the strain. This study showed that Salmonella alters microbiota in
a virulence-dependent manner. We found that the wild type S. Typhimurium induced
inflammation and a reduction of specific protecting microbiota species (SCFA-producing
bacteria) normally involved in providing a barrier against pathogens. Both these effects
could contribute to impair colonization resistance, increasing the host susceptibility to
wild type S. Typhimurium colonization. In contrast, the attenuated S. Typhimurium,
which is characterized by a reduced ability to colonize the intestine, and by a very
mild inflammatory response, was unable to successfully sustain competition with the
microbiota. Edited by:
D. Scott Merrell,
Uniformed Services University, USA Uniformed Services University, USA
Reviewed by:
Richard E. Isaacson,
University of Minnesota, USA
Johanna R. Elfenbein,
North Carolina State University, USA
*Correspondence:
Paolo Pasquali
paolo.pasquali@iss.it;
Chiara F. Magistrali
c.magistrali@izsum.it
†These authors have contributed
equally to this work. Reviewed by:
Richard E. Isaacson,
University of Minnesota, USA
Johanna R. Elfenbein,
North Carolina State University, USA *Correspondence:
Paolo Pasquali
paolo.pasquali@iss.it;
Chiara F. Magistrali
c.magistrali@izsum.it
†These authors have contributed
equally to this work. Received: 12 September 2015
Accepted: 28 December 2015
Published: 22 January 2016 Received: 12 September 2015 Accepted: 28 December 2015
Published: 22 January 2016 Accepted: 28 December 2015
P bli h d
J Keywords: Salmonella Typhimurium, microbiota, inflammation, immune response, pig, salmonellosis INTRODUCTION During the past few years, there has been an
expanding interest concerning the role played by intestinal
microbiota in the susceptibility to enteric pathogens. Microbiota
contributes to the digestion of dietary substances and to the
synthesis of essential food supplements such as vitamins, and to
the development or maintenance of the mucosal immune system
(Littman and Pamer, 2011). Moreover, it acts as a barrier against
invading bacteria both physically, blocking pathogen access to
the epithelial layer, and also by outcompeting for nutrients
reducing the survival and invasiveness of enteric pathogens
(Hallstrom and McCormick, 2011; Sassone-Corsi and Raffatellu,
2015). However, it has been known that S. Typhimurium requires
intestinal inflammation to circumvent “colonization resistance”
provided by the intestinal microbiota (Santos et al., 2009). It has
been shown that Salmonella can alter the normal composition
of the gut microbiota, and this influence is associated with
Salmonella virulence factors that induce inflammatory mucosal
host responses (Barman et al., 2008). Furthermore, animals
with disrupted microbiota have an increased susceptibility to
infection (Barman et al., 2008; Juricova et al., 2013). Most of
the studies examining salmonellosis have been carried out in
murine models that naturally do not develop gastroenteritis. To resemble the disease in humans, mice can be subjected to
antibiotic treatment in order to eliminate microbiota and to
develop colitis (Ahmer and Gunn, 2011). Therefore, due to the
lack of an intact microbiota, murine models are not suitable for
the comprehension of the mechanisms used by Salmonella to
thrive in the gastrointestinal environment (Elfenbein et al., 2013). To circumvent this limitation, we chose the pig as a model for
our study. The advantage of the pig lies in the great similarity
between humans and pigs in the gastrointestinal tract and in
the disease caused by Salmonella as well as being a natural host
of Salmonella (Zhang et al., 2013). We hypothesized that the
Salmonella virulence degree is a determining factor in influencing
the capability of the pathogen to overcome protective microbiota. To explore this, we compared the effects on the intestinal
microbiota of S. Typhimurium wild type to that of an attenuated
Salmonella strain lacking the ZnuABC transporter. Our findings through the reduction of microbiota members normally involved
in the intestinal homeostasis and in the inhibition of pathogen
growth. INTRODUCTION Nontyphoidal salmonellae (NTS) as Salmonella enterica serovar Typhimurium are a leading cause
of acute food-borne zoonoses worldwide being responsible for hundreds of millions of cases of
gastroenteritis and bacteremia annually (Hohmann, 2001). Pigs are important reservoir of infection
for humans as they are asymptomatic carriers of broad host-range serovars of Salmonella (Funk
and Gebreyes, 2004; Pires et al., 2011). The intestine is considered to be the biological niche of January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org Salmonella Alters Gut Microbiota in Piglets Drumo et al. Salmonella with the intestinal mucosa having a central role
in regulating the immune response to bacteria (Hallstrom
and McCormick, 2011). However, Salmonella has developed
strategies to overcome and cope with most of the immune
defenses developed by the host (Behnsen et al., 2015). Examples
of the strategies used by Salmonella to evade mucosal innate
immunity include the ability to resist to the reactive oxygen
species generated during inflammation (Bogomolnaya et al.,
2013), in order to produce energy by an anaerobic respiration
chain which uses an electron acceptor specifically generated
in the gut under oxidative stress (Winter et al., 2010) and
to resist to the sequestration of essential nutrients such as
iron and zinc (Raffatellu et al., 2009; Liu et al., 2012). As a
matter of fact, the ability to resist to the antimicrobial host
responses characterizing gut inflammation promotes the growth
of Salmonella in the intestinal lumen over the competing
microbiota. During the past few years, there has been an
expanding interest concerning the role played by intestinal
microbiota in the susceptibility to enteric pathogens. Microbiota
contributes to the digestion of dietary substances and to the
synthesis of essential food supplements such as vitamins, and to
the development or maintenance of the mucosal immune system
(Littman and Pamer, 2011). Moreover, it acts as a barrier against
invading bacteria both physically, blocking pathogen access to
the epithelial layer, and also by outcompeting for nutrients
reducing the survival and invasiveness of enteric pathogens
(Hallstrom and McCormick, 2011; Sassone-Corsi and Raffatellu,
2015). However, it has been known that S. Typhimurium requires
intestinal inflammation to circumvent “colonization resistance”
provided by the intestinal microbiota (Santos et al., 2009). Animals and Samples Collection p
Thirty-one post weaned piglets old 28 days, from Salmonella-free
sows (routinely monitored with microbiological and serological
tests), were used in the experiment. Group A (9 piglets) received
sterile sodium bicarbonate buffer and it was used as naïve control
group. Groups B and C (11 piglets each) were orally infected
with 20 ml of sterile 10% sodium bicarbonate buffer containing
2 × 109 CFU of STM1znuABC (Group B) or 2 × 109 CFU of
STMwt (Group C). At 0, 1, 2, 7, and 12 days post infection
(dpi), rectal temperature was recorded and serum and fecal
samples were collected to evaluate TNF-α, IL1-α, haptoglobin,
and CRP production and to detect fecal excretion of Salmonella,
respectively. Four piglets of group A and 5 for groups B and C
were sacrificed at 1 dpi, while 5 piglets of group A and 6 for
groups B and C at 12 dpi. Portions of spleen, ileum, cecum, colon,
ileocecal lymph nodes, and tonsil of the soft palate were taken
for microbiological analysis, histology, and for mRNA isolation. Feces and cecal and colonic contents were collected to analyze the
microbiota composition. All the experiments were authorized by national authority
and conducted according to European Directive (2010/63/EU;
approval number 54/2012). Salmonella spp. Cultures The wild-type strain S. Typhimurium ATCC 14028 (hereafter
STMwt) and its isogenic attenuated znuABC mutant (hereafter
STM1znuABC; Ammendola et al., 2007), were used throughout
the study. Strains were grown overnight at 37◦C in Brain Heart
Infusion broth (Oxoid Ltd., Basingstoke, UK), harvested by
centrifugation and washed twice in ice-cold phosphate buffer
solution (PBS) (Sigma-Aldrich, Milan, Italy). INTRODUCTION It has
been shown that Salmonella can alter the normal composition
of the gut microbiota, and this influence is associated with
Salmonella virulence factors that induce inflammatory mucosal
host responses (Barman et al., 2008). Furthermore, animals
with disrupted microbiota have an increased susceptibility to
infection (Barman et al., 2008; Juricova et al., 2013). Most of
the studies examining salmonellosis have been carried out in
murine models that naturally do not develop gastroenteritis. To resemble the disease in humans, mice can be subjected to
antibiotic treatment in order to eliminate microbiota and to
develop colitis (Ahmer and Gunn, 2011). Therefore, due to the
lack of an intact microbiota, murine models are not suitable for
the comprehension of the mechanisms used by Salmonella to
thrive in the gastrointestinal environment (Elfenbein et al., 2013). To circumvent this limitation, we chose the pig as a model for
our study. The advantage of the pig lies in the great similarity
between humans and pigs in the gastrointestinal tract and in
the disease caused by Salmonella as well as being a natural host
of Salmonella (Zhang et al., 2013). We hypothesized that the
Salmonella virulence degree is a determining factor in influencing
the capability of the pathogen to overcome protective microbiota. To explore this, we compared the effects on the intestinal
microbiota of S. Typhimurium wild type to that of an attenuated
Salmonella strain lacking the ZnuABC transporter. Our findings
provide evidence that the microbiota modifications induced Salmonella with the intestinal mucosa having a central role
in regulating the immune response to bacteria (Hallstrom
and McCormick, 2011). However, Salmonella has developed
strategies to overcome and cope with most of the immune
defenses developed by the host (Behnsen et al., 2015). Examples
of the strategies used by Salmonella to evade mucosal innate
immunity include the ability to resist to the reactive oxygen
species generated during inflammation (Bogomolnaya et al.,
2013), in order to produce energy by an anaerobic respiration
chain which uses an electron acceptor specifically generated
in the gut under oxidative stress (Winter et al., 2010) and
to resist to the sequestration of essential nutrients such as
iron and zinc (Raffatellu et al., 2009; Liu et al., 2012). As a
matter of fact, the ability to resist to the antimicrobial host
responses characterizing gut inflammation promotes the growth
of Salmonella in the intestinal lumen over the competing
microbiota. Frontiers in Cellular and Infection Microbiology | www.frontiersin.org Microbiology gy
Fecal
shedding
and
organs
colonization
of
STMwt
and
STM1znuABC were determined according to the ISO 6579:
2002/Amendment
1:2007
protocol. Briefly,
samples
were
weighed and homogenized in nine parts of Buffered Peptone
Water (BPW) (Oxoid Ltd., UK). This initial solution was
then used to perform a decimal dilution series carried out
by systematically transferring an aliquot of 0.5 ml of each
successive dilution in 4.5 ml of BPW. All BPW-diluted samples
were incubated at 37◦C for 18 ± 3 h. 0.1 ml of cultures
were subsequently seeded on Modified Semisolid Rappaport-
Vassiliadis (MSRV) agar plates (Oxoid Ltd., UK) and incubated
at 41.5◦C for 24 h for the selective enrichment of Salmonella. A loopful of growth from each MSRV plate was streaked
onto Xylose-Lysine-Desoxycholate Agar (Oxoid Ltd., UK)
and Brilliant Green Agar (Oxoid Ltd., UK) plates and hence
incubated at 37◦C overnight. Suspect Salmonella colonies were
subjected to biochemical identification by the BBL Enterotube II January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 2 Salmonella Alters Gut Microbiota in Piglets Drumo et al. (BD Franklin Lakes, USA) and serological identification using
Salmonella group-specific antisera (Remel, Lenexa, USA). This
is a semi-quantitative approach that allows the quantification of
Salmonella in a sample within a tenfold band (detection limit 1
CFU/g feces). singletons and to normalize the data by sequencing depth. Alpha-
and beta- diversity were determined by QIIME using Shannon’s
and Fisher’s indices for alpha diversity, unweighted Unifrac and
Bray-Curtis for beta diversity, respectively. Histology Tissue samples of cecum were fixed in formalin, embedded in
paraffin wax and stained with hematoxylin, and eosin according
to standard procedures. q
q-PCR was performed using bacterial groups-specific 16S rRNA
primers (see Supplementary Table 2) to determine the amount
of bacteria in the study groups. However, this method is an
approximation of microbial abundance as a great amount of
bacteria features many copies of the 16S gene. Therefore, both
variation in the abundance of organisms and genomic copy
number variation can influence the quantitative prediction of 16S
gene abundances. Real time PCRs were carried out on SensiMix
SYBR Low-ROX Kit (Bioline). The amplification program started
with an initial step at 95◦C for 10 min, followed by 40 cycles
of 15 s each at 95◦C, 15 s at 55◦C-63◦C (depends on the Tm
of primers), and 15s at 72◦C. The 16S gene copy numbers
per µl of DNA, from each sample, were determined by using
standard curves generated from fragments of 16S rRNA genes
of reference bacteria specific for each group cloned into plasmid
(Promega) as templates. The plasmid was purified by using the
Wizard Plus SV Minipreps DNA purification kit (Promega) and
its concentration was quantified by using a NanoDrop R⃝ND-
1000 Spectrophotometer. With the molecular weight data of the
plasmid and insert sequences, the copy number (g/molecule)
was calculated according to the equation defined by Whelan
et al. (2003). For each microbial population, the corresponding
plasmid was chosen to create a 10-fold standard curve ranged
from 108 to 102 copies. Copy numbers of 16S rRNA genes
per µl of sample (feces, caecal, and colonic contents) were
transformed into logarithms to achieve normal distribution, and
the mean ± standard deviation was calculated. To estimate
the copy number of Enterobacteriaceae other than Salmonella,
for each sample the Salmonella 16S gene copy number was
subtracted from the total Enterobacteriaceae 16S gene copy
number. Immune Mediators Production TNF-α, IL1-α, haptoglobin, and C-reactive Protein (CRP)
production was measured in serum samples from animals bled
at 1 and 12 dpi using a sandwich ELISA (Porcine Quantikine
ELISA Kit, R&D System, Mn, USA), according to the producer’s
instructions. TNF-α, IL1-α, haptoglobin, and C-reactive Protein (CRP)
production was measured in serum samples from animals bled
at 1 and 12 dpi using a sandwich ELISA (Porcine Quantikine
ELISA Kit, R&D System, Mn, USA), according to the producer’s
instructions. Next-Generation Sequencing q
g
Bacterial genomic DNA (gDNA) was extracted from feces, cecal,
and colonic contents using QIAmp DNA Stool Mini Kit (Qiagen,
Hilden, Germany). Fifty nanograms of gDNA were used to
amplify by PCR the hypervariable V3-V4 regions of the 16S
rDNA using bacteria/archeal primers 515F/806R with Illumina
overhang adapters (Caporaso et al., 2012). One nanogram of PCR
amplicon was used for each sample to prepare the sequencing
library according to the Illumina Nextera XT DNA Sample
Preparation Kit. During this procedure, using a limited cycle
PCR, Illumina sequencing adapters, and dual-index barcodes
were added to the amplicon. All the libraries were subsequently
normalized and pooled by 24 prior to sequencing according to
manufacturer’s instructions (Illumina Nextera XT DNA Library
Preparation Guide). Each pool of 24 samples was sequenced on
Illumina MiSeq using a 2 × 250 paired-end (PE) setting on a
standard MiSeq flow cell. Sequencing reads were trimmed and
all the reads with a quality score below the Q20 parameters were
discarded from the analysis. Then, all the PE reads were joined
using the join_paired_ends scripts of QIIME utilities (Caporaso
et al., 2010) to create longer fragments. The Lederhosen pipeline
(based on UCLUST software and green genes v 13.5 16S database)
was used to create the OTU table for each sample. The OTU
tables were provided as input for the MatR package to remove Gene Expression Total RNA was extracted from sections of the cecum, colon,
and ileocecal lymph nodes using the PureLink RNA Mini Kit
(Ambion, Life Technologies). Reverse transcription of 1 µg of
RNA was performed for each individual sample using Tetro
cDNA Synthesis Kit (Bioline) and 5 µl of cDNA were used
for real-time reaction using SensiMix II Probe Kit (Bioline). Primers for cytokines (RPL-32, IL-1α, IL-1β, TNF-α, and IFN-γ)
were designed using PrimerQuest Design Tool (Integrated DNA
Technologies, IDT; see Supplementary Table 1). Fold changes
in gene expression were calculated using the 11Ct method in
comparison to the results for the reference housekeeping gene
RPL32. Frontiers in Cellular and Infection Microbiology | www.frontiersin.org Fecal 16S rDNA Metagenomics Next-Generation Sequencing RESULTS degree of colonization than piglets infected with STM1znuABC
(group B) in the gut organs (p < 0.05) at 1 dpi (Figure 3)
and in the colon (p < 0.05) at 12 dpi (Supplementary Figure
1). Organs samples taken from naïve animals (group A) were
negative. Pathogenicity of Salmonella Typhimurium
is Positively Correlated to Bacterial
Virulence g
These findings confirm that STMwt and STM1znuABC have
a differential colonization efficiency. Moreover, STM1znuABC
did not show a significant systemic inflammation. We could
infer that these results are a direct consequence of the intrinsic
incapability of STM1znuABC to induce an inflammatory response
but, in alternative, they could be due to the lower colonization
of STM1znuABC which is not sufficient to give rise to a systemic
immune response. Piglets infected with STM1znuABC (group B) and STMwt (group
C) had a transient increase in body temperature at 1 dpi
compared with naïve controls (group A). At 2 dpi, only the
group C (STMwt) continued showing a significantly higher body
temperature than group A (Figure 1A). Moreover, differences in
the levels of Salmonella fecal shedding were observed among the
study groups. Animals infected with STMwt and STM1znuABC
started to shed bacteria the day after experimental infection
and reached the peak of excretion at 2 dpi. However, unlike
group C (STMwt) that continued shedding a similar amount of
bacteria throughout the whole period of observation, group B
(STM1znuABC) showed a sharp decline over time (Figure 1B). To further assess the inflammatory response induced by STMwt
and STM1znuABC, piglets were bled at different time points
and haptoglobin, CRP, IL1-α, and TNF-α levels were measured
in sera. Group C (STMwt) had an early immune response
characterized by a significant increase of haptoglobin and IL1-α
at 2 dpi, and TNF-α at 2 and 7 dpi, followed by a late production
of CRP which reached a significant level at 12 dpi. Conversely,
group B (STM1znuABC) did not show any different production
of haptoglobin, CRP, IL1-α, and TNF-α when compared with
the naïve (group A; Figure 2). Piglets of different groups were
euthanized at 1 and 12 dpi to assess bacterial colonization of
organs. As shown in Figure 3, colonization occurred as early
as 1 dpi, either in gut or in systemic organs. However, piglets
infected with STMwt (group C) showed a significant higher Histology We compared the cecum histopathological findings from control,
STM1znuABC and STMwt-infected piglets at 1 and 12 dpi. At 1 dpi,
sections from control piglets did not show inflammatory infiltrate
(Figure 4A); conversely, piglets infected with STM1znuABC and
STMwt showed neutrophilic infiltrate in the lamina propria and
submucosa (Figures 4B,C). The neutrophilic infiltrate appeared
moderate and multifocal in the STM1znuABC (Figure 4B), with
crypt abscess formation, whereas marked and diffused in the
STMwt infected piglets (Figure 4C). On the other hand, the
neutrophil inflammation was mild at 12 dpi and present in a
multifocal pattern in piglets infected with STM1znuABC, while
inflammation was mild and diffuse in piglets infected with
STMwt (data not shown). Overall, a histological investigation
indicated the presence of inflammatory infiltrate only in STMwt
and STM1znuABC. A higher degree of inflammation was observed
in piglets infected with STMwt. FIGURE 1 | STM1znuABC (group B) shows a lower virulence in piglets compared to the STMwt (group C). (A) Mean values and standard deviation (SD) bars
of body temperature of study groups in different time points. In the table on the bottom the levels of significance were reported among groups at different time points. Different letters at each time point represent significant different results (P ≤0.05, Dunn’s test). (B) Mean values and SD bars of CFU/g of STM1znuABC and STMwt
shed in feces. Results of piglets infected with STM1znuABC were compared to results of STMwt and differences were statistically significant when *P ≤0.05,
Mann–Whitney test. FIGURE 1 | STM1znuABC (group B) shows a lower virulence in piglets compared to the S
f b d t
t
f t d
i
diff
t ti
i t
I
th t bl
th b tt
th l
l FIGURE 1 | STM1znuABC (group B) shows a lower virulence in piglets compared to the STMwt (group C). (A) Mean values and standard deviation (SD) bars
of body temperature of study groups in different time points. In the table on the bottom the levels of significance were reported among groups at different time points. Different letters at each time point represent significant different results (P ≤0.05, Dunn’s test). (B) Mean values and SD bars of CFU/g of STM1znuABC and STMwt
shed in feces. Statistical Analysis Statistical Analysis
Statistical analysis was performed using GraphPad 6.0 software
for Windows (GraphPad Software Inc.; San Diego; CA). Microbiota analysis by q-PCR were estimated using one-
way analysis of variance (One-way ANOVA). Fecal shedding,
organs colonization, and cytokines expression were analyzed
using non-parametric Mann–Whitney test. Differences in body
temperature and differences between groups in the TNF-
α, IL1-α, haptoglobin, and CRP production were estimated
using non-parametric Dunn’s test. Moreover, non-parametric
Kruskal–Wallis was used to test the presence of significant
differences among the sample groups analyzed for each different
taxonomical level considered (Phylum, Family, Genus) and
Benjamini-Hochberg FDR was applied to correct multiple
testing. A P ≤0.05 was considered statistically significant. Non-
parametric Dunn’s test was also used to estimate differences in
alfa diversity. January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 3 Salmonella Alters Gut Microbiota in Piglets Drumo et al. Histology Results of piglets infected with STM1znuABC were compared to results of STMwt and differences were statistically significant when *P ≤0.05,
Mann–Whitney test FIGURE 1 | STM1znuABC (group B) shows a lower virulence in piglets compared to the STMwt (group C). (A) Mean values and standard deviation (SD) bars
of body temperature of study groups in different time points. In the table on the bottom the levels of significance were reported among groups at different time points. Different letters at each time point represent significant different results (P ≤0.05, Dunn’s test). (B) Mean values and SD bars of CFU/g of STM1znuABC and STMwt
shed in feces. Results of piglets infected with STM1znuABC were compared to results of STMwt and differences were statistically significant when *P ≤0.05,
Mann–Whitney test. January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 4 Drumo et al. Salmonella Alters Gut Microbiota in Piglets FIGURE 2 | (A–D) S. Typhimurium induces an inflammatory response correlated to the virulence of the bacterial strain. Haptoglobin, TNF-α, IL1-α, and C-reactive
protein levels in serum of animals were determined by ELISA. The asterisks indicate statistical significance: *P ≤0.05 and **P ≤0.01 (multiple comparisons-Dunn’s
test). FIGURE 2 | (A–D) S. Typhimurium induces an inflammatory response correlated to the virulence of the bacterial strain. Haptoglobin, TNF-α, IL1-α, and C-reactive
protein levels in serum of animals were determined by ELISA. The asterisks indicate statistical significance: *P ≤0.05 and **P ≤0.01 (multiple comparisons-Dunn’s
test). Influence of Salmonella Infection on the
Expression of Pro-Inflammatory Cytokines Influence of Salmonella Infection on the
Expression of Pro-Inflammatory Cytokines
Pro-inflammatory (IL1-α, IL1-β, TNF-α) and regulatory (IFN-
γ) cytokines were observed so as to evaluate the early immune
response in the ileocecal lymph nodes, colon, and cecum at 1 and
12 dpi (Figures 5A–H; Supplementary Figures 2A–H, 3A,B). At
1 dpi, we observed a tendency of the pro-inflammatory cytokines
to increase in all organs analyzed; however, only the increase of
IL1-β (p < 0.05) in the cecum and in the colon, and IL1-α (p <
0.05) in the lymph nodes of group C (STMwt) were statistically
significant (Figures 5A–C; Supplementary Figures 2A–C, 3A–C). At 12 dpi, overall expression of IL1-α, IL1-β, and TNF-α returned
to baseline levels (Figures 5E–G; Supplementary Figures 2E–G,
3E–G). Histology Moreover, TNF-α (p < 0.01), IL1-β (p < 0.01), and
IL1-α (p < 0.05) were significantly down-regulated in the colon
of piglets infected with STM1znuABC (group B; Supplementary
Figures 2E–G), and IL1-α (p < 0.05) also in the lymph nodes
of group C (STMwt; Supplementary Figures 3E–G). members, we used quantitative real time PCR (q-PCR). As
depicted in Figure 6, consistent changes in the microbiota were
present primarily in the cecal contents at 1 day post-Salmonella
infection, with a significant increase of total 16S rRNA gene
copies (representative of total bacterial numbers) in piglets
infected with STMwt (group C; p < 0.05) compared to naïve
animals (group A) and piglets infected with STM1znuABC (group
B; p < 0.05). Differences in the Lactobacillus/Lactococcus group
were statistically significant between groups B and C (p < 0.05)
and very close to significance between groups A (naïve) and C
(STMwt) in the cecum (Figure 6A). In the feces (Supplementary
Figure 4), the Lactobacillus/Lactococcus group showed significant
differences at 1, 2, 7, and 12 dpi (p < 0.05) between groups
A and C, and only at 12 dpi between groups B and C (p <
0.05; Supplementary Figure 4). A decrease in the Eubacterium
rectale/Clostridium coccoides group was evident in group C (p <
0.05) at 12 dpi in the cecum and at 2 dpi in the feces (p < 0.01;
Figure 6B; Supplementary Figure 4C). No differences among the
three experimental groups were observed for Bacteroides in any
of the samples analyzed. Conversely, at 1 dpi an evident increase
in the Bifidobacterium group was observed in all the districts
investigated between groups A and C (p < 0.01 for cecal content
and p < 0.001 for colon and feces) and between groups B and C
(p < 0.01; Figure 6A; Supplementary Figures 4B, 5A). At 12 dpi,
the Bifidobacterium group showed a sharp reduction in groups S. Typhimurium Alters Composition of the
Microbiota in the Post-Weaned Piglets
Model Aiming to more specifically analyze the impact of STMwt and
STM1znuABC on some of the most representative bacterial January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 5 Salmonella Alters Gut Microbiota in Piglets Drumo et al. FIGURE 3 | STMwt induces a higher organs colonization than STM1znuABC at 1 dpi. Piglets were orally infected with 2 × 109 CFU of STM1znuABC (group B)
or STMwt (group C), and bacterial burdens were determined at 1 dpi. Differences between groups B and C were estimated using non-parametric Mann–Whitney test
and were considered significant when *P ≤0.05. Organ samples taken from naïve animals (group A) were negative. Error bars represent one SD from the mean. FIGURE 3 | STMwt induces a higher organs colonization than STM1znuABC at 1 dpi. Piglets were orally infected with 2 × 109 CFU of STM1znuABC (group B)
or STMwt (group C), and bacterial burdens were determined at 1 dpi. Differences between groups B and C were estimated using non-parametric Mann–Whitney test
and were considered significant when *P ≤0.05. Organ samples taken from naïve animals (group A) were negative. Error bars represent one SD from the mean. FIGURE 4 | (A–C) Photomicrographies showing histological changes of the cecum. (A) Naïve control piglets; (B) piglets infected with STM 1znuABC: multifocal and
moderate neutrophilic infiltrate (arrows), crypt abscess formation; (C) piglets infected with STMwt: marked and diffuse neutrophilic infiltration. FIGURE 4 | (A–C) Photomicrographies showing histological changes of the cecum. (A) Naïve control piglets; (B) piglets infected with STM 1znuABC: multifocal and
moderate neutrophilic infiltrate (arrows), crypt abscess formation; (C) piglets infected with STMwt: marked and diffuse neutrophilic infiltration. Bacterial Diversity of the Fecal Microbiota
after Salmonella Infection Gray and gray-black bars represent STM1znuABC- (group B) and STMwt- (group C) infected piglets, respectively. P-values were calculated using One-way ANOVA
with Bonferroni’s post-test. Significant differences between groups are indicated by *P ≤0.05, **P ≤0.01, and ***P ≤0.001. Eub, all bacteria; Lacto,
Lactobacillus/Lactococcus group; Clost, Eubacterium rectale/Clostridium coccoides; Bact, Bacteroides sp.; Bifido, Bifidobacterium; Prev, Prevotellaceae; Ent,
Enterobacteriaceae other than Salmonella; STM, S. Typhimurium. FIGURE 6 | STMwt and STM1znuABC differently modify cecal microbiota of piglets. Piglets were sacrificed at 1 and 12 dp FIGURE 6 | STMwt and STM1znuABC differently modify cecal microbiota of piglets. Piglets were sacrificed at 1 and 12 dpi (A,B). Bacterial genomic DNA was
isolated from cecal content and qPCR analysis measured the abundance of specific commensal bacterial groups. White bars represent uninfected controls (group A). Gray and gray-black bars represent STM1znuABC- (group B) and STMwt- (group C) infected piglets, respectively. P-values were calculated using One-way ANOVA
with Bonferroni’s post-test. Significant differences between groups are indicated by *P ≤0.05, **P ≤0.01, and ***P ≤0.001. Eub, all bacteria; Lacto,
Lactobacillus/Lactococcus group; Clost, Eubacterium rectale/Clostridium coccoides; Bact, Bacteroides sp.; Bifido, Bifidobacterium; Prev, Prevotellaceae; Ent,
Enterobacteriaceae other than Salmonella; STM, S. Typhimurium. FIGURE 6 | STMwt and STM1znuABC differently modify cecal microbiota of piglets. Piglets were sacrificed at 1 and 12 dpi (A,B). Bacterial genomic DNA was
isolated from cecal content and qPCR analysis measured the abundance of specific commensal bacterial groups. White bars represent uninfected controls (group A). Gray and gray-black bars represent STM1znuABC- (group B) and STMwt- (group C) infected piglets, respectively. P-values were calculated using One-way ANOVA
with Bonferroni’s post-test. Significant differences between groups are indicated by *P ≤0.05, **P ≤0.01, and ***P ≤0.001. Eub, all bacteria; Lacto,
Lactobacillus/Lactococcus group; Clost, Eubacterium rectale/Clostridium coccoides; Bact, Bacteroides sp.; Bifido, Bifidobacterium; Prev, Prevotellaceae; Ent,
Enterobacteriaceae other than Salmonella; STM, S. Typhimurium. group B at 2 dpi (p < 0.05). At the same time, Fisher’s alpha
confirmed the significant lower alfa diversity in group C at 12 dpi
compared to group A (p < 0.05; Figure 7B). STMwt (group C) was significantly higher than the naïve animals
(group A), at 0 and at 2 dpi respectively (p < 0.01). However,
group C showed a significant lower alfa diversity at 12 dpi
than group A (Figure 7A). Bacterial Diversity of the Fecal Microbiota
after Salmonella Infection TNF-α, IL1-α, IL1-β,
and INF-γ expression was measured in the cecum at 1 and 12 dpi by real time RT-PCR. Gray bars and black bars represent STM1znuABC-infected (group B) and
STMwt-infected piglets (group C), respectively. The asterisk indicates statistical significance *P ≤0.05, Mann–Whitney test. FIGURE 5 | (A–H) Cytokines expression reveals that unlike STMwt, STM1znuABC strain is not able to induce a strong host immune response. TNF-α, IL1-α, IL1-β,
and INF-γ expression was measured in the cecum at 1 and 12 dpi by real time RT-PCR. Gray bars and black bars represent STM1znuABC-infected (group B) and
STMwt-infected piglets (group C), respectively. The asterisk indicates statistical significance *P ≤0.05, Mann–Whitney test. FIGURE 6 | STMwt and STM1znuABC differently modify cecal microbiota of piglets. Piglets were sacrificed at 1 and 12 dpi (A,B). Bacterial genomic DNA was
isolated from cecal content and qPCR analysis measured the abundance of specific commensal bacterial groups. White bars represent uninfected controls (group A). Gray and gray-black bars represent STM1znuABC- (group B) and STMwt- (group C) infected piglets, respectively. P-values were calculated using One-way ANOVA
with Bonferroni’s post-test. Significant differences between groups are indicated by *P ≤0.05, **P ≤0.01, and ***P ≤0.001. Eub, all bacteria; Lacto,
Lactobacillus/Lactococcus group; Clost, Eubacterium rectale/Clostridium coccoides; Bact, Bacteroides sp.; Bifido, Bifidobacterium; Prev, Prevotellaceae; Ent,
Enterobacteriaceae other than Salmonella; STM, S. Typhimurium. FIGURE 5 | (A–H) Cytokines expression reveals that unlike STMwt, STM1znuABC strain is not able to induce a strong host immune response. TNF-α, IL1-α, IL1-β,
and INF-γ expression was measured in the cecum at 1 and 12 dpi by real time RT-PCR. Gray bars and black bars represent STM1znuABC-infected (group B) and
STMwt-infected piglets (group C), respectively. The asterisk indicates statistical significance *P ≤0.05, Mann–Whitney test. FIGURE 5 | (A–H) Cytokines expression reveals that unlike STMwt, STM1znuABC strain is not able to induce a strong host immune response. TNF-α, IL1-α, IL1-β,
and INF-γ expression was measured in the cecum at 1 and 12 dpi by real time RT-PCR. Gray bars and black bars represent STM1znuABC-infected (group B) and
STMwt-infected piglets (group C), respectively. The asterisk indicates statistical significance *P ≤0.05, Mann–Whitney test. FIGURE 6 | STMwt and STM1znuABC differently modify cecal microbiota of piglets. Piglets were sacrificed at 1 and 12 dpi (A,B). Bacterial genomic DNA was
isolated from cecal content and qPCR analysis measured the abundance of specific commensal bacterial groups. White bars represent uninfected controls (group A). Bacterial Diversity of the Fecal Microbiota
after Salmonella Infection B (p < 0.001) and C (p < 0.001) in the cecal content and in
group B (p < 0.05) in the colonic one when compared to group
A (naïve; Figure 6B; Supplementary Figure 5B). The levels of the
Enterobacteriaceae other than Salmonella decreased significantly
in both groups of animals infected with Salmonella strains in the
cecal and colonic contents at 12 dpi (Figure 6B; Supplementary
Figure 5B). A higher level of Salmonella, consistent with the
microbiological findings, was observed in group C (STMwt)
compared to group B (STM1znuABC) in all the intestinal samples,
while Salmonella was never detected in group A (naïve; Figure 6;
Supplementary Figures 4, 5). B (p < 0.001) and C (p < 0.001) in the cecal content and in
group B (p < 0.05) in the colonic one when compared to group
A (naïve; Figure 6B; Supplementary Figure 5B). The levels of the
Enterobacteriaceae other than Salmonella decreased significantly
in both groups of animals infected with Salmonella strains in the
cecal and colonic contents at 12 dpi (Figure 6B; Supplementary
Figure 5B). A higher level of Salmonella, consistent with the
microbiological findings, was observed in group C (STMwt)
compared to group B (STM1znuABC) in all the intestinal samples,
while Salmonella was never detected in group A (naïve; Figure 6;
Supplementary Figures 4, 5). Massive parallel sequencing of the 16S rDNA hypervariable
V3-V4 region was performed on fecal samples available
from the three experimental groups A, B, and C. The
sequencing yielded a total of 177198 reads passing quality
control (median reads per sample 11030). OTU classification
yielded a median of 5742 OTUs per sample. Sequencing
reads are available at http://www.ncbi.nlm.nih.gov/bioproject/
PRJNA302126 (BioProject accession ID: PRJNA302126). We evaluated the bacterial diversity of the fecal microbiota
associated with Salmonella strains by estimating alpha- and beta-
diversity. Shannon index demonstrated that the fecal microbiota
diversity in piglets infected with STM1znuABC (group B) and These results show that S. Thyphimurium is able to alter
intestinal microbiota in pigs inducing modifications correlated to
its virulence. January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 6 Drumo et al. Salmonella Alters Gut Microbiota in Piglets FIGURE 5 | (A–H) Cytokines expression reveals that unlike STMwt, STM1znuABC strain is not able to induce a strong host immune response. Bacterial Diversity of the Fecal Microbiota
after Salmonella Infection Using Fisher’s alpha, an index not
influenced by the sample size and less affected by the abundance
of the most common species than Shannon’s index, we found
a higher diversity in piglets belonging to group C compared to The beta diversity was calculated using both unweighted
Unifrac and Bray-Curtis dissimilarity; principal component
analysis (PCoA) was performed. As shown in Figure 8A, using
Unifrac, four out of five samples belonging to group C (STMwt) January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 7 Salmonella Alters Gut Microbiota in Piglets Drumo et al. FIGURE 7 | Structural comparison of fecal microbiota among groups A, B, and C. The Shannon index (A) and Fisher’s alpha (B) were used to estimate
diversity of the fecal microbiota in naïve animals (group A) and in STM1znuABC- (group B) and STMwt- (group C) infected piglets. Boxes represent median, and first
and third quartiles; whiskers indicate minimum and maximum values. The asterisks indicate statistical significance *P ≤0.05 and **P ≤0.01, Dunn’s test. FIGURE 7 | Structural comparison of fecal microbiota among groups A, B, and C. The Shannon index (A) and Fisher’s alpha (B) were used to estimate
diversity of the fecal microbiota in naïve animals (group A) and in STM1znuABC- (group B) and STMwt- (group C) infected piglets. Boxes represent median, and first
and third quartiles; whiskers indicate minimum and maximum values. The asterisks indicate statistical significance *P ≤0.05 and **P ≤0.01, Dunn’s test. with naïve (group A) is that they showed an abundant presence
of lactic acid-producing bacteria and a reduction of short chain
fatty acids (SCFAs)-producing bacteria (Figures 9A,B). Analysis
of data also revealed that piglets infected with STMwt (group C)
initially showed a decrease in Prevotella at 2 dpi compared to
the naïve (group A). In addition, at 12 dpi, a more abundant
presence of Prevotella, Phascolarcobacterium, and Eubacterium
was evident in group C (STMwt) rather than in groups A and B. clustered separately along the principal coordinate 1 (PCA1) at
12 dpi. In addition, a clear separation of group B (STM1znuABC)
from the rest of the samples is noticeable along the principal
coordinate 2 (PCA2). The PCoA using Bray-Curtis dissimilarity
did not allow any clear separation of the groups, although all the
five samples belonging to group C (STMwt), at 2 dpi, clustered
at the extreme right along the principal coordinate 1 (PCA1;
Figure 8B). Bacterial Diversity of the Fecal Microbiota
after Salmonella Infection On the light of these data, it can inferred that
Shannon and Unifrac results, in which it seem to be differences
among groups at time 0, could be biased by small sample size. Therefore, the microbiota composition of the different groups
could be considered similar at time 0. Moreover, clustering analysis highlighted the differences
in the sample distributions according to the treatment type. At 2 dpi, the most represented genera displayed a perfect
clusterization of each single sample into its belonging study
group (Figure 9A). Similarly, at 12 dpi, each piglet grouped
into its belonging treatment group, except 2 samples (5 and 12)
clustered in a different study group (Figure 9B). Moreover, at 12
dpi, groups A (naïve) and B (STM1znuABC) are more similar to
each other, while group C (STMwt) featured more relevant effects
(Figure 9B). No significant differences were detected when each
single group was analyzed longitudinally according to the three
collection times. These data show that infection with different
strains of S. Typhimurium is associated with different alterations
of fecal microbiota. Salmonella Strains-Associated Alterations
in Fecal Microbiota by NGS In order to compare how the composition of the fecal bacteria
differed among treatment groups, the Kruskal–Wallis test and
the Benjamini-Hochberg FDR method were used to identify
differentially abundant taxa. Genus-level normalized data are
available in Supplementary Table 3. The distribution of reads
into phyla revealed that the bacterial communities of all samples
consisted primarily of Firmicutes and Bacteroidetes. Microbiota
analysis showed that 7 phyla, 112 families, 404 genera, and 15
phyla, 143 families, and 719 genera differed across groups A, B,
and C, respectively at 2 and 12 dpi (see Supplementary Table 4). Figures 9A,B and Supplementary Figure 6 represent heatmaps
showing the genus-level clustering according to frequency within
each sample (abundance ratio greater than 0.1) at times 0, 2, and
12 dpi; abundant genera were color coded red, and white color
coding indicated missing genera. The most remarkable difference
reported in the piglets infected with STMwt (group C) compared January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org Frontiers in Cellular and Infection Microbiology | www.frontiersin.org DISCUSSION The importance of pigs as a source of Salmonella in the food
chain is well-known. However, while Salmonella pathogenicity
has been widely studied in mice, our knowledge on the modality
of interaction of this pathogen with pigs is still limited. It has
been known that different and multiple factors can influence
the dynamics of Salmonella colonization in swine, including January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 8 Salmonella Alters Gut Microbiota in Piglets Drumo et al. GURE 8 | Principal Coordinate analysis plot (PCoA) of unweighted UniFrac distances (A) and Bray-Curtis dissimilarity (B) for the fecal microbiota
ross the three study groups. PCA, principal coordinate. hogen features (virulence mechanisms, exposure dosage),
immune responses and the complex interplay between the
hogen and the intestinal microbiota (Bearson et al., 2013). this study, we used a post-weaned piglet model to compare
erences in the host colonization, inflammatory response, and
modification of the intestinal microbiota induced by STMwt and
STM1znuABC in order to elucidate the interplay among host,
pathogen and gut microbiota. STM1znuABC was chosen due to
the fact that our previous studies have revealed that this strain is
strongly attenuated either in mice or in pigs (Ammendola et al., Principal Coordinate analysis plot (PCoA) of unweighted UniFrac distances (A) and Bray-Curtis dissimilarity (B) for the fecal microbiota
three study groups. PCA, principal coordinate. FIGURE 8 | Principal Coordinate analysis plot (PCoA) of unweighted UniFrac distances (A) and Bray-Curtis dissimilarity (B) for the fecal microbiota
across the three study groups. PCA, principal coordinate. pathogen features (virulence mechanisms, exposure dosage),
pig immune responses and the complex interplay between the
pathogen and the intestinal microbiota (Bearson et al., 2013). In this study, we used a post-weaned piglet model to compare
differences in the host colonization, inflammatory response, and modification of the intestinal microbiota induced by STMwt and
STM1znuABC in order to elucidate the interplay among host,
pathogen and gut microbiota. STM1znuABC was chosen due to
the fact that our previous studies have revealed that this strain is
strongly attenuated either in mice or in pigs (Ammendola et al., Frontiers in Cellular and Infection Microbiology | www.frontiersin.org January 2016 | Volume 5 | Article 106 9 Salmonella Alters Gut Microbiota in Piglets Drumo et al. DISCUSSION GURE 9 | (A,B) Heatmap indicating genus-level changes in the microbiota composition of piglets Naïve (group A), and piglets infected with STM1znuABC (group B)
with STMwt (group C) at 2 and 12 dpi. The relative abundance of the most represented genera is indicated by a gradient of color from white (low abundance) to red
gh abundance). The hierarchical clustering analysis of the samples, based on the similarity of the microbiota composition, are displayed on the left. Animals 1–5:
oup A (Naïve), green; animals 6–10: group B (STM1znuABC), blue; piglets 11–15: group C (STMwt), orange. FIGURE 9 | (A,B) Heatmap indicating genus-level changes in the microbiota composition of piglets Naïve (group A), and piglets infected with STM1znuABC (group B)
or with STMwt (group C) at 2 and 12 dpi. The relative abundance of the most represented genera is indicated by a gradient of color from white (low abundance) to red
(high abundance). The hierarchical clustering analysis of the samples, based on the similarity of the microbiota composition, are displayed on the left. Animals 1–5:
group A (Naïve), green; animals 6–10: group B (STM1znuABC), blue; piglets 11–15: group C (STMwt), orange. GURE 9 | (A,B) Heatmap indicating genus-level changes in the microbiota composition of piglets Naïve (group A), and piglets infected with STM1znuABC (group B)
with STMwt (group C) at 2 and 12 dpi. The relative abundance of the most represented genera is indicated by a gradient of color from white (low abundance) to red
gh abundance). The hierarchical clustering analysis of the samples, based on the similarity of the microbiota composition, are displayed on the left. Animals 1–5:
oup A (Naïve), green; animals 6–10: group B (STM1znuABC), blue; piglets 11–15: group C (STMwt), orange. FIGURE 9 | (A,B) Heatmap indicating genus-level changes in the microbiota composition of piglets Naïve (group A), and piglets infected with STM1znuABC (group B)
or with STMwt (group C) at 2 and 12 dpi. The relative abundance of the most represented genera is indicated by a gradient of color from white (low abundance) to red
(high abundance). The hierarchical clustering analysis of the samples, based on the similarity of the microbiota composition, are displayed on the left. Animals 1–5:
group A (Naïve), green; animals 6–10: group B (STM1znuABC), blue; piglets 11–15: group C (STMwt), orange. DISCUSSION Hence, the reduced abundance of
SCFA-producing bacteria induced by STMwt could explain the
enhanced inflammatory status observed in the gastrointestinal
tract of piglets treated with this Salmonella strain; and it could be
of interest to investigate the mechanisms leading to a reduction
of this potentially protective component of the intestinal
microbiota. Moreover, upon infection with Salmonella strains,
microbiota composition also showed changes in Prevotella,
Phascolarcobacterium and Eubacterium. Similarly to what
elsewhere reported (Bearson et al., 2013), we observed a decrease
of Prevotella in piglets infected with STMwt at 2 dpi. However
the limitation of available information about the biological
function of such genera makes difficult to extrapolate any
significant meaning to our findings. At the same time it should
be acknowledged that the alpha and beta diversity patterns
across the three groups within the three time points analyzed
presented several discrepancies that can be attributable to the
sensitivity of the next-generation sequencing technology and
to the relative small sample size. However, both alpha-diversity
indices converge on a significant lower alpha-diversity in group C
compared to group A at dpi 12. At the same time, the significant
difference found in the whole microbiome composition at time
0 between group A and group B, highlighted by Shannon alpha
index and Unifrac beta diversity PCoA may raise the possibility 2007; Pasquali et al., 2008; Pesciaroli et al., 2013). Moreover,
studies carried out in a mouse model showed that ZnuABC-
mediated zinc uptake confers resistance to the antimicrobial
protein calprotectin and promotes Salmonella growth over the
competing intestinal microbiota (Liu et al., 2012). Here, we demonstrate that a different organs colonization,
intestinal inflammation and modification of porcine microbiota
are correlated with the different virulence of Salmonella strains. The inflammatory response evaluated through the expression
of the immune mediators, and corroborated by histological
findings, has shown that STMwt induces a prompt increase
of serum markers of inflammation during the early stage
of infection (1 dpi). Moreover, at the same time point, the
expression of tissue-associated markers showed a tendency to
increase even if only IL1-β in cecum and colon (p < 0.01)
and IL1-α in ileocecal lymph nodes (p < 0.01) reach statistical
significance. The prompt induction of host response could
be due to the rapid and high-level replication of STMwt as
showed by our microbiological data. DISCUSSION FIGURE 9 | (A,B) Heatmap indicating genus-level changes in the microbiota composition of piglets Naïve (group A), and piglets infected with STM1znuABC (group B)
or with STMwt (group C) at 2 and 12 dpi. The relative abundance of the most represented genera is indicated by a gradient of color from white (low abundance) to red
(high abundance). The hierarchical clustering analysis of the samples, based on the similarity of the microbiota composition, are displayed on the left. Animals 1–5:
group A (Naïve), green; animals 6–10: group B (STM1znuABC), blue; piglets 11–15: group C (STMwt), orange. Frontiers in Cellular and Infection Microbiology | www.frontiersin.org January 2016 | Volume 5 | Article 106 10 Salmonella Alters Gut Microbiota in Piglets Drumo et al. to survive under conditions of increased redox potential due
to the production of reactive oxygen species by granulocytes
infiltrating the site of inflammation as occurs in a highly inflamed
gut (Videnska et al., 2013). Indeed, there is evidence that lactic
acid accumulation could contribute to impair the intestinal
defense barrier and increase the osmotic load in the intestinal
lumen (Ling et al., 2014). The utilization of next-generation
high-throughput sequencing allowed a wider description of the
intestinal microbiota. In our study, clustering analysis shows
that the microbiota composition changed after infection with
Salmonella strains and the characteristics of the modifications
were correlated with the virulence of the strain used. Our
analysis reveals a different abundance of the most represented
genera in piglets infected with STMwt when compared with
STM1znuABC and naïve piglets. In fact, microbiota of piglets
infected with STMwt was characterized by an overall reduction
of
SCFA-producing
bacteria
(Ruminococcaceae
including
Faecalibacterium,
Roseburia,
Butyrivibrio,
and
Clostridium
genera). SCFAs such as acetate and butyric acid are produced by
microbial fermentation of carbohydrates and provide beneficial
immunomodulatory and anti-inflammatory properties (Ling
et al., 2014). In particular, butyric acid contributes to the
inhibition of Salmonella in an acidic environment (Bearson et al.,
2006), decreases invasion of intestinal cells by down-regulating
expression of Pathogenicity island 1 (Gantois et al., 2006) and
reduces the Salmonella-induced proinflammatory response of
enterocytic cells in vitro (Malago et al., 2005). In line with these
observations, previous studies showed that Faecalibacterium,
which is correlated with butyrate production, also exhibits
anti-inflammatory effects counterbalancing intestinal microbiota
dysbiosis (Sokol et al., 2008). Frontiers in Cellular and Infection Microbiology | www.frontiersin.org January 2016 | Volume 5 | Article 106 REFERENCES Chirullo, B., Pesciaroli, M., Drumo, R., Ruggeri, J., Razzuoli, E., Pistoia,
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passage through the intestinal mucosa: through the lens of the organism. Front. Microbiol. 2:88. doi: 10.3389/fmicb.2011.00088 Bearson, S. M., Allen, H. K., Bearson, B. L., Looft, T., Brunelle, B. W., Kich, J. D.,
et al. (2013). Profiling the gastrointestinal microbiota in response to Salmonella:
low versus high Salmonella shedding in the natural porcine host. Infect. Genet
Evol. 16, 330–340. doi: 10.1016/j.meegid.2013.03.022 Hohmann, E. L. (2001). Nontyphoidal salmonellosis. Clin. Infect. Dis. 32, 263–269. doi: 10.1086/318457 Juricova, H., Videnska, P., Lukac, M., Faldynova, M., Babak, V., Havlickova, H.,
et al. (2013). Influence of Salmonella enterica serovar enteritidis infection on the
development of the cecum microbiota in newly hatched chicks. Appl. Environ. Microbiol. 79, 745–747. doi: 10.1128/AEM.02628-12 Bearson, S. M., Bearson, B. L., and Rasmussen, M. A. (2006). FUNDING This work was supported by ISS intramural research funds
and by Transnational Research Project EMIDA ERA-NET
“HealthyGut–Multi-focal strategies to improve gut health
and
reduce
enteritis
in
poultry
and
pigs”(MIPAF–DM
27373/7303/2010). This work was supported by ISS intramural research funds
and by Transnational Research Project EMIDA ERA-NET
“HealthyGut–Multi-focal strategies to improve gut health
and
reduce
enteritis
in
poultry
and
pigs”(MIPAF–DM
27373/7303/2010). AUTHOR CONTRIBUTIONS RD planned and performed the research, analyzed data and
wrote the manuscript. PP designed and planned the research,
participated to the interpretation and discussion of the results,
and revised the paper; CM planned and performed the research,
analyzed data and revised the manuscript. MP, BC, and MT
performed part of the research and revised the manuscript. GA, JR, and NM performed part of the research. SA and AB
revised the manuscript. GG revised the manuscript. GP and LM
performed part of the research and contributed to the analysis
of the data. EM and SP performed histological analysis. VN and SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online
at:
http://journal.frontiersin.org/article/10.3389/fcimb. 2015.00106 DISCUSSION On the contrary, at 1 dpi,
the histological and immunological analysis revealed a mild
intestinal inflammation and a poor systemic response induced by
STM1znuABC confirming characteristics of attenuation in growth
and virulence of this strain. As a whole, these observations
indicate that the host is able to mount a rapid innate immune
response following Salmonella infection within a few hours
after gut colonization. The magnitude of the response and the
severity of the clinical manifestations provide evidence that the
host response and lesions are correlated and dependent to S. Typhimurium virulence. It is known that, similarly to what happens in vitro and in
murine models of infection (Barthel et al., 2003; Stecher et al.,
2007; Barman et al., 2008), S. Typhimurium strains induce an
acute inflammatory response in the intestinal mucosa also in
piglets (Bearson et al., 2013). Several studies have proved how
S. Typhimurium takes advantages of inflammation to compete
with the resident microbiota and to colonize the inflamed gut
in mice (Lupp et al., 2007; Stecher et al., 2007; Barman et al.,
2008; Winter et al., 2010) and piglets (Chirullo et al., 2015). In
our study, we investigated the impact of S. Typhimurium on
the porcine intestinal microbial communities. We found that
S. Typhimurium infection modifies either the number or the
composition of gut resident bacteria. In particular, these changes
were associated with STMwt, while the attenuated STM1znuABC
seemed to be less fit to sustain competition with the microbiota. These observations are in agreement with the studies performed
in mice, where attenuated Salmonella mutants do not colonize
intestine as well as wild-type strains as they are not able to trigger
an efficient inflammatory response (Stecher et al., 2007; Lawley
et al., 2008; Raffatellu et al., 2009; Winter et al., 2010). The major changes in the microbiota composition are
mainly related to the significantly more abundant presence
of
Lactobacillus/Lactococcus
group
after
STMwt
infection. This observation is in agreement with the results obtained by
Videnska et al. (2013), which showed a significant increase of
Lactobacillaceae in chicken cecal microbiota after S. Enteritidis
infection. A possible explanation could be attributable to the
microaerophilic growth of Lactobacilli, which may allow them January 2016 | Volume 5 | Article 106 January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 11 Salmonella Alters Gut Microbiota in Piglets Drumo et al. MP performed next-generation sequencing and analyzed data. DISCUSSION PP and CP contributed to perform technical experiments. allow any speculation and further studies using a larger sample
size and, possibly, a more detailed time-course is warranted. Overall, our data show that the results of the interaction among
Salmonella, the intestinal microbiota and the gut response are
influenced by the specific characteristics of the three factors. The virulence of Salmonella and the alteration of microbiota
composition is crucial in determining the outcome of the
infection. ACKNOWLEDGMENTS We thank Massimiliano Francia for technical assistance. REFERENCES Identification of
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Gaynor, E. C., et al. (2007). Host-mediated inflammation disrupts the intestinal January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 12 Drumo et al. Salmonella Alters Gut Microbiota in Piglets microbiota and promotes the overgrowth of Enterobacteriaceae. Cell Host
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10.1073/pnas.0804812105 Malago, J. J., Koninkx, J. F., Tooten, P. January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org REFERENCES C., van Liere, E. A., and van Dijk, J. E. (2005). Anti-inflammatory properties of heat shock protein 70 and butyrate
on Salmonella-induced interleukin-8 secretion in enterocyte-like Caco-2 cells. Clin. Exp. Immunol. 141, 62–71. doi: 10.1111/j.1365-2249.2005.02810.x Stecher, B., Robbiani, R., Walker, A. W., Westendorf, A. M., Barthei, M.,
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inflammation to compete with the intestinal microbiota. PLoS Biol. 5:e244. doi:
10.1371/journal.pbio.0050244 Pasquali, P., Ammendola, S., Pistoia, C., Petrucci, P., Tarantino, M., Valente, C.,
et al. (2008). Attenuated Salmonella enterica serovar Typhimurium lacking
the ZnuABC transporter confers immune-based protection against challenge
infections in mice. Vaccine 26, 3421–3426. doi: 10.1016/j.vaccine.2008. 04.036 Videnska, P., Sisak, F., Havlickova, H., Faldynova, M., and Rychlik, I. (2013). Influence of Salmonella enterica serovar Enteritidis infection on
the composition of chicken cecal microbiota. BMC Vet. Res. 9:140. doi:
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M., et al. (2013). Salmonella Typhimurium lacking the Znuabc transporter
is attenuated and immunogenic in pigs. Vaccine 31, 2868–2873. doi:
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gastrointestinal tract. Gut Microbes 4, 193–200. doi: 10.4161/gmic.23867 Raffatellu, M., George, M. D., Akiyama, Y., Hornsby, M. J., Nuccio, S. P., Paixao,
T. A., et al. (2009). Lipocalin-2 resistance confers an advantage to Salmonella
enterica serotype Typhimurium for growth and survival in the inflamed
intestine. Cell Host Microbe 5, 476–486. doi: 10.1016/j.chom.2009.03.011 Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. REFERENCES Conflict of Interest Statement: The authors declare that the research was
conducted in the absence of any commercial or financial relationships that could
be construed as a potential conflict of interest. Santos, R. L., Raffatellu, M., Bevins, C. L., Adams, L. G., Tükel, C., Tsolis, R. M.,
et al. (2009). Life in the inflamed intestine, Salmonella Style. Trends Microbiol. 17, 498–506. doi: 10.1016/j.tim.2009.08.008 Copyright © 2016 Drumo, Pesciaroli, Ruggeri, Tarantino, Chirullo, Pistoia, Petrucci,
Martinelli, Moscati, Manuali, Pavone, Picciolini, Ammendola, Gabai, Battistoni,
Pezzotti, Alborali, Napolioni, Pasquali and Magistrali. This is an open-access article
distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) or licensor are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use, distribution
or reproduction is permitted which does not comply with these terms. Sassone-Corsi, M., and Raffatellu, M. (2015). No Vacancy: How beneficial microbes
cooperate with immunity to provide colonization resistance to pathogens. J
Immunol. 194, 4081–4087. doi: 10.4049/jimmunol.1403169 Sokol, H., Pigneur, B., Watterlot, L., Lakhdari, O., Bermúdez-Humarán, L. G., Gratadoux, J. J., et al. (2008). Faecalibacterium prausnitzii is an anti-
inflammatory commensal bacterium identified by gut microbiota analysis of January 2016 | Volume 5 | Article 106 Frontiers in Cellular and Infection Microbiology | www.frontiersin.org 13
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Challenges in homology search: HMMER3 and convergent evolution of coiled-coil regions
|
Nucleic acids research
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cc-by
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Benchmarking HMMER3 E-values estimates using Pfam Here, we test the ability of the profile hidden Markov
model (profile-HMM) method HMMER3 [http://hmmer. janelia.org/) to correctly infer homology. To this end, we
use a library of >13 000 profile-HMMs taken from the
Pfam database of protein families (15). Pfam’s compre-
hensiveness (the fact that Pfam models annotate a large
proportion of all residues in UniProt Knowledgebase,
UniProtKB (16)] allows us in many cases to identify
sources of discrepancies in HMMER3 E-value estimation
without using a benchmark. For example, we can look at
cases where Pfam annotation, at a given significance
threshold, would classify the same region of a sequence
into two or more families thought to be evolutionarily
unrelated. We call this ‘overlap analysis’. Benchmarks
are typically derived from protein structure database clas-
sifications, but solved protein structures are depleted for
some of the most challenging issues in sequence analysis,
such as disordered and/or highly biased sequence compos-
ition. Overlap analysis in the entire sequence database ABSTRACT Several methods based on sequence–sequence, sequence–
profile or profile–profile alignments have been developed
to identify evolutionary-related protein sequences (5–10). Current challenges in homology detection via sequence
similarity include problems with homologous overexten-
sion of alignments (11) and regions of amino acid com-
positional bias under convergent evolution (12). Note that
the expression ‘compositional bias’ is often used to
indicate a bias in amino acid frequencies within a
protein sequence region, that is, a deviation from the
frequencies
typically
observed
in
globular
soluble
proteins. An example of this bias is the highly polar,
highly
charged
intrinsically
disordered
regions
(13). Convergent evolution, however, may also lead to a differ-
ent type of bias, which is reflected not in amino acid
frequencies but rather in the way amino acids are
distributed along the sequence. The heptad repeats that
characterize canonical coiled-coils represent a typical
example of this bias (14). Detection of protein homology via sequence similar-
ity has important applications in biology, from
protein structure and function prediction to recon-
struction of phylogenies. Although current methods
for aligning protein sequences are powerful, chal-
lenges remain, including problems with homologous
overextension of alignments and with regions under
convergent evolution. Here, we test the ability of
the profile hidden Markov model method HMMER3
to
correctly
assign
homologous
sequences
to
>13 000 manually curated families from the Pfam
database. We
identify
problem
families
using
protein regions that match two or more Pfam
families not currently annotated as related in Pfam. We find that HMMER3 E-value estimates seem to be
less accurate for families that feature periodic
patterns of compositional bias, such as the ones
typically observed in coiled-coils. These results
support the continued use of manually curated in-
clusion thresholds in the Pfam database, especially
on the subset of families that have been identified as
problematic in experiments such as these. They also
highlight the need for developing new methods that
can correct for this particular type of compositional
bias. Challenges in homology search: HMMER3 and
convergent evolution of coiled-coil regions
Jaina Mistry1,2,*, Robert D. Finn3, Sean R. Eddy3, Alex Bateman1,2 and Marco Punta1,2,
1EMBL-European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SD,
UK, 2Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
and 3HHMI Janelia Farm Research Campus, 19700 Helix Drive, Ashburn, VA 20147, USA Received October 31, 2012; Revised and Accepted March 22, 2013 *To whom correspondence should be addressed. Tel: +44 1223 492541; Fax: +44 1223 494468; Email: jaina@ebi.ac.uk
Correspondence may also be addressed to Marco Punta. Tel: +44 1223 492541; Fax: +44 1223 494468; Email: mpunta@ebi.ac.uk Nucleic Acids Research, 2013, Vol. 41, No. 12
e121
doi:10.1093/nar/gkt263 Nucleic Acids Research, 2013, Vol. 41, No. 12
e121
doi:10.1093/nar/gkt263 Published online 17 April 2013 ( )
y
y
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which
permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. *To whom correspondence should be addressed. Tel: +44 1223 492541; Fax: +44 1223 494468; Email: jaina@ebi.ac.uk
Correspondence may also be addressed to Marco Punta. Tel: +44 1223 492541; Fax: +44 1223 494468; Email: mpunta@ebi.ac.uk
The Author(s) 2013. Published by Oxford University Press.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which
permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. The Author(s) 2013. Published by Oxford University Press. Pfam profile-HMM database Pfam (15) is a database that uses HMMER3 (http://
hmmer.janelia.org/)
to
group
homologous
protein
regions
into
families. Pfam
26.0
comprises
13 672
families. Each family is represented by a profile-HMM
generated with HMMER3 using a manually curated
‘seed’ alignment. The profile-HMM is searched against
UniProtKB (16), (the Pfam protein sequence database of
choice), to find additional homologous sequences. Pfam
curators define two separate family-specific significance
thresholds for including matches into families, one for
domains and one for sequences [a domain can match the
same sequence multiple times; see (15) for a detailed ex-
planation of what the different thresholds represent]. Each
family is annotated with functional and/or structural in-
formation where available. In this study, to simplify our
overlap analysis that is based on family-independent sig-
nificance thresholds, we exclude the 316 families where
sequence and domain thresholds differ. These families
mostly represent repeats in which the domain threshold
is set to be lower than the sequence threshold to capture
the highest number of occurrences along individual
sequences. Known problems in detecting homology via
sequence similarity Homology, or evolutionary descent from a common
ancestor, is widely used as a basis to transfer structural
and functional annotation between proteins (1–3) and
to study protein evolution (4). Homology is most often
inferred
by
establishing
statistical
significance
of
observed
similarity
in
protein
sequence
alignments. e121
Nucleic Acids Research, 2013, Vol. 41, No. 12 PAGE 2 OF 10 PAGE 2 OF 10 e121 Definition of overlap reduces this important bias, as Pfam has models represent-
ing many such regions, although it has the disadvantage
that an overlap does not necessarily imply a false positive
(it could be an as-yet unannotated true homology). Nonetheless, manual examination of particular Pfam
families that cause an unusual number of overlaps can
be
used
to
identify
systematic
failure
modes
in
HMMER3’s inference of homology. As outlined in the ‘Introduction’ section, overlaps are
sequence regions that match two or more Pfam families
that belong to different clans, with families in different
clans not annotated as related in the Pfam database. To
exclude cases that could be resolved by small changes in
family boundaries, we consider only overlapping regions
that cover 50% of the alignment co-ordinates of at least
one of the two families involved. Note: alignment coord-
inates represent the region of the sequence for which
HMMER3 can produce a reliable alignment in contrast
to envelope coordinates that define the region for which
there is substantial probability mass to support a homolo-
gous match. Thus, the envelope coordinates span a region
that is equal or wider than the alignment coordinates. Pfam overlaps We define overlaps as sequence regions that at a given
significance threshold simultaneously match two or more
Pfam families found in different clans (i.e. families that are
not annotated as evolutionary related in the Pfam
database). Additionally, we require that 50% of the
region that matches the profile-HMM of one family also
matches the profile-HMM of the other (for at least one of
the two families). Overlaps are likely to point to some
form of erroneous or incomplete annotation. In particu-
lar: (i) the profile-HMMs of one or both of the two
families might have been built from a set of non-homolo-
gous
sequences
(incorrect
Pfam
model);
(ii)
the
overlapping families might be evolutionary related and
the relationship not yet annotated in Pfam (incomplete
Pfam annotation); and (iii) the profile-HMMs might
have incorrectly assigned the sequence to one or both of
the overlapping families (false positive). We calculate
overlaps between families at E-values that are typically
used to suggest homology. Although a number of these
overlaps will fall into cases (i) to (ii), we expect this set to
be enriched in false positives (iii) with respect to all Pfam
matches. Calculating Pfam family overlaps A subset of Pfam 26.0 profile-HMMs (13 356, see earlier)
was searched against UniProtKB release 2011_06 using
HMMER3.0 hmmsearch with default parameters. E-
values are as reported by HMMER3 hmmsearch, with
no additional correction for having performed multiple
profile-HMM searches. We define a match as a domain
alignment that has an E-value less than or equal to a
specified significance threshold. We calculate overlaps
between different Pfam families’ matches, as defined
earlier in the text, for three different E-value thresholds:
0.001, 0.01 and 0.1. Calculating expected number of false positives The expected number of false positives (FP) can be
calculated using the equation: ð1Þ FP ¼ N Eseq+N Eseq Edom
ð1Þ where N is the number of Pfam families, Eseq is the per
sequence E-value threshold and Edom is the per domain
E-value threshold. As we excluded families that in Pfam
had different sequence to domain significance thresholds,
in this study sequence and domain E-value thresholds
were always the same. The total number of Pfam
families N that we considered here was 13 356. It follows
that, for example, the expected number of false positives at
an
E-value
0.01
was
13 356 0.01+13 356 0.01
0.01=135. where N is the number of Pfam families, Eseq is the per
sequence E-value threshold and Edom is the per domain
E-value threshold. As we excluded families that in Pfam
had different sequence to domain significance thresholds,
in this study sequence and domain E-value thresholds
were always the same. The total number of Pfam
families N that we considered here was 13 356. It follows
that, for example, the expected number of false positives at
an
E-value
0.01
was
13 356 0.01+13 356 0.01
0.01=135. MATERIALS AND METHODS Pfam profile-HMM database Pfam profile-HMM database Per family count of overlapping clans In Figure 1, on a logarithmic scale, we report the total
number of observed domains with overlaps and the
number of expected false positives based on the E-value
thresholds used for significance [see Equation (1) in
‘Materials and Methods’ section]. We see that domains
with overlaps largely exceed expected false positives at
all reported thresholds. Note, however, that because not
all such domains will correspond to false positives
(‘Introduction’ section), a direct comparison between
these numbers cannot be drawn. When considering the number of overlapping clans in a
family, we counted clan overlaps for each family domain
after the greedy algorithm was applied. Where a single
domain overlapped with multiple clans, all clans were
counted. Note that if a family was not a member of a
clan, it was treated as being in a clan with only one
member family (i.e. itself). Few families contain most domains with overlaps We take 13 356 families from Pfam release 26.0 (15) (see
‘Materials and Methods’ section for the criterion used to
exclude some families), and run their corresponding
profile-HMMs against UniProtKB (16). We count the
number of domains with overlaps generated when using
three different E-value thresholds for establishing signifi-
cance: 0.001, 0.01 and 0.1. A winner-takes-all greedy al-
gorithm is used for assigning domains with overlaps to
families so that each such domain belongs to only one
family (‘Materials and Methods’ section). Coiled-coil regions and, in part, transmembrane regions
are overrepresented in families overlapping with
many clans We now focus on families that overlap with multiple clans
(‘Materials and Methods’ section). As, from a Pfam Figure 1. Observed number of overlapping domains (dark grey) and
expected number of false positives (light grey) at three different
E-value significance thresholds for the 13 356 Pfam families considered
here. Winner-takes-all greedy algorithm for assigning
overlapping domains to families We
compiled
a
list
that
contained
all
overlapping
domains, and a list of overlaps these domains were
involved in (note: a domain could be involved in
overlaps with multiple other domains; therefore, in a
family, the number of overlapping domains was lower
than or equal to the number of overlaps). We selected
the family with the highest number of overlapping
domains and assigned these overlapping domains to it
(at E-value 0.01, this would be PF04156 IncA having
308 overlapping domains, see ‘Results’ section). We
recalculated the list of overlapping domains in each re-
maining family after removing all overlaps that involved Nucleic Acids Research, 2013, Vol. 41, No. 12
e121 PAGE 3 OF 10 RESULTS the first family. In particular, domains that overlapped
only with domains in the first family would disappear
from the list. Families left with no overlapping domains
would also be removed. Among the remaining families, we
again selected the one with the highest number of
overlapping domains and repeated all previous steps. We
iterated this procedure until no more overlapping domains
(and families) were left. We also experimented with assign-
ing the overlap to the domain with the highest E-value
instead of to the family with the highest number of
overlapping domains. Assigning transmembrane, coiled-coil and disordered
region labels to Pfam families Next, we rank families according to the number of
member domains with overlaps, from highest to lowest,
and
plot
the
cumulative
proportion
of
overlaps
(Figure 2A). We see that although overlapping families
may be numerous, the majority of member domains with
overlaps are found in a small number of families. For E-
values of 0.001, 0.01 and 0.1, we find that 50% of domains
with overlaps are found in 22, 30 and 59 families (of 13 356),
respectively. At the same significance thresholds, 75% of
domains with overlaps are found in 87, 124 and 214 families. The presence of transmembrane helices, coiled-coil and
disordered regions was predicted in the seed alignments
of all families. Transmembrane helices were predicted
using Phobius with default parameters (17), coiled-coil
regions were predicted using ncoils with default param-
eters
(http://www.russelllab.org/cgi-bin/coils/coils-svr.pl)
and disordered regions using IUPred with the long
option (18). For each seed alignment, we determined
whether 50% of seed member regions had 20 consecutive
residues
predicted
to
be
coiled-coil,
20
consecutive
residues predicted to be disordered and 2 predicted
transmembrane helices. Families that satisfied these con-
straints were labelled as coiled-coil, transmembrane (order
is important) and disordered. Additionally, we also
identified seed alignments that had 50 consecutive pre-
dicted coiled-coil regions in 50% of seed members. Note that in these calculations, predicted coiled-coil,
transmembrane or disordered residues falling outside of
the family seed regions were not taken into consideration. Hence, for example, a family covering a soluble domain of
an a-helical integral membrane protein would not be
labelled as transmembrane. Coiled-coil regions and, in part, transmembrane regions
are overrepresented in families overlapping with
many clans Null2 model corrections The HMMER3 hmmsearch output gives a bias compos-
ition correction score for each sequence and domain,
which is the bit score difference contributed by the null2
model (see ftp://selab.janelia.org/pub/software/hmmer3/3. 0/Userguide.pdf). The
sequence
and
domain
scores
include this bias composition correction. A high bias
score may indicate a false positive, especially if the bias
score is larger than the overall bit score. We took the
domains that had E-value 0.01 and calculated the pro-
portion of families that had >50% of domains with a bias
score/bit score ratio >0.1. Figure 1. Observed number of overlapping domains (dark grey) and
expected number of false positives (light grey) at three different
E-value significance thresholds for the 13 356 Pfam families considered
here. . (A) Cumulative proportion of overlapping domains in Pfam families. Families are ranked according to the number of their domains that
(in descending order) after applying a winner-takes-all greedy algorithm that assigns overlapping domains to families (see ‘Materials and
’ section). Data shown for three E-value significance thresholds. (B) Same as 2A red line, with additional plots for families that overlap with
more, and three or more clans only (E-value = 0.01). Nucleic Acids Research, 2013, Vol. 41, No. 12
PAGE 4 OF 10 e121
Nucleic Acids Research, 2013, Vol. 41, No. 12 PAGE 4 OF 10 Figure 2. (A) Cumulative proportion of overlapping domains in Pfam families. Families are ranked according to the number of their domains that
overlap (in descending order) after applying a winner-takes-all greedy algorithm that assigns overlapping domains to families (see ‘Materials and
Methods’ section). Data shown for three E-value significance thresholds. (B) Same as 2A red line, with additional plots for families that overlap with
two or more, and three or more clans only (E-value = 0.01). Figure 2. (A) Cumulative proportion of overlapping domains in Pfam families. Families are ranked according to the number of their domains that
overlap (in descending order) after applying a winner-takes-all greedy algorithm that assigns overlapping domains to families (see ‘Materials and
Methods’ section). Data shown for three E-value significance thresholds. (B) Same as 2A red line, with additional plots for families that overlap with
two or more, and three or more clans only (E-value = 0.01). Null2 model corrections (A) Venn diagram with overlap between families predicted to be coiled-coil, disordered and transmembrane (see ‘Materials and Methods’
section) as observed in 13 356 total families. Coiled-coil: consecutive coiled-coil regions of 20 residues predicted in 50% of seed member regions. Disordered: consecutive intrinsic disordered regions of 20 residues predicted in 50% of seed member regions. Transmembrane helices: 2 trans-
membrane helices predicted in 50% of seed members regions. (B) Overrepresentation of predicted coiled-coil, transmembrane helices and instrinsic
disorder when considering Pfam families with overlapping domains versus all Pfam families. Overlaps are calculated with respect to an E-value
significance threshold of 0.01. Families are sorted by the number of clans they overlap with (descending) after a winner-takes-all greedy algorithm for
assigning overlapping domains to families is applied. Note: two/three or more means two/three or more clans other than the one the family belongs
to. Overrepresentation at each point x in the x axis is obtained by calculating the proportion of families with a given label (e.g. coiled-coil) among
the first x families and dividing by the proportion of all families (n = 13 356) with that label. Note that for the sake of simplicity, we truncated the x-
axis at 400 families. Labels assigned to families as described in 3A. two or more clans (crossing point between the solid red
line and the dashed grey vertical line) and almost 7-fold in
families that overlap with three or more clans (crossing
point between the solid red line and the solid grey
vertical line). Overall, we can assign a coiled-coil label to
42% of families that overlap with three or more clans. Overrepresentation correlates with predicted coiled-coil
length: 19% of all families that overlap with three or
more clans can be labelled as coiled-coil based on pre-
dicted consecutive regions of 50 amino acids (instead
of 20 as used elsewhere in this article), accounting for
a 45-fold enrichment with respect to all 13 356 families
considered here. caveat. Predicted disordered residues in overlap regions
seem to be highly enriched in residues that are also pre-
dicted to be coiled-coil (59% of cases in overlaps versus
4% observed in the entire UniProtKB, Figure 4). The
opposite is not true, with the percentage of predicted
coiled-coil residues additionally predicted as disordered
being similar in overlap regions and in UniProtKB (33%
versus 34%). Null2 model corrections In fact, if we consider only the disordered
regions that have no predicted coiled-coil residues, we see
no overrepresentation in overlapping families. These data
suggest that even in disordered families, it is coiled-coil
regions, rather than disordered ones, that correlate with
the presence of overlaps. two or more clans (crossing point between the solid red
line and the dashed grey vertical line) and almost 7-fold in
families that overlap with three or more clans (crossing
point between the solid red line and the solid grey
vertical line). Overall, we can assign a coiled-coil label to
42% of families that overlap with three or more clans. Overrepresentation correlates with predicted coiled-coil
length: 19% of all families that overlap with three or
more clans can be labelled as coiled-coil based on pre-
dicted consecutive regions of 50 amino acids (instead
of 20 as used elsewhere in this article), accounting for
a 45-fold enrichment with respect to all 13 356 families
considered here. Predicted
transmembrane
families
are
also
overrepresented but to a much lesser extent than coiled-
coil ones (2-fold, Figure 3B). Predicted disordered
families are overrepresented but with the following Null2 model corrections if at least 50% of the seed alignment regions of a family
are predicted to have two or more transmembrane helices,
the family is labelled as transmembrane; if the same per-
centage of seed sequence regions are predicted to have 20
consecutive amino acids in a coiled-coil region or in an
intrinsically disordered region, the family is labelled as
coiled-coil or disordered, respectively (‘Materials and
Methods’ section, see also Supplementary Materials,
‘labels for all families’ tab, for list of labels). The same
family may receive multiple labels (Figure 3A). Note
that the seed sequence regions are the manually curated
set of representative sequences that are aligned and used
to build Pfam families’ profile-HMMs. In Figure 3B, we
rank all overlapping families according to the number of
clans they overlap with (from most to least, left to right)
and look at overrepresentation of each of the aforemen-
tioned regions with respect to what was observed in all
13 356 families considered here. Coiled-coil families are
overrepresented >4-fold in families that overlap with perspective, these families seem to be particularly promis-
cuous, we hypothesize that this set is more likely to have a
high false-positive enrichment rate (although it may also
include some of the most interesting cases of as yet un-
detected evolutionary relationships). Hereafter, for the
sake of simplicity, we report results only for E-value 0.01
(see Supplementary Materials, ‘GreedyByDomain E-value
0.01’ tab, for the complete list of overlapping families). Results for E-value 0.1 and 0.001 follow similar trends
(data not shown). In Figure 2B, we plot the cumulative
distribution of overlaps for families that overlap with two
or more, or three or more clans. For comparison, the cu-
mulative distribution for all overlapping families is also
shown (dark red, same as in Figure 2A). In total, 235
families overlap with two or more clans and 96 families
overlap with three or more clans. We next assign, to each family, labels that correspond
to three predicted sequence features, all of which represent
different types of amino acid compositional bias. In brief, Nucleic Acids Research, 2013, Vol. 41, No. 12
e121 PAGE 5 OF 10 Figure 3. (A) Venn diagram with overlap between families predicted to be coiled-coil, disordered and transmembrane (see ‘Materials and Methods’
section) as observed in 13 356 total families. Coiled-coil: consecutive coiled-coil regions of 20 residues predicted in 50% of seed member regions. Null2 model corrections Disordered: consecutive intrinsic disordered regions of 20 residues predicted in 50% of seed member regions. Transmembrane helices: 2 trans-
membrane helices predicted in 50% of seed members regions. (B) Overrepresentation of predicted coiled-coil, transmembrane helices and instrinsic
disorder when considering Pfam families with overlapping domains versus all Pfam families. Overlaps are calculated with respect to an E-value
significance threshold of 0.01. Families are sorted by the number of clans they overlap with (descending) after a winner-takes-all greedy algorithm for
assigning overlapping domains to families is applied. Note: two/three or more means two/three or more clans other than the one the family belongs
to. Overrepresentation at each point x in the x axis is obtained by calculating the proportion of families with a given label (e.g. coiled-coil) among
the first x families and dividing by the proportion of all families (n = 13 356) with that label. Note that for the sake of simplicity, we truncated the x-
axis at 400 families. Labels assigned to families as described in 3A. PAGE 5 OF 10
Nucleic Acids Research, 2013, Vol. 41, No. 12
e121 Figure 3. (A) Venn diagram with overlap between families predicted to be coiled-coil, disordered and transmembrane (see ‘Materials and Methods’
section) as observed in 13 356 total families. Coiled-coil: consecutive coiled-coil regions of 20 residues predicted in 50% of seed member regions. Disordered: consecutive intrinsic disordered regions of 20 residues predicted in 50% of seed member regions. Transmembrane helices: 2 trans-
membrane helices predicted in 50% of seed members regions. (B) Overrepresentation of predicted coiled-coil, transmembrane helices and instrinsic
disorder when considering Pfam families with overlapping domains versus all Pfam families. Overlaps are calculated with respect to an E-value
significance threshold of 0.01. Families are sorted by the number of clans they overlap with (descending) after a winner-takes-all greedy algorithm for
assigning overlapping domains to families is applied. Note: two/three or more means two/three or more clans other than the one the family belongs
to. Overrepresentation at each point x in the x axis is obtained by calculating the proportion of families with a given label (e.g. coiled-coil) among
the first x families and dividing by the proportion of all families (n = 13 356) with that label. Note that for the sake of simplicity, we truncated the x-
axis at 400 families. Labels assigned to families as described in 3A. Figure 3. Top 20 overlapping families In Table 1, we report the top 20 families in terms of
number of overlapping clans. These families overlap e121
Nucleic Acids Research, 2013, Vol. 41, No. 12 PAGE 6 OF 10 PAGE 6 OF 10 Figure 4. Comparison between the proportion of residues predicted to
be in coiled-coil and in disordered regions (dark and light grey, respect-
ively) in overlaps
versus the proportion in UniProtKB (version
2011_06). (MFS_1) and PF12698 (ABC2_membrane_3), belong to
two of the largest helical membrane protein clans in
Pfam. PF13166 (AAA_13) is in the P-loop NTPase clan
(CL0023), which includes ATPase family PF00004 (AAA). Although the ATPase domain is not a coiled-coil struc-
ture, PF13166 members seem to be bacterial condensin-
like proteins that contain a central zinc-hook motif and
have an AAA domain that is split by a large coiled-coil
region. For the remaining families, little is known experi-
mentally that may confirm or reject the computationally
derived hypothesis of them harbouring coiled-coil regions:
PF06160 (Ezra) and PF08317 (Spc7) are families involved
in cell division, in Firmicutes and Fungi, respectively, and
PF04513 (Baculo_PEP_C) is a Baculovirus polyhedron
envelope protein. Of the three domains of unknown
function in the list, one (PF05701, DUF827) has been
recently annotated as containing proteins with weak
chloroplast movement under blue light (31), and the new
annotation
is
in
Pfam
27.0. Overall,
the
top
20
overlapping families generate 31% of all overlapping
domains and 59% of those that occur in families that
overlap with three or more clans. As we have seen, all of
these families feature predicted coiled-coil or transmem-
brane regions with the predictions supported in several
cases by experimental evidence. Figure 4. Comparison between the proportion of residues predicted to
be in coiled-coil and in disordered regions (dark and light grey, respect-
ively) in overlaps
versus the proportion in UniProtKB (version
2011_06). Outside of the top 20 list PF00001 (7tm_1), the seven
transmembrane receptor family is the one with the largest
number
of
overlapping
domains
(231
overlapping
domains with four different clans). Of 231 overlaps
(note: in this case the number of overlaps is equal to the
number of overlapping domains), 226 occur with PF07264
(EI24), a family of multi-span integral membrane proteins
believed to be involved in growth suppression and apop-
tosis in eukaryotes (32). with at least 10 different clans. Top 20 overlapping families All can be labelled with one
or
more
of
the
compositionally
biased
regions
of
Figure 3A. In particular, 18 families are labelled as
coiled-coil, 4 as transmembrane and 2 as both. Ten
families can additionally be labelled as disordered. In
most cases, overlap regions are enriched in compositional
bias (second to last column in Table 1). (
)
PF04156 (IncA) is the top family both in terms of
number
of
domains
with
overlaps
(308)
and
of
overlapping
clans
(61). The
family
is
restricted
to
Chlamydiaceae and is functionally associated with the
homotypic fusion of the inclusions of these obligate intra-
cellular parasites (19). Sequences in this family are
believed
to
include
two
N-terminal
transmembrane
segments and a coiled-coil region (20). Families with the
most
overlaps
to
IncA
include
membrane
families
PF00664 (ABC_membrane; 49 overlaps) and PF06305
(DUF1049;
33
overlaps),
and
coiled-coil
families
PF04582
(Reo_sigmaC;
45
overlaps),
PF13166
(AAA_13; 35 overlaps) and PF01576 (Myosin_tail_1; 29
overlaps). Interestingly, PF04156 (IncA) is the family with
the longest HMMER3 tested running time (21). Slowness
of HMMER3 on PF04156 is related to the compositional
bias of its sequence (21). Among the other families, 10
have well known and characterized members featuring
coiled-coil
regions. These
include
PF01576
(Myosin_tail_1)
(22),
PF04582
(Reo_sigmaC)
(23),
PF00038 (Filament) (24), PF00261 (Tropomyosin) (25),
PF12718 (Tropomyosin_1) (25), PF08614 (ATG16) [see
coiled-coil structures 3A7P and 3A70 in the Protein
Data Bank (26)], PF00015 (MCPsignal) (27), PF00769
(ERM)
(28),
PF10473
(Cenp-F_leu_zip)
(29)
and
PF07926 (TPR_MLP1_2) (30). Two families, PF07690 Overlapping regions enriched in predicted coiled-coil and
transmembrane residues The 20 Pfam-A families (Pfam 26.0) with the highest number of overlapping clans at an E-value threshold of 0.01, after a winner-takes-all greedy algorithm for assigning
overlapping domains to families was applied (see ‘Materials and Methods’ section)
Pfam-A ID (accession)
Description
Number of
domains in
the family
Number of
domains with
overlaps
Number of
clans the family
overlaps with
TMH
CC
DIS
Proportion of
residues in overlap
regions predicted
to be TMH, CC
or DIS (%)
Pfam sequence
E-value
threshold Table 1. Overlapping regions enriched in predicted coiled-coil and
transmembrane residues The 20 Pfam-A families (Pfam 26.0) with the highest number of overlapping clans at an E-value threshold of 0.01, after a winner-takes-all greedy algorithm for assigning
overlapping domains to families was applied (see ‘Materials and Methods’ section)
Pfam-A ID (accession)
Description
Number of
domains in
the family
Number of
domains with
overlaps
Number of
clans the family
overlaps with
TMH
CC
DIS
Proportion of
residues in overlap
regions predicted
to be TMH, CC
or DIS (%)
Pfam sequen
E-value
threshold
IncA (PF04156)
Inclusion membrane protein A
1231
308
61
3
3
5
62.6
1.5e-10
Myosin_tail_1 (PF01576)
This family consists of the coiled-coil myosin
heavy chain tail region
2383
271
49
5
3
3
82.4
3.0e-11
AAA_13 (PF13166)
Many of the proteins in this family are
conjugative transfer protein
986
170
45
5
3
5
77.6
3.0e-09
Reo_sigmaC (PF04582)
A homo trimer, this family features an
a-helical triple coiled-coil
456
116
41
5
3
5
61.0
9.8e-08
Baculo_PEP_C (PF04513)
Baculovirus polyhedron envelope protein,
C-terminus
189
52
35
5
3
5
62.9
9.9e-07
EzrA (PF06160)
This family represents proteins involved in
bacterial cell division
669
28
25
5
3
5
72.7
1.8e-05
DUF827 (PF05701)
Domain of unknown function
474
172
23
5
3
3
43.6
3.3e-05
Filament (PF00038)
This family represents the coiled-coil central
rod domain of intermediate filament proteins
2315
35
22
5
3
5
76.3
2.4e-07
DUF869 (PF05911)
Domain of unknown function
246
15
20
5
3
3
78.8
9.6e-08
MFS_1 (PF07690)
This family belongs to the major facilitator
superfamily of membrane transporters
175 494
30
19
3
5
5
62.1
2.6e-05
Tropomyosin (PF00261)
Tropomyosin is an a-helical protein that forms
a coiled-coil structure of two parallel helices
1389
39
19
5
3
3
80.9
6.5e-06
ATG16 (PF08614)
Autophagy proteins 16 have a dimeric coiled-
coil structure
298
26
17
5
3
3
74.3
7.6e-06
MCPsignal (PF00015)
This family represents the coiled-coil bacterial
cytoplasmic domain of chemotaxis receptors
20 808
50
17
5
3
5
41.2
3.0e-4
ERM (PF00769)
This family represents the coiled-coil domain
of ERM proteins
311
11
15
5
3
3
77.7
3.1e-4
Cenp-F_leu_zip (PF10473)
This family represents a microtubule-binding
protein consisting of long coiled-coil regions
138
76
14
5
3
5
60.7
3.4e-4
Spc7 (PF08317)
This family represents proteins involved in cell
division in Fungi
183
24
14
5
3
3
69.3
9.2e-06
Tropomyosin_1 (PF12718)
Tropomyosin_1, in the same clan as
Tropomyosin aforementioned
964
28
14
5
3
3
92.4
2.9e-4
ABC2_membrane_3
(PF12698)
ABC-2 membrane transporter family
17 995
60
10
3
5
5
34.8
6.3e-05
TPR_MLP1_2 (PF07926)
Proteins in this family feature coiled-coil
regions
193
12
10
5
3
3
58.5
2.8e-4
DUF3584 (PF12128)
Domain of unknown function
173
14
10
3
3
3
68.3
1.4e-4
For the purposes of counting the number of clans that a family overlaps with, a family that is not in a clan was counted as being in a clan by itself. Overlapping regions enriched in predicted coiled-coil and
transmembrane residues So far, we have analysed the presence of different types of
amino acid compositional bias in the seed regions of
families with overlapping domains. This allowed us to
see that many families featuring overlapping domains, es-
pecially when overlaps occur with multiple Pfam clans, are
rich in coiled-coil regions. We now want to verify whether
the overlap regions themselves are enriched in residues
predicted to be part of coiled-coil or other compositionally
biased regions. We see that 22% of residues in all overlap
regions are predicted to be coiled-coil (Figure 5, red bars);
this is 17 times more than what was observed in
UniProtKB and 26 times more than observed in all
Pfam domains at an E-value threshold of 0.01. The per-
centage of residues predicted to be coiled-coil increases for
the overlap regions of families that overlap with at least
two or three different clans (29 and 36%, respectively). In
the top 20 families reported in Table 1, nearly 55% of the
residues in the overlapping regions are predicted to be
coiled-coil. Overlap regions are also enriched in residues
predicted to be in transmembrane helices (Figure 5, blue
bars) and in disordered regions (Figure 5, green bars),
albeit to a much lower extent. As discussed earlier in the
text, overrepresentation of predicted disordered residues PAGE 7 OF 10 Nucleic Acids Research, 2013, Vol. 41, No. 12
e121 ses of counting the number of clans that a family overlaps with, a family that is not in a clan was counted as being in a clan by itself. Note that ‘number of domains in the family’ is
er of regions aligned to the family profile HMM with E-value 0.01, before clan competition. Columns ‘TMH’, ‘CC’ and ‘DIS’ show whether the families have 2 transmembrane
, or consecutive coiled-coil regions of 20 residues (CC), or consecutive disordered regions of 20 residues (DIS), predicted in 50% of seed member regions. E-values in the last
culated from the sequence gathering threshold, i.e. the family-specific bit score significance threshold (15), according to the following formula: E = N exp[·(x t)], where x is
athering threshold, and t are parameters derived from the profile-HMM model ( is the slope parameter, t is the location parameter) and N is the database size (in this case the
tKB). Table 1. Overlapping regions enriched in predicted coiled-coil and
transmembrane residues Note that ‘number of domains in the family’
the total number of regions aligned to the family profile HMM with E-value 0.01, before clan competition. Columns ‘TMH’, ‘CC’ and ‘DIS’ show whether the families have 2 transmembra
helices (TMH), or consecutive coiled-coil regions of 20 residues (CC), or consecutive disordered regions of 20 residues (DIS), predicted in 50% of seed member regions. E-values in the la
column are calculated from the sequence gathering threshold, i.e. the family-specific bit score significance threshold (15), according to the following formula: E = N exp[·(x t)], where x
the bit score gathering threshold, and t are parameters derived from the profile-HMM model ( is the slope parameter, t is the location parameter) and N is the database size (in this case t
size of UniProtKB). e121
Nucleic Acids Research, 2013, Vol. 41, No. 12 PAGE 8 OF 10 Figure 5. Proportion of residues in predicted transmembrane helices, coiled-coil regions and intrinsically disordered regions in different sets of
sequences: UniProtKB (version 2011_06), all domains in the 13 356 Pfam families that we consider in this study, all overlapping regions, overlapping
regions of families that overlap with two or more and three or more clans, overlapping regions of the top 20 families in Table 1. Both Pfam domains
and overlapping regions are calculated based on an E-value threshold of 0.01. Figure 5. Proportion of residues in predicted transmembrane helices, coiled-coil regions and intrinsically disordered regions in different sets of
sequences: UniProtKB (version 2011_06), all domains in the 13 356 Pfam families that we consider in this study, all overlapping regions, overlapping
regions of families that overlap with two or more and three or more clans, overlapping regions of the top 20 families in Table 1. Both Pfam domains
and overlapping regions are calculated based on an E-value threshold of 0.01. seems to be related to the fact that many of these residues
are also predicted to be part of coiled-coil regions
(Figure 4). profile-HMM’s
emission
states,
within
the
aligned
region. The bias correction, i.e. the bit score difference
contributed by the null2 model, is reported as part of
the HMMER3 output. In practice, bias corrections that
compare in magnitude with final bit score values should be
regarded with suspicion and may be indicative of false
positive hits. DISCUSSION Aligning and establishing homology between sequences
with amino acid compositional bias is difficult. Sequence
comparison
methods,
including
HMMER3,
evaluate
whether the query and target seem more likely to be hom-
ologous (under a model of residue similarity scores),
versus random non-homologous sequences. Some low-
complexity
regions
of
proteins
convergently
evolve
similar sequences that can score more highly in such
sequence
comparison
than
random
sequences
are
expected to. These scores may be ‘statistically significant’,
rejecting
the
null
hypothesis
(i.e. matches
are
not
recognized as random), but only because the sequences
do not fit the simple null hypothesis. This is the reason Overlapping regions enriched in predicted coiled-coil and
transmembrane residues If, for example, we calculate the number of
families for which >50% of the member sequences have a
bias correction of >10% of their bit score value (member
sequences determined according to an E-value threshold
of 0.01), we see that 744 of the 13 356 satisfy these con-
straints. Thirty-six of them are found among the families
that overlap with three or more clans (96 families overall),
accounting for >6-fold enrichment in this set. Similarly,
we observe >5-fold enrichment when considering families
such that 75% of sequences have a bias correction >10%
of their bit score values. These data indicate that the
relative magnitude of the bias correction of a sequence
match can provide some indication about the likelihood
of matches to be false positives. E-value-based strategy for assigning overlapping domains
to families gives similar overrepresentation results The data we reported in the last two sections are obtained
using
an
E-value-independent
protocol
to
assign
overlapping domains to families, when E-values are the
quantity that is being tested. We have, however, also ex-
perimented
with
an
assignment
strategy
where
the
overlapping domain between two families is ascribed to
the family that matches with the higher E-value (in other
words, the family with the lower E-value is instead
awarded the genuine match). This alternative way of as-
signing overlaps produces overrepresentation curves (data
not shown) that show similar trends with respect to the
ones in Figure 3B. Predicted coiled-coil regions, for
example, are overrepresented 6- and 10-fold in families
that overlap with two or more or three or more clans,
respectively. In the same way, when compiling the list of
top 20 overlapping families, 15 of the 20 families are
shared with the list in Table 1. Nineteen families in this
alternative top 20 list are labelled as coiled-coil and three
are labelled as transmembrane (with two having both
labels). PAGE 9 OF 10 for so many ad hoc methods for low-complexity sequence
masking
and
biased
composition
score
corrections
(33–35). HMMER3 has two unpublished biased compos-
ition methods. As both are based on an independent and
identically distributed random null hypothesis, however,
they only model biased sequence composition (i.e. zeroth
order effects), not higher order correlations, such as
short-period
tandem
repetitions. Coiled-coil
regions,
with their characteristic heptad repeat pattern (14), are
an example of non-zeroth order correlations in protein
amino acid sequences. Patterns of alternating hydropho-
bic membrane-embedded and polar soluble regions may
produce a similar effect in some multi-span membrane
proteins. This can explain why families that appear prob-
lematic from our analysis often feature coiled-coil or
transmembrane regions. program HMMER3 assigns protein sequences to homolo-
gous families. We identify a small set of families (repre-
senting 1–2% of the total) that, according to our analysis,
are likely to be enriched in false positives at E-value sig-
nificance thresholds generally used to assign homology. We find that sequences in these families often harbour
regions that exhibit periodic patterns of compositional
bias. These include coiled-coiled and, to a lesser extent,
multi-span
helical
transmembrane
domains,
both
examples of regions that are believed to have arisen inde-
pendently in non-homologous proteins following conver-
gent evolution. Manual curation of homology thresholds,
as implemented in the Pfam database, can help minimize
the number of false positives in families with this type of
amino acid bias, but development of better bias correction
methods is needed to prevent this problem from occurring
in automatic database searches. for so many ad hoc methods for low-complexity sequence
masking
and
biased
composition
score
corrections
(33–35). HMMER3 has two unpublished biased compos-
ition methods. As both are based on an independent and
identically distributed random null hypothesis, however,
they only model biased sequence composition (i.e. zeroth
order effects), not higher order correlations, such as
short-period
tandem
repetitions. Coiled-coil
regions,
with their characteristic heptad repeat pattern (14), are
an example of non-zeroth order correlations in protein
amino acid sequences. Patterns of alternating hydropho-
bic membrane-embedded and polar soluble regions may
produce a similar effect in some multi-span membrane
proteins. This can explain why families that appear prob-
lematic from our analysis often feature coiled-coil or
transmembrane regions. Conflict of interest statement. None declared. Conflict of interest statement. None declared. Conflict of interest statement. None declared. Supplementary Data are available at NAR Online. Supplementary Data are available at NAR Online. Supplementary Data are available at NAR Online. REFERENCES 1. Friedberg,I. (2006) Automated protein function prediction—the
genomic challenge. Brief. Bioinform., 7, 225–242. 2. Punta,M. and Ofran,Y. (2008) The rough guide to in silico
function prediction, or how to use sequence and structure
information to predict protein function. PLoS Comput. Biol., 4,
e1000160. 3. Loewenstein,Y., Raimondo,D., Redfern,O.C., Watson,J.,
Frishman,D., Linial,M., Orengo,C., Thornton,J. and
Tramontano,A. (2009) Protein function annotation by homology-
based inference. Genome Biol., 10, 207. PAGE 9 OF 10 g
It should be emphasized, however, that our overlap
analysis suggests false positive enrichment for only a
small fraction of all Pfam families that feature coiled-
coil and transmembrane regions. Of 13 356 families con-
sidered here, we have classified 806 and 1863 as coiled-coil
and transmembrane, respectively. For 89% of coiled-coil
and 91% of transmembrane families, we do not observe
any overlap when considering an E-value significance
threshold of 0.01, leaving us with no evidence of false
positives occurring in these families. On the other hand,
among the 56 families featuring coiled-coil regions of 50
consecutive amino acids, 41% produce overlaps and 32%
produce overlaps with three or more clans. This suggests
that the longer the coiled-coil region, the more problem-
atic it is for HMMER3 to discriminate between homo-
logues and non-homologues. ACKNOWLEDGEMENTS The authors are grateful for the infrastructure support
provided by the Systems, Web and Database administra-
tion teams at Wellcome Trust Sanger Institute (WTSI). M.P. would like to thank Johannes So¨ ding of the
Ludwig Maximilian University in Munich (Germany)
and Lars Barquist, Penny Coggill and Ruth Eberhardt
of WTSI for useful discussions. Overall, our results suggest that the ‘random sequence’
null hypothesis in the denominator of every method’s log-
odds score test [including HMMER3, BLAST (7) and
FASTA (5)] is oversimplified. In fact, we expect non-hom-
ologous sequences to contain other higher-order features
‘by chance’, such as coiled-coil; hence, perhaps such
common convergent features should be included in the
null model. Monitoring HMMER3 bias correction can help
identifying problematic families One of the two methods that HMMER3 uses to handle
sequences that have a biased composition is an unpub-
lished method called null2. The null2 method retests a
local sequence comparison under the following null hy-
pothesis: that it was generated from an independent and
identically
distributed
random
sequence
composition
calculated from the weighted mean composition of the Nucleic Acids Research, 2013, Vol. 41, No. 12
e121 PAGE 9 OF 10 FUNDING Wellcome
Trust
[WT077044/Z/05/Z];
BBSRC
Bioinformatics and Biological
Resources Fund [BB/
F010435/1];
Howard
Hughes
Medical
Institute
(to
S.R.E. and R.D.F.); EMBL-European Bioinformatics
Institute (to J.M. and A.B.). Funding for open access
charge: Wellcome Trust Sanger Institute. Finally, we note that Pfam relies on manually curated
family-specific bit score thresholds for defining signifi-
cance. One of the leading criteria in defining such thresh-
olds is to avoid overlaps with other, supposedly unrelated
families. As a consequence, we can see that thresholds in
the top 20 overlapping families (Table 1) tend to be on the
conservative side (i.e. correspond to low E-values). This is
in line with Pfam goal of minimizing the number of false
positives in its families. CONCLUSIONS Gonzalez,M.W. and Pearson,W.R. (2010) Homologous over-
extension: a challenge for iterative similarity searches. Nucleic
Acids Res., 38, 2177–2189. 26. Bernstein,F.C., Koetzle,T.F., Williams,G.J., Meyer,E.F. Jr,
Brice,M.D., Rodgers,J.R., Kennard,O., Shimanouchi,T. and
Tasumi,M. (1977) The protein data bank: a computer-based
archival file for macromolecular structures. J. Mol. Biol., 112,
535–542. 12. Schaffer,A.A., Aravind,L., Madden,T.L., Shavirin,S., Spouge,J.L.,
Wolf,Y.I., Koonin,E.V. and Altschul,S.F. (2001) Improving the
accuracy of PSI-BLAST protein database searches with
composition-based statistics and other refinements. Nucleic Acids
Res., 29, 2994–3005. 27. Kim,K.K., Yokota,H. and Kim,S.H. (1999) Four-helical-bundle
structure of the cytoplasmic domain of a serine chemotaxis
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Dunker,A.K. (2001) Sequence complexity of disordered protein. Proteins, 42, 38–48. 28. Li,Q., Nance,M.R., Kulikauskas,R., Nyberg,K., Fehon,R.,
Karplus,P.A., Bretscher,A. and Tesmer,J.J. (2007) Self-masking in
an intact ERM-merlin protein: an active role for the central
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Boursnell,C., Pang,N., Forslund,K., Ceric,G., Clements,J. et al. (2012) The Pfam protein families database. Nucleic Acids Res.,
40, D290–D301. 30. Byrd,D.A., Sweet,D.J., Pante,N., Konstantinov,K.N., Guan,T.,
Saphire,A.C., Mitchell,P.J., Cooper,C.S., Aebi,U. and Gerace,L. (1994) Tpr, a large coiled coil protein whose amino terminus is
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interacting coiled-coil proteins, WEB1 and PMI2, maintain the
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programs
to
mis-identify
homologous
relationships
between proteins. Known problems include homologous
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the one observed for protein regions with a bias in amino
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)
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Brice,M.D., Rodgers,J.R., Kennard,O., Shimanouchi,T. and
Tasumi,M. (1977) The protein data bank: a computer-based
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Nadal-Ginard,B. (1986) Complete nucleotide and encoded amino
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https://openalex.org/W2043267365
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https://zenodo.org/records/2484987/files/article.pdf
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Latin
| null |
LXVI. Neue Formen von <i>Glaucium</i> aus Nord‐ und Westpersien
|
Feddes repertorium specierum novarum regni vegetabilis
| 1,906
|
public-domain
| 436
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1) Nomen omiditandurn ob GI, leiomrpum Boiss., quocum facile confundatur. F. Fed,de: Neue Formen von Glaucium aus Nord- und Westpersien. F. Fed,de: Neue Formen von Glaucium aus Nord- und Westpersien. 215 (Origineldiagnosen.) I . Glaudmm grdifEorzcm Boiss. var. malaoooarpum (Hausskn.) Fedde
apud Bornmtiller in Beih. Bot. Centrbl., XIX, ser. 2 (1905), p. 203 (nomen
nudum); diagn. nov. )
g
G1. malacocarpum Hausskn. in sched.! Herba mod0 20-25 cm alta. Folia minus profunde incisa. Siliqua
quasi flacoida, non tam robusta quam formae typicae, valde elongata, fere
longior quam oetera herba, usque ad 15 cm longa, valde angusta, setis
brevioribus minus adpressis obsita. p
West-Persien: Prov. Irakadjmi, Sultanabad bei Latetar (Strauss
1 89 7 !) . )
Nota: J. Bornmiiller suspicatw hanc varietatem formam apricam. 2. Glawim Haussheohtii Bornmuller et Fedde apud Bornmiiller, 1. c.,
p. 203 (nomen nudum); diagn. nov. Herba dense virgulta, foliis basalibus junioribus caulibusque fere
aequilongis, circiter 15 cm alta, tomentella perennis (?) radice robusto
perpendiculari. Caules multi e radicis collo dense rosulatim enascentes,
sparsim dichotome ramosi, foliosi. Folia basalia petiolata rosulata, primaria
circiter 7--8 cm longa, sub aestivatione mod0 submarcida incumbentia,
juniora 10-15 om ionga erecta, subpinnatipartita, segmentis ala plerum-
que angustissima inter se conjunctis, mboppositis basi lata sessilibus et
cum oppositis confluentibus, inferiori bus triangularibus, superioribus am-
bitu late obovatis pinnatim lohatis, lobis late oblongis ad apicem late
cuneato -rotundatis setula terminatis, lob0 terminali segmentorum sub-
quadrato-cruciformi, supra sparsim, subtus densius tomentella. caulina
basalibus similia, sed minora. Alabastra oblongo-fusiformia ad apicem
paulatim acutata, tomentella, 2-3 cm longa. Petala magna violacea (?),
2-3 cm longa. Siliqua recta setis longis adpressis hirsuta (matura non
visa!), stigmate subhastato, lobis deflexis, capsula vix latiore. g
p
West -Persien: Prov. Irakadjmi, Chanekin bei Sultanabad (S trauss
1894 !). West -Persien: Prov. Irakadjmi, Chanekin bei Sultanabad (S trauss
1894 !). 1894 !). Nota: Affinis .G2. gra'andifloro, a quo differt habitu, foliorum forma et
(?) florum colore. Nota: Affinis .G2. gra'andifloro, a quo differt habitu, foliorum forma et
(?) florum colore. 3. GZazsCizLnt degans Fischer et hleyer var. Bornmiilleri Fedde, nov. var. GI. eleguns f. Zeiocaqa') Bornm., Iter Pers. alt. (1902), no. 6087b! Herba fere omnino glabrescens. Siliquae fere glabrae, in terdum mod0
setis conicis adpressis perpaucis instructae. 3. GZazsCizLnt degans Fischer et hleyer var. Bornmiilleri Fedde, nov. var. GI. eleguns f. Zeiocaqa') Bornm., Iter Pers. alt. (1902), no. 6087b! 3. GZazsCizLnt degans Fischer et hleyer var. Bornmiilleri Fedde, nov. var. GI. eleguns f. Zeiocaqa') Bornm., Iter Pers. alt. (1902), no. 6087b! Herba fere omnino glabrescens. Siliquae fere glabrae, in terdum mod0
setis conicis adpressis perpaucis instructae. Nord-Persien: Scheheristanek im Elburs (Bornm., 1. c., no. 6087b!). p
p p
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English
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Diagnosis, Prognosis and Treatment of Canine Cutaneous and Subcutaneous Mast Cell Tumors
|
Cells
| 2,022
|
cc-by
| 29,122
|
Edinburgh Research Explorer Published In:
C ll General rights
Copyright for the publications made accessible via the Edinburgh Research Explorer is retained by the author(s)
and / or other copyright owners and it is a condition of accessing these publications that users recognise and
abide by the legal requirements associated with these rights. Diagnosis, Prognosis and Treatment of Canine Cutaneous and
Subcutaneous Mast Cell Tumors Citation for published version:
Nardi, ABD, Horta, RDS, Fonseca-Alves, CE, Paiva, FND, Linhares, LCM, Firmo, BF, Sueiro, FAR, Oliveira,
KDD, Lourenço, SV, Strefezzi, RDF, Brunner, CHM, Rangel, MMM, Jark, PC, Castro, JLC, Ubukata, R,
Batschinski, K, Sobral, RA, Cruz, NOD, Nishiya, AT, Fernandes, SC, Cunha, SCDS, Gerardi, DG, Challoub,
GSG, Biondi, LR, Laufer-Amorim, R, Paes, PRDO, Lavalle, GE, Huppes, RR, Grandi, F, Vasconcellos,
CHDC, Anjos, DSD, Luzo, ÂCM, Matera, JM, Vozdova, M & Dagli, MLZ 2022, 'Diagnosis, Prognosis and
Treatment of Canine Cutaneous and Subcutaneous Mast Cell Tumors', Cells, vol. 11, no. 4, 618, pp. 1-37. https://doi.org/10.3390/cells11040618 Citation for published version: Digital Object Identifier (DOI):
10.3390/cells11040618 Link:
Link to publication record in Edinburgh Research Explorer Link:
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Publisher's PDF, also known as Version of record cells cells Review
Diagnosis, Prognosis and Treatment of Canine Cutaneous and
Subcutaneous Mast Cell Tumors Andrigo Barboza de Nardi 1
, Rodrigo dos Santos Horta 2, Carlos Eduardo Fonseca-Alves 3,4
,
Felipe Noleto de Paiva 1
, Laís Calazans Menescal Linhares 1
, Bruna Fernanda Firmo 5,
Felipe Augusto Ruiz Sueiro 6
, Krishna Duro de Oliveira 7, Silvia Vanessa Lourenço 8
,
Ricardo De Francisco Strefezzi 9
, Carlos Henrique Maciel Brunner 10, Marcelo Monte Mor Rangel 11,
Paulo Cesar Jark 12, Jorge Luiz Costa Castro 13, Rodrigo Ubukata 14, Karen Batschinski 14, Renata Afonso Sobral 15,
Natália Oyafuso da Cruz 16, Adriana Tomoko Nishiya 17, Simone Crestoni Fernandes 18
,
Simone Carvalho dos Santos Cunha 19, Daniel Guimarães Gerardi 20, Guilherme Sellera Godoy Challoub 21,
Luiz Roberto Biondi 22
, Renee Laufer-Amorim 23
, Paulo Ricardo de Oliveira Paes 2, Gleidice Eunice Lavalle 24,
Rafael Ricardo Huppes 25, Fabrizio Grandi 26, Carmen Helena de Carvalho Vasconcellos 27,
Denner Santos dos Anjos 1,28
, Ângela Cristina Malheiros Luzo 29
, Julia Maria Matera 30
, Miluse Vozdova 31
and Maria Lucia Zaidan Dagli 32,* 1
Department of Veterinary Clinic and Surgery, Universidade Estadual Paulista (UNESP), 1
Department of Veterinary Clinic and Surgery, Universidade Estadual Paulista (UNESP),
Jaboticabal 14884-900, Brazil; andrigobarboza@yahoo.com.br (A.B.d.N.); n-paiva@hotmail.com (F.N.d.P.);
laiscmlinhares@gmail.com (L.C.M.L.); denner.anjosoncology@gmail.com (D.S.d.A.) Jaboticabal 14884-900, Brazil; andrigobarboza@yahoo.com.br (A.B.d.N.); n-paiva@hotmail.com (F.N.d.P.);
l i
li h
@
il
(L C M L ) d
j
l
@
il
(D S d A ) Jaboticabal 14884-900, Brazil; andrigobarboza@yahoo.com.br (A.B.d.N.); n-paiva@hotmail.com (F.N.d.P.);
laiscmlinhares@gmail.com (L.C.M.L.); denner.anjosoncology@gmail.com (D.S.d.A.)
Citation: de Nardi, A.B.;
dos Santos Horta, R.; Fonseca-Alves,
C.E.; de Paiva, F.N.; Linhares, L.C.M.;
Firmo, B.F.; Ruiz Sueiro, F.A.;
de Oliveira, K.D.; Lourenço, S.V.;
De Francisco Strefezzi, R.; et al. Diagnosis, Prognosis and Treatment
of Canine Cutaneous and
Subcutaneous Mast Cell Tumors. Cells 2022, 11, 618. https://doi.org/
10.3390/cells11040618
Academic Editor: Alexander
E. Kalyuzhny
Received: 10 December 2021
Accepted: 3 February 2022
Published: 10 February 2022
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© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). 2
Department of Veterinary Medicine and Surgery, Veterinary School, Universidade Federal de Minas Gerais,
Belo Horizonte 31270-901, Brazil; rodrigohorta@ufmg.br (R.d.S.H.); paulopaes@vet.ufmg.br (P.R.d.O.P.) Take down policy p
y
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3
Institute of Health Sciences, Universidade Paulista (UNIP), Bauru 17048-290, Brazil; carlos.e.alves@unesp.br
4
Department of Veterinary Surgery and Animal Reproduction, Universidade Estadual Paulista (UNESP),
Botucatu 18618-681, Brazil Citation: de Nardi, A.B.;
dos Santos Horta, R.; Fonseca-Alves,
C.E.; de Paiva, F.N.; Linhares, L.C.M.;
Firmo, B.F.; Ruiz Sueiro, F.A.;
de Oliveira, K.D.; Lourenço, S.V.;
De Francisco Strefezzi, R.; et al. Diagnosis, Prognosis and Treatment
of Canine Cutaneous and
Subcutaneous Mast Cell Tumors. Cells 2022, 11, 618. https://doi.org/
10.3390/cells11040618
Academic Editor: Alexander
E. Kalyuzhny
Received: 10 December 2021
Accepted: 3 February 2022
Published: 10 February 2022 C.M.;
5
Department of Veterinary Medicine, Universidade Federal do Paraná, Curitiba 80035-050, Brazil;
brunaf_vetxlv@hotmail.com 6
Histopathological Diagnosis Department, VETPAT—Animal Pathology & Molecular Biology, 7
Surgical Pathology, Vet Câncer LTDA-ME, São Paulo 04523-013, Brazil; vclabpathology@gmail.com
8 7
Surgical Pathology, Vet Câncer LTDA-ME, São Paulo 04523-013, Brazil; vclabpathology@gmail.com
8
General Pathology Department, Dental School, Universidade de São Paulo (USP), São Paulo 05508-000, Brazil;
il i l
@
b g
gy,
,
,
;
p
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8
General Pathology Department, Dental School, Universidade de São Paulo (USP), São Paulo 05508-000, Brazil;
silvialourenco@usp.br 9
Laboratory of Comparative and Translational Oncology (LOCT), Department of Veterinary Medicine, Faculty
of Animal Science and Food Engineering, Universidade de São Paulo (USP), Pirassununga 13635-900, Brazil;
rstrefezzi@usp.br 10
Institute of Health Sciences, Universidade Paulista (UNIP), São Paulo 01533-000, Brazil;
carlosbrunner@hotmail.com 11
Clinical and Surgical Oncology, Vet Cancer Animal Oncology and Pathology, São Paulo 04523-013, Brazil;
diretoriavetcancer@gmail.com 11
Clinical and Surgical Oncology, Vet Cancer Animal Oncology and Pathology, São Paulo 04523-013, Brazil;
diretoriavetcancer@gmail.com 12
Clinical Oncology, Onccarevet e Onconnectionvet, Ribeirão Preto 14026-587, Brazil; paulocjark@hotmail.com
13 13
Técnica Cirúrgica da Pontifícia, Pontifícia Universidade Católica do Paraná (PUCPR),
Curitiba 80215-901 Brazil; castrojlc@jorgecastrovet com 13
Técnica Cirúrgica da Pontifícia, Pontifícia Universidade Católica do Paraná (PUCPR),
Curitiba 80215-901, Brazil; castrojlc@jorgecastrovet.com 13
Técnica Cirúrgica da Pontifícia, Pontifícia Universidade Católica do Paraná (PUCPR),
C
i ib 80215 901 B
il
jl @j 13
Técnica Cirúrgica da Pontifícia, Pontifícia Universidade Católica do Paraná (PUC 14
Clinical and Surgical Oncology, E+ Veterinary Specialties, São Pau
ubukata@gmail.com (R.U.); karen.batschinski@gmail.com (K.B.) 14
Clinical and Surgical Oncology, E+ Veterinary Specialties, São Paulo 04078-012, Brazil; Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
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https://doi.org/10.3390/cells11040618 https://www.mdpi.com/journal/cells Cells 2022, 11, 618 2 of 37 23
Department of Veterinary Clinic, School of Veterinary Science and Animal Health, Universidade Estadual
Paulista (UNESP), Botucatu 18618-681, Brazil; Renee.laufer-amorim@unesp.br 23
Department of Veterinary Clinic, School of Veterinary Science and Animal Health, Universidade Estadual
Paulista (UNESP), Botucatu 18618-681, Brazil; Renee.laufer-amorim@unesp.br (
)
p
24
School of Veterinary, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, Brazil;
gleidicel@yahoo.com.br 24
School of Veterinary, Universidade Federal de Minas Gerais, Belo Horizonte 31270-901, Brazil;
gleidicel@yahoo.com.br g
y
25
Surgery Department, Univet Veterinary Clinic—São José Do Rio Preto, São José do Rio Preto 15085-420, Brazil;
rafaelhuppes@hotmail.com 25
Surgery Department, Univet Veterinary Clinic—São José Do Rio Preto, São José do Rio Preto 15085-420, Brazil;
rafaelhuppes@hotmail.com 26
Vetschool São Paulo: Veterinária, Universidade Estadual Paulista (UNESP), São Paulo 03308-010, Brazil;
fgrandivet@gmail.com g
g
27
Surgical and Clinical Oncology, Bota Fogo Veterinary Hospital, Rio de Janeiro 22281-180, Brazil;
carmenvasconcellos@hotmail.com 28
Eletro-Onkovet Service, Franca 14406-005, Brazil 28
Eletro-Onkovet Service, Franca 14406-005, Brazil 29
Department of Surgery, Medical Sciences College, Universidade Estadual de Campinas (UNICAMP), 29
Department of Surgery, Medical Sciences College, Universidade Estadual de Campinas (UNICAMP),
Campinas 13083-970, Brazil; angela.luzo@gmail.com 30
Department of Surgery, School of Veterinary Medicine and Animal Science, Universidade de São Paulo (USP), 30
Department of Surgery, School of Veterinary Medicine and Animal Science, Universidade de São Paulo (U
São Paulo 05508-270 Brazil; materajm@usp br j
p
31
Veterinary Research Institute (VRI), 621 00 Brno, Czech Republic; vozdova@vri.cz y
p
32
Department of Pathology, School of Veterinary Medicine and Animal Science, Universidade de São 32
Department of Pathology, School of Veterinary Medicine and Animal Science, Univers
Paulo (USP), São Paulo 05508-900, Brazil p
gy,
y
,
Paulo (USP), São Paulo 05508-900, Brazil Paulo (USP), São Paulo 05508-900, Brazil *
Correspondence: mlzdagli@usp.br; Tel.: +55-11-3091-7712 Abstract: Mast cell tumors (MCTs) are hematopoietic neoplasms composed of mast cells. It is highly
common in dogs and is extremely important in the veterinary oncology field. It represents the third
most common tumor subtype, and is the most common malignant skin tumor in dogs, corresponding
to 11% of skin cancer cases. The objective of this critical review was to present the report of the
2nd Consensus meeting on the Diagnosis, Prognosis, and Treatment of Canine Cutaneous and
Subcutaneous Mast Cell Tumors, which was organized by the Brazilian Association of Veterinary
Oncology (ABROVET) in August 2021. 1. Introduction Several epidemiological studies from many countries point out that mast cell tumors
(MCTs) have a high frequency in dogs, and is thus important in veterinary oncology. In
dogs, it is the third most common tumor subtype, and is the most common malignant skin
tumor, accounting for 11% of skin cancer cases [1–14]. Access to up-to-date information
about diagnostic techniques, treatment, and prognosis is extremely important to ensure an
optimized approach and improve the outcomes for the patient. The 1st Brazilian consensus meeting on canine MCTs occurred in 2012, and the results
were reported by Nardi et al. in 2018 [14]. The present review is the result of the 2nd
Consensus Meeting on the Diagnosis, Prognosis, and Treatment of Canine Cutaneous
and Subcutaneous Mast Cell Tumors organized by the Brazilian Association of Veterinary
Oncology (ABROVET) in August 2021. The present review presents the most recent
information on cutaneous and subcutaneous mast cell tumors in dogs. The work was
prepared by veterinarians working in the field of veterinary oncology from across Brazil
and from the Czech Republic (Miluse Vozdova). This review aims to present a complete
report to all scientists interested in mast cell diseases.
The most recent information on cutaneous and subcutaneous
mast cell tumors in dogs is presented and discussed. Keywords: cutaneous; dog; mast cell tumor; subcutaneous
15
Clinical, Surgical and Palliative Care Oncology, Onco Cane Veterinary, São Paulo 04084-002, Brazil;
renatasobral@oncocane.com 15
Clinical, Surgical and Palliative Care Oncology, Onco Cane Veterinary, São Paulo 04084-002, Brazil;
renatasobral@oncocane.com 16
Radiation Oncology Service, Pet Care Oncologic Center, São Paulo 05659-010, Brazil;
nataliacruz.vet@gmail.com 16
Radiation Oncology Service, Pet Care Oncologic Center, São Paulo 05659-010, Brazil;
nataliacruz.vet@gmail.com 17
Naya Specialties, Campo Belo 04608-003, Brazil; adriananishiya@hotmail.com 17
Naya Specialties, Campo Belo 04608-003, Brazil; adriananishiya@hotmail.com y
p
p
y
18
SEOVET—Specialized Service in Veterinary Oncology, Clinical and Surgical Oncology,
São Paulo 05016-000, Brazil; sicrestoni@gmail.com Copyright:
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). 19
Clinical Oncology and Radiation Therapy, Oncopet Veterinary, Rio de Janeiro 22631-000, Brazil;
Simonecsc@gmail.com 19
Clinical Oncology and Radiation Therapy, Oncopet Veterinary, Rio de Janeiro 22631-000, Brazil;
Simonecsc@gmail.com 20
Department of Animal Medicine, Veterinary School, Universidade Federal do Rio Grande do Sul,
Porto Alegre 91540-000, Brazil; daniel.gerardi@ufrgs.br 20
Department of Animal Medicine, Veterinary School, Universidade Federal do Rio Grande do Sul,
Porto Alegre 91540-000, Brazil; daniel.gerardi@ufrgs.br 21
ONE Patologia Veterinária, Santos 11055-051, Brazil; onepatovet@gmail.com 21
ONE Patologia Veterinária, Santos 11055-051, Brazil; onepatovet@gmail.com g
p
g
22
Small Animal Internal Medicine Department, School of Veterinary Medicine, Universidade Metropolitana de
Santos (UNIMES), Santos 11045-002, Brazil; lrbiondi@gmail.com 22
Small Animal Internal Medicine Department, School of Veterinary Medicine, Universidade Metropolitana de
Santos (UNIMES), Santos 11045-002, Brazil; lrbiondi@gmail.com Cells 2022, 11, 618. 1.2. Genetics of Canine MCTs Although mast cell tumors are among the most common cancers in dogs, the ge-
netic basis of their origin and development has not been fully elucidated. Mutations in
KIT, which encodes the c-KIT tyrosine kinase receptor, have been found in 10–45% of
cutaneous MCTs in dogs. The most common type of mutation is an internal tandem du-
plication (ITD), typically in exons 8 or 11 of KIT, followed by point mutations in exons
8, 9, 11, and 17 [28,30,33–38]. The KIT transmembrane receptor is involved in cell differenti-
ation and proliferation. Most known KIT mutations cause constitutive activation of the KIT
receptor in the absence of its ligand, i.e., SCF. Mutations in KIT, other than those in exon
8, are associated with aggressive behavior of MCTs, reduced survival time, and increased
incidence of tumor-related recurrence and death [11,30,32,39–42]. In addition, mutations in the GNB1 (17.3% of MCTs), TP53 (14.6% of MCTs), and several
other genes have been identified at low frequency in canine cutaneous MCTs [41,43,44]. TP53 is a known tumor suppressor gene mutated in a number of human and animal tumors,
although TP53 mutations have not proven to be reliable prognostic markers in canine
MCTs [41]. GNB1 encodes a subunit of the guanine nucleotide-binding protein. Mutations
in GNB1 have been found to be associated with MAPK and anti-apoptotic pathways in
human leukemia [45]. In dogs, GNB1 mutations have been detected in cutaneous and
subcutaneous MCTs, with a trend towards a positive prognosis [41]. p
p
g
Regarding cytogenetic abnormalities, copy number variations in several chromosomes
and chromosomal translocations have been detected in canine MCTs by Array CGH and
fluorescence in situ hybridization. Specifically, loss of chromosome 5, gain of chromosome
31, and partial gain or loss of chromosome 20 were found to be associated with aggressive
MCTs [46]. Interestingly, copy number loss of PTEN and FAS, as well copy number gains of
MAPK3, WNT5B, FGF, FOXM1, and RAD51 have previously been associated with poor
outcomes in MCT-affected dogs [47]. In summary, KIT mutations (excluding mutations in exon 8), multiple aneuploidy,
polyploidy, and accumulation of gene mutations and chromosomal and subchromosomal
copy number variants are associated with aggressive, higher-grade MCTs and a negative
prognosis. However, further research is needed to elucidate the etiology of MCTs and to
discover new reliable prognostic markers and targets for therapy. 1.1. Incidence and Etiology MCT is recognized as one of the most common skin tumors in dogs [15]. Studies
perforMed. in Brazil have described an incidence ranging between 20.9% and 22.4%,
revealing MCT as the second-most frequent malignant neoplasm in dogs, after mammary
gland tumors [16–18]. Some breeds are predisposed to MCT development, including Boxer; Bull Terrier;
French Bulldog; Golden Retriever; Labrador Retriever; Shar-pei; and Dachshund [16,19–27]. Cells 2022, 11, 618 3 of 37 3 of 37 On the other hand, some breeds present a lower risk of MCT development, including
the German Shepherd, Chihuahua, Poodle, Yorkshire Terrier, and Cocker Spaniel [24,25]. Recent studies also sought to correlate the breed predisposition to the biological behavior of
MCT, and suggested that Pug and Boxer dogs are more prone to tumors with less aggressive
behavior, while the shar-pei tends to develop more aggressive tumors [15,24,25]. In terms of sexual predisposition, results have been contradictory. To date, no sexual
predisposition has been considered. In terms of age groups, MCT can develop at any age,
but it is more common in adult to older animals [15,25]. The etiology of MCT has not been completely elucidated. However, Vail et al. [15]
suggested the influence of chronic inflammation in the skin and exposure to irritating
compound. Furthermore, the presence of mutations in the c-KIT gene (KIT) has been
related to tumor development in MCT cases. This gene encodes a receptor tyrosine kinase
that binds stem cell factor (SCF) in canine mast cells. Mutations drive uncontrolled cell
survival and proliferation, which is related to MCT development and progression [28–32]. 1.3. Biological Behavior The biological behavior of MCTs in dogs is considered to be extremely variable. In
general, according to Patnaik et al. [48], when MCTs are well-differentiated, they present a
milder behavior. In contrast, less-differentiated tumors have a more aggressive behavior. The organs most frequently affected by metastases are the lymph nodes, skin, spleen,
and liver, and less frequently the lungs [15]. The metastatic potential of MCTs varies
according to its histopathological classification, occurring in less than 10% of cases of Cells 2022, 11, 618 4 of 37 4 of 37 well-differentiated mast cell tumors, in 5% to 22% of moderately differentiated neoplasms,
and in 55% to 95% of poorly differentiated cases. Metastases occur mainly on locoregional
lymph nodes, and may later affect the spleen, liver, and other organs. Patients with mast
cell tumors of any degree and who have regional lymph node involvement in general
have a poorer prognosis [20,21,49–51]. Clinically, canine MCTs can manifest as formations
of different sizes and aspects, with widely variable presentation (Figure 1). They can be
delimited (Figure 1A), elevated, firm, soft, pruritic, and can also present erythematous
areas (Figure 1B), with invasion of the subcutaneous tissue (Figure 1C), and in up to 30% of
cases, ulceration (Figure 1D). Some cases may present with irregular, elevated formations,
with a soft consistency, without erythema and ulceration, and may macroscopically appear
to be cutaneous lipomas. Cutaneous and subcutaneous manifestations are macroscopically
similar and can only be differentiated by histopathological examination. In terms of location,
about 50% of canine MCTs develop in the trunk, perineum, and inguino-genital regions,
40% occur in the limbs, and 10% in the head and neck [15,52]. Figure 1. Canine mast cell tumors evidencing different clinical presentations. (A) Solitary, well-
delimited and alopecic lesion in a dog. (B) Solitary irregular erythematous and partially alopecic
cutaneous lesion. (C) Disseminated lesion with cutaneous/subcutaneous involvement and limb
edema. (D) Multiple lesions with ulceration aspect. Figure 1. Canine mast cell tumors evidencing different clinical presentations. (A) Solitary, well-
delimited and alopecic lesion in a dog. (B) Solitary irregular erythematous and partially alopecic
cutaneous lesion. (C) Disseminated lesion with cutaneous/subcutaneous involvement and limb
edema. (D) Multiple lesions with ulceration aspect. MCTs most commonly develop as solitary lesions; however, multiple formations
can occur, independently, or with disease progression, making it difficult to differentiate
between these situations. 1.3. Biological Behavior Lesions can be considered separately, and prognostic factors
should be assessed in relation to each tumor in isolation [20]. However, although O’Connell Cells 2022, 11, 618 5 of 37 5 of 37 and Thompson [53] suggested that the presence of multiple MCTs does not influence
overall survival, Kiupel et al. [19] have described that these cases have worse prognosis. Some cases may prove even more challenging because they have low histopathological
grades, but are nevertheless associated with aggressive behavior, with regional or distant
metastases already present at the time of diagnosis [54]. In contrast, some high-grade
MCTs have less aggressive behavior and a favorable prognosis [55]. Subcutaneous MCTs
tend to exhibit less aggressive behavior [2], although some veterinarians have reported
contradictory observations. Although a recent publication describes the characteristics
of cutaneous and subcutaneous tumors [56], the biological behavior of cutaneous and
subcutaneous MCT have not yet been directly compared in a study. In terms of assessing location-related behavior, previous studies have reported that
MCTs located in the oral cavity, nail bed, and inguinal, perineal, and preputial regions
exhibited more aggressive behavior [57–60]. However, different studies have ruled out
the association of this behavior with locations in the oral cavity and in the inguinal and
perineal region [61,62]. MCTs located in the scrotum and nasal plane are more prone to
higher grades and earlier metastasis [11,25]. In addition to the cutaneous and subcutaneous
MCT forms, a visceral form is also considered, characterized by infiltration into the ab-
dominal lymph nodes, liver, and spleen [15], and disseminated mastocytosis, when there is
systemic involvement in the bone marrow [52]. However, these are considered uncommon
presentations in dogs. p
g
Other forms of dissemination related to MCTs are mastocythemia (when mast cells
are present in the peripheral blood), and mast cell leukemia (when there is exacerbated
and uncontrolled proliferation of mast cells in the bone marrow). Both are considered
uncommon and are mainly related to cases of advanced MCTs, although they can also
occur in association with other illnesses [15,63–65]. 2. Diagnostic Approach The diagnostic evaluation of dogs suspected of having MCTs aims to reach a definitive
diagnosis through cytopathological, histopathological, and immunohistochemical examina-
tion; define complete clinical staging; identify concomitant paraneoplastic syndromes; and
assess associated prognostic factors. 1.4. Clinical Signs and Paraneoplastic Syndromes In addition to the presence of tumor formations, secondary clinical signs of MCT
are present in about half of affected dogs, and include signs resulting from mast cell
degranulation, and consequent release of histamine, heparin, eosinophil chemotactic factor,
and proteolytic enzymes [15,52,66]. The effects of degranulation can be observed during
physical examination, when, after mechanical palpation, erythema, edema, and papule
formation are observed in the region, in a manifestation called Darier’s sign. Delayed
wound healing, coagulation abnormalities, and, less frequently, hypotension and circulatory
collapse may also occur [15,52,66,67]. p
y
Gastrointestinal complications are also seen, with signs of ulceration mainly affecting
the stomach and less frequently the duodenum. These lesions are usually multiple and
superficial, although, in some situations, more severe ulcerations can occur. Its manifes-
tation is attributed to high blood levels of histamine that stimulate the H2 receptor on
parietal cells, resulting in excessive production of gastric acid and increased gastric motil-
ity. In addition, histamine damages the vascular endothelium of arterioles and venules
and releases fibrolysin, leading to intravascular thrombosis and ischemic necrosis of the
stomach mucosa. Heparin, in turn, tends to block the effects of histamine, but is present
in low concentrations [52,66,67]. In these cases, clinical signs of hematemesis, anorexia,
hematochezia, melena, anemia, abdominal pain, and, in severe cases, intestinal perfora-
tion, peritonitis, and sepsis can be observed [15,52,66,67]. According to Welle et al. [66],
gastrointestinal ulcerations are observed in 35–83% of canines affected by MCTs, based on
necropsy examinations. The delay in healing and dehiscence, often observed after surgical resection of MCTs,
are related to the release of vasoactive amines and proteolytic enzymes by mast cells, which,
once linked to H1 and H2 receptors, can lead to the suppression of fibroblast growth factor,
reducing the fibroplasia [52,66]. In addition, local bleeding can also be seen during surgical
resection, probably due to coagulation deficits caused by heparin release [66]. Circulatory
collapse cases, although rare, can occur in the presence of massive histamine release from Cells 2022, 11, 618 6 of 37 neoplastic cells, particularly in animals with extensive disease [66,67]. The presence of
hypereosinophilia is described as a paraneoplastic syndrome associated with MCTs in
cases of cutaneous and visceral disease. Its manifestation is associated with the release of
eosinophil chemotactic factors [68–70]. 2.1. Cytological Analysis Fine-needle cytology is the basis of MCT diagnostic investigation and is often per-
forMed. during the initial consultation [1,53], achieving the correct diagnosis in 92–96%
of cases (Figure 2) [67]. Tissue collection is usually perforMed. with a fine needle, with or
without aspiration. The use of a 13 × 4.5 mm (26 G) needle is recommended in order to re-
duce blood contamination, thus increasing the accuracy of the diagnosis [71]. The technique
is considered quick, less costly, and non-invasive, and is very useful for obtaining an early
diagnosis [72], which facilitates treatment. In routine Brazilian veterinary pathology, there
are two staining kits that are known to be useful, including the May–Grünwald–Giemsa
and Instant Prov stains. Both are based on the Romanowski technique and are effective for
staining mast cell granules. It should be noted that the Diff-Quik dye, frequently used in the
USA and other countries, may not stain or only partially stain mast cell granules, making it
difficult to diagnose MCTs [72–75]. In inconclusive cases, in which mast cell staining does
not occur, the use of stains, such as Giemsa and toluidine blue, is recommended [72,74]. Figure 2. Cytological analysis of a cutaneous well-differentiated mast cell tumor stained with Giemsa. It is observed a round ell population, showing a high degree of cytoplasmic granulation. Granules
are also observed in the slide background. Objective: 40×. Figure 2. Cytological analysis of a cutaneous well-differentiated mast cell tumor stained with Giemsa. It is observed a round ell population, showing a high degree of cytoplasmic granulation. Granules
are also observed in the slide background. Objective: 40×. Among round cell neoplasms, MCTs have a characteristic cytomorphology, with the
presence of fine to coarse basophilic intracytoplasmic granules. However, high-grade tu-
mors may not present abundant cytoplasmic granulation. A possible explanation would be
the loss of cell differentiation during the process of malignant transformation. Nevertheless,
other potential causes for a reduction in the number of granules, such as spontaneous
or palpation-induced degranulation, should also be considered. Furthermore, poorly dif-
ferentiated tumors are more prone to degranulation and not necessarily to less granule Cells 2022, 11, 618 7 of 37 7 of 37 production. Detailed studies on this subject are lacking. Strefezzi et al. [73] demonstrated
a correlation between the mean nuclear area and survival time in samples submitted to
morphometric study. 2.1. Cytological Analysis p
y
Assessment of the tumor grade in cytological smears does not allow us to follow the
grading system proposed by Patnaik et al. [48] strictly, which, in addition to cytomorpho-
logical criteria, also considers the level of dermal invasion not determinable by cytological
examination. Among the various articles published, the study by Camus et al. [76] has
been the most objective and was based on specific morphological criteria selected after
statistical analysis. The selected algorithm that presented the highest correlation with
Kiupel’s histological grade classified MCTs into two groups: high- and low-grade. The
selected criteria were: at least one smear with adequate cellularity; granulation; presence or
absence of mitotic figures; nuclear pleomorphism; presence or absence of binucleation or
multinucleation; and >50% anisokaryosis. Hergt et al. [77] also proposed criteria for a cytological classification system for MCTs,
dividing tumors into low- and high-grade, and concluded that the classification is useful for
the initial assessment, although the reliability of cytology is considered inadequate at this
point. The proposed classification resulted in a sensitivity of 86.8% and a specificity of 97.1%
for evaluating the agreement between histological and cytological grading. Nevertheless,
five high-grade tumors, according to histology, were classified as low-grade on cytology. Cytological grading is promising and can provide important pre-operative information,
but further validation is still needed. To date, this second consensus meeting recommended
using the classification system proposed by Camus et al. [76]. The use of cytology to assess lymph nodes for the presence of metastases is rec-
ommended as a screening method; however, false negative results may occur, since the
punctured area may not comprise, the area affected by neoplastic development [15,52]. Thus, lymphadenectomy and histopathological evaluation of the lymph node in its entirety
is always recommended. 2.2. Histopathological Analysis Histopathological grading is considered the main tool to suggest the biological be-
havior of cutaneous and subcutaneous MCT, and is fundamental in therapeutic decision-
making and prognostic investigation [48,78–81]. A correct histopathological analysis de-
pends on the quality of the collected sample, as well as on good packaging, fixation,
and transport practices. It is important to bear in mind that incisional biopsies may not
faithfully represent the formation, which may interfere both with the identification of the
cutaneous or subcutaneous location, and with the grading and/or identification of criteria
and parameters for prognostic evaluation. Instructions for sample collection and handling are as follows: Instructions for sample collection and handling are as follows: 1. When it is necessary to perform cytoreductive therapy with the use of corticosteroids
or chemotherapy, it is recommended that material first be collected by incisional
biopsy, considering that cytoreductive protocols can change the assessment of the cell
proliferation index (mitotic count and immunohistochemical analysis for Ki67), and
when possible, the excised formation should be reassessed; p
2. When an incisional biopsy is necessary, maximum caution is recommended in han-
dling the tumor, in order to avoid degranulation of mast cells and risk to the patient;
3. For a better assessment of the surgical margins, the use of India ink or suture stitches
is recommended to identify the lateral and deep margins; 4. When there are multiple nodules, the submission must be completed separately with
the appropriate identifications, allowing individual analysis of each lesion; 5. The sentinel lymph node (considered the first lymph node to receive tumor drainage)
should be sent for analysis whenever possible, and should be packaged separately to
allow for metastasis research [82–84]. In terms of margin analysis, performing a trans-surgical pathological analysis to aid
in the complete excision of a formation can be considered for MCTs. There are no well- Cells 2022, 11, 618 8 of 37 8 of 37 defined, proven, and published criteria for defining free, suspicious, or compromised
margins. In addition, it is impossible to differentiate normal mast cells from neoplastic
mast cells in most cases. Thus, current interpretations are empirical, although supported
by evidence-based medicine, and, thus, require further studies. It has been suggested to interpret as ‘infiltration’ the presence of mast cells in foci or
cords which, when discrete, are considered only if not associated with the cutaneous annex
structures and vessels. 2.2. Histopathological Analysis We interpreted these as suspect, since the skin of allergic dogs tends
to present numerous mast cells in the superficial dermis, preferentially concentrated in
vessels and annexes. When possible, in these cases, a skin biopsy from a distant location
is requested for comparison and better interpretation. Some authors have suggested that
low-grade MCTs would not relapse, even when margins are compromised [85], while about
40% of high-grade MCTs would relapse, even when margins are free [86]. g
g
p
g
The grading system proposed by Patnaik et al. [48] is the most commonly used system
for cutaneous histological classification of MCTs, and divides tumors into three groups:
grades 1, 2, and 3. It must be emphasized that the Patnaik Grading System should not
be used for subcutaneous tumors [64]. According to the authors’ criteria, grade 1 MCT
is characterized by rows or clusters of neoplastic mast cells that are well-differentiated
and monomorphic, with rounded nuclei, small intracytoplasmic granules, with cell pro-
liferation confined to the dermis. Grade 1 MCTs have no mitotic figures and binucleate
cells and may have minimal stromal reactions or necrosis. Grade 2 MCT is characterized
by moderately pleomorphic neoplastic mast cells, with round and/or pleomorphic nuclei
and intracytoplasmic granulation of varying sizes. They extend deep into the dermis,
subcutaneous tissue, and occasionally even deeper. Grade 2 MCTs show zero to two mitosis
figures per higher magnification field, discrete areas of edema, necrosis, and collagen
hyalinization (Figure 3). Grade 3 MCTs are characterized by neoplastic mast cells with
remarkable pleomorphism, rounded pleomorphic vesicular nuclei, containing multiple
prominent nucleoli. The cells are arranged in dense layers that replace the subcutaneous
tissue and deep planes. Grade 3 MCTs contain three to six mitosis figures per high-power
field, and areas of hemorrhage, edema, necrosis, and collagen hyalinization. Figure 3. Photomicrograph of a canine mast cell tumor, revealing a round cell proliferation, with evi-
dent nucleolus and moderate cytoplasmic granulation. Hematoxylin and eosin staining, Objective: 40×. Although the Patnaik system is considered the “gold standard” in the prognostic
evaluation of canine MCT, the prevalence of cases considered grade 2, and the variability of
interpretation between pathologists for the same sample reduce the accuracy of the system. Figure 3. Photomicrograph of a canine mast cell tumor, revealing a round cell proliferation, with evi-
dent nucleolus and moderate cytoplasmic granulation. Hematoxylin and eosin staining, Objective: 40×. 2.2. Histopathological Analysis Although the Patnaik system is considered the “gold standard” in the prognostic
l
i
f
i
MCT h
l
f
id
d
d 2
d h
i bili
f Figure 3. Photomicrograph of a canine mast cell tumor, revealing a round cell proliferation, with evi-
dent nucleolus and moderate cytoplasmic granulation. Hematoxylin and eosin staining, Objective: 40×. Although the Patnaik system is considered the “gold standard” in the prognostic
evaluation of canine MCT, the prevalence of cases considered grade 2, and the variability of
interpretation between pathologists for the same sample reduce the accuracy of the system. Cells 2022, 11, 618 9 of 37 Considering Patnaik’s criteria for grade 3 tumors, when evaluating proliferative indices,
some cases with low mitotic indices that present with aggressive behavior are excluded
or underestimated [73,79,80,87–89]. Shaw et al. [90] evaluated the degree of agreement
of the histopathological grading systems in samples collected by incisional techniques
(punch, Tru-cut needle and similar devices, and collection with a scalpel) compared to
those collected by excisional biopsy, and observed agreement of 96% by the system of
Patnaik and 92% by the Kiupel system. They concluded that all techniques were adequate
in differentiating between low-grade and high-grade MCTs. Some grade 2/high-grade
cases may be underestimated in pre-operative biopsies, and are, thus, not recommended as
the only source of therapeutic guidance and tumor staging [54]. To reduce the variability of interpretation and obtain a more reliable histological
classification, Kiupel et al. [80] proposed a second classification system for the canine MCTs,
using low- and high-grades. When presenting at least one of the following characteristics,
the MCT is considered high-grade: 1. A minimum of seven mitotic figures counted in 10 fields of higher magnification, and
evaluated in the areas with the greatest number of mitotic figures; g
g
2. At least three multinucleated cells (three or more nuclei) in 10 high-power fields; 3. At least three bizarre nuclei or markedly pleomorphic nuclei in 10 fields of higher
magnification; or 4. Karyomegaly [15,80]. In the study by Kiupel et al. (2011) [80], three samples of MCT classified as having a
high degree of malignancy did not have the seven mitotic figures counted in 10 fields of
highest magnification, which indicates that the number of mitotic figures should not be
the only criterion to classify the MCT as being of high degree. 3.
Infiltrative. 3. Infiltrative. In this study, cases with lower survival were associated with a mitotic count > 4 in
10 fields of high magnification (40×), an infiltrative histological pattern, and the presence
of multinucleated neoplastic mast cells. It is also recommended to send a sample, including
the associated cutaneous portion, for analysis, for the correct classification of MCTs in the
subcutaneous tissue. This consensus recommends the classification by Thompson et al. [84]
for the classification of subcutaneous MCTs. For lymph node histopathological evaluation, it is recommended that serial sections of
the lymph node be made, transverse to the longest axis, and with each section 2 mm-thick,
in order to represent the largest possible area of the subcapsular sinuses and lymph node
parenchyma, with special attention to capsular and extra-capsular invasion. Immunohis-
tochemical analysis and the toluidine blue staining technique can be added for a more
effective diagnosis. For classification, Weishaar et al. [98] proposed a model that divides
cases into: HN0 (non-metastatic lymph node), characterized by absent or rare mast cells
(0–3), isolated in the sinuses (subcapsular, paracortical, or medullary), and/or lymph node
parenchyma per 40× field. HN1 (pre-metastatic lymph node), characterized by more than
three isolated mast cells in the sinuses (subcapsular, paracortical, or medullary), and/or
lymph node parenchyma per 40× field, in at least four fields. HN2 (early or early metas-
tasis), characterized by aggregates (clusters) of mast cells (more than three cells) in the
sinuses (subcapsular, paracortical or medullary) and/or parenchyma, or sinusoidal cords
of mast cells. HN3 (obvious or advanced metastasis), characterized by altered lymph
node architecture, with foci of mast cells organized in a mantle or cord. However, the
authors of this consensus have reservations about the term “pre-metastatic” used in the
HN1 classification, as it can generate doubts, and should not be confused with cases of
already established metastasis. y
Histochemical techniques, such as Giemsa, toluidine blue, and Alcian blue-safranin are
extremely important to establish a differential diagnosis with other round-cell neoplasms,
and to identify intracytoplasmic granulation, particularly in cases where cytoplasmic
granules are scarce. However, poorly differentiated MCT cases may require immunohisto-
chemistry for diagnostic confirmation [99]. In human medicine, the tissue freezing technique is typically used to determine the
presence of tumor cells in surgical margins and metastases in sentinel lymph nodes [100,101]. Its accuracy is similar to that of tissues embedded in paraffin [102,103], and this technique
can be perforMed. 3.
Infiltrative. to confirm the diagnosis of MCTs, as well as to analyze the lateral
surgical margins and depth of the tumor during surgery. Historically, there are several
stains that can be used to detect mast cells in histology; however, in frozen tissues, toluidine
blue remains the stain of choice [104]. It is suggested that histopathology perforMed. by
freezing MCTs should be used as a diagnostic tool, and to assess the surgical margins. His-
tological grades currently used should not be applied when using the freezing technique;
rather, histopathology of paraffin-embedded tissues is necessary. Sentinel lymph nodes
should not be frozen, but should be preserved for histopathological grading according to
Weishaar et al. [98]. 2.2. Histopathological Analysis There was 100% agreement
among pathologists in classifying low and high malignancy MCT [80]. For standardization
purposes, it was suggested that the mitosis figures should be counted in the hotspot area. This consensus guideline proposes the use of both the classification systems suggested
by Patnaik et al. [48] and by Kiupel et al. [80], for a better classification of the disease
(e.g., “MCT grade 3 according to Patnaik and high-grade according to Kiupel”). The
recommendation is in line with the recommendation of the American College of Veterinary
Pathologists and the Veterinary Cancer Society [54]. g
y
y
The evaluation of the mitotic count also assists in MCT prognostic investigation. The
mitotic count must be evaluated in an area of 2.37 mm2, avoiding the use of 10 fields with
high magnification (400×). Alternatively, the field size must be described, as well as the
correction and equivalence to the reference work used, since differences between analyzed
microscopic areas, which vary with the field number of the microscope eyepiece used, can
reach up to 400% between one device and another. The importance of correctly applied
methodology for defining a variable of prognostic value cannot be neglected [91]: only then
can the cutoff values suggested in the literature be validated. The mitotic count has been
described as a prognostic factor independent of other histopathological features, having
higher indices associated with a worse prognosis [92,93]. Reported cutoff values for the
number of mitotic figures counted in 10 fields of highest magnification can range from
5 to 10 [78,92,93]. Until other prospective studies define statistically calculated cutoff values
for MCTs, the authors of this consensus guideline recommend using the methodology of
Romansik et al. [92] for classifying the index into ≤5 and >5 mitotic figures, or of Elston
et al. [93], for ranking the index at 0; 1–7, and >7 mitotic figures. Elevated mitotic indices
(>5 mitotic figures or >7 mitotic figures) are related to worse prognosis. Most veterinary pathologists agree that the mitotic count is an important element
for grading canine cutaneous mast cell tumors and the current approach is to determine
the mitotic count in 10 consecutive high-power fields with the highest mitotic activity. However, there is variability in area selection between pathologists. Bertram et al. 2.2. Histopathological Analysis [94,95]
have used computerized calculation of mitotic counts in mast cell tumors and verified
that the mitotic count is area dependent, and the assistance of a computerized system Cells 2022, 11, 618 10 of 37 may improve the interobserver reproducibility and accuracy. Therefore, deep learning
techniques aim to help, but not replace, the pathologist evaluation in MCTs. may improve the interobserver reproducibility and accuracy. Therefore, deep learning
techniques aim to help, but not replace, the pathologist evaluation in MCTs. q
p
p
p
g
Considering subcutaneous MCTs, recent studies have sought to trace specific prog-
nostic factors, although these are mostly intermediate to low-grade tumors [84,96,97]. Thompson et al. [84] classified subcutaneous MCTs into three patterns: 1. Circumscribed; 2. Combined (infiltrative/circumscribed); and 2.3. Immunohistochemistry and Histochemical Staining Methods [32]
to assess Ki-67 staining in cases of cutaneous MCTs, and the methodology described by
Thompson et al. [84] for subcutaneous MCTs. To interpret the labeling in cutaneous MCTs,
a Ki-67 value > 23 positive cells in five fields of higher magnification is used (Figure 4A),
and is associated with higher risks of recurrence and metastasis development [32]. Figure 4. Ki67 and KIT immunoexpression in canine mast cell tumors. (A) Ki67 expression in a mast
cell tumor showing more than 23 positive cells (arrows–brown staining). (B) KIT immunohistochem-
istry revealing pattern II (focal cytoplasmic–arrows). Harris hematoxylin counterstaining. Figure 4. Ki67 and KIT immunoexpression in canine mast cell tumors. (A) Ki67 expression in a mast
cell tumor showing more than 23 positive cells (arrows–brown staining). (B) KIT immunohistochem-
istry revealing pattern II (focal cytoplasmic–arrows). Harris hematoxylin counterstaining. For KIT, studies have determined three patterns of protein expression in canine
MCTs: the membranous pattern (KIT pattern 1), focal cytoplasmic pattern (KIT pattern 2)
(Figure 4B), and diffuse cytoplasmic pattern (KIT pattern 3) [79,106]. The different patterns
correlate with tumor aggressiveness, with focal or diffuse cytoplasmic patterns (KIT pat-
terns 2 and 3) being associated with a poor prognosis [106]. However, recent studies have
shown that only KIT pattern 3 correlated with a worse prognosis [11]. It is recommended
that immunohistochemical reports use the nomenclature determined by Kiupel et al. [106],
aiming at standardization of sample analysis. However, different studies have used dif-
ferent antibodies, at different concentrations, and using different protocols, which make
it difficult to make comparisons. Considering the prognostic and predictive potential of
both markers, the authors of this consensus strongly recommend a standardization of the
technique used, following the criteria proposed by Kiupel et al. [106]. q
g
p
p
y
p
Considering the possibility of other KIT activation mechanisms, recent studies have
evaluated the measurement of phosphorylated KIT (pKIT) as a possible prognostic
marker [111,112]. A study by Thamm et al. [112] found that the immunohistochemical
detection of pKIT in patients with MCTs may predict prognosis and biological behavior. Further studies are needed to validate this test for routine inclusion. Immunohistochemistry
should be used after histopathological analysis, in cases of inconclusive initial diagnosis, or
to add prognostic and predictive information in cases with a confirMed. diagnosis, to assist
in the definition of adjuvant therapies. 2.3. Immunohistochemistry and Histochemical Staining Methods Several studies have used immunohistochemistry to analyze markers that aid in the
differential diagnosis and understanding of the biological behavior of MCT; however, few
antibodies have shown predictive or prognostic value [83]. The most widely used immuno- Cells 2022, 11, 618 11 of 37 11 of 37 histochemical markers in the prognostic evaluation of MCT, and that are recommended by
the authors of this consensus, are Ki-67 (proliferative index) and KIT [32,79,105–110]. Ki-67 is a proliferative marker. The methods used for its calculation vary across
studies [32,105,107–109], which can generate variation in interpretations and observations. Thus, this consensus recommends using the methodology proposed by Webster et al. [32]
to assess Ki-67 staining in cases of cutaneous MCTs, and the methodology described by
Thompson et al. [84] for subcutaneous MCTs. To interpret the labeling in cutaneous MCTs,
a Ki-67 value > 23 positive cells in five fields of higher magnification is used (Figure 4A),
and is associated with higher risks of recurrence and metastasis development [32]. histochemical markers in the prognostic evaluation of MCT, and that are recommended by
the authors of this consensus, are Ki-67 (proliferative index) and KIT [32,79,105–110]. Ki 67 i
lif
ti
k
Th
th d
d f
it
l
l ti histochemical markers in the prognostic evaluation of MCT, and that are recommended by
the authors of this consensus, are Ki-67 (proliferative index) and KIT [32,79,105–110]. histochemical markers in the prognostic evaluation of MCT, and that are recommended by
the authors of this consensus, are Ki-67 (proliferative index) and KIT [32,79,105–110]. (p
)
Ki-67 is a proliferative marker. The methods used for its calculation vary across
studies [32,105,107–109], which can generate variation in interpretations and observations. Thus, this consensus recommends using the methodology proposed by Webster et al. [32]
to assess Ki-67 staining in cases of cutaneous MCTs, and the methodology described by
Thompson et al. [84] for subcutaneous MCTs. To interpret the labeling in cutaneous MCTs,
a Ki-67 value > 23 positive cells in five fields of higher magnification is used (Figure 4A),
and is associated with higher risks of recurrence and metastasis development [32]. p
Ki-67 is a proliferative marker. The methods used for its calculation vary across
studies [32,105,107–109], which can generate variation in interpretations and observations. Thus, this consensus recommends using the methodology proposed by Webster et al. 2.4. KIT Mutation KIT encodes the receptor tyrosine kinase KIT, a membrane receptor with tyrosine
kinase activity for SCF, which stimulates mast cell growth. In 1999, two studies described
the presence of mutations in KIT in canine MCTs, after observation of an ITD [28,33]. The
KIT protein is composed of an extracellular domain (coded by exons 1–9), a transmem-
brane portion (exon 10), juxtamembrane (exons 11 and 12), cytoplasmic (exon 13), and
phosphotransferase lobes (exon 17) [39]. Mutations in extracellular domains are called
regulatory-type mutations, while mutations in intracellular domains (exons 13–21) are
called enzymatic-type mutations [114]. When SCF binds to the KIT receptor, the cytoplasmic portion of the receptor undergoes
autophosphorylation. In the presence of the ITD in exon 11, the receptor is phosphorylated,
irrespective of whether SCF is bound. pKIT activates signaling pathways that stimulate
neoplastic mast cell growth [28]. Therefore, the presence of this mutation is directly
responsible for the uncontrolled proliferation of the tumor, which, in this case, presents a
worse prognosis [32]. The discovery of an aggressive behavior of MCT by a constitutive
activation and signaling of a tyrosine kinase receptor has resulted in research into the use
of TKIs in MCTs [38,115]. About 30% of canine MCTs have ITDs in the juxtamembrane (exons 11 and 12) and
extracellular (exons 8 and 9) domains of the KIT [37]. ITDs located in exon 11 represent
60–74% of all mutations and are associated with a worse prognosis and greater chances of
recurrence and metastasis [11,30,32,40,42]. The prognostic value of detecting mutations in
other exons of KIT has not been systematically investigated. Brocks et al. [42,43] compared
cases of MCTs with mutations in exon 8 and exon 11 and observed that the presence of
ITDs in exon 8 were associated with a more favorable prognosis. p
g
Other mutations, deletions, and insertions have also been found in this tumor type, but
are rarely observed [11,28,30,32–38,116–119]. Only two studies evaluated the presence of
mutation in KIT in subcutaneous MCTs, with a negative result in all cases [84,111]. Mutation
analysis of KIT (most commonly for exon 11 ITD) is offered by several laboratories and is
based on polymerase chain reaction tests. Furthermore, such analyses should be included
in a panel of markers for canine MCT, as they have prognostic value [120]. 2.3. Immunohistochemistry and Histochemical Staining Methods Webster et al., 2007 [32], compared three proliferation markers for the assessment
of cellular proliferation. The markers were Ki67, the proliferating cell nuclear antigen
(PCNA), and the argyrophilic nucleolar organizing region (AgNOR). The study revealed
that increased Ki67 and AgNOR counts were both associated with significantly decreased Cells 2022, 11, 618 12 of 37 12 of 37 survival. Authors indicated that AgNOR, PCNA, and Ki67 staining provides mutually
exclusive and complementary information, and that they could be used together to inform
more precisely about the cell cycle than when they are used independently. p
y
y
y
p
y
AgNOR is a silver-based staining that can be easily perforMed. in FFPR whose
advantage is the cost, since it is cheaper than immunohistochemistry. However, there are
interobserver variabilities, which must be taken into account. In addition, more recently
Smith et al., 2017 [113] aiMed. to determine if the extent of surgical excision affected
recurrence rate in dogs with grade II MCT with low proliferation activity. The authors
suggested combined AgNORxKi67 (Ag67) values to determine low cell proliferation in
grade 2 MCTs. 2.4. KIT Mutation These tests must
discriminate for which mutation, deletion, or insertion polymorphisms should be searched,
as many of them do not lead to constitutive phosphorylation of the KIT [32,37,40,115,120]. 2.5. Staging Staging should always be perforMed. with the objective of defining the extent of the
disease, which directly influences therapeutic decision-making and prognosis [15,52]. The
most widely practiced staging involves lymph node evaluation, abdominal ultrasound,
and chest radiography. However, Book et al. [121] found that the sensitivity of ultrasound
to detect splenic and liver metastases was 43% and 0%, respectively, suggesting that fine-
needle aspiration cytology or guided biopsy should be perforMed. to obtain complete
staging. However, in clinical routine, the puncture of these organs cannot always be
performed. Warland and colleagues [122] also suggested that chest radiography would
have less importance in the staging of canine MCT, and is not mandatory for its performance. Cells 2022, 11, 618 13 of 37 13 of 37 However, it is important to remember that, despite being low, the possibility of pulmonary
dissemination still exists in cases of MCT. However, it is important to remember that, despite being low, the possibility of pulmonary
dissemination still exists in cases of MCT. Computed tomography (CT) is an imaging technique that has been used more fre-
quently in recent years as a more sensitive tool in identifying metastatic lesions in different
neoplasms. Hughes et al. [123] evaluated CT and spleen and liver cytology results of dogs
with MCT and observed that, in most dogs with cytology positive for metastases in the
spleen or liver, these organs had a normal appearance on CT, and, therefore, they concluded
that the tool was not effective in identifying early forms of metastatic lesions. Dogs with
positive cytological evidence of mast cell infiltration in the spleen, liver, or both have a
worse prognosis [121]. The identification of metastases to the lymphatic system plays an important role in the
staging of MCTs. Sentinel lymph nodes, considered the first lymph nodes in the lymphatic
chain to drain the tumor, are important in the staging of several types of human cancer,
providing important prognostic information. In veterinary medicine, evaluation of the
sentinel lymph node during staging should always be incorporated in malignant neoplasms
of lymphatic dissemination, such as carcinomas, melanomas, and MCTs [124]. Krick et al. [125] demonstrated that cytopathological evaluation of lymph nodes from
dogs with MCTs provides valuable clinical information and correlates with tumor grade
and prognosis, in addition to being a practical and non-invasive technique. 2.5. Staging However,
cytopathological analysis of lymph nodes has a sensitivity ranging from 68% to 75%,
which may generate conflicting results, suggesting that histopathological examination of
locoregional lymph nodes should ideally be perforMed. [126,127]. Warland et al. [122]
observed that no tumor had distant metastases without affecting the sentinel lymph nodes,
suggesting less importance of searching for metastases in distant organs when lymph node
metastasis is absent. The identification of the sentinel lymph node in clinical routine remains challenging,
and it is important to emphasize that locoregional lymph nodes, those in anatomical prox-
imity to the tumor, may differ from the sentinel lymph nodes, due to lymphatic drainage
changes promoted by the tumor [128,129]. In the study by Worley [128], lymphatic map-
ping of dogs with MCT was performed, and it was observed that the sentinel lymph nodes
did not correspond to the locoregional lymph node in 42% of cases. Aiming to increase the
accuracy of sentinel lymph node detection, Fournier et al. [130] evaluated the effectiveness
of contrast ultrasound in identifying these lymph nodes, showing accurate detection in
95.2% of cases. However, further studies are still needed to validate this technique. Regarding tumor staging, different clinical staging systems have been proposed for
canine MCT. The World Health Organization (WHO) proposed a clinical staging system
(Table 1) for canine MCT, which classifies dogs with the presence of stage II lymph node
metastasis and dogs with the presence of multiple tumors as stage III, even with lymph
nodes free from metastasis. This classification is questioned by several studies, particularly
in terms of MCT grade 3 [15,20,52]. Cells 2022, 11, 618 14 of 37 14 of 37 Table 1. Clinical Staging System for Canine Cutaneous MCT proposed by the WHO. Stage
Description
0
One tumor incompletely excised from the dermis, identified
histologically, without regional lymph node involvement. a. Without systemic signs. b. With systemic signs. I
One tumor confined to the dermis, without regional lymph node
involvement. a. Without systemic signs. b. With systemic signs. II
One tumor confined to the dermis, with regional lymph node
involvement. a. Without systemic signs. b. With systemic signs. III
Multiple dermal tumors; large, infiltrating tumors with or
without regional lymph node involvement. a. Without systemic signs. b. With systemic signs. IV
Any tumor with distant metastasis, including blood or bone
marrow involvement. MCT, mast cell tumor; WHO, World Health Organization. Table 1. 2.5. Staging Clinical Staging System for Canine Cutaneous MCT proposed by the WHO. MCT, mast cell tumor; WHO, World Health Organization. Another staging system for MCTs was proposed during the Southern European Vet-
erinary Conference (SEVC) in Barcelona in 2008 [52], considering as stage IV any patient
with metastatic lymph node disease, regardless of the number and size of the formations
(Table 2). Table 2. Clinical Staging System for Canine Cutaneous MCT proposed by SEVC. Stage
Tumor
Lymph Node
Metastasis
I
Single nodule, <3 cm, well circumscribed. −
−
II
+1 nodule, <3 cm, intralesional distance > 10 cm,
well circumscribed. −
−
III
1 or + nodule, >3 cm, intralesional distance < 10 cm,
poorly circumscribed or ulcerated. −
−
IV
Any type of lesion. +
−
V
Any type of lesion. + or −
+
SEVC, Southern European Veterinary Conference; MCT, mast cell tumor Table 2. Clinical Staging System for Canine Cutaneous MCT proposed by SEVC. Given the practical divergences of current staging systems, Horta et al. [11] proposed
an improvement in the staging system already established by the WHO, allowing classi-
fication of dogs with MCT according to the risk of recurrence and metastasis. The study
demonstrated that patients with multiple lesions without involvement of regional lymph
nodes generally have a better prognosis compared to those with a single lesion, but with
lymph node involvement. Thus, in the new proposed staging, the presence of metasta-
sis in a regional lymph node would classify the patient as stage III. Stage IV would be
characterized by the presence of extensive and infiltrative formations or multiple forma-
tions with lymph node involvement, and stage V, when there is the presence of distant
metastases (Table 3). Cells 2022, 11, 618 15 of 37 Table 3. Clinical Staging system for Canine Cutaneous Mast Cell Tumors proposed by
Horta et al. [11,27], Adapted from the World Health Organization System. Table 3. Clinical Staging system for Canine Cutaneous Mast Cell Tumors proposed by
Horta et al. [11,27], Adapted from the World Health Organization System. Stage
Description
I
Single tumor, without regional lymph node involvement. II
Multiple tumors (≥3), without regional lymph node involvement. III
Single tumor, with regional lymph node involvement. IV
Large and infiltrative tumors, without delimitation, or multiple tumors (≥3),
with regional lymph node involvement. 3. Prognostic Factors The biological behavior of canine MCT is variable. These MCTs may manifest a low
metastatic potential or could show extremely aggressive behavior, leading to metastasis
and death. These factors must be evaluated in conjunction with the particular features of
each patient and can be used as a tool to anticipate the biological behavior of the tumor,
and to guide the treatment [132]. London and Thamm, 2013 [133], presented a useful list of
prognostic factors for canine MCTs. p
g
Horta et al. [11] studied 149 cases of canine MCTs. Their multivariate analysis showed
a higher risk of death (62%) related to MCT in patients with tumor recurrences (local or
distant) and lymph node metastasis. In the absence of these characteristics, other prognostic
factors proved to be reliable predictors of an intermediate risk of death related to MCT
(14%). In this context, the histological grading, mitotic count, a high expression of Ki-
67, KIT pattern 3, and ITD in exon 11 of KIT stood out. In the absence of any of these
factors, MCT-related risk of death (4%) was reduced. Moore et al. [55] suggested that
some dogs with high-grade solitary MCTs (Kiupel criteria) may have a favorable prognosis,
particularly those tumors of a smaller size and lower mitotic count. Thus, they concluded
that clinical staging and mitotic count can be as useful as histological grading for obtaining
prognostic information, although it is essential that they be interpreted together. Factors,
such as tumor size and presence of lymph node metastasis, both included in clinical staging,
are considered important prognostic factors, directly influencing the survival obtained with
different treatments [133–136]. As previously mentioned, histological grading is currently the most reliable prognostic
factor for MCTs. Although some studies found an association of the Kiupel classification
with a higher prognostic value [63,137], it is still recommended that both classification
systems be used [15,138]. However, even with the association of both histological classifi-
cations, a percentage of MCTs still manifest unpredictable biological behavior, regardless
of grading [11,112]. Stefanello et al. [131], emphasized the importance of evaluating the
histological grade together with other clinical factors of prognostic relevance, such as
tumor size, anatomical location, and the presence of metastases. In addition, other factors
that have previously been associated with a worse prognosis also include the presence
of multiple lesions, erythema, pruritus, tumor ulceration, and the presence of systemic
clinical signs [15]. 2.5. Staging V
Any tumor with distant metastasis, including bone marrow invasion and the
presence of mast cells in the peripheral blood. Given the challenges in the practical applicability of the staging systems proposed to
date, and considering the variable biological behavior of the disease, it is still not possible to
standardize a single system for cutaneous MCTs in dogs. Interestingly, other characteristics,
such as race and tumor location, are negative prognostic factors that are well established in
the literature, and that are not yet considered in current staging systems [11,15,131]. Thus,
further studies are needed to validate the staging already proposed or even to propose
new adaptations. 3. Prognostic Factors Given the variable behavior of canine MCTs, there is a need to include new tests
that provide additional information on biological behavior and clinical prognosis. Im-
munohistochemical markers of cell proliferation and differentiation are widely studied and Cells 2022, 11, 618 16 of 37 mainly include Ki-67 immunostaining and KIT receptor localization [11,32,108,109,139,140]. However, some studies have investigated the real prognostic value of these immunomark-
ers. Costa-Casagrande et al. [141] evaluated KIT immunostaining patterns and found
no prognostic correlation. Similarly, in the study by Horta et al. [11], Ki-67 levels and
the KIT expression pattern were not particularly informative or relevant for prognosis. Furthermore, in this study, the presence of mutations in KIT, particularly in exon 11, had a
significant prognostic impact and was not correlated with aberrant expression of KIT. In
an attempt to obtain more robust prognostic information, Ki-67/KIT double-staining was
previously evaluated, and was shown to be valuable for prognosis [142]. p
y
p
g
Other immunomarkers have also been studied in recent years, including vascular
endothelial growth factor (VEGF), tumor suppressor gene TP53, cell nuclear antigen
(PCNA),
argyrophilic
organizer
regions
(AgNORs),
and
apoptotic
proteins
(BAX, BCL-2) [41,138,140,141,143–145]. In the study by Vascellari et al. [140] the expres-
sion of Ki-67, BCL-2, and COX-2 were evaluated for their possible prognostic values. They
observed that expression of Ki-67 and mitotic count were associated with histological grade
and survival, while the expression of BCL-2 and COX-2 showed no significant association
with prognosis. In contrast, Barra et al. [144] demonstrated that high expression levels of
BCL-2 and BAX were associated with a worse prognosis. p
g
Bergman et al. [143] investigated the Ki-67, PCNA, and AgNOR expression and
identified its positive association with histological grade. However, in the study by Scase
and colleagues [107], although AgNOR and Ki-67 levels had prognostic value, PCNA
expression showed no correlation with prognosis. Freytag et al. [146] carried out an
extensive review and meta-analysis aiming to identify the immunohistochemical markers
that have the greatest prognostic value in this context to date. They observed that Ki-67
and KIT expression have prognostic value, and the pro-apoptotic immunomarker BAX also
showed promising application as a prognostic factor in MCTs. Regarding prognostic factors of canine subcutaneous MCTs, Thompson et al. [84]
found that MCTs with Ki-67 > 21.8 and mitotic count > 4 were more likely to relapse and
metastasize. Subsequently, Thompson et al. 3. Prognostic Factors [111] correlated the expression of KIT, VEGFR2,
and the presence of mutations in KIT with the prognosis of subcutaneous MCTs. They
found that pKIT, aberrant KIT localization, and VEGFR2 expression were associated with
shorter survival times, disease-free duration, and increased metastatic rate. Similarly, Gill
et al. [97] evaluated negative prognostic factors in subcutaneous MCTs, reporting that
proliferation indices, particularly AgNORs and mitotic count, are useful for predicting the
biological behavior of this type of presentation. Silva et al. [147] investigated the prognostic
value of VEGF-A, VEGFR2, pVEGFR2, VEGF co-receptor Neuropyla-1 (NRP-1), and c-
Cbl-1 in a group of canine subcutaneous MCTs associated with patient survival. High
expression of VEGFR2, pVEGFR2, and c-Cbl-1 was shown to correlate with the disease-free
interval, indicating the potential prognosis of these markers. However, there is a need
to establish more routine immunohistochemical markers for subcutaneous MCTs, since
the identification of KIT expression and mutations in its receptor have not been validated
as prognostic factors. Currently, the main validated prognostic factors for subcutaneous
MCTs should be considered to be: (1) mitotic count > 4; (2) presence of multinucleation;
and (3) infiltrative growth pattern [81]. Given the results of previous studies, it can be inferred that there is no single technique
or factor that can unambiguously determine the behavior of cutaneous MCTs. Thus, the
authors of this consensus statement recommended the combined assessment of different
factors, including clinical staging, history of tumor recurrence, histopathological grade
(Patnaik and Kiupel gradations and mitotic count) and molecular data, highlighting the
assessment of Ki-67 level, expression of KIT, and detection of mutations in KIT, mainly
in intermediate- to high-risk cutaneous MCTs [148]. The most studied and validated
prognostic factors are summarized in Table 4. 17 of 37 17 of 37 Cells 2022, 11, 618 Table 4. Prognostic Factors Associated with Canine Cutaneous MCT. Table 4. Prognostic Factors Associated with Canine Cutaneous MCT. Table 4. Prognostic Factors Associated with Canine Cutaneous MCT. Prognostic Factor
Positive
Negative
Reference
Histopathological Grading
Grade 1–low Grade
Grade 3–high Grade
Patnaik et al. [47,48]; Kiupel et al. [80]
History of Tumor Recurrence
First clinical presentation
Recurrent tumor
Horta et al. [11]
Tumor Size
Higher diameter < 3 cm
Higher diameter > 3 cm
Hahn et al. [134]
Metastasis (regional and/or distance)
Absent
Present
Hume et al. [51]; Book et al. [121];
Warland et al. [7,122]
Surgical Margins
Free margins
Contaminated margins
Ozaki et al. 4.1.1. Surgery The main therapeutic modality indicated in cases of canine MCT is surgical exci-
sion, which should be perforMed. whenever possible, according to the patient’s clinical
conditions and staging [15,149]. Previously, wide excision was advocated, regardless of
histopathological grading and associated prognostic factors, with application of a 3 cm
lateral margin and a fascial layer for the deep margin. However, recent studies have indi-
cated different approaches related to specific prognostic factors, mainly clinical staging and
histopathological grading. p
g
g
g
The application of proportional margins was initially suggested as a conservative
alternative for dogs affected by cutaneous MCT, in their first surgical intervention, and after
complete staging. The concept initially consisted of using a lateral margin proportional to
the largest tumor diameter, for tumors below 4 cm, and a fixed margin of 4 cm for tumors
above this diameter, maintaining a deep margin of at least one fascial plane [150]. Later, the
concept was adapted, with a 2 cm lateral and a deep safety margin of a fascial plane being
recommended for grade 1 or 2 tumors, and up to 4 cm in diameter, providing effective
local control of the disease [151–154], with a recurrence rate of 0–4% [82,150,155]. In cases
of high-grade (or grade 3) MCTs, there is a high recurrence rate (36%) regardless of the
surgical margins used, as observed in the study by Donelly et al. [156]. Associated lymphadenectomy is recommended during initial surgical intervention. Ferrari et al. [127] demonstrated that approximately half of the patients who did not present
alterations on palpation already had metastases when histopathological evaluation was
performed. When tumor removal is perforMed. before lymph node removal, it is recom-
mended to change the material and surgical drapes, to avoid tumor implantation [133]. Lymphatic mapping by injection of radionucleotides or radiographic contrasts is indicated
to aid in the characterization of the sentinel lymph node, whose trans-surgical identification
can be facilitated by the use of vital dyes, such as patent blue [157]. Regional lymphadenec-
tomy, in cases of metastatic lymph nodes, has therapeutic potential, with evidence of
reduced local recurrence and the development of distant metastasis [158]. Lymphadenec-
tomy, when perforMed. in intracavitary sentinel lymph nodes, can complicate the surgical
procedure. Thus, the risk and benefit must be evaluated in each case. 3. Prognostic Factors [133]
Mitotic Count
<5 or <7
>5 or >7
Romansik et al. [92];
Elston et al. [93]
KIT Pattern
KIT 1
KIT 2 and 3
Kiupel et al. [19]
c-KIT Mutationc-KIT Mutation
Absent
Present
Webster et al. [32,35,36]
Ki67 Index
<23
>23
Webster et al. [32,139] 4. Therapeutic Approach To define the best therapeutic approach, all the points raised during the diagnostic in-
vestigation should be considered, to determine the ideal approach for each individual case. 4.1. Local Treatments
4.1.1. Surgery 4.1.2. Electrochemotherapy Electrochemotherapy (ECT) has emerged as a viable technique at the experimental
level for the treatment of superficial and mucosal tumors in the 1990s [162]. In November
2006, the technique was standardized in the European community for use in humans. The
technique combines the intratumoral and/or intravenous application of specific drugs, fol-
lowed by the application of electrical pulses, leading to temporary electropermeabilization
of the cell membrane, with the objective of maximizing the entry of the chemotherapeu-
tic agent to enhance its cytotoxic effect [163,164]. In general, to perform this technique,
the main drugs used are bleomycin and cisplatin, both with intratumoral use, but only
bleomycin for intravenous use [165]. The use of conductive gel can facilitate the effi-
ciency of the technique by improving the distribution of the electric field in the treated
region [166,167]. In addition to direct cytotoxic effects, ECT also has indirect antitumor
effects through action on the tumor vasculature and local immunity. Vascular effects lead
to vasoconstriction and destruction of the local vasculature, and immunological effects lead
to signaling for immunogenic cell death [165,168,169]. g
g
g
ECT in MCTs can be used as a single therapy, associated with the trans-operative pe-
riod, or as an adjuvant therapy to surgery when margins are compromised [170]. Spugnini
et al. [171] used ECT with intralesional bleomycin (1.5 UI per mL) in cases of canine MCT
with compromised surgical margins, and observed that, in 85% of cases, the mean time to
recurrence was 52.7 months. Kodre et al. [172] reported ECT with intralesional cisplatin
(1 mg/cm3 of tumor) as the only therapy to treat MCT and obtained recovery rates similar
to those obtained after surgical excision, without associated chemotherapy and lesion
regression for a mean of 31.5 months. Spugnini et al. [173] evaluated the effect of ECT
with intralesional cisplatin in canines with grade 2 and 3 MCT (relapsing or not) or with
compromised margins, and showed a 78% response rate without major adverse effects. p
g
p
j
Lowe et al. [174] evaluated the effects of different applications of ECT with IV bleomycin
(15 IU per m2) in dogs with MCT, being applied as a single therapy trans-surgically, as
an adjuvant to surgery, and in recurrent MCTs. 4.1.1. Surgery When the lesion is located in the scrotum, orchiectomy, and testicular pouch ablation
are performed, and when the foreskin is involved, penectomy associated with urethros-
tomy is recommended [159]. In the limbs, amputation or tumor exeresis, associated with
reconstructive techniques such as subdermal or axial flaps of advancement, rotation, trans-
position, and interpolation, or free grafts, can be considered in order to preserve the
limb [15,52,159]. Second intention healing can be perforMed. when there is no possibility Cells 2022, 11, 618 18 of 37 of applying reconstructive techniques with adequate repair of the surgical lesion. Second
intention healing is preferable in the face of compromised margins [52,159]. Regardless of the technique used, it is necessary to avoid excessive manipulation
of the lesion, seeking to avoid stimulation of mast cell degranulation and its consequent
adverse effects [159]. In cases of tumor recurrence after initial excision, the main associated
factor tends to be histological grading, with low recurrence rates after excision of grade 1
or II MCTs [160,161]. 4.1.3. Radiotherapy Radiotherapy in dogs with MCT can be perforMed. with definitive protocols (consist-
ing of 12–19 fractions perforMed. 3–5 times a week), prior to surgery, or post-operatively in
cases of incomplete resection, or with palliative protocols (3–6 fractions perforMed. once a
week) in order to reduce tumor volume partially and control pain [177]. In cases where the
diffuse and/or extensive nature of the tumor mass precludes surgery, radiotherapy should
be considered, although studies on the use of radiation as a sole therapy to treat canine
MCT are scarce [178]. The tumor response to radiation is considered to be dose-dependent;
thus, increasing the dose can lead to a significant increase in tumor response [178]. g
g
p
Adjuvant radiotherapy, in a definitive protocol, was used to treat grade 2 MCTs in
cases where complete surgical resection was not possible, and proved to be effective and
safe, with significant improvement in local disease control [179–183]. In a study of dogs
with grade 2 MCTs, the radiotherapy protocol was 18 daily fractions of 3 gray (Gy) for a
total of 54 Gy. This study showed that 94% of patients were in remission within 1 year and
88% within 5 years [179]. The use of this therapy has also been indicated in incompletely
excised grade 3 MCTs, with tumor control times and median survival of 17 and 20 months,
respectively [134]. The MCTs located in the head and in the distal region of the limbs are
important examples of sites in which it is difficult to remove the tumor completely while
preserving the local anatomy; therefore, in these cases, radiotherapy is indicated [178]. For best results regarding disease-free intervals, irradiation directly into the primary
tumor or surgical scar (with a 3 cm safety margin) and into regional lymph nodes is recom-
mended [178,184,185]. The inclusion of regional lymph nodes in the field of radiotherapy,
whether palpable or not, is extremely important for tumor control [182,184–186]. In a study
of dogs with high-grade MCT treated with definitive radiotherapy, prophylactic treatment
of regional lymph nodes significantly increased the time to tumor control (>2381 days) as
compared to cases where the lymph nodes were not treated (197 days) [186]. A study in dogs with unresectable MCTs of varying degrees used a hypofractionated
radiotherapy protocol (4 fractions of 8 Gy) at 7 day intervals and reported an 85% partial or
complete response rate [178]. Carlsten et al. [187] perforMed. 4.1.2. Electrochemotherapy The best results were obtained in the
adjuvant to surgery group and in the trans-surgical group (93% and 91% complete response
[CR], respectively), followed by the single therapy group (80% CR), and finally, the relapse
group, where ECT was applied after local recurrence, at the site where the surgery was
perforMed. (64% CR). The group where ECT was used in the trans-surgical period had
the longest disease-free interval. Adverse effects, such as degranulation, were reported in
two of 28 cases [171]. Kodre et al. [172] stated that the vasoconstriction caused by electrical
pulses prevents the release of inflammatory mediators contained in the mast cell granules
into the bloodstream, with no adverse effects being observed in 12 patients treated in their
study. The mean size of the tumors treated in their study was 2.9 cm3, with greater efficacy
being observed in tumors < 2 cm. Thus, to prevent the effects of mast cell degranulation,
it is important to use a concentric approach, through the application of electrical pulses
initially at the periphery of the tumor and moving towards the center. The use of prior
antihistamines is recommended in association with any manipulation of MCTs, including
for performing ECT, particularly those with larger diameters. p
g
p
y
g
ECT is an easy, effective, and safe local treatment for MCT cases and can be an
alternative treatment to surgery, specifically for smaller nodules in which a long-lasting CR
can be achieved with a single treatment session, or when the nodule cannot be resected due
to its location. ECT can also be combined with surgery for larger lesions without significant Cells 2022, 11, 618 19 of 37 toxicity, being applied in the surgical bed, after tumor resection, particularly for MCTs
where margins may not be reached due to tumor extension or location. Post-surgery, ECT
can be applied in MCTs with incomplete resection (compromised or small margins), with
the application of therapy being indicated at 2–4 weeks after surgery. Preliminary studies
using ECT combined with gene transfer by electroporation of canine IL-12 (electro gene
transfer) have shown promising results for the treatment of MCTs [173–176]. 4.1.2. Electrochemotherapy Thus, the authors of this consensus meeting recommend the use of ECT in specific
cases of canine MCT: (1) as a single therapy in small tumors < 3 cm that are difficult to
resect surgically either because of the location or the number of tumors (multiple MCTs); (2)
intra-operatively, in cases where it is difficult to obtain free margins due to tumor extension
or location; (3) as an alternative treatment for cases with compromised or small margins. 4.1.3. Radiotherapy a prospective multicenter
study with a combination of hypofractionated radiation treatment, toceranib, and pred-
nisone for measurable canine MCT and concluded that this protocol is a viable treatment
option for unresectable MCTs, is well-tolerated and effective in most dogs, with response
rates and durations higher than those reported for toceranib as a single treatment agent for
MCT. Stiborova et al. [188] evaluated the toxicity related to the combination of radiotherapy
with vinblastine chemotherapy and concluded that the combination is safe and did not
increase chemotherapy-related myelosuppression as a single treatment. Acute side effects resulting from radiotherapy include erythema and epilation in the
treated area, which start from the second week of treatment. Alopecia, hyperpigmentation,
and thickening of the skin in the affected area can also be seen as late effects [178]. In a
study using hypofractionated radiotherapy, many animals developed mild erythema in the
treated area, without severe signs related to degranulation and histamine release. Cells 2022, 11, 618 20 of 37 Although still inaccessible in Brazil, radiotherapy proves to be effective as an auxiliary
tool in the treatment and control of canine MCTs, particularly in cases where surgical
therapy is difficult or incomplete. 4.1.4. Tigilanol Tiglate (Stelfonta®) Tigilanol tiglate (TT) is a natural product extracted from the seed of the Fontainea
picrosperma (Blushwood, from the family Euphorbiaceae) native to Australia and purified
by high pressure liquid chromatography. It is a well-characterized small, diterpene ester
molecule of the tigliane class [154,155]. The composition of Stelfonta®is 1 mg TT per mL,
prepared in 40% propylene glycol, 30 mM acetate buffer, pH 4.2. It must be stored strictly
at a temperature of 2–8 ◦C. Its indication for use is in dogs with cytological diagnosis of cutaneous MCT (in any
region) or subcutaneous MCT (in the thoracic limbs, below the elbow, or the pelvic limbs,
below the tibiotarsal joint), at different stages, but without involvement of regional lymph
nodes based on palpation and lymph node cytology if it is palpable. For use, the dog
must have been without treatment for at least 3 months. The lesion must have a diameter
greater than 1 cm, and a volume ≤10 cm3, without ulceration, so that the drug does
not escape after its application. TT causes vascular rupture and acute local inflammatory
response within 4 h, followed by necrosis within 1–4 days and tumor destruction for a
period of 4–7 days, with subsequent resolution of the wound within a period varying from
28 to 35 days [189–192]. TT is applied intratumorally and radially, at a dose of 0.5 mL per cm3 of tumor vol-
ume. Tumor volume is determined using the modified volume calculation for
ellipsoid structures = 1/2 × length × width × depth (cm). Prednisone must be used be-
fore (0.5 mg/kg, every 12 h, for 2 days) and after (0.5 mg per kg every 24 h, for 3 days)
the application, in addition to the use of promethazine (0.5–1.0 mg per kg every 12 h
for 7 days); and ranitidine (2.0 mg per Kg, every 12 h for 7 days). When total tumor re-
mission does not occur, TT can be reapplied after 28 days, although the volume must be
calculated again [190–194]. TT has been the subject of studies mainly in the United States and Europe, with
positive results, tolerable toxicity, ease of administration, and being capable of promoting
adequate local tumor control [188–193]. The application of TT in felines is contraindicated. Up to the time of writing, TT is not available for routine use in Brazil. 4.2. Systemic Treatments 4.2.1. Anticancer Chemotherapy In most studies, vinblastine is considered to be the first-line therapy for treating
canine cutaneous MCT, using a dose of 2.0 mg/m2 every 1 or 2 weeks, with or without
prednisone [135,201–203]. Generally, the therapeutic dosage is defined as close to the
maximum tolerated dose, in order to optimize the cytotoxic effect on tumor cells. In dogs,
the dose-limiting toxicity of vinblastine is characterized by neutropenia, with its nadir
occurring approximately 7 days after administration [201–205]. Webster et al. [139] described that treatment with vinblastine at a dose of 2.0 mg/m2
once a week for 4 weeks, and prednisone at a dose of 2.0 mg/kg daily, after surgery, was
beneficial for dogs with grade 3 MCT, when compared to those treated with surgery alone. Furthermore, dogs with KIT mutations that were treated with this protocol had a longer
disease-free interval and survival duration. Thamm et al. [203] evaluated the responses
of 61 dogs with high-grade MCT treated with complete excision and with vinblastine as
adjuvant treatment at a dose of 2.0 mg per m2, every 7 or 14 days; and prednisone at a dose
of 2.0 mg per kg, with a mean overall survival time of 1374 days. In contrast, Rungsipipat
et al. [206] observed a partial response rate of 78.2% in dogs with grade 3 MCT who were
treated with vinblastine at a dose of 2.0 mg per m2 in weeks 1, 2, 3, 4, 6, 8, 10, and 12, and
prednisolone at a dose of 1.0 mg per kg for 4 weeks and then 0.5 mg per kg for 8 weeks. p
g p
g
g p
g
In the last decade, several studies have sought to optimize the dosage and effective-
ness of treatment with vinblastine. It was found that vinblastine can be safely admin-
istered at a dose of 3.0 mg per m2, but that hematological and gastrointestinal effects
can be observed above this level [55,198,207,208]. Vickery et al. [207] proposed a stag-
gered vinblastine–prednisolone protocol with an initial dosage of 2.0 mg per m2, increased
weekly to 2.33 mg per m2, 2.67 mg per m2, and 3.0 mg per m2, and maintaining the last
dosage at 2-week intervals. Similarly, Serra Varela and others [209] also increased the
weekly dosage from 2.3 mg per m2 to 2.6 mg per m2, but the dosage of 3.0 mg per m2 was
given weekly. 4.2.1. Anticancer Chemotherapy 4.2.1. Anticancer Chemotherapy Systemic therapies used adjuvant to surgical treatment are indicated in specific cases,
which present an intermediate to high risk of death related to cutaneous MCT, partic-
ularly those in advanced stage, grade 3–high grade tumors with a high mitotic count. Although histopathological grading is considered to be the most reliable criterion of
prognostic value in MCTs, other prognostic factors must be considered when making
chemotherapy decisions, such as the proliferative activity, tumor location, and presence
of multiple tumors [15]. The use of chemotherapy can also be indicated in the preoperative period, terMed. neoadjuvant chemotherapy, used in cases of large tumors or located in anatomical sites
that are difficult to approach surgically, aiming at controlling disease progression in the
perioperative period and reducing its tumor dimensions, allowing for more adequate local
control [67,195]. However, the reduction in surgical margins based on tumor shrinkage
after debulking is a controversial topic in the current literature. Stanclift and Gilson [196],
used prednisolone for tumor debulking and concluded that the adoption of 3 cm lateral
surgical margins based on tumor size after neoadjuvant treatment were sufficient to obtain
free margins. However, it is known that microscopic reduction may not follow macroscopic
tumor reduction, and may not occur proportionally. Thus, further studies are needed
to determine the adequate extension of the surgical margins necessary after debulking. Cells 2022, 11, 618 21 of 37 Importantly, the response to neoadjuvant chemotherapy treatment tends to be temporary,
with an average duration of 40–70 days, with surgical intervention being recommended
during this period [15,52]. Chemotherapy, with or without other treatment modalities, is also indicated for
advanced and/or inoperable disease, whether due to tumor dimensions, the number of
lesions, or the presence of metastases, thus aiming at palliative control, disease stabilization,
and maintenance of quality of life [197,198]. Multidrug therapy protocols promoted a
greater response than single-agent chemotherapy [199]. However, simple protocols with
a single chemotherapeutic agent, usually associated with prednisone or prednisolone,
have become more popular. Sequential association of these protocols in an adjuvant
modality demonstrated increased disease-free interval and survival in high-risk dogs [200]. Numerous protocols have been described in the literature; however, data on disease-free
interval and other important criteria, to compare their effectiveness, are scarce [197]. It is
known that MCTs have different response rates to different chemotherapy protocols and
the occurrence of adverse effects may be common among patients [139]. 4.2.1. Anticancer Chemotherapy In their study, the protocol was well tolerated, with 4% of patients having
grade 3 or 4 toxicity. Bailey et al. [210] described the highest tolerated dose as 3.5 mg/m2
every 2 weeks; however, grade 4 toxicity commonly occurred among these patients. Fur-
thermore, Klutchkovsky et al. [211] evaluated the efficacy and safety of using vinblastine
at an experimental dose of 3.0 mg per m2 every 7 days, as compared to the conventional
dose of 2.0 mg per m2 every 7 days. The experimental dose protocol was well tolerated,
with 5.6% of the patients manifesting grade 4 neutropenia. Comparing the two groups, the
animals treated with a dose of 3.0 mg per m2 had a lower recurrence rate, but there was no
significant difference in the mean overall survival time between the groups. Lomustine is also widely used in cases of MCT, but it is considered as a second
therapeutic in terms of adjuvant chemotherapy. The recommended dose, when used as a
single agent, is 60–90 mg per m2 every 21 days. Hosoya et al. [212] used lomustine at a dose
of 60 mg per m2 every 3 weeks, and prednisone at a dose of 40 mg per m2 once a day (SID)
for 7 days, followed by 20 mg/m2 every other day for partially resected grade 2 MCTs. Cells 2022, 11, 618 22 of 37 22 of 37 The animals received treatment for 4–6 months, with no local recurrence or regional or
distant metastasis, and with 100% of the animals being disease-free at 1 year and 77%
being disease-free at 2 years. Hay and Larson [213] evaluated the efficacy and toxicity
of the protocol using six sessions of lomustine at a dose of 70 mg per m2, every 4 weeks;
and prednisone at a dose of 0.5–1mg per kg SID, for 6 months, for completely excised,
high-grade MCTs. The results showed that the protocol was well tolerated, providing a
mean overall survival time of 904 days, with 60% of dogs alive at the end of the first year
and 40% of dogs alive at the end of the second year. g
y
Protocols alternating vinblastine, lomustine, and prednisone were also tested. Cooper et al. [214] evaluated the effect of chemotherapy with lomustine at a dose of
60 mg per m2 and 2.0 mg per m2 vinblastine in dogs with grade 2 and 3 MCTs. 4.2.1. Anticancer Chemotherapy The
authors showed that this protocol was well tolerated and adequate for disease control, as
the response lasted longer than that of other agents. Rassnick et al. [198] evaluated the
protocol comprised of lomustine at a dose of 70 mg per m2, vinblastine at a dose of 3.5 mg
per m2, and prednisone at a dose of 1–2 mg per kg in dogs with unresectable MCT, and
reported observing response rates of 65% (five with CR and six with partial remission) in
non-operated animals. Lejeune et al. [185] perforMed. a retrospective study to assess the
clinical response of animals with grade 2 and stage 2 MCTs to the combined protocol of
vinblastine at a dose of 2.0 mg per m2, lomustine at a dose of 60–80 mg/m2, and prednisone
at a dose of 40 mg per m2, alternated every 14 days. Patients subjected to this protocol had
a satisfactory disease-free time and mean survival time: 2120 days (range: 169–2325 days)
and 1359 days (range: 188–2340 days), respectively. y
g
y
p
y
Chlorambucil has also been used in multidrug therapy protocols, with controversial
results. Taylor et al. [197] treated 21 dogs with unresectable grade 2 and 3 MCTs with
a combination of prednisolone 40 mg per m2 SID for 14 days and 20 mg per m2 every
other day, followed by chlorambucil at a dose of 5.0 mg per m2 SID. In cases where CR
was achieved, treatment was stopped after 6 months; otherwise, treatment was continued. Three dogs achieved CR; nine remained in stable disease, five in partial remission, and four
in disease progression (overall response rate 38%). According to the authors, this protocol
yielded a worse response than other protocols. However, Horta et al. [200] observed that
patients with high-risk MCT (grade 3 or grade 2 with metastasis) treated with the lomustine
protocol at a dose of 60–90 mg per m2 every 21 days, for a total of 3–4 sessions; followed
by chlorambucil at a dose of 4–6 mg per m2, every 48 h, for 8 weeks, reached a higher
disease-free interval (686 days) than those treated only with lomustine at the maximum
dose (107 days). y
In addition to being part of conventional chemotherapy protocols for canine MCTs,
corticosteroids are also frequently used as neoadjuvant therapy, aiming at reducing peritu-
moral edema and debulking the tumor. Teng et al. 4.2.1. Anticancer Chemotherapy [215] evaluated prednisone as the only
treatment for MCTs, and observed a significant reduction in tumor size, albeit with gradual
resistance, as the response rate was short (81.5% of patients had a maximal response by
3 weeks). Stanclift and Gilson [196] reported an average tumor volume reduction of 80.6%,
with no significant difference in the percentage reduction between the groups treated at
a dose of 1.0 mg per kg and 2.2 mg per kg. Linde et al. [216] studied the effects of the
use of prednisone at a dose of 1.0 mg per kg SID in canines with MCTs, in a period of
7–14 days before the biopsy. The results of the study revealed that the use of neoadjuvant
prednisone in low to intermediate grade MCTs did not exert significant effects on tumor
grading, mitotic count, or cell atypia. However, more studies are needed to validate these
findings, and to evaluate the effects of cytoreductive therapy in reducing surgical margins. Horta et al. [217] correlated prognostic factors with response to neoadjuvant glucocor-
ticoid treatment in MCTs, and noted that a partial response was achieved in 63.3% of cases,
while 36.7% did not respond. In their study, the response to treatment with glucocorticoids
was positively correlated with the presence of already established favorable prognostic
factors (patients at an early stage of the disease, with low histological grade, KIT pattern 1,
and Ki-67 score < 23). Cells 2022, 11, 618 23 of 37 To date, few studies have been published regarding mechanisms of multiple drug re-
sistance (MDR) related to canine MCT. Despite the use of different methods to detect genes
and key proteins involved in MDR of canine MCT (MDR1, P-glycoprotein, glutathione-
S-transferase pi, protein associated with multi-resistance 1, p53, etc.), no study has con-
firMed. the exact mechanism involved in chemotherapy resistance. Apparently, there is
no histological association with the expression of MDR mechanisms that could explain
why undifferentiated tumors respond poorly to chemotherapy [137,218–220]. It remains
controversial whether the use of glucocorticoids as the only treatment for canine MCT
induces MDR. The primary outcomes of metronomic chemotherapy protocols have been studied
to date [221,222]. Tripp et al. [223] evaluated a metronomic protocol using lomustine at
a dose of 2.84 mg per m2 in different canine tumors, including MCT, and observed good
tolerability in terms of adverse effects. Leach et al. 4.2.1. Anticancer Chemotherapy [224] evaluated the metronomic protocol
using chlorambucil at a dose of 4 mg per m2 per day for 35 weeks, in different tumor types,
including four cases of canine MCT, and observed CR in one case, stable disease in two
cases, and progressive disease in one case. Current knowledge about metronomic therapies
indicates that their use, particularly in combination with other cytotoxic therapies, can
increase response rates and optimize the treatment of cancer patients. Nevertheless, more
studies are needed to validate their real effectiveness [225]. The main adjuvant and cytoreductive chemotherapy protocols (neoadjuvant and/or
inoperable disease) are reported in Tables 5 and 6, respectively. Table 5. Chemotherapy Protocols Evaluated in Canine Mast Cell Tumors and Mean Overall Survival. Table 5. Chemotherapy Protocols Evaluated in Canine Mast Cell Tumors and Mean Overall Survival. Chemotherapeutic Protocol
n
Histopathological Grading
Overall Survival Median
Prednisolone and
Vinblastine [168,169]
61 (a, b)
a. Grade 2/3
b. Grade 3
a. 1374 days
b. 800 days
Prednisone and
Vinblastine [179,180]
41
Grade III and Grade 2/High
grade
904 days
Prednisolone, Vinblastine and
Lomustine [149,150]
21
Grade 2
1359 days
Lomustine and
Vinblastine [180,181]
20
Grade 2/3
336 days Table 6. Published Chemotherapy Protocols for Treating Advanced Mast Cell Tumors in Dogs and
the Associated Remission Rates (RR) (Adapted from [162,197]). Chemotherapeutic Protocol
n
RR (C + P)
Prednisone/Prednisolone [216]
60
63%
Prednisone [195,196]
49
70%
Prednisone [215,216]
16
63%
Prednisone and Vinblastine [225,226]
41
47%
Prednisolone, Vinblastine, and Cyclophosphamide [226,227]
35
63%
Prednisone, Vinblastine, and Lomustine [197,198]
35
65%
Prednisone, Vinblastine, and Lomustine [213,214]
56
57%
Lomustine [227,228]
19
40%
Chlorambucil and Prednisolone [196,197]
21
38% Table 6. Published Chemotherapy Protocols for Treating Advanced Mast Cell Tumors in Dogs and
the Associated Remission Rates (RR) (Adapted from [162,197]). 4.2.2. Tyrosine Kinase Inhibitors y
The previously mentioned family of tyrosine kinase receptors are involved in the mech-
anisms of proliferation, differentiation, migration, angiogenesis, and cell activation [15]. Thus, studies suggest that these receptors play a fundamental role in the neoplastic trans-
formation process [229]. The main strategy developed in veterinary medicine to inhibit
these receptors was the use of the so-called “small-molecule tyrosine kinase inhibitors” Cells 2022, 11, 618 24 of 37 (TKIs). These act by blocking the binding of ATP to the receptor by a competitive inhibi-
tion mechanism (reversible or not) preventing phosphorylation and cell proliferation and
angiogenesis signaling [230]. g
g
g
g
The TKIs currently available in veterinary medicine are toceranib (Palladia®) and
masitinib (Kinavet®/Masivet®), licensed for the treatment of unresectable or relapsed
MCTs of grades II and III. There are also studies of imatinib (Gleevec®), licensed for use
in humans, with a similar mechanism of action. These medications are also indicated in
other circumstances, such as resistance to multiple drugs, presence of metastases, first-line
adjuvant therapy for high-risk tumors, unresectable tumors, and as salvage therapy for
recurrent tumors [38,229,231–233]. The first studies indicated that the presence of the mutations in KIT and the aberrant
localization of the KIT protein (patterns 2 and 3) in MCTs were predictive factors of response
to treatment with TKIs. London et al. [234] evaluated the efficacy of toceranib in several
tumor types, and obtained response rates of approximately 90% in MCTs with mutations
in the KIT and 25% in MCTs without such mutations. Later, London et al. [38] evaluated
the effect of toceranib in dogs with relapsed or metastatic MCTs, of high or intermediate
grade, and concluded that the presence of mutation in KIT and the absence of lymph node
metastases were significantly associated with a greater response, objectively. Although initial results indicate a positive correlation between the presence of mu-
tation in KIT and response to treatment with TKIs, recent studies have indicated that
the response to treatment is not associated with mutational status. In order to assess the
influence of the presence of mutation in KIT and KIT location on the therapeutic decision,
Weishaar et al. 4.2.2. Tyrosine Kinase Inhibitors [235] compared the response of dogs with MCTs (resectable and unresectable,
at various stages) to treatment with the protocol using vinblastine (2.5 mg per m2, four ses-
sions every 7 days, and four sessions every 14 days) and toceranib (2.75 mg per kg, every
48 h). Mutation status in KIT and KIT location were not predictive of response to treatment
with toceranib, and, therefore, were not considered sufficient for the therapeutic decision
between toceranib and vinblastine use in dogs with macroscopic MCTs. Therefore, it can be concluded that the presence of mutation in KIT is not predictive of
treatment response, and that dogs with MCT that do not have KIT mutations can also benefit
from TKIs. This is due to dysregulation in other cell pathways, particularly the platelet-
derived growth factor (PDGFR) receptor, or even the anti-angiogenic effect achieved by
the inhibition of the vascular endothelial growth factor receptor (VEGFR), and the possible
re-establishment of antitumor immunity from the depletion of regulatory T lymphocytes
and increased serum concentration of interferon-γ [38,231–233,236]. Other causes may
be involved in the tumorigenesis of MCTs, such as the overexpression of receptors and
increased production of SCF. It is also important to mention that the blockade of KIT and
PDGFR occurs through the mechanisms of action of both toceranib and masitinib; however,
blockade of VEGFR occurs only through the use of toceranib [36,237]. y
g
Other TKIs have also been studied. Horta et al. [238] evaluated the response of
high-risk MCTs treated with TKIs (toceranib and masitinib) and correlated the response
to treatment with different prognostic factors. In the population analyzed, the presence
of mutation in KIT, KIT location, and Ki-67 value were not prognostic or predictors of
response to TKIs. In their study, the only prognostic factor considered reliable was the
initial response to treatment. Their data corroborated the study by Smrkovski et al. [239],
in which the initial response to treatment was the most significant prognostic factor for
dog survival. Similarly, Hahn et al. [233] evaluated the therapeutic potential of masitinib
in dogs with MCT, noting that there was an increase in the time to disease progression,
regardless of the presence or absence of mutations in KIT. The ideal doses of TKIs have also been investigated. The commercial indication for
toceranib dosage is 3.25 mg per kg on Mondays, Wednesdays, and Fridays. 4.2.2. Tyrosine Kinase Inhibitors There is clinical
evidence of good efficacy and greater safety at lower doses of toceranib. London et al. [234]
perforMed. the first study on the efficacy and safety of toceranib in dogs with different
tumor types using staggered doses, ranging from 1.25 to 3.75 mg per kg, every 48 h. In this Cells 2022, 11, 618 25 of 37 study, dogs treated with a dose of 2.5 mg per kg every 48 h had a similar response and fewer
adverse effects than dogs treated with a dose of 3.25 mg per kg. London et al. [38] used
toceranib at a dose of 3.25 mg per kg every 48 h, in dogs with recurrent and metastatic MCTs,
obtaining an objective response of 42.8%, and with 34.5% of patients developing grade
3 to 4 adverse effects. A dosage of 2.5 to 2.75 mg per kg, every 48 h, can be advantageous
due to its greater safety, better adherence by owners, and a lower probability of breaks
during treatment [240]. g
Smrkovski et al. [239] evaluated the efficacy of masitinib in the treatment of grade 2
and III MCTs, at a dose of 12.5 mg per kg, as rescue therapy or first-line treatment, and
obtained a mean survival time of 630 days. In contrast, in the study by Grant et al. [241],
dogs with macroscopic MCTs treated with masitinib at a dose of 12.5 mg per kg had a mean
survival time of only 159 days, considering that, in most cases, masitinib was instituted as
rescue therapy. Recently, the efficacy and safety of the association of TKIs with other conventional
chemotherapeutics have been evaluated, in order to maximize their antitumor effects. To
determine the maximum tolerated dose, the study by Robat et al. [242] reported that the
use of vinblastine (1.6 mg per m2 every 14 days) and toceranib (3.75 mg per m2 every 48 h)
was well tolerated, with significant activity against MCT (71.4% response objective). Olsen
et al. [229] evaluated the efficacy of the protocol of vinblastine (1.6 mg per m2, every 14 days,
in 8 sessions), prednisolone (1.0 mg/kg SID), and toceranib (2.5 mg per m2, every 48 h, for
16 weeks) as neoadjuvant therapy for large MCTs and as adjuvant to surgery for high-grade
MCTs, resulting in an 88% response in the neoadjuvant therapy group and a mean survival
time of 893 days in the adjuvant therapy group. 4.2.2. Tyrosine Kinase Inhibitors The therapeutic combination of TKIs with lomustine was also evaluated. Pan et al. [243]
carried out a study in dogs with different tumors, combining the use of toceranib (2.75 mg per kg,
every 48 h) and lomustine, with a defined maximum tolerated dose of 50 mg per m2, every
3 weeks. Similarly, Burton et al. [195] reported that the maximum tolerated dose of lo-
mustine, when combined with toceranib (2.75 mg per kg, days 1, 3, and 5 of a 21-day cycle)
was also 50 mg per m2, with an objective response rate of 46% in unresectable MCTs. In both studies, the protocol was well tolerated, the most common adverse effect being
neutropenia, with an increase in alanine transaminase enzyme levels in more than 50% of
patients. Additionally, Bavcar et al. [244] observed that the protocol combining toceranib
(2.7 mg per kg, every 48 h), lomustine (60 mg per m2, every 21 days), and prednisolone
(1.0 mg per kg, every 48 h, alternating with the toceranib) had a 50% satisfactory objective
response rate, but resulted in significant toxicity, leading to the need for some protocol
change in all study animals, and with 30% deaths/euthanasia due to therapy-related toxic-
ity. In that study, neutropenia was also the most frequent adverse effect. The association of
TKIs with conventional chemotherapy has already been proven to be effective and safe, if
tolerable doses are respected, but in some cases, it can cause serious adverse effects. p
Similar to chemotherapeutic agents, TKIs also have adverse effects [38]. These effects
result from chronic inhibition of the receptor tyrosine kinase in normal cells, which depend
on these kinases for survival and proliferation under normal conditions. The main adverse
effects are gastrointestinal problems and neutropenia, but dermatological signs, hepatotoxi-
city, nephrotoxicity, hypoalbuminemia, and hypertension have also been reported [230]. In the face of adverse effects, the dose of toceranib can be reduced by 0.5 mg per kg (up
to a minimum dose of 2.2 mg per kg) and treatment can be interrupted for up to 2 weeks,
according to the manufacturer’ recommendations. Importantly, the response to TKIs may
be slower and, therefore, maintenance of the medication for at least 3 weeks is suggested. However, in cases of progressive disease, the duration of treatment should be reassessed. 4.3. Support and Palliative Treatment As previously mentioned, the clinical signs most commonly associated with MCTs are
directly related to mast cell degranulation, mainly leading to gastrointestinal ulcerations,
delayed wound healing, hypotensive shock, and coagulopathies. Therapeutic management
of these complications through supportive therapies is employed to prevent and minimize
these deleterious systemic effects, improving the quality of life of patients [15,67]. With a
view to prevention and treatment of systemic signs caused by hyperhistaminemia, the use of
histamine receptor inhibitors (H1 and H2) is indicated. To prevent and treat gastrointestinal
ulcerations, the use of H2 inhibitors is recommended (famotidine, at a dose of 0.5–1 mg per
kg, BID; cimetidine, at a dose of 4–5.5 mg per kg TID; or ranitidine, at a dose of 2 mg per kg,
BID). Occasionally, dog’s refractory to antihistamine therapy may benefit from the use of
proton pump inhibitors (omeprazole, at a dose of 0.5–1 mg per kg, BID–SID), as they also
inhibit gastric acid production, but via a proton bomb effect. In cases where there is evidence
of active gastrointestinal ulceration, sucralfate can be added to the protocol, at a dose of
0.5–1 g BID [14,132]. H1 inhibitors (diphenhydramine, at a dose of 2–4 mg/kg BID) are
indicated to minimize the adverse effects of histamine release on the peripheral vasculature
and wound healing, as well as for the treatment of erythema, edema, and pain locations [67]. In cases with a higher degree of inflammation, local pain management can also be achieved
with the use of analgesics and systemic anti-inflammatory drugs. It is important to emphasize that the release of histamine by tumor manipulation
during surgery can lead to unwanted cardiovascular effects, such as a decrease in vas-
cular resistance, systemic blood pressure, and the development of arrhythmias, as well
as hypersensitivity reactions and, more rarely, anaphylactic shock. Therefore, the use of
H1 inhibitors (diphenhydramine 1–2 mg per kg, SC) should be instituted for dogs with
MCTs at 30–60 min before the procedure [66,132,245,246]. Furthermore, some anesthetic
drugs, such as some opioids (morphine and meperidine), have the potential to maximize
histamine release, and should be avoided in patients with MCTs [247]. In addition to histamine, other vasoactive substances may also be involved. Heparin
release by neoplastic mast cells mainly contributes to the development of local coagu-
lopathies. Heparin released during surgical manipulation of the tumor can also lead to
considerable bleeding. 4.2.2. Tyrosine Kinase Inhibitors The authors of this consensus guideline recommend treatment with TKIs, particularly
for patients with unresectable or metastatic cutaneous MCTs or as adjuvant therapy (alone
or associated with chemotherapy). However, given the absence of predictive factors
for the response to TKIs and chemotherapy, it is indicated that the choice of treatment
should be based on each patient’s individual data, considering the clinical criteria (size, Cells 2022, 11, 618 26 of 37 ulceration, growth rate), histopathological data (grading by Kiupel and Patnaik, mitotic
count, and lymph node status), and as necessary, immunohistochemical data (KIT pattern
and Ki-67 count). 4.3. Support and Palliative Treatment Protamine sulfate, a heparin antagonist, is indicated for use in cases
of prolonged bleeding [248]. Therefore, this consensus indicates the institution of supportive therapeutic manage-
ment in patients with MCTs who: 1. Manifest systemic and/or local clinical signs; 2. Are larger; g
3. Will undergo considerable surgical manipulation or tumor section (cytoreductive surgery); g
g
p
( y
g y)
4. With a greater probability of local degranulation (chemotherapy or radiotherapy in
macroscopic disease); and/or 5. Patients with metastatic disease [15,67,132,245]. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 5. Future Perspectives New studies are underway to test new therapies that can improve the treatment of
canine MCT. Researchers have evaluated the efficacy of therapies by the intramuscular and
intratumoral routes, using an electrogene with plasmid encoding interleukin-12 (IL-12),
resulting in CR in 2/3 canines with MCT, and volume reduction in about 83% of the tumor [249]. Advances in epigenetics have shown the existence of histone hypoacetylation in can-
cer. Thus, experimental treatments with a histone deacetylation inhibitor, AR-42, induced
growth reduction and apoptosis in vitro in a strain of canine MCT, which may be a promis-
ing therapy for this tumor [250]. A Brazilian study evaluated Trichostatin A (TSA), a Cells 2022, 11, 618 27 of 37 histone deacetylase inhibitor that has an antiproliferative effect and induces apoptosis
in cancer cells. The action of the drug in vitro on MCT grade III cells had deleterious
effects on the growth and proliferation of tumor cells, suggesting a good chemotherapeutic
potential [251]. Furthermore, the JAK2/STAT5 signaling pathway has been the target of
studies in different neoplastic types, with evidence of its activity in cases of canine MCT,
representing a possible target for the development of new therapies [252,253]. Author Contributions: Conceptualization: A.B.d.N., R.d.S.H., M.L.Z.D.; methodology, A.B.d.N.,
R.d.S.H.; formal analysis, A.B.d.N., R.d.S.H., C.E.F.-A.; investigation, A.B.d.N., R.d.S.H., M.L.Z.D.,
C.E.F.-A., F.N.d.P., L.C.M.L., B.F.F., L.R.B., F.A.R.S., K.D.d.O., S.V.L., R.D.F.S., C.H.M.B., M.M.M.R.,
P.C.J., J.L.C.C., R.U., K.B., R.A.S., N.O.d.C., A.T.N., S.C.F., S.C.d.S.C., D.G.G., G.S.G.C., L.R.B., R.L.-A.,
P.R.d.O.P., G.E.L., R.R.H., F.G., C.H.d.C.V., D.S.d.A., Â.C.M.L., J.M.M., M.V.; resources, A.B.d.N.,
R.d.S.H., M.L.Z.D., C.E.F.-A., F.N.d.P., L.C.M.L., B.F.F., L.R.B., F.A.R.S., K.D.d.O., S.V.L., R.D.F.S.,
C.H.M.B., M.M.M.R., P.C.J., J.L.C.C., R.U., K.B., R.A.S., N.O.d.C., A.T.N., S.C.F., S.C.d.S.C., D.G.G.,
G.S.G.C., L.R.B., R.L.-A., P.R.d.O.P., G.E.L., R.R.H., F.G., C.H.d.C.V., D.S.d.A., Â.C.M.L., J.M.M.,
M.V.; data curation, A.B.d.N., R.d.S.H., M.L.Z.D., C.E.F.-A., F.N.d.P., L.C.M.L., B.F.F., L.R.B., F.A.R.S.,
K.D.d.O., S.V.L., R.D.F.S., C.H.M.B., M.M.M.R., P.C.J., J.L.C.C., R.U., K.B., R.A.S., N.O.d.C., A.T.N.,
S.C.F., S.C.d.S.C., D.G.G., G.S.G.C., L.R.B., R.L.-A., P.R.d.O.P., G.E.L., R.R.H., F.G., C.H.d.C.V., D.S.d.A.,
Â.C.M.L., J.M.M., M.V.; writing—original draft preparation, A.B.d.N., R.d.S.H., F.N.d.P., L.C.M.L.,
B.F.F.; writing—review and editing, A.B.d.N., C.E.F.-A., M.V., M.L.Z.D.; visualization, A.B.d.N.,
R.d.S.H., M.L.Z.D., C.E.F.-A., F.N.d.P., L.C.M.L., B.F.F., L.R.B., F.A.R.S., K.D.d.O., S.V.L., R.D.F.S.,
C.H.M.B., M.M.M.R., P.C.J., J.L.C.C., R.U., K.B., R.A.S., N.O.d.C., A.T.N., S.C.F., S.C.d.S.C., D.G.G.,
G.S.G.C., L.R.B., R.L.-A., P.R.d.O.P., G.E.L., R.R.H., F.G., C.H.d.C.V., D.S.d.A., Â.C.M.L., J.M.M.,
M.V.; supervision, M.L.Z.D.; project administration, A.B.d.N., L.R.B., M.L.Z.D.; funding acquisition,
A.B.d.N., M.L.Z.D. All authors have read and agreed to the published version of the manuscript. 5. Future Perspectives Funding: The publication fee for this article was provided by the Brazilian Association of Veterinary
Oncology, ABROVET. Institutional Review Board Statement: The study did not require ethical approval. Data Availability Statement: Data are available upon request. Data Availability Statement: Data are available upon request. Acknowledgments: ABROVET thanks the attendees of the II MCT consensus meeting for their active
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From fear to resilience: adolescents’ experiences of violence in inner-city Johannesburg, South Africa
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* Correspondence: fscorgie@wrhi.ac.za
1Wits Reproductive Health and HIV Institute (WRHI), Faculty of Health
Sciences, University of the Witwatersrand, Johannesburg, South Africa
Full list of author information is available at the end of the article © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. From fear to resilience: adolescents’
experiences of violence in inner-city
Johannesburg, South Africa Fiona Scorgie1*, Deborah Baron1, Jonathan Stadler1, Emilie Venables2, Heena Brahmbhatt3, Kristin Mmari3
and Sinead Delany-Moretlwe1 The Author(s) BMC Public Health 2017, 17(Suppl 3):441
DOI 10.1186/s12889-017-4349-x The Author(s) BMC Public Health 2017, 17(Suppl 3):441
DOI 10.1186/s12889-017-4349-x Background Much of the research on young people and violence in
South Africa has come from low-income urban communi-
ties in the Cape [4, 25, 26], an area that has very specific
socio-cultural dynamics relating to gang violence and
poverty. In this article, we report on qualitative findings
from the Johannesburg site of the WAVE study, a
cross-sectional study of adolescents in low-income urban
settings, conducted between 2011 and 2013. Specifically,
we examine how violence – both in public spaces and in
the home – is experienced differently by adolescent boys
and girls living in Hillbrow, a high-density inner-city area. Placing adolescents’ own narratives at the centre of our
analysis, we explore how they conceptualise ‘dangerous’
and ‘safe’ spaces in their neighbourhood, and how gender
and space shape their everyday experiences of living here. By considering how adolescents make sense of and cope
with living in a violent environment, we begin to unpack
the forms that resilience might take in this setting. To our
knowledge, this concept has not been used before to
understand the lives of adolescents in South African
inner-cities. Finally, we take a brief look at the social ser-
vices and support available to vulnerable adolescents in
Hillbrow, focusing on the gaps identified both by adoles-
cents and by service providers. There are multiple causal pathways to violence in
South Africa, with historical roots in “structural inequality,
socio-cultural tolerance of violence, militarised masculin-
ity, disrupted community and family life, and the erosion
of social capital” [9]. Gender power inequity [10] and a
history of racial discrimination and marginalisation also
play an integral role. Furthermore, the poor are generally
more vulnerable to violent crime than those in middle and
upper income neighbourhoods owing to environmental
factors such as poor public policing, poor street lighting,
and overcrowding [1, 11]. g [
]
Adolescents exposed to interpersonal violence1 –
whether directly or indirectly, as witnesses – have sub-
stantial long-term health consequences, many of which
remain unrecorded and unquantified [12]. Exposure also
puts adolescents at higher risk of becoming either
victims or perpetrators of further violence in adult life
[13–16]. Experiencing violent crime is a major cause of
post-traumatic stress syndrome (PTSS) and depression,
and even living in high crime areas may induce fear
and anxiety, negatively impacting on mental health in
the long term [1]. Background with depression three times more likely in girls with ex-
perience of IPV than those without [8]. g
South Africa is one of the most violent countries in the
world: in 2005, as many as 39% of all deaths recorded at
national mortuaries were due to violence [1] and an esti-
mated 1.75 million people in the country seek healthcare
annually for non-fatal injuries resulting from violence [2]. Death rates per 100,000 due to homicide and violence are
five times as high as the global average (72.5 in South
Africa, versus 14.0 globally in 2000) [3]. For young people
growing up in poor communities, violence is often a part
of daily life [4]. In a national household survey of over
3500 children aged 10–17 years, more than half (56.3%)
reported lifetime physical abuse and 9% lifetime sexual
abuse [5]. Data from the recent five-country WAVE study
(Well-being of Adolescents in Vulnerable Environments)
found that adolescents in Hillbrow, Johannesburg, were
deeply concerned about their personal safety [6] – and for
good reason. Two-thirds (67%) of adolescent males and
48% of adolescent females in this setting reported being a
victim of violence in the past 12 months [7]. Prevalence of
intimate-partner violence (IPV) in the past year was a
staggering 36.6% among adolescent girls, the highest of all
five cities in the study [8]. In the literature on violence, child abuse and social
protection, more attention is being paid to the development
of ‘resilience’ among victims [18–21]. In this context, resili-
ence may be defined as the ability to develop “patterns of
positive adaptation in the context of significant risk or ad-
versity” [22]. While still nascent, the literature recognises
that resilience is not only an individual personality trait but
also a context-dependent interplay between vulnerability
and protective factors in the social environment, such as
the availability of social capital and cohesion [23, 24]. In
theory, adolescents with greater resilience are at lower risk
of developing PTSS, since they effectively have a ‘buffer’ to
lessen the impact of violence [25], although it remains
unclear how resilience is affected by instances of repeated
exposure to violence. Also poorly understood is the ques-
tion of how gender and other demographic factors shape
levels of resilience among adolescents living in violent
environments. Background A community study in Khayelitsha,
Cape Town, found that 95% of children between the
ages of 6 and 16 years had witnessed at least one violent
event, and 22% met the criteria for PTSS, a substantially
higher rate than that recorded among similar age cohorts
in
North
America
and
Europe
[17]. In
inner-city
Johannesburg, girls’ exposure to intimate-partner violence
and non-partner sexual violence was associated with sub-
stance abuse, condom non-use, multiple sexual partners,
pregnancy, transactional sex and poor mental health – Abstract Background: For adolescents growing up in poor urban South African settings, violence is often a part of daily
life and has lasting effects on physical and mental health outcomes in adulthood. We conducted a qualitative study
to document and understand the forms of interpersonal violence experienced by adolescents living in Hillbrow,
Johannesburg. In this article, we explore how violence is experienced differently by adolescent boys and girls, how
they conceptualise ‘dangerous’ and ‘safe’ spaces in their neighbourhood and what gaps exist in available services
for youth in Hillbrow. Methods: The article draws on data collected in the formative phase of the ‘Wellbeing of Adolescents in Vulnerable
Environments’ (WAVE) Study of challenges faced by adolescents (15–19 years) growing up in impoverished parts
of five cities. This article reports on analysis using only data from the Johannesburg site. Using both purposive and
snowball sampling to select participants, we conducted in-depth interviews (n = 20) and community mapping
exercises with female (n = 19) and male (n = 20) adolescents living in Hillbrow, as well as key informant interviews
with representatives of residential shelters, CBOs, and NGOs working with youth (n = 17). Transcripts were coded
manually and analysed using an inductive thematic analysis approach. Results: Both girls and boys reported high exposure to witnessing violence and crime. For girls, the threat of sexual
harassment and violence was pervasive, while boys feared local gangs, the threat of physical violence, and being
drawn into substance-abuse. Home was largely a safe haven for boys, whereas for girls it was often a space of
sexual violence, abuse and neglect. Some adolescents developed coping mechanisms, such as actively seeking out
community theatres, churches and other places of sanctuary from violence. Community-based services and shelters
that support adolescents reported a lack of resources, overall instability and difficulties networking effectively. Conclusions: Adolescents in Hillbrow commonly witnessed and had direct experience of many forms of violence
in their environment, and these experiences differed markedly by gender. Interventions that build young peoples’
social capital and resilience are essential for reducing violence-related trauma and long-term health and social
consequences for adolescents in this community. Keywords: Adolescents, Violence, Inner-city, Gender, Low-income, SOUTH Africa, Johannesburg The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Page 52 of 122 Page 52 of 122 Data analysis Audio files of the IDIs and community mapping discus-
sions were transcribed and translated into English, where
necessary, with quality checks on the translations con-
ducted by the site Principal Investigator. Analysis was
carried out manually by two authors (FS and DB), who
read the transcripts to identify initial themes and develop
a coding structure using an inductive thematic analysis
approach [31]. Transcripts of IDIs with adolescents and
community mapping activities were combined for the pur-
poses of analysis and then coded using a set of key themes,
with additional themes added iteratively as the analysis
proceeded. Girls’ transcripts were analysed separately from
boys’ transcripts, and the coding structure was set up to In-depth interviews
d
h In-depth interviews (IDI) were conducted with 20 ad-
olescents at a research clinic in Hillbrow, using a
semi-structured discussion guide with questions about
personal perceptions and experiences of danger and
safety in Hillbrow. In addition, key informants were
interviewed about their experiences working with youth
and about the experiences and life challenges faced by
adolescents in the area. Interviews were facilitated by
two trained female researchers from WRHI and lasted
roughly an hour each. IDIs were conducted in English,
and two local languages (IsiZulu and Sesotho). Notes
were taken and interviews recorded using digital audio
recorders. Recruitment and data collection During provisional mapping of shelters and services for
young people in Hillbrow, the research team met with
representatives of a diverse range of organisations work-
ing with youth in Johannesburg spanning the health,
education, social welfare services and housing sectors. Through a combination of purposive and snowball
sampling, these representatives were invited to partici-
pate as key informants, and were asked to introduce
the researchers to adolescents who could potentially be
invited to take part in the study. Additional adolescent
participants were recruited directly from schools and
youth shelters in the area by two trained female re-
searchers, following the distribution of recruitment
fliers in local streets, parks, churches, and the research
clinic. Methods Data presented in this article were collected during for-
mative research in the WAVE study, the full methods of
which are described in detail elsewhere [6]. Study protocols,
researcher training and consent procedures were standar-
dised across sites. Methods included key informant inter-
views, in-depth interviews, community mapping and linked
focus group discussions. In the Johannesburg site, commu-
nity mapping involved only adolescents (15–19 years) living The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Page 53 of 122 Page 53 of 122 in Hillbrow at the time of the study (n = 39), as did the in-
depth interviews (n = 20). Key informants (n = 17) included
representatives of residential shelters, community-based or-
ganisations (CBOs), and non-governmental organisations
(NGOs) working with youth.2 at a local residential shelter. The groups were gender
distinct and divided by age (15–16 years old and 17–
19 years old). Mapping was facilitated by two female re-
searchers, trained by the lead qualitative investigator on
the main WAVE study (KM), through the use of video
clips and role-play exercises using the research instru-
ments [6]. Discussion in the groups took place in English
and two local languages – isiZulu and seSotho – and
each session lasted between one and two hours. Partici-
pants were provided with flip chart paper, pens and
stickers to produce the maps. Following the community
mapping exercise, a focus group discussion was held
with each group to collect additional information. Study setting
Hillb
i Hillbrow is a densely populated inner-city neighbour-
hood in central Johannesburg (an estimated 100,000 in-
habitants in one square kilometre), with many high-rise
apartment blocks, entertainment venues, small retail
shops and informal traders. It is often the first place in
which newcomers to the city settle. Hillbrow’s large mi-
grant population incorporates economic migrants from
other provinces of the country, as well as refugees and
immigrants from across the continent and beyond. These newcomers are at the receiving end of pervasive
regional xenophobia, and they are socially and econom-
ically marginalised, living in makeshift, overcrowded and
often unsafe dwellings [27]. Participants were not expected to produce cartograph-
ically accurate maps of Hillbrow, but rather to draw a
schematic representation of the neighbourhood based on
how they experienced it as residents (See also [29, 30]). Recreational areas, apartment blocks, schools, libraries,
and other venues were drawn, and participants circled
those where they felt safe or unsafe by day and night. The activity created much animated discussion, which
was audio-recorded. Images of two maps are included
here as examples of the end products generated through
this process (see Figs. 1 and 2). In quantitative findings of the WAVE study, many
Johannesburg adolescents interviewed were living in
unstable housing, often in single-parent households or
lodging with relatives [28]. They reported low levels of
support from caring family members and from neighbour-
hood resources, and had a much poorer perception of
their physical environment than their counterparts in
other cities [7]. Hillbrow, as they described it, was charac-
terised by dirty and decayed buildings, overcrowded living
conditions, garbage and sewage spilling onto the streets,
and chronically neglected public infrastructure. Community Mapping Only adolescent boys (n = 20) and girls (n = 19) took
part in these mapping activities. Eight mapping groups
of between three and six participants were formed, and
these met separately at the research clinic in Hillbrow or Page 54 of 122 The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Fig. 1 Girls’ map of Hillbrow. Legend: Red stickers show residential places; blue stickers = schools; yellow stickers = churches and religious
buildings; orange stickers = places where young people hang out; brown stickers = libraries, cyber cafes. Circled in yellow = feel safe during day;
circled in blue = feel safe at night; circled in red = don’t feel safe during day; circled in black = don’t feel safe at night Fig. 1 Girls’ map of Hillbrow. Legend: Red stickers show residential places; blue stickers = schools; yellow stickers = churches and religious
buildings; orange stickers = places where young people hang out; brown stickers = libraries, cyber cafes. Circled in yellow = feel safe during day;
circled in blue = feel safe at night; circled in red = don’t feel safe during day; circled in black = don’t feel safe at night enable comparison of adolescents of different ages. Coding
of transcripts concluded when all data had been assigned
to a code and saturation achieved. the terrain of Hillbrow. Key coding themes from analysis
of key informant interview transcripts included: nature
and scope of work; interaction with adolescents; greatest
challenges in service provision; and the impact of the
Hillbrow environment on young residents. The final set of key themes included: public violence
and crime; gang violence; sexual abuse; nature of home
life; greatest concerns or worries; positive/negative as-
pects of living in Hillbrow; reflections on how girls’ and
boys’ experiences of violence differed; availability of local
support services; and safe spaces. Analysis of the maps
developed during community mapping exercises in-
volved assessment of their layout, a count of ‘safe’ and
‘dangerous’ spaces, and their physical distribution across Our analysis was also partly informed by narrative
analysis, taking the position that adolescents’ accounts
about everyday life are not solely descriptive but are
meaningful acts, potentially both socially powerful and
personally empowering [32, 33]. Community Mapping As such, their narratives
are commentaries about the lived world as well as idea-
lised worlds [34], and provide insight into young peoples’ Page 55 of 122 The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Fig. 2 Boys’ map of Hillbrow. Legend: Red stickers show residential places; blue stickers = schools; yellow stickers = churches and religious
buildings; orange stickers = places where young people hang out; brown stickers = libraries, cyber cafes. Circled in yellow = feel safe during day;
circled in blue = feel safe at night; circled in red = don’t feel safe during day; circled in black = don’t feel safe at night Fig. 2 Boys’ map of Hillbrow. Legend: Red stickers show residential places; blue stickers = schools; yellow stickers = churches and religious
buildings; orange stickers = places where young people hang out; brown stickers = libraries, cyber cafes. Circled in yellow = feel safe during day;
circled in blue = feel safe at night; circled in red = don’t feel safe during day; circled in black = don’t feel safe at night characteristics, we tackle each of these themes below. Firstly, we report on the multiple forms of violence ex-
perienced by young people in Hillbrow’s public spaces,
followed by a look at what domestic life holds for them:
is home necessarily a safe haven in this setting? Then,
we consider how Hillbrow’s adolescents identify ‘safe’ coping strategies, resistance to victimisation, and aspira-
tions for the future. Sample overview In total, 59 adolescents took part in the study (commu-
nity mapping = 39; IDIs = 20). Equal numbers of girls
and boys took part in the IDIs, while the community
mapping involved 19 girls and 20 boys. On average, the
17 key informants interviewed (10 female, 7 male) had
worked with youth for 10 years, with experience ranging
from 1 to 36 years. Among the adolescent IDI participants, four boys and
three girls reported having at least one deceased parent. Some participants lived with relatives as their parents ei-
ther could not afford to take care of them or lived too
far away, and two of the girls lived in a shelter because
they had been expelled from home by relatives. Virtually
all participants made some reference to financial hard-
ship in their households, but for at least half of the girls
interviewed, these hardships were acute: where money
for food, school fees and rent was often inadequate. Two
girls had recently experienced interrupted schooling owing
to a lack of finances. Earning a small income through in-
dependent, part-time work appeared to be more common
among boys (fixing cars, selling flowers or recording music
for local DJs) than girls (braiding hair). Two girls men-
tioned receipt of state child support grants, but claimed
these funds were being collected by relatives and used for
other purposes. p y
Not all gangs were regarded as violent, however. Local
groups such as the ‘Pantsulas’, ‘Bourgeois’ and ‘Hip-hop-
pers’ were apparently better known for their music and
clothing preferences, and for characteristic styles of dan-
cing. But intense competition among local gangs, even
those defined more by dancing than by a penchant for
violence, meant that physical conflict routinely erupted
between them, particularly when sexual liaisons devel-
oped across gang boundaries. Boys explained that young
people who were simply bystanders could inadvertently
be drawn into these competitive and intrinsically violent
interactions. One popular gang in the neighbourhood,
they claimed, was the ‘Izikhothane’, modelled on a no-
torious youth sub-culture that originated in Soweto in
the early 2000s [35]. Izikhothane members would wear
luxury branded clothes and nihilistically flaunt wealth
they did not have. They were said to tear up banknotes
and clothes “and throw [them] at you”. Sample overview Boys said they
felt “ashamed” when confronted with Izikhothane, and
hinted at how the gang ethos fused local constructions
of masculinity with the glorification of ostentatious dis-
plays of consumerism: Results Four distinct thematic areas emerged from an analysis
of our findings. Following a brief overview of sample The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Page 56 of 122 Page 56 of 122 from rugby practice. I was coming there by Shoprite
and it was dark and I think it was probably around
eight thirty in the evening…I was traumatised…I was
alone and I was shocked.” (Tshepo,3 15 year-old boy) and ‘unsafe’ areas in the neighbourhood, and navigate
these spaces to minimise risk. This section reflects on
how these young people make sense of their environ-
ment and deal with negative stereotypes about Hillbrow
in surprisingly positive ways. Finally, we present data
on the availability and quality of support services in
Hillbrow, from the perspectives of service providers and of
the young people they are intended to serve. Participation in petty crime and substance abuse was
allegedly required for membership to some male gangs
that populated the Hillbrow landscape, intimidating people,
stealing cell-phones and instigating violent clashes. A gang
known as the ‘Vandals’ apparently used plastic rulers to
search for phones hidden on the bodies of their victims. Their modus operandi was simple and effective: “They take
people’s phones, they hit people, they ask you for money, you
say no, the next thing they hit you” (Karabo, 16 year-old
girl). Another gang known as the ‘CMFs’ (“Crazy Mother
Fuckers”) were known for stealing and stabbing. They were
“…always drinking alcohol and if you quarrel with one of
them they all come to you because their slogan is ‘touch one,
touch all’” (Busi, 16 year-old girl). Participants described
how the determination of certain gangs to protect their turf
meant that spatially, Hillbrow was divided into a number
of tightly controlled ‘no-go’ areas. Those who strayed
into their territory – whether members of other gangs
or not – were likely to be punished with threatened or
actual physical violence. “…they took my cell phone from me and they had a
knife and that happened when I was coming back “Outside these walls it’s dangerous”: violence in
Hillbrow’s public spaces In the narratives of adolescent participants, the social
environment of Hillbrow was dominated by violent crime,
substance abuse, and sex workers, a place where drugs
were routinely sold in the open. Police intervention in
Hillbrow was described by most as virtually non-existent,
with the only effective protection against violent crime be-
ing that offered by armed guards hired by private security
companies and reserved for the neighbourhood’s enter-
tainment venues. Drug- and alcohol-fuelled fighting in
public spaces was reportedly a common occurrence,
along with mugging and petty theft. One boy recounted
his experience of the latter just a few days prior to the
interview. “…some of us want to live a peaceful life and it’s not a
nice thing if you go out there and someone says ‘look
at this one, the poor one, he’s got nothing and we’ve got
this and that’. And that won’t make you feel good
about yourself…you will end up beating them up
because that person will be embarrassing you. And it “…they took my cell phone from me and they had a
knife and that happened when I was coming back Page 57 of 122 The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Page 57 of 122 would be worse if there were girls around because you
don’t want to be embarrassed in front of women.”
(Boys CM 2402) that xenophobic attitudes were preventing these migrants
from accessing local health services. Finally, in addition to direct, personal experiences of
violence, both boys and girls reported commonly witnes-
sing acts of violence in public. While none of the boys reported membership to a
gang or direct experience of violence inflicted by gang
members, some had witnessed others being attacked and
mugged. They expressed anxiety about the need to avoid
encountering these gangs in their day-to-day interac-
tions. Overall, boys’ detailed descriptions of adult male
gang behaviour revealed an acute awareness of how their
presence in Hillbrow was impacting on the ability of all
residents to feel safe. “…we see a lot of things. We see people fighting,
drinking, we see pornography live. “They know that if they speak something, uncle will kill
me”: Violence in the home Others spoke of their reluctance to visit bars in the
area, because they could expect to encounter men who
were “too touchy-touchy [laughter]” (Girls CM 0404). Rose (17 year-old girl) described being targeted sexually
by the leader of a local gang: Compared to descriptions of violence in the public
spaces of Hillbrow, violence in the home was charac-
terised by an even more profound gender asymmetry, in
that it was raised almost exclusively by girls. Their stor-
ies took three broad forms: direct experiences of sexual
violence; witnessing domestic violence; and experiencing
emotional abuse and neglect. “Every time I come to Hillbrow, I am scared that I
might meet him. […] When I see him I have to kiss
him, like really…I’m scared he will hit me, like really
bad. […] Yes! ‘I will slap you, if you don’t kiss me now
like really I will point you, I will take out my knife, I
will stab you…’.” Accounts of sexual violence in the home mostly in-
volved perpetrators who were known to the girls. Fifteen
year old Thembi, who was perinatally infected with HIV
and currently not attending school, stayed with her aunt
and uncle following her mother’s death from AIDS. While her aunt was away from home for some time,
Thembi was subjected to repeated rape by her uncle – Many adolescents drew connections between sexual
violence, transactional sex, and the drug trade – which
they believed had been boosted in the area by the pres-
ence of foreign men. Indeed, allegations that foreigners
were the primary source of crime in Hillbrow were com-
mon. Portia (19 year-old girl) spoke about harassment
by “foreign guys selling drugs” in public: “…one evening [he] came home and started touching
my private parts and told me that he is going to teach
me how to please a man and he raped me. And this
happened several times until I told my aunt about it
and she didn’t believe me, but took me to the clinic …
she asked that I be given family planning injection.”
(Thembi, 15 year-old girl) “…like if you are walking by them they will be pulling
you, [saying] ‘come here my friend I will give you this,
anything you want in this world.’ What is that? ‘Cos
the guy knows he sells drugs, all he wants to do is spoil
my life. “Outside these walls it’s dangerous”: violence in
Hillbrow’s public spaces We just see it there,
people raping each other …” (Cécile, 16 year-old girl) While boys residing at the Twilight Shelter returned
by 18 h00 every evening – for their own safety – they
still frequently witnessed violence from the confines of
the shelter; they “would see people fighting outside, if
looking out the window” (Boys CM 0302). Unsurpris-
ingly, the witnessing of such violence was said to have
clear mental health consequences: By contrast, girls’ narratives focused much more on
their personal experiences of sexual harassment in the
public spaces of Hillbrow – mentioned by almost all
girls in the IDIs. This was commonly referred to as be-
ing “pulled on the street”, and reflected how the simple
act of moving around in public was a deeply gendered
one. Girls in a community mapping group explained, “Kids experience a lot of fighting in the community,
when someone is fighting someone, and taking the
bottle to strike someone with this bottle, that is not
something good for a child to see. It goes deep into them
and it depresses them.” (KI09; male orphanage director) “When you walk around they [men] call you…Yes and
say things such as ‘my size, hey my size come here’, I
will give you money.” (Girls CM 0304) “They know that if they speak something, uncle will kill
me”: Violence in the home They know that if they speak
something, uncle will kill me…The children are living
in fear.” (KI09, male orphanage director) This absence of a positive adult role model was also
keenly felt by 17 year-old Zama, who lived with her sister
and her sister’s partner, whose emotional abuse led her to
frequent thoughts about running away. Her mother died
in 2000, and she has never met her father. A second form of violence in the home involved the
witnessing of domestic violence. Rose described watch-
ing her sister being beaten up by her partner, to the
point where she was unable to walk. Although the police
were called, “they didn’t come”, forcing Rose to go to the
police station the following morning to open a case of
assault. Similarly, Busi described her failed attempts to
intervene when her father was abusive: “At times I get angry when I am at home because we
live with my sister’s boyfriend and I don’t like him
much, we don’t get along...When he gets home drunk
he will start telling my sister about how useless I am
and that he doesn’t like me.” (Zama, 17 year-old girl) “My dad abuses my mom when he is drunk… He
swears at my mom and it happens every time he is
drunk...It makes me feel terrible, bad and sad. I try to
stop him and he always tells me not to defend my
mother because he will hit me.” (Busi, 16 year-old girl) None of the boys reported having being rejected or
chased away by their families, nor did they report experi-
encing physical abuse in the home. In the final sections
below, we explore how adolescents in our study have
responded to these experiences of violence – whether
remaining silent, tapping into support services in their
environment, or forging their own strategies for coping
and staying safe. Such responses are crafted against the
backdrop of how residents of Hillbrow imagine and inter-
act with its physical spaces. Nineteen year old Sello recalled witnessing his father’s
violent attacks on his mother over the course of several
years, eventually culminating in his parents’ separation. Sello was the only boy who reported domestic violence
in his home. “They know that if they speak something, uncle will kill
me”: Violence in the home You know, he wants to sleep with me…” Efforts to tell other adults in her surroundings, includ-
ing a neighbour, led to further victimisation: “ I told her what my uncle is doing to me and she
asked my aunt about it and she [the aunt] said that I This perception contrasted starkly with key informants’
main concern in relation to foreigners in Hillbrow, namely, Page 58 of 122 The Author(s) BMC Public Health 2017, 17(Suppl 3):441 am lying, that I want to take her man from her, so she
beat me after the lady left… she told me that I am
lying and called me a ‘whore’.” (Thembi) her of using witchcraft against his own children. She then
went to stay with an aunt, “I had to clean the house, wash her clothes, her son’s
clothes, her daughter’s clothes and her husband’s
clothes and I had to cook and everything, and sometimes
she would not give me food.” (Cécile, 16 year-old girl) Thembi’s was the only direct experience of rape re-
ported by participants, but it nonetheless highlights a
more general absence of positive adult role models for
young people in this area, including recourse for young
people experiencing sexual violence in their homes. It is
perhaps not surprising that key informants remarked on
the under-reporting of abuse in the home as a significant
challenge in their work. The director of a local orphan-
age alluded to even greater violence that awaited victims
who spoke out about their abuse, although did not pro-
vide specific examples of such extreme retribution: Cécile then left her aunt’s house and moved into the
shelter. In the interview, she reflected that it “hurts a
lot” to not live with her mother and siblings anymore,
and that growing up without parental guidance was a
real challenge. “…living life away from them, it’s painful because life
in this place is hard. You get into the adolescent stage
and you don’t know who to trust, who to go to give you
advice then the things people do here, you don’t know
if this is good or this is bad.” (Cécile) “You see the problem here is that so many girls have
these problems [sexual abuse] and they don’t talk. They keep it a secret…these children are small, but
they are scared of people. “They know that if they speak something, uncle will kill
me”: Violence in the home Thirdly, and perhaps less easy to categorise, was a
form of emotional abuse and neglect experienced at
home by girls such as Lerato, Cécile and Zama, who
had been separated from their parents, either by death,
poverty or conflict in the family. As a consequence,
they stayed with relatives in somewhat precarious home
circumstances, were often made to carry out the major-
ity of the housework, including caring for younger sib-
lings, and at times made to feel unwanted. Living in a
shelter at the time of the interview, Cécile had been
thrown out of her home by her step-father who suspected Geographies of danger: finding safe spaces and reframing
violent realities At first glance, the community maps produced by ado-
lescent participants in our study simply lay out the
spatial arrangement of Hillbrow: the streets, apartment
buildings, shops, the police station, churches, parks, and
schools, and so on. Closer examination reveals that they
also depict a ‘geography of personal danger and safety’. As the social realities of living in Hillbrow were plotted
onto representations of its physical spaces, isolated pockets
of safety emerged amidst this complex terrain. As with the The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Page 59 of 122 exposure to violence in public and at home, there were
clear gendered differences in how this precarious geography
was lived and imagined. Boys tended to avoid places where they were likely to
encounter peer pressure to engage in physical conflict or
substance use. One boy even framed this strategy as a
need to be safe not only from “the outside world” but
also “from my own danger” (Boys CM 2402). Churches
were identified as potential ‘sanctuaries’ regardless of
gender, while schools were only mentioned by boys as
offering protection from outside dangers. Girls cited in-
stances of sexual harassment by schoolmates, suggesting
that in this respect at least, schools were no different to
other public spaces, where such harassment was the norm. g
Overall, boys’ and girls’ maps differed mainly in relation
to the number and dispersal of ‘safe’ spaces identified across
Hillbrow. Figures 1 and 2 illustrate this pattern well: the
girls’ map (Fig. 1) identifies only a few places concentrated
in a small area of the neighbourhood as ‘safe’, suggesting
that girls’ movement beyond this cluster is probably quite
limited. Areas identified as ‘unsafe’ by the girls are specific
sections of streets that are main thoroughfares or access/
exit points to Hillbrow, which in turn corresponds to their
complaints of being “pulled on the street” by men, and of
needing to find alternative routes when “being sent” to run
errands, or when walking to and from school (see below). The boys’ map in Fig. 2, by contrast, identifies more loca-
tions as ‘safe’, and these are scattered across a wider area. Retail and entertainment venues, which pose the risk of
muggings and alcohol-fuelled violence, were cited most as
‘unsafe’. Geographies of danger: finding safe spaces and reframing
violent realities Age did not appear to be a strong factor shaping
these maps – except in one respect, namely, that older girls
(17–19) seemed more aware than their younger counter-
parts of which entertainment venues served alcohol – de-
scribed as dangerous but also enticing – and hinted at their
own patronage of these venues. While one might expect young people to regard their
homes as ‘safe spaces’, importantly, this association was
heavily contested within the girls’ mapping groups. Those
who asserted that they felt safe “at home” or “in flats” were
almost always challenged by fellow group members who
had experienced otherwise. One girl specified, “I feel safe
only on my floor, because we lock” (Girls CM 1805), while
others contended, “no, I don’t feel safe at our flats” (Girls
CM 0404) and even claimed, “your flat is full of thugs…
they mug you around there” (Girls CM 0404). By contrast,
boys from a shelter were unanimous in identifying this
home as a safe haven from street violence, “from people
who might mug you and also from gunshots”. Another said, “[In Twilight Shelter] there is always protection… We
are safe from drugs, crossfires, crime, human trafficking
and a lot of bad things out there.” (Boys CM 2402) Since virtually all public spaces were regarded as dan-
gerous after dark, few participants had direct experience
of the city at night, particularly those who lived in shelters,
which had strict curfews. For girls, freedom of movement
was also limited after school and on weekends to their
own homes, the homes of friends, churches, or well-
populated shopping areas. The observation of sixteen-year
old Busi was a common one: “I am only with my friends
on weekends and we never go anywhere. We just play
around our flat”. Geographies of danger: finding safe spaces and reframing
violent realities In contrast to those
who blamed foreign migrants for the unsafe streets of
Hillbrow, other participants embraced the diversity of
this neighbourhood, crediting its cosmopolitan make-up
with broadening their exposure to a variety of people,
languages and diverse points of view: In the long run, these perspectives point to promising
signs of resilience among some adolescents – both male
and female – for it is the ability to reframe their sur-
roundings in more positive ways that may ultimately
serve to lessen the risk, fear and trauma associated with
living in the inner-city. An imperfect stop-gap: support services for vulnerable youth
Beyond the construction of certain physical spaces as
‘safe’, however, adolescent participants also commented on
the scarcity of external support services and interventions
available to help them should they ever become victims of
violence. A dominant theme here was that while psycho-
social support – particularly counselling services – was
known to exist in theory, many adolescents were either
not aware of how and where these services could be
accessed, or (based on prior experience) they doubted
their ability to meet their needs. Some were unaware that
services targeting youth existed in Hillbrow at all. “…there are lots of opportunities and it’s all about
what you make out those opportunities… So Hillbrow
is a fantastic place to us…But it’s all about what you
make out of it.” (Boys CM 2402b) Mbali (18 year-old girl), who had moved from Kwa-Zulu
Natal to live with an aunt in Hillbrow, stated that “staying
in places like these, where there are lots of people opens
your mind; it’s not the same as living in the rural areas”. In a girls’ mapping group, one participant even exclaimed,
“it’s a cool place to be….I am proudly Hillbrowian! (laugh-
ter)” (Girls CM 0304). From the perspective of service providers, however, the
nature of this gap between demand for and supply of psy-
chosocial services was more complex than ‘mere’ lack of
awareness. One key informant who had grown up in the
neighbourhood was running a peer education organisation
in Hillbrow which was struggling to secure the necessary
funding and support. In his estimation, adult residents in
Hillbrow did not “have time to come and donate and see
what their children are getting up to when they are out”. Geographies of danger: finding safe spaces and reframing
violent realities It’s just I
take it as a joke.” it as like insulting or something like that. It’s just I
take it as a joke.” it as like insulting or something like that. It’s just I
take it as a joke.” levels of anxiety and stress and indicated that coping
with constant fear was a challenge. Sixteen year old Busi
reflected that: “There is nothing easy about staying in
Hillbrow, everything is difficult”, while Thembi’s struggles
to cope with trauma following sexual violence were
heightened by the intense isolation and lack of support
she experienced living at a shelter. She occasionally vis-
ited an aunt and some cousins on weekends, but this
was about to change: Evidence of self-motivation and agency in the face of
adversity
appeared
also
in
the
narrative
of
Cécile
(16 years), a young Congolese woman living in a Hill-
brow shelter for girls. A sense of hope was palpable in
her vision for the future, which involved a commitment
to improve both the shelter and the neighbourhood that
had taken her in. “…they said they don’t want me there anymore and
they told the social worker that. […] No one visits me. I don’t have friends.” (Thembi) “I want to be an attorney because of the things I see
here. I see that there is lot of injustice and unfair trials
in this place, so I want to make a difference and my
first pay check should be given to this [shelter] to help
it become better.” (Cécile) Despite this somewhat grim picture, however, other
narratives embodied a strong sense of survival against
the odds, and even an expression of community pride in
Hillbrow. Tshepo (15 year-old boy) reckoned, “it’s not
safe living in Hillbrow but we survive”, while Sandile
(18 year-old boy) claimed, “I enjoy it a lot. It’s a good
place even though there is crime”. “…there is just something that’s lacking between the
service provider and the people needing this service. Geographies of danger: finding safe spaces and reframing
violent realities Even one of the boys commented on the
apparent ‘informal curfew’ that applied to girls in Hillbrow
and limited their mobility: Encounters with potentially violent petty criminals on
the streets of Hillbrow were seen as almost inevitable,
but steering clear of well-known dangerous routes dur-
ing the day was a common tactic, particularly for girls:
15 year-old Lerato’s mother could not allay her fears of
“kids who stay at Umshangani Park”, whom she passed
when running errands for adults in her household, “be-
cause she [her mother] knows that if they come for me
then they’ll come.” Lerato’s only strategy – and one that
demonstrated agency – was to “take a different direction”
on her route in the hope of avoiding them. “Girls have to be home around six because of their
safety, while we as boys can be home around ten in the
evening.” (Joe, 16 year-old boy) For others, coping with life in a violent environment
was easier when one had become desensitised to its effects. Vusi (15 year-old boy) had witnessed so much violence in
his neighbourhood it had become ‘normal’: The Hillbrow Theatre was a space identified by all girls’
mapping groups as ‘safe’. This complex, which hosts after-
school drama, dance and music programmes for young
people in the inner-city, is a popular spot, particularly in
the afternoons and on weekends. For boys, libraries and
internet cafes were popular retreats, along with parks,
which enabled them to “relax” and “refresh your mind”. “I guess for me it’s normal because I have lived here
most of my life. Like some of my friends when they
come here they tell me that Hillbrow is dangerous and
stuff like that, but for me I guess I know that it can be
dangerous. I have seen people die here and whatever
but you know, it’s something I am used to.” “…because during the day there are people there [in Berea
Park] doing different activities such as exercising and all
that…the atmosphere is great…it makes you be at ease. And there are security guards there.” (Boys CM 2402b) Vusi’s apparent nonchalance was not shared by all. Some participants – girls in particular – alluded to high The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Page 60 of 122 it as like insulting or something like that. Geographies of danger: finding safe spaces and reframing
violent realities For him, there was no shortage of potential resources –
organisations, services and safe spaces – on which young
people in Hillbrow could draw. But these resources were
under-funded and under-used, owing to chronic apathy
and a series of “disconnects” between the services and
their target populations. Regardless of adolescents’ own thoughts on Hillbrow,
however, they were often confronted with the negative
perceptions held by others. As one girl put it, “there is a
perception that when you say you stay in Hillbrow, you
prostitute yourself or you drink alcohol or you take
drugs” (Mbali). Most participants recounted being teased
by peers who lived in townships, and having to either ig-
nore the teasing, defend their reputations, or even pre-
tend that they lived elsewhere – acts that in themselves
became forms of agency and resilience. Vusi was one of
the few who seemed able to brush off these remarks: “…at school people call me a drug dealer and say
things like I am a criminal and stuff like that, you
know, just the typical stereotype. […]Well I don’t take “…there is just something that’s lacking between the
service provider and the people needing this service. Page 61 of 122 Page 61 of 122 The Author(s) BMC Public Health 2017, 17(Suppl 3):441 You know people still need to be convinced as to why
do we need this service.” (KI10; male community
organisation leader) mentors. She offered specific recommendations for these
mentors to lead “groups that would motivate youth as to
how they should handle life”. Her suggestion highlights
one way in which existing services and organisations could
become more responsive to the needs of adolescents: by
addressing the longer term problem of absent positive
adult role models, rather than only providing a temporary
‘stop-gap’ service for youth who are victims of violence. Other key informants spoke of numerous challenges
facing services that attempt to target local youth with
recreational activities. These included chronic under-
funding and inadequate coordination with the police
and other social service agencies. Key informants work-
ing in psychosocial services noted the continuing stigma
around sexual abuse, particularly for male victims, which
accounted for the profound under-reporting to police
services, and the low uptake of sexual abuse counselling. A female manager at a national counselling organisation
commented on her observation of serious mental health
problems among youth. Discussion Adolescents’ narratives about everyday life in Hillbrow
painted a picture of pervasive violence, with armed mug-
gings, gang-related violence, crime linked to substance
use, sexual assault, and domestic violence all unfolding
against the background of flawed public policing and so-
cial service systems, which have largely failed the people
of Hillbrow. Local service providers describe valiant ef-
forts to run programmes for youth while facing limited
resources, virtually non-existent engagement from adults
in the community, and at times, direct obstruction from
public sector representatives. The broader context is one
in which a weakened civil society is confronting a growing
lack of infrastructure and accountability. Many NGOs and
CBOs in South Africa experienced serious funding de-
clines after the democratic transition in 1994. Rising
antagonism from government, particularly intense in
the last decade, has further undermined the ability of
these organisations to effectively advocate on behalf of
the increasingly marginalised communities they repre-
sent [36]. Such underlying structural factors compound
the poverty-linked vulnerability of young people in
Hillbrow, but could also be generalizable to other urban
slums – particularly those in Latin America, which mir-
rors South Africa’s levels of poverty and inequality, and
has similar examples of poorly controlled urbanisation
and spatial segregation [37]. Indeed, evidence emerging
from our study suggests that everyday violence in Hillbrow
is “invisible” and “normalised” in much the same way that
Scheper-Hughes has shown in her study of violence in
impoverished, inner-city Brazil [38]. Echoing the key informant who was concerned about
self-harming behaviour, another noted that young boys
“…don’t know what to do with their feelings…it leads to
quite a lot of underlying anger simmering from hopeless-
ness” (KI016; female counsellor). While we did not expli-
citly pose the question of young people themselves
perpetrating violence, examples of this did emerge in the
data, particularly in relation to children living on the
streets: “…when they first arrive, you will see that a child [is]
not violent, but once they start staying on the streets
they learn all those tricks to survive on the streets,
maybe they are fighting to wash somebody’s car…they
are also fighting to carry somebody’ bag. It's a serious
issue. Geographies of danger: finding safe spaces and reframing
violent realities Among the greatest problems
was a pattern of suicidal ideation and self-harming be-
haviour, which she attributed to being “exposed to things
that they don’t have the emotional capacity to deal
with”. Often undiagnosed, even when these cases do
come to light, “there are no resources” to support refer-
rals into proper care. This was also true of referrals for
young people with substance abuse problems. Without
prompting, Sandile (18 year-old boy) expressed aware-
ness that his own drinking had become harmful – “I
drink too much, but can’t seem to stop” – and which he
was attempting to address alone. Discussion The question
then becomes: in settings of heightened vulnerability for
young people, would compliance with these gendered
roles potentially safeguard their access to networks and
sources of social capital, thereby shoring up resilience – or
render them even more vulnerable? harmful patterns and build new positive social norms. Arguably, this requires structural interventions that
directly engage with the gendered patterns of violence
in this setting and the gendered differences in local al-
cohol and drug use, as suggested by this study and
confirmed by other research [40]. Outside of the home, individual strategies developed
by both girls and boys in Hillbrow to minimise risks of
violence are similar to those documented more than
15 years ago among women working in this area (mainly
rubbish collectors and sex workers) [41]. To cope with
the daily risk (and fear) of rape, they created “avoidance
zones” around particular streets and public spaces, largely
based on prior experience. Adolescents in our study simi-
larly constructed ‘safe’ spaces amidst a plethora of areas in
the neighbourhood known to be dangerous, and structured
their daily movements accordingly, to minimise their risk
of exposure to violence. These strategies have limited use
in the long term, however, as they restrict the physical
mobility of young people – particularly of girls, who
are subjected to sexual harassment in public spaces in
this setting in ways that boys simply do not experience. This limited mobility has implications for girls’ ability
to access information, care and other public resources,
constraining their access to social networks and other
sources of support to the few areas of Hillbrow in which
they feel ‘safe’. Studies of low-income urban communities in the
Cape, where male gang activity and community vigilant-
ism are rife, have found that boys experience higher
levels of violence-related trauma than girls in the same
areas [4]. Our findings on male gangs in Hillbrow sug-
gest a need to revisit the assumption that gang-related
violence is restricted to the Cape. And while we did not
measure trauma levels among participants per se, the
qualitative findings on the high burden of sexual vio-
lence experienced by girls suggest that Hillbrow may be
a place where this gender asymmetry is inverted. Discussion In this
respect, our findings echo the quantitative analysis in
the larger WAVE study, which found that adolescents in
the Johannesburg site displayed extremely high rates of
depression (41.1% of males and 44.6% of females above
the cut-off point for mild depressive symptomology) and
PTSD symptoms (54.5% of males and 67.0% of females)
[28]. The experiences of girls in our study highlight the
extent to which their sexual availability for men is as-
sumed is this setting, along with the expectation that
girls will occupy the position of domestic servitude
within the household reserved for them. How do we craft appropriate and effective responses
to this situation? Aside from the critical need for improve-
ments in the physical environment, properly resourced,
gender sensitive and youth-appropriate services are also
required to assist young people who have been exposed to
violence. Arguably, this should take the form of interven-
tions to build social capital and deepen adolescents’ exist-
ing capacities for resilience, rather than being content
with efforts to ameliorate its effects at an individual level
alone, such as trauma counselling [42, 43]. The success of
such resilience-based interventions will depend largely on
the availability of sustained adult and community support. This could take the form of structured adult mentorship
programmes, which may help to protect against trauma
and risk-taking behaviours later in life: research has shown
that a relationship with a caring and committed adult “can
buffer a young person who grows up in a violent and abu-
sive environment from its consequences” [44]. In the absence of positive adult role models, where
families are disrupted and violence against women and
children becomes normalised, the young people of
Hillbrow are left in a precarious position. Yet girls’
lack of personal safety in the home and the experience
of witnessing domestic violence point to generations
of trauma experience. Repeated cycles of poverty and
violence over time create environments that entrench
negative social norms and expectations across genera-
tions – in spite of the aspirational legislation created
after 1994 to counter this. The challenge remains one
of generating structural changes that can break these In reflecting upon adolescents’ narratives about Hillbrow,
we were struck by their descriptions of a community that
yields diverse opportunities for young people, and even
elicits expressions of neighbourhood pride. These senti-
ments existed side-by-side with stories of streets marked
by violence and fear. Discussion You will hardly find a child who has stayed on
the streets who has never fought with any other child.”
(KI12; male shelter worker) Overall, the home circumstances of the girls in this
study appeared less stable and more burdensome than
those of their male counterparts, with the effects of
poverty, alcohol abuse, gender-based violence, domestic
responsibilities and the absence of adult role models
strikingly evident in their descriptions of everyday life. Indeed, the findings on orphanhood and the lack of a
secure home for a sizeable portion of our sample war-
rant further investigation. We may ask whether some
of the young people living in unstable housing and
shelters in the inner-city are there because extended
families are struggling to absorb those orphaned by the
HIV epidemic. From the limited data presented here,
we might also posit that in this setting, boys are more Other key informants considered existing counselling
and support services in Hillbrow to be “geared for
adults” and therefore not youth-friendly, leading to further
limitations around access and impact. On a similar theme,
Rose (aged 17) believed that what young people in Hillbrow
needed most to help them cope with the challenges of their
environment and build resilience, were opportunities
for collective problem-solving under the guidance of adult The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Page 62 of 122 Page 62 of 122 successful than girls at securing an independent income –
however modest – whereas girls appear to be more
dependent on others for financial support. This may be
due in part to the boys’ greater freedom of mobility in
Hillbrow’s public spaces. It also follows a pattern of
traditional gender roles, in which men are expected to
be ‘providers’ for women, and the ability to earn an in-
come becomes a key marker of masculinity [39]. The
stereotype emerges even in the ethos of some male
gangs that appear to have infiltrated the social fabric of
Hillbrow, which reward men who can show evidence of
wealth, and shame those who cannot. Local gender
norms appear to reward male aggression and female
disempowerment, in turn fuelling male gangs and deepen-
ing girls’ vulnerability to sexual violence. Competing interests Co
pet
g
te ests
The authors declare that they have no competing interests. Endnotes
1 1In this article, we use the WHO definition of inter-
personal violence: “the intentional use of physical force
or power, threatened or actual, against another person
or against a group or community that results in or has a
high likelihood of resulting in injury, death, psychological
harm, maldevelopment, or deprivation” (Dahlberg LL, Krug
EG. Violence: a global public health problem. In: Krug EG,
Dahlberg LL, Mercy JA, Zwi AB, Lozano R, editors. World Availability of data and materials
Th d
l
d d
h Our study reaffirms the agency of adolescents in Hillbrow,
even in the contexts of vulnerability currently at play in
these inner-city areas, where exposure to violence is part
of daily life. Young people are reaching out to find positive
recreational spaces, and searching for sanctuaries from
violence in their neighbourhoods to provide them with a
sense of belonging and collective affirmation. Nascent
signs of underlying resilience among adolescents could be
leveraged and expanded through appropriate and ad-
equately resourced community-level interventions, located
within safe spaces close to where they live. For these inter-
ventions to succeed, strong commitment from local and
national stakeholders are needed, along with positive adult
role models and regenerated public institutions, fully ac-
countable to the communities they serve. The datasets analysed during the current study are available from the
corresponding author on reasonable request, and with permission of the
WAVE Study Coordinators and Publications Committee. Ethics approval and consent to participate The study received ethics approval from the Human Research Ethics
Committee at the University of the Witwatersrand, Johannesburg. Written
informed consent was obtained from adolescents aged 18 and 19 years. Adolescents aged 15–17 years gave written assent and their parents or legal
guardians gave written consent. Those who reported personal experiences
of violence were referred for counselling and care at local centres. All participants
were reimbursed 50 ZAR (3.25 USD) as stipend. Funding This research was supported by Young Health Programme, a partnership
between AstraZeneca, Johns Hopkins Bloomberg School of Public Health,
and Plan International, a leading global children’s charity. SDM, JS, FS and DB
were supported in part by a grant from the UK Department for International
Development to the STRIVE Research Programme Consortium (Ref: Po 5244). However, the views expressed do not necessarily reflect the Department’s
official policies. WRHI Research Capacity Building funds were used to fund
the publications charges for the supplement. Authors’ contributions SDM, EV, HB and KM designed the study and secured ethical approval, while
SDM and EV led data collection. FS and DB analysed and interpreted the
data, with assistance from SDM and EV. FS and DB prepared the first draft of
the manuscript, and all co-authors provided input and assisted in finalising
the paper. All authors read and approved the final manuscript. Acknowledgements
f The authors are grateful to all participants in this study, who generously
shared their experiences with us. We also wish to thank Mmarashia Beleng
for conducting interviews, facilitating focus groups, and transcribing and
translating data. Discussion The re-framing of Hillbrow as a
“cool place to be”, as a culturally-diverse neighbour-
hood that was a “good place even though there is
crime”, hints at adolescents’ capacity for resilience and The Author(s) BMC Public Health 2017, 17(Suppl 3):441 Page 63 of 122 Page 63 of 122 report on violence and health. Geneva (Switzerland): World
Health Organization; 2002. p. 1–21). report on violence and health. Geneva (Switzerland): World
Health Organization; 2002. p. 1–21). report on violence and health. Geneva (Switzerland): World
Health Organization; 2002. p. 1–21). report on violence and health. Geneva (Switzerland): World
Health Organization; 2002. p. 1–21). strength in an environment that would appear to offer
little more than hopelessness and despair. These indications
of “everyday resilience” [45] perhaps offer some challenge
to conventional understandings of post-traumatic stress
syndrome as an inevitable response to violence, a response
that “underestimates the human capacity not only to
survive, but to thrive, during and following states of
emergency, extreme adversity, and everyday as well as
extraordinary violence” [45]. 2A Photovoice exercise with 10 adolescents was also
carried out as part of this phase of the study. We do not
present any results from this exercise here. 3All participant names in this article are pseudonyms. “Boys CM” and “Girls CM” refers to Boys’ and Girls’
Community Mapping groups respectively. “KI” refers to
Key Informant. 3All participant names in this article are pseudonyms. “Boys CM” and “Girls CM” refers to Boys’ and Girls’
Community Mapping groups respectively. “KI” refers to
Key Informant. Study limitations CBO: Community-based organisation; CM: Community mapping;
IDI: In-depth interview; IPV: Intimate partner violence; KI: Key informant;
NGO: Non-governmental organisation; PTSD/S: Post-traumatic stress
disorder/syndrome; WAVE: Well-being of adolescents in vulnerable
environments study A number of limitations must be borne in mind when
considering our findings. Firstly, the sample of adolescents
interviewed for the study was small and not randomly
selected, thus limiting the extent to which broader gener-
alisations can be made. Secondly, we did not ask these
participants directly how they coped with living in a vio-
lent environment, and had to rely largely on implicit refer-
ences to coping in order to understand the forms of
resilience emerging in this setting. Finally, our assessment
of local services for adolescent victims of violence draws
entirely on the perspectives of adolescent participants and
a small sample of key informants working in Hillbrow;
analysis of these data would undeniably have benefited
from a more comprehensive audit and formal evaluation
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Supplement 3, 2017: Urban Health at the Edge: A Series on Reproductive
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supplement are available online at https://bmcpublichealth.biomedcentral.com/
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TRAFFIC VOLUMES TEST OF AIRPORT RUNWAY
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THE CIVIL ENGINEERING JOURNAL 1-2021
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TRAFFIC VOLUMES TEST OF AIRPORT RUNWAY
Xingang Shi, Liangcai Cai and Guanhu Wang
University of Air Force Engineering, Department of Airport Construction Engineering ,
Xi’an, China; kgdwxsxg@163 .com, 994174763@163.com, 794599756@qq.com
ABSTRACT
Currently, airport pavement design only considers the different horizontal standard
deviation at the end and the middle of the runway, which had ignored the longitudinal distribution of
airport runway traffic volume (ARTV). Especially for short take-off and landing aircraft, the take-off
and landing distribution are not full of the whole runway. In allusion to the characteristics of ARTV,
this paper developed a test system for the wheel track distribution and conducted a test of a short
take-off and landing aircraft. Based on the statistics and analysis of test results, the horizontal and
longitudinal distribution statistical laws of ARTV were obtained. At last, the longitudinal passage
factor was proposed, and the planar distribution model was established to evaluate the ARTV at
each point of the runway. By comparison with current design specifications, it is indicated that the
pavement thickness will be designed more conservative without considering the planar distribution
of traffic volumes.
KEYWORDS
Airport, Pavement design, Traffic volume, Planar distribution, Influence factors
INTRODUCTION
The design of a new runway requires information on many parameters: including airport
runway traffic volume (ARTV), coverage and pass-to-coverage ratio, mixed traffic analysis if there
is more than one significant aircraft and design life. Among all the parameters, ARTV was defined
as number of aircraft wheel passes the pavement [1]. In the beginning, the ARTV model was
simplified as the uniform distribution [2]. As early as the late 1950s, the USA Air Force had carried
out tests on ARTV. Based on the test data, it was suggested that the airplane wheel tracks were
uniformly distributed in the 1/3 width range of the middle runway [3]. In 1960, Vedros, professor of
USA Army Engineering Laboratory, put forward the Pass-to-coverage ratio to build the uniform
distribution model, which was widely recognized and concerned [4]. The field survey results of
aircraft distribution in Buffalo International Airport and Atlanta International Airport [5][6] shown that
the APTV model was better fitted by a normal distribution.
Review of the pavement design methods in various countries, different considerations were
given to the lateral distribution of ARTV. Airport Pavement Structural Design System in Australia
suggested that the transverse distribution standard deviations of wheel track were 1.8m to 3.4m,
0.8m to 1.8m and 2.4m to 3.2m in runway, taxiway and connection lane, respectively [7]. In 2003
Boeing, in conjunction with FAA, conducted the B747 aircraft wheel track lateral offset tests using
laser testing technology at New York's Kennedy International Airport and Anchorage International
Airport [8][9]. According to the results of previous tests, the standard deviation of transverse
distribution was determined as 30.435 inch (773 mm) in FAA consultation bulletin (150/5320-6E)
[10]. The specification revised in 2016 (AC 150/5320-6F) also adopted the same distribution model
[11] [12]. It is assumed that the lateral distribution of wheel tracks is standard Beta distribution in
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--------------------------------------------------------------------------------------------------the Guideline on PCN Assignment of Netherlands [13]. The wheel tracks standard deviations of
take-off and landing are recommended as 2.4 m and 2.6 m for 45 m runway width, 2.4 m and 3 m
for 60 m runway width. In the pavement design guidelines for Japanese airports, the distribution of
front landing gear in the cross direction of runway is classified according to the design load. The
range of runway standard deviations for take-off and landing are 0.42 m to 0.91 m and 1.31 m to
1.74 m [14] [15].
In China, Multiple aircraft wheel tracks had been recorded by Lu and Wang, suggesting the
normal distribution of APTV [16] - [18]. The newly revised asphalt pavement design in China (MH/T
5010-2017) [19] also adopted the same distribution model as FAA. Normal distribution of APTV
was more suitable in coverage calculation than uniform distribution based on the research of Li and
Lin [20][21]. Lei [22][23] conducted a comprehensive comparison of the lateral distribution test
systems including infrared, video, piezoelectric and laser. Finally, laser testing technology was
determined to carry out the lateral offset tests in Hongqiao Airport. The measured results showed
that the wheel track distribution obeys a negative skew distribution with a mean value of 0.17m and
a standard deviation of 0.99. Furthermore, Shi et al. [24][25] used the used the test statistical
results for the pavement response study. It can be seen from the above reviews that in the field of
pavement thickness design [26], runway width design [27] and pavement remaining life prediction
[28], the lateral distribution of APRV had been widely used.
The distribution of ARTV evolved from uniform to normal, which declared the method
progressed from “point” to “line”. However, it is quite clear that ARTV could not bestrew the whole
runway especially for military aircraft using both sides and whose taking off distance was less half
of the runway. There is not only lateral distribution in the ARTV, but also longitudinal distribution
due to different take-off and departure spots, landing locations and aircraft sideslips, especially for
short take-off and landing aircraft. There is limited information in literatures describing the
longitudinal distribution of APRV. This paper developed a test system for the wheel track
distribution and conducted a test of a short take-off and landing aircraft. Then based on the
statistics and analysis of test results, the horizontal and longitudinal distribution statistical laws of
ARTV were obtained. The planar distribution model was established to evaluate the ARTV at each
point of the runway, which provided a new method for the description of APTV.
CHARACTERISTICS OF ARTV
Compared with the traffic volume of highway, the ARTV has the following characteristics:
First, ignoring the influence of short-distance acceleration, it is approximated that speed and load
of the vehicle are constant when driving in the lane. That is, the motion states of vehicles in
different cross-sections are unchanged. However, the lift of an aircraft is subject to changes in
speed, resulting in loads variation acting on different cross-sections. Second, the road traffic
volume is calculated by the direction coefficient, the lane coefficient and the vehicle type
distribution coefficient. The distribution coefficient is constant, that is, the vehicle wheel track is
assumed to be evenly distributed in the lane. The ARTV is calculated by multiplying the traffic
coverage rate and the number of traffic passes. The traffic coverage rate reflects that the statistical
law of the wheel track in the cross section, which obeys the normal distribution. Besides, same
state of motion and same distribution of traffic volume is assumed when the vehicle is driving in the
lane, while the lateral standard deviation of ARTV has changed because of the aircraft taking off
offset the runway centerline, and landing alignment the runway centerline. Last but not least, the
road traffic volume is constant in the longitudinal direction, while the ARTV in longitudinal direction
is different due to diversification in aircraft take-off starting position, take-off running distance,
landing grounding point position, and landing slip. However, the traffic volume distribution is similar
to the highway traffic volume distribution in the taxiway, connecting lane, towing lane and tarmac,
etc.
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--------------------------------------------------------------------------------------------------From above analysis, there are different traffic volumes in every point of the runway. In fact,
the characteristics of ARTV consist of lateral and longitudinal distributions. The current
specification only considered the lateral variance. Longitudinal distribution had been simplified as
the different offset standard deviations at the edge of the runway and the middle of the runway. It is
necessary to consider the longitudinal traffic distribution in pavement design.
ARTV TEST
Test methods and principles
Distance measuring techniques including infrared, video, piezoelectric and laser had been
used to capture the wheel-track of the aircraft [22][23]. Infrared ranging method is that the
transmitter sent infrared beam and when the wheels pass through cutting the beam, receivers
cannot receive the infrared signal to trigger the event and record the wheel track position. It is clear
that the infrared ranging method has the advantages of high propagation speed and low cost.
However, the receiving and transmitting devices of the system are arranged at a long distance, and
the system has poor anti-interference ability. Besides it is difficult to measure the offset of the
complex axial type, and the test accuracy is greatly affected by the environment. The video test
technology arranges high-speed cameras at the end of the runway to capture the position of the
landing point. And the distribution of the wheel trace was obtained by analyzing the video images.
Thus, the system is easy to install, simple to maintain, and intuitive to process the test results,
while there are also high requirements for the camera, high cost, and heavy data processing task.
What more, it is hard to extract of the landing point accurately. Pressure sensors or distributed
optical fiber sensors were deployed under the pavement to measure the pavement response by
Piezoelectric testing technology. The use of piezoelectric testing technology to test aircraft wheel
tracks has low cost and high precision. But there are also defects such as large pre-distribution of
the sensor and difficulty in repairing once damaged. Laser testing technology use laser transmitter
to transmit laser beam. When the wheel passes by, the laser reflects, and the receiving device
receives the echo signal. The distance between the wheel and the rangefinder is calculated by the
product of wave velocity and time difference. This method has stable performance, strong antiinterference, simple adjustment, high precision and moderate cost. The paper intends to use laser
testing technology to measure the APTV.
Laser test system
As shown in Figure 1, the laser test system consists of five parts: laser ranging sensor, data
storage unit, visible laser calibration device, instrument stents and power supply unit. The system
adopts FSA-ITS02 laser sensor, produced by Shenzhen Lanshi Laser Radar Co., Ltd. The test
accuracy of the system can reach 5cm and the measuring frequency is 2 kHz to 4 kHz. It can
trigger the measurement of high-speed moving objects within 120m range. In order to meet the
requirements of high-frequency acquisition and recording, industrial-grade serial data recorder
produced by Shenzhen Jingmei Technology Co., Ltd was employed. The data transmission rate
can reach 921600bps. After power-on, the trigger data will be stored in an SD card. The calibration
system is a DANGER laser pointer which emits visible laser light before measurement to ensure
perpendicularity between the test system and the runway. The power supply unit is a 12V/60A
lithium battery, which can work continuously for 48 hours. The instrument bracket is made of
aluminium alloy, which can provide sufficient support strength and reduce the weight of the
equipment to facilitate equipment transportation and installation. The height of the sensor can be
75-100cm. The pitch angle of the device can be adjusted from -45o-45o.
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Fig. 1 - Field installation of test equipment
Test scheme
Test Profile and device arrangement
The test site was selected at an airport in Tianjin, whose runway length is 2800m×60m. The
wheel track test of aircraft A was carried out according to the flight plan. A total of 436 flights were
recorded. During the test period, more southerly winds were observed at the test site, so the north
end of the runway was the main take-off and landing direction. The equipment was arranged at the
north end of the runway according to the following principles:
The laser ranging device was arranged in the flat area on one side of the runway. The
distance from the instrument to the center line of runway meet the flight safety requirements, which
is generally not less than 60m. In order to avoid the bird-riding vehicle passage and the other
inconvenient installation area, the distance from the equipment to the runway center line ranged
from 63.2m to 93.3m. Layout distances of all test equipment are shown in Table 1. The longitudinal
layout distance was arranged according to the principle that half of the runway should be covered,
the landing site at the end of the runway and the take-off site in the middle of the runway should be
densely arranged, and the taxiing region should be appropriately sparse. the test area of 1285m
was divided into three parts:
(1) Landing region: the initial position was 191m away from the end of the runway, and 6
instruments were installed in total, covering the landing area. (2) Middle taxiing region: a total of 5
sets of equipment were installed in the high-speed taxiing area; (3) Take-off region: a total of 6
instruments were installed to cover the take-off position of the test aircraft.
Tab. 1 - Layout distances of all test equipment
Device number
1
2
3
4
5
6
7
8
9
Distance from the centerline of the
runway (m)
72.2
73.5
78.2
78.6
82.7
82.9
83.1
87.8
63.2
Distance from the end of the runway
(m)
191
239
277
368
430
483
562
652
740
Device number
10
11
12
13
14
15
16
17
Distance from the centerline of the
runway (m)
87.8
88.8
88.5
89.01
90.9
91.3
92.2
93.3
Distance from the end of the runway
(m)
814
881
972
1036
1101
1165
1222
1285
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--------------------------------------------------------------------------------------------------Installation Steps
(1)
Hammer the bracket and wedge it into the soil foundation in the flat area. Install the fixed
laser ranging sensor, ensure the sensor slope is 0 (Figure 2 (a)).
(2)
The tester holds the self-made equipment debugging board (Figure 2(b)), stands near the
centerline of the runway, and debugs the vertical line of the runway. The other tester turns on the
calibration laser pointer and adjusts the height of the device so that the visible laser projection
point is 25 ± 5 mm above the center of the runway (Figure 2(c)).
(3)
Adjust the angle of the sensor from left to right to make laser projection move around the
debugging board. When the sensor reading is at the minimum, the device is perpendicular to the
middle line of the runway (Figure 2(d)).
(4)
Install the memory card after power off and then restart to conduct the test (Figure 2(d)).
(a)
(b)
(d)
(c)
(e)
Fig. 2 - Installation step
LATERAL STATISTICAL REGULATION OF APTV
The Cartesian coordinate system was setup at the mid-point of the runway edge. x-direction
is along the lateral edge of the runway, and y- direction is along the center line of the pavement.
Figure 3 illustrates the coordinate system.
Fig. 3 - Coordinate system of the planar distribution model
The runway was divided into groups along x direction with the interval of 2 m length. And
the coverage of each group was counted divided into the states including landing, single-aircraft
take-off and double-aircrafts take-off (two fighter jets taking off at the same time, side by side).
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--------------------------------------------------------------------------------------------------Figures below show the horizontal distribution of APTV during landing recorded by equipment No.7
and No.14.
Fig. 5 - Lateral distribution histograms and fitting curves of landing wheel track by equipment No.7
and equipment No.14, respectively
As can be seen from the Figure 5, 333 aircraft passes through equipment No. 7. The test
results have an average value of -2.290m and a standard deviation of 3.253m. Equipment no. 14
tested 357 sets of data, with an average value of -4.506m and a standard deviation of 3.034m. The
frequency distribution histograms of the two groups were found to have good normality fitting. What
is more the k-s test showed that the wheel offset of all the two sections follow the normal
distribution.
Track volume for landing
The landing track volumes of the 17 groups were analyzed by the same statistical and
hypothesis-test method. The equation and curve shown in Figure 5 were obtained by fitting the
variation of the mean and standard deviation in y direction.
Fig. 5 - Mean value and standard deviation in y direction for landing track volume
The landing wheel coverage recorded by equipment No. 1 was only 49 times. There are
insufficient data to acquire the statistics regulation of the cross section. From Figure 5, the average
values of equipment from No. 2 to No. 7, -2.0385 was used to illustrate the beginning average.
Average value from No. 8 to No. 17 decreased as the aircraft slowed down and deviated from the
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--------------------------------------------------------------------------------------------------runway centerline. It can also be seen from Figure 5 that the standard deviation decreased
constantly after landing, as the aircraft aligned with the runway centerline. Besides, when the
aircraft pass through equipment No. 12, the standard deviation maintained a constant. The
variation mean value yl and standard deviation yl were represented by the following piecewise
functions.
2.0385
, 0 y 634.5
1.5972 0.00573 y , 634.5 y 2500
(1)
3.5673 5.6750 10 4 y , 0 y 938.3
, 938.3 y 2500
3.0348
(2)
yl
yl
The above track value of landing refers to the outside edge of the main landing gear wheel.
The average track value at the center of a wheel needs to add half of the width of the wheel, while
the standard deviation remains unchanged.
f Xl ( x, y )
1
yl 2
e
( x yl w /2)2
2 yl 2
(3)
Where, W is the width of the wheel.
Track volume of single-aircraft take-off
The same Analysis was used to process the horizontal deviation statistical data of single
take-off wheel track. The fitting equation and curve shown in Figure 6 were obtained by statistical
analysis of mean value and standard deviation of single take-off wheel track.
Fig.6 - Mean value and standard deviation in y direction for single-aircraft take-off track volume
The single take-off wheel coverage recorded by equipment No. 13 to No.14 was not more
than 50 times. There are not enough data to acquire the statistics regulation of these cross
sections. As shown in Figure 6, the average values of equipment No. 2 to No. 7 float around -1.9
m. Mean value of the average, -1.953 was used to illustrate the average. Besides, with the
increase of the flight distance, the standard deviation of the take-off wheel-track increases
gradually. Following formula (6) exhibited good linear fit between standard deviation and ycoordinate.
μyq 1.953
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---------------------------------------------------------------------------------------------------
yq 2.00825+8.8728 104 y
(5)
The wheel-track distribution of the middle point of the main landing gear on one side near
the flat area can be expressed as
f Xq ( x, y )
1
yq 2
e
( x yq 0.106 )2
2 yq 2
(6)
Track volume for dual-aircrafts take-off
Same methods were used to analysis the take-off track volumes of two aircrafts. Figure 7
displays the fitting equation and fitting curve.
(a) Fitting equation and curve of mean values for left and right take-off tracks
(b)
(b) Fitting equation and curve of standard deviation for left and right take-off tracks
Fig. 7 - Fitting equation and curve of standard deviation for take-off track volume of two aircrafts
The take-off wheel coverage of two aircrafts recorded by equipment No. 14 to No.17 was
not more than 50 times. There are not enough data to acquire the statistics regulation of these
cross sections. As shown in Figure 7, Mean value of the average, -11.603m and 9.528m were
used to illustrate the traffic volume of close to the flat area and away from the flat area. What is
more, similar to the single aircraft, the standard deviation increases gradually with the increase of
the flight distance. It is interesting that the deviation which close to flat area had good linear fitting
with high R-square of 0.986, while the deviation which away from the flat area had poor linear
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--------------------------------------------------------------------------------------------------fitting with R-square of 0.8478. The interference between aircraft skidding may led to the
fluctuations.
yq1 11.603
(7)
yq 2 9.528
(8)
yq1 2.2720+7.3566 104 y
(9)
yq 2 2.3256+4.9466 104 y
(10)
The wheel-track distribution of the middle point of the main landing gear for two aircrafts
can be expressed as:
f Xq1( x, y )
f Xq 2 ( x, y )
1
yq1 2
e
1
yq 2 2
e
( x yq 1 0.106 )2
2 yq 12
(11)
( x yq 2 0.106 )2
2 yq 22
(12)
LONGITUDINAL STATISTICAL REGULATION OF ARTV
The design of a runway length is determined by the accelerate-stop distance associated
with an aborted take-off under the most adverse environmental conditions. For the majority of the
airports, the runway length is surplus, which will result in that ARTV cannot cover the entire
pavement. Longitudinal passage factor is the ratio of flight sorties passing through a certain crosssection to the total flight sorties and can be calculated by the following formula:
fY ( y )
Where N y
Ny
(13)
N
is the flight sorties passing through a certain cross-section, N is the total flight
sorties.
Longitudinal traffic volume of landing
The tire marks in the middle of the runway reflect that the landing point of the aircraft is
basically within the test range of the first 7 equipment. Remove the days of occasional damage, the
longitudinal passage factor of landing in each cross-section is calculated as shown in Table 5.
It can be seen from the Figure 8 that all aircrafts have landed and skidded after the 7th
cross-section. That is to say, the longitudinal passage factor identically equal to 1 before the
aircraft leaves the runway at the linking taxiway. Polynomial fitting of longitudinal passage factor
along y direction can be obtained as shown in Figure 8.
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Fig. 8 - Fitting equation and curve of landing longitudinal passage factor
The Piecewise function (14) is adopted to represent the longitudinal passage factor of the
whole runway
0
,
y 180.95
2
3
fYl ( y ) 1.5586 0.0109 y 1.3308E 5 y 3.7081E 9 y , 180 .95 y 459 .65
1
,
y 459.65
(14)
Longitudinal traffic volume of single-aircraft take-off
When a single aircraft takes off, the beginning positions are basically at the runway take-off
line, and the longitudinal distribution of the take-off point can be ignored. Through observation and
statistics, it is found that there are little aircraft take off before the 10th cross-section. In other
words, the departure point of the aircraft is basically located at the equipment No. 10 to No. 17.
Figure 9 shows good linear fitting of the longitudinal passage factors along the runway,
which can be express by the following piecewise function (15).
Fig. 9 - Fitting equation and curve of longitudinal passage factor for single aircraft take-off
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--------------------------------------------------------------------------------------------------1
fYq单 ( y ) 2.5995 0.00205 y
0
,
150 y 780.24
, 780.24 y 1268.05
,
(15)
y 1268.05
Longitudinal traffic volume of dual-aircrafts take-off
It has been known that the take-off point is also basically at the runway take-off line, similar
to single-aircraft take-off. The longitudinal distribution of the beginning point can be ignored.
Through observation and statistics, it was found that the dual-aircrafts left the ground successively
after the cross-section of equipment No. 10.
Figure 10 shows the polynomial fitting of dual-aircraft longitudinal passage factor along y
direction.
Fig. 10 - Fitting equation and curve of longitudinal passage factor for dual-aircraft take-off
Adopt the following piecewise function (15) to represent the longitudinal passage factor of
the whole runway:
1
,
150 y 840.56
2
fYq双 ( y ) 1.126 0.00106 y 1.4394E 6 y , 840.56 y 1326 .25
0
,
y 1326.25
(16)
PLANE DISTRIBUTION MODEL OF ARTV
Previous sections have studied the lateral and longitudinal traffic volume of landing, singleaircraft take-off and dual-aircraft take-off. Normal fitting curves of ARTV were obtained, which
reflect the probability of wheel-track migration on each cross-section. Longitudinal passage factor
is defined as the probabilistic representation of the total flight sorties passing through a crosssection. The joint distribution of lateral and longitudinal directions represented the traffic volume
probability at a certain point of the pavement surface.
The total number of flights operated by the airport in its design life is assumed to be N
times, including Ns times of single-aircraft take-off and Nd times of dual-aircraft take-off, where
N Ns 2Nd . Take-off and landing ratio of flight sorties at one side to the other is a : b ( a b 1
). The ARTV of landing, single-aircraft take-off and dual-aircraft take-off can be represented by Eq.
(17), Eq. (18), Eq. (19) and Eq. (20) respectively.
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--------------------------------------------------------------------------------------------------N x, yl aN f Xl ( x, y ) fYl ( y ) bNf Xl ( x, L y ) fYl ( L y )
(17)
N x, yqs aN s f Xqs ( x, y ) fYqs ( y ) bNf Xqs ( x, L y ) fYqs ( L y )
(18)
N x, yqd1 aN d f Xq1( x, y ) fYqd ( y ) bN d f Xq1( x, L y ) fYqd ( L y )
(19)
N x, yqd2 aN d f Xq 2 ( x, y ) fYqd ( y ) bN d f Xq 2 ( x, L y ) fYqd ( L y )
(20)
The traffic volumes of main landing gear left wheel were calculated by the upper planar
distribution model. It is necessary to add right wheel traffic volume to the formulas to get the whole
coverage. Neglect the effect of aircraft drift and wheel roll, the normal distribution mean at the
center of right wheel needs to add the width of the two main landing gears, while the standard
deviation remains unchanged.
It is known that the take-off and landing sorties of this airport support aircraft in the design
life are 100,000 times. The probability of taking off and landing at one side to the other is 7:3 and
the take-off ratio of single-aircraft to dual-aircraft is 1:3. The airport had a runway length of 2800m,
and width of 60m. Assumed that all aircrafts leave the runway from the contact channel (the
longitudinal coordinates at both ends are 300m and 2500m respectively). Based on the wheel track
test statistical regulation and the planar distribution model, the coverage of the main landing gear
wheels under three states of landing, single-aircraft take-off and dual-aircraft take-off can be
obtained, as shown in Figure11, Figure12 and Figure 13 respectively.
Fig. 11 - Traffic distribution surface of landing
Fig. 12 - Traffic distribution surface of single-aircraft take-off
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---------------------------------------------------------------------------------------------------
Fig. 13 Traffic distribution surface of dual-aircraft take-off
As seen in Figure 11 to Figure13, it is shown that the wheel tracks distributed throughout
the runway. Coverage times at every point of the pavement can be clearly calculated using the
above model, with maximum value of 23986 times for landing, 5423 times for single-aircraft takeoff, 7575 times and 7535 times for dual-aircraft take-off near the flat area and for away from the flat
area. If the lateral distribution of the wheel track is calculated according to the specification, with an
average value of 0.02m and a standard deviation of 2.83m, neglecting the longitudinal distribution,
the ARTV is shown in following Figure 14.
Fig. 14 - Traffic volume curve of lateral distribution
As can be seen from the figure above, the traffic volume curve only considering the
transverse distribution is one case of the planar distribution model, which has not considered the
aircraft's take-off and landing point, taxiing offset and longitudinal passage probability of each
cross-section. It can be calculated that the maximum coverage times of the traffic volume
distribution curve are 25,370 times. Compared with the above planar model, it is found that without
considering the longitudinal distribution of APTV will make an excessive estimate of the traffic
volume and more conservative for the pavement thickness design. What is more, the planar model
can also be used to determine the width of airport runway based on runway risk probability. These
are also our future research directions.
CONCLUSIONS
This paper pointed out that there are not only lateral distributions, but also longitudinal
distributions of ARTV based on the analysis of its characteristics. An airport runway traffic
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--------------------------------------------------------------------------------------------------measurement system was developed, which adopted laser testing technology to test the wheel
track distribution in landing, single-aircraft take-off and dual-aircraft take-off. The regulation of
lateral distribution of wheel tracks was analyzed statistically. The longitudinal passage factor was
proposed to illustrate the longitudinal distribution of ARTV. Then, the planar distribution model of
ARTV was established. The example showed that the planar distribution model could evaluate the
coverage times of every point on the pavement. In addition, by comparing with traffic volume
calculation method in current design specification, it was found that only considering the lateral
distribution of traffic volume will make the pavement design more conservative.
The model proposed in this paper developed the traffic volume calculation method from
transverse distribution curve to planar distribution surface, without considering the load of different
aircraft weight. Combined with the planar distribution of load, it can provide the traffic volume basis
for pavement segmentation design and establish the pavement design method based on the
cumulative damage surface.
ACKNOWLEDGMENTS
The authors give special thanks to Tianjing Yangcun Airport for their supply of the test site.
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English
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Self-Control Moderates the Association Between Perceived Severity of Coronavirus Disease 2019 (COVID-19) and Mental Health Problems Among the Chinese Public
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International journal of environmental research and public health/International journal of environmental research and public health
| 2,020
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cc-by
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Received: 22 May 2020; Accepted: 2 July 2020; Published: 4 July 2020 Abstract: Coronavirus disease 2019 (COVID-19) has caused thousands of deaths in China. Prior
research suggests that individuals’ perceived severity of COVID-19 is related to a range of negative
emotional and behavioral reactions among the Chinese public. However, scant research has examined
the underlying mechanisms. Drawing upon the risk-resilience model, this study proposes that
self-control, as a resilient factor, would potentially moderate the association between perceived
severity of COVID-19 and mental health problems. Data from a national survey was used to examine
this idea. Participants were 4607 citizens from 31 regions in China (Mage = 23.71 years, 72.5% female)
who completed a national survey at the beginning of February 2020. Results of hierarchical regression
showed that after controlling for a number of demographic variables, perceived severity of COVID-19
and self-control were positively and negatively related to mental health problems, respectively. More
importantly, self-control moderated the “perceived severity of COVID-19–mental health problems”
association, with this link attenuating as the levels of self-control increased. These findings suggest
that compared to those with high self-control, individuals with low self-control are more vulnerable
and are more in need of psychological aids to maintain mental health in the encounter of the COVID-19
outbreak. Practically, enhancing individuals’ self-control ability might be a promising way to improve
individuals’ mental health during the early period of the COVID-19 outbreak. ywords: risk factor; resilience; cognitive appraisal; self-control; COVID-19; public health concerns Self-Control Moderates the Association Between
Perceived Severity of Coronavirus Disease 2019
(COVID-19) and Mental Health Problems Among the
Chinese Public Jian-Bin Li 1
, An Yang 2, Kai Dou 3,*
and Rebecca Y. M. Cheung 1 Jian-Bin Li 1
, An Yang 2, Kai Dou 3,*
and Rebecca Y. M. Cheung 1 Jian-Bin Li 1
, An Yang 2, Kai Dou 3,*
and Rebecca Y. M. Cheung 1
1
Department of Early Childhood Education, Center for Child and Family Science, The Education University
of Hong Kong, Hong Kong, China; lijianbin@eduhk.hk (J.-B.L.); rymcheung@eduhk.hk (R.Y.M.C.)
2
Department of Applied Psychology, Guangdong University of Foreign Studies, Guangzhou 510006, China;
yangan@gdufs.edu.cn
3 1
Department of Early Childhood Education, Center for Child and Family Science, The Education University
of Hong Kong, Hong Kong, China; lijianbin@eduhk.hk (J.-B.L.); rymcheung@eduhk.hk (R.Y.M.C.)
2
Department of Applied Psychology, Guangdong University of Foreign Studies, Guangzhou 510006, China;
yangan@gdufs.edu.cn 1
Department of Early Childhood Education, Center for Child and Family Science, The Education University
of Hong Kong, Hong Kong, China; lijianbin@eduhk.hk (J.-B.L.); rymcheung@eduhk.hk (R.Y.M.C.)
2
Department of Applied Psychology, Guangdong University of Foreign Studies, Guangzhou 510006, China;
yangan@gdufs.edu.cn 3
Department of Psychology and Research Center of Adolescent Psychology and Behavior, School of
Education, Guangzhou University, Guangzhou 510006, China 3
Department of Psychology and Research Center of Adolescent Psychology and Behavior, School of
Education, Guangzhou University, Guangzhou 510006, China
International Journal of
Environmental Research
and Public Health International Journal of
Environmental Research
and Public Health 1. Introduction A recent study reveals that individuals’ perceived severity of the COVID-19 outbreak is related
to more undesirable emotional and behavioral outcomes in the Chinese public [1], suggesting that
perceived severity of COVID-19 may impose a negative main effect on mental health outcomes. This is
in line with past studies which found that individuals’ negative appraisals about the incident (e.g.,
perceived risk, perceived threat, etc.) were related to more mental health problems during the outbreak
of severe acute respiratory syndrome (SARS) and Ebola [4–7]. These studies mainly adopt the main
effect tenet to examine the risk and protective factors of outcomes during the encounter of emergent
public health concerns. Beyond this, the risk-resilience tenet suggests the necessity and importance to
take into account how assets may buffer the negative main effect of risk precursors on health outcomes. This motivated us to examine the potential moderation effect of self-control. As an asset, self-control ability may serve to regulate the undesirable mental health consequences
brought by COVID-19. Previous research suggested that individuals with high self-control have better
inhibition and initiatory ability [8], use more positive coping strategies and fewer negative coping
strategies [9], and persist more in important life domains [10,11]. In addition, self-control supports the
retrieval of restrain standards and deliberative evaluations [12]. Therefore, good self-control is robustly
related to a wide range of life outcomes, including better mental health [13]. Besides the main effect
of self-control, several aspects of good self-control are particularly relevant to the moderation in the
association between risk factors and health outcomes. For instance, planning and forethought could
help individuals anticipate and prepare for difficult situations; emotional self-regulation could provide
better emotional control in problem situations; the ability to restrain and initiate action is important to
deal with the difficulties in problem situations [14]. Prior studies have found that good self-control
buffers the influence of negative environment (e.g., peer deviance, negative life events) on undesirable
outcomes such as substance use [14,15]. 1. Introduction The outbreak of coronavirus disease 2019 (COVID-19) has not only led to thousands of deaths in
China, but it also caused tremendous psychological stress to the Chinese public. In order to medically
and mentally combat COVID-19, professional input from various disciplines is needed, including the
perspectives from psychological science. A recent study conducted among 4607 Chinese reveals that
individuals’ cognitive appraisals, perceived severity of COVID-19 in particular, are related to a number
of undesirable emotional (e.g., increase in negative emotion) and behavioral (e.g., increase in sleep
problems) reactions [1]. However, little is known about what factors can buffer the negative influence
of perceived severity on individuals’ mental health. Studying this issue is important and necessary,
as the findings will shed light on at specific factors for intervention programs to target. In this study, www.mdpi.com/journal/ijerph Int. J. Environ. Res. Public Health 2020, 17, 4820; doi:10.3390/ijerph17134820 www.mdpi.com/journal/ijerph 2 of 10 Int. J. Environ. Res. Public Health 2020, 17, 4820 drawing upon the risk-resilience model [2], we propose that self-control—one’s ability to override
or change his/her inner responses and to interrupt undesired behavioral tendencies [3]—could be a
candidate that buffers the negative influence of perceived severity of COVID-19 and mental health
problems among the Chinese public. The aim of this study is to examine this idea. The risk-resilience model proposes that risk and adversity increase the propensity of undesirable
outcomes; individuals who have sufficient assets to offset the negative influence of the risk could
overturn undesirable outcomes, thus showing resilience [2]. In this model, risk can be defined in diverse
ways, including both intrinsic and extrinsic factors such as adverse living condition, the negative
life events that have occurred in recent months, massive community trauma, and cumulative risk
calculations that combine different kinds of risk factors. The main effect tenet suggests that risk factors
are associated with undesirable outcomes such as maladjustment. Nevertheless, the compensatory
effect (or moderation effect) tenet assumes that sufficient positive internal and/or external assets could
mitigate the burden of an individuals’ life due to risk influences, and thus these individuals would
be less affected by the risk and have better outcomes than those who have the same levels of risk
but do not possess enough assets. For instance, children reared in risky environments commit more
aggressive acts, but assets like positive parenting (e.g., authoritative parenting) buffer the negative
influence of risky environment on children’s antisocial behavior [2]. 2.1. Participants and Procedure We used snowball sampling to recruit participants online to take part in a national survey that
investigated Chinese citizens’ emotional and behavioral reactions as well as risk and protective
factors during the outbreak of COVID-19 between 2 and 9 February 2020. A total of 4826 Chinese
individuals visited our online survey website during the survey period. A total of 219 participants were
excluded because they met one of the following criteria: (1) they did not show interest to participate
in the study after reading the information sheet; (2) they were not old enough to provide consent
form (i.e.,≤16 years); or (3) they showed an obvious responding pattern across multiple consecutive
items (e.g., select “3” for all items). Thus, 4607 participants comprised the final sample, 1265 men
(27.5%) and 3342 women (72.5%) aged from 17 to 90 years (Mage = 23.71 years, SD = 7.29). These
participants came from 31 regions in China, with the sample size ranging from 16 (0.3% of the total
sample, Ningxia Hui Autonomous Region) to 1386 (30.1% of the total sample, Guangdong Province). Most participants (73.2%) held a bachelor’s degree or above. Regarding physical and mental health
condition, 77.3% of participants reported that their current physical health was good or very good. In addition, 94.6% and 99.2% of participants reported that they did not have any history of chronic
physical diseases or history of psychiatric/psychological disorders, respectively. Moreover, 97.7% of
participants reported they had not been diagnosed with COVID-19 or involved in the pandemic; 2.3%
of participants reported they were suspected/diagnosed with COVID-19 or had relatives/friends who
were suspected/diagnosed cases. The ethical committee of the Guangzhou University reviewed and approved this study before
data collection (Ethical approval number: GZHU2020001). This study was part of the large survey
study which aimed to examine Chinese public’s emotional and behavioral outcomes and its risk and
protective factors towards the COVID-19 outbreak [1]. This paper and the large survey study share
only one main variable (i.e., perceived severity) and the demographic variables. No other variables
overlapped. Thus, we deem that the two papers are substantially distinctive. Over 200 volunteers
who majored in psychology in various universities in China helped distribute the survey link on a
number of internet platforms, including WeChat, Weibo, QQ, Facebook, forums, etc., after receiving a
3-hour training to get familiar with the research procedure and the contents of the questionnaires. 1. Introduction Applying the moderation role of self-control to the case of
COVID-19, individuals with good self-control, compared to their low self-control counterparts, are
more likely to plan ahead (e.g., preparing for facing the pandemic actively), regulate the negative
emotions (e.g., anxiety, fear) induced by the high morbidity and uncertainty at the time when we
conducted this study, and strictly adhere to government’s guidelines of prevention and protection (e.g.,
wearing facial masks, staying at home as much as possible, and maintaining social distancing). These
actions may help mitigate the negative influences of perceived risk on individuals’ mental health. According to the literature reviewed above and the logic of the risk-resilience model, we
hypothesized that perceived severity of COVID-19 and self-control would be related to mental health
problems in positive and negative directions, respectively. Moreover, we assumed that the negative
association between perceived severity of COVID-19 and mental health problems would be less 3 of 10 Int. J. Environ. Res. Public Health 2020, 17, 4820 pronounced among those with high self-control compared to their low-self-control counterparts. To
examine these hypotheses, we would use data from a recent national survey [1] which examines
the Chinese public’s emotional and behavioral outcomes and its antecedents in the encounter of the
COVID-19 outbreak. Given that these data were collected from different regions in mainland China,
the individual data were nested in regions and therefore we would employ a hierarchical regression
analysis to control for the potential influence of the cluster, with a number of demographic variables
included in the model as covariates to rule out their influence on the outcome. 2.1. Participants and Procedure For
instance, a volunteer might post the survey link on their WeChat Moment (a function in WeChat which
is similar to Facebook and Twitter) so that friends and relatives of that volunteer could participate and
further shared the link to their social networks. Participants provided their electronic consent form
prior to participation. Voluntary participation was emphasized, and no incentive reward was given to
participants. We also stressed anonymity and did not collect any identifiable personal particulars to
protect participants’ privacy. 2.2. Measures Mental health problems. The Chinese version of the 12-item General Health Questionnaire
(GHQ-12) [16] was used to measure participants’ overall mental health problems over the past 10 days. The scale contains 12 items either in negative or positive wordings. Participants were asked to indicate
their situation on these items over the past 10 days compared to their general situation. All items were 4 of 10 Int. J. Environ. Res. Public Health 2020, 17, 4820 rated on a four-point scale. According to the scoring system used in Zhang and Wang [16], the first two
options of each question indicate that participants feel better than, or as much as, usual. Thus, these
two options were coded 0 (i.e., no significant changes in mental health condition). The third and the
fourth options indicate participants feel/experience a little and much poorer than usual, respectively,
and thus they were coded 1 (i.e., mental health condition slightly worse than usual), and 2 (i.e., mental
health condition much worse than usual), respectively. Averaging the items yields a mean score and
a higher total score reflects more mental health problems. Sample items are “feeling unhappy and
depressed” (negative wording) and “been able to face up to your problems” (positive wording). This
measure has been used in prior research showing good internal consistency reliability [16]. Perceived severity. Participants’ perceived severity about COVID-19 was measured with five items
developed by our team. Participants indicated their evaluation of how severe they think COVID-19 is
in various aspects, including the infection rate, morbidity, mortality, its negative influence on social
order, and its negative influence on the economics, on a five-point scale (from 1 = not severe at all to
5 = very much severe). A higher mean score indicates participants perceived COVID-19 to be more
severe. Sample items are “how severe you think of the infectious rate of COVID-19 is?” and “how
severe you think of the morbidity of COVID-19 is?” This measure has been used in prior research
showing good internal consistency reliability [1]. Self-control. The Chinese version of the Brief Self-Control Scale (BSCS) was used to measure
participants’ self-control ability [17]. The scale consists of 13 items rated on a five-point scale (from 1 =
not like me at all to 5 = like me very much). A higher mean score indicates better self-control ability. 2.2. Measures Sample items are “I am good at resisting temptation” and “I have a hard time breaking bad habits”. This measure has been used in prior research showing good internal consistency reliability [17]. 3. Results 3.1. Mean Levels of and the Bivariate Correlations Between Mental Health Problems, Perceived Severity, and
Self-Control 3.1. Mean Levels of and the Bivariate Correlations Between Mental Health Problems, Perceived Severity, and
Self-Control As shown in Table 1, participants reported low levels of mental health problems (0.19 out of 2)
over the past 10 days, relatively high levels of perceived severity of COVID-19 (4.09 out of 5), and
medium levels of self-control (3.03 out of 5). Moreover, the results of correlation analyses found that
perceived severity of COVID-19 (r = 0.19, p < 0.001) and self-control (r = −0.21, p < 0.001) was positively
and negatively related to mental health problems, respectively. The effect sizes for these correlation
coefficients were small-to-medium, according to Cohen’s (1992) standard [19]. Table 1. Descriptive statistics and bivariate correlations of mental health problems, perceived severity,
self-control, and demographic variables. Variables
1
2
3
4
5
6
7
8
9
10
1. Sex
2. Age
−0.08 ***
3. Phy. history
0.06 ***
−0.10 ***
4. Psy. history
−0.01
0.01
0.08 ***
5. Health con. −0.04 **
−0.03
0.18 ***
0.08 ***
6. Education
−0.00
−0.13 **
−0.03 *
0.03 *
0.02
7. Rel. w. COVID-19
0.01
0.09 **
−0.02
−0.03 *
−0.03 *
−0.01
8. Mental health
problems
0.07 ***
0.04 *
−0.08 ***
−0.09 ***
−0.19 ***
0.02
0.03 *
9. Perceived severity
0.11 ***
0.09 ***
0.00
−0.00
−0.04 **
−0.03 *
−0.00
0.19 ***
10. Self-control
−0.01
0.21 ***
0.05 **
0.06 ***
0.21 ***
−0.06 ***
0.03
−0.21 ***
−0.10 ***
Cronbach’s α
-
-
-
-
-
-
-
0.86
0.84
0.84
Min. 1.00
17
1.00
1.00
1.00
1.00
1.00
0.00
1.00
1.31
Max. 2.00
90
2.00
2.00
5.00
6.00
2.00
2.00
5.00
5.00
M
-
23.71
-
-
-
-
-
0.19
4.09
3.03
SD
-
7.29
-
-
-
-
-
0.27
0.59
0.50
Note. Sex: 1 = male, 2 = female; Phy. history = history of chronic physical diseases: 1 = yes, 2 = no; Psy. histroy
= history of psychiatric/psychological disorder: 1 = yes, 2 = no; Health con. = current physical health condition,
from 1 = very poor to 5 = very good; Education: 1 = junior middle school and below, 2 = high school degree,
3 = college degree, 4 = bachelor’s degree, 5 = master’s degree, and 6 = doctoral degree. Rel. w. 2.3. Data Analysis We analyzed the data in SPSS 18.0 (IBM, Armonk, NY, USA) and Mplus 7.0 (Muthén & Muthén,
Los Angeles, CA, USA) in several steps, with 0.05 as the significance level throughout the analyses. First, we carried out descriptive statistics to capture the levels of each variable. Second, we performed
correlation analysis to examine the association between perceived severity, self-control, and mental
health problems. Last, given that the individual data were nested in different provinces/regions,
we carried out hierarchical regression models to examine the moderation effect of self-control in
the association between perceived severity and mental health problems, controlling for a number
of demographic variables (i.e., biological sex, age, the history of chronic physical problems, the
history of psychiatric/psychological disorders, current physical health condition, educational levels,
and relationship with COVID-19). To this end, we first calculated the intraclass correlation and the
variance at the within- and between-level. Then, we centered the covariates, independent variable
and the moderator using the “groupmean” function [18]. Subsequently, we calculated the product
term between the centered independent variable and the centered moderator as the interaction term. Based on this, we fit a full model, with the independent variable, the moderator, the interaction term,
and the covariates as level-1 variables. The intercept of the dependent variable was also estimated at
level-2 to control for the variance of the dependent variable accounted for by the cluster. Finally, we
conducted simple slope tests with 1 standard deviation (SD) below and above the centered mean of
the moderator and examined the differences in the magnitude of the slopes (i.e., Slope 1 SD vs. Slope
mean, Slope 1 SD vs. Slope −1 SD, and Slope mean vs. Slope −1 SD) to determine if the simple slopes differ
against each other. Since Mplus 7.0 does not accommodate bootstrapping with multi-level models,
we used R to calculate the 95% bootstrapping (N = 20,000) confidence interval of the simple slopes
and their differences. If the confidence interval does not include zero, significant differences between
slopes by the levels of the moderator would be tenable. 5 of 10 Int. J. Environ. Res. Public Health 2020, 17, 4820 3. Results 3. Results COVID-19 =
relationship with COVID-19: 1 = not relevant/infected, 2 = suspected/diagnosed cases or had relatives/friends who
were suspected/diagnosed cases. * p < 0.05; ** p < 0.01; *** p < 0.001. Table 1. Descriptive statistics and bivariate correlations of mental health problems, perceived severity,
self-control, and demographic variables. Table 1. Descriptive statistics and bivariate correlations of mental health problems, perceived severity,
self-control, and demographic variables. 1. Descriptive statistics and bivariate correlations of mental health problems, perceived severity,
ntrol and demographic variables Note. Sex: 1 = male, 2 = female; Phy. history = history of chronic physical diseases: 1 = yes, 2 = no; Psy. histroy
= history of psychiatric/psychological disorder: 1 = yes, 2 = no; Health con. = current physical health condition,
from 1 = very poor to 5 = very good; Education: 1 = junior middle school and below, 2 = high school degree,
3 = college degree, 4 = bachelor’s degree, 5 = master’s degree, and 6 = doctoral degree. Rel. w. COVID-19 =
relationship with COVID-19: 1 = not relevant/infected, 2 = suspected/diagnosed cases or had relatives/friends who
were suspected/diagnosed cases. * p < 0.05; ** p < 0.01; *** p < 0.001. Note. Sex: 1 = male, 2 = female; Phy. history = history of chronic physical diseases: 1 = yes, 2 = no; Psy. histroy
= history of psychiatric/psychological disorder: 1 = yes, 2 = no; Health con. = current physical health condition,
from 1 = very poor to 5 = very good; Education: 1 = junior middle school and below, 2 = high school degree,
3 = college degree, 4 = bachelor’s degree, 5 = master’s degree, and 6 = doctoral degree. Rel. w. COVID-19 =
relationship with COVID-19: 1 = not relevant/infected, 2 = suspected/diagnosed cases or had relatives/friends who
were suspected/diagnosed cases. * p < 0.05; ** p < 0.01; *** p < 0.001. 3.2. The Moderation of Self-Control in the Association Between Perceived Severity and Mental Health Problems 3.2. The Moderation of Self-Control in the Association Between Perceived Severity and Mental Health Problems The Moderation of Self-Control in the Association Between Perceived Severity and Mental Health Problems We conducted hierarchical regression models to examine the association between perceived
severity of COVID-19 and mental health problems as well as the moderation of self-control in Mplus. Results of the null model with mental health as an outcome revealed that the intraclass correlation
(ICC) of mental health problems was 0.04. The within-level and the between-level model explained
7.1% (p < 0.001) and 0.3% (p = 0.012) variance of mental health problems, respectively. p
p
p
p
y
The results of the full model which included the independent variable, moderator, dependent
variable, and demographic variables are summarized in Table 2. This model was a saturated model. The results showed that after controlling for a number of demographic variables, the main effect of
perceived severity on mental health problems was significant yet small (B = 0.07, SE = 0.01, p < 0.001). The main effect of self-control was also significant yet small (B = −0.08, SE = 0.01, p < 0.001). More
importantly, the interaction effect between perceived severity and self-control was significant as well,
B = 0.05, SE = 0.01, p < 0.001. p
Given the significance of the interaction term, we further conducted simple slope tests and the
results are displayed in Table 3 and Figure 1. The results showed that the simple slopes were significant
when the levels of self-control were low (B = 0.10, SE = 0.01, p < 0.001), medium (B = 0.07, SE = 0.01, p
< 0.001), and high (B = 0.05, SE = 0.01, p < 0.001). Furthermore, we compared the differences in the
magnitude of these slopes, finding that the slope of perceived severity when self-control was low was
significantly larger than the slopes when self-control was at medium and high levels, and that the slope
when self-control was at medium levels was also significantly larger than the one when self-control
was at high levels. Taken together, the results suggest that perceived severity was linked with only 6 of 10 Int. J. Environ. Res. Public Health 2020, 17, 4820 modest mental health issues among the Chinese public. Moreover, the findings also suggest that as
individuals’ self-control ability increased, the association between perceived severity and mental health
problems decreased. 3.2. The Moderation of Self-Control in the Association Between Perceived Severity and Mental Health Problems In other words, the negative association between perceived severity of COVID-19
and citizens’ mental health problems was more pronounced among those with low self-control than
their counterparts with high self-control. Table 2. Hierarchical regression model of the association between perceived severity and mental health
problems and the moderation effect of self-control. Predictors
B
SE
p
Sex
0.04
0.01
<0.001
Age
0.00
0.00
0.048
Phy. history
−0.04
0.02
0.025
Psy. history
−0.17
0.07
0.013
Health con. −0.04
0.01
<0.001
Education
0.01
0.01
0.062
Rel. w. COVID-19
0.08
0.03
0.013
Perceived severity
0.07
0.01
<0.001
Self-control
−0.08
0.01
<0.001
Perceived severity × self-control
−0.05
0.01
<0.001
Note. Sex: 1 = male, 2 = female; Phy. history = history of chronic physical diseases: 1 = yes, 2 = no; Psy. histroy
= history of psychiatric/psychological disorder: 1 = yes, 2 = no; Health con. = current physical health condition,
from 1 = very poor to 5 = very good; Education: 1 = junior middle school and below, 2 = high school degree,
3 = college degree, 4 = bachelor’s degree, 5 = master’s degree, and 6 = doctoral degree. Rel. w. COVID-19 =
relationship with COVID-19: 1 = not relevant/infected, 2 = suspected/diagnosed cases or had relatives/friends who
were suspected/diagnosed cases. J. Environ. Res. Public Health 2020, 17, x
7 o ble 2. Hierarchical regression model of the association between perceived severity and mental health
oblems and the moderation effect of self-control. Note. Sex: 1 = male, 2 = female; Phy. history = history of chronic physical diseases: 1 = yes, 2 = no; Psy. histroy
= history of psychiatric/psychological disorder: 1 = yes, 2 = no; Health con. = current physical health condition,
from 1 = very poor to 5 = very good; Education: 1 = junior middle school and below, 2 = high school degree,
3 = college degree, 4 = bachelor’s degree, 5 = master’s degree, and 6 = doctoral degree. Rel. w. COVID-19 =
relationship with COVID-19: 1 = not relevant/infected, 2 = suspected/diagnosed cases or had relatives/friends who
were suspected/diagnosed cases. Environ. Res. Public Health 2020, 17, x
7 o Note. Sex: 1 = male, 2 = female; Phy. history = history of chronic physical diseases: 1 = yes, 2 = no; Psy. histroy
= history of psychiatric/psychological disorder: 1 = yes, 2 = no; Health con. 3.2. The Moderation of Self-Control in the Association Between Perceived Severity and Mental Health Problems = current physical health condition,
from 1 = very poor to 5 = very good; Education: 1 = junior middle school and below, 2 = high school degree,
3 = college degree, 4 = bachelor’s degree, 5 = master’s degree, and 6 = doctoral degree. Rel. w. COVID-19 =
relationship with COVID-19: 1 = not relevant/infected, 2 = suspected/diagnosed cases or had relatives/friends who
were suspected/diagnosed cases. . Environ. Res. Public Health 2020, 17, x
7 o Figure 1. The association between perceived severity of coronavirus disease 2019 (COVID-19) and
meatal health problems by self-control. Note. IV = perceived severity of COVID-19; Mod = moderator
(i.e., self-control). 0.1
0.15
0.2
0.25
0.3
0.35
-1SD IV
Mean
1SD IV
Mental health problems
Perceived severity of COVID-19
-1SD Mod
Mean
1SD Mod
Figure 1. The association between perceived severity of coronavirus disease 2019 (COVID-19) and
meatal health problems by self-control. Note. IV = perceived severity of COVID-19; Mod = moderator
(i.e., self-control). Mean
Perceived severity of COVID-19 Perceived severity of COVID-19 Figure 1. The association between perceived severity of coronavirus disease 2019 (COVID-19) and
meatal health problems by self-control. Note. IV = perceived severity of COVID-19; Mod = moderator
(i.e., self-control). Figure 1. The association between perceived severity of coronavirus disease 2019 (COVID-19) and
meatal health problems by self-control. Note. IV = perceived severity of COVID-19; Mod = moderator
(i.e., self-control). Figure 1. The association between perceived severity of coronavirus disease 2019 (COVID-19) and
meatal health problems by self-control. Note. IV = perceived severity of COVID-19; Mod = moderator
(i.e., self-control). Figure 1. The association between perceived severity of coronavirus disease 2019 (COVID-19) and
meatal health problems by self-control. Note. IV = perceived severity of COVID-19; Mod = moderator
(i.e., self-control). Int. J. Environ. Res. Public Health 2020, 17, 4820 7 of 10 Table 3. Summary of simple slope tests by the levels of self-control and the difference in simple slopes. Simple Slope Tests and Comparison
B
SE
p
95% Bootstrapping CI
(N = 20,000) b
Simple slopes
Low self-control (−1SD)
0.10
0.01
<0.001
[0.080, 0.116]
Medium self-control (mean) a
0.07
0.01
<0.001
[0.058, 0.086]
High self-control (1SD)
0.05
0.01
<0.001
[0.028, 0.064]
Comparison between simple slopes
Difference between low and medium self-control
0.03
0.01
<0.001
[0.015, 0.037]
Difference between low and high self-control
0.05
0.01
<0.001
[0.029, 0.075]
Difference between medium and high self-control
0.04
0.01
<0.001
[0.015, 0.037]
Note. 4. Discussion COVID-19 was declared a Public Health Emergency of International Concern by the World
Health Organization at the end of January 2020 [20]. The current study, conducted soon after the
declaration, was one of the pioneer surveys around the globe that examined the influence of COVID-19
on individuals’ mental health and well-being. COVID-19 was still largely confined within mainland
China when this study was conducted, but it has been spreading worldwide rapidly. At the end of
May 2020, there have been already over five million confirmed cases and it has caused more than
350,000 deaths around the world. Now, an increasing volume of studies have examined the influence
of COVID-19 on individuals’ mental health and behavior around the world [21–23]. However, very
few studies have examined the role of perceived risk in mental health and what buffers the influence of
perceived risk [1]. In this sense, a unique contribution of this study was the identification of individuals’
perception of risk of COVID-19 as a risk factor of mental health problems and self-control as a buffer of
this association. Prior research found that perceived severity of COVID-19, as a negative appraisal of the event, was
associated with more undesirable emotional and behavioral outcomes [1]. This result is also consistent
with the findings that negative evaluation of an event, such as high levels of perceived severity, is
associated with negative mental health outcomes when individuals encounter a novice virus [5,7,24]. Deepening our understanding of this association, the current study sought to examine self-control
as a candidate to moderate the link between perceived severity and mental health problems among
the Chinese public. Supporting our hypotheses, the results showed that even after controlling for a
range of demographic variables, the association between perceived risk and mental health problems
was mitigated by self-control. This finding also supports the main effect and the compensatory effect
tenets of the risk-resilience model [2], such that the influence of risk factors (e.g., perceived risk)
on individuals’ life outcomes could be buffered by protective factors (e.g., self-control) and thus
individuals showed resilience. We need to point out that the levels of mental health problems found in this study were low. Similarly, research conducted in Italy during the early lockdown period also suggested that the levels of
mental health problems (as measured with the Strength and Difficulties Questionnaire) were relatively
low [25]. 3.2. The Moderation of Self-Control in the Association Between Perceived Severity and Mental Health Problems a: medium self-control refers to the centered mean. b: 95% CIs were calculated with R. Table 3. Summary of simple slope tests by the levels of self-control and the difference in simple slopes. 4. Discussion In addition, research conducted in India during the early lockdown also showed that negative
sentiments were few and positive sentiments prevailed [26]. Nevertheless, as the lockdown continues
and the national economies suffer, individuals’ mental health problems could increase due to various
reasons, such as unemployment, reduced salary, and restricted social interaction. Thus, individuals’
mental health problems may change as the situation of COVID-19 develops. In this sense, it is important
to continue monitoring individuals’ mental health and offer continuous psychological aid to mitigate
the potential negative influence during the post-COVID-19 period. This study bears both theoretical and clinical implications. Theoretically, the significant interaction
suggests that besides the main effect model, the interaction effect model is also important in studying
mental health in the context of emergent public health concerns. This is because the effect of a risk
factor on health outcomes could be masked or averaged without examining its interaction with other 8 of 10 Int. J. Environ. Res. Public Health 2020, 17, 4820 risks and assets, and thereby the likelihood of detecting such an effect is reduced. Clinically, high
levels of self-control buffer the association between perceived severity and mental health problems,
suggesting that individuals with low levels of self-control are more vulnerable. This implies that those
with low levels of self-control would be more in need of psychological aids, which echoes the call by
the Chinese government “to provide mental aid to those who need it”. In addition, since self-control is
a crucial asset, enhancing individuals’ self-control ability might help buffer the influence of negative
appraisal and improve the public’s mental health. We need to point out that although self-control
has its heritable underpinnings, self-control can still be shaped by the environment [27] and develops
within individuals throughout the life span [28]. Prior research found some programs to be useful in
improving individuals’ self-control effectively, such as mediation [29] and comprehensive self-control
training [30]. In addition, this study also identified the populations who are vulnerable to mental
health problems during the outbreak of COVID-19. These people are females, the elderly, individuals
with history of physical, psychiatric, and psychological disorder, and those involved in COVID-19 (e.g.,
those diagnosed with COVID-19 and relatives/friends of confirmed cases of COVID-19). Hence, these
vulnerable populations, especially those with low levels of self-control, are in higher need of receiving
psychological aids. 4. Discussion When practitioners develop and implement the intervention and prevention
programs, they should be highly flexible in terms of modes, materials, and schedules. This is because
experts have thought that COVID-19 will last for a substantial period of time [31], which implies
that there will be a regular anti-COVID-19 period and activities such as intervention and prevention
programs are expected to cater for this special circumstance. We must acknowledge that the current study has several limitations. First, the self-report data
increases the common method bias and the cross-sectional nature prevents us from inferring causality. Therefore, future research should employ multiple informant methods and longitudinal design to
further strengthen the findings. We need to stress again the need to continue monitoring individuals’
mental health because of social changes induced by various reasons (e.g., the emergence of COVID-19)
can be closely linked with human development [32]. Hence, it would be promising if future research
investigates the dynamic relationship between the development of COVID-19 and individuals’ mental
health as well as other developmental outcomes. Second, we did not employ a probability-sampling
technique to recruit participants and sample sizes from different provinces/regions vary greatly, which
may cause selection effect and affect the estimation of the between-level variance. In this sense,
readers should interpret the findings with caution and a more balanced sample size from different
provinces/regions in future research is desirable. Third, some populations were over-representative,
such as females and university students, which may cause some bias in the results. For instance,
educational levels are found to be related to more perceived risks and more compliance for the
preventive behavior [1], and therefore including a more educated sample may affect the results to
some extent. Although we statistically controlled for the potential influence of demographic variables,
a more sophisticated design and a more representative sample would be desirable to achieve even
more robust findings. Nevertheless, the current findings provide important early evidence about the
mental health problems in the Chinese public and how these problems are jointly explained by both
risk (i.e., perceived severity) and asset (i.e., self-control) during the outbreak of COVID-19. As the virus
currently is spreading worldwide, the current findings could be of potential use for further research
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J.-B.L. and K.D.; Methodology, J.-B.L., A.Y. and K.D.; Project administration, K.D.; Resources, J.-B.L. and K.D.;
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A.Y. and R.Y.M.C. All authors have read and agreed to the published version of the manuscript. Funding: This research was funded by the FEHD’s Internationalization & Exchange Research Scheme of the
Education University of Hong Kong, the MOE (Ministry of Education in China) Project of Humanities and Social
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(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Author Correction: SARS-CoV-2 infection and COVID-19 vaccination rates in pregnant women in Scotland
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Nature Medicine | www.nature.com/naturemedicine https://doi.org/10.1038/s41591-022-01730-5 Author Correction: SARS-CoV-2 infection and COVID-19 vaccination rates in pregnant
women in Scotland Sarah J. Stock
, Jade Carruthers, Clara Calvert, Cheryl Denny
, Jack Donaghy, Anna Goulding
, Lisa E. M. Hopcroft,
Leanne Hopkins, Terry McLaughlin, Jiafeng Pan, Ting Shi
, Bob Taylor
, Utkarsh Agrawal, Bonnie Auyeung,
Srinivasa Vittal Katikireddi
, Colin McCowan, Josie Murray, Colin R. Simpson
, Chris Robertson, Eleftheria Vasileiou,
Aziz Sheikh
and Rachael Wood Srinivasa Vittal Katikireddi
, Colin McCowan, Josie Murray, Colin R. Simpson
, Chris Robertson, Eleftheria Vasileiou,
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Electrocorticographic representations of segmental features in continuous speech
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HUMAN NEUROSCIENCE published: 24 February 2015
doi: 10.3389/fnhum.2015.00097 Fabien Lotte 1†, Jonathan S. Brumberg 2*†, Peter Brunner 3,4, Aysegul Gunduz 5, Anthony L. Ritaccio 4,
Cuntai Guan 6 and Gerwin Schalk 3,4 1 Inria Bordeaux Sud-Ouest/LaBRI, Talence, France
2 Department of Speech-Language-Hearing, University of Kansas, Lawrence, KS, USA
3 National Center for Adaptive Neurotechnologies, Wadsworth Center, New York State Department of Health, Albany, NY, USA
4 Department of Neurology, Albany Medical College, Albany, NY, USA 1 Inria Bordeaux Sud-Ouest/LaBRI, Talence, France
2 Department of Speech-Language-Hearing, University of Kansas, Lawrence, KS, USA
3 National Center for Adaptive Neurotechnologies, Wadsworth Center, New York State Department of Health, Albany, NY, USA
4 Department of Neurology, Albany Medical College, Albany, NY, USA 1 Inria Bordeaux Sud-Ouest/LaBRI, Talence, France
2 Department of Speech-Language-Hearing, University of Kansas, Lawrence, KS, USA
3 National Center for Adaptive Neurotechnologies, Wadsworth Center, New York State Department of Health, Albany, NY, USA
4 Department of Neurology, Albany Medical College, Albany, NY, USA 5 J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, FL, USA
6 A*STAR Agency for Science, Technology and Research, Institute for Infocomm Research, Singapore, Singapore Acoustic speech output results from coordinated articulation of dozens of muscles,
bones and cartilages of the vocal mechanism. While we commonly take the fluency
and speed of our speech productions for granted, the neural mechanisms facilitating
the requisite muscular control are not completely understood. Previous neuroimaging
and electrophysiology studies of speech sensorimotor control has typically concentrated
on speech sounds (i.e., phonemes, syllables and words) in isolation; sentence-length
investigations have largely been used to inform coincident linguistic processing. In
this study, we examined the neural representations of segmental features (place and
manner of articulation, and voicing status) in the context of fluent, continuous speech
production. We used recordings from the cortical surface [electrocorticography (ECoG)]
to simultaneously evaluate the spatial topography and temporal dynamics of the neural
correlates of speech articulation that may mediate the generation of hypothesized gestural
or articulatory scores. We found that the representation of place of articulation involved
broad networks of brain regions during all phases of speech production: preparation,
execution and monitoring. In contrast, manner of articulation and voicing status were
dominated by auditory cortical responses after speech had been initiated. These results
provide a new insight into the articulatory and auditory processes underlying speech
production in terms of their motor requirements and acoustic correlates. ORIGINAL RESEARCH ARTICLE ORIGINAL RESEARCH ARTICLE Frontiers in Human Neuroscience Edited by: Edited by:
Srikantan S. Nagarajan, University of
California, San Francisco, USA
Reviewed by:
Edmund C. Lalor, Trinity College
Dublin, Ireland
Elana Zion Golumbic, Bar Ilan
University, Israel
*Correspondence:
Jonathan S. Brumberg, Department
of Speech-Language-Hearing,
University of Kansas, 1000
Sunnyside Ave., 3001 Dole Human
Development Center, Lawrence,
KS 66045, USA
e-mail: brumberg@ku.edu
†Th
h
h
ib
d Srikantan S. Nagarajan, University of
California, San Francisco, USA
Reviewed by:
Edmund C. Lalor, Trinity College
Dublin, Ireland
Elana Zion Golumbic, Bar Ilan
University, Israel
*Correspondence:
Jonathan S. Brumberg, Department
of Speech-Language-Hearing,
University of Kansas, 1000
Sunnyside Ave., 3001 Dole Human
Development Center, Lawrence,
KS 66045, USA
e-mail: brumberg@ku.edu
†These authors have contributed Srikantan S. Nagarajan, University of
California, San Francisco, USA Reviewed by:
Edmund C. Lalor, Trinity College
Dublin, Ireland
Elana Zion Golumbic, Bar Ilan
University, Israel *Correspondence:
Jonathan S. Brumberg, Department
of Speech-Language-Hearing,
University of Kansas, 1000
Sunnyside Ave., 3001 Dole Human
Development Center, Lawrence,
KS 66045, USA
e-mail: brumberg@ku.edu *Correspondence:
Jonathan S. Brumberg, Department
of Speech-Language-Hearing,
University of Kansas, 1000
Sunnyside Ave., 3001 Dole Human
Development Center, Lawrence,
KS 66045, USA
e-mail: brumberg@ku.edu †These authors have contributed
equally to this work. †These authors have contributed
equally to this work. Keywords: electrocorticography (ECoG), speech processing, place of articulation, manner of articulation, voicing 1. INTRODUCTION phonological constructs and lexical relationships (Indefrey and
Levelt, 2004). Speech and language are realized as acoustic outputs of an
aeromechanical system that is coordinated by a vast brain and
muscular network. The interaction between neural structures,
facial and vocal tract musculature, and respiration provides
humans with a dynamic speech production system capable of
forming simple sounds (e.g., mono-syllabic words) and com-
plex sounds (e.g., fluent conversation). These sounds are often
represented by phonemes and syllables, which are fundamen-
tal linguistic bases for constructing both simple and complex
speech production (e.g., the “b” in “bad” is an example of a
phoneme while the “ba” is an example of a consonant-vowel
(CV) syllable), which in turn correspond to stereotyped vocal-
tract movements resulting in acoustic speech output. Examples
of such vocal-motor articulations range from the compression of
the lungs for producing the air pressure needed for vocalization,
to movements of laryngeal muscles during phonation, to con-
figurations of the upper vocal tract for final shaping of speech
output. These muscular actions are the behavioral consequences
of the speech neuromotor system, which is in turn driven by This type of communication relies on neural processes that
construct messages and sensorimotor commands to convey and
receive communicative information. These processes have previ-
ously been characterized in a theoretical neurolinguistic model,
the Levelt-Roelofs-Meyer (LRM) model (Levelt et al., 1999). Using this model as a framework, it is possible to investi-
gate the behavioral, neurological, linguistic and motor processes
involved in vocal communication. The model consists of the
following processing components: conceptual preparation, lexi-
cal selection, morpho-phonological code retrieval, phonological
encoding, phonetic encoding and articulation (Levelt et al., 1999;
Indefrey and Levelt, 2004). The first four processing levels in
the LRM framework all mediate perceptual processes underly-
ing speech and language recognition in preparation for upcoming
vocal productions (e.g., reading, picture naming). These levels
of processing have been well investigated and were summa-
rized in a meta-analysis of neuroimaging, electrophysiology and
neuro-stimulation studies of speech and language (Indefrey and February 2015 | Volume 9 | Article 97 | 1 www.frontiersin.org www.frontiersin.org ECoG representations of segmental speech features Lotte et al. greatly contributed to our understanding of the motor cor-
tical representations of isolated syllable production; however,
in typical speech, syllable production is rarely performed in
isolation. Here, we generalize and improve upon these results
by investigating articulation as it occurs during continuous, flu-
ent speech. 1. INTRODUCTION In contrast, electroencephalography (EEG) and mag-
netoencephalography (MEG) can readily detect neurological sig-
nals at these temporal scales, but cannot precisely ascribe their
source to a particular location. In addition, EEG, MEG, and
fMRI are all susceptible to electrical and/or movement artifacts
created by speech articulation, and thus are typically used to
investigate neurological activity prior to articulation or speech
perception. p
p
g
In our experiments, we asked subjects to perform an out-
loud speech production task. We recorded the subjects’ acoustic
output with a microphone and ECoG from widespread peri-
sylvian areas that included locations with known involvement
in the planning, execution and perception of speech. For each
subject, we then converted the subject’s acoustic output into
speech feature categories at the phonetic level (given in Table 2)
and applied machine learning techniques to identify differential
brain activity resulting from the production of specific speech
features. The features used in our work were: place of articu-
lation, manner of articulation, voicing status and phonological
category of consonant or vowel. These techniques allowed us
to investigate the topographical as well as temporal distribu-
tions of brain activity that differentiates each type of speech
feature amongst other features, which may temporally overlap
in continuous speech. The analysis techniques used in our study
can also be used to predict the occurrence of a speech feature
from the ECoG signals. Therefore, our study provides important
insights into the coordination of individual articulatory neuro-
motor processes as they are sequenced together for production of
fluent speech output, and should provide an important basis for
future development of a brain-to-text brain-computer interface
(BCI). Electrical signals recorded directly from the cortical surface
[electrocorticography (ECoG)] have recently begun to attract
increasing attention for basic and translational neuroscience
research, because they allow for examination of the precise spatio-
temporal evolution of neurological processes associated with
complex behaviors, including speech output. Specifically, ECoG
has been used to investigate neurological activity during a num-
ber of tasks including linguistic processing (Towle et al., 2008;
Edwards et al., 2010), speech perception and feedback process-
ing (Crone et al., 2001; Chang et al., 2010; Pei et al., 2011a,b;
Pasley et al., 2012), as well as articulation of phonemes, syllables,
and words (Blakely et al., 2008; Kellis et al., 2010; Leuthardt et al.,
2012; Bouchard et al., 2013; Riès et al., 2013; Mugler et al., 2014). 1. INTRODUCTION One major difference between isolated production
of speech sounds and continuous speech is the presence and
degree of coarticulation, or the influence of past and future speech
requirements over current productions (Hardcastle and Hewlett,
1999). The two varieties of coarticulation include: (1) carry-over,
in which upcoming speech productions are based on the vocal
tract configurations of past utterances; and (2) anticipatory, in
which the production of current speech sounds is altered based
on expected requirements of future sounds. The extent to which
segmental and phonological boundaries influence the degree of
coarticulation (Recasens, 1999) is currently subject of debate (e.g.,
whether a boundary facilitates or inhibits coarticulation). In our
study, we assume coarticulation is occurring as participants pro-
duce speech, and our results are based solely on the amount of
speech information present in the ECoG signal. Levelt, 2004), and more recently by Riès et al. (2013). The final
two stages, phonetic encoding and articulation (of articulatory
scores), describe the motor aspects of vocal communication and
are the focus of the present study. According to the LRM frame-
work, the phonetic encoding stage translates a phonological word
(from the previous phonological encoding stage) into an artic-
ulatory score, which can be processed and transmitted to the
articulatory musculature for speech motor output. Levelt, 2004), and more recently by Riès et al. (2013). The final
two stages, phonetic encoding and articulation (of articulatory
scores), describe the motor aspects of vocal communication and
are the focus of the present study. According to the LRM frame-
work, the phonetic encoding stage translates a phonological word
(from the previous phonological encoding stage) into an artic-
ulatory score, which can be processed and transmitted to the
articulatory musculature for speech motor output. The precise nature by which the brain realizes these pho-
netic encoding and articulation functions are still unknown. One
possible explanation for this lack of understanding stems from
the difficulty in measuring the neurological processes involved
in the planning and production of speech. Indefrey and Levelt
estimate a total speech-language processing time of approxi-
mately only 600 ms (not including articulation) from beginning
to end, with individual durations of approximately 100–200 ms
for each processing component in their model (Indefrey and
Levelt, 2004). Functional magnetic resonance imaging (fMRI),
which is the primary neuroimaging technique used in speech
neuroscience, cannot resolve brain activity at that temporal
resolution. Frontiers in Human Neuroscience 2.3. SIGNAL PROCESSING AND ANALYSIS The goal of our study was to identify those locations or times
in which differential ECoG activity was found between overtly
produced speech utterances based on articulatory-acoustic and
phonological features (e.g., segmental features) of phonemes1. In this work, we used a vowel vs. consonant contrast as the
primary phonological discriminatory dimension. In addition,
we examined the articulatory-acoustic dimension by testing the
manner (e.g., voicing quality: obstruent vs. sonorant) and the
place (e.g., location of articulatory closure or constriction) of
speech articulation, and voicing (e.g., quasiperiodic oscillations
of the vocal folds: voiced vs. voiceless). The place features are
primarily used to characterize consonant sounds, while the man-
ner and voicing features can be used in both consonant and
vowel descriptions. We conducted an analysis of a feature rep-
resenting the tongue configurations involved in the produc-
tion of vowel sounds (e.g., height & frontness within the oral
cavity); however, it did not reveal different patterns of spa-
tiotemporal activations and will not be discussed in subsequent
sections. Grid locations were verified in each subject using a co-
registration method that included pre-operative structural mag-
netic resonance (MR) imaging and post-operative computed
tomography (CT) imaging (Kubanek and Schalk, 2014). We then
used Curry software (Compumedics, Charlotte, NC) to extract
three-dimensional cortical models of individual subjects, to co-
register the MR and CT images, and to extract electrode loca-
tions. Electrode locations are shown for each subject in Figure 1. Electrode locations were further assigned to cortical lobe using
the Talairach Daemon (http://www.talairach.org, Lancaster et al.,
2000). ECoG signals were recorded at the bedside using eight 16-
channel g.USBamp biosignal acquisition devices (g.tec, Graz,
Austria) at a sampling rate of 1200 Hz, and stored for further
analyses. Electrode contacts distant from epileptic foci and areas
of interest were used for reference and ground and any channels
with obvious electrical or mechanical artifacts removed. The total
number of electrodes used per subject is listed in Table 1. 1As defined by the International Phonetic Association, a phoneme is “the
smallest segmental unit of sound employed to form meaningful contrasts
between utterances” (International Phonetic Association, 1999). Table 1 | Clinical profiles of participants. 2.1. HUMAN SUBJECTS AND DATA COLLECTION The seven subjects who participated in this study were patients
with intractable epilepsy at Albany Medical Center. Subjects
underwent temporary placement of subdural electrode arrays to
localize seizure foci prior to surgical resection of epileptic tissue. The seven subjects who participated in this study were patients
with intractable epilepsy at Albany Medical Center. Subjects
underwent temporary placement of subdural electrode arrays to
localize seizure foci prior to surgical resection of epileptic tissue. All gave informed consent to participate in the study, which was
approved by the Institutional Review Boards of the hospital, had
performance IQs of at least 85, and were mentally, visually and
physically capable of performing the task. Table 1 summarizes the
subjects’ clinical profiles. All gave informed consent to participate in the study, which was
approved by the Institutional Review Boards of the hospital, had
performance IQs of at least 85, and were mentally, visually and
physically capable of performing the task. Table 1 summarizes the
subjects’ clinical profiles. The implanted electrode grids (Ad-Tech Medical Corp.,
Racine, WI) consisted of platinum-iridium electrodes (4 mm
in diameter, 2.3 mm exposed) that were embedded in silicon
and spaced at an inter-electrode distance of 1 cm. Subject G
had implanted electrodes with 6 mm grid spacing (PMT Corp,
Chanhassen, MN). All subjects received electrode grid implan-
tations over the left hemisphere, though the total number of
electrodes implanted was different for each subject. Grid place-
ment and duration of ECoG monitoring were based solely on the
requirements of the clinical evaluation without any consideration
of this study. 1. INTRODUCTION In the present study, we apply machine learning techniques to
evaluate the neurological activity during speech production based
on segmental features (i.e., phonology, and articulatory-acoustic
descriptors) and the resulting ECoG signals. By analyzing these
features, rather than phonemes, syllables, or words, we are able to
identify a low-dimensional and invariant basis by which to inter-
pret neural activity related to overt speech production that can be
upscaled to more complex vocalizations. The results of our analyses revealed a broad network involv-
ing fronto-motor and temporal cortices that were active during
the preparation, execution and feedback monitoring of place of
articulation. In contrast, ECoG responses labeled by manner of
articulation involved a widespread auditory cortical network that
was active near the start of speech onset and persisting through-
out the feedback monitoring process. Analysis of voicing status
largely mirrored the manner of articulation results suggesting that
the production of different manners of articulation and voicing
involve large auditory cortical networks for processing for proper
speech motor control, while place of articulation more equally
weights processing at all three stages of production. Interestingly,
our analysis of both the manner and voicing conditions included
a focal motor response that likely reflects specific differences in A recent ECoG study (Bouchard et al., 2013) employed such
an articulation-based approach in which subjects were required
to produce isolated CV syllables. The authors observed both a
topographic and temporal organization of ECoG signals over the
speech-motor cortex related to speech articulation. Specifically,
their results showed that the production of isolated syllables
resulted in differential neurological activity clustered by articu-
latory feature (e.g., lip and tongue movements). These findings February 2015 | Volume 9 | Article 97 | 2 www.frontiersin.org www.frontiersin.org www.frontiersin.org ECoG representations of segmental speech features Lotte et al. 2.2. EXPERIMENTAL PARADIGM the motor control of voicing (e.g., voiced vs. voiceless produc-
tion). We elaborate on these results and their interpretation in the
sections that follow. In this study, subjects were asked to perform an overt speech pro-
duction task in which stimuli consisted of well-known political
speeches or nursery rhymes ranging between 109 and 411 words
in length. The stimulus text was presented visually and scrolled
across a computer screen from the right to the left at a constant
rate and subjects repeated each word as it appeared on the screen. The rate was set for each subject to be appropriate for the sub-
ject’s level of attentiveness, cognitive, and comprehension abilities
(see Table 1). The computer screen was placed approximately 1 m
from the subjects. A single experimental run consisted of reading
an entire stimulus passage, and subjects completed between 2–4
runs. All subjects completed the experiment in a single session
except for Subject D, who required two sessions. Data collec-
tion from the g.USBamp acquisition devices, as well as control
of the experimental paradigm were accomplished simultaneously
using BCI2000 software (Schalk et al., 2004; Mellinger and Schalk,
2010). A schematic illustrating the experimental setup is shown in
(Figure 2). February 2015 | Volume 9 | Article 97 | 3 2.3. SIGNAL PROCESSING AND ANALYSIS Subject
Age
Sex
Handedness
Performance IQ
Verbal IQ
Seizure focus
# Electrodes
# Words
A
29
F
R
136
118
Left temporal
96
278
B
30
M
R
90
64
Left temporal
83
109
C
29
F
R
90
91
Left temporal
101
283
D
19
M
R
85
87
Left frontal
84
411
E
26
F
R
117
106
Left temporal
109
411
F
56
M
R
87
82
Left temporal
97
411
G
29
F
R
95
111
Left temporal
112
411
Frontiers in Human Neuroscience
www.frontiersin.org
February 2015 | Volume 9 | Article 97 | 3 Table 1 | Clinical profiles of participants. February 2015 | Volume 9 | Article 97 | 3 ECoG representations of segmental speech features Lotte et al. FIGURE 1 | Locations of implanted grids on individual subject cortical
models based on co-registered pre-op MR and post-op CT data. The
bottom right figure shows the electrode locations projected on an average
brain for those four subjects (B, E, F, and G) that passed initial screening
(subjects A, C, and D were not included, see Section 2.3.5). Each subject’s
electrodes are represented with a different color. FIGURE 2 | Experimental setup. brain for those four subjects (B, E, F, and G) that passed initial screening
(subjects A, C, and D were not included, see Section 2.3.5). Each subject’s
electrodes are represented with a different color. brain for those four subjects (B, E, F, and G) that passed initial screening
(subjects A, C, and D were not included, see Section 2.3.5). Each subject’s
electrodes are represented with a different color. FIGURE 1 | Locations of implanted grids on individual subject cortical
models based on co-registered pre-op MR and post-op CT data. The
bottom right figure shows the electrode locations projected on an average brain for those four subjects (B, E, F, and G) that passed initial screening
(subjects A, C, and D were not included, see Section 2.3.5). Each subject’s
electrodes are represented with a different color. FIGURE 2 | Experimental setup. FIGURE 2 | Experimental setup. FIGURE 2 | Experimental setup. 2.3.1. Articulatory-acoustic feature descriptions Frontiers in Human Neuroscience 2.3.1. Articulatory-acoustic feature descriptions voiced (with only a few exceptions) while obstruents have voiced
and voiceless pairs (e.g., the bilabial pair “b” [voiced] and “p”
[voiceless]). y
p
The articulatory features used in the present study generally char-
acterize the vocal tract movements and configurations required
for speech production. The place of articulation defines a location
where speech articulators either close or constrict the vocal tract. In our analysis, high-level descriptions of place of articulation
broadly describe the closure of the lips (labial) and the location
in the oral cavity where the tongue contacts or approaches the
hard and soft palates (coronal and dorsal) (Hall, 2007). The man-
ner of articulation describes the relative closure of the vocal tract
and resultant airflow path during phonation; it can be coarsely
grouped into obstruents (those articulations that impede air-
flow in the vocal tract) and sonorants (those which maintain
an open vocal tract) (Hall, 2007). The voicing feature indicates
whether the vocal folds are active and oscillating during produc-
tion of speech sounds. Speech sounds are classified as “voiced” if
the vocal folds are oscillating and “voiceless” if they are not. All
sonorant sounds, including all vowels, in English are considered Both the place and manner of articulation can be specified at
increasingly refined levels. For place, some examples of the labial
feature includes bilabials (“b”) and labiodentals (“v”), an exam-
ple of a coronal includes alveolars (“d” in “dog”) and palatals, and
the dorsal group includes consonants with contact on the velum
or soft palate (“g” in “good”). Additionally, the dorsal group can
be used to describe the relative movements of all the vowels,
though not their specific configurations. These additional place
descriptors can further refine the locations of the hard and soft
palates contacted by the tongue and vice versa as well (e.g., they
describe the portions of the tongue used to contact the palate). The manner of articulation can also be described with finer lev-
els of detail, with examples of the obstruent category including
features for stops (“b” in “boy”), fricatives (“v” in “vast”), and
affricates (“ch” in “chest”) while the sonorant category contains February 2015 | Volume 9 | Article 97 | 4 www.frontiersin.org www.frontiersin.org www.frontiersin.org ECoG representations of segmental speech features Lotte et al. assigned in a binary fashion in which “+” indicated the pres-
ence of a feature, and “−” the absence. 2.3.1. Articulatory-acoustic feature descriptions Importantly, while the
features were coded as binary, any one phoneme may code for
multiple combinations of features (e.g., consonant+, obstruent+,
labial+ and voicing+ for the “b” sound). In other words, a par-
ticular phonemic feature was assigned a value (“+” or “−”) for
each phoneme. Overall, we identified 33 different phonemes with
1226–4872 combined occurrences per subject. Each phoneme was
defined by a particular onset and offset time that was used for sub-
sequent neurophysiological analyses. An example of audio signal
transcription and feature labeling (for the feature: vowel) is given
in Figure 3 along with synchronized ECoG recordings (gamma
band power) at two electrode sites. the features for approximants (“l” in “less”) and nasals (“n” in
“nine”). These additional levels of description characterize spe-
cific differences in airflow resulting from speech production. To
simplify the analysis and provide sufficient data for estimation of
our machine learning models, we concentrated on the high-level
categorical groupings: obstruent vs. sonorant for manner of artic-
ulation, and labial vs. coronal vs. dorsal for place of articulation. A summary of the phonetic feature descriptions used in this study
can be found in Table 2. 2.3.3. ECoG segments extraction and labeling We analyzed event-related changes in 700 ms ECoG epochs
aligned to phoneme acoustic onset. To do this, we first high-pass
filtered the continuous ECoG recordings using a cutoff frequency
of 0.5 Hz and a forward-backward Butterworth filter of order 4
to remove DC signal components (Matlab functions filtfilt
and butter). The data were then notch-filtered at 120 Hz using
a forward-backward infinite impulse response (IIR) notch filter
with a Q-factor of 35 (q = ω0/bw, where ω0 = 120 and q = 35) A summary of all phoneme transcriptions and data features
used in this study is provided in Table 2. Each speech feature was Table 2 | Features and frequencies observed in the speech stimuli. Place of articulation
Manner of articulation
Feature
Frequency (%)
Phonemes
Feature
Frequency (%)
Phonemes
Labial
22.9
/b p f v m w/
Obstruent
59.1
/b p g k d t f v/
/tS dZ D T s z S Z/
Coronal
78.0
/t d T D s z S Z n/
/tS dZ r l j/
Sonorant
37.5
/i I E æ A @ u U/
/3~ aI eI aU oU OI/
/w j r l m n N/
Dorsal
12.4
/k g w/
Phonological
Voicing
Feature
Frequency (%)
#
Feature
Frequency (%)
Phonemes
Consonant
60.8
24
Voiced
78.0
/i I E æ A @ u U/
/3~ aI eI aU oU OI/
/w j r l m n N/
/b d g v S Z dZ/
Vowel
39.2
15
Voiceless
22.0
/p t k f s z tS/
Frontiers in Human Neuroscience
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February 2015 | Volume 9 | Article 97 | 5 Table 2 | Features and frequencies observed in the speech stimuli. 2.3.2. Speech segmentation into phonemes We first segmented the acoustic speech signals into individual
phonemes. This segmentation served to (1) separate each individ-
ual spoken word and (2) identify and temporally locate phonemes
within each word. Our segmentation procedure obtained pho-
netic transcriptions using a semi-automated algorithm that first
isolated the spoken words from silence followed by identification
of constituent phonemes. The onset and termination of spo-
ken words were manually located in the audio signal waveforms. Initial manual segmentation of word boundaries was necessary
for accurate speech analysis, and was often completed with min-
imal effort. Following word segmentation, phonemes were auto-
matically labeled and aligned to the audio signal, using a Hidden
Markov Model (HMM) classifier with Mel-Frequency Cepstrum
Coefficients (MFCC) and their first and second derivatives as fea-
tures (Rabiner and Juang, 1993). The phonetic transcription and
alignment was performed using the HMM ToolKit (HTK) (Young
et al., 2006). Our rationale for automated phonetic transcription
was to minimize human errors and provide an objective solu-
tion for a fair comparison between participants. Each phoneme
was then classified as (1) a consonant or a vowel [phonologi-
cal], (2) an obstruent or sonorant [manner], (3) according to
vocal tract contacts or constrictions [place] and (4) voicing status
[voicing]. The automatic speech recognition system described above was
adapted from the original implementation to achieve robust and
accurate speaker-dependent classification for use with all of our
study participants. The classifier was first trained on an “ideal”
source based on a triphone acoustic model to establish a baseline. Then, the classifier was adapted to account for each partici-
pant’s individual speech acoustic characteristics using the speech
recorded from each subject, creating a speaker-dependent recog-
nition and phonetic transcription system. The speaker-dependent
model outperformed the speaker-independent model in terms
of producing more accurate phoneme boundaries. All auto-
matic phoneme alignments were visually checked by a speech
recognition expert who confirmed their quality. 2.3.3. ECoG segments extraction and labeling Place of articulation
Manner of articulation
Feature
Frequency (%)
Phonemes
Feature
Frequency (%)
Phonemes
Labial
22.9
/b p f v m w/
Obstruent
59.1
/b p g k d t f v/
/tS dZ D T s z S Z/
Coronal
78.0
/t d T D s z S Z n/
/tS dZ r l j/
Sonorant
37.5
/i I E æ A @ u U/
/3~ aI eI aU oU OI/
/w j r l m n N/
Dorsal
12.4
/k g w/
Phonological
Voicing
Feature
Frequency (%)
#
Feature
Frequency (%)
Phonemes
Consonant
60.8
24
Voiced
78.0
/i I E æ A @ u U/
/3~ aI eI aU oU OI/
/w j r l m n N/
/b d g v S Z dZ/
Vowel
39.2
15
Voiceless
22.0
/p t k f s z tS/
Frontiers in Human Neuroscience
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February 2015 | Volume 9 | Article 97 | 5 Table 2 | Features and frequencies observed in the speech stimuli. Frontiers in Human Neuroscience February 2015 | Volume 9 | Article 97 | 5 ECoG representations of segmental speech features Lotte et al. FIGURE 3 | Example of the ECoG gamma envelope from the two
electrodes circled in green and blue, for the production and perception
of the words “abolish all.” The transcription of these two words into
phonemes is all also provided, together with the corresponding class label for
the articulatory feature “vowel” (“+”: the phoneme is a vowel, “−”: the
phoneme is a consonant). phonemes is all also provided, together with the corresponding class label for
the articulatory feature “vowel” (“+”: the phoneme is a vowel, “−”: the
phoneme is a consonant). FIGURE 3 | Example of the ECoG gamma envelope from the two
electrodes circled in green and blue, for the production and perception
of the words “abolish all.” The transcription of these two words into 2. Preprocess ECoG gamma band power (as in Section 2.3.3). (Antoniou, 1993) to remove the power line harmonics (first har-
monic) interference. Note that we did not filter the signals at the
fundamental frequency of the power line (60 Hz) nor its other
harmonics (180, 240 Hz, etc.) since our analysis only involved
the gamma band (70–170 Hz) of the ECoG signals. Following
filtering, the ECoG signals were re-referenced to the common
average reference (CAR), separately for each grid of implanted
electrodes2. 2Most subjects had more than one ECoG grid implanted; therefore, the
electrodes from each grid were re-referenced to the grid average. 2.3.3. ECoG segments extraction and labeling Finally, the ECoG gamma band power was obtained
by applying a bandpass filter in the range of 70–170 Hz using a
fourth order forward-backward Butterworth filter, squaring the
result and log-transforming the signal. 3. Choose analysis features based on the number of ECoG elec-
trodes, and reduce feature dimensionality according to the
minimal Redundancy Maximal Relevance (mRMR) feature
selection procedure (Peng et al., 2005). 4. Train and apply a regularized linear discriminant analysis
(LDA) classifier (Lotte et al., 2007) for distinguishing selected
features using 5 fold cross-validation for each subject and run. Note that feature selection was performed, for each fold of the
cross-validation, on the training data only. 5. Evaluate classifier using receiver operating characteristics
(ROC) curves, and obtain the area under the curve (AUC) as
the primary performance measure. After preprocessing the recorded ECoG signals, we extracted
a 700 ms window of data from the continuous recording. This
window was aligned to the onset of each phoneme identified by
the semi-automated phoneme transcription procedure described
above. Each window was centered on the phoneme onset, and
thus consisted of a 350 ms pre-phoneme interval and a 350 ms
post-phoneme interval, which provides sufficient opportunity to
examine the neurological processing per phoneme. Each win-
dow was tagged with the phoneme’s feature vector (i.e., “+”
or “−” definition for each phonemic feature) for subsequent
classification / discrimination analysis. LDA regularization was achieved using covariance matrix shrink-
age according to the Ledoit and Wolf method for automatically
estimating large dimensional covariance matrices from small data
observations (Ledoit and Wolf, 2004). Regularized LDA using this
technique has been previously used in brain-machine interfacing
experiments where data and feature dimensionality are consis-
tently problematic (Lotte and Guan, 2010; Blankertz et al., 2011). According to our cross-validation procedure, the data were split
into five non-overlapping subsets, four of which were used for
LDA training and feature selection and the remaining, mutually-
exclusive data set, used for testing. The training and testing
procedures were repeated five times, once for each mutually
exclusive validation set, and the performance was averaged over
all test-set results. Note, classifier training and feature selection
were performed only on the training part of each cross-validation
fold. 2.3.5. Subject screening and inclusion (1) As a screening measure, we first determined which of the sub-
jects produced ECoG signals that were different between spoken
words and silence. Subjects whose classification results exceeded
our threshold (see below for details) were analyzed further for
the speech feature analysis. According to the classification pro-
cedure described in Section 2.3.4, we first manually obtained the
boundaries of all words from the acoustic signal and extracted
ECoG gamma band power from a 700 ms window centered on
each word. We then obtained an equal number of ECoG seg-
ments taken from 700 ms windows of silence and labeled the
segments as “speech” or “silence.” For each electrode, the pre-
processed 700 ms ECoG signal was segmented in time using 50
ms long windows with 25 ms overlap based on the parameters
from prior studies (Pei et al., 2011a,b). This procedure resulted in
an initial set of 27 gamma-band features per electrode (between
83 and 112 electrodes per subject), which were taken from cortical
areas covering the perisylvian and Rolandic cortices (e.g., primary
motor, premotor, auditory and somatosensory cortices; Broca’s
and Wernicke’s areas). We then used the mRMR procedure to
reduce the feature dimension by selecting 50 features from the
larger data set. Last, we obtained the ROC curve and set a thresh-
old of AUC > 0.8 for inclusion in the remainder of the speech
feature analysis. An AUC of 0.5 represents chance performance,
we therefore utilized a higher threshold for use as a screening
criterion. where log denotes the natural logarithm. These activation indices
for each electrode channel were accumulated across subjects and
mapped onto a template brain (Montreal Neurological Institute
[MNI]; http://www.bic.mni.mcgill.ca) using in-house Matlab
routines (Kubanek and Schalk, 2014). where log denotes the natural logarithm. These activation indices
for each electrode channel were accumulated across subjects and
mapped onto a template brain (Montreal Neurological Institute
[MNI]; http://www.bic.mni.mcgill.ca) using in-house Matlab
routines (Kubanek and Schalk, 2014). 2.3.6.2. Temporal dynamics analysis. The temporal analysis of
speech features over the duration of each data segment involved
similar processing steps used in the spatial analysis. For each sub-
ject, we first limited the temporal analysis to ECoG electrode
channels with statistically significant activation indices found in
the spatial topography analysis. 2.3.4. Classification analysis technique In the following sections, we describe the method used to evaluate
the spatial and temporal patterns of neurological activity involved
in speech production. Specifically, we employed a classification
analysis to determine which brain regions differ in their patterns
of activity during the production of speech that varies by place
of articulation, manner of articulation, voicing and phonological
category of consonant or vowel (Section 2.3.6). We include also
a classification analysis of brain activity during active speaking
vs. silence (Section 2.3.5). The same procedure was used for all
classification analyses, and is summarized as follows: Additionally, we chose area under the ROC curve as the
measure of performance since it is specifically designed for unbal-
anced binary classification problems (Fawcett, 2006). In our
study, the number of phonemes labeled “+” for a speech fea-
ture was not necessarily the same as the number of phonemes
labeled “−,” therefore the classification problem was unbalanced. The “+” class was used as the positive class for ROC curves
computation. Statistical significance of the obtained AUC values
was determined using the Hanley and McNeil formula for esti-
mating standard error (Hanley and McNeil, 1983). The resulting
p-value was then corrected for multiple comparisons (number of 1. Process and segment speech signal for features of interest
(e.g., speech vs. silence, place, manner and voicing features,
phonological features). 2Most subjects had more than one ECoG grid implanted; therefore, the
electrodes from each grid were re-referenced to the grid average. February 2015 | Volume 9 | Article 97 | 6 Frontiers in Human Neuroscience www.frontiersin.org www.frontiersin.org ECoG representations of segmental speech features Lotte et al. subjects × number of ECoG electrodes per subject) using the false
discovery rate (FDR) approach (Noble, 2009). index” that was proportional to the AUC p-value for each tested
feature. The activation index (AI) was defined as: ψ(p) =
−log(p)
p < 0.01
0
otherwise
(1) 2.3.6. Classification of articulatory features Determination of the differential neurological activity used in
the production of each articulatory-acoustic and phonological
features (described in Section 2.3.1) was split into separate anal-
yses of spatial topography and temporal dynamics. In the spatial
topography analysis, we projected the results onto the cortical sur-
face and plotted the results over time for the temporal dynamics
analysis. In these two procedures, the spatial analysis considered
ECoG activity at each location throughout each windowed epoch;
the temporal analysis considered ECoG activity at a particular
time but across all locations. 2.3.5. Subject screening and inclusion For this analysis, we first re-
estimated the ECoG gamma band power using 50 ms time bins,
but with 40 ms overlaps (10 ms steps) for use in the LDA proce-
dure. The change in overlap was used to visualize and analyze the
activation index time course with a higher resolution, such res-
olution is neither needed nor desired for the spatial topography
analysis. The same speech features and phonetic boundaries used
in the spatial analysis were used here as well. Also in this anal-
ysis, dimension reduction and regularization were not required
since there was only one data feature (time-binned ECoG band
power) per classification attempt. The average AUC was then
used to compute a significance p-value, corrected for multiple
comparisons (subjects, time bins and electrodes with statistically
significant activation indices in the spatial topography analysis)
using the FDR, and transformed into an activation index. The
temporal profiles of the activation indices were averaged across
subjects and over all electrodes per speech feature to represent the
gross cortical processes involved in the discrimination of speech
articulation features. Frontiers in Human Neuroscience 3.1. SPEECH vs. SILENCE We employed a functional screening criteria based on classifica-
tion results for a speech vs. silence discrimination analysis. These
results are summarized in Table 3. Those subjects that did not
have neural responses that consistently responded to the task,
and thus had signals that could differentiate between speech and
silence, were excluded from the remainder of the speech feature
analysis. Recall, an AUC value of 0.5 represents chance discrimi-
nation, while a value of 1.0 indicates perfect discrimination. None
of our analyses resulted in AUC values less than 0.5, indicating
that all classifications were above chance levels. However, as illus-
trated in Table 3, our analysis was not able to well-differentiate
the neural activation patterns for the speech vs. silence contrast
for subjects A, C, and D using our higher screening threshold
(AUC < 0.8), which would lead to similarly poor results in any
subsequent analyses of articulatory and phonological features. In
contrast, the analysis for subjects B, E, F, and G resulted in rela-
tively good differentiation between speech and silence (AUC >
0.8). Thus, we included only data from these subjects in the 2.3.6.1. Spatial topography analysis. Using the classification
procedure described in Section 2.3.4 as a guide, we first obtained
the boundaries of all phonemes in the acoustic signal (see Section
2.3.2), extracted the ECoG gamma band power from a 700 ms
window centered on the onset of each phoneme, and segmented it
in time using 50 ms long windows (25 ms overlap). We then used
the mRMR procedure to select 10 time segments per phoneme
and electrode to minimize the effects of overfitting while training
the regularized LDA classifier. A new classifier was trained on each
of the speech features to discriminate between the “+” and “−”
category members. To analyze the three levels place of articula-
tion features, we computed three binary comparisons: labial+ vs. labial–, coronal+ vs. coronal−and dorsal+ vs. dorsal−. All other
features contained only two levels, therefore, only a single binary
comparison is needed for each. We then computed an “activation February 2015 | Volume 9 | Article 97 | 7 www.frontiersin.org www.frontiersin.org www.frontiersin.org ECoG representations of segmental speech features Lotte et al. condition at −185, −75, and +100 ms, the coronal condition at
−195, −85, and +100 ms, and the dorsal condition at −165 and
+115 ms. remainder of our study. 3.2.1. Place of articulation We analyzed ECoG recordings to identify differential neural activ-
ity for three place of articulatory features: labial, coronal, and
dorsal representing vocal-tract closures at the lips (labial), tongue
tip and blade (coronal), and tongue dorsum (dorsal). We then
used statistically significant, above-chance LDA classifications
(AUC > 0.5) as a measure of differential neurological represen-
tations of each speech feature. We generally found statistically
significant responses across the sensorimotor speech production
network and auditory feedback processing regions (see left col-
umn Figure 4). The responses superior to the Sylvian fissure
are distributed over the primary motor and somatosensory cor-
tices (sensorimotor cortex for speech), while the responses in the
temporal lobe are found in perisylvian auditory cortex, partic-
ularly in the posterior aspects of the superior temporal gyrus
(e.g., Wernicke’s area). The coronal feature resulted in the largest
topographical montage of statistically significant ECoG electrodes
contributing to differentiation of place of articulation (N = 19 of
401 electrodes), followed by the labial (N = 9) and dorsal (N = 3)
features. A summary of these results is found in Table 4. The spatial topography of electrodes with differential activ-
ity patterns between the two manner categories are shown in
Figure 5, left column. This analysis revealed statistically sig-
nificant perisylvian auditory cortex and sensorimotor cortex FIGURE 4 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “place” category
levels: labial, coronal, and dorsal. In the temporal dimension group analysis, we found the
latency of peak AI for all three place conditions near the onset
of phoneme alignment at 0 ms (see Figure 4, right column and
summarized in Table 4). Specifically, the labial condition is char-
acterized by an overall difference from all other features that
rose markedly to a peak response at +25 ms (with 21.24 peak
activation index) and persisted well afterward. The peak activa-
tion index for the coronal condition was 13.42 at +35 ms latency
and the dorsal condition was 6.25 at +45 ms latency. In general,
both the labial and coronal temporal profiles indicated prolonged
duration of statistically significant activation indices preceding
and following peak response near 25–35 ms while the dorsal con-
dition was much more narrow in its response. 3.1. SPEECH vs. SILENCE The resulting combined electrode loca-
tions for these four subjects can be found in the bottom right of
Figure 1. 3.2.2. Manner of articulation Topographical cortical mappings and temporal profiles reported
here reflect electrodes, grouped over all four subjects, with sta-
tistically significant differences in ECoG recordings between our
speech features of interest. In our method, each discrimination is
along a binary feature dimension and represents a comparison of
neural patterns of activation between pairs of speech features. The analysis of place of articulation is oriented toward the artic-
ulations and points-of-contact in the oral portion of the upper
vocal tract. In contrast, manner of articulation, which describes
airflow resulting from constriction or closure (release) is oriented
generally as the muscular activation of the entire upper vocal tract
(larynx, velum and oral structures). In typical definitions of man-
ner of articulation, categorical features are used to describe the
overall airflow. In the present analysis, we follow this conven-
tion and examined two main classes of manner: obstruents and
sonorants. 4. DISCUSSION
4.1. GENERAL COMMENTS In contrast to both the manner and place features, voicing refers
to only one articulatory structure, the larynx, or more specifically,
the vocal folds. The spatial topography of electrodes (left column,
Figure 6) with differential patterns of activity between the voiced
and voiceless classes of phonemes is concentrated in the perisyl-
vian auditory and motor cortex, with additional activation of the
ventral motor cortex. In our analysis, 12 electrodes contributed
to differentiation of phonemes along the voicing dimension. The
temporal profile of these activations (right column, Figure 6)
indicate a peak statistical difference at +95 ms with an activation
index of 11.45. There was a smaller local peak just prior to vocal-
ization onset at −25 ms. These results are summarized in Table 6. In this paper, we identified patterns of cortical topographies
and temporal dynamics involved in speech production based
on segmental articulatory-acoustic and phonological character-
istics. To do this, we used a classification analysis to identify
spatial or temporal neurological activity that best discriminated
between common sets of articulatory and phonological fea-
tures of continuous speech production. Some recent studies
of speech production using ECoG and intracortical microelec-
trode recordings have also examined phonetic content (Blakely
et al., 2008), and articulatory-acoustic features (Brumberg et al., FIGURE 5 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “manner” category
levels: obstruent and sonorant. Table 5 | Summary of results for manner of articulation over all
sampled electrodes. Manner
# Electrodes
Peak AI
Peak latency
Obstruent
10
18.26
85 ms
Sonorant
11
28.58
85 ms
FIGURE 6 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “voicing” (i.e.,
voiced vs. voiceless) and “phonological” (i.e., consonant vs. vowel)
categories. Table 6 | Summary of results for voicing and phonological category
(vowels only) over all sampled electrodes. 3.2.4. Vowel vs. consonant We examined the vowel vs. consonant contrast to determine
whether differences existed in neural activation patterns between
production of sounds varying in phonological class. The spa-
tial topography and temporal dynamics representing differences
between these two classes were represented by a large region of
auditory cortex and a more focal region of sensorimotor cortex. The temporal patterns of neural activation had peak statistical dif-
ference +95 ms, but appear to also show moderate differentiation
at speech-leading intervals, with a local maxima at −105 ms as
shown in Figure 6 (right column). A summary of these results
can be found in Table 6. The temporal profile results (right column, Figure 5) indi-
cate very limited differences between manner categories prior to
phoneme onset (speech-leading latencies with negative intervals)
and greater differences at speech-following latencies (positive
intervals). Specifically, the peak statistical significance for differ-
entiating manner features from each other at +85 ms for both
obstruents and sonorants. These differences are largely present
during the entire post-onset speech period. These results are
summarized in Table 5. 3.2.1. Place of articulation We should note
that this may be due to the relatively few sounds with constriction
or closure of the tongue along soft palate compared to those in the
anterior portions of the oral cavity. Furthermore, each of the three
place conditions had multiple local maxima throughout the anal-
ysis window. Specifically, local maxima were found for the labial FIGURE 4 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “place” category
levels: labial, coronal, and dorsal. FIGURE 4 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “place” category
levels: labial, coronal, and dorsal. Table 4 | Summary of results for place of articulation over all sampled
electrodes. Place
# Electrodes
Peak AI
Peak latency
Local maxima
Labial
9
21.24
25 ms
−185, −75 , +105 ms
Coronal
19
13.42
35 ms
−195, −85, +95 ms
Dorsal
3
6.25
45 ms
−165, +115 ms
tiersin.org
February 2015 | Volume 9 | Article 97 | 8 Table 4 | Summary of results for place of articulation over all sampled
electrodes. Table 3 | AUC cross-validation performances obtained for each
subject to classify “spoken word” vs. “silence” ECoG segments. Subject
A
B
C
D
E
F
G
AUC
0.57
0.81
0.51
0.68
0.91
0.87
0.91
electrodes. Place
# Electrodes
Peak AI
Peak latency
Local maxima
Labial
9
21.24
25 ms
−185, −75 , +105 ms
Coronal
19
13.42
35 ms
−195, −85, +95 ms
Dorsal
3
6.25
45 ms
−165, +115 ms
Frontiers in Human Neuroscience
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February 2015 | Volume 9 | Article 97 | 8 Table 3 | AUC cross-validation performances obtained for each
subject to classify “spoken word” vs. “silence” ECoG segments. February 2015 | Volume 9 | Article 97 | 8 Frontiers in Human Neuroscience www.frontiersin.org ECoG representations of segmental speech features Lotte et al. response contributing to differentiation of the obstruent (N = 10
electrodes) and sonorant (N = 11 electrodes) features. 4. DISCUSSION
4.1. GENERAL COMMENTS Manner
# Electrodes
Peak AI
Peak latency
Local maxima
Voicing
12
11.45
95 ms
–25 ms
Vowels
8
21.80
95 ms
–105 ms
Frontiers in Human Neuroscience
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February 2015 | Volume 9 | Article 97 | 9 FIGURE 5 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “manner” category
levels: obstruent and sonorant. FIGURE 6 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “voicing” (i.e.,
voiced vs. voiceless) and “phonological” (i.e., consonant vs. vowel)
categories. FIGURE 5 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “manner” category
levels: obstruent and sonorant. FIGURE 5 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “manner” category
levels: obstruent and sonorant. FIGURE 6 | The spatial topography and temporal dynamics are shown
in the left and right columns, respectively, for electrode locations with
significant machine learning classification for the “voicing” (i.e.,
voiced vs. voiceless) and “phonological” (i.e., consonant vs. vowel)
categories. Table 5 | Summary of results for manner of articulation over all
sampled electrodes. Manner
# Electrodes
Peak AI
Peak latency
Obstruent
10
18.26
85 ms
Sonorant
11
28.58
85 ms
Table 6 | Summary of results for voicing and phonological category
(vowels only) over all sampled electrodes. Manner
# Electrodes
Peak AI
Peak latency
Local maxima
Voicing
12
11.45
95 ms
–25 ms
Vowels
8
21.80
95 ms
–105 ms
Frontiers in Human Neuroscience
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February 2015 | Volume 9 | Article 97 | 9 Table 5 | Summary of results for manner of articulation over all
sampled electrodes. Table 5 | Summary of results for manner of articulation over all
sampled electrodes. Table 6 | Summary of results for voicing and phonological category
(vowels only) over all sampled electrodes. Table 6 | Summary of results for voicing and phonological category
(vowels only) over all sampled electrodes. ECoG representations of segmental speech features Lotte et al. 2011; Bouchard et al., 2013). 4. DISCUSSION
4.1. GENERAL COMMENTS Importantly, our task and analy-
ses differ from these earlier attempts by first considering fluent,
continuous speech production of whole sentences and para-
graphs, which is more natural than isolated utterances and may
account for effects of coarticulation. Second, our signal record-
ings come from a much larger area of the cortical surface,
which enabled us to investigate all of the lateral (perisylvian)
regions involved in the motor, perceptual and planning neuro-
logical processing components of speech production. Last, our
analysis focuses on the determination of the neurological activ-
ity that differentiates speech segments (e.g., phonemes) from
one another based on their phonological and articulatory fea-
tures. articulators as well as tactile (for closure) and proprioceptive
(for constriction) somatosensation. In our analysis, we used the
place features labial, coronal and dorsal for discriminating ECoG
responses as a result of speech articulation. The sensorimotor
interpretation for the labial feature refers to closure of the lips,
either against each other (bilabial) or of the lower lip against the
maxillary teeth (labiodental), both result from the movement of
the lip(s) and/or jaw. Similarly, the sensory interpretation for the
feature coronal refers to closures occurring between the tongue,
maxilla and hard palate, while the motor interpretation refers to
muscular involvement of the tongue tip, tongue body and anterior
portions of the tongue body as they contact the teeth (dentals),
alveolar ridge (alveolars) and hard palate (palatals). Finally, the
sensorimotor interpretation of the dorsal feature refers to a ver-
tical and posterior movement of the tongue dorsum for closure
against the soft palate, or velum, resulting in the class of velar
sounds. Additionally, vowel sounds can be included in the dorsal
feature owing to the motor execution requirements of the tongue,
but they are not included in any other place category (Hall, 2007),
and we do not include them here. The continuous speaking task is doubly advantageous as it
allows for acquisition of a large amount of phoneme data in
a short amount of time, which is imperative when interacting
with patients with an ECoG implant. We are also able to analyze
simultaneously overlapping processes of phonological process-
ing, execution of articulatory plans and monitoring of acoustic
feedback in a manner. 4. DISCUSSION
4.1. GENERAL COMMENTS Our technique of machine learning classi-
fication for discrimination of speech features via ECoG recordings
enable direct inference of the neurological structures and dynam-
ics that dissociate production of phonemes with varying phono-
logical and articulatory characteristics. We discuss the major
implications of our results along these themes in the following
sections. In general, the neurological structures and dynamics
revealed in our study overlapped with many of our expecta-
tions (Penfield and Roberts, 1959; Bouchard et al., 2013), but our
specific analyses identified some striking differences from prior
work. Our analysis revealed a network of neurological structures typ-
ically involved in speech motor control with auditory feedback
exhibiting patterns of ECoG recordings between three top-level
place of articulation categories (labial, coronal, dorsal). These
regions included speech sensorimotor cortices, premotor cortex,
auditory cortex and Wernicke’s area. The combined contribu-
tions of all electrodes over the 700 ms time window place cat-
egory discrimination indicates a primary role in instantaneous
motor execution and sensory processing as evidenced by peak
statistically significant responses near zero ms latency relative to
speech output. These networks are also likely involved in plan-
ning and feedback processing as shown by statistically significant
responses with local AI maxima at speech leading latencies (−300
to 0 ms) and speech lagging latencies (0–300 ms), respectively. The topography over the primary motor and somatosensory cor-
tices in Figure 4 provide neurophysiological evidence to support
this intuitive interpretation. Further, the presence of overlap-
ping sensorimotor locations (defined by electrode placements)
suggests the primary motor, premotor and somatosensory cor-
tices are all differentially active across various configurations of
the lips and tongue used in speech. The spatial topography also
includes perisylvian auditory regions for all feature categories. We
interpret these results as representing both prediction of sensory
consequences as well as self-perception of vocalized output (e.g.,
efference motor copy Houde et al., 2002), evidenced by significant
contributions preceding and following speech onset, respectively. Like the motor production results, the overlapping auditory cor-
tical responses between conditions indicate that phonemes yield
differential ECoG signals during auditory feedback (cf. Pasley
et al., 2012). 4.2.2. Manner of articulation Like place, the manner of articulation also results from muscular
contraction of the vocal tract, but is used to describe the quality
of vocal airflow during speech production. In the present anal-
ysis, we focus on two major feature descriptions of phonemes:
obstruent and sonorant. Obstruent sounds are characterized by 4.2. MOTOR AND SENSORY PROCESSING Speech articulation is composed of at least two “first-order" pro-
cesses: motor control and sensory (i.e., acoustic) feedback, whose
functionality is typically reflected by neural activation of the pre-
central gyrus and superior temporal gyrus, respectively. Though
both types of processes are certainly involved in speech produc-
tion, the relative timing of neural activations, before or following
speech, can help to determine whether processing is related to
planning and execution of speech sounds (speech-leading) or
feedback maintenance (speech-lagging). The design of our analysis procedures allowed us to simultane-
ously analyze neural recordings of continuous speech production
from two separate perspectives. In the place and voicing analyses,
we examine the contribution of neural signals to specific artic-
ulatory gestures (just the larynx in the case of voicing), while
in the manner analysis, the motor response is not differentiated. Without examining both, we would have limited the explana-
tory potential of the recorded data and miss the observation of
a dual-role played by sensory cortex (receptive cortex) in speech
production. These results are described in more detail in the
following sections. Frontiers in Human Neuroscience 4.2.1. Place of articulation Place of articulation is easily interpreted along motor and
somatosensory dimensions. The placement of a vocal tract clo-
sure or constriction necessarily involves movement of the speech February 2015 | Volume 9 | Article 97 | 10 Frontiers in Human Neuroscience Frontiers in Human Neuroscience www.frontiersin.org www.frontiersin.org www.frontiersin.org ECoG representations of segmental speech features Lotte et al. and voicing analyses indicates that there is less overall differen-
tial sensorimotor activation between the production of obstruent
and sonorant phonemes and those with and without voicing. Interestingly, the location of the manner and voicing sensorimo-
tor response is similar to a region recently proposed to represent
laryngeal muscular activation during phonation (Brown et al.,
2008; Simonyan and Horwitz, 2011). The larynx, with the respi-
ratory system, is critical for phonation and generation of acoustic
signals in the vocal tract. Our result supports the hypothesis that
this region is involved in the planning and execution of laryn-
geal movements used to separately produce voiced and voiceless
speech. That a putative neural correlate of laryngeal excitation
may be useful for discrimination of obstruents from sonorants
potentially implicates a fundamental role of the larynx for plan-
ning and executing different manners of articulation as well. Last,
recent evidence has also shown this region responds to auditory
processing during perception of music (Potes et al., 2012). These
combined observations suggest that portions of the motor cor-
tex may be involved in both motor and auditory processing. With
the limited number of subjects meeting our screening criteria,
we were unfortunately unable to complete a combined spatio-
temporal analysis with the statistical power necessary to precisely
determine the role of the sensorimotor activity. Future work with
an increased sample size will be required to fully investigate these
effects. a blockage of the oral cavity that prohibits sustained voicing,
while sonorants facilitate sustained voicing through a relatively
open vocal tract. Obstruents include stops (/b/), fricatives (/f/)
and affricates (/tS/) while sonorants include nasals (/m/), liquids
(/l/), glides (/w/) and vowels. It is possible to examine neuro-
logical responses to each of the manner subtypes. However, for
this analysis we chose to focus on the top-level categories to
boost the feature sample size given our phoneme data taken from
continuous speaking of paragraph scripts. 4.3. EXAMINING PHONOLOGICAL DISCRIMINATION 4.3. EXAMINING PHONOLOGICAL DISCRIMINATION
We last examined differences in ECoG recordings between pro-
duction of consonants and vowels. The category of vowel vs. consonant is mutually exclusive and binary. As seen in Figure 6
(bottom), portions of the speech production and auditory feed-
back processing networks are differentially active for production
of consonants vs. production of vowels, with similar spatial
topography as observed in the analysis of manner and voicing. The similarity between these and our previous manner and voic-
ing results is not surprising, as the consonant-vowel, obstruent-
sonorant and voiced-voiceless classes encompass nearly the same
distribution of phonemes. The main difference between the two
features is that certain sonorants are included as consonants, but
not obstruents (e.g., nasals, liquids and glides); similarly, some
consonants are included in the voiced category largely consist-
ing of vowels. The consonant-vowel contrast is represented by a
primary peak in statistically significant differences in activation
indices at +95 ms, with a secondary increase in the range −110 to
0 ms relative to onset of speech output. This bimodal response is
different than the observed response for manner and place, and
likely reflects the complex motor-sensory dynamics involved in
the production of all speech sounds, which are particularly inter-
twined when considering a higher level, phonological concept. In
contrast, the manner feature appears to be solely determined by
neural analysis of resulting auditory streams. 4.2.4. Summary of acoustic-articulatory features The sensorimotor contribution for discriminating manner of
articulation and voicing is subdued and focal compared to
responses in the place of articulation analysis. According to the
analysis of place, widespread activity over the precentral gyrus
was likely related to discriminating the three classes of articula-
tion according to different lip, jaw and tongue configurations. In
contrast, the focal sensorimotor response observed in the manner Frontiers in Human Neuroscience 4.2.3. Voicing
V i i
fl Voicing reflects both the laryngeal muscular contractions needed
to configure the larynx for phonation as well as the acoustic per-
ception of phonated speech (i.e., contains vocal fold oscillation). The voicing feature is separated into just two classes, voiced and
voiceless, and therefore can be represented in our analysis by a
single voicing feature. All of the sonorant sounds used in this
analysis are included in the [voiced] feature, as are those obstru-
ents that are produced with vocal fold oscillation (e.g., /b/ and
/v/). The remaining obstruents are included in the [voiceless]
feature. The spatial topography analysis revealed a network of perisyl-
vian regions extending into both the motor and auditory cortices,
and was similar to the patterns found in the manner condition
analysis. The peak response occurred at 95 ms post-vocalization,
which suggests that this network is primarily involved in the
acoustic perception of voicing in self-produced speech. There is,
however, a small pre-vocalization response at −25 ms that may be
interpreted as involved in the preparation or execution of laryn-
geal commands for initiating (voiced), or preventing (voiceless)
vocal fold oscillation. 4.2.1. Place of articulation The spatial topography and temporal dynamics of statistically
significant differences in neural activity between manner features
revealed a network involving the premotor cortex, auditory cor-
tex and the posterior superior temporal gyrus (i.e., Wernicke’s
area) for obstruent and sonorant features. The perisylvian audi-
tory regions were activated to a larger spatial extent compared to
the more focal premotor contribution. The temporal dynamics
reach peak levels between 65–145 ms following acoustic output of
the phoneme and persists throughout the speech production win-
dow (up to 300 ms). These observations of spatial and temporal
results have three implications: (1) motor and sensory processes
are involved in the production of requisite airflow for different
classes of phonemes (obstruents and sonorants), (2) that dis-
criminating auditory feedback of manner is represented over a
relatively large region of perisylvian auditory cortex, and (3) the
differences in motor production of manner is represented by a
focal region of motor cortex. 4.4. MORE FEATURES
h
d In the present study, we examined differential neural represen-
tations of high-level articulatory-acoustic (place and manner of
articulation) and phonological characteristics during speech pro-
duction. In particular, we focused on the places: labial, coronal February 2015 | Volume 9 | Article 97 | 11 www.frontiersin.org www.frontiersin.org ECoG representations of segmental speech features Lotte et al. and dorsal, the manners: obstruent and sonorant and voicing:
voiced and voiceless. As noted previously, the place and manner
factors have additional sublevels of increasing refinement (e.g.,
bilabial and labiodental for place; nasal and fricative for manner). With the present sample size, and the limited amount of time
available with each patient, we were not able to examine these
additional features. For those factors that we did test, but did not
report (e.g., vowel tongue position), we believe that movements of
the tongue for vowels are so common to all production attempts
that there were no differentially distinguishing features in the
ECoG recordings. For results such as these, prior investigations
of the overall neural activations found during speech production
adequately describe these processes. Future studies with addi-
tional subjects and stimuli may help to pick up where this study
leaves off. In particular, new studies may optimize speech stimuli
selected for representation of as many phonemes and articula-
tions as possible, while maintaining low user effort requirements. In addition, it is possible that the electrode size and spacing in
this study was too coarse to disambiguate the fine distinctions
between all possible features of speech articulation (Blakely et al.,
2008; Bouchard et al., 2013). Advances in micro-ECoG (Blakely
et al., 2008; Kellis et al., 2010) and additional studies employ-
ing such preparations should be able to more comprehensively
investigate additional features. sequences have been alternately proposed in the literature to
arise from phonetic transcriptions from phonological representa-
tions (e.g., phonemes and syllables) (Levelt et al., 1999; Indefrey
and Levelt, 2004; Guenther et al., 2006), or theorized as the
basis for speech planning and production (e.g., gestural scores)
(Saltzman and Munhall, 1989). The present study brings us closer
to resolving this debate by first determining whether fundamental
articulatory features are identifiable from electrocorticographic
recordings in human subjects. The shift toward articulation
changes the paradigm of functional neural analysis toward under-
standing invariant motor outputs of language and away from
abstract representations of speech motor control (e.g., phonemes,
syllables and words). REFERENCES Antoniou, A. (1993). Digital Filters, 2nd Edn. New York, NY: McGraw Hill. Blakely, T., Miller, K. J., Rao, R. P. N., Holmes, M. D., and Ojemann, J. G. (2008). Localization and classification of phonemes using high spatial resolution elec-
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10.1016/j.neuroimage.2009.12.035 AUTHOR CONTRIBUTIONS GS designed the research. AR, PB and AG conducted the research
protocol. FL and CG contributed data analysis. JB and GS
contributed to the interpretation of the results. FL, JB and GS
wrote the paper. Frontiers in Human Neuroscience ACKNOWLEDGMENTS This work was supported by grants from the US Army Research
Office (W911NF-07-1-0415, W911NF-08-1-0216, W911NF-12-
1-0109), the NIH/NIBIB (EB006356 and EB000856) and the
NIH/NIDCD (R03-DC011304). The authors would like to thank
Dr. Cheung Chi Leung, Dr. Bin Ma, Christian Herff and Dr. Haihong Zhang for their help in the segmentation of the audio
signal. 4.5. POTENTIAL APPLICATIONS FOR BRAIN-COMPUTER INTERFACING
Another guiding principle of this work concerned potential appli-
cation to a neural speech prosthesis, which can interpret brain
activity for generating speech output, or a “brain-to-text” device. Our techniques are directly applicable to a motor-speech brain-
computer interface (BCI) as the major observations were all based
on machine learning classification of speech sounds, which is
alternately known as prediction or decoding. Martin and col-
leagues (Martin et al., 2014) have recently developed a similar
method that attempts to predict actual speech acoustic output
from recorded ECoG signals. Our work is distinguished from the
Martin et al. technique by the adoption of articulatory gestures
as the classification basis as opposed to direct acoustic predic-
tion. However, both methods are advantageous as they limit the
required classification dictionary (cf. thousands of words needed
for word prediction vs. a dozen of articulatory features or acoustic
bases) and offer a generative means for word and sentence pre-
diction. In other words, by classifying or predicting a small set
of place, manner, voicing and phonological features, it is possi-
ble to represent any phoneme, combinations of phonemes (i.e.,
syllables, words), or even sentences. By considering continuous
speech, our methods are also capable of keeping pace with speak-
ing rates observed during natural communication, which would
be a marked advancement in the field of augmentative and alter-
native communication as well as brain-computer interfacing. In
contrast, classifying individual discrete words from brain signals
would require a prohibitively large data set to select the correct
word from the thousands of words used in language. 4.4. MORE FEATURES
h
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human brain as a sequence of articulatory movements. These Fawcett, T. (2006). An introduction to ROC analysis. Pattern Recognit. Lett. 27, 861–
874. doi: 10.1016/j.patrec.2005.10.010 Frontiers in Human Neuroscience February 2015 | Volume 9 | Article 97 | 12 www.frontiersin.org 12 ECoG representations of segmental speech features doi: 10.1088/1741-2560/4/2/R01 Conflict of Interest Statement: The authors declare that the research was con-
ducted in the absence of any commercial or financial relationships that could be
construed as a potential conflict of interest. Lotte, F., and Guan, C. (2010). “Learning from other subjects helps reduc-
ing brain-computer interface calibration time,” in International Conference
on Audio, Speech and Signal Processing (ICASSP’2010), 614–617. doi:
10.1109/ICASSP.2010.5495183 Received: 18 September 2014; accepted: 06 February 2015; published online: 24
February 2015. Citation: Lotte F, Brumberg JS, Brunner P, Gunduz A, Ritaccio AL, Guan C and Schalk
G (2015) Electrocorticographic representations of segmental features in continuous
speech. Front. Hum. Neurosci. 9:97. doi: 10.3389/fnhum.2015.00097
This article was submitted to the journal Frontiers in Human Neuroscience. Copyright © 2015 Lotte, Brumberg, Brunner, Gunduz, Ritaccio, Guan and Schalk. This is an open-access article distributed under the terms of the Creative Commons
Attribution License (CC BY). The use, distribution or reproduction in other forums is
permitted, provided the original author(s) or licensor are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with these terms. Received: 18 September 2014; accepted: 06 February 2015; published online: 24
February 2015. Martin, S., Brunner, P., Holdgraf, C., Heinze, H.-J., Crone, N. E., Rieger, J., et al. (2014). Decoding spectrotemporal features of overt and covert speech from the
human cortex. Front. Neuroengineering 7:14. doi: 10.3389/fneng.2014.00014 Citation: Lotte F, Brumberg JS, Brunner P, Gunduz A, Ritaccio AL, Guan C and Schalk
G (2015) Electrocorticographic representations of segmental features in continuous
speech. Front. Hum. Neurosci. 9:97. doi: 10.3389/fnhum.2015.00097 Mellinger, J., and Schalk, G. (2010). “Brain-computer interfaces,” in Brain-
Computer Interfaces, eds B. Graimann, G. Pfurtscheller, and B. Allison
(Berlin;Heidelberg: Springer Berlin Heidelberg), 259–279. This article was submitted to the journal Frontiers in Human Neuroscience. Mugler, E. M., Patton, J. L., Flint, R. D., Wright, Z. A., Schuele, S. U., Rosenow,
J., et al. (2014). Direct classification of all American english phonemes using
signals from functional speech motor cortex. J. Neural Eng. 11:035015. doi:
10.1088/1741-2560/11/3/035015 Copyright © 2015 Lotte, Brumberg, Brunner, Gunduz, Ritaccio, Guan and Schalk. This is an open-access article distributed under the terms of the Creative Commons
Attribution License (CC BY). ECoG representations of segmental speech features The use, distribution or reproduction in other forums is
permitted, provided the original author(s) or licensor are credited and that the original
publication in this journal is cited, in accordance with accepted academic practice. No
use, distribution or reproduction is permitted which does not comply with these terms. Noble, W. (2009). How does multiple testing correction work? Nat. Biotechnol. 27,
1135–1137. doi: 10.1038/nbt1209-1135 February 2015 | Volume 9 | Article 97 | 13 Frontiers in Human Neuroscience www.frontiersin.org
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Conjugated polymers optically regulate the fate of endothelial colony forming cells
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Vascular pharmacology
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INTRODUCTION
I would be key to regenerative medicine and drug screening. The pres-
ently dominant approaches to reliably regulate stem and progenitor
cell fate for regenerative purposes mainly rely on the use of chemical
cues. However, irreversibility and lack of spatial selectivity represent
important limitations of these methods. Whenever targeting in vivo
applications, one must face the major, unsolved problem of diffusion
of neurotrophic molecules by the conventional intravenous or oral
routes. In addition, the therapeutic outcome of autologous cell-based
therapy is often impaired by low engraftment, survival, and poor inte-
gration of stem cells within the environment of the targeted tissue. Other stimuli, mainly consisting of mechanical and electrical cues,
were recently reported to have some notable effects, and recent
advances in nanotechnology and material science enabled versatile,
robust, and larger-scale modulation of the cell fate. In particular,
carbon-based materials and conjugated polymers led to interesting
results (18). However, their distinctive visible light absorption was
never exploited in optically driven techniques. In recent years, organic semiconductors have emerged as highly
promising materials in biotechnology, thanks to several key-enabling
features. Differently from silicon-based electronics, they support both
electronic and ionic charge transport (1); they can be easily functiona-
lized with specific excitation and sensing capabilities (2–4); and they
are solution processable, soft, and conformable (5). They are highly
biocompatible, being suitable for in vivo implantation and long-term
operation, as recently reported for many different applications, in-
cluding electrocorticography, precise delivery of neurotransmitters,
electrocardiography, deep brain stimulation, and spinal cord injury
(6–9). An important, distinctive feature of organic semiconductors
is their sensitivity to the visible and near-infrared light. Recently,
our and other groups have exploited it for optical modulation of cell
electrophysiological activity, by using conjugated polymers and or-
ganic molecules as exogenous light-sensitive actuators (10–12). Interesting applications have been reported in the field of artificial vi-
sual prosthesis (5), photothermal excitation or inhibition of cellular
activity (13, 14), and modulation of animal behavior (15). Use of light actuation has been proposed either by viral transfer of
light-sensitive proteins, by optogenetics tools, or by absorption of
endogenously expressed light-sensitive moieties, based on low
light–level therapies (19–21). In the first case, interesting results were
obtained (22); however, this approach bears all the drawbacks related
to the need for viral gene transfer. Conjugated polymers optically regulate the fate of
endothelial colony-forming cells F. Lodola1*†, V. Rosti2†, G. Tullii1,3, A. Desii1‡§, L. Tapella4, P. Catarsi2, D. Lim4,
F. Moccia5||, M. R. Antognazza1*|| The control of stem and progenitor cell fate is emerging as a compelling urgency for regenerative medicine. Here, we propose a innovative strategy to gain optical control of endothelial colony-forming cell fate, which
represents the only known truly endothelial precursor showing robust in vitro proliferation and overwhelming
vessel formation in vivo. We combine conjugated polymers, used as photo-actuators, with the advantages
offered by optical stimulation over current electromechanical and chemical stimulation approaches. Light mod-
ulation provides unprecedented spatial and temporal resolution, permitting at the same time lower invasiveness
and higher selectivity. We demonstrate that polymer-mediated optical excitation induces a robust enhancement of
proliferation and lumen formation in vitro. We identify the underlying biophysical pathway as due to light-induced
activation of TRPV1 channel. Altogether, our results represent an effective way to induce angiogenesis in vitro,
which represents the proof of principle to improve the outcome of autologous cell-based therapy in vivo. A P P L I ED S C I E N C E S A N D EN G I N E E R I N G Copyright © 2019
The Authors, some
rights reserved;
exclusive licensee
American Association
for the Advancement
of Science. No claim to
originalU.S.Government
Works. Distributed
under a Creative
Commons Attribution
NonCommercial
License 4.0 (CC BY-NC). S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E INTRODUCTION
I Intracellular Ca2+ signals play a crucial role in stimulating
ECFC proliferation and tubulogenesis by promoting the nuclear trans-
location of the Ca2+-sensitive nuclear transcription factor kB (NF-kB)
(26–28). It has, therefore, been suggested that intracellular Ca2+
signaling could be targeted to boost the regenerative potential of autol-
ogous ECFCs for regenerative purposes (29). For the above-mentioned
reasons, ECFCs represent a valuable test bed model for assessing the
possibility to exploit the visible light sensitivity of conjugated polymers
to gain touchless, optical modulation of cell proliferation and function. y
g
ECFC proliferation on polymer substrates has been primarily
assessed in dark conditions at three different time points, namely,
24, 48, and 72 hours after plating (Fig. 1B). Polymer-coated samples,
while showing from the very beginning a slightly lower number of
cells as compared with control substrates, exhibit a proliferation rate
fully similar to cells plated on glass substrates (slope of the linear
fitting is 0.034 ± 0.003, R2 = 0.99 and 0.034 ± 0.005, R2 = 0.96 for
control and P3HT polymer samples, respectively). g
p
p
In this framework, we demonstrate that polymer-mediated optical
excitation during the first steps of ECFC growth leads to a robust en-
hancement of both proliferation and tubulogenesis through the optical
modulation of the Ca2+-permeable transient receptorpotential vanilloid
1 (TRPV1) channel and NF-kB–mediated gene expression. Our results
represent, to the best of our knowledge, the first report on the use of
polymer photoexcitation for the in vitro modulation of ECFC fate
and function, thereby representing the proof of principle to obtain di-
rect control of progenitor cell fate. p y
p
p
y
Once assessed that the P3HT polymer surface represents a nicely
biocompatible substrate for ECFC seeding and proliferation in the
dark, we moved to investigate the effect of polymer photoexcitation. In more detail, to evaluate the effect of optical stimulation on cell
proliferation and network formation, we continuously shined light
for the whole temporal window required for cell growth, and we rea-
lized an ad hoc system suitable for operation within the cell incuba-
tor. The experimental configuration and the excitation protocol are
schematically represented in Fig. 1C. Optical excitation is provided
by a light-emitting diode (LED) source, with maximum emission
wavelength at 525 nm, incident from the substrate side. RESULTS Realization of poly(3-hexyl-thiophene) polymer/ECFC
culture interfaces, viability assay, and optical
excitation protocol INTRODUCTION
I Photobiomodulation led to interest-
ing outputs as well, but overall efficiency is hampered by the limited
absorption of light-responsive molecules endogenously expressed
in living cells. In this framework, the opportunity to use polymer-based photo-
transduction mechanisms to regulate the very early stages of living
cell development has been very scarcely considered (16, 17). The pos-
sibility to selectively and precisely regulate a number of cell pro-
cesses, such as adhesion, differentiation, proliferation, and migration, In this work, we propose to couple the use of conjugated polymers
with visible light excitation to gain optical control of cell fate. We
focus our attention on endothelial progenitor cells (EPCs) and, in
particular, on endothelial colony-forming cells (ECFCs), which are
currently considered the bona fide best surrogate of EPCs (23). ECFCs are mobilized from the bone marrow and vascular stem cell
niche to reconstruct the vascular network destroyed by an ischemic
insult and to restore local blood perfusion (24). ECFCs may be easily
harvested from peripheral blood, display robust clonogenic potential,
exhibit tube-forming capacity in vitro, and generate vessel-like struc-
tures in vivo (24, 25), thereby representing a promising candidate for
autologous cell-based therapy of ischemic disorders (24). Manipulating 1Center for Nano Science and Technology @PoliMi, Istituto Italiano di Tecnologia, via
Pascoli 70/3, 20133 Milano, Italy. 2Center for the Study of Myelofibrosis, Laboratory of
Biochemistry, Biotechnology and Advanced Diagnosis, IRCCS Policlinico San Matteo
Foundation, Pavia, Italy. 3Department of Physics, Politecnico di Milano, Piazza L. Da Vinci
32,20133Milano,Italy. 4DepartmentofPharmaceuticalSciences,UniversitàdelPiemonte
Orientale “Amedeo Avogadro,” Novara, Italy. 5Laboratory of General Physiology, Depart-
ment of Biology and Biotechnology “Lazzaro Spallanzani,” University of Pavia, Pavia, Italy. *Corresponding author. Email: francesco.lodola@iit.it (F.L.); mariarosa.antognazza@iit.it
(M.R.A.) ‡Present address: Dipartimento di Ingegneria Meccanica e Aerospaziale, Politecnico
di Torino, Corso Duca degli Abruzzi 24, 10129 Torino, Italy. §Present address: Smart Bio-Interfaces Italian Institute of Technology, Viale Rinaldo
Piaggio 34, 56025 Pontedera (PI), Italy. §Present address: Smart Bio-Interfaces Italian Institute of Technology, Viale Rinaldo
Piaggio 34, 56025 Pontedera (PI), Italy. 1 of 12 1 of 12 Lodola et al., Sci. Adv. Realization of poly(3-hexyl-thiophene) polymer/ECFC
culture interfaces, viability assay, and optical
excitation protocol on October 8, 2019
ances.sciencemag.org/ Figure 1A shows a sketch of the bio/polymer interface developed
for obtaining optical control of ECFC proliferation and network for-
mation, together with the polymer chemical structure and the optical
absorption spectrum. The material of choice for light absorption and
phototransduction is a workhorse organic semiconductor, widely
used in photovoltaic and photodetection applications, namely, re-
gioregular poly(3-hexyl-thiophene) (P3HT) (6). It is characterized by
a broad optical absorption spectrum, in the blue-green visible region,
peaking at 520 nm. P3HT outstanding biocompatibility properties have
been reported in a number of different systems, both in vitro and in
vivo, including astrocytes (30), primary neurons and brain slices (14),
and invertebrate models of Hydra vulgaris (15). Chronical implantation y
p
The temporally precise and spatially localized measurement of the
temperature variation upon polymer photoexcitation at the polymer/
cell interface (i.e., within the cell cleft) is not straightforward because Fig. 1. Polymer devices for optical stimulation of ECFC cultures. (A) P3HT polymer optical absorption spectrum. Insets show the chemical structure of the conjugated
polymer and a sketch of the polymer device used for cell optical activation. ECFCs are cultured on top of P3HT thin films, deposited on glass substrates. (B) ECFC viability at fixed
time points after plating (24, 48, and 72 hours). Cell cultures were kept in dark conditions at controlled temperature (37°C) and fixed CO2 levels (5%). No statistically significant
difference was observed between the glass and polymer substrates at any fixed time point (unpaired Student’s t test). (C) Experimental setup and optical excitation protocol for
evaluation of polymer-mediated cell photoexcitation effects on cell fate. Polymer and control samples are positioned within a sterilized, home-designed petri holder. Light
scattering effects are completely screened. The geometry and the photoexcitation protocol have been implemented to minimize overheating effects and to keep the overall
extracellular bath temperature fairly unaltered. Thirty-millisecond-long green light pulses are followed by 70 ms in dark condition. L d l
t
l S i Ad
2019 5
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27 S
t
b
2019
2
f 12 Fig. 1. Polymer devices for optical stimulation of ECFC cultures. (A) P3HT polymer optical absorption spectrum. Insets show the chemical structure of the conjugated
polymer and a sketch of the polymer device used for cell optical activation. ECFCs are cultured on top of P3HT thin films, deposited on glass substrates. INTRODUCTION
I The choice
of the protocol, continuously administered to the cell cultures during
early seeding and proliferation stages, has been mainly dictated by
the need to avoid overheating effects, with possible negative out-
comes on the overall cell culture viability. On the basis of these con-
siderations, we opted for a protocol based on 30-ms excitation
pulses, followed by a 70-ms dark condition, at a photoexcitation den-
sity of 40 mW/cm2. The whole protocol is continuously repeated for
a minimum of 4 up to 36 hours, depending on the type of functional
assay, at controlled temperature (37°C) and CO2 levels (5%). INTRODUCTION
I 2019;5:eaav4620
27 September 2019 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E the signaling pathways that drive ECFC proliferation, migration, differ-
entiation, and tubulogenesis could represent a reliable strategy to im-
prove the regenerative outcome of therapeutic angiogenesis in the
harsh microenvironment of an ischemic tissue, such as the infarcted
heart (24, 25). Intracellular Ca2+ signals play a crucial role in stimulating
ECFC proliferation and tubulogenesis by promoting the nuclear trans-
location of the Ca2+-sensitive nuclear transcription factor kB (NF-kB)
(26–28). It has, therefore, been suggested that intracellular Ca2+
signaling could be targeted to boost the regenerative potential of autol-
ogous ECFCs for regenerative purposes (29). For the above-mentioned
reasons, ECFCs represent a valuable test bed model for assessing the
possibility to exploit the visible light sensitivity of conjugated polymers
to gain touchless, optical modulation of cell proliferation and function. In this framework, we demonstrate that polymer-mediated optical
excitation during the first steps of ECFC growth leads to a robust en-
hancement of both proliferation and tubulogenesis through the optical
modulation of the Ca2+-permeable transient receptorpotential vanilloid
1 (TRPV1) channel and NF-kB–mediated gene expression. Our results
represent, to the best of our knowledge, the first report on the use of
polymer photoexcitation for the in vitro modulation of ECFC fate
and function, thereby representing the proof of principle to obtain di-
rect control of progenitor cell fate. of P3HT-based devices in the rat subretinal space did not show substan-
tial inflammatory reactions up to 6 months in vivo (10). Here, polymer
thin films (approximate thickness, 150 nm) have been deposited by spin
coating on top of polished glass substrates, as detailed in Materials and
Methods. Both polymer-coated and glass substrates have been ther-
mally sterilized (120°C, 2 hours), coated with fibronectin, and, lastly,
used as light-sensitive and control cell culturing substrates, respectively. ECFCs have been isolated from peripheral blood samples of human vo-
lunteers and seeded on top of polymer and glass substrates. the signaling pathways that drive ECFC proliferation, migration, differ-
entiation, and tubulogenesis could represent a reliable strategy to im-
prove the regenerative outcome of therapeutic angiogenesis in the
harsh microenvironment of an ischemic tissue, such as the infarcted
heart (24, 25). Realization of poly(3-hexyl-thiophene) polymer/ECFC
culture interfaces, viability assay, and optical
excitation protocol (B) ECFC viability at fixed
time points after plating (24, 48, and 72 hours). Cell cultures were kept in dark conditions at controlled temperature (37°C) and fixed CO2 levels (5%). No statistically significant
difference was observed between the glass and polymer substrates at any fixed time point (unpaired Student’s t test). (C) Experimental setup and optical excitation protocol for
evaluation of polymer-mediated cell photoexcitation effects on cell fate. Polymer and control samples are positioned within a sterilized, home-designed petri holder. Light
scattering effects are completely screened. The geometry and the photoexcitation protocol have been implemented to minimize overheating effects and to keep the overall
extracellular bath temperature fairly unaltered. Thirty-millisecond-long green light pulses are followed by 70 ms in dark condition. Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 2 of 12 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E S C I E N C E A D V A N C E S but kept in dark conditions for the whole duration of the experiment
(+158% versus P3HT dark; P < 0.05). No statistically significant
difference in proliferation was observed among cells seeded on glass,
whether they were subjected to optical excitation or not (Fig. 2A). it requires the use of localized, submicrometer probes with a fast re-
sponse time. However, according to the heat diffusion equation, we ex-
pect that dissipation occurs within a few milliseconds, following
exponential decrease dynamics (14). Moreover, we used the well-
known method of the calibrated pipette (31) to characterize the tem-
perature variation dynamics within the extracellular bath volume,
defined by the cylinder with the base area corresponding to the light
spot size and the height of about 1 mm. This choice is a good approx-
imation of the overall volume occupied by a single ECFC cell; thus, it
provides a realistic estimation of the average heating experienced by
the cell (fig. S1A). We observe that temperature variation closely
follows short optical pulse dynamics, reaching a maximum tempera-
ture at the end of the 30-ms illumination period, quickly followed by
an almost complete thermal relaxation to the basal temperature during
the 70-ms-long dark period. Realization of poly(3-hexyl-thiophene) polymer/ECFC
culture interfaces, viability assay, and optical
excitation protocol We conclude that our polymer-based
system provides a highly spatially and temporally resolved method
for optical excitation, making it possible, in perspective, to selectively
target single cells and even cell subcompartments. Upon prolonged
illumination (hours), one should also consider possible overheating
effects of the whole extracellular medium volume. The average tem-
perature of the bath for the entire duration of the long-term experiment
was measured by a thermocouple immersed in the medium. Data show
that an equilibrium situation is established after 5 hours and that the
absolute temperature of the bath is increased by about 1.5° (fig. S1B). The adopted prolonged excitation protocol does not negatively affect
overall cell culture viability (see below). y
j
g
Recent evidence demonstrated an interesting correlation between
processes key to ECFC vascular regeneration, including proliferation
and network formation, and activation of TRPV1 channels, which
are expected to be endogenously expressed in ECFCs (32). In addi-
tion, we recently reported that polymer photoexcitation leads to se-
lective TRPV1 activation in transfected human embryonic kidney
(HEK) cell models (33). Therefore, we were prompted to evaluate
whether the increase in cell proliferation is distinctively determined
by a polymer-mediated photoactivation of the TRPV1 channel. To
this goal, we preliminarily checked the actual expression of the TRPV1
channel in the ECFC models by carrying out electrophysiology
experiments in patch-clamp configuration. Methods and results are ex-
tensively discussed in the Supplementary Materials (fig. S2 and related
description). Briefly, the expression of the TRPV1 channel was con-
firmed, as well as the capability to selectively excite its activity through
localized polymer excitation at high optical power density. To establish
whether the TRPV1 channel also has a role in the observed increase
in cell proliferation upon polymer excitation, we performed the ex-
periments under light illumination upon administration of a highly
specific TRPV1 antagonist [capsazepine (CPZ), 10 mM], an aspecific
TRPV channel inhibitor [ruthenium red (RR), 10 mM], and a selec-
tive antagonist of a different temperature-sensitive channel, TRPV4,
which is also endogenously expressed in ECFCs (RN-1734, 20 mM)
(34) (Fig. 2B). TRPV1 inactivation by CPZ and RR results in a relative,
strong reduction in cell proliferation by 51 and 30%, respectively, as
compared with untreated cells. Conversely, in the case of RN-1734
treatment, the proliferation increase due to polymer photoexcitation
is completely unaltered. Polymer optical excitation drives ECFC proliferation and
in vitro tubulogenesis Figure 2 reports specific effects mediated by P3HT substrates and
visible light stimulation on ECFC proliferation. ECFCs were plated
in the presence of EGM-2 medium to facilitate the adhesion to the
substrate. After 12 hours, the medium was switched to EBM-2 sup-
plemented with 2% fetal bovine serum, and the cells were subjected
to the long-term lighting protocol for 36 hours at controlled tem-
perature (37°C) and CO2 levels (5%). Under these conditions,
ECFCs seeded on P3HT and subjected to light stimulation undergo
a significant increase in proliferation rate, as compared with the con-
trol condition, i.e., to cells also seeded on P3HT polymer substrates y
As mentioned earlier, intracellular Ca2+ signaling has been re-
ported to drive ECFC proliferation (26, 28). To further investigate
whether TRPV1-mediated extracellular Ca2+ entry mediates the
proangiogenic response to light illumination, we pretreated ECFCs
with [1,2-Bis(2-aminophenoxy)ethane-N,N,N′,N′-tetraacetic acid
tetrakis(acetoxymethyl ester) BAPTA-AM] (30 mM), a membrane-
permeable buffer of intracellular Ca2+ levels (26, 28). BAPTA-AM is Fig. 2. Polymer-mediated optical activation of TRPV1 stimulates proliferation in ECFCs. (A) Relative variation of the proliferation rate of ECFCs subjected to long-
term optical excitation seeded on both bare glass and P3HT thin films, together with corresponding control samples kept in dark conditions. Cell proliferation was
measured after 36 hours of culture in the presence of EBM-2 supplemented with 2% fetal calf serum. (B) Relative variation of the proliferation rate of ECFCs subjected to
long-term optical excitation seeded on P3HT in the absence (CTRL) and presence of 10 mM capsazepine (CPZ), 10 mM ruthenium red (RR), 20 mM RN-1734 (RN-1734), and
30 mM BAPTA-AM (BAPTA). The results are represented as the means ± standard error of the mean (SEM) of three different experiments conducted on cells harvested
from three different donors. The significance of differences was evaluated with one-way analysis of variance (ANOVA) coupled with Tukey (A) or Dunnett’s (B) post hoc
test. *P < 0.05. L d l
l S i Ad
2019 5
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27 S
b
2019
3
f 12 Fig. 2. Polymer-mediated optical activation of TRPV1 stimulates proliferation in ECFCs. (A) Relative variation of the proliferation rate of ECFCs subjected to long-
term optical excitation seeded on both bare glass and P3HT thin films, together with corresponding control samples kept in dark conditions. Cell proliferation was
measured after 36 hours of culture in the presence of EBM-2 supplemented with 2% fetal calf serum. Polymer optical excitation drives ECFC proliferation and
in vitro tubulogenesis (B) Relative variation of the proliferation rate of ECFCs subjected to
long-term optical excitation seeded on P3HT in the absence (CTRL) and presence of 10 mM capsazepine (CPZ), 10 mM ruthenium red (RR), 20 mM RN-1734 (RN-1734), and
30 mM BAPTA-AM (BAPTA). The results are represented as the means ± standard error of the mean (SEM) of three different experiments conducted on cells harvested
from three different donors. The significance of differences was evaluated with one-way analysis of variance (ANOVA) coupled with Tukey (A) or Dunnett’s (B) post hoc
test. *P < 0.05. Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 3 of 12 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E master segments (Fig. 3F), master junctions (Fig. 3G), and meshes
(Fig. 3H). In all cases, a notable, statistically relevant difference is ob-
served between cells subjected to polymer-mediated optical excitation
and controls. Within the same considered temporal window, the com-
bined use of polymer substrates and visible light stimuli does not lead to
sizable toxicity effects or delays in cell proliferation. Conversely, it leads
to enhanced cell proliferation (Fig. 2) and allows the achievement of the
formation of a more extended and mature tubular network (Fig. 3). widely used to prevent the increase in intracellular Ca2+ concentration
([Ca2+]i) induced by extracellular stimuli and inhibits the downstream
Ca2+-dependent processes. For instance, BAPTA-AM represents the
most suitable tool to prevent the activation of Ca2+-sensitive decoders
residing within tens of nanometers from the inner pore of plasmalem-
mal Ca2+ channels (35). It was recently reported that, in the absence of
Ca2+-mobilizing growth factors, it does not impair the low rate of ECFC
growth(27). Here,however,BAPTA-AMclearly reducedthe light-driven
proliferation increase, thus confirming that TRPV1 stimulates ECFCs
through an increase in [Ca2+]i (Fig. 2B). ( g
)
As evidenced for the proliferation rate, the TRPV1 channel activa-
tion emerges to play also a fundamental role in tubulogenesis (Fig. 4). The TRPV1 pharmacological blockade with the specific inhibitor CPZ
deterministically leads to a marked reduction in network formation
(Fig. 4A). Upon CPZ administration, a statistically significant decrease
in the relative variation of the number of master segments (Fig. 4E),
master junctions (Fig. 4F), and meshes (Fig. 4G) is observed. In line with
the results shown in Figs. Polymer optical excitation drives ECFC proliferation and
in vitro tubulogenesis 2 and 3, RR administration resulted in a less
marked but still sizable reduction in the tubular network (Fig. 4, B and E
to G), probably due to the minor specificity toward TRPV1, while the
protubular effect of light remained fully unaltered in the presence of the
TRPV4inhibitor RN-1734(Fig. 4, Cand Eto G). Notably, the treatment
with BAPTA-AM (30 mM), which affected ECFC proliferation, was able
to prevent also in vitro tubulogenesis, thus corroborating the key role of
intracellular Ca2+ signaling in the proangiogenic response to light illu-
mination (Fig. 4, D and E to G). Control measurements carried out in
dark conditions on polymer substrates upon the considered pharmaco-
logical treatments do not show any relevant effect (fig. S4, A to C). Over-
all, this evidence supports the notion that TRPV1 stimulates ECFC
proliferation and network formation and demonstrates that optical ex-
citation, properly mediated by biocompatible polymer substrates, pos-
itively affects ECFC fate by spatially and temporally selective activation
of the TRPV1 channel. g
[
]i ( g
)
We further examined the physiological outcome of chronic light
stimulation by carrying out a tube formation assay within an extra-
cellular matrix protein-based scaffold, which is a surrogate of the
basement membrane extracellular matrix. This assay recapitulates
many steps of the angiogenic process, including adhesion, migration,
protease activity, and tubule formation (27, 28). ECFCs were plated
in the presence of EBM-2 medium supplemented with 2% fetal calf
serum and subjected to the long-term lighting protocol for 8 hours at
controlled levels of temperature and CO2. Control experiments carried
out in dark conditions, either onto glass (see Fig. 3A for a representative
optical image) or onto polymer substrates (Fig. 3C), as well as control
experiments carried out upon photoexcitation of cells seeded on glass
substrates (Fig. 3B), do not show remarkable differences. Conversely,
ECFC cultures subjected to polymer-mediated optical excitation clearly
tend to assemble into an extended bidimensional capillary-like network
(Fig. 3D). Cell cultures were monitored up to 24 hours after illumina-
tion onset, but results were comparable to observations reported here,
after 8 hours of illumination. This qualitative observation is fully con-
firmed by quantitative morphological analysis (27). As depicted in the
sketch of Fig. 3E, we quantitatively evaluated the main features typical of
the capillary-like network formation and, in particular, the number of Fig. 3. Light-induced photoexcitation stimulates tubulogenesis in ECFC cultures. Polymer optical excitation drives ECFC proliferation and
in vitro tubulogenesis (A to D) Representative images of in vitro tubular networks of ECFCs subjected to
long-term optical excitation seeded on both bare glass and P3HT, as well as on corresponding control samples in dark conditions. Cultures were observed up to
24 hours, but their appearance did not substantially change after pictures were taken after 8-hour culture. Scale bars, 250 mm. (E) Sketch representing the main
features typical of the capillary-like network that were considered for the topologic analysis. Number of master segments (F), master junctions (G), and meshes
(H) analyzed in the different conditions. The results are represented as the means ± SEM of three different experiments conducted on cells harvested from three
different donors. The significance of differences was evaluated with one-way ANOVA coupled with Tukey post hoc test. **P < 0.01 and ***P < 0.001. Lodola et al Sci Adv 2019;5:eaav4620
27 September 2019
4 of 12 Fig. 3. Light-induced photoexcitation stimulates tubulogenesis in ECFC cultures. (A to D) Representative images of in vitro tubular networks of ECFCs subjected to
long-term optical excitation seeded on both bare glass and P3HT, as well as on corresponding control samples in dark conditions. Cultures were observed up to
24 hours, but their appearance did not substantially change after pictures were taken after 8-hour culture. Scale bars, 250 mm. (E) Sketch representing the main
features typical of the capillary-like network that were considered for the topologic analysis. Number of master segments (F), master junctions (G), and meshes
(H) analyzed in the different conditions. The results are represented as the means ± SEM of three different experiments conducted on cells harvested from three
different donors. The significance of differences was evaluated with one-way ANOVA coupled with Tukey post hoc test. **P < 0.01 and ***P < 0.001. Fig. 3. Light-induced photoexcitation stimulates tubulogenesis in ECFC cultures. (A to D) Representative images of in vitro tubular networks of ECFCs subjected to
long-term optical excitation seeded on both bare glass and P3HT, as well as on corresponding control samples in dark conditions. Cultures were observed up to
24 hours, but their appearance did not substantially change after pictures were taken after 8-hour culture. Scale bars, 250 mm. (E) Sketch representing the main
features typical of the capillary-like network that were considered for the topologic analysis. Number of master segments (F), master junctions (G), and meshes
(H) analyzed in the different conditions. Phototransduction mechanism material of choice is a photoresist (MicroPosit S1813). S1813 thin
films are realized by spin coating, and deposition parameters are op-
timized to obtain optical absorbance values similar to the semi-
conducting polymer samples at the considered excitation wavelength. The capability of photoresist substrates to sustain ECFC proliferation
was successfully assessed in a control measurement, obtaining fully
comparable results with respect to the P3HT substrates (Fig. 5A). The
functional effect eventually driven by photoresist optical excitation on
tubulogenesis was then investigated by using the same experimental
conditions and analysis technique previously adopted for polymer
and glass substrates (Fig. 5B). Data show that long-term photoresist ex-
citation does not lead to sizable enhancement of the cellular network
formation, thus pointing out that a purely photothermal effect does
not play a major role in boosting the tubulogenesis process at variance
with semiconducting polymer substrates. In a complementary experi-
ment, we directly assessed the occurrence of photoelectrochemical reac-
tions at the polymer/extracellular bath interface by measuring ROS
production. We previously demonstrated that P3HT polymer thin films
exposed to saline electrolytes sustain efficient light-triggered charge
generation and charge transfer processes, giving rise to photoelectro-
chemical reactions (38, 39). Moreover, we also reported that P3HT
nanoparticles are efficiently internalized within the cytosol of
secondary line cell models (HEK-293) and that their photoexcitation
leads to the production of ROS and subsequent intracellular calcium
modulation (15, 37). However, the actual capability to sustain photo-
electrochemical reactions in the specific experimental conditions
used in this work (polymer film deposition conditions, sterilization
process, prolonged exposure to specific cellular growth medium in
an incubating environment, prolonged exposure to a light excitation
protocol, light wavelength, pulses duty cycle, and power density) was
never assessed. In particular, direct measurement of intracellular
ROS was never carried out in the presence of polymer thin films. We now turn our attention to elucidating the possible mechanisms
leading to optically enhanced tubulogenesis, through TRPV1
channel activation, upon prolonged polymer excitation. We now turn our attention to elucidating the possible mechanisms
leading to optically enhanced tubulogenesis, through TRPV1
channel activation, upon prolonged polymer excitation. Reliable optical modulation of the cell activity mediated by polymer
photoexcitation has been reported in several, previous reports, both in
vitro, at the level of single cells, and in vivo, at the level of the whole
animal, as evidenced by behavioral studies on both invertebrate and
vertebrate models. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E Fig. 4. Light-induced TRPV1 activation promotes in vitro tubulogenesis in ECFC cultures. (A to D) Representative optical images of in vitro tubular network of
ECFCs subjected to long-term optical excitation seeded either on bare glass or on P3HT thin films and treated respectively with CPZ (A), RR (B), RN-1734 (C), and BAPTA-
AM (D). Scale bars, 250 mm. (E to G) Relative variation of number of master segments (E), master junctions (F), and meshes (G) of ECFCs subjected to long-term optical
excitation seeded on P3HT in the absence [control (CTRL)] and presence of 10 mM CPZ, 10 mM RR, 20 mM RN-1734 (RN-1734), and 30 mM BAPTA-AM (BAPTA). The results
are represented as the means ± SEM of three different experiments conducted on cells harvested from three different donors. The significance of differences was
evaluated with one-way ANOVA coupled with Dunnett’s post hoc test. *P < 0.05 and **P < 0.01. Fig. 4. Light-induced TRPV1 activation promotes in vitro tubulogenesis in ECFC cultures. (A to D) Representative optical images of in vitro tubular network of
ECFCs subjected to long-term optical excitation seeded either on bare glass or on P3HT thin films and treated respectively with CPZ (A), RR (B), RN-1734 (C), and BAPTA-
AM (D). Scale bars, 250 mm. (E to G) Relative variation of number of master segments (E), master junctions (F), and meshes (G) of ECFCs subjected to long-term optical
excitation seeded on P3HT in the absence [control (CTRL)] and presence of 10 mM CPZ, 10 mM RR, 20 mM RN-1734 (RN-1734), and 30 mM BAPTA-AM (BAPTA). The results
are represented as the means ± SEM of three different experiments conducted on cells harvested from three different donors. The significance of differences was
evaluated with one-way ANOVA coupled with Dunnett’s post hoc test. *P < 0.05 and **P < 0.01. Polymer optical excitation drives ECFC proliferation and
in vitro tubulogenesis The results are represented as the means ± SEM of three different experiments conducted on cells harvested from three
different donors. The significance of differences was evaluated with one-way ANOVA coupled with Tukey post hoc test. **P < 0.01 and ***P < 0.001. Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 4 of 12 4 of 12 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E Fig. 5. Phototransduction mechanisms. (A) An electrically insulating, thermally conducting material (photoresist) is successfully used as an ECFC seeding substrate. (B) Photoresist long-term photoexcitation does not lead to sizable enhancement in tubulogenesis parameters. (C) Evaluation of intracellular ROS production following
long-term photoexcitation protocol of ECFC cultures on polymer and glass substrates (glass dark, n = 629; glass light, n = 656; P3HT dark, n = 686; and P3HT light, n =
583). For each panel, the results are represented as the means ± SEM of three different experiments conducted on cells harvested from three different donors. The
significance of differences was evaluated with unpaired Student’s t test (A and B) or one-way ANOVA coupled with Tukey post hoc test (C). ***P < 0.001. Fig. 5. Phototransduction mechanisms. (A) An electrically insulating, thermally conducting material (photoresist) is successfully used as an ECFC seeding substrate. (B) Photoresist long-term photoexcitation does not lead to sizable enhancement in tubulogenesis parameters. (C) Evaluation of intracellular ROS production following
long-term photoexcitation protocol of ECFC cultures on polymer and glass substrates (glass dark, n = 629; glass light, n = 656; P3HT dark, n = 686; and P3HT light, n =
583). For each panel, the results are represented as the means ± SEM of three different experiments conducted on cells harvested from three different donors. The
significance of differences was evaluated with unpaired Student’s t test (A and B) or one-way ANOVA coupled with Tukey post hoc test (C). ***P < 0.001. To this goal, we realized ECFC cultures on top of polymer and glass
control substrates, and we exposed them to the same optical stimulation
protocol previously used in the tubulogenesis assay. ROS production
was then evaluated by means of a fluorescence experiment based on
the use of the well-known ROS probe 2′,7′-dichlorodihydrofluorescein
diacetate (H2DCF-DA) (Fig. 5C). Results show that light induces an in-
crease in ROSproductionbothonglassandpolymersubstrates. Relative
percentage variation amounts to +34 and +200%, respectively, thus
pointing out that polymer surface photocatalytic activity plays a major
role in the phototransduction phenomenon. angiogenesis in an NF-kB–dependent manner. We considered inter-
cellular adhesion molecule 1 (ICAM1); vascular adhesion molecule
1 (VCAM1); selectin E (SELE), matrix metalloproteinases (MMPs)
1, 2, and 9; vascular endothelial growth factor A (VEGFA); cyclo-
oxygenase 2 (COX2, PTGS2); and cyclin D1 (CCND1) (40). DISCUSSION
h Therapeutic angiogenesis via autologous EPC transplantation repre-
sents a promising strategy to preserve or, at least, partially restore
cardiac function after myocardial infarction (24, 41). Nevertheless,
the regenerative outcome of EPC-based therapies in preclinical studies
was rather disappointing and did not lead to sufficient neovascularization
of the ischemic heart (41). This led to the proposal to boost their angio-
genic activity by using emerging technologies, including tissue engineer-
ing of vascular niches, pharmacological preconditioning, or genetic and
epigenetic reprogramming (42). ECFCs are regarded among the most
suitable EPC subtypes to induce therapeutic angiogenesis and cardiac re-
generation due to their high clonal proliferative potential and ability to
assemble into capillary-like structures (23, 24). In addition, they can be
easily isolated and expanded from the peripheral blood of patients and
healthy donors. It has recently been suggested that their angiogenic
activity could be boosted by targeting the intracellular Ca2+ toolkit
(29). Here, we target ECFCs by adopting a fully different approach,
i.e., by exploiting visible light as a modulation trigger and by the use
of a thiophene-based conjugated polymer as the exogenous, light-
responsive actuator. We demonstrate that photoexcitation of the organic
material deterministically leads to robustly enhanced proliferation and
tubulogenesis. Pharmacological assays, supported by electrophysiology
experiments, allow the identification of TRPV1 selective excitation as
a key player in the molecular pathway leading to macroscopic outcomes,
as observed by quantitative analysis of the angiogenic response. Phototransduction mechanism Three different photostimulation mechanisms,
active at the polymer/cell interface, have been proposed so far. These
include (i) the creation of an interface capacitance, i.e., of a localized
electric field, possibly affecting the cell membrane potential (11);
(ii) photothermal processes, establishing a localized temperature in-
crease upon polymer photoexcitation (13, 36); and (iii) photoelectro-
chemical reactions, mainly oxygen reduction processes, leading to a
local variation of extracellular and/or intracellular pH (33) and sizable
production of reactive oxygen species (ROS), at a nontoxic concentra-
tion, and intracellular calcium modulation (37). In electrophysiological experiments, carried out at a photoexcita-
tion density higher than the one used in “chronic” stimulation by about
two orders of magnitude, we clearly observe TRPV1 excitation, corre-
sponding however to a small variation of the cell membrane potential,
in the order of a few millivolts (Supplementary Materials). Thus, upon
much lower light intensity, the effects of either direct photothermal
channel activation and of photocapacitive charging are expected to be
negligible. To further corroborate this hypothesis, we carry out control
experiments aimed at disentangling photoelectrical from photothermal
transduction processes. First, we use a different material as a cell-seeding substrate, char-
acterized by optical absorption and heat conductivity similar to the
ones typical of P3HT (13) but fully electrically inert (i.e., unable to
sustain electronic charge generation upon photoexcitation). The Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 5 of 12 5 of 12 Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E Of these,
five are significantly up-regulated by light exposure in cells grown on
P3HT substrates, namely, ICAM1 (+90% versus P3HT dark; P <
0.05), SELE (+1119%; P < 0.01), MMP1 (+242%; P < 0.01), MMP2
(+467%; P < 0.05), and MMP9 (+458%; P < 0.05) (Fig. 6C). Conversely,
VCAM1, VEGFA, PTGS2, and CCND1 do not show relevant variation
upon light stimulation (fig.S7A). Light excitation oncellsgrown on bare
glass substrates does not show any significant effect as compared with
control samples in dark conditions (fig. S7B). To this goal, we realized ECFC cultures on top of polymer and glass
control substrates, and we exposed them to the same optical stimulation
protocol previously used in the tubulogenesis assay. ROS production
was then evaluated by means of a fluorescence experiment based on
the use of the well-known ROS probe 2′,7′-dichlorodihydrofluorescein
diacetate (H2DCF-DA) (Fig. 5C). Results show that light induces an in-
crease in ROSproductionbothonglassandpolymersubstrates. Relative
percentage variation amounts to +34 and +200%, respectively, thus
pointing out that polymer surface photocatalytic activity plays a major
role in the phototransduction phenomenon. Altogether, data in Fig. 5 indicate that photoelectrochemical reac-
tions induced by light at the interface between the organic semi-
conducting polymer and the extracellular bath play a key role in
triggering the observed enhancement in cellnetworkformation through
indirect activation of the TRPV1 channel. The occurrence of faradaic
phenomena at the polymer/bath interface may give rise to material deg-
radation effects. The photostability of the polymer substrates was care-
fully checked by optical absorption, photoluminescence, and Raman
spectra measurements. By treating the samples with the same experi-
mental protocol used for cell tubulogenesis assays (photoexcitation den-
sity, pulses frequency, overall exposure duration, temperature, and
humidity levels), no sign of irreversible polymer degradation was ob-
served, as compared with nonilluminated samples (fig. S5). S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E Results are expressed
as means ± SEM of the relative percentage of p65 nuclei–positively stained cells to the total number of cells (glass dark, n = 151; glass light, n = 125; P3HT dark, n = 147; and
P3HT light, n = 159). Ten fields per condition are analyzed. Data are obtained from two different experiments conducted on cells harvested from two different donors. (C) mRNA levels of intercellular adhesion molecule 1 (ICAM1), selectin E (SELE), and matrix metalloproteinases (MMP1, MMP2, and MMP9) are quantified by real-time
polymerase chain reaction (PCR). Data are expressed as means ± SEM of percentage variation with respect to cells grown in the dark (n = 6). The significance of
differences was evaluated with unpaired Student’s t test (C) or one-way ANOVA coupled with Tukey post hoc test (B). *P < 0.05 and **P < 0.01. omotes p65 NF-kB nuclear translocation and induces the expression of proangiogenic genes in ECFCs. ECFCs seeded channel through direct photothermal transduction is not the pre-
dominant process leading to enhanced tubulogenesis. been shown to be expressed and drive angiogenesis in human ECFCs
(32). TRPV1 is a polymodal Ca2+-permeable channel that integrates
multiple chemical and physical cues to sense major changes in the local
microenvironment of most mammalian cells (43). TRPV1 is activated
by either noxious heat (>42°C) and acidic solutions (pH < 6.5), whereas
mild acidification (pH 6.3) of the extracellular milieus sensitizes TRPV1
to heat stimulation and results in channel activation at temperature
thresholds (30° to 32°C) well below the normal one (43). ROS produc-
tion is also expected to further contribute to TRPV1 activation, as pre-
viously reported in mouse coronary endothelial cells (44), in which
hydrogen peroxide elicits a depolarizing inward current at negative
holding potentials. Likewise, ROS may stimulate TRPV1 to depolarize
the membrane potential, thereby triggering trains of action potentials in
airway C fibers (45, 46). We have previously demonstrated that polymer photoexcitation
leads to generation of faradaic current, to electron transfer reactions
at the polymer/electrolyte interface,andto sizable intracellular enhance-
ment of ROS (37, 38). Briefly, optical excitation of P3HT polymer thin
films leads to photoexcited species (Eq. 1), namely, singlets and charge
states, which react with the oxygen dissolved in the cell medium, thus
reducing oxygen (Eq. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E Fig. 6. Light-induced photostimulation promotes p65 NF-kB nuclear translocation and induces the expression of proangiogenic genes in ECFCs. ECFCs seeded
on P3HT samples and glass controls are subjected to long-term photostimulation protocol. Corresponding control samples are kept in dark conditions. After photo-
stimulation, p65 NF-kB nuclear translocation (A and B) and mRNA levels of tubulogenic/angiogenic genes that have been shown to be activated downstream of NF-kB
(C) are evaluated. (A) Representative images of immunofluorescence staining showing p65 NF-kB (green) nuclear translocation. Cell nuclei are detected by 4′,6-diamidino-2-
phenylindole (DAPI) (blue). Scale bars, 50 mm. (B) Quantitative evaluation of p65 NF-kB nuclear translocation, as evidenced by colocalization experiments. Results are expressed
as means ± SEM of the relative percentage of p65 nuclei–positively stained cells to the total number of cells (glass dark, n = 151; glass light, n = 125; P3HT dark, n = 147; and
P3HT light, n = 159). Ten fields per condition are analyzed. Data are obtained from two different experiments conducted on cells harvested from two different donors. (C) mRNA levels of intercellular adhesion molecule 1 (ICAM1), selectin E (SELE), and matrix metalloproteinases (MMP1, MMP2, and MMP9) are quantified by real-time
polymerase chain reaction (PCR). Data are expressed as means ± SEM of percentage variation with respect to cells grown in the dark (n = 6). The significance of
differences was evaluated with unpaired Student’s t test (C) or one-way ANOVA coupled with Tukey post hoc test (B). *P < 0.05 and **P < 0.01. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E Fig. 6. Light-induced photostimulation promotes p65 NF-kB nuclear translocation and induces the expression of proangiogenic genes in ECFCs. ECFCs seeded
on P3HT samples and glass controls are subjected to long-term photostimulation protocol. Corresponding control samples are kept in dark conditions. After photo-
stimulation, p65 NF-kB nuclear translocation (A and B) and mRNA levels of tubulogenic/angiogenic genes that have been shown to be activated downstream of NF-kB
(C) are evaluated. (A) Representative images of immunofluorescence staining showing p65 NF-kB (green) nuclear translocation. Cell nuclei are detected by 4′,6-diamidino-2-
phenylindole (DAPI) (blue). Scale bars, 50 mm. (B) Quantitative evaluation of p65 NF-kB nuclear translocation, as evidenced by colocalization experiments. Long-term optical excitation recruits NF-kB and induces the
expression of proangiogenic genes
2 The Ca2+-sensitive transcription factor NF-kB might provide the
missing link between the influx of Ca2+ through TRPV1 and the in-
crease in proliferation and tubulogenesis observed in ECFCs upon
photostimulation (26). We therefore monitored the nuclear trans-
location of the cytoplasmic p65 NF-kB subunit via immunofluorescence
staining and mRNA levels of a number of genes induced during tubu-
logenesis in an NF-kB–dependent manner (26, 40) (Fig. 6). Our data
indicate that ECFCs seeded on polymer and subjected to light stimula-
tion have a significantly enhanced p65 NF-kB nuclear translocation
compared with the control conditions consisting of cells also seeded
on P3HT but kept in dark conditions (+35% versus P3HT dark; P <
0.05; Fig. 6, A and B), and seeded on bare glass (+28% versus glass dark;
P < 0.05; Fig. 6B). No differences were observed between samples seeded
on glass, whetherthey were subjectedto opticalexcitation ornot (fig. S6). dd
h
h k d h
f
h y q
y
g g
p
All data unambiguously show that polymer photoexcitation
leads to selective activation of the TRPV1 channel, which has recently In addition, we have checked the expression of nine genes whose ex-
pression is known to be induced in endothelial cells during tubulogenesis/ 6 of 12 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E As a consequence, the p65
NF-kB subunit is released from IkB inhibition and translocates into
the nucleus (58) where it induces the expression of multiple proan-
giogenic genes (40). Consistently, we found that optical excitation
significantly boosted the nuclear translocation of p65 in ECFCs cultured
on the conjugated polymer compared with those not exposed to light. Robust up-regulation of several angiogenic genes, such as ICAM,
SELE, MMP1, MMP2, and MMP9, which are under NF-kB–dependent
transcriptional control, was also consequently observed. Intriguingly,
NF-kB also mediates VEGFA-induced gene expression and angiogen-
esis in vascular endothelial cells (59, 60) through an increase in [Ca2+]i
(61). These observations strongly hint at NF-kB as the Ca2+-sensitive
decoder that translates optical excitation into an angiogenic response
in human ECFCs interfaced with the light-sensitive conjugated polymer. through aquaporin AQP3, thereby triggering intracellular ROS
signaling (47, 48). In line with our previous results, we have demon-
strated here that intracellular ROS enhancement does occur in ECFCs
upon photoexcitation of polymer thin films, thus contributing to
TRPV1 activation. through aquaporin AQP3, thereby triggering intracellular ROS
signaling (47, 48). In line with our previous results, we have demon-
strated here that intracellular ROS enhancement does occur in ECFCs
upon photoexcitation of polymer thin films, thus contributing to
TRPV1 activation. Altogether, the evidence supports the hypothesis of a transduction
mechanism mainly governed by photoelectrochemical reactions. More-
over, these same observations could explain why TRPV4, which is also
expressed in ECFCs (34), is not sensitive to optical modulation. Al-
though TRPV4 is activated by moderate heat (24° to 38°C), it is sup-
posed to be inhibited by local pH variation, although this is still a
matter of debate (49, 50). (
)
On the one hand, the role attributed in the phototransduction
mechanism to the capability of the polymer to generate and transport
electronic charges, as well as to its photocatalytic activity in an aqueous
environment, clearly implies the need for a biocompatible, visible
light–responsive, semiconducting material. This excludes any possi-
ble implementation of the reported technique by using a thermally
conducting, electrically insulating plastic substrate. Suitable cell-
seeding materials have to be selected and developed within the wide
arena of organic semiconducting polymers. On the other hand, the
key role played by ROS raises additional issues about material photo-
stability, cell viability, and overall safety and reliability of the technique. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E The combined use of optical excitation and organic polymer tech-
nology can open interesting perspectives for several different reasons. First, the use of light modulation allows unprecedented spatial and
temporal resolution to be achieved in a fully reversible way. Light tem-
poral and spatial patterns can be specifically designed and adapted to
different in vitro cell models, allowing ideally endless combinations
of possibilities, to finely tune overall output in cell proliferation and
network formation. The demonstrated technology is minimally invasive,
allows for massive parallelization of experiments, and can be virtually
implemented in any cell therapy model in a straightforward way. In ad-
dition, the use of different polymers, with lower energy gap and in the
form of nanobeads, may pave the way to the optical enhancement of
therapeutic angiogenesis in vivo. Further work is needed to understand
whether the pattern and/or intensity of the illumination protocol may be
adjusted to further boost the angiogenic response. For instance, the
optical excitation protocol consisted of 30-ms-long light pulses that were
delivered at 1 Hz for 4 (tubulogenesis) up to 36 (proliferation) hours. This is likely to result in oscillations in [Ca2+]i, which are known to
deliver the most instructive signal for ECFCs to undergo angiogenesis
by inducing the nuclear translocation of the p65 NF-kB subunit (26). As the frequency of intracellular Ca2+ oscillations can be artificially ma-
nipulated to regulate NF-kB–dependent gene expression in virtually any
cell type (62), we envisage an additional layer of specificity and control
that could be exploited to further improve the angiogenic response to
optical excitation. Future work will also be devoted to assess the outcome
of optical modulation on patient-derived ECFCs. One of the main
hurdles associated to autologous cell-based therapy is the impairment
of the angiogenic activity of EPCs, including ECFCs harvested from
cardiovascular patients (29). The therapeutic translation of our findings
will require the demonstration that light-induced TRPV1 activation has shown that NF-kB triggers the transcriptional program underlying
the angiogenic response to extracellular Ca2+ entry in ECFCs (26). Moreover, NF-kB activation in response to extracellular stimulation
and Ca2+ entry through TRPV1 has also been demonstrated (56, 57). Under resting conditions, NF-kB is retained in the cytoplasm by the
complex with the inhibitory protein IkB. An increase in [Ca2+]i results
in IkB degradation by ubiquitination, which is triggered upon the
Ca2+-dependent phosphorylation of IkB. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E We extensively verified that the main polymer optoelectronic properties
are not substantially altered by the exposure to light and to incubating
conditions. From the biological point of view, it is very well known that
high ROS levels can induce highly toxic effects and, finally, lead to cell
death. We notice, however, that the established photoactivation
protocol (illuminator geometry and air flow, light photoexcitation den-
sity, duty cycle, and repetition rate) has been implemented to avoid any
detrimental effect. Accordingly, no toxicity effects were detected for the
overall duration of the experiments, as proven by the robust increase
in ECFC proliferation and tubulogenesis exposed to light. This ob-
servation is consistent with the emerging notion that appropriate
ROS levels can exert a signaling role and control angiogenesis in en-
dothelial cells (51). Overall, our findings represent the proof of principle that optical
modulation may be successfully exploited to directly control the fate of a
progenitor cell population, i.e., ECFCs, which has been shown to
support revascularization of ischemic tissues. The in vitro activation
of ECFC angiogenic activity is made possible by the use of a bio-
compatible, light-sensitive polymer as the phototransduction element. The combined use of optical excitation and organic polymer tech-
nology can open interesting perspectives for several different reasons. First, the use of light modulation allows unprecedented spatial and
temporal resolution to be achieved in a fully reversible way. Light tem-
poral and spatial patterns can be specifically designed and adapted to
different in vitro cell models, allowing ideally endless combinations
of possibilities, to finely tune overall output in cell proliferation and
network formation. The demonstrated technology is minimally invasive,
allows for massive parallelization of experiments, and can be virtually
implemented in any cell therapy model in a straightforward way. In ad-
dition, the use of different polymers, with lower energy gap and in the
form of nanobeads, may pave the way to the optical enhancement of
therapeutic angiogenesis in vivo. Further work is needed to understand
whether the pattern and/or intensity of the illumination protocol may be
adjusted to further boost the angiogenic response. For instance, the
optical excitation protocol consisted of 30-ms-long light pulses that were
delivered at 1 Hz for 4 (tubulogenesis) up to 36 (proliferation) hours. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E 2) P3HT þ hn →P3HT
ð1Þ
P3HT þ O2 →P3HTþ þ O
2
ð2Þ ð1Þ ð2Þ On the basis of measurements carried out in cells seeded on the
photoresist substrate, as well as on direct evaluation of a limited,
local temperature increase upon light stimuli during the long-term
photoexcitation protocol, we infer that the excitation of the TRPV1 The superoxide further evolves, leading to the generation of different
ROS and, lastly, ending up with hydrogen peroxide production. It has
been reported that extracellular H2O2 can cross the plasma membrane Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 7 of 12 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E has shown that NF-kB triggers the transcriptional program underlying
the angiogenic response to extracellular Ca2+ entry in ECFCs (26). Moreover, NF-kB activation in response to extracellular stimulation
and Ca2+ entry through TRPV1 has also been demonstrated (56, 57). Under resting conditions, NF-kB is retained in the cytoplasm by the
complex with the inhibitory protein IkB. An increase in [Ca2+]i results
in IkB degradation by ubiquitination, which is triggered upon the
Ca2+-dependent phosphorylation of IkB. As a consequence, the p65
NF-kB subunit is released from IkB inhibition and translocates into
the nucleus (58) where it induces the expression of multiple proan-
giogenic genes (40). Consistently, we found that optical excitation
significantly boosted the nuclear translocation of p65 in ECFCs cultured
on the conjugated polymer compared with those not exposed to light. Robust up-regulation of several angiogenic genes, such as ICAM,
SELE, MMP1, MMP2, and MMP9, which are under NF-kB–dependent
transcriptional control, was also consequently observed. Intriguingly,
NF-kB also mediates VEGFA-induced gene expression and angiogen-
esis in vascular endothelial cells (59, 60) through an increase in [Ca2+]i
(61). These observations strongly hint at NF-kB as the Ca2+-sensitive
decoder that translates optical excitation into an angiogenic response
in human ECFCs interfaced with the light-sensitive conjugated polymer. Overall, our findings represent the proof of principle that optical
modulation may be successfully exploited to directly control the fate of a
progenitor cell population, i.e., ECFCs, which has been shown to
support revascularization of ischemic tissues. The in vitro activation
of ECFC angiogenic activity is made possible by the use of a bio-
compatible, light-sensitive polymer as the phototransduction element. Isolation and cultivation of ECFCs ECFCs were isolated from peripheral blood and expanded as shown
elsewhere (26). Blood samples (40 ml) collected in EDTA-containing
tubes were obtained from healthy male human volunteers aged from
28 to 38 years. The Institutional Review Board at Istituto di Ricovero
e Cura a Carattere Scientifico Policlinico San Matteo Foundation in
Pavia approved all protocols and specifically approved this study. Informed written consent was obtained according to the Declaration
of Helsinki of 1975 as revised in 2008. We focused on the so-called
ECFCs, a subgroup of EPCs that are found in the CD34+ CD45−frac-
tion of circulating mononuclear cells (MNCs), exhibit robust prolif-
erative potential, and form capillary-like structures in vitro (23). To
isolate ECFCs, MNCs were obtained from peripheral blood by den-
sity gradient centrifugation on lymphocyte separation medium for
30 min at 400g and washed twice in EBM-2 with 2% fetal calf serum. A median of 36 × 106 MNCs (range, 18 to 66) was plated on fibronectin-
coated culture dishes (BD Biosciences) in the presence of the endothe-
lial cell growth medium EGM-2 MV (Lonza) containing endothelial
basal medium (EBM-2), 5% fetal bovine serum (FBS), recombi-
nant human (rh) EGF, rhVEGF, recombinant human Fibroblast
Growth Factor-Basic (rhFGF-B), recombinant human Insulin-like
Growth Factor-1 (rhIGF-1), ascorbic acid, and heparin and main-
tained at 37°C in 5% CO2 and humidified atmosphere. Nonadherent
cells were discarded after 2 days, and thereafter, medium was changed
three times a week. The outgrowth of ECFCs from adherent MNCs
was characterized by the formation of a cluster of cobblestone-shaped
cells. That ECFC-derived colonies belonged to the endothelial line-
age was confirmed by staining with anti-CD31, anti-CD105, anti- y
For optical excitation of the polymer, a homemade petri cell culture
illuminator, compatible with the use within the cell incubator, was
designed and implemented. Its design included a black spacer made
by fused filament fabrication, both to minimize overheating effects in
the extracellular bath and to avoid unwanted light scattering/diffusion
effects and cross-talk between different specimens. Optical excitation
was provided by a green LED system, whose duty cycle, repetition rate,
and intensity were set through a custom-made control circuit, compris-
ing a microcontroller, a digital-to-analog converter, and an analog LED
driver. The driver was connected to five green LEDs (SMB1N-525V-02;
Roithner LaserTechnik GmbH, Vienna, Austria), with maximum emis-
sion wavelength at 525 nm, each carrying a collimator lens reducing the
emission angle to 22°. Semiconducting polymer and electrically insulating
photoresist preparation Semiconducting polymer and electrically insulating
photoresist preparation Regioregular P3HT (99.995% purity; Mn 54,000 to 75,000 molecular
weight) was purchased from Sigma-Aldrich and used without any
further purification. The samples for cell cultures were prepared by spin
coating on a square 18 mm by 18 mm glass (VWR International) sub-
strates carefully rinsed in subsequent ultrasonic baths of ultrapure water,
acetone, and isopropanol. P3HT solution was prepared in chloro-
benzene at a final P3HT concentration of 20 g/liter and spin coated
on the cleaned substrates with a two-step recipe: (i) 3 s at 800 rpm
and (ii) 60 s at 1600 rpm. Polymer film thickness is about 150 nm. Isolation and cultivation of ECFCs This way, up to five 3.5-cm petri dishes can be
simultaneously treated with a homogeneous photoexcitation density of
40 mW/cm2. The long-term optical excitation protocol adopted for cell
fate modulation consists of 30-ms-long pulses, followed by 70-ms-long
darkconditions,continuouslyrepeatedforaminimumof4upto36hours
in the case of tubulogenesis and proliferation assays, respectively. Electrophysiology Electrophysiological recordings were performed using a patch-clamp
setup (Axopatch 200B; Axon Instruments) coupled to an inverted
microscope (Nikon Eclipse Ti). ECFCs were measured in whole-cell
configuration with freshly pulled glass pipettes (3 to 6 MW), filled with
the following intracellular solution: 12 mM KCl, 125 mM K-gluconate,
1 mM MgCl2, 0.1 mM CaCl2, 10 mM EGTA, 10 mM Hepes, and
10 mM ATP (adenosine 5′-triphosphate)–Na2. The extracellular
solution contained the following: 135 mM NaCl, 5.4 mM KCl, 5 mM
Hepes, 10 mM glucose, 1.8 mM CaCl2, 1 mM MgCl2. Only single cells
were selected for recordings. Acquisition was performed with the
pCLAMP 10 software (Axon Instruments). Membrane currents were
low pass filtered at 2 kHz and digitized with a sampling rate of 10 kHz
(Digidata 1440 A; Molecular Devices). Data were analyzed with Clampfit
(Axon Instruments) and Origin 8.0 (OriginLab Corporation). Microposit S1813 photoresist was purchased from Shipley and used
without any further purification. Photoresist thin films were prepared
by spin coating on cleaned substrates with a two-step recipe: (i) 3 min
at 300 rpm and (ii) 30 s at 2600 rpm. Parameters were adjusted to ob-
tain homogeneous films and similar optical absorbance to the one of
the polymer thin films, at the same excitation wavelength used in the
long-term stimulation protocol (see below). All films were thermally
treated in an oven at 120°C for 2 hours for annealing and sterilization. To promote adhesion, samples were coated with fibronectin (from
bovine plasma; Sigma-Aldrich) at a concentration of 2 mg/ml in
phosphate-buffered saline (PBS) for at least 30 min at 37°C and then
rinsed with PBS. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E This is likely to result in oscillations in [Ca2+]i, which are known to
deliver the most instructive signal for ECFCs to undergo angiogenesis
by inducing the nuclear translocation of the p65 NF-kB subunit (26). As the frequency of intracellular Ca2+ oscillations can be artificially ma-
nipulated to regulate NF-kB–dependent gene expression in virtually any
cell type (62), we envisage an additional layer of specificity and control
that could be exploited to further improve the angiogenic response to
optical excitation. Future work will also be devoted to assess the outcome
of optical modulation on patient-derived ECFCs. One of the main
hurdles associated to autologous cell-based therapy is the impairment
of the angiogenic activity of EPCs, including ECFCs harvested from
cardiovascular patients (29). The therapeutic translation of our findings
will require the demonstration that light-induced TRPV1 activation
boosts angiogenesis also in ECFCs derived from individuals affected
by severe cardiovascular disorders, such as hypertension, atherosclerosis, (
)
The biophysical mechanisms whereby the photoactivation of
TRPV1 stimulates in vitro angiogenesis in ECFCs deserve a more
detailed discussion as well. Earlier work showed that TRPV1 stimu-
lates proliferation and tube formation in vascular endothelial cells
by mediating extracellular Ca2+ entry. The following increase in in-
tracellular Ca2+ concentration ([Ca2+]i) leads to the recruitment of
several downstream Ca2+-dependent decoders, such as endothelial ni-
tric oxide synthase and Ca2+/calmodulin-dependent protein kinase II
(CaMKII) (52). Recently, TRPV1 was found to induce also proliferation
and tube formation in ECFCs by mediating the uptake of the endocan-
nabinoid anandamide (32). This study, however, did not investigate
whether TRPV1 activation was per se able to stimulate ECFCs by
engaging Ca2+-dependent pathways. Intracellular Ca2+ signaling is a
crucial determinant of ECFC fate and behavior (26–28). Accordingly,
light-induced ECFC proliferation and tube formation were markedly
reduced by the pharmacological blockade of TRPV1-mediated Ca2+
entry with CPZ and RR and by preventing the subsequent increase
in [Ca2+]i with BAPTA-AM. This finding endorses the view that
optical excitation stimulates ECFCs through TRPV1-mediated ex-
tracellular Ca2+ entry, and we suggest here that this occurs via
downstream activation of transcriptional factor NF-kB. NF-kB has
previously been shown to stimulate cell proliferation and tubulogen-
esis in endothelial cells (53, 54) and in hepatocytes (55). Our group Lodola et al., Sci. Adv. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E 2019;5:eaav4620
27 September 2019 8 of 12 8 of 12 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E CD144, anti-CD146, anti–von Willebrand factor, anti-CD45, and
anti-CD14 monoclonal antibodies and by assessment of capillary-
like network formation in the in vitro tube formation assay. and heart failure. In this view, the combination of organic semiconduc-
tors and genetic manipulation to increase endogenous TRPV1 expres-
sion could be sufficient to restore the reparative phenotype of autologous
ECFCs from cardiovascular patients. For our experiments, we have mainly used endothelial cells obtained
from early-passage ECFCs (P2-4, which roughly encompasses a 15- to
18-day period) with the purpose to avoid, or maximally reduce, any
potential bias due to cell differentiation. However, to make sure that
the phenotype of the cells did not change throughout the experiments,
in the preliminary experiments, we tested the immunophenotype of
ECFCs at different passages, and we found no differences. We also
tested whether functional differences occurred when early (P2)– and
late (P6)–passage ECFCs were used by testing the in vitro capacity of
capillary network formation in a Cultrex assay and found no differences
between early- and late-passage ECFC-derived cells (data not shown). ROS detection H2DCF-DA (Sigma-Aldrich) was used for the intracellular detection
of ROS. ECFCs were seeded onto polymer and control substrates and
subjected to the same photoexcitation protocol used for the in vitro
tube formation assay. Immediately after the end of the protocol, cell
cultures were incubated with the ROS probe for 30 min. After careful
washout of the excess probe from the extracellular medium, the flu-
orescence of the probe was recorded (excitation/emission wave-
lengths, 490/520 nm; integration time, 70 ms for H2DCF-DA)
with an inverted microscope (Nikon Eclipse Ti) equipped with an
Analog-WDM Camera (CoolSNAP MYO, Teledyne Photometrics). To minimize the effects of the spectral overlap between the polymer
absorption and emission spectra, and the probe emission, samples
were turned upside down by using a homemade chamber with a
500-mm-thick channel filled with extracellular medium. Variation
of fluorescence intensity was evaluated over regions of interest covering
single-cellareas, andreported values represent the average overmultiple
cells. See figure captions for additional details about statistical analysis. Image processing was carried out with ImageJ and subsequently ana-
lyzed with Origin 8.0. In vitro tube formation assay ECFC-derived cells from early-passage (P2 to P4) cultures were ob-
tained by trypsinization and resuspended in EBM-2 supplemented with
2% FBS. EPC-derived cells (10 × 103) per well were plated in Cultrex
basement membrane extract (Trevigen Inc., Gaithersburg, MD, USA)
10-mm fibronectin-treated cloning cylinders. Plates were then incu-
bated at 37°C, 5% CO2, and capillary network formation was assessed
starting from 4 to 24 hours later. At least three different sets of cultures
were performed every experimental point. Quantification of tubular
structures was performed after 8 hours of incubation by measuring
the total length of structures per field with the aid of the ImageJ software
(National Institutes of Health, USA; http://rsbweb.nih.gov/ij/). To eval-
uate the role of TRPV1, the same protocol was repeated in the presence
of the following drugs: BAPTA (30 mM), CPZ (10 mM), RN-1734
(20 mM), or RR (10 mM). Total RNA extraction and real-time polymerase
chain reaction Cells were lysed in 0.5 ml of TRI Reagent (Sigma, catalog no. T9424),
and total RNA was extracted according to the manufacturer’s protocol. One microgram of total RNA was retrotranscribed using SensiFAST
cDNA Synthesis Kit (Bioline, London, UK, catalog no. BIO-65054). Real-time polymerase chain reaction (PCR) was performed using iTaq
qPCRmastermix according to the manufacturer’sinstructions(Bio-Rad,
Segrate, Italy, catalog no. 1725124) on a SFX96 Real-Time System (Bio-
Rad). As a control, S18 ribosomal subunit was used, whose expression
did not change across the conditions. For each gene, DCt was calculated
by using the formula DCt = 2^(DCt(gene) – DCt(S18)). The data are
expressed as a percentage variation between P3HT light and glass light
conditions and P3HT dark and glass dark samples, respectively. Se-
quences of oligonucleotide primers are listed in table S1. Immunofluorescence assay To examine NF-kB p65 subunit translocation into the nucleus in the
individual ECFCs, the coverslips were fixed with 4% formaldehyde
in PBS (20 min at RT) and permeabilized with 0.1% Triton X-100 in
PBS (7 min at RT). Primary rabbit polyclonal anti-p65 antibody
(Santa Cruz Biotechnology, catalog no. Sc-372) was applied at a final
dilution of 1:100 for 1 hour at 37°C in a humidified chamber. After
three washes with PBS, secondary chicken anti-rabbit Alexa(488)-
conjugated antibody (1:200; Invitrogen, catalog no. A-21441) was ap-
plied for 1 hour at RT. After washing (three times in PBS), nuclei were
counterstained with 4′,6-diamidino-2-phenylindole, dihydrochloride
(DAPI; 1:5000 dilution in PBS; 20 min at RT; Invitrogen, catalog
no. D1306). Last, the coverslips with cells were mounted on microscope
glass slides using Fluoroshield mount medium (Sigma, catalog no. F6182). Fluorescence images were taken with the same fluorescence mi-
croscope used for the electrophysiology experiments, using standard
DAPI and fluorescein isothiocyanate filters set for the acquisition of
DAPI and Alexa(488) fluorescence emission, respectively. S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E nant Raman spectra were recorded by using visible light excitation at
532 nm (HORIBA Jobin-Yvon HR800 micro-Raman spectrometer
system). Laser power intensity on the sample was kept at values low-
er than 0.03 mW to avoid laser-induced sample degradation. Spectra
were typically recorded in the region 600 to 2000 cm−1 and were ca-
librated against the 520.5 cm−1 line of an internal silicon wafer. The
signal-to-noise ratio was enhanced by repeated acquisitions (100). The measurements were conducted at room temperature (RT),
and the resulting spectral resolution was 0.4 cm−1. at 37°C (in 5% CO2 and humidified atmosphere), and cell growth
was assessed after 36 hours since the beginning of the long-term il-
lumination protocol. At this point, cells were recovered by trypsiniza-
tion from all the dishes, and the cell number was assessed by counting in
a hemocytometer. Preliminary experiments showed no unspecific or
toxic effect for each agent when used at these concentrations. Each assay
was repeated in triplicate. at 37°C (in 5% CO2 and humidified atmosphere), and cell growth
was assessed after 36 hours since the beginning of the long-term il-
lumination protocol. At this point, cells were recovered by trypsiniza-
tion from all the dishes, and the cell number was assessed by counting in
a hemocytometer. Preliminary experiments showed no unspecific or
toxic effect for each agent when used at these concentrations. Each assay
was repeated in triplicate. Polymer photostability assay Two sets of P3HT thin films (n = 12) were prepared as described above. The optical absorbance, the emission, and the Raman spectrum were
measured immediately after fabrication. Then, all samples were exposed
to ECFC growth medium (EBM-2 supplemented with 2% FBS) and in-
cubated at 37°C, 5% CO2 for 24 hours. The first set was taken in dark
conditions (n = 6), and the second one was treated with the same optical
excitation protocol used in the tubulogenesis assays (n = 6). After incu-
bation, absorption, emission, and Raman spectrum were measured
again in the same conditions as before. Absorption spectra were
recorded by using a spectrophotometer (PerkinElmer Lambda 1040)
in transmission mode. Photoluminescence spectra were acquired by
using a Jobin-Yvon spectrofluorometer; the excitation wavelength
was set at the polymer absorption peak wavelength (530 nm). Reso- The significance of differences was evaluated with unpaired Student’s
t test or one-way analysis of variance (ANOVA) coupled with Tukey
or Dunnett’s post hoc test, as appropriate. Data are represented as
means ± standard error of the mean (SEM). P < 0.05 was considered
statistically significant. Statistical analysis was performed using the
GraphPad Prism 7 software (GraphPad Software Inc., La Jolla, CA). Proliferation assays
h d Growth dynamics were evaluated by plating a total of 5 × 103 ECFC-
derived cells into 10-mm fibronectin-treated cloning cylinders (5 ×
104/cm2) in the presence of EGM-2 MV medium to facilitate the ad-
hesion. After 12 hours, the medium was switched to EBM-2 supple-
mented with 2% fetal calf serum. For the pharmacological treatment,
one of compounds was added to the medium: BAPTA (30 mM), CPZ
(10 mM), RN-1734 (20 mM), or RR (10 mM). Cultures were incubated Lodola et al., Sci. Adv. 2019;5:eaav4620
27 September 2019 9 of 12 S C I E N C E A D V A N C E S | R E S E A R C H A R T I C L E SUPPLEMENTARY MATERIALS
Supplementary material for this article is available at http://advances.sciencemag.org/cgi/
content/full/5/9/eaav4620/DC1
Fig. S1. Local and global evaluation of the extracellular bath temperature.
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This work was jointly supported by the European Research Council (ERC) under the European
Union’s Horizon 2020 research and innovation program “LINCE,” grant agreement no. 803621
(M.R.A.), the EU Horizon 2020 FETOPEN-2018-2020 Programme “LION-HEARTED,” grant
agreement no. 828984 (F.L., F.M., and M.R.A.), the Italian Ministry of Education, University and
Research (MIUR): Dipartimenti di Eccellenza Program (2018–2022)—Department of Biology
and Biotechnology “L. Spallanzani,” University of Pavia (F.M.), and Fondo Ricerca Giovani from
the University of Pavia (F.M.). Author contributions: F.L., F.M., and M.R.A. planned the
experiments. F.L. carried out the experimental measurements (electrophysiology, short- and
long-term photoexcitation, evaluation of effects on proliferation, tubulogenesis, and ROS
production). V.R. provided the ECFC models, took care of the cell cultures, and contributed to
the tubulogenesis and proliferation experiments. G.T. prepared the polymer samples. A.D. designed, realized, and optimized the experimental setup for the long-term photoexcitation. L.T. and D.L. carried out the immunofluorescence and real-time PCR assays. P.C. contributed to
the methodological discussion about gene expression. F.L. and M.R.A. wrote the main
manuscript, with help from F.M. All authors contributed to the data interpretation and
approved the final manuscript. Competing interests: The authors declare that they have no
competing interests. Data and materials availability: All data needed to evaluate the
conclusions in the paper are present in the paper and/or the Supplementary Materials. Additional data related to this paper may be requested from the authors. 47. I. da Silva, M. Barroso, T. Moura, R. Castro, G. Soveral, Endothelial aquaporins and
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27 September 2019 registered trademark of AAAS.
is a
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Association for the Advancement of Science. No claim to original U.S. Government Works. The title
York Avenue NW, Washington, DC 20005. 2017 © The Authors, some rights reserved; exclusive licensee American
(ISSN 2375-2548) is published by the American Association for the Advancement of Science, 1200 New
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M. R. Antognazza, Conjugated polymers optically regulate the fate of endothelial colony-
forming cells. Sci. Adv. 5, eaav4620 (2019). 12 of 12 Conjugated polymers optically regulate the fate of endothelial colony-forming cells
F. Lodola, V. Rosti, G. Tullii, A. Desii, L. Tapella, P. Catarsi, D. Lim, F. Moccia and M. R. Antognazza Conjugated polymers optically regulate the fate of endothelial colony-forming
F. Lodola, V. Rosti, G. Tullii, A. Desii, L. Tapella, P. Catarsi, D. Lim, F. Moccia and M. R. Antognazza DOI: 10.1126/sciadv.aav4620
(9), eaav4620. 5
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(ISSN 2375-2548) is published by the American Association for the Advancement of Science, 1200 New
Science Advances
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Maturation Stage of T-cell Acute Lymphoblastic Leukemia Determines BCL-2 versus BCL-XL Dependence and Sensitivity to ABT-199
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HIV/AIDS in Physiotherapy Education – Mainstreaming Using UN Principles
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HIV/AIDS in Physiotherapy Education –
Mainstreaming Using UN Principles Abstract: HIV /AIDS remains at epidemic levels in South Africa with one
in ten people affected by the HI virus. The United Nations program for AIDS
(UNAIDS) has defined five principles that can be used to mainstream HIV. The five key principles are: the development of a clearly defined entry point;
use of existing policies, structures and frameworks; advocacy sensitization
and capacity building; distinguishing between the external (institutional
interventions) and internal (staff risks and vulnerability) domain; and developing
strategic partnerships. A proposed HIV curriculum for physiotherapists was
been developed from a series of studies undertaken to understand the issues r
mainstreaming. Myezwa H, PhD,1
Stewart A, PhD.1 1
University Of Witwatersrand. The purpose of this paper is to explore how each principle of mainstreaming can be ap
education and curricula. Each mainstreaming principle was considered and ways in which it could be mainstreamed into physiotherapy
training and practice, using data from the patients’, academics’ and clinicians’ experience were proposed.i The five principles can be used in South African settings. In principle one the aetiology, approaches to treatment,
management of conditions and symptoms are used to identify entry points for introducing HIV teaching. Relevant
examples of conditions associated with HIV include pain, stroke, specific muscle weakness patterns, fatigue and
cardiopulmonary system problems (e.g. breathlessness). The role of physiotherapy in HIV management is also a good
entry point. For principle two, policies were considered. Pertinent areas such as antiretroviral use, frameworks such as the
International Classification of Function (ICF), Worthington’s rehabilitation framework and CBR can also be inte-
grated with HIV physiotherapy curriculum and practice. Sensitised and aware staff as promoted in principle three,
can advocate for affected patients and role model appropriate practice and attitudes in HIV management thus
contributing to reducing stigma and burnout. Integrating policies with the need to avoid risks and correct inappro
priate attitudes of staff is promoted and promoting strategic partnerships and collaborative work will help provide
appropriate services. Using the mainstreaming principles allows for the inclusion of HIV content in physiotherapy education and prac-
tice. Both physiotherapy curriculum and continuous professional development may use this information to respond
appropriately. Research Research Article Introduction The manage
ment of each of these systems is already
taught and commonly seen in the clinical
setting. The specific effects of HIV on
multiple systems are important in teach
ing and clinical reasoning. For example,
HIV directly affects either progenitor
cells or indirectly through opportunis
tic infections, it can produce symptoms
that are from multiple aetiologies,
thus impacting on clinical reasoning. Similarly is: dyspnoea may be as a result
of the direct effects on the haematologi
cal system or the pathological effects of
opportunistic and recurrent infections,
like pneumocystic jiroveci pneumonia
on oxygen exchange. Thus by implica
tion, these differences in causes and their
effects on treatment should be addressed
during training by the respective area of
speciality. Similarly, impairments such
as pain, fatigue and loss of body mass
commonly occur in HIV. Physiotherapy
curricula include the basic structure,
function and relevant pathogenesis of
systems related to these impairments
(CSP, 2008b) and therefore entry points
for teaching on how HIV impacts on
these systems can be identified. The
emergence of HIV, however has affected
the aetiology and morbidity of all the
conditions traditionally treated and this
is further complicated by problems
of stigma, fear and the need for a very
strong health and inter-sectoral support
system. A decision thus would need to
be made, as to how much content on
HIV/AIDS should be included in under
graduate or post graduate education. Recent graduates and academics
(Myezwa 2008) felt that the way HIV 2. Mainstreaming should take place
within existing policies and frame
works and should be located within
existing institutional structures. 3. Advocacy, sensitisation and capacity
building to place health workers in
a better position to undertake main
streaming should take place. 4. A distinction between the external
and internal domains must be made. Internal domains includes risks
and vulnerability and the external
domains include issues such as an
institution undertaking interventions
based on its mandate and capacity in
support of national and local strate
gic efforts Principle 1: A clearly defined entry point
for mainstreaming HIV/AIDS The entry point is seen as a position in
the core business, at which one can start
to include the matter to be mainstreamed. In this case, the physiotherapy curricu
lum and practice is the core business. The generic curriculum, that teaches
basic aetiology, pathophysiology and
a largely biopsychosocial approach to
patient management presents a ready
opportunity for mainstreaming manage
ment of HIV/AIDS. 5. Developing strategic partnerships
based on comparative advantage,
cost effectiveness and collaboration Using the results of the four studies, out
lined below as well as an extensive lite
rature review mainstreaming principles
were applied. An extensive literature review on
HIV/AIDS was conducted as part of
the process of collating information
important for the development of a
curriculum on HIV and placing it into
a rehabilitation framework such as the
International Classification of Function
(ICF) (Myezwa 2008). The review
includes explanations of the genesis of
the disease, principal modes of transmis
sion, evaluation of drug trials and other
forms of treatment potentially used to
slow down the degenerative process
associated with HIV disease (Azzam
2006, Volberding et al 2003, Evans
and Scadden 2000). Other topics were
HIV virology and subsequent staging
and antiretroviral therapy. These topics
were found to be fundamental in the
training of all health workers, includ
ing the physiotherapist (Myezwa et al
in press; Flaskrud & Ungvarski, 1999). Thus the current basic sciences are an
already used entry point at which HIV
can be included and should be reviewed
to ensure they correspond with what is
required by physiotherapists. The first study established referral
patterns of patients with HIV to physio
therapy. This study contributed to under
standing the different conditions present
in patients with HIV and which ones
are suitable for physiotherapy (Myezwa
et al., 2005). Furthermore, the results
showed how many patients affected
were referred for physiotherapy. The second study involved 80 in-
patients and 51 out-patients living with
HIV and outlined their impairments,
activity limitations and participation
restrictions (Myezwa et al., 2009). The third study explored a focus
group discussion (FGD) on clinicians’
and academics’ perceptions and expe
riences with HIV to enrich the picture
of what topics should concern physio
therapists (Myezwa 2008). A fourth study used a Delphi technique
to test consensus on curriculum content
among academic staff at all eight univer
sities that offer physiotherapy training in
South Africa (Myezwa et al., in press). Introduction outline of mainstreaming HIV. One of
the main advantages of mainstream
ing HIV is that it brings the issue to the
fore and into the core business agenda,
so that it becomes part and parcel of a
programme. Similarly, in education,
Hunt et al. (1998) refer to mainstream
ing as a method of taking a key goal of
a learning area from the periphery and
placing it into the centre and within
the entire curriculum. Hunt (1998)
acknowledges mainstreaming within the
curriculum at subject level as an effec
tive means of incorporating an impor
tant topic into the curriculum. The focus
of this paper is thus on mainstream ing HIV/AIDS into the physiotherapy
curriculum and the discussion is struc
tured around the key principles of this
process which according to the UNAIDS
(2002) are: Human immune deficiency virus (HIV)
is a vast and complex subject with many
implications for physiotherapy educa
tion and practice. This paper attempts to
assess the inclusion of HIV/AIDS into a
physiotherapy curriculum and practice
according to the United Nations defined
mainstreaming criteria. The results
of four studies Myezwa et al., 2009,
Myezwa 2008, Van As 2009, Myezwa
et al., 2005 are utilised and discussed
to illustrate how they affect the South
African physiotherapy curriculum. Corresponding Author:
Hellen Myezwa
University Of Witwatersrand
7 York Road
Park Town 2093
Johannesburg
E-mail: Hellen.Myezwa@wits.ac.za Corresponding Author:
Hellen Myezwa
University Of Witwatersrand
7 York Road
Park Town 2093
Johannesburg
E-mail: Hellen.Myezwa@wits.ac.za The rationale for using this approach
can be found in Verbrugenn’s (2004)’s SA Journal of Physiotherapy 2012 Vol 68 No 1 35 1. The development of a clearly defined
entry point for mainstreaming HIV/
AIDS principles can be integrated using find
ings from the four studies by Myezwa
et al., (2005, 2008, 2009 and in press). The same results from each study
may apply to more than one principle,
although the application may be differ
ent. An audit of all eight physiotherapy
curricula to determine the extent of HIV
inclusion revealed that the majority of
physiotherapy curricula did not compre
hensively include HIV (Myezwa 2008)
Most of the relevant content was loosely
woven into the curriculum and arbitrarily
dependent on the interest of the lecturer. impairment and subsequent impact on
the patients’ activity levels and quality
of life was also ascertained (Myezwa et
al., 2009, Rusch et al., 2004). Introduction Common
systems, that are considered pertinent
to physiotherapy practice, and are
affected by HIV are cardiopulmonary
(Diaz 1999), haematological (Evans &
Scadden, 2000; Mars, 2004), metabolic
(Mutimura et al., 2008a,c), neurological
(Ricardo-Dukelow et al., 2007, Cherner
et al., 2002) and musculoskeletal
systems (Sattler et al., 1999; Sattler et
al., 2002). Experiences of clinicians
and academics emphasise the need to
include HIV effects into the teaching of
the different body systems. The manage
ment of each of these systems is already
taught and commonly seen in the clinical
setting. The specific effects of HIV on
multiple systems are important in teach
ing and clinical reasoning. For example,
HIV directly affects either progenitor
cells or indirectly through opportunis
tic infections, it can produce symptoms
that are from multiple aetiologies,
thus impacting on clinical reasoning. Similarly is: dyspnoea may be as a result
of the direct effects on the haematologi
cal system or the pathological effects of
opportunistic and recurrent infections,
like pneumocystic jiroveci pneumonia
on oxygen exchange. Thus by implica
tion, these differences in causes and their
effects on treatment should be addressed
during training by the respective area of
speciality. Similarly, impairments such
as pain, fatigue and loss of body mass
commonly occur in HIV. Physiotherapy
curricula include the basic structure,
function and relevant pathogenesis of
systems related to these impairments
(CSP, 2008b) and therefore entry points
for teaching on how HIV impacts on
these systems can be identified. The
emergence of HIV, however has affected
the aetiology and morbidity of all the
conditions traditionally treated and this
is further complicated by problems
of stigma, fear and the need for a very
strong health and inter-sectoral support
system. A decision thus would need to
be made, as to how much content on
HIV/AIDS should be included in under impairment and subsequent impact on
the patients’ activity levels and quality
of life was also ascertained (Myezwa et
al., 2009, Rusch et al., 2004). Common
systems, that are considered pertinent
to physiotherapy practice, and are
affected by HIV are cardiopulmonary
(Diaz 1999), haematological (Evans &
Scadden, 2000; Mars, 2004), metabolic
(Mutimura et al., 2008a,c), neurological
(Ricardo-Dukelow et al., 2007, Cherner
et al., 2002) and musculoskeletal
systems (Sattler et al., 1999; Sattler et
al., 2002). Experiences of clinicians
and academics emphasise the need to
include HIV effects into the teaching of
the different body systems. Principle 1: A clearly defined entry point
for mainstreaming HIV/AIDS must be exposed to basic knowledge
of HIV and its mode of transmission. Thereafter it would follow for all depart
ments to identify specific areas within
their courses where inclusion of HIV is
pertinent. p
The study exploring the perceptions
of clinicians and academics categorised
curricula concerns at macro, meso and
micro levels (Myezwa 2008). Under
macro level issues, participants sup
ported the need to include HIV because
of its high prevalence and thus a national
priority. An understanding of the current
policies and frameworks is important
for physiotherapists and would help
them in defining their role and making
informed decisions. Only one of the
seven universities, whose curricula were
reviewed, reflected policies and frame
works (Myezwa 2008). Verbruggens
(2004) proposes the use of frameworks
to locate and contextualise the specific
place for HIV in any area of work. For
physiotherapists, Worthington’s (2005)
rehabilitation approach which under
scores a multisectoral approach, and the
ICF approach, (Anandan et al., 2006,
Hwang & Nochajski, 2003) can be used
as they account for disability in different
life domains. Using ICF would include
individual needs in physical, functional,
psychological, spiritual, social and
vocational aspects. At the meso level
participants expressed a fragmented
and uncoordinated approach to HIV
curricula input. This may be indicative
of the lack of teaching around a frame
work that “pulls” the subject together. The impacts of HIV on the socio-eco
nomic and socio-cultural environment
of the patient should also be considered. The impact on the body systems results
in a wide range of impairments, activity
limitation and disability. Myezwa et al
(2009),Van As et al., (2009); Zonta et
al., (2003) ; Zonta et al., (2005) revealed
clear patient profiles. Understanding
the particular patient profiles allows the
practitioner and the academic to give
better guidance on the assessment of
people with HIV or AIDS and to inte
grate relevant HIV knowledge attitudes
and skills. One line of thought is that
people with HIV/AIDS already expe
rience similar problems to other patient
groups seen by physiotherapists and
therefore skills and knowledge should
be transferable and tapped. It is a valid
argument that physiotherapists have the
fundamental knowledge and skills to
assess and treat patients, however further
research is necessary to establish if this
assumption is true. In some cases there
maybe information that is particular to
the HIV infected patient that may need
to have attention. Principle 1: A clearly defined entry point
for mainstreaming HIV/AIDS APPLYING MAINSTREAMING PRINCIPLES
The paper provides how, within the
teaching of physiotherapy, the five Recent graduates and academics
(Myezwa 2008) felt that the way HIV Reports in the literature have explored
the effect of HIV on body systems. The SA Journal of Physiotherapy 2012 Vol 68 No 1 36 manifestations (Nixon et al., 2010, 2005;
Rusch et al., 2004). Aerobic exercise
primarily changes the mitochondrial and
cytosolic proteins while resisted exer
cise increases muscle protein (Zinna &
Yarasheski, 2003). The effects of exer
cise on specific HIV conditions such as
lipodystrophy (Mutimura et al., 2007)
fatigue and body mass changes for
example, were areas that experienced
and newly qualified academic and
clinical staff recommended input. Other
interventions such as electrotherapy, use
of aids and appliances massage are still
being investigated for their effects on
HIV/AIDS. These investigations have
shown positive clinical effects, how
ever, most studies are still challenged by
small sample sizes, difficulties with
blinding, standardisation and poor iso
lation of treatment, due to the nature of
treating HIV. (Fulk et al., 2004; Galantino
et al., 1999; Posner et al., 2004; Shor-
Posner et al., 2004; Worthington et
al., 2005). Incorporation into teaching
should therefore take cognisance of the
levels of evidence. manifestations (Nixon et al., 2010, 2005;
Rusch et al., 2004). Aerobic exercise
primarily changes the mitochondrial and
cytosolic proteins while resisted exer
cise increases muscle protein (Zinna &
Yarasheski, 2003). The effects of exer
cise on specific HIV conditions such as
lipodystrophy (Mutimura et al., 2007)
fatigue and body mass changes for
example, were areas that experienced
and newly qualified academic and
clinical staff recommended input. Other
interventions such as electrotherapy, use
of aids and appliances massage are still
being investigated for their effects on
HIV/AIDS. These investigations have
shown positive clinical effects, how
ever, most studies are still challenged by
small sample sizes, difficulties with
blinding, standardisation and poor iso
lation of treatment, due to the nature of
treating HIV. (Fulk et al., 2004; Galantino
et al., 1999; Posner et al., 2004; Shor-
Posner et al., 2004; Worthington et
al., 2005). Incorporation into teaching
should therefore take cognisance of the
levels of evidence.i was included in the existing curricula
was problematic and further analy
sis indicated that institutions had not
looked comprehensively at the issues
of HIV content, mode of delivery and
integration of HIV-related aspects in the
general curriculum. Principle 1: A clearly defined entry point
for mainstreaming HIV/AIDS An example of this is
the reduced proximal muscle power seen
in different patient groups (Myezwa et
al., 2009) therefore specific assessment
focus should be included in the cur
riculum. Another example is why on an
activity and participation level patients
reported no community integration. They attributed this restriction to fear
of not being able to find a toilet quickly
enough thus had self-imposed restriction
in movement and participation in com
munity activity (Myezwa et al., 2009). In defining entry points, the challenge
for the lecturer is to keep a balance in
equipping the graduate with the neces
sary knowledge while avoiding con
tinuous additions to the curriculum and
balancing undergraduate time. In spite
of this, much of the identified HIV con
tent can be included in existing content
and need not lead to additional lectures
or more time, but adding to how HIV
changes the clinical picture and in doing
this, mainstream the content. It is relatively easy to apply the ICF
as most studies show how HIV causes
numerous impairments that impact on
function or quality of life (Myezwa et al
2009, 2011, Van As et al 2009., Anandan
et al., 2006; Vidrine et al., 2003; Zonta
et al., 2005). Specific aspects of func
tion and quality of life such as mobility,
instrumental activities and self-care
activities were illuminated in these stu
dies. These are areas with which physio
therapy is concerned and therefore
the ICF framework and Worthington’s
framework are appropriate to be applied
to HIV. The ICF which is in the physio
therapy curriculum is considered as a
generic approach that facilitates clini
cal reasoning through the continuum Principle 2: Mainstreaming should take
place within existing policies, philoso-
phies and frameworks Policies and frameworks are assessed
at two levels namely the macro and
micro levels. In response to the call for
national responses and incorporation of
HIV into all programmes by UNAIDS,
the government called for all sectors to
respond by incorporating HIV into their
core business (Department of Health,
2007b). All eight universities have HIV
policies that guide the implementation
of response to infection and inclusion
in subject matter. For example, the
University of the Witwatersrand policy
states that all university undergraduates Another entry point for mainstream
ing education about HIV could be
during teaching on rehabilitation and
physiotherapy interventions, including
maintaining or increasing the level of
physical activity and exercise. Exercise,
in particular, as part of behaviour modi
fication and change in life style, has been
shown to provide a positive contribu
tion to the prevention and care of HIV SA Journal of Physiotherapy 2012 Vol 68 No 1 37 mented inclusion of the subject, which
was not dependent on current policies,
prevalence clinicians’ experiences, the
number of patients or their clinical pro
file. Clinicians supported this interpre
tation, by stating that their own input
on HIV, as students, had been somewhat
fragmented and resulted in knowledge
gaps. Students and qualified therapists
should be equipped with the neces
sary skill to apply known principles of
physiotherapy and rehabilitation to their
treatment of HIV and they need an appro
priate level of knowledge (Puckree et al.,
2004; Puckree et al., 2002; Ukwakwe,
2000). Use of evaluation and self-
directed learning to extend their capa
city and skills in managing HIV should
be actively encouraged to augment their
ability to manage HIV, with its ever
changing profile (Hunt et al., 1998). of problems i.e. impairment to envi
ronment. Related to the ICF and the
bio-psychosocial approach are service
delivery models such as CBR. CBR is
an already well understood concept that
is taught to physiotherapists. CBR prin
ciples allow the rehabilitation of a client
within a community focussed paradigm
(Helander,1994). The role of the physiotherapist will
be fluid and will change depending
on whether they are in a hospital, out-
patient or community setting, or if the
patient is in a period of wellness or ill
ness. The hospital setting may call pre
dominantly for their clinical skills and
working within a multi-disciplinary
team. Principle 3: Advocacy sensitisation and
capacity Building Advocacy is a process of active sup
port that involves acting as a liaison or
canvassing for a particular cause to be
considered (Jacobs & Jacobs, 2004). Once HIV is recognised as requiring
advocacy it is necessary to get support
from the people who are instrumental
in the implementation of intervention
programmes. What sets HIV apart from
other conditions is its pervasive nature,
a high prevalence and the complexities
it presents for the clinical situation. One
clinician sums it up in this statement: For example, the role of physiother
apy in HIV falls within the educational
outcome of understanding of physio
therapeutic principles, philosophies and
problem-solving with due consideration
for disease processes. Working from
what is known to the unknown is a known
teaching and learning strategy (CSP,
2008b) and can it be used for sensitisa
tion and capacity building ( Myezwa et
al in press). For effective capacity build
ing, gaps and omissions in the curriculum
are a good starting and must be addressed
for both the undergraduate and the quali
fied staff. To effect real change, advocacy
is needed to ensure the required change
to the curriculum. Clinicians reported feeling over
whelmed by the number of patients,
their inability to define what their role
is, and their limited background knowl
edge of specific HIV related conditions. The presence of co-morbities in the
patients seen and clinicians’ inability to
deal with them was seen as problematic. In addition to building capacity that
concerns clinical practice and teaching,
HIV is a condition fraught with major
complications that influence the indi
vidual. Issues of stigma, disclosure and
fear have been documented as almost
paralysing health workers into inaction
(Vance & Denham, 2008). This may
underscore the need to build capacity
among physiotherapists and deal with
HIV in an inter-professional manner
as the presenting problems are multifac
torial. “I think it’s so vast and that it actually
connects with so many other conditions
that we could integrate it. HIV is part
of everything because HIV affects your
pathology, your recovery, your rehab,
whatever.” (Clinician) For
physiotherapy,
mainstreaming
HIV into education and practice one
needs the facts to use as advocacy tools. The proposed curriculum content frame
work developed from the results of all
the studies by Myezwa et al (2005, 2008,
and 2009, in press) can be used as an
advocacy tool. Clinicians stated that their role in HIV
management was unclear. Principle 3: Advocacy sensitisation and
capacity Building No evidence
of an outcome to increase the under
standing of physiotherapeutic principles,
philosophies and problem-solving with
due consideration for the impact of HIV/
AIDS input was found (Myezwa 2008). Approaches to gaining a better under
standing of the complexities of HIV
management that are currently proposed
include the use of problem-based learn
ing, and inter-professional education. Other proposals include using people
living with HIV/AIDS as facilitators of
HIV education sessions and developing
trans-disciplinary management mod
els (Canadian Working Group on HIV
and Rehabilitation, 2002b; Solomon et
al., 2003b). Evidence suggests that problematic
attitudes among health workers, as
well as a lack of accurate information
about HIV AIDS can make a significant
negative impact on the health worker’s
approach to HIV. Capacity building and
training can improve knowledge, skills
and attitude increasing the level of com
fort in dealing with those who are HIV
infected (Kent et al., 2005). However,
many clinicians expressed feeling ill-
equipped and some academics and cli
nicians’ showed a lack of knowledge as
to how to manage HIV/AIDS (Myezwa
2008). The same study showed that most
topics were viewed as inadequately
taught or not taught at all. Reports on the
curricula presented an ad-hoc and frag Principle 2: Mainstreaming should take
place within existing policies, philoso-
phies and frameworks For example, therapists may need
to respond to acute problems such as
neurological, respiratory or neuromus
cular problems with co-morbidities. Palliative approaches may also be
required (Uwimana & Louw, 2007). In
an out-patient setting, the therapist may
be required, to use a wellness approach
that needs the patient with HIV to focus
on managing their risks and maintaining
their health (O’Brien et al., 2007). Many
of the skills required to fulfil these roles
are already known to physiotherapists
and they need to access them in an HIV
context. Principle 5: Importance of developing
strategic partnerships With regard to the internal domain,
many staff anxieties emerged from the
focus group discussions that included
their knowledge gaps and inappropriate
attitudes and perceptions (Myezwa
2008). Meeting knowledge gaps and
addressing attitude problems in both
undergraduate and qualified staff may
impact on clinical decision-making
and educational input. The impact on
such fundamental educational activi
ties may present a risk that HIV/AIDS
will not be included appropriately into
both education and practice. Another
aspect that clinicians reported as hav
ing a direct impact on their ability to
assimilate and apply knowledge on HIV,
was the lecturers’ attitudes and beliefs. Clinicians reported how the demeanour
of the lecturer affected their impressions
of HIV. Clinicians emphasised the need
for a positive and informed outlook in
managing HIV/AIDS, in particular,
avoiding behaviours such as, treating
the condition and not the person, being
judgemental and viewing HIV, as a death
sentence. This perception, on the part
of students, supports Eisner’s (1992)
notion that the impact of the implicit
and null curriculum does influence what
students learn. They recommended that
important changes that help engender
a positive outlook to the management
of HIV/AIDS were that the prognosis
has changed with the advent of ARVs
and that opportunistic infections can be
managed. Loss of hope, loss of morale,
and patient overload affected therapists
on a personal level. These responses are
in no way peculiar to qualified therapists
and it would be expected that students
are affected in the same way. To mini
mise these effects improved knowledge
of HIV nature, impact on both body and
health systems and counselling should
be provided. The range and complexity of problems
found when patients were assessed using
the ICF checklist show that, in order to
be effective in managing HIV patients
therapists need to work with other sec
tors such as social services, to enhance
their rehabilitation outcomes and qua
lity of life (Myezwa 2009). In addition
disparities evident in the physiotherapy
HIV curricula content, demonstrate the
need for promoting partnerships between
universities in order to maximize on
expertise and experience. Strategic part
nerships that ensure that mainstreaming
and integration of HIV is done effi
ciently and with some level of quality
assurance will also require coorporation
at the level of the regulatory and sup
portive bodies such as other universities,
the Health Professions Council of South
Africa (HPCSA) and the South African
Society of Physiotherapy (SASP). Principle 4: The distinction between the
internal and external domains In Myezwa’s study
(2008), academics and clinicians, in the
ory embraced the policies and theories
guiding input in relation to HIV, but did
not appear to put these into practice. Principle 5: Importance of developing
strategic partnerships The
internal and external domain problems
point to the need to also strengthen the
collaboration between hospitals and
other health care delivery institutions. Doing so will help to define the problem
of HIV better and to respond through
evidence based and expertise informed
knowledge, practice and experience
(Canadian Working Group on HIV and
rehabilitation, 2002a). The Canadians
recognised that this type of strategic
partnership is required and they have
formed partnerships to bring expertise
together across sectors and within reha
bilitation programmes. Principle 4: The distinction between the
internal and external domains The internal domains refer to staff risks
and vulnerability. The external domains
refer to the institutional efforts in support
of national, local and strategic efforts. Some results point to issues that threaten
management and mainstreaming of HIV. In terms of the external domain, aca
demic and clinical staff are aware of the
need to include HIV as there are national
calls to do so (Department of Education, SA Journal of Physiotherapy 2012 Vol 68 No 1 38 with current evidence and to create an
environment where inclusion of HIV/
AIDS becomes a real possibility. A
number of areas, such as the different
body systems, pain, function, activity
limitation, the effect of the environment
and social determinants where physio
therapists already work, have been
pointed out as suitable entry points for
introducing
HIV/AIDS
information. Ensuring that HIV content is incorpo
rated in these areas would successfully
fulfil the application of the first main
streaming principle. The level of detail
and the process of learning should be
determined by the educators themselves. Unless educators embrace the new con
tent required and successfully integrate it
into curricula, the mainstreaming of HIV
will remain ineffective and fragmented. Any clinician or academic using these
mainstreaming principles can examine
their input and identify where HIV has
an impact. The ICF is a tool to use in
framing the content in each area of teach
ing. For inclusion in the curriculum,
academics and practitioners, perhaps
through the use of continuous profes
sional development, need to be sensi
tised to what is involved and need to be
trained in areas where gaps in knowl
edge, practice and inappropriate attitudes
exist. To ensure HIV is mainstreamed
into curricula and practice, partnerships
between universities, practice areas such
as hospitals and communities, patient
organisations and regulatory bodies,
should be developed. one (Myezwa 2009), and principle three
all contribute to both internal and exter
nal domain impacts. Structural issues
such as problems experienced around
disclosure of HIV status and increased
work load have a negative impact on
staff, both personally and professionally,
for example, (Ukwakwe, 2000). 1999; Department of Health, 2007b;). In addition, the inclusion and integra
tion of HIV is required in response to
the increased prevalence and chang
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Werneck LC 2003 Functional assessment of If you’re looking for extra special service where the practitioner as well as the patient’s needs
are handled with the utmost care ... AccountsdotCom is the solution! Nixon 2010 Phone now 012 653-7200 or 012 653-7122 or fax 012 653-7850 or
e-mail accountsdotcom@gmail.com If you’re looking for extra special service where the practitioner as well as the patient’s needs
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e-mail accountsdotcom@gmail.com SA Journal of Physiotherapy 2012 Vol 68 No 1 41
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Evaluation of the structural response of two in-service thin flexible pavements under heavy vehicle loading during different seasons by built-in sensors
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International Journal of Pavement Engineering ISSN: (Print) (Online) Journal homepage: https://www.tandfonline.com/loi/gpav20 Full Terms & Conditions of access and use can be found at
https://www.tandfonline.com/action/journalInformation?journalCode=gpav20 Introduction These roads play an important role in the Swedish economy in
particular for the mining and timber industries. In recent years, Longer Heavier Vehicles (LHVs) have
become increasingly more popular. LHVs have a higher
load-carrying capacity compared to conventional heavy-
duty vehicles which can be achieved by increasing the num-
ber of axles, length of the vehicles, axle load, and total
vehicle weight. Multiple studies have reported that the use
of LHVs leads to improvements in transportation cost
efficiency
(Ortega
2014;
Sanchez
Rodrigues
2015)
and
improved environmental performance (Knight 2008; Christi-
dis and Leduc 2009). Most of the research on the impact of
LHVs within the transport sector focuses on the vehicles
themselves and not on the potential increase in pavement
deterioration (Pålsson 2017). The inclusion of the impact
of LHVs on pavement construction and maintenance-related
costs could improve the accuracy of economic analyses
related to LHVs. p
g
The environmental variables such as temperature and
moisture, that surround pavement structures affect consider-
ably their structural behaviour (Doré and Zubeck 2009). It is
therefore important to account for the seasonal variation of
the environmental variables when analysing the performance
of pavements, in particular in areas with large seasonal vari-
ations. The temperature and moisture distribution in the
cross-section is largely influenced by the boundary conditions
of the system. Thus, larger variations occur in the upper part of
the structure due to the proximity to the surface boundary. The temperature variations affect the stiffness of the asphalt
layers. Frost penetrating into the structure makes the unbound
layers stiffand moisture lubricates the granular layers and soft-
ens them, particularly during spring thaw (Simonsen and
Isacsson 1999; Salour and Erlingsson 2013a; Salour 2015;
Erlingsson et al. 2017). The maximum allowable gross vehicle weight (GVW) in
Sweden has increased from 60 tons in 1996, to 64 tons in
2015 by the Swedish Transport Administration (Erlingsson
et al. 2018). On a limited number of roads, a higher loading
of 74 tons is allowed since 2018 as well, an increase which is
planned to be implemented on the entire road network in
the future (Natanaelsson and Eriksson 2020). A large number
of roads in the national network are low volume roads which
typically consist of a thin asphalt layer or layers placed over
one or more granular layers on top of a compacted subgrade. KEYWORDS Thin flexible pavement;
built-in sensors; in-situ
response measurement; long
heavy vehicle; numerical
modelling; seasonal variation © 2022 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, dis-
tribution, and reproduction in any medium, provided the original work is properly cited.
CONTACT Denis Saliko
denis.saliko@vti.se Denis Saliko & Sigurdur Erlingsson To cite this article: Denis Saliko & Sigurdur Erlingsson (2022): Evaluation of the structural
response of two in-service thin flexible pavements under heavy vehicle loading during
different seasons by built-in sensors, International Journal of Pavement Engineering, DOI:
10.1080/10298436.2022.2138875 To link to this article: https://doi.org/10.1080/10298436.2022.2138875 © 2022 The Author(s). Published by Informa
UK Limited, trading as Taylor & Francis
Group
Published online: 29 Oct 2022. Submit your article to this journal
Article views: 122
View related articles
View Crossmark data © 2022 The Author(s). Published by Informa
UK Limited, trading as Taylor & Francis
Group
Published online: 29 Oct 2022. Submit your article to this journal
Article views: 122
View related articles
View Crossmark data Full Terms & Conditions of access and use can be found at
https://www.tandfonline.com/action/journalInformation?journalCode=gpav20 INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING
https://doi.org/10.1080/10298436.2022.2138875 Evaluation of the structural response of two in-service thin flexible pavements under
heavy vehicle loading during different seasons by built-in sensors Denis Saliko
a,b and Sigurdur Erlingsson
a,c aPavement Technology, Swedish National Road and Transport Research Institute VTI, Linköping, Sweden; bDepartment of Building Materials, KTH
Royal Institute of Technology, Stockholm, Sweden; cFaculty of Civil and Environmental Engineering, University of Iceland, Reykjavik, Iceland ARTICLE HISTORY
Received 20 November 2021
Accepted 17 October 2022 © 2022 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, dis-
tribution, and reproduction in any medium, provided the original work is properly cited. ABSTRACT ABSTRACT
Long Heavy Vehicles (LHV) are considered more efficient and environmentally friendly transportation of
goods compared to conventional trucks. Thus, the maximum allowable gross vehicle weight (GVW) in
Sweden was increased on part of the road network from 64 to 74 tons in 2018 by increasing the
vehicles’ length and the number of axle groups per vehicle but not the axle load limits. This change in
loading conditions is expected to lead to changes in the structural response and degradation rate of
thin pavements on the low-volume road network. To improve our understanding of thin pavements
behaviour exposed to multiple axle loadings two thin pavement structures located in the north of
Sweden were instrumented with road response and climate sensors. Four measurement campaigns
were carried out within one year by in-situ stress and strain measurements from the built-in sensors
as LHV passes over at normal speed. The recorded response was compared with numerical
calculations based on multilayer elastic theory (MLET). Values of stresses and strains showed a
generally good agreement with high values of coefficient of determination R2 during different seasons
when the asphalt stiffness values were adjusted based on temperature and granular layer stiffness
values based on moisture. Introduction A new Mechanistic-Empirical (M-E) pavement design and
performance prediction tool is currently under development in
Sweden. It is essential that the response analysis part of the tool
can predict the actual induced response in the pavement struc-
ture due to the heavy loadings under the prevailing ambient
climate conditions. It is therefore important that the M-E
scheme considers the shift in vehicle types and the various
axle configurations of the vehicles with higher GVW. Several
methods are available for modelling the induced response of D. SALIKO AND S. ERLINGSSON 2 2 pavement structures, among them the multilayer elastic theory
(MLET) and the finite element method (FEM). FEM is able to
model more complex loading conditions, geometries and can
incorporate more advanced material models. MLET requires
several background assumptions such as isotropic and hom-
ogenous layers extending infinitely in the horizontal direction
and the applied loading being circular with constant pressure
(Burmister 1945; Huang 2004; Erlingsson and Ahmed 2013). However, due to faster computation times, MLET has become
the common option of choice in pavement design (ARA Inc. 2004; Loulizi et al. 2006). It has further been shown that the
differences in calculated pavement response values between
MLET and FEM are negligible in many cases (Saevarsdottir
and Erlingsson 2015; Fladvad and Erlingsson 2022). The vali-
dation of the pavement response models requires field testing
(Ahmed and Erlingsson 2013; Pereira and Pais 2017; Gkyrtis
et al. 2021) through instrumented road sections in which sen-
sors are embedded within the pavement structure to measure
the actual response (Gusfeldt and Dempwolff1967; Hicks and
Finn 1970; Terrell and Krukar 1970; Al-Qadi et al. 2004; Blanc
et al. 2019; Duong et al. 2019). surface. The εMU coils and SPCs were installed in the granular
layers of the structure to measure the induced vertical strain
and stress respectively. More details on the sensors used in
this study can be found in Saevarsdottir et al. (2016). y
The installation procedure began with the removal of the
top AC layer along 20 m in one of the two lanes. Afterwards,
two trenches each of them 1.2 m wide were excavated with a
distance of 4 m away from each other. The storage of the exca-
vated material was done separately for each layer to avoid mix-
ing of material from different layers. All existing layer
thicknesses were determined during the excavation process. Introduction After the excavation was completed, the sensors were installed
inside the pavement structure. The excavated material was
placed back and compacted layer-by-layer. Finally, a new
layer of AC (ABT16) was repaved. The procedure of the sensor
installation is illustrated in Figure 1. Pictures taken during the
installation procedure are shown in Figure 2. The layer types and thicknesses of the cross-sections of the
two pavement structures are illustrated in Figure 3. Both struc-
tures are old pavement structures and have had a maintenance
history over the years. In the case of Lv373, the original cross-
section consisting of cutback AC placed on top of a subbase
and a sandy clay layer has been overlaid two times. The first
time the structure was overlaid by an unbound granular
material (UGM) base course, and a thin surface treatment. Later a new unbound subbase and base course, and a 10 cm
AC layer were added. Lv515 is a simpler structure consisting
of a thin 4 cm AC layer and a 15 cm unbound base course
placed above a natural sandy subgrade. g
In this paper, the response signals obtained from two
instrumented thin flexible pavements subjected to loading by
three different LHVs have been evaluated at four different
times of measurements over 12 months. The primary aim is
to investigate the effects of seasonal variations of the environ-
mental variables on the response of pavement structures due to
LHV. Furthermore, the response signals have been compared
against MLET-calculated values. The layer stiffness values
were obtained by falling weight deflectometer (FWD) backcal-
culation (Irwin 2002) and simultaneously adjusted for temp-
erature and moisture variations to reflect the actual field
conditions. The measurement-calculation comparison of the
instrumented test sections was used to validate the numerically
predicted structural response to be used in the new M-E calcu-
lation scheme. The installation of the sensors was performed in a bottom-
to-top manner. First, the εMU coils were installed in one of the
walls of a trench while SPCs were installed in the adjacent wall. After the εMU coils and SPCs were placed at a certain depth,
the stored material from that layer was placed back and com-
pacted. This was done for all the granular layers. Once all the
UGM layers were placed back and compacted, ASGs were
installed. Introduction The ASGs were not installed on top of the material
located in the trench but on top of the base course outside
of the trench. This was done to obtain a response that
resembles more closely the existing conditions as the material
in the trench was disturbed by the excavation. A new layer of
AC (ABT16) was thereafter repaved on top of the ASG sensors. Description of the test sites and instrumentation
procedure For this research presented here, two road sections were
selected to be instrumented during autumn 2017 (Saliko and
Erlingsson 2021). The sections are located in the northern
part of Sweden along the roads Lv373 (section 58,980 m)
and Lv515 (section 1360 m) notations by which they are
referred to in this paper. The sections are located approxi-
mately 10 km apart from each other. The coordinates for the
location of Lv373 are N65.33741, E20.4675 and for Lv515
N65.31813, E20.29687. Monitoring the climate seasonal variation The seasonal variation of the environmental variables was
monitored using thermocouples, time-domain reflectometer
(TDR) probes, and frost rods. The thermocouples were used
to monitor the temperature variation within the AC layer. For Lv373, the thermocouples were installed at 2.5, 5, and
7.5 cm depths. In the case of Lv515, the thermocouples were
installed only at 2 cm depth due to the structure’s AC layer
thickness limitation. The recording interval for the thermo-
couples was set to one hour. To monitor the cross-sectional
moisture variation, TDR probes were installed in the UGM
of the structures. The TDR probes were placed on a 200 cm
rod at 5 different depths ranging from 36 cm to 196 cm with
40 cm spacing intervals. The volumetric moisture content
values were logged every 20 min. The recorded temperature To monitor the mechanical response of the structures,
asphalt strain gauges (ASGs), soil pressure cells (SPCs), and
strain measuring units (εMU coils) were used. Two trenches
were made in each of the structures in order to obtain two
set-ups of instrumentation which reduces the risk of loss of
data due to possible malfunctions. The ASGs were installed
underneath the asphalt concrete (AC) layer in two directions,
along the wheel path and perpendicular to it. This was done to
measure the longitudinal and transversal strains in the bottom
of the asphalt concrete layer when loading was applied on the INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING 3 3 Figure 1. Illustration of the pavement instrumentation procedure (a) excavation procedure in plan-view, (b) excavation procedure in cross-section-view, (c) installation
positions for the sensors, and (d) completed installation. Figure 1. Illustration of the pavement instrumentation procedure (a) excavation procedure in plan-view, (b) excavation procedure in cross-section-view, (c) installation
positions for the sensors, and (d) completed installation. instrumentation procedure (a) excavation procedure in plan-view, (b) excavation procedure in cross-section-view, (c) installation
mpleted installation. and volumetric moisture content values for both test sites are
shown in Figures 4 and 5. interpolation between two consecutive sensors where one
shows positive and the other negative temperature values to
obtain the 0°C isotherm. The recorded temperature distri-
bution and interpolated frost depth for the period 1 October
2018 until 22 June 2019 are presented in Figures 6 and 7. Monitoring the climate seasonal variation For both structures, the temperature of the asphalt layer
and the moisture content in the granular layers have been
monitored for a whole year from 1 August 2018 to 31 August
2019. The TDR probes recorded a low moisture content during
the winter period followed by a sudden increase during the
spring thaw and a gradual decrease during the following recov-
ery period. Peaks in the moisture content levels are recorded
during rainy events in the summer and autumn seasons. Since these structures are located in the north of Sweden, the
spring thaw period starts in late April and is over in the middle
of June. A limitation that applies to the data is the maximum depth
of 200 cm due to the length of the frost rod. Nevertheless, it
was possible to obtain the beginning of the freezing period,
the approximate rate of frost penetration, the beginning of
the thawing period, and the approximate rate of thawing. Backcalculation of the structural response from
FWD Cross-sectional temperature variation and frost depth corresponding to the 0°C isotherm for Lv373 from 01 October 2018 to 30 June 2019. The dotted line
represents the two dates when response measurements were made. INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING
5 Figure 6. Cross-sectional temperature variation and frost depth corresponding to the 0°C isotherm for Lv373 from 01 October 2018 to 30 June 2019. The dotted line
represents the two dates when response measurements were made. Figure 7. Cross-sectional temperature variation and frost depth corresponding to the 0°C isotherm for Lv515 from 01 October 2018 to 30 June 2019. The dotted line
represents the two dates when response measurements were made. Figure 7. Cross-sectional temperature variation and frost depth corresponding to the 0°C isotherm for Lv515 from 01 October 2018 to 30 June 2019. The dotted line
represents the two dates when response measurements were made. the main focus on the spring thaw period. Each testing cam-
paign included falling weight deflectometer (FWD) measure-
ments and sensor response registrations under controlled
application of passing LHV vehicles. thoroughly layer by layer it was not possible to achieve the
same compaction level as in the undisturbed material. This
is reflected also in the FWD deflection bowls from 50 kN load-
ing as shown in Figure 9. The FWD measurements were performed to later backcal-
culate the stiffness values of the layers. Three different load
levels of 30kN, 50kN, and 65kN were applied. The loading
was applied directly on top of the sensors. Afterwards, the
50kN load level was used as a reference for the comparison
between the measured FWD deflection bowls and the calcu-
lated bowls using the MLET-based software ERAPave (Erlings-
son
and
Ahmed
2013). The
algorithm
used
for
the
backcalculation procedure is illustrated in Figure 8. As illustrated in Figure 9, the graphical comparisons
between
the
measured
and
MLET-calculated
deflection
bowls show a generally good agreement. An exception to
this is the backcalculation for road 515 during the August
2019 campaign illustrated in Figure 9(d) in which a lower qual-
ity of fit can be noticed. Backcalculated and measured deflec-
tion bowls from FWD loading with 30 and 65 kN exhibited
a similar quality of fit and therefore it was decided to initially
perform a linear MLET simulation to determine whether it
would be possible to capture the general response behaviour
of the two pavement structures. Backcalculation of the structural response from
FWD To monitor the temperature distribution and frost depth in
the cross-section of the structures, frost rods were used. The
frost rods were made of 41 temperature sensors placed every
5 cm on a 200 cm long bar. The logging was performed at
30-minute intervals. The frost penetration was obtained either
directly from a temperature sensor recording 0°C or by linear Four different testing campaigns over one year have been per-
formed. The dates when the tests were carried out were 29–30
August 2018, 8–9 May 2019, 12–13 June 2019, and 21–22
August 2019. The dates were selected to capture the seasonal
variation of the structural behaviour of the test sections with Figure 2. Pictures taken during the installation of the sensors used for the instrumentation procedure (a) ASGs – Asphalt Strain Gauges, (b) SPC – Soil Pressure Cell, and
(c) εMU coil – Strain Measuring Unit coil. stallation of the sensors used for the instrumentation procedure (a) ASGs – Asphalt Strain Gauges, (b) SPC – Soil Pressure Cell, and
il Figure 2. Pictures taken during the installation of the sensors used for the instrumentation procedure (a) ASGs – Asphalt Strain Gauges, (b) SPC – Soil Pressure Cell, and
(c) εMU coil – Strain Measuring Unit coil. 4
D. SALIKO AND S. ERLINGSSON Figure 3. The layer and sensor configurations for the (a) Lv373 cross-section, and (b) Lv515 cross-section. Figure 3. The layer and sensor configurations for the (a) Lv373 cross-section, and (b) Lv515 cross-section. Figure 4. Recorded values at Lv373 for (a) the daily average AC temperature and (b) the moisture content variation of the unbound granular layers. Figure 4. Recorded values at Lv373 for (a) the daily average AC temperature and (b) the moisture content variation of the unbound granular layers. Figure 5. Recorded values at Lv515 for (a) the daily average AC temperature and (b) the moisture content variation of the unbound granular layers. Figure 5. Recorded values at Lv515 for (a) the daily average AC temperature and (b) the moisture content variation of the unbound granular layers. Figure 5. Recorded values at Lv515 for (a) the daily average AC temperature and (b) the moisture content variation of the un es at Lv515 for (a) the daily average AC temperature and (b) the moisture content variation of the unbound granular layers. INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING
5 Figure 6. Backcalculation of the structural response from
FWD For the backcalculation procedure, both the surface deflec-
tion bowl obtained through the deflection sensors of the FWD
equipment and the response of the instrumented sensors at the
time when the loading was applied were used. The sensors’
response was checked by comparing the longitudinal and
transversal strain recorded by ASGs to the calculated values
at the bottom of the AC layer, recorded vertical stresses by
SPCs, and vertical strains by εMU coils to the MLET-calcu-
lated values at their corresponding depths. The measurements
were divided into two groups. Measurements performed out-
side the trench corresponding to the ASG sensors and
measurements performed inside the trench corresponding to
the εMU coils and SPCs. The reason for this choice was to
take into consideration the disturbance in the excavated and
recompacted material inside the trenches. Even though the
material inside the trenches was inserted back and compacted In the process of backcalculating the layer stiffness values,
the influence of temperature on the AC layers and the influ-
ence of moisture in the UGM was considered. In this study, the stiffness of the AC layer was adjusted
according to (Erlingsson 2012) ET = ET,ref · e−b(T−Tref )
(1) (1) where ET is the predicted asphalt stiffness, Tref is the reference
temperature (10°C), ET,ref is the asphalt stiffness 6500 MPa at
the reference temperature, and b is a regression constant of
0.065. For Lv373, the AC surface and AC base were combined into
a single layer as their individual thicknesses were only a small Figure 8. Flowchart illustrating the backcalculation procedure used in the study
6
D. SALIKO AND S. ERLINGSSON 6 D. SALIKO AND S. ERLINGSSON 6 Figure 8. Flowchart illustrating the backcalculation procedure used in the study. part of the total thickness of the cross-section. The tempera-
ture value recorded at the time of FWD measurements from
the thermocouple at 5.5 cm depth in the middle of the asphalt
layer was used. For Lv515, the value at a depth of 2.0 cm was
used. variation in moisture was recorded by the TDR probes. The
volumetric moisture content values recorded by the TDR
probes were converted into the degree of saturation and
then implemented in the model. The default model par-
ameters for coarse-grained material were used, a = −0.3123,
b = 0.3, and ks = 6.8157 (ARA Inc. 2004). Backcalculation of the structural response from
FWD Two different opti-
mal resilient moduli (Mr,opt) as 90 and 85 MPa and the opti-
mal degree of saturation (Sopt) values were used as 20% and
15%, respectively. The higher values for the undisturbed
material outside the trench are due to the higher degree of
compaction. The variation of the stiffness values of UGM layers has been
adjusted using the MEPDG MR-moisture model (Leong and
Rahardjo 1997; ARA Inc. 2004; Andrei et al. 2009) expressed
as a function of the degree of saturation log MR
MR,opt
= a +
b −a
1 + exp (b + ks(S −Sopt))
(2) (2) (2) The backcalculation was performed iteratively. An initial
set of layer stiffness values were assumed. To quantify and
minimise the difference between the measured and the calcu-
lated values, the root mean square error RMSE was used where MR is the predicted resilient modulus, MR,opt is the opti-
mal reference modulus, S is the degree of saturation, Sopt is the
optimal degree of saturation, a, b, and ks regression parameters
and β = ln(–b/a). RMSE =
n
i=1
(yi −ˆy)2
n
(3) The adjusted stiffness values according to temperature and
degree of saturation are illustrated in Figure 10. (3) For the backcalculation procedure, the cross-sections of
the structures were divided into sublayers. This was done to
take into account the variation in moisture levels and whether
the part of the structure during the measurements was frozen
or thawed. For both structures, the frozen part of the cross-
section was estimated at the time of measurement which is
marked by a dotted line in Figures 6 and 7. In the case of
Lv515, the subgrade was considerably thick and a large where yi represents a measured datapoint, ŷ a calculated data-
point, and n is the total number of datapoints. Three RMSE values were defined for the error minimisation
procedure. The first RMSE value was used to compare the sur-
face deflections measured by the FWD to the calculated surface
deflections by MLET at those locations. The typical RMSE
values for the FWD backcalculation were in the range of 3–5 INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING
7 Figure 9. Deflection bowls under 50kN FWD loading compared to MLET calculations for the campaign (a) August 2018, (b) May 2019, (c) June 2019, and (d) August
2019. Figure 9. Backcalculation of the structural response from
FWD Deflection bowls under 50kN FWD loading compared to MLET calculations for the campaign (a) August 2018, (b) May 2019, (c) June 2019, and (d) August
2019. Figure 9. Deflection bowls under 50kN FWD loading compared to MLET calculations for the campaign (a) August 2018, (b
2019. N FWD loading compared to MLET calculations for the campaign (a) August 2018, (b) May 2019, (c) June 2019, and (d) August with the exception of the backcalculation for road 515 during
the August 2019 campaign which had an RMSE value of 11. The second RMSE value was used to compare the stress and
strain values recorded by the ASGs, εMU coils, and SPCs to
the MLET-calculated stress and strain values at the known
location of each respective type of sensor. Typical RMSE values
for individual built-in sensor response under FWD loading
range between 6 and 12. The third RMSE value was obtained
through the difference between the assumed Mr – recorded
degree of saturation values and the Mr-moisture model. The
values of the RMSE used to adjust for the temperature and
moisture variations ranged between 1 and 4. The stiffness values at the dates of measurements obtained through the
iterative procedure are given in Tables 1 and 2. Both structures were partially frozen during the May and
June measurement campaigns. This has been considered in
the backcalculation procedure according to the depth interval
where the frozen part of the cross-section was located (dfrost). For Lv373 it was possible to capture the upper boundary of
the frozen part of the cross-section but not the full extension
of the frozen part. For Lv515 it was possible to capture the
upper boundary of the frozen part only during the May cam-
paign. For the June campaign at Lv515, it was not possible to
capture neither the upper nor the lower depth of the frozen Figure 10. Adjusted values of AC stiffness according to temperature and stiffness of granular layers according to the degree of saturation. Figure 10. Adjusted values of AC stiffness according to temperature and stiffness of granular layers according to the degree of saturation. D. SALIKO AND S. ERLINGSSON 8 8 8 Table 1. Backcalculated stiffness values at each measurement date for Lv373. Out. and In. represent the value sets outside and inside the trench. Layer
Thickness
Stiffness (MPa)
29 August 2018
8 May 2019
12 June 2019
21 August 2019
(cm)
Out. In. Backcalculation of the structural response from
FWD The values of the frost depth were obtained through a
statistical-based empirical correlation developed for the con-
ditions in Sweden, in which the frost penetration depth is
obtained as a function of the freezing index determined by
air temperature registrations at a specific location (Erlingsson
and Saliko 2020). The empirical values were used as an initial
estimate which was further refined by interpolating the slope
of the seasonally frozen zone from Figures 6 and 7. The stiff-
ness of the frozen layer was set to 2800 MPa which is in agree-
ment with previous studies (Salour and Erlingsson 2013b). part. This was due to the 200 cm limited length of the frost
rods. The values of the frost depth were obtained through a
statistical-based empirical correlation developed for the con-
ditions in Sweden, in which the frost penetration depth is
obtained as a function of the freezing index determined by
air temperature registrations at a specific location (Erlingsson
and Saliko 2020). The empirical values were used as an initial
estimate which was further refined by interpolating the slope
of the seasonally frozen zone from Figures 6 and 7. The stiff-
ness of the frozen layer was set to 2800 MPa which is in agree-
ment with previous studies (Salour and Erlingsson 2013b). Backcalculation of the structural response from
FWD Out. In. Out. In. Out. In. 1. Asphalt Concrete
10
6107
6107
10,756
10,756
4464
4464
5764
5764
2. Base Course
12
383
341
376
336
331
296
380
329
3. Subbase
26
266
197
259
191
256
187
248
177
4. Base Course
12
169
118
166
116
147
102
154
103
5. Tarmac
13
149
138
232
201
158
152
188
182
6. Subbase
30
148
88
143
84
169
101
161
97
7. Sandy Clay
15
129
76
117
71
133
79
131
77
8. Subgrade (dfrost)
42
64
51
2800
2800
49
39
47
37
9. Subgrade (dfrost)
45
74
74
2800
2800
2800
2800
68
68
10. Subgrade Unfrozen
1
75
75
105
105
72
72
76
76 Table 1. Backcalculated stiffness values at each measurement date for Lv373. Out. and In. represent the value sets outside and inside the trench. Stiffness (MPa) Table 2. Backcalculated stiffness values at each measurement date for Lv515. Out. and In. represent the value sets outside and inside the trench. Layer
Thickness
Stiffness (MPa)
30 August 2018
9 May 2019
13 June 2019
22 August 2019
(cm)
Out. In. Out. In. Out. In. Out. In. 1. Asphalt Concrete
4
5160
5160
10,421
10,421
4605
4605
6138
6138
2. UGM Base
15
180
145
150
135
195
160
185
155
3. SG Sub.1 (TDR1)
37
93
76
90
74
100
82
97
78
4. SG Sub.2 (TDR2)
40
94
78
91
76
106
86
98
82
5. SG Sub.3 (TDR3)
40
85
73
78
69
95
80
89
75
6. SG Sub.4(TDR4,dfrost)
14
77
67
2800
2800
83
73
77
67
7. SG Sub.5 (dfrost,June)
10
85
85
2800
2800
2800
2800
87
87
8. SG Sub.6
16
95
95
2800
2800
2800
2800
97
97
9. SG Sub.7 (TDR5,dfrost)
84
107
107
2800
2800
2800
2800
108
108
10. SG Sub.8 (Natural SG)
1
107
107
95
95
96
96
108
108 Table 2. Backcalculated stiffness values at each measurement date for Lv515. Out. and In. represent the value sets outside an
Stiffness (MPa) ted stiffness values at each measurement date for Lv515. Out. and In. represent the value sets outside and inside the trench. Stiffness (MPa) part. This was due to the 200 cm limited length of the frost
rods. INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING
9 INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING
9 Figure 12. Half-axle and tyre configuration, spacing, and IDs for the LHVs used in this study. All distances in cm. INTERNATIONAL JOURNAL OF PAVEMENT ENG Figure 12. Half-axle and tyre configuration, spacing, and IDs for the LHVs used in this study. All distances in cm. The configuration of vehicle loading (single vs. dual tyres,
tyre pressures, number of axles, load per axle, total load, and
total length) was different for each of the three LHVs used. LHV1 had 9 axles, two of them having single tyres and seven
with dual tyres, with a total length centre-to-centre of the
first to the last axle of 20.5 m and a total weight of approxi-
mately 74 tons. LHV2 had seven axles, the driving axle with
single tyres while the rest of the axles had dual tyre configur-
ation. The centre-to-centre length between the first and last
axle for LHV2 was 19.74 m and the total weight was approxi-
mately 64 tons. LHV3 had eight axles, seven of them with
single tyres and one with dual tyres, an axle centre-to-centre
total length of 20.8 m, and a total weight of approximately
68 tons. The axle weights and tyre pressures for each axle are shown
in Table 3. The LHV1 had the lowest variation in axle loads, the lowest
calculated average value of axle load and the lowest tyre
pressure, despite having the highest total weight. LHV2 had
the highest average axle load since the weight was distributed
over a lower number of axles compared to the two other
vehicles. For LHV3 multiple single tyres were used in the
axel configuration. The largest load for a single axle was
measured in the case of LHV3. Vehicle response modelling The response of the structure under loading by LHVs was
measured at each testing campaign afterwards performing
the FWD testing. Three different types of LHVs were used,
one of which is shown in Figure 11. The loading was applied
by driving the vehicles at a constant speed of 60 km/h
(50 km/h at Lv515 in May 2019) over the sensors in a way
that the outer wheels would be aligned along the wheel path
directly on top of the built-in sensors. The location of the sen-
sors had previously been marked on the surface. Figure 11. The LHV2 used for the response measurements. The axles are shown according to the used naming convention. Figure 11. The LHV2 used for the response measurements. The axles are shown according to the used naming convention. Results of the vehicle induced response For the calculations of the structural response of the test sec-
tions under moving load by the LHVs, the MLET-based soft-
ware ERAPave (Erlingsson and Ahmed 2013; Saevarsdottir
et al. 2016; Ahmed and Erlingsson 2017) was used. The stiff-
ness values of the AC layers were adjusted for the tempera-
ture at the time of testing and the stiffness values of the
UGM layers were adjusted according to the moisture levels
(Tables 1 and 2). The loading was modelled according to
Table 3 and Figure 12 except to simplify the modelling pro-
cess and to lower the computational time, the tyre pressure
was considered constant at 850 kPa for all tyres which is A naming convention was established to identify each type
of LHVs as well as individual axles and axle groups. Axles
located close to each other are considered to belong to the
same axle group. The ID assigned to an axle represents first
the axle group and then the number of the axle within that
group. The axle configurations, identification names, and
axle spacing in centimetres for all three LHVs are shown in
Figure 12. Before each testing campaign, the axle weights
were measured by static weighing each LHV and the tyre
pressures were measured using a regular tyre pressure gauge. Table 3. Measured axle loads F and tyre pressures p for the three LHVs used in the study. Type S and D represent single vs. dual tyres respectively. Axle
LHV1
LHV2
LHV3
ID
Type
p
F
Type
p
F
Type
p
F
(–)
(–)
(kPa)
(kN)
(–)
(kPa)
(kN)
(–)
(kPa)
(kN)
A1-1
S
840
83.36
S
850
74.53
S
890
93.16
A2-1
D
750
83.85
D
700
93.65
D
700
114.25
A2-2
D
750
82.38
D
700
91.20
S
920
67.67
A2-3
S
840
65.70
–
–
–
–
–
–
A3-1
D
850
87.77
D
900
91.20
S
870
94.14
A3-2
D
850
90.22
D
900
89.73
S
860
95.61
A4-1
D
850
78.45
D
900
101.50
S
870
69.14
A4-2
D
850
79.43
D
900
100.03
S
890
72.08
A4-3
D
850
80.41
–
–
–
S
890
74.53
ΣF
731.58
641.85
680.58 D. SALIKO AND S. ERLINGSSON 10 placement is longitudinal or transversal, the sensors can suc-
cessfully capture the structural behaviour of the pavement in
case the loading is applied at the correct position. Results of the vehicle induced response close to the average of all the tyre pressures. A sensitivity
analysis on the influence of the variation of tyre pressure
was performed which showed that the impact of different
tyre pressures is negligible for the range of the tested vehicles. The details of the sensitivity analysis have been omitted due
to space and scope limitations. Any minor differences in driv-
ing speed and positioning in transversal direction due to
human error in driving were neglected. The vertical strain signals recorded by the εMU coils
were noisier compared to the other types of sensors, in par-
ticular in the case of Lv373 which consisted of several
layers. These sensors were also observed to be the least
durable. For Lv373, the two bottom εMU coils from one
of the trenches were malfunctioning during three out of
the four testing campaigns. For Lv515, the uppermost
εMU coil from one of the trenches malfunctioned during
the May 2019 campaign which increased to three εMU
coils malfunctioning during the measurements of August
2019. Comparisons
between
the
measured
and
calculated
responses from the structures are shown in Figures 13–19. As shown, the strain registrations from the longitudinal
ASGs exhibit the lowest difference between the measured
response signals and the MLET calculations. The accuracy
was lower in the case of transversal ASGs as can be inferred
from Figures 14 and 17. It was observed that the ASGs
placed in the transversal direction were sensitive to the lat-
eral position of the axle applying the load. Small lateral devi-
ations in the load application led to measured values that
were lower than the expected values. Depending on the pos-
ition of the axle applying the load, different parts of the
registration curves matched the calculations. In cases when
the first wheel was positioned correctly, the first peak of
the registered curve corresponding to the driving axle
matched the calculations as shown in Figure 14(a). In
cases when the driver adjusted the positioning near the
end of the time when the truck was passing on top of the
sensors, the last peaks of the registration corresponding to
the trailer axles matched the calculations as shown in Figure
14(b). In the case of ASGs, not considering whether their The stresses measured by the SPCs showed reasonable
prediction accuracy. Results of the vehicle induced response The vertical stresses recorded by the
SPCs located in the upper part of the structure were found
to depend more on the temperature of the AC layer than
the moisture of the UGM layers in which they were located. The environmental-related variables such as the temperature
of the AC and the moisture of the UGM layers did not have
a large effect on the vertical stresses recorded by the SPCs
located at deeper layers. Instead, the properties of the load-
ing configurations such as the axle load, and tyre configur-
ation (single vs. dual tyres) were found to have the main
influence. The vertical strains recorded by the εMU coils showed noi-
sier signals compared to the other types of sensors. However,
in most cases, the measured values fitted adequately with the Figure 13. Longitudinal horizontal strain εxx response registrations from ASG compared to MLET calculations at Lv373 under LHV1 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 13. Longitudinal horizontal strain εxx response registrations from ASG compared to MLET calculations at Lv373 under LHV1 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING 11 Figure 14. Transversal horizontal strain εyy response registrations from ASG compared to MLET calculations at Lv373 under LHV2 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 14. Transversal horizontal strain εyy response registrations from ASG compared to MLET calculations at Lv373 under LHV2 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 15. Vertical stress σzz response registrations from SPC at 35 cm depth compared to MLET calculations at Lv373 under LHV3 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 15. Vertical stress σzz response registrations from SPC at 35 cm depth compared to MLET calculations at Lv373 under LHV3 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. D. SALIKO AND S. ERLINGSSON 12 Figure 16. Longitudinal horizontal strain εxx response registrations from ASG compared to MLET calculations at Lv515 under LHV1 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 16. Comparisons between multilayer linear and
nonlinear modelling The comparison was made for the August 2018 measure-
ment campaign at Lv515 subjected to loading by LHV1
between two selected measurements and the corresponding
calculations. The comparisons were made for the longitudinal
strain under the AC layer recorded by the ASG at 4 cm depth
as shown in Figure 20(a) and for the vertical stress recorded by
the SPCs at 38 cm depth as shown in Figure 20(b). The bottom
of the AC layer and the top of the subgrade were selected as
they are known to be locations where critical strains in the
structure occur. The
comparison
between
the
measured
response
and
numerical calculations using linear MLET-based software
showed a good fit, indicating that the linear elastic theory
is a suitable method for the response modelling. However,
the viscoelastic behaviour of the asphalt layers and the
stress-dependent nonlinear behaviour of the UGM layers is
therefore neglected. To further investigate the significance
of the abovementioned factors, two additional modelling
approaches were set up for comparisons, that is assuming,
the AC layers exhibit a viscoelastic behaviour, but all other
layers are linear elastic materials, and thereafter that the
UGM (base course and subbase) were modelled as stress-
dependent linear elastic materials but the asphalt layers
and the subgrade were modelled as linear elastic materials. As before the ERAPave software was used. A detailed
description of the approach can be found in Ahmed and
Erlingsson (2017). The approach is based on the elastic-
viscoelastic correspondence principle in which the Laplace
transform of the constitutive equations for linear viscoelastic
problems is formulated similarly to homogenous and isotro-
pic linear elastic problems (Huang 2004; Kim 2011). The
creep compliance of the asphalt materials is therefore
required as an input for the viscoelastic modelling. A
power function derived from complex modulus (Baumgaertel
and
Winter
1989;
Tschoegl
2012)
was
used
for
the Based on the comparison shown in Figure 20, minor differ-
ences were found between the calculated responses by the lin-
ear elastic, viscoelastic, and the k-θ model. The viscoelastic and
the k-θ model were found to offer an improvement in the
range of 1–4% over the linear elastic model in the prediction
of the response peaks shown in Figure 20. The temperatures
during the times when the response testing was performed
were relatively low, which has led to a less pronounced visco-
elastic behaviour of the AC. Results of the vehicle induced response . (4) where D´(ω) is the storage creep compliance, D′′(ω) is the
loss creep compliance, ω is the frequency, Γ is the gamma
function, and D0, D1, and m are the parameters for the
power function creep compliance curve. For the comparison between the measurement campaigns,
the peak strain values from the longitudinal ASGs were
taken into consideration. These sensors were selected as
they offered the highest reliability. The lowest strains under
the AC layer for both structures were recorded during the
May 2019 measurement campaign. During the May 2019
campaign, the temperature of the AC layer was the lowest
compared to the other measurement campaigns. The highest
temperature and the highest longitudinal strains under the
AC layer were recorded during the June 2019 campaign. Similar temperature values were recorded for the August
2018 and August 2019 measurement campaigns, however,
some differences in strain values were observed. For the
August 2019 campaign, the recorded AC temperature was
slightly lower, but the moisture recorded by TDR1 at
36 cm depth was lower than in the August 2018 measure-
ment campaign. This is an indicator that the strains at the
bottom of the AC layer depend not only on the stiffness of
the AC layer but also on the support from the granular
base course under the asphalt. For the power function of the creep compliance curve, the
parameters were taken from a previous study D0 = 1.47E-07,
D1= 1.27E-03, and m = 0.06 (Ahmed and Erlingsson 2016). g
To model the stress-dependent nonlinear behaviour in the
granular layers, the k-θ model (Uzan 1985; Lekarp et al. 2000;
Leischner 2016) expressed in a normalised form was used. Mr = k1pa
3p
pa
k2
(5) (5) where k1 and k2 are model constants derived experimentally, p
is the mean normal stress equal to 1/3 of the sum of the prin-
cipal stresses, and pa is the reference pressure at 100 kPa. The model has been shown to capture the response of
UGMs when subjected to rolling wheel loading (Erlingsson
2010; Saevarsdottir and Erlingsson 2015). The constants used
in the modelling process were taken from previous studies as
k1= 900, and k2 = 0.4 (Tseng and Lytton 1989; Rahman and
Erlingsson 2015). Results of the vehicle induced response Longitudinal horizontal strain εxx response registrations from ASG compared to MLET calculations at Lv515 under LHV1 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 17. Transversal horizontal strain εyy response registrations from ASG compared to MLET calculations at Lv515 under LHV2 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 17. Transversal horizontal strain εyy response registrations from ASG compared to MLET calculations at Lv515 under LHV2 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING 13 Figure 18. Vertical stress σzz response registrations from SPC at 38 cm depth compared to MLET calculations at Lv515 under LHV3 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 18. Vertical stress σzz response registrations from SPC at 38 cm depth compared to MLET calculations at Lv515 under LHV3 for (a) August 2018, (b) May 2019, (c)
June 2019, and (d) August 2019. Figure 19. Vertical strain εzz response registrations from εMU coil at 84 cm depth compared to MLET calculations at Lv515 under LHV1 for (a) August 2018, (b) May
2019, (c) June 2019, and (d) August 2019. Figure 19. Vertical strain εzz response registrations from εMU coil at 84 cm depth compared to MLET calculations at Lv515 under LHV1 for (a) August 2018, (b) May
2019, (c) June 2019, and (d) August 2019. 14 D. SALIKO AND S. ERLINGSSON 14 viscoelastic modelling of the asphalt layer. viscoelastic modelling of the asphalt layer. calculated values. Deviations were noticed mainly for the three
last peaks that correspond to the strains caused by the last tri-
dem trailer axle of the LHV1 as shown in Figure 19(c,d) for the
εMU at 76 cm depth. The increase in strains under loading by
the last tridem axle was observed mainly in combination with
increased moisture content in the structure. This was observed
only for LHV1 and not for the other two vehicles. The exact
reason for this is unknown. A possible hypothesis is that the
increase in measured strains comes due to a local temporary
pore water pressure build-up that dissipates afterwards. D(t) = D0 + D1tm
D′(v) = D0 + D1G(m + 1)v−m cos (mp(2k + 1/2))
D′′(v) = D1G(m + 1)v−m sin (mp(2k + 1/2))
k = 0, + 1, + 2 . . Evaluation of the modelling accuracy wider range as the sensors were located at multiple depths
compared to the longitudinal ASGs which were located at a
single depth. For the longitudinal strains, two separate clusters
corresponding to each of the sections are observed. This is due
to the difference in AC layer thickness between the two sec-
tions, higher strains occur in the case of Lv515 due to the
lower thickness of the AC layer. To evaluate the accuracy of the modelling by MLET, the peaks
of the measured curves for each of the sensor types were com-
pared against the calculated peak values. The comparison is
illustrated in Figure 21. Each data point shown in the plot cor-
responds to one peak of the response curves obtained by the
loading of one axle of a specific LHV. The plot includes the
peaks from the response of all three types of LHVs. The results
are grouped based on the section corresponding to where the
measurements were made. To statistically quantify the accu-
racy of the fit, the coefficient of determination R2 and the nor-
malised root mean square error NRMSE were used. The
NRMSE was defined as The highest NRMSE value, lowest R2 value and lowest pre-
diction accuracy were estimated in the case of the transversal
horizontal strains εyy recorded by transversal ASGs. The
measured values for this type of sensor were lower compared
to the calculated values due to difficulties in maintaining the
correct lateral position during the testing campaigns. This is
an indicator that the response and usability of this type of sen-
sor highly depend on the correct positioning of the vehicle in
the transversal direction during the testing. This also indicates
that in most cases there will be a lateral wander when the
vehicles pass above the structure. This could lead to fatigue
performance estimates to be on the conservative side, as typi-
cally they assume that the loading follows the wheel path. NRMSE =
RMSE
ymax −ymin
(4) (4) where ymax represents the largest measured datapoint, and ymin
represents the smallest measured datapoint. The NRMSE was used to facilitate the comparison between
datasets of different scales. The number of data points n,the R2
value, and the NRMSE value are given in the plots. A high R2 value of 0.888 was calculated in the case of the
εMU coils. The NRMSE value for the εMU coils was calculated
to be 0.05. Comparisons between multilayer linear and
nonlinear modelling Due to the abovementioned
reasons, it was decided to continue with linear elastic model-
ling due to its simplicity and faster computational time
which would also be an advantage later for performance pre-
diction calculations. In other scenarios at higher temperatures
and larger loading magnitude variations, it would be relevant
to look further into the effect of the viscoelasticity of the
asphalt and the nonlinear behaviour of the granular materials. INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING 15 Figure 20. Comparison between measured responses, linear elastic modelling (LE), viscoelastic modelling (VE), and nonlinear k-theta modelling (k-theta) for (a) longi-
tudinal asphalt strain gauge ASG, and (b) soil pressure cell SPC under LHV1 in measurements in August 2018. Figure 20. Comparison between measured responses, linear elastic modelling (LE), viscoelastic modelling (VE), and nonlinear k-theta modelling (k-theta) for (a) longi-
tudinal asphalt strain gauge ASG, and (b) soil pressure cell SPC under LHV1 in measurements in August 2018. Evaluation of the modelling accuracy When looking at individual sensor responses for
Lv373 some deviations between the measured and calculated
values were observed for the εMU sensors that were located
between two layers. This occurred in the cases when a layer
was thin and it was not possible to place the εMU coil sensor
only within that layer. This is shown in Figure 21(c) where the As shown in Figure 21, the best fit between the measured
and calculated values indicated by a higher R2 value and
lower NRMSE was obtained in the case of the longitudinal
horizontal strain εxx from the ASGs and the vertical stress
σzz from the SPCs. A slightly higher R2 value was calculated
for the SPCs due to the spread of the data points over a 16
D. SALIKO AND S. ERLINGSSON 16 Figure 21. Validation of calculations against measurements for (a) longitudinal ASGs, (b) transversal ASGs, (c) SPCs, and (d) EMUs for all four measurements campaigns. 16
D. SALIKO AND S. ERLINGSSON Figure 21. Validation of calculations against measurements for (a) longitudinal ASGs, (b) transversal ASGs, (c) SPCs, and (d) EMUs for all four measure Figure 21. Validation of calculations against measurements for (a) longitudinal ASGs, (b) transversal ASGs, (c) SPCs, and (d) EMUs for all four measurements campaigns. Figure 21. Validation of calculations against measurements for (a) longitudinal ASGs, (b) transversal ASGs, (c) SPCs, and (d) EMUs gainst measurements for (a) longitudinal ASGs, (b) transversal ASGs, (c) SPCs, and (d) EMUs for all four measurements campaigns. under loading from LHVs. The variation of the temperature,
moisture content, and frost penetration in the cross-section
of the pavement structures was monitored successfully by ther-
mocouples (temperature in the AC layer), moisture rod
(moisture variation in the granular layers), and frost rod
(temperature granular layers). points representing Lv373 show a larger scatter compared to
the points representing Lv515. However, the spread of the
εMU coil sensors over a large range of depths led to a high cal-
culated R2 value. INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING 17 17 the spring thaw period. This is essential in order to use the
method in an M-E calculation scheme. Ahmed, A. and Erlingsson, S., 2016. Viscoelastic response modelling of a
pavement under moving load. Transportation Research Procedia, 14,
748–757. doi:10.1016/j.trpro.2016.05.343. The longitudinal tensile strains at the bottom of the asphalt
layer were primarily influenced by the temperature of the
asphalt layer, with lower recorded strains at low temperatures. Increased moisture content in the unbound granular material
leads to lower stiffness of unbound granular layers and increas-
ing longitudinal tensile strains. Ahmed, A.W. and Erlingsson, S., 2017. Numerical validation of visco-
elastic responses of a pavement structure in a full-scale accelerated
pavement test. International Journal of Pavement Engineering, 18 (1),
47–59. doi:10.1080/10298436.2015.1039003. Al-Qadi, I.L., et al., 2004. The Virginia smart road: the impact of pave-
ment instrumentation on understanding pavement performance. Journal of the Association of Asphalt Paving Technologists, 73 (3),
427–465. Comparisons of measured and calculated longitudinal hori-
zontal strains and vertical stresses and strains gave high coeffi-
cients of determination R2. The transversal horizontal strain
calculations gave slightly higher values than the measured
ones reducing the coefficient of determination. The transversal
horizontal strains are however highly dependent on the lateral
position of the applied load. As it was not possible to keep a
correct positioning, lower registered values were observed
compared to the calculated values as expected. Andrei, D., Witczak, M.W., and Houston, W.N., 2009. Resilient modulus
predictive model for unbound pavement materials. In: Contemporary
topics in ground modification, problem soils, and geo-support. 401–
408. doi:10.1061/41023(337)51. ARA Inc., 2004. Guide for mechanistic–empirical design of new and reha-
bilitated pavement structures. Final Rep., NCHRP Project 1-37A. Available
from:
https://onlinepubs.trb.org/onlinepubs/archive/
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some of the testing campaigns due to malfunctions. The regis-
trations from the εMU coil sensors were noisier compared to
the other types and in some cases stopped functioning. The
reliability of the configuration could be improved by increas-
ing the number of εMU coils or by using more durable sensors. Further improvements could be made in the response captur-
ing accuracy by adding more ASGs in the transversal direction
to account for the lateral deviations in vehicle positioning. INTERNATIONAL JOURNAL OF PAVEMENT ENGINEERING Blanc, J., et al., 2019. Monitoring of an experimental motorway section. Road Materials and Pavement Design, 20 (1), 74–89. doi:10.1080/
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Non-linear MLET including viscoelastic behaviour of the
asphalt layers or stress dependency of the granular layers
only marginally improved the calculations compared to the
linear MLET solutions. It was therefore concluded to include
the linear MLET-based approach in the new M-E design and
prediction tool that is under development in Sweden using a
climatic model to adjust the stiffness properties of the different
pavement layers. The response validation carried out in this
study was performed only at two locations for a limited
range of temperatures and loading magnitudes. The effects
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as input for the linear MLET-based response modelling. The
MLET numerical simulation due to the three LHV´s loadings
where the material properties of the pavement layers were
updated according to the environmental readings gave good
results. The modelling was relatively accurate, this was true
for both the late summer measurements as well as during Two thin pavement structures located in the northern part of
Sweden have been instrumented with road response and cli-
matic sensors. Registrations from LHV passes at normal
speed have been gathered during different seasons. The read-
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How empathic is your healthcare practitioner? A systematic review and meta-analysis of patient surveys
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BMC medical education
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* Correspondence: jeremy.howick@phc.ox.ac.uk
1Nuffield Department of Primary Care Health Sciences, University of Oxford,
Oxford OX2 6GG, UK
Full list of author information is available at the end of the article Howick et al. BMC Medical Education (2017) 17:136
DOI 10.1186/s12909-017-0967-3 Howick et al. BMC Medical Education (2017) 17:136
DOI 10.1186/s12909-017-0967-3 © The Author(s). 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. How empathic is your healthcare
practitioner? A systematic review
and meta-analysis of patient surveys J. Howick1*
, L. Steinkopf2, A. Ulyte3, N. Roberts4 and K. Meissner2,5 Eligibility criteria We included any study where patients rated their practi-
tioners’ empathy using the CARE measure. We included
ratings of any practitioner including nurses, doctors, alter-
native practitioners, and medical students. We included
studies in any language, provided that the translation of
the CARE questionnaire was validated. Supporting the view that empathic care should be en-
couraged, the extent to which healthcare practitioners ex-
press empathy seems to be lacking in some cases, [13–16]
and it may decline with time in practice [17]. The in-
creased burden of paperwork, which takes up a quarter of
practitioner time, [18] may be a barrier to empathic care. However we do not know the prevalence of inadequate
empathy. If adequate empathy is rare, then patients and
practitioners would both likely benefit if practitioners re-
inforced how they display empathy. In this study, we
aimed to address this gap by conducting a systematic re-
view of patient ratings of practitioner empathy. We excluded studies that used other measures of em-
pathy, because only CARE has been validated. An added
benefit of this approach is that it reduced heterogeneity. We excluded studies where practitioners were reported to
have been trained in empathy prior to being rated by pa-
tients, since we were interested in pre-training empathy
ratings. Where the publications included surveys of more
than one group of practitioners the surveys were treated
independently. CARE asks patients to answer 10 questions about the
consultation with their practitioner such as whether the
practitioner: made the patient feel at ease, really listened
and understood, showed compassion, and explained
things clearly (see Additional file 1). Each question can
be answered by ticking one of five options: poor, fair,
good, very good, excellent, does not apply, with the low-
est being given a score of ‘1’, and the highest a score of
‘5’. Hence, the maximum CARE score is 50. The devel-
opers of the CARE measure have produced normative
values based on administration of their questionnaire
[27]. They found that the mean CARE score was 45.75,
and that 5% of CARE scores fell above 48.32, and 5% fell
below 40.72. An obstacle to empathy research is that practitioner em-
pathy is difficult to define theoretically [19, 20]. Objectives Our primary objective was to measure the extent to which
patients (of any type) report their healthcare practitioners
(of any type) to be empathic. Our secondary objective was
to compare differences in empathy ratings between differ-
ent practitioner groups (male versus female, consultation
times, different types of practitioners, and practitioners in
different countries). Abstract BMC Medical Education (2017) 17:136 Howick et al. BMC Medical Education (2017) 17:136 Page 2 of 9 Page 2 of 9 Information sources and search Information sources and search
We searched the following databases: MEDLINE (OvidSP)
[1946–09/03/2016], Embase (OvidSP) [1974 to 2016
March
08],
PsycINFO
(OvidSP)
[1967–09/03/2016],
Cinahl (EBSCOHost), Science & Social Science Indexes
(Web of Science, Thomson Reuters) [1945–09/03/2016],
Cochrane Central Register of Controlled Trials [Issue 2 of
12, February 2016], Cochrance Database of Systematic
Reviews [Issue 3 of 12, March 2016] and Database of
Abstracts of Reviews of Effects [issue 2 of 4, April 2015]
(via Cochrane Library, Wiley) and Pubmed (see Additional
file 2 for search strategy). We also searched the Web of
Science Core Collection, Scopus and Google Scholar for
studies that have cited the CARE measure, [25] and any
record that includes the full name of the measure
(consultation and relational empathy). Additionally, we Background CARE scores before and after training, however there
were insufficient studies to complete this analysis. We also
had insufficient data to perform the proposed analyses
comparing practitioners with 10 years or more experience
with those who had less than 10 years experience. Neither
of these changes was related to our main study aim. A growing number of randomized trials show that when
healthcare practitioners are encouraged to enhance how they
express empathy, this can reduce patient pain, [1, 2] lower
patient anxiety, [3] increase patient satisfaction, [4, 5] im-
prove medication adherence, [6, 7] and ameliorate other pa-
tient health outcomes. [8–11]. For example, Chassany’s [1]
empathy training intervention for general practitioners (GPs)
(n = 180) reduced pain in osteoarthritis patients (n = 842) by
one point on a 10-point VAS (P < 0.0001). These modest
benefits are comparable to many pharmaceutical interven-
tions without the adverse events. Hence some authors have
recently called for efforts to encourage empathic care [12]. Eligibility criteria At the
same time there is an emerging consensus that empathy
can be operationalized as a healthcare practitioner’s ability
to understand a patient’s point of view, express this under-
standing, and make a recommendation that reflects the
shared understanding [21, 22]. More importantly for
present purposes, while empathy is measured using differ-
ent scales, [23, 24] only one patient-rating of practitioner
empathy demonstrated evidence of reliability, [25] internal
validity and consistency: CARE [25, 26]. From a patient
health perspective, patient ratings of practitioner empathy
are likely to be important. We therefore limited our review
to studies that used the CARE measure. Abstract Background: A growing body of evidence suggests that healthcare practitioners who enhance how they express
empathy can improve patient health, and reduce medico-legal risk. However we do not know how consistently
healthcare practitioners express adequate empathy. In this study, we addressed this gap by investigating patient
rankings of practitioner empathy. Methods: We conducted a systematic review and meta-analysis of studies that asked patients to rate their
practitioners’ empathy using the Consultation and Relational Empathy (CARE) measure. CARE is emerging as the
most common and best-validated patient rating of practitioner empathy. We searched: MEDLINE, Embase,
PsycINFO, Cinahl, Science & Social Science Citation Indexes, the Cochrane Library and PubMed from database
inception to March 2016. We excluded studies that did not use the CARE measure. Two reviewers independently
screened titles and extracted data on average CARE scores, demographic data for patients and practitioners, and
type of healthcare practitioners. Results: Sixty-four independent studies within 51 publications had sufficient data to pool. The average CARE score
was 40.48 (95% CI, 39.24 to 41.72). This rank s in the bottom 5th percentile in comparison with scores collected by
CARE developers. Longer consultations (n = 13) scored 15% higher (42.60, 95% CI 40.66 to 44.54) than shorter
(n = 9) consultations (34.93, 95% CI 32.63 to 37.24). Studies with mostly (>50%) female practitioners (n = 6) showed
16% higher empathy scores (42.77, 95% CI 38.98 to 46.56) than those with mostly (>50%) male (n = 6) practitioners
(34.84, 95% CI 30.98 to 38.71). There were statistically significant (P = 0.032) differences between types of providers
(allied health professionals, medical students, physicians, and traditional Chinese doctors). Allied Health Professionals
(n = 6) scored the highest (45.29, 95% CI 41.38 to 49.20), and physicians (n = 39) scored the lowest (39.68, 95% CI
38.29 to 41.08). Patients in Australia, the USA, and the UK reported highest empathy ratings (>43 average CARE),
with lowest scores (<35 average CARE scores) in Hong Kong. Conclusions: Patient rankings of practitioner empathy are highly variable, with female practitioners expressing
empathy to patients more effectively than male practitioners. The high variability of patient rating of practitioner
empathy is likely to be associated with variable patient health outcomes. Limitations included frequent failure to
report response rates introducing a risk of response bias. Future work is warranted to investigate ways to reduce
the variability in practitioner empathy. Keywords: Empathy, Consultation, Communication, Practitioner, Expectations Howick et al. Protocol and registration The protocol for this review was published in PROSPERO
(record no. CRD42016037456). We made two changes to
the protocol. In the protocol we proposed to analyze Howick et al. Sensitivity and subgroup analyses Sensitivity and subgroup analyses
We conducted four preplanned subgroup analyses. Protocol and registration BMC Medical Education (2017) 17:136 Page 4 of 9 contacted authors of studies to ask whether they are aware
of any additional studies. and consultation time with respect to CARE scores we
performed a multivariable regression analysis, with gen-
Table 1 Study groups included in meta-analysis (n = 64 published in 51 articles) (Continued)
Pollak (2015)
US
Physicians/Specialists
2
N/A
21
N/A
46.0 (4.2)
Price (2006)
UK
TCM practitioners
15
N/A
52
N/A
42.4 (6.9)
Price (2008)
UK
Physicians/Primary Care
35
N/A
2550
10.2 (5.5)
43.2 (7.7)
Quaschning (2013)
Germany
Mixed
N/A
N/A
402
N/A
41.5 (7.3)
Rees (2014)
UK
Allied health professionals
N/A
N/A
225
N/A
43.1 (7.8)
Scales (2008)
US
Allied health professionals
1
N/A
411
N/A
47.6 (4.4)
Scarpellini (2014)
Brazil
Physicians/Specialists
12
N/A
12
N/A
41.4 (6.0)
Scheffer (2013a)
Germany
Medical Students
N/A
N/A
103
N/A
45.4 (5.5)
Scheffer (2013b)
Germany
Medical Students
N/A
N/A
94
N/A
41.7 (9.0)
Steinhausen (2014)
Germany
Physicians/Specialists
N/A
N/A
120
N/A
38.0 (9.8)
Tran (2012)
Australia
Physicians/Primary Care
3
N/A
38
15.0 (4.0)
43.4 (4.2)
Weiss (2015)
UK
Mixed
51
0.69
207
N/A
43.0 (7.4)
Wong (2013)
Hong Kong
Physicians/Primary Care
9
N/A
1030
7.7 (4.7)
34.4 (7.8)
Wu (2015a)
China
Physicians/Specialists
N/A
N/A
199
N/A
39.6 (8.3)
Wu (2015b)
China
Physicians/CAM
N/A
N/A
146
N/A
41.2 (8.6)
Wu (2015c)
China
Physicians/Specialists
N/A
N/A
139
N/A
38.4 (8.7)
Yu (2015a)
Hong Kong
Physicians/not specified
6
0.33
179
4.5 (2.4)
29.2 (7.4)
Yu (2015b)
Hong Kong
Physicians/Specialists
7
0.57
207
10.5 (8.6)
35.5 (8.9)
Yu (2015c)
Hong Kong
Physicians/Primary Care
14
0.50
435
7.4 (4.8)
35.7 (8.3)
Zilliacus (2011a)
Australia
Physicians/Specialists
N/A
N/A
178
N/A
41.3 (9.6)
Zilliacus (2011b)
Australia
Genetic Counselor
N/A
N/A
152
N/A
44.6 (7.8) Table 1 Study groups included in meta-analysis (n = 64 published in 51 articles) (Continued) contacted authors of studies to ask whether they are aware
of any additional studies. contacted authors of studies to ask whether they are aware
of any additional studies. and consultation time with respect to CARE scores we
performed a multivariable regression analysis, with gen-
der and consultation time included as the independent
variables, and CARE scores included as the dependent
variable. Protocol and registration BMC Medical Education (2017) 17:136 Page 3 of 9 Table 1 Study groups included in meta-analysis (n = 64 published in 51 articles)
Study
Country
Type of Providers
N Providers
% Female
N Patients
Mean (SD) consultation
time (min)
Mean CARE
score (SD)
Aomatsu (2014)
Japan
Physicians/Primary Care
9
N/A
272
17.2 (14.3)
38.4 (8.6)
Attar (2012)
India
Physicians/Specialists
N/A
1.00
53
N/A
29.4 (10.9)
Bikker (2005)
UK
Physicians/CAM
9
N/A
187
50.1 (14.0)
45.0 (7.0)
Bikker (2015)
UK
Nurses
17
N/A
774
13.0 (7.6)
45.9 (5.9)
Birhanu (2012)
Ethiopia
Mixed
N/A
N/A
768
6.3 (2.6)
31.3 (8.3)
Buecken (2012)
Germany
Physicians/Specialists
N/A
N/A
541
N/A
39.9 (9.1)
Chen (2015)
Hong Kong
Medical Students
158
0.39
9
15.0 (N/A)
35.8 (7.3)
Chung (2012)
South Korea
Physicians/CAM
1
0.00
143
5.0 (N/A)
38.0 (6.9)
Chung, Yip (2016)
Hong Kong
TCM practitioners
N/A
N/A
514
N/A
34.2 (8.1)
Fogarty (2013)
Australia
TCM practitioners
1
1.00
18
60.0 (N/A)
49.8 (0.6)
Fritzsche (2011a)
China
Physicians/Specialists
2
N/A
28
N/A
45.0 (5.2)
Fritzsche (2011b)
China
Physicians/Specialists
5
N/A
37
N/A
36.7 (7.7)
Fritzsche (2011c)
China
Physicians/CAM
4
N/A
31
N/A
42.9 (7.3)
Fung (2009)
Hong Kong
Physicians/Primary Care
13
N/A
228
5.7 (3.9)
31.8 (8.9)
Griffin (2014a)
UK
Physicians/Primary Care
N/A
N/A
444
N/A
39.7 (9.9)
Griffin (2014b)
UK
Nurses
N/A
N/A
444
N/A
30.4 (9.5)
Gu (2015)
Hong Kong
N/A
332
N/A
332
N/A
31.0 (9.3)
Hanzevacki (2015)
Croatia
Physicians/Primary Care
8
N/A
568
6.8 (N/A)
35.9 (4.2)
Jani (2012)
UK
Physicians/Primary Care
47
N/A
163
9.5 (4.5)
43.8 (6.9)
Johnson (2012)
UK
Mixed
21
N/A
1103
N/A
45.2 (6.2)
Johnston (2015)
UK
Mixed
17
N/A
30
N/A
39.9 (8.7)
Joice (2010)
UK
Psychotherapist
N/A
N/A
141
N/A
39.0 (8.0)
Kersten (2012)
UK
TCM practitioners
N/A
N/A
213
N/A
42.2 (6.8)
Lafreniere (2015)
US
Physicians/Specialists
44
0.57
244
41.2 (23.4)
44.6 (6.7)
LaVela (2015)
US
Physicians/Specialists
N/A
N/A
389
N/A
40.1 (9.9)
Lee (2012)
South Korea
Physicians/CAM
1
0.00
110
N/A
36.0 (8.4)
Lelorain (2015)
France
Physicians/Specialists
28
N/A
201
26.0 (14.0)
38.4 (8.9)
MacPherson (2003)
UK
TCM practitioners
N/A
N/A
135
N/A
45.5 (6.7)
Menendez (2015)
US
Physicians/Specialists
4
N/A
112
11.0 (7.0)
46.0 (6.8)
Mercer (2004)
UK
Physicians/Primary Care
N/A
N/A
10
N/A
39.2 (10.8)
Mercer (2005)
UK
Physicians/Primary Care
26
N/A
3044
N/A
40.9 (8.8)
Mercer (2008a)
UK
Physicians/Primary Care
5
0.60
323
10.0 (N/A)
42.4 (8.1)
Mercer (2008b)
UK
Physicians/Specialists
31
N/A
1582
N/A
43.8 (6.6)
Mercer (2008c)
UK
Physicians/Specialists
25
N/A
1015
N/A
43.5 (7.4)
Mercer (2011)
Hong Kong
Physicians/Primary Care
20
0.30
984
5.5 (2.9)
34.6 (8.8)
Murphy (2013a)
UK
Allied health professionals
N/A
N/A
13
N/A
43.4 (7.4)
Murphy (2013b)
UK
Physicians/Primary Care
N/A
N/A
86
N/A
43.9 (7.6)
Neumann (2007)
Germany
Physicians/Specialists
N/A
N/A
326
N/A
37.1 (11.1)
Nezenega (2013)
Ethiopia
Mixed
N/A
N/A
531
7.1 (4.4)
35.9 (8.5)
Ohm (2013)
Germany
Medical Students
30
0.73
5
N/A
41.3 (6.3)
Parrish (2016)
US
Physicians/Specialists
5
N/A
112
10.0 (5.6)
43.0 (8.0)
Place (2016a)
UK
Allied health professionals
N/A
53
N/A
45.7 (5.1)
Place (2016b)
UK
Allied health professionals
N/A
217
N/A
46.3 (5.6) Howick et al. Data collection, extraction, and management After piloting the extraction sheet by two authors (JH,
KM), two authors (LS, AU) independently screened all
titles and abstracts and extracted data. Discrepancies
were resolved with discussion by a third author (JH). We extracted data about: type of practitioner, percentage
female practitioners, country, average CARE score, and
individual CARE scores (where available). Sensitivity and subgroup analyses
We conducted four preplanned subgroup analyses. 1. Longer (>10 min) consultations compared with
shorter (≤10 min) consultations. This was based
on average consultation times in UK general
practice [29]. We assessed risk of bias within studies by measuring
response rates. It was not feasible to assess risk of bias
across studies, for example by conducting a funnel plot
since there was no reason to suspect higher (or lower)
CARE scores varying with sample size. There was insuf-
ficient data to investigate risk of bias across studies. p
2. Gender: average empathy ratings of mostly (>50%)
female compared with average ratings of mostly
(>50%) male practitioners. Statistical analyses were performed using the program
Comprehensive Meta Analysis [28]. We provided the
mean and 95% confidence interval of the CARE score. We contacted study authors via email to obtain missing
data with respect to participants, outcomes, or summary
data. Participant data were analysed as reported. We
conducted preplanned subgroup analyses to assess the
extent to which proportion of female practitioners, con-
sultation duration, type of practitioner, and country
played a role. To evaluate the predictive value of gender 3. When there were at least three studies within the
same country, we conducted a subgroup analysis
with those three countries, and compared it with the
complement. We chose three studies because fewer
than three makes meta-analysis problematic and in-
creases the likelihood of basing conclusions on
anomalous results. 4. Types of practitioners (physicians, medical students,
alternative practitioners, etc.). If there were at least
three studies that measured patient ratings of Page 5 of 9 Page 5 of 9 Howick et al. BMC Medical Education (2017) 17:136 Howick et al. BMC Medical Education (2017) 17:136 Howick et al. BMC Medical Education (2017) 17:136 Twenty-two studies reported consultation times. Longer
consultations (≥10 min; n = 13) scored higher (42.60,
95% CI 40.69 to 44.52) than shorter (<10 min; n = 9)
consultations (34.93, 95% CI 32.66 to 37.21). This differ-
ence of 7.67 points (15%) between longer and shorter
consultations was highly significant (P < 0.001). Twelve
studies provided data on the gender of practitioners
(Table 2). Studies with predominantly female practi-
tioners (n = 6) showed higher empathy scores (42.77,
95% CI 38.98 to 46.56) than those with predominantly
male practitioners (n = 6, 34.85, 95% CI 30.98 to 38.71). This difference of 7.92 points (16%) was statistically sig-
nificant (P = 0.004). Sensitivity and subgroup analyses
We conducted four preplanned subgroup analyses. specific types of practitioners, we conducted a
subgroup analysis of this group, and compared it
with the complement. Fig. 1 PRISMA Flow diagram Main results Our search yielded 392 independent records, of which
69 studies met our inclusion criteria (see Supplemental
Material). Of these, 64 independent study groups (within
51 publications) had sufficient data to be included in our
meta-analysis (see Table 1, Fig. 1, Additional file 3). See
Additional file 4 for excluded studies. The 64 study groups were from 15 different countries:
UK (n = 23), USA (n = 6), Hong Kong (n = 9), Germany
(n = 7), Australia (n = 4), China (n = 6), Ethiopia (n = 2),
South Korea (n = 2), and one study from each of Brazil,
Croatia, France, India, and Japan. The types of practi-
tioners included primary care physicians, practitioners of
Traditional Chinese Medicine (TCM), medical students,
allied health professionals, and other specialists. Fifty-five study groups could be included in the pre-
planned subgroup analysis by country (Table 2). Highest
empathy scores were found in Australia (n = 4, 44.88,
95% CI 42.63 to 47.14), USA (n = 6, 44.56, 95% CI 42.71
to 46.40) and UK (n = 23, 43.07, 95% CI 42.11 to 44.04). Scores were lowest in Hong Kong (n = 9, 33.46, 95% CI
31.94 to 34.99). Scores in Germany (n = 7, 40.72, 95% CI
39.02 to 42.44) and China (n = 6, 40.61, 95% CI 38.68 to
42.55) were in-between. We added an exploratory ana-
lysis by country including all 64 study groups and found The average CARE score for the 64 study groups was
40.48 (95% CI, 39.24 to 41.72) (see Table 2, Fig. 2). Fig. 1 PRISMA Flow diagram Fig. 1 PRISMA Flow diagram Howick et al. BMC Medical Education (2017) 17:136 Page 6 of 9 Table 2 Summary of results from subgroup analyses
Analysis
No. Main results studies
Average CARE score (95% confidence interval)
P-value for difference (if applicable)
Overall
64
40.48 (39.24 to 41.72)
n/a
Longer versus shorter consultations
22
Longer consultations (<10 min)
13
42.60 (40.69 to 44.52)
<0.001
Shorter consultations (≥10 min)
9
34.93 (32.66 to 37.21)
Proportion of female practitioners
12
< 50% female practitioners
6
34.85 (30.98 to 38.71)
0.004
≥50% female practitioners
6
42.77 (38.98 to 46.56)
By Country
55
UK
23
43.08 (42.11 to 44.04)
No significant difference between UK,
USA, Australia, Germany and China lower
than USA and Australia, Hong Kong lower
than all other countries
USA
6
44.56 (42.71 to 46.40)
Australia
4
44.88 (42.63 to 47.14)
Germany
7
40.73 (39.02 to 42.44)
China
6
40.61 (38.68 to 42.55)
Hong Kong
9
33.46 (31.94 to 34.99)
By type of provider
53
Allied Health Professionals
5
45.29 (41.38 to 49.20)
0.032
Medical Students
4
41.35 (36.91 to 45.79)
Physicians
39
39.68 (38.29 to 41.08)
Traditional Chinese Doctors
5
42.98 (39.15 to 46.81) Fig. 2 Comparison of average CARE score within subgroups Howick et al. BMC Medical Education (2017) 17:136 Page 7 of 9 Table 4 Multivariable regression analysis, with proportion of
female practitioners and consultation time as independent
variables and CARE scores as dependent variable (n = 8)
Variable
Coefficient
(ß)
Standard
error
95% CI
Wald χ2 P-value
Intercept
33.40
2.82
27.87 to 38.93
11.84
<0.0001
Proportion
of female
practitioners
1.04
8.05
−14.74 to 16.82 0.13
0.897
Consultation
duration
0.26
0.11
0.04 to 0.48
2.27
0.023 Table 4 Multivariable regression analysis, with proportion of
female practitioners and consultation time as independent
variables and CARE scores as dependent variable (n = 8) that scores in India (n = 1, 29.49, 95% CI 24.18 to 34.80)
were lower than those in Hong Kong. Scores in the UK,
USA and Australia were highest (See Additional file 5). We found at least three studies each measured empathy
in the following types of providers: physicians, medical
students, allied health professionals, and practitioners of
Traditional Chinese Medicine (Table 2). There was statis-
tically significant heterogeneity between these (P = 0.032),
with allied health professionals scoring the highest (n = 5,
45.29, 95% CI 41.38 to 49.20), and physicians scoring the
lowest (n = 39, 39.68, 95% CI 38.29 to 41.08). We found
no differences between primary care physicians, special-
ists, and complementary and alternative medicine (CAM)
providers, (P = 0.386) (see Table 3). Discussion We found that patient rating of practitioner empathy is
highly variable, with some practitioners being reported
to express empathy much less effectively to patients than
others. Female practitioners, allied health professionals,
those who spend more time with patients, and practi-
tioners from Australia, the US, and the UK seem to dis-
play empathy more effectively than other practitioners. In addition, the average care score we identified was low
in comparison with normative values, falling in the low-
est 5% of CARE scores measured by the developers of
the questionnaire [27]. The highly variable scores we
found are likely to be associated with variable patient
outcomes [9–11, 30]. Risk of bias The response rate was reported in 20 of the 53 studies
(38%), with the average rate being high (69%, ranging from
21% to 100%). The uncertainty about the remaining re-
sponse rates entails a risk of response bias. Main results Another strength is that it used measures of the only
validated patient-rated measure of practitioner empathy. As such, it provides a good indication of the differences
between perceived empathy across gender, disciplines,
and countries. A multivariable regression analysis was performed to
analyze the predictive value of gender and consultation
time with respect to CARE scores. Consultation duration
was the only significant predictor for CARE scores
(Table 4). There are also several potential limitations. First, our
method for measuring the difference between female
and male practitioners was likely to be an underestimate. If studies with majority female practitioners resulted in
greater patient-rated empathy, it is reasonable to assume
that if all the practitioners were female, the difference
between male and female practitioners would have been
greater. In the context of this observational research we
do not know whether the additional time caused female
practitioners to be more empathic, or whether female
practitioners’ higher empathy caused them to spend
more time with patients, or whether these two factors
cannot be separated. Second, response bias [26, 31, 32]
could have affected the results. Patients who know they
are rating their practitioners may wish to please their
practitioners, [33] for example by giving them higher
scores than they otherwise would [31, 32]. The lack of
response rate reporting in most of the studies makes the
extent of this problem unclear. Furthermore, selection
bias might have influenced the results: the CARE ques-
tionnaire could be delivered in areas where the empathy
of the practitioners is believed to be anomalous (either
particularly high or particularly low). Next, the compari-
son between countries could have been influenced by
the number of studies per country. Specifically, some of
the countries with low scores had very few studies
(Croatia had 1, Ethiopia had 2, and India had 1). More-
over in spite of validation of CARE translations, patients
in different countries may have divergent prior expecta-
tions and beliefs about what it means to be an empathic
practitioner. Finally, the comparison with normative
values (resulting in the average score we found being in
the lowest 5%) is problematic. In spite of being relatively
low, the average score is still above 40. Further work
needs to be done to investigate the meaning of average
CARE scores References 1. Chassany O, Boureau F, Liard F, Bertin P, Serrie A, Ferran P, Keddad K,
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(95% confidence interval)
CAM
5
40.83 (37.78 to 43.87)
Primary Care
14
38.96 (37.14 to 40.76)
Specialists
19
40.49 (38.93 to 42.05) Page 8 of 9 Howick et al. BMC Medical Education (2017) 17:136 Page 8 of 9 Page 8 of 9 Page 8 of 9 Howick et al. BMC Medical Education (2017) 17:136 Publisher’s Note Implications for clinical practice and clinical research Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Implications for clinical practice and clinical research
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1 1Nuffield Department of Primary Care Health Sciences, University of Oxford,
Oxford OX2 6GG, UK. 2Institute of Medical Psychology, Faculty of Medicine,
LMU Munich, 80336 Munich, Germany. 3Faculty of Medicine, Vilnius
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Knowledge Centre, University of Oxford, Old Road Campus Research
Building, Headington, Oxford OX3 7DQ, UK. 5Division Health Promotion,
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https://openalex.org/W4366274310
|
https://www.researchsquare.com/article/rs-2772368/latest.pdf
|
English
| null |
Maternal and Live-birth Outcomes of Intrahepatic Cholestasis of Pregnancy after in vitro fertilization
|
Research Square (Research Square)
| 2,023
|
cc-by
| 4,397
|
Rajluxmee Beejadhursing Department of Obstetrics and Gynecology, Tongji Hospital, Tongji Medical College, Huazhong University
of Science and Technology
Fei Li
(
736802127@qq.com
) Department of Obstetrics and Gynecology, Tongji Hospital, Tongji Medical College, Huazhong University
of Science and Technology Le Xu Department of Obstetrics and Gynecology, Tongji Hospital, Tongji Medical College, Huazhong University
of Science and Technology
Rajluxmee Beejadhursing Conclusion ICP patients who underwent IVF did not experience adverse pregnancy outcomes compared with those
who conceived spontaneously. Given that there was no significant difference in prognosis and stillbirth
incidence in the third trimester for IVF women with ICP, we suggest following the routine management. Results Numerical values of transaminases (ALT, AST) and TBA are significantly lower in the IVF group than that
in the SC group (p < 0.05). The incidence of GDM was higher in the IVF group than in SC group (30.6% vs
16%, p < 0.05). The cesarean section rates are higher in the IVF group (97.2% vs 85.4%, p < 0.05). On the
other hand, the prevalence of premature rupture of membranes was higher in the SC group (10.7%) while
none was reported in the IVF-ICP group. Other maternal comorbidities and neonatal outcomes were
similar between the two groups. DOI: https://doi.org/10.21203/rs.3.rs-2772368/v1 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Additional Declarations: No competing interests reported. Version of Record: A version of this preprint was published at BMC Pregnancy and Childbirth on January
8th, 2024. See the published version at https://doi.org/10.1186/s12884-024-06248-x. Page 1/11 Page 1/11 Page 1/11 Background Intrahepatic cholestasis of pregnancy (ICP) is an idiopathic disease of pregnancy while knowledge about
ICP after IVF outcomes is scarce, especially the exact maternal characteristics and pregnancy outcomes. Our aim is to evaluate the impact of in vitro fertilization (IVF) on the perinatal outcomes of intrahepatic
cholestasis of pregnancy. Methods A retrospective study of 242 patients with intrahepatic cholestasis of pregnancy enrolled between 2019–
2021 was carried out. Data were analyzed from the medical archives of the Huazhong university of
science and technology, Tongji Hospital. The data analysis was conducted with SPSS 20.0 statistical
software, results below 0.05 indicated significance. 3. Exclusion Criteria Incomplete case data, twin pregnancy, multiple pregnancy, extrahepatic biliary tract obstructions, viral
hepatitis, autoimmune hepatitis (AIH), HELLP syndrome and fatty liver of pregnancy. 4. Statistical Processing Introduction Intrahepatic cholestasis of pregnancy (ICP) is an idiopathic disease of pregnancy. Pruritus and elevated
serum total bile acid (TBA) concentrations are the main clinical manifestations, but patients can recover
after delivery [1]. The incidence rates ranged from 0.3–5.6% of pregnancies [2]. ICP is a significant cause
of adverse perinatal outcomes in the third trimester, such as fetal distress, neonatal pneumonia, neonatal
asphyxia and even fetal death [3]. It can also be associated with premature rupture of membranes,
postpartum hemorrhage and increase the risk of gestational diabetes and gestational hypertension [4, 5]. Although a few recent studies suggest that assisted reproduction treatments may promote the occurrence
and development of ICP, knowledge about ICP after IVF outcomes in China is scarce, especially the exact
maternal characteristics and pregnancy outcomes [6–8]. Therefore, we aim to explore the impact of IVF Page 2/11 on perinatal outcomes associated with ICP and to find the best management model for IVF-ICP pregnant
women. 4. Statistical Processing All analyses were conducted with SPSS 20.0 statistical software, and results below 0.05 indicated
significance. We analyzed the data at 95% confidence interval for mean with standard deviation. Nonparametric Pearson Chi-square test and independent samples t-test were used for comparison
between means and percentages. Continuous data are presented as medians and interquartile ranges or
as means with standard deviations, and categorical data as counts and percentages. 1. General Information This study was a retrospective analysis of data from 242 pregnant women complicated with ICP,
including 36 conceived through IVF and 206 spontaneous conceived (SC). All of the patients were
delivered from January 2019 to December 2021 in the Tongji Hospital of Tongji Medical College of
Huazhong University of Science and Technology, Wuhan, China. As shown in Table 1, there was no
significant difference in age, pregnancy and delivery histories between the two groups (p > 0.05). 2. Diagnostic criteria ICP was defined as presence of pruritus in the absence of rash, together with raised level of serum bile
acids (cut-off level 10 µmol/L) and/or raised level of serum ALT (> 40 U/L), and by normalization of
biochemical parameters after delivery. Gestational diabetes mellitus (GDM) was established following 75 g oral glucose tolerance test. Gestational diabetes mellitus (GDM) was established following 75 g oral glucose tolerance test. Materials And Methods 1. General Information Results The mean gestational age of both groups at onset of ICP was 35.5 weeks. Woman in IVF pregnancy cohorts were more likely to have higher rates of GDM compared to SC group
(30.6% vs 16%, p < 0.05). In addition, IVF group also had a striking cesarean section rates (97.2% vs
85.4%, p < 0.05). Conversely, the prevalence of premature rupture of membranes was more common in SC group (10.7%)
but no such occurrence was reported in the IVF-ICP group. Meanwhile, numerical values of transaminases Page 3/11 (ALT, AST) and TBA are greatly reduced in the IVF group than that in the SC group (p < 0.05) (Table 1). The proportion of TBA exceeding 100 µmol/L, defined as the severe ICP, was 2.8% in the IVF group while
9.2% in the SC group. (ALT, AST) and TBA are greatly reduced in the IVF group than that in the SC group (p < 0.05) (Table 1). The proportion of TBA exceeding 100 µmol/L, defined as the severe ICP, was 2.8% in the IVF group while
9.2% in the SC group. (ALT, AST) and TBA are greatly reduced in the IVF group than that in the SC group (p < 0.05) (Table 1). Th
i
f TBA
di
100
l/L d fi
d
h
ICP
2 8% i
h IVF
hil (ALT, AST) and TBA are greatly reduced in the IVF group than that in the SC group (p < 0.05) (Table 1). (ALT, AST) and TBA are greatly reduced in the IVF group than that in the SC group (p < 0.05) (Table 1). The proportion of TBA exceeding 100 µmol/L, defined as the severe ICP, was 2.8% in the IVF group while
9.2% in the SC group. Other maternal complications and neonatal outcomes, such as postpartum hemorrhage, gestational
hypertension, preterm labor, had no significant differences between two groups (Table 2). Table 1
Maternal characteristics among the SC and IVF groups
Characteristics
Overall
(n = 242)
SC group
(n = 206)
IVF group
(n = 36)
P-Value
Age (years)
29.9 ± 4.3
29.6 ± 4.5
31. Results 9 ± 3.8
0.286
Onset time of symptoms (weeks)
35.5 ± 3.4
35.5 ± 3.1
35.5 ± 4.7
0.414
Gestational age at delivery (weeks)
36.3 ± 2.5
36.2 ± 2.5
36.7 ± 2.2
0.358
primipara
130
100
30
-
multigravida
112
106
6
-
Serum ALT(IU/L)
126.9 ± 183.8
139.3 ± 192.6
55.9 ± 95.8
0.01
Serum AST(IU/L)
104.1 ± 153.7
112.3 ± 161.3
57.4 ± 87.9
0.025
TBA (µmol/L)
42.4 ± 34.5
44.8 ± 35.7
29.1 ± 23.1
0.005 Table 1
Maternal characteristics among the SC and IVF groups Table 1
Maternal characteristics among the SC and IVF groups Page 4/11 Page 4/11 Table 2
Analysis of maternal complications and neonatal outcomes
Items
Overall
(n = 242)
SC group
(n = 206)
IVF group
(n = 36)
P-Value
Gestational hypertension
34
26
8
0.127
GDM
44
33 (16%)
11 (30.6%)
0.037
PROM
22
22
0
0.040
Postpartum hemorrhage
14
12
2
0.949
Vaginal delivery
31
30
1
<0.05
Cesarean section
211
176
35
<0.05
Preterm labor
125
107
18
0.830
Meconium-stained amniotic fluid
53
47
6
0.531
Stillbirth
0
0
0
-
Asphyxia neonatorum
52
48
4
0.816
Low birth weight
78
67
11
0.816 Table 2 Analysis of maternal complications and neonatal outcomes Discussion ICP is a polygenic disorder and its specific pathogenesis has not been fully elucidated. In recent years,
many literatures have reported that cholestasis may also be related to the mutation of genes encoding
bile acid metabolic transporters such as ABCB11, ABCB4, ABCCC2, ATP 8B1, TJP2, which result in the
abnormal function of bile salt export pump in hepatocytes [14]. The presence of high levels of hormones
such as estrogen and progesterone in assisted reproductive technology are more likely to induce ICP, and
tend to cause more adverse pregnancy outcomes [15, 16]. Redundant estrogen accumulates in liver cells,
leading to decrease activity of Na+/K+-ATPase, which can inhibit the synthesis of hepatic biliary proteins,
and it leads to obstruction of bile salt uptake and excretion [17]. Supplementary progestin administration
in IVF patients could be an important trigger for bile acid retention, thereby causing adverse events, such
as premature birth, respiratory disorders, meconium-stained amniotic fluid and even stillbirth [18]. Serum
bile acids stimulate the release of prostaglandins from the uterus and decidua, increase the expression of
oxytocin receptors in uterine smooth muscle, and induce preterm labor [19, 20]. Furthermore, high
concentrations of bile acids cause hypoxia which can affect the fetal vagus nerve, whose stimulation can
increase intestinal peristalsis and result in meconium-stained of amniotic fluid. As the fetus inhales the
feces which deposit in the respiratory circulatory system, excessive bile acids can result in atelectasis,
pulmonary edema, neonatal lung injury or even asphyxia [21, 22]. The most unfortunate outcome of ICP
is stillbirth whose exact mechanism has yet to be fully clarified. Compared with adults, fetal
cardiomyocytes are more susceptible to bile acids. Once bile acids enter systemic circulation, they can
directly act on the heart, reducing cardiac systolic function and inducing fetal arrhythmia [23, 24]. It has
also been suggested that bile acids stimulate blood vessels on the surface of the placental chorion,
causing vasospasm and decreasing placental perfusion, which leads to sudden death [25]. It has been
reported that the incidence of stillbirth is 18.3% at 36 weeks, while it increases to 33.6% at 39 weeks [26]. However, there were no cases of stillbirth in our study and we were unable to explore this aspect. Prompt and effective management of severe ICP patients significantly reduces the risk of adverse
perinatal outcomes [27]. Discussion Interestingly, this study demonstrated that even ICP incidence was higher, but TBA, AST and ALT mean
values are significantly lower in ICP pregnancies resulting from IVF. Only 1/36 patients of the IVF cohort
reported a TBA that surpassed 100 µmol/L. Certain studies have shown that concentration of serum bile
acid is proportional to perinatal complications. Once TBA exceeds 40 µmol/L, for each 1 µmol/L increase,
the incidence of perinatal complications will go up by 1–2%. If it reaches 100 µmol/L, the risk of stillbirth
will increase by 30 times [9, 10]. Although assisted reproduction probably induces ICP, our findings
suggest that it does not significantly increase adverse outcomes. One possible explanation may be the
benefit of more focused prenatal care and intensive treatment of patients who had recourse to IVF. The
study demonstrated that no obvious difference between the two groups in incidence of pre-preeclampsia,
postpartum hemorrhage and coagulation disorders. Nevertheless, IVF patients are more likely to develop
gestational diabetes. In our study, pregnancies conceived by IVF has a higher incidence rate of GDM, OR
1.91 (95% CI 1.06–3.42). One of the common causes of infertility is ovulatory disorders. Such patients
would normally present with serious endocrinological disorders, such as insulin resistance, or carry high
risk factors for obstetrical diseases, for instance, obesity [11]. On the other hand, excessive progesterone
could alter the function of the major hepatic bile acid receptors, which may enhance the precarious
situation in ICP patients [12]. Further experimental report has revealed that estrogen could induce
disorders of blood sugar, which may result in liver injury and exacerbate cholestasis [13]. With regard to Interestingly, this study demonstrated that even ICP incidence was higher, but TBA, AST and ALT mean
values are significantly lower in ICP pregnancies resulting from IVF. Only 1/36 patients of the IVF cohort
reported a TBA that surpassed 100 µmol/L. Certain studies have shown that concentration of serum bile
acid is proportional to perinatal complications. Once TBA exceeds 40 µmol/L, for each 1 µmol/L increase,
the incidence of perinatal complications will go up by 1–2%. If it reaches 100 µmol/L, the risk of stillbirth
will increase by 30 times [9, 10]. Although assisted reproduction probably induces ICP, our findings Page 5/11 Page 5/11 ICP patients resulting from IVF, more attention should be paid to gestational glucose status where earlier
management will alleviate the burden of disease in later pregnancy. Discussion For IVF patients with ICP in our study, operative delivery was personally preferred
to minimize emergence of adverse perinatal events, which reflected as a high rate (97.2%) of cesarean
section. However, prenatal monitoring and the timing of delivery must be a comprehensive consideration. The time of delivery should not only depend on the concentrations of serum total bile acid, but on
feedback from prenatal monitoring such as Non-Stress Test, fetal growth, gestational age and the
effectiveness of medical treatment. Our study demonstrated that the time to termination of pregnancy is around 36 weeks and does not
increase the incidence of stillbirth. If appropriately extending the gestational age could reduce the
incidence of iatrogenic premature birth. However, investigations on the optimal termination of ICP
pregnancies with varying concentrations of serum total bile acid and larger sample studies must be
carried out. Moreover, we understand that the journey to a successful pregnancy may not be easy and
expectant mothers, particularly women who underwent fertility treatment, will readily opt for scheduled Page 6/11 cesarean surgery at any slight discrepancy. Therefore, patient education is crucial in informing would-be
parents of the risks of surgery, and reassuring them that with the progress of medicine, adverse are less
likely to happen given the frequency of antenatal care, modalities of prenatal testing and ways to
manage any possible undesirable situation. In addition, the inclusion of all members of the
multidisciplinary team involved in the process, namely, gynecologists, midwives, neonatologists,
pediatricians, and physicians will definitely comfort patients that there is a whole team ensuring the
safety of everybody. This study has analyzed IVF as a modern effective way of achieving pregnancy that does not increase
adverse complications in ICP. Therefore, it is advisable to continue routine prenatal check-up. Our findings
may help in reducing the waste of medical resources and avoiding excessive emotional tension relating
to any infertility etiologies. However, there are two notable limitations. First, the sample size was limited
and a large sample and comparative studies should be encouraged to get a more comprehensive
understanding of the impact of IVF on ICP. Second, there were no cases of stillbirth in our study and we
were unable to explore this aspect. Still, the data in this study permit a general assessment of the effect
of assisted reproduction on ICP patients. Conclusion Through this retrospective, hospital-based cohort study, we concluded that ICP patients who underwent
IVF did not have increased risk of preterm labor, gestational hypertension, and postpartum hemorrhage
when compared with cohorts who conceived spontaneously. This may be due to the fact that IVF patients
are closely monitored and active interventions happen throughout pregnancy. Regrettably, ICP women in
our study, especially after IVF, will receive excessive attention from themselves and their surrounding
families throughout their pregnancy. They overeat because they unreasonably worry about the lack of
nutrition of the fetus, which leads to the increase of obesity during pregnancy and the incidence rate of
GDM. At the same time, they mistakenly believe that a natural birth is likely to damage the fetus, so they
insist on a cesarean section. Therefore, we suggest that ICP pregnant women after IVF pregnancy should
follow the doctor's advice to conduct scientific and appropriate pregnancy monitoring and treatments, so
as to ensure necessary treatments and avoid GDM and unnecessary cesarean sections. GDM GDM Gestational Diabetes Mellitus Gestational Diabetes Mellitus Gestational Diabetes Mellitus Authors' contributions LX and RB were responsible for the collection, arrangement, analysis and conclusion of data. FL was a
supervisor, revised the manuscript. YZ contributed to writing, editing, and revised the manuscript. All
authors read and approved the final manuscript. Ethical approval and consent to participate Informed consent was obtained before the survey from each participant in the current study. We got
permission for our study from the Tongji hospital ethics committee. All methods were carried out in
accordance with relevant guidelines and regulations. All participants gave written informed consent to
participate in the study. Availability of data and materials The datasets used and/or analyzed during the current study will be available from the corresponding
author on reasonable request. Conflict of interest The authors report no conflicts of interest. The authors report no conflicts of interest. ICP ICP
Intrahepatic Cholestasis of Pregnancy
IVF
In Vitro Fertilization
TBA
Serum Total Bile Acid
SC
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(Baltimore), vol. 98, no. 27, pp. e16214, Jul, 2019, doi:10.1097/MD.0000000000016214. 27. J. Yang, C. Chen, M. Liu, and S. Zhang, “Women successfully treated for severe intrahepatic
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https://openalex.org/W3004135256
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https://zenodo.org/record/5654776/files/MRS_Advances_Version%20Zenodo.pdf
|
English
| null |
All-Inkjet-Printed Humidity Sensors for the Detection of Relative Humidity in Air and Soil—Towards the Direct Fabrication on Plant Leaves
|
MRS advances
| 2,020
|
cc-by
| 7,365
|
Figure 1 A) Scheme describing the capacitive RH sensor geometry. B) Top picture: silver IDE before CAB
deposition. Bottom picture: IDE after CAB deposition. All-Inkjet-Printed Humidity Sensors for the Detection of Relative
Humidity in Air and Soil—Towards the Direct Fabrication on Plant
Leaves All-Inkjet-Printed Humidity Sensors for the Detection of Relative
Humidity in Air and Soil—Towards the Direct Fabrication on Plant
Leaves Walid Ait-Mammar1, Samia Zrig1, Nathalie Bridonneau1, Vincent Noël1, Eleni Stavrinidou2, Benoît Piro1, Giorgio Mattana1,* 1 Sorbonne Paris Cité, ITODYS, UMR 7086 CNRS, Univ. Paris Diderot, 15 rue J-A de Baïf, Cedex 13 75205 Paris, France
2Laboratory of Organic Electronics, Department of Science and Technology, Linköping University, SE-601 74, Norrköping, Swede *corresponding author: giorgio.mattana@univ-paris-diderot.fr Figure 2 Optical image of an inkjet-printed RH sensor on a leaf (left). Inset: zoom on the sensor, the IDE is
visible as well as two small drops of conductive silver paste and the probes used for measurements. Figure 3 Example of capacitance vs frequency graph. Inset: equivalent circuit used to extract capacitance from
impedance measurements. Example of capacitance vs frequency graph. Inset: equivalent circuit used to extract capacitance from
impedance measurements. e measurements. Frequency [Hz] Capacitance [pF] Frequency [Hz] Capacitance [pF]
20
16.78
1.01E6
16.766
20200
16.761
1.03E6
16.774
40400
16.729
1.05E6
16.782
60600
16.708
1.07E6
16.79
80800
16.692
1.09E6
16.798
101000
16.68
1.11E6
16.805
121000
16.67
1.13E6
16.813
141000
16.662
1.15E6
16.821
162000
16.655
1.17E6
16.829
182000
16.649
1.19E6
16.838
202000
16.645
1.21E6
16.846
222000
16.641
1.23E6
16.855
242000
16.638
1.25E6
16.865
263000
16.636
1.27E6
16.875
283000
16.633
1.29E6
16.884
303000
16.632
1.31E6
16.894
323000
16.627
1.33E6
16.903
343000
16.627
1.35E6
16.913
364000
16.626
1.37E6
16.922 384000
16.626
1.39E6
16.932
404000
16.627
1.41E6
16.942
424000
16.629
1.43E6
16.952
444000
16.631
1.45E6
16.964
465000
16.632
1.47E6
16.974
485000
16.633
1.49E6
16.986
505000
16.635
1.52E6
16.996
525000
16.636
1.54E6
17.008
545000
16.639
1.56E6
17.019
566000
16.642
1.58E6
17.031
586000
16.645
1.6E6
17.042
606000
16.648
1.62E6
17.054
626000
16.651
1.64E6
17.066
646000
16.655
1.66E6
17.079
667000
16.659
1.68E6
17.092
687000
16.663
1.7E6
17.104
707000
16.668
1.72E6
17.117
727000
16.673
1.74E6
17.129
747000
16.677
1.76E6
17.142
768000
16.682
1.78E6
17.155
788000
16.687
1.8E6
17.169
808000
16.692
1.82E6
17.183
828000
16.697
1.84E6
17.197
848000
16.703
1.86E6
17.212
869000
16.709
1.88E6
17.226
889000
16.715
1.9E6
17.24
909000
16.722
1.92E6
17.254
929000
16.729
1.94E6
17.269
950000
16.745
1.96E6
17.284
970000
16.752
1.98E6
17.299
990000
16.758
2E6
17.314 Figure 4 Static characterization (expressed in terms of normalized capacitance) on three different devices: ■
upsweep curve, ● downsweep curve. The solid lines represent Boltzmann fits (in both cases: R2 >
0.99). Relative
Humidity [%]
Normalised
Capacitance
(Upsweep) [-]
Standard
Deviation
(Upsweep) [-]
Normalised
Capacitance
(Downsweep) [-]
Standard
Deviation
(Downsweep) [-]
20
1
0
1
0
30
1.017
1E-3
1.00409
0.00173
40
1.03
1E-3
1.0076
0.00341
50
1.07
0.03
1.01265
0.00595
60
1.19
0.06
1.02716
0.0231
70
1.37
0.08
1.08499
0.06145
80
1.45
0.12
1.16554
0.09481
90
1.51
0.2
1.505
0.19515 Figure 5 Example of a sensor dynamic response (○ capacitance percentage variation, ■ RH). Example of a sensor dynamic response (○ capacitance percentage variation, ■ RH). p
y
p
(
p
p
g
,
)
Time [s]
R.H. [%]
ΔC [%]
Time [s]
R.H. Figure 5 [%]
ΔC [%]
3.126
20
0
1000.563
20
1.44737
4.596
20
0
1002.039
20
1.43889
6.067
20
-0.00848
1003.51
20
1.43748
7.537
20
-0.00565
1004.98
20
1.43182
9.008
20
-0.01131
1006.451
20
1.42193
10.479
20
-0.01979
1007.922
20
1.39507
11.949
20
-0.02262
1009.391
20
1.38659
13.425
20
-0.02544
1010.863
20
1.37528
14.895
20
-0.02968
1012.339
20
1.36398
16.366
20
-0.02968
1013.81
20
1.3555
17.837
20
-0.03392
1015.279
20
1.34136
19.306
20
-0.03816
1016.751
20
1.33853
20.779
20
-0.04382
1018.222
20
1.32864
22.25
20
-0.04947
1019.692
20
1.31309
23.724
20
-0.05936
1021.161
20
1.30744
25.196
20
-0.06219
1022.639
20
1.2933
26.667
20
-0.07209
1024.11
20
3.04315
28.138
20
-0.0735
1025.58
20
4.03822
29.607
20
-0.07915
1027.051
20
4.02267
31.079
20
-0.08622
1028.522
20
2.82124
32.549
20
-0.08905
1029.993
20
1.24383
34.025
20
-0.09187
1031.463
20
1.23959
35.497
20
-0.10318
1032.939
20
1.22546
36.967
20
-0.10601
1034.41
20
1.21274
38.438
20
-0.1159
1035.88
20
1.30179
39.908
20
-0.11166
1037.351
20
3.93221
41.379
20
-0.12297
1038.822
20
3.95624
42.85
20
-0.11873
1040.293
20
3.94069
44.326
20
-0.12862
1041.763
20
3.92938
45.797
20
-0.13286
1043.239
20
2.67566
47.267
20
-0.13993
1044.71
20
1.48836
48.738
20
-0.14983
1046.18
20
3.90112
50.207
20
-0.14983
1047.651
20
3.89263
51.677
20
-0.15407
1049.122
20
2.39155
53.15
20
-0.16113
1050.592
20
2.4283
54.626
20
-0.16679
1052.064
20
3.84882
56.097
20
-0.17244
1053.54
20
3.23962
57.568
20
-0.17668
1055.01
20
2.83396
59.038
20
-0.18658
1056.48
20
3.83751
60.509
20
-0.19082
1057.951
20
3.82903
61.979
20
-0.20071
1059.422
20
3.82196
63.45
20
-0.20919
1060.893
20
3.82055
64.926
20
-0.21202
1062.363
20
3.81065
66.397
20
-0.21626
1063.84
20
2.12017
67.867
20
-0.2205
1065.31
20
2.18378
69.338
20
-0.21767
1066.781
20
2.7958
70.809
20
-0.22332
1068.252
20
3.78663
72.28
20
-0.22757
1069.722
20
3.77249 73.75
20
-0.22474
1071.193
20
3.71595
75.226
20
-0.22474
1072.664
20
1.01061
76.697
20
-0.22474
1074.14
20
2.15409
78.168
20
-0.22332
1075.609
20
3.09828
79.638
20
-0.22615
1077.081
20
3.74564
81.109
20
-0.22898
1078.552
20
3.73857
82.58
20
-0.22898
1080.022
20
3.73009
84.049
20
-0.23181
1081.493
20
3.72019
85.526
20
-0.23322
1082.964
20
3.71454
86.997
20
-0.23887
1084.44
20
3.70606
88.468
20
-0.24029
1085.911
20
3.70465
89.938
20
-0.24453
1087.381
20
3.70182
91.409
20
-0.24877
1088.851
20
3.69475
92.88
20
-0.24453
1090.323
20
3.68062
94.35
20
-0.24594
1091.793
20
3.67496
95.827
20
-0.25442
1093.264
20
3.6679
97.297
20
-0.25301
1094.74
20
3.66224
98.768
20
-0.25442
1096.21
20
3.65518
100.239
20
-0.25583
1097.681
20
3.64952
101.709
20
-0.26997
1099.152
20
3.64245
103.18
20
-0.27138
1100.622
20
3.63256
104.651
20
-0.27421
1102.093
20
3.62408
106.126
20
-0.28128
1103.564
20
3.62125
107.598
20
-0.28834
1105.04
20
3.61277
109.068
20
-0.28552
1106.511
20
3.60146
110.539
20
-0.29258
1107.981
20
3.59722
112.008
20
-0.294
1109.452
20
3.59298
113.48
20
-0.29682
1110.922
20
3.58874
114.95
20
-0.294
1112.393
20
3.58168
116.427
20
-0.29824
1113.864
20
3.58026
117.898
20
-0.3053
1115.34
20
3.57602
119.368
20
-0.30955
1116.811
20
3.56754
120.839
20
-0.30248
1118.282
20
3.5633
122.31
20
-0.30813
1119.752
20
3.55906
123.78
20
-0.30672
1121.223
20
3.55199
125.251
20
-0.31237
1122.694
20
3.54351
126.726
20
-0.3152
1124.164
20
1.63253
128.198
20
-0.31379
1125.64
20
0.79577
129.668
20
-0.31237
1127.111
20
0.79153
131.139
20
-0.3152
1128.582
20
0.7986
132.61
20
-0.31237
1130.052
20
0.79718
134.08
20
-0.32085
1131.523
20
0.7774
135.551
20
-0.31661
1132.994
20
0.7675
137.027
20
-0.31661
1134.464
20
0.77174
138.498
20
-0.31661
1135.939
20
0.7675
139.968
20
-0.3152
1137.411
20
0.76468
141.439
20
-0.3152
1138.882
20
0.75761
142.91
20
-0.31379
1140.353
20
0.76185
144.381
20
-0.3152
1141.823
20
0.75337
145.851
20
-0.3152
1143.294
20
0.97528
147.327
20
-0.31379
1144.765
20
3.48556
148.798
20
-0.3152
1146.241
20
3.47991
150.269
20
-0.31944
1147.712
20
3.48273 151.739
20
-0.31944
1149.182
20
1.1873
153.21
20
-0.32085
1150.653
20
0.74206
154.681
20
-0.31661
1152.124
20
0.73499
156.152
20
-0.32227
1153.594
20
2.13855
157.627
20
-0.32368
1155.065
20
3.40358
159.098
20
-0.32368
1156.541
20
3.41489
160.569
20
-0.32227
1158.012
20
3.41065
162.039
20
-0.32509
1159.482
20
3.38662
163.51
20
-0.32509
1160.953
20
3.3951
164.981
20
-0.32509
1162.424
20
3.3951
166.451
20
-0.33781
1163.893
20
3.39369
167.927
20
-0.33499
1165.365
20
3.39227
169.399
20
-0.34488
1166.841
20
3.38803
170.869
20
-0.34488
1168.312
20
3.39086
172.34
20
-0.34488
1169.782
20
3.38803
173.81
20
-0.34912
1171.253
20
3.37673
175.281
20
-0.35053
1172.724
20
3.36401
176.752
20
-0.35902
1174.195
20
3.37249
178.228
20
-0.36043
1175.665
20
3.36542
179.698
20
-0.35902
1177.141
20
3.35411
181.169
20
-0.36608
1178.612
20
3.32726
182.639
20
-0.37315
1180.083
20
3.31877
184.11
20
-0.36608
1181.553
20
3.31312
185.581
20
-0.37174
1183.023
20
3.31312
187.052
20
-0.37315
1184.495
20
3.30323
188.528
20
-0.37174
1185.965
20
3.30323
189.999
20
-0.37032
1187.441
20
3.30181
191.469
20
-0.37456
1188.91
20
3.29899
192.94
20
-0.36891
1190.381
20
3.30464
194.41
20
-0.37456
1191.851
20
3.30747
195.881
20
-0.37598
1193.322
20
3.29616
197.352
20
-0.37739
1194.793
20
3.29475
198.828
20
-0.37739
1196.263
20
3.29616
200.299
20
-0.3788
1197.74
20
3.29757
201.77
20
-0.38022
1199.21
20
3.29051
203.24
20
-0.36608
1200.681
20
3.28627
204.711
20
-0.37315
1202.152
20
3.2792
206.181
20
-0.3675
1203.622
20
3.28627
207.652
20
-0.36891
1205.093
20
3.2792
209.128
20
-0.36608
1206.564
20
3.29616
210.599
20
-0.36891
1208.04
20
3.28485
212.069
20
-0.36326
1209.511
20
3.28485
213.54
20
-0.36467
1210.981
20
3.28768
215.011
20
-0.37032
1212.452
20
3.28344
216.482
20
-0.3675
1213.923
20
3.2693
217.952
20
-0.36467
1215.395
20
3.27354
219.428
20
-0.37032
1216.866
20
3.26365
220.899
20
-0.3675
1218.342
20
3.28344
222.37
20
-0.3675
1219.812
20
3.26224
223.84
20
-0.37315
1221.283
20
3.2481
225.311
20
-0.37032
1222.754
20
3.25517
226.782
20
-0.37032
1224.224
20
3.26082
228.252
20
-0.37598
1225.695
20
3.25941 229.729
20
-0.38446
1227.166
20
3.27072
231.199
20
-0.39152
1228.642
20
3.28203
232.67
20
-0.39718
1230.113
20
3.26365
234.14
20
-0.39294
1231.583
20
3.25658
235.611
20
-0.39718
1233.054
20
3.25941
237.08
20
-0.39859
1234.525
20
3.25658
238.552
20
-0.39859
1235.995
20
3.2481
240.029
20
-0.39859
1237.466
20
3.26365
241.499
20
-0.40283
1238.942
20
3.258
242.97
20
-0.40425
1240.413
20
3.258
244.44
20
-0.40707
1241.883
20
3.25941
245.911
20
-0.40001
1243.354
20
3.24245
247.382
20
-0.41131
1244.825
20
3.23538
248.852
20
-0.4523
1246.295
20
3.2269
250.329
20
-0.41697
1247.766
20
3.21983
251.799
20
-0.41697
1249.242
20
3.21418
253.27
20
-0.41555
1250.713
20
2.95552
254.74
20
-0.39859
1252.183
20
2.57813
256.211
20
-0.40001
1253.654
20
2.32795
257.682
20
-0.3887
1255.125
20
2.49473
259.153
20
-0.39294
1256.596
20
2.39014
260.629
20
-0.39011
1258.066
20
3.17743
262.1
20
-0.42121
1259.542
20
3.84034
263.57
20
-0.42545
1261.013
20
3.83186
265.041
20
-0.41697
1262.483
20
3.83751
266.512
20
-0.42403
1263.954
20
3.83751
267.982
20
-0.41131
1265.425
20
3.83892
269.453
20
-0.41979
1266.895
20
3.8474
270.929
20
-0.42262
1268.366
20
3.85164
272.4
20
-0.44241
1269.842
20
3.86013
273.87
20
-0.45089
1271.313
20
3.86437
275.341
20
-0.4523
1272.784
20
3.86861
276.812
20
-0.44524
1274.254
20
3.87002
278.282
20
-0.40425
1275.725
20
3.86719
279.753
20
-0.41838
1277.196
20
3.87709
281.229
20
-0.36608
1278.667
20
3.87426
282.7
20
-0.41131
1280.143
20
3.87567
284.171
20
-0.37739
1281.613
20
3.87285
285.641
20
-0.26431
1283.084
20
3.87426
287.112
20
-0.25725
1284.554
20
3.87143
288.583
20
-0.25018
1286.025
20
3.87285
290.053
20
-0.24594
1287.496
20
3.87991
291.529
20
-0.24029
1288.966
20
3.87426
293
20
-0.23887
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97.96464
701.958
80
99.1802
1700.77
80
98.04944
703.435
80
99.16607
1702.246
80
98.10598
704.906
80
99.20847
1703.717
80
98.09185
706.376
80
99.2226
1705.188
80
98.10598
707.847
80
99.23674
1706.658
80
98.13425
709.317
80
99.27914
1708.129
80
98.20492
710.788
80
99.29328
1709.6
80
98.16252
712.258
80
99.26501
1711.07
80
98.17665
713.734
80
99.12366
1712.547
80
98.19079
715.206
80
99.26501
1714.017
80
98.16252
716.676
80
99.20847
1715.488
80
98.13425
718.147
80
99.2226
1716.96
80
98.14838
719.618
80
99.53356
1718.429
80
98.13425
721.088
80
99.83039
1719.9
80
98.16252
722.559
80
99.80212
1721.37
80
98.13425
724.035
80
99.91519
1722.847
80
98.12011
725.506
80
99.9576
1724.318
80
98.14838
726.976
80
99.9576
1725.788
80
98.17665
728.447
80
99.98587
1727.258
80
98.20492
729.918
80
100.02827
1728.729
80
98.23319
731.388
80
100.05654
1730.201
80
98.19079
732.859
80
99.98587
1731.671
80
98.20492
734.335
80
99.68904
1733.147
80
98.20492
735.806
80
99.68904
1734.619
80
98.20492
737.277
80
99.70318
1736.088
80
98.23319
738.747
80
99.71731
1737.558
80
98.21906
740.218
80
99.67491
1739.03
80
98.21906
741.688
80
99.71731
1740.5
80
98.24733
743.159
80
99.77385
1741.97
80
98.21906
744.635
80
99.80212
1743.447
80
98.20492
746.106
80
99.83039
1744.918
80
98.21906
747.577
80
99.80212
1746.388
80
98.24733
749.046
80
99.84452
1747.86
80
98.27559
750.518
80
99.85866
1750.696
80
98.30386
751.989
80
99.83039
1752.175
80
98.16252
753.459
80
99.83039
1753.647
80
98.33213
754.935
80
99.83039
1755.118
80
98.33213
756.406
80
99.83039
1756.588
80
98.33213
757.877
80
99.84452
1758.059
80
98.33213
759.347
80
99.81625
1759.53
80
98.30386
760.818
80
99.81625
1761
80
98.30386
762.289
80
99.83039
1762.471
80
98.28973
763.759
80
99.81625
1763.948
80
98.30386
765.235
80
99.84452
1765.418
80
98.30386
766.706
80
99.84452
1766.888
80
98.318
768.177
80
99.85866
1768.359
80
98.28973
769.647
80
99.88692
1769.83
80
98.30386
771.118
80
99.87279
1771.3
80
98.30386
772.589
80
99.84452
1772.771
80
98.30386
774.06
80
99.84452
1774.247
80
98.34627
775.536
80
99.78798
1775.718
80
98.33213 777.006
80
99.74558
1777.188
80
98.30386
778.477
80
99.70318
1778.659
80
98.26146
779.948
80
99.68904
1780.13
80
98.24733
781.418
80
99.66077
1781.6
80
98.24733
782.889
80
99.64664
1783.071
80
98.24733
784.359
80
99.64664
1784.547
80
98.26146
785.836
80
99.64664
1786.018
80
98.26146
787.307
80
99.6325
1787.489
80
98.27559
788.777
80
99.60423
1788.959
80
98.30386
790.248
80
99.57597
1790.43
80
98.30386
791.719
80
99.60423
1791.9
80
98.26146
793.189
80
99.61837
1793.371
80
98.26146
794.66
80
99.60423
1794.847
80
98.26146
796.136
80
99.61837
1796.318
80
98.24733
797.607
80
99.5901
1797.789
80
98.318
799.077
80
99.60423
1799.259
80
98.26146
800.548
80
99.60423
1800.73
80
98.27559
802.019
80
99.60423
1803.672
80
98.27559
803.489
80
99.6325
1805.148
80
98.27559
804.96
80
99.6325
1806.618
80
98.28973
806.436
80
99.61837
1808.089
80
98.318
807.907
80
99.64664
1809.559
80
98.30386
809.378
80
99.68904
1811.03
80
98.34627
810.848
80
99.70318
1812.501
80
98.34627
812.319
80
99.67491
1813.972
80
98.33213
813.79
80
99.68904
1815.448
80
98.3604
815.26
80
99.73144
1816.919
80
98.28973
816.736
80
99.71731
1818.389
80
98.30386
818.207
80
99.70318
1819.86
80
98.318
819.676
80
99.68904
1821.33
80
98.33213
821.148
80
99.67491
1822.801
80
98.34627
822.619
80
99.66077
1824.272
80
98.34627
824.09
80
99.66077
1825.748
80
98.33213
825.56
80
99.66077
1827.219
80
98.318
827.036
80
99.6325
1828.689
80
98.33213
828.507
80
99.61837
1830.16
80
98.34627
829.978
80
99.6325
1831.631
80
98.34627
831.448
80
99.60423
1833.101
80
98.3604
832.919
80
99.60423
1834.572
80
98.37454
834.39
80
99.57597
1836.048
80
98.34627
835.861
80
99.56183
1837.519
80
98.34627
837.337
80
99.5477
1838.989
80
98.3604
838.807
80
99.57597
1840.46
80
98.3604
840.278
80
99.57597
1841.931
80
98.4028
841.748
80
99.56183
1843.401
80
98.4028
843.219
80
99.56183
1844.877
80
98.37454
844.69
80
99.51943
1846.348
80
98.37454
846.161
80
99.53356
1847.819
80
98.45934
847.637
80
99.5477
1849.289
80
98.45934
849.108
80
99.51943
1850.76
80
98.48761
850.577
80
99.49116
1852.231
80
98.47348
852.048
80
99.49116
1855.173
80
98.4028
853.519
80
99.49116
1858.121
80
98.37454 854.99
80
99.50529
1861.062
80
97.51233
856.461
80
99.47702
1864.002
20
54.99159
857.937
80
99.44876
1866.95
20
13.78535
859.407
80
99.46289
1869.891
20
6.52447
860.878
80
99.56183
1872.838
20
5.83188
862.349
80
99.61837
1875.778
20
5.55909
865.184
80
99.61837
1878.72
20
5.4135
866.665
80
99.42049
1881.661
20
5.29195
868.137
80
99.57597
1884.601
20
5.19583
869.608
80
99.5901
1887.55
20
5.11385
871.078
80
99.5901
1890.491
20
3.60995
872.549
80
99.56183
1893.438
20
2.92866
874.02
80
99.56183
1896.378
20
2.88343
875.49
80
99.57597
1899.321
20
2.82407
876.961
80
99.60423
1902.261
20
2.77318
878.437
80
99.60423
1905.202
20
2.72654
879.908
80
99.56183
1908.151
20
2.6799
881.378
80
99.56183
1911.091
20
2.63043
882.849
80
99.46289
1914.038
20
2.58944
884.32
80
99.46289
1916.979
20
2.55127
885.79
80
99.47702
1919.921
20
2.51876
887.261
80
99.36395
1922.861
20
2.47636
888.737
80
99.37808
1925.802
20
2.4495
890.208
80
99.33568
1928.751
20
2.41558
891.678
80
99.32155
1931.692
20
2.38731
893.149
80
99.30741
1934.638
20
2.36894
894.62
80
99.2226
1937.579
20
2.33784
896.09
80
99.20847
1940.521
20
2.32088
897.561
80
98.96818
1943.461
20
2.29403
899.037
80
98.99645
1946.402
20
2.28696
900.508
80
99.02472
1949.351
20
2.26293
901.979
80
99.08126
1952.292
20
2.25021
903.449
80
99.06712
1955.239
20
2.22759
904.92
80
99.08126
1958.179
20
2.21063
906.391
80
99.08126
1961.121
20
2.18943
907.861
80
99.09539
1964.062
20
2.1654
909.338
80
99.16607
1967.002
20
2.14561
910.808
80
99.19433
1969.951
20
2.11593
912.279
80
99.25087
1972.892
20
2.10038
913.749
80
99.25087
1975.839
20
2.09614
915.22
80
98.99645
1978.779
20
2.07211
916.691
80
98.37454
1981.723
20
2.04385
918.161
80
98.318
1984.663
20
2.02123
919.638
80
98.79857
1987.604
20
2.00144
921.108
20
97.28618
1990.552
20
1.97741
922.579
20
94.04939
1993.492
20
1.96187
924.05
20
68.40238
1996.439
20
1.94914
925.52
20
39.27971
1999.381
20
1.92512
926.991
20
17.2483
2002.323
20
1.92512
928.462
20
8.88917
2003.792
20
1.90533
929.938
20
6.31811
2006.735
20
1.89967
931.408
20
5.60856
2009.675
20
1.88837
932.879
20
5.13788
2012.622
20
1.87706 934.35
20
4.89477
2015.563
20
1.8601
935.82
20
4.69971
2018.503
20
1.84738
937.291
20
4.63752
2021.452
20
1.83748
938.762
20
4.56402
2024.393
20
1.82193
940.238
20
4.49618
2027.333
20
1.80497
941.709
20
4.41702
2030.274
20
1.79649
943.179
20
4.34635
2033.222
20
1.78236
944.65
20
4.16402
2036.163
20
1.77529
946.121
20
4.15978
2039.103
20
1.75974
947.591
20
4.20501
2042.051
20
1.74137
949.062
20
4.1626
2044.993
20
1.73571
950.538
20
4.13292
2047.934
20
1.73006
952.009
20
4.09334
2050.874
20
1.70462
953.479
20
4.04953
2053.823
20
1.69472
954.95
20
4.0255
2056.763
20
1.69755
956.421
20
3.99299
2059.704
20
1.67776
957.891
20
3.95341
2062.653
20
1.67069
959.362
20
2.22618
2065.593
20
1.6608
960.838
20
1.87282
2068.534
20
1.64667
962.309
20
1.84455
2071.475
20
1.64243
963.78
20
1.83748
2074.422
20
1.62546
965.25
20
1.80639
2077.363
20
1.62122
966.721
20
1.78942
2080.303
20
1.6085
968.192
20
1.7654
2083.253
20
1.60568
969.662
20
1.74702
2086.194
20
1.60568
971.137
20
1.72158
2089.134
20
1.59013
972.608
20
1.70179
2092.075
20
1.58872
974.08
20
1.69048
2095.023
20
1.57882
975.55
20
1.67069
2097.964
20
1.58165
977.021
20
1.64808
2100.904
20
1.57741
978.492
20
1.63112
2103.853
20
1.56751
979.962
20
1.61557
2106.793
20
1.56186
981.439
20
1.59578
2109.734
20
1.56327
982.909
20
1.57882
2112.675
20
1.55479
984.38
20
1.56045
2115.624
20
1.54631
985.85
20
1.54348
2118.564
20
1.54348
987.321
20
1.52652
2121.505
20
1.53218
988.791
20
1.50674
2124.452
20
1.52794
990.262
20
1.49119
2127.392
20
1.52087
991.739
20
1.48412
2130.333
20
1.5138
993.21
20
1.4714
2133.273
20
1.50249
994.68
20
1.4714
2136.222
20
1.50815
996.151
20
1.4615
2139.162
20
1.49401
997.621
20
1.4615
2142.103
20
1.48836
999.092
20
1.44737
2145.052
20
1.48412 Figure 6 A) Example of a sensor dynamic characterization in soil; the red percentage values are the RH values
displayed by the commercial sensor. B) Normalised static capacitance in soil (■ upsweep curve, ●
downsweep curve). A) Example of a sensor dynamic characterization in soil; the red percentage values are the RH values
displayed by the commercial sensor. B) Normalised static capacitance in soil (■ upsweep curve, ●
downsweep curve). A) Capacitance in soil vs Time A) Capacitance in soil vs Time Time [s]
Capacitance [pF]
Time [s]
Capacitance [pF]
1.654
15.863
501.95
20.994
3.13
15.628
503.421
20.995
4.6
15.59
504.892
20.997
6.071
15.566
506.363
20.998
7.541
15.502
507.839
20.999
9.012
15.468
509.31
21
10.483
15.388
510.778
21.002
11.953
15.286
512.251
21.003
13.43
15.259
513.721
21.004
14.9
15.222
515.192
21.006
16.371
15.206
516.663
21.007
17.842
15.204
518.139
21.009
19.314
15.154
519.61
21.007
20.785
15.146
521.08
21.007
22.255
15.141
522.551
21.012
23.732
15.125
524.021
21.013
25.202
15.107
525.492
21.015
26.671
15.142
526.963
21.017
28.142
15.164
528.439
21.019
29.613
15.429
529.91
21.021
31.083
16.009
531.38
21.023
32.554
16.284
532.851
21.024
34.03
16.739
534.32
21.025
35.501
16.73
535.792
21.027
36.971
16.723
537.263
21.027
38.442
16.709
538.739
21.029
39.913
16.678
540.21
21.032
41.383
16.68
541.68
21.033
42.854
16.703
543.151
21.034
44.33
16.713
544.622
21.029
45.801
16.705
546.092
21.027
47.272
16.607
547.563
20.997
48.742
16.727
549.039
20.987
50.213
16.734
550.51
20.933
51.684
16.729
551.981
18.614
53.156
16.726
553.451
15.846
54.632
16.724
554.922
15.408
56.103
16.721
556.393
15.272
57.573
16.717
557.863
15.164
59.044
16.715
559.339
15.272
60.515
16.712
560.81
15.265
61.986
16.709
562.281
15.266
63.456
16.707
563.751
15.283
64.932
16.705
565.222
19.487 66.402
16.702
566.693
22.421
67.874
16.7
568.163
22.66
69.344
16.697
569.64
22.72
70.815
16.695
571.109
22.829
72.286
16.693
572.581
22.97
73.756
16.69
574.052
23.035
75.233
16.687
575.522
23.089
76.703
16.684
576.993
23.135
78.174
16.682
578.464
23.178
79.644
16.679
579.94
23.215
81.115
16.676
581.41
23.248
82.586
16.674
582.881
23.28
84.056
16.673
584.352
23.31
85.533
16.67
585.822
23.336
87.003
16.669
587.293
23.362
88.474
16.67
588.764
23.389
89.944
16.667
590.24
23.412
91.415
16.665
591.711
23.433
92.886
16.664
593.181
23.453
94.356
16.662
594.652
23.472
95.833
16.66
596.123
23.49
97.304
16.659
597.593
23.509
98.774
16.656
599.064
23.526
100.245
16.655
600.54
23.542
101.715
16.652
602.011
23.559
103.186
16.65
603.481
23.574
104.656
16.649
604.952
23.589
106.132
16.647
606.423
23.603
107.604
16.646
607.894
23.617
109.074
16.645
609.364
23.629
110.544
16.643
610.84
23.64
112.016
16.642
612.311
23.654
113.486
16.64
613.782
23.666
114.957
16.639
615.252
23.676
116.433
16.637
616.723
23.688
117.904
16.636
618.194
23.698
119.374
16.634
619.664
23.709
120.845
16.633
621.14
23.719
122.316
16.632
622.611
23.729
123.787
16.63
624.082
23.739
125.257
16.63
625.552
23.749
126.733
16.629
627.023
23.757
128.204
16.627
628.494
23.766
129.675
16.626
629.964
23.775
131.145
16.625
631.44
23.783
132.616
16.624
632.911
23.791
134.087
16.622
634.382
23.799
135.557
16.621
635.852
23.806
137.033
16.619
637.323
23.812
138.504
16.618
638.794
23.817
139.975
16.617
640.264
23.83
141.445
16.615
641.74
23.838
142.916
16.613
643.211
23.845 144.387
16.612
644.682
23.853
145.857
16.611
646.153
23.859
147.333
16.61
647.623
23.866
148.804
16.608
649.094
23.872
150.274
16.607
650.565
23.879
151.745
16.606
652.041
23.885
153.216
16.605
653.512
23.892
154.687
16.604
654.982
23.897
156.157
16.602
656.453
23.903
157.634
16.601
657.924
23.908
159.104
16.6
659.394
23.914
160.575
16.599
660.865
23.924
162.046
16.598
662.341
23.929
163.516
16.597
663.812
23.934
164.987
16.596
665.282
23.939
166.457
16.595
666.753
23.944
167.934
16.594
668.224
23.949
169.404
16.593
669.694
23.953
170.875
16.592
671.165
23.957
172.345
16.591
672.641
23.963
173.816
16.59
674.112
23.968
175.287
16.589
675.582
23.973
176.758
16.588
677.053
23.978
178.234
16.588
678.524
23.982
179.704
16.586
679.993
23.986
181.175
16.585
681.465
23.991
182.646
16.585
682.941
23.995
184.117
16.585
684.412
23.999
185.587
16.583
685.883
24.003
187.058
16.583
687.353
24.008
188.534
16.582
688.824
24.013
190.005
16.582
690.294
24.017
191.475
16.581
691.765
24.021
192.946
16.581
693.241
24.025
194.417
16.58
694.712
24.029
195.887
16.579
696.182
24.033
197.358
16.578
697.653
24.037
198.834
16.578
699.124
24.041
200.305
16.579
700.595
24.044
201.775
16.578
702.065
24.048
203.246
16.578
703.542
24.052
204.717
16.577
705.012
24.056
206.187
16.574
706.482
24.059
207.658
16.542
707.954
24.063
209.134
16.49
709.424
24.066
210.605
16.276
710.895
24.07
212.076
16.381
712.366
24.073
213.546
16.526
713.841
24.076
215.017
16.47
715.312
24.079
216.487
16.465
716.783
24.082
217.958
16.492
718.254
24.085
219.434
15.71
719.724
24.089
220.905
15.102
721.195
24.091 222.376
14.221
722.666
24.095
223.846
14.429
724.142
24.098
225.317
14.88
725.612
24.101
226.787
14.745
727.083
24.105
228.259
14.801
728.554
24.108
229.735
18.457
730.024
24.111
231.205
17.893
731.495
24.113
232.676
17.965
732.966
24.117
234.147
18.022
734.442
24.119
235.617
18.078
735.913
24.122
237.088
18.122
737.383
24.125
238.559
18.159
738.854
24.128
240.035
18.212
740.325
24.13
241.505
18.376
741.795
24.131
242.976
18.451
743.266
24.133
244.447
18.476
744.742
24.137
245.918
18.494
746.213
24.139
247.388
18.51
747.683
24.143
248.859
18.529
749.154
24.146
250.335
18.545
750.625
24.148
251.806
18.558
752.095
24.151
253.276
18.569
753.566
24.153
254.747
18.58
755.042
24.156
256.218
18.593
756.513
24.159
257.688
18.603
757.984
24.162
259.159
18.612
759.454
24.164
260.635
18.624
760.925
24.166
262.106
18.632
762.396
24.168
263.576
18.639
763.866
24.166
265.047
18.645
765.343
24.163
266.518
18.651
766.813
24.174
267.988
18.656
768.284
24.177
269.459
18.661
769.755
24.18
270.935
18.666
771.225
24.183
272.406
18.671
772.696
24.185
273.877
18.675
774.166
24.187
275.347
18.678
775.643
24.189
276.818
18.683
777.113
24.192
278.288
18.688
778.584
24.194
279.759
18.692
780.055
24.024
281.236
18.696
781.525
20.468
282.706
18.698
782.996
15.572
284.177
18.701
784.467
15.64
285.647
18.705
785.943
15.37
287.118
18.708
787.413
15.196
288.589
18.713
788.884
15.204
290.059
18.71
790.355
14.506
291.536
18.715
791.826
14.708
293.006
18.718
793.296
15.257
294.477
18.721
794.767
15.996
295.946
18.721
796.243
24.033
297.418
18.724
797.714
25.822
298.889
18.726
799.184
26.741 300.36
18.728
800.655
27.372
301.836
18.73
802.125
27.857
303.306
18.732
803.596
28.259
304.777
18.733
805.067
28.616
306.248
18.735
806.543
28.956
307.718
18.736
808.014
29.206
309.189
18.737
809.484
29.41
310.659
18.74
810.955
29.6
312.136
18.742
812.426
29.786
313.606
18.743
813.896
29.949
315.077
18.745
815.367
30.085
316.548
18.747
816.843
30.191
318.019
18.748
818.314
30.292
319.489
18.749
819.785
30.382
320.96
18.751
821.255
30.465
322.436
18.752
822.726
30.556
323.907
18.753
824.197
30.616
325.377
18.755
825.667
30.671
326.848
18.757
827.142
30.727
328.319
18.759
828.614
30.786
329.789
18.76
830.085
30.78
331.26
18.76
831.555
30.722
332.736
18.76
833.026
30.746
334.205
18.757
834.497
30.771
335.676
18.758
835.967
30.797
337.148
18.759
837.443
30.816
338.619
18.76
838.914
30.836
340.089
18.76
840.385
30.856
341.56
18.762
841.855
30.87
343.036
18.763
843.326
30.877
344.507
18.764
844.797
30.894
345.978
18.765
846.267
30.914
347.448
18.765
847.744
30.928
348.919
18.767
849.214
30.944
350.39
18.771
850.685
30.977
351.86
18.772
852.155
30.988
353.337
18.723
853.626
31.008
354.807
18.673
855.096
31.025
356.278
18.535
856.568
31.028
357.748
17.909
858.043
31.048
359.219
15.507
859.515
31.06
360.69
15.037
860.985
31.079
362.16
15.068
862.455
31.092
363.637
15.306
863.927
31.104
365.107
15.421
865.397
31.174
366.578
15.544
866.868
31.207
368.048
15.628
868.344
31.222
369.519
17.345
869.815
31.236
370.99
19.873
871.285
31.25
372.461
20.11
872.756
31.262
373.937
20.222
874.227
31.258
375.407
20.301
875.697
31.262
376.878
20.363
877.168
31.267 378.349
20.406
878.644
31.274
379.82
20.463
880.115
31.282
381.29
20.499
881.585
31.29
382.761
20.528
883.056
31.294
384.237
20.555
884.527
31.3
385.708
20.579
885.997
31.308
387.178
20.598
887.468
31.33
388.649
20.619
888.944
31.343
390.12
20.64
890.415
31.356
391.59
20.659
891.886
31.371
393.061
20.676
893.356
31.385
394.537
20.691
894.827
31.395
396.008
20.703
896.298
31.405
397.478
20.716
897.768
31.407
398.949
20.728
899.244
31.411
400.42
20.739
900.715
31.414
401.89
20.749
902.186
31.423
403.361
20.751
903.656
31.431
404.837
20.761
905.127
31.438
406.308
20.771
906.598
31.442
407.779
20.78
908.068
31.446
409.249
20.788
909.545
31.448
410.72
20.795
911.015
31.45
412.19
20.801
912.486
31.463
413.661
20.813
913.956
31.474
415.137
20.82
915.427
31.475
416.608
20.826
916.898
31.472
418.079
20.806
918.369
31.476
419.549
20.818
919.845
31.48
421.021
20.842
921.315
31.485
422.491
20.847
922.786
31.499
423.961
20.852
924.257
31.51
425.438
20.858
925.727
31.513
426.908
20.862
927.198
31.516
428.379
20.866
928.669
31.516
429.849
20.87
930.145
31.515
431.32
20.872
931.616
31.515
432.791
20.877
933.086
31.513
434.261
20.88
934.557
31.515
435.738
20.884
936.028
31.518
437.208
20.887
937.498
31.513
438.679
20.89
938.969
31.511
440.149
20.892
940.445
31.51
441.62
20.894
941.916
31.511
443.091
20.896
943.386
31.505
444.562
20.901
944.856
31.451
446.038
20.904
946.328
31.346
447.509
20.907
947.798
31.312
448.979
20.909
949.269
30.981
450.448
20.911
950.745
26.196
451.921
20.915
952.216
20.639
453.391
20.918
953.687
17.579
454.862
20.921
955.157
16.341 456.337
20.923
956.628
16.335
457.809
20.925
958.099
15.967
459.279
20.929
959.569
15.869
460.75
20.931
961.045
15.832
462.221
20.931
962.516
22.334
463.691
20.936
963.987
24.668
465.162
20.939
965.457
25.958
466.638
20.941
966.928
26.874
468.109
20.944
968.399
27.415
469.579
20.947
969.869
35.901
471.05
20.949
971.346
37.418
472.521
20.952
972.816
37.702
473.992
20.954
974.287
37.821
475.462
20.957
975.757
37.876
476.938
20.96
977.228
37.907
478.409
20.962
978.699
37.931
479.88
20.965
980.17
37.881
481.35
20.967
981.646
37.969
482.821
20.969
983.116
38.082
484.292
20.971
984.587
38.096
485.762
20.973
986.058
38.103
487.238
20.976
987.528
38.114
488.709
20.978
988.999
38.126
490.179
20.98
990.47
38.124
491.65
20.981
991.946
38.127
493.121
20.982
993.416
38.129
494.592
20.984
994.885
38.137
496.062
20.986
996.358
38.202
497.538
20.988
997.828
38.206
499.009
20.99
999.299
38.204
500.48
20.992
1000.769
38.213 B) Normalised static capacitance in soil (■ upsweep curve, ● downsweep curve)
Relative
Humidity [%]
Normalised
Capacitance
(Upsweep) [-]
Standard
Deviation
(Upsweep) [-]
Normalised
Capacitance
(Downsweep) [-]
Standard
Deviation
(Downsweep) [-]
37
1.01
0.0139
1
0
42
1.21
0.0345
1.26
0.0622
55
1.59
0.209
1.67
0.318
63
1.89
0.29
1.91
0.311
68
2.28
0.251
2.45
0.389
73
2.74
0.244
2.74
0.244 B) Normalised static capacitance in soil (■ upsweep curve, ● downsweep curve) Figure 7 Dynamic response of a sensor inkjet-printed on a silverberry leaf. Dynamic response of a sensor inkjet-printed on a silverberry leaf. Figure 7 Time [s]
Capacitance [pF]
Time [s]
Capacitance [pF]
1.682
0.01048
437.226
0.00994
3.148
0.01044
438.696
0.00993
4.621
0.01045
440.165
0.0099
6.089
0.01046
441.636
0.00994
7.561
0.01049
443.108
0.00993
9.031
0.01047
444.578
0.00995
10.502
0.01042
446.049
0.00991
11.972
0.01046
447.525
0.00988
13.445
0.01044
448.995
0.00992
14.918
0.01045
450.466
0.00992
16.39
0.01044
451.937
0.00994
17.86
0.01047
453.408
0.00992
19.331
0.01041
454.877
0.0099
20.802
0.01045
456.348
0.0099
22.273
0.01046
457.824
0.0099
23.745
0.0105
459.297
0.00992
25.221
0.01042
460.767
0.00993
26.689
0.01043
462.236
0.00993
28.162
0.01041
463.708
0.00991
29.631
0.01021
465.178
0.00987
31.101
0.01637
466.65
0.00989
32.573
0.02219
468.126
0.00993
34.043
0.02219
469.596
0.00987
35.519
0.02189
471.067
0.00995
36.99
0.02112
472.537
0.00984
38.46
0.02068
474.007
0.00994
39.932
0.02015
475.479
0.0099
41.402
0.01929
476.95
0.00989
42.872
0.01862
478.426
0.00988
44.344
0.01788
479.897
0.00989
45.82
0.0174
481.366
0.0099
47.291
0.0173
482.837
0.00985
48.761
0.01671
484.308
0.00991
50.23
0.01628
485.779
0.0098
51.701
0.01583
487.251
0.00989
53.172
0.01551
488.727
0.00987
54.644
0.01516
490.196
0.00988
56.119
0.01474
491.667
0.00992
57.59
0.01446
493.137
0.00992
59.062
0.01405
494.607
0.00989
60.53
0.01374
496.079
0.00987
62.002
0.0135
497.55
0.0099
63.472
0.01337
499.026
0.00984
64.942
0.01322
500.496
0.00987
66.419
0.01303
501.966
0.00988
67.89
0.01289
503.438
0.00984
69.361
0.01274
504.909
0.00934
70.831
0.01261
506.378
0.0174
72.302
0.01252
507.849
0.02357 73.772
0.01243
509.327
0.02332
75.244
0.01239
510.797
0.02333
76.72
0.01228
512.266
0.02315
78.19
0.01227
513.737
0.02283
79.661
0.01221
515.209
0.02232
81.132
0.01215
516.679
0.02175
82.603
0.01206
518.15
0.02137
84.074
0.01202
519.626
0.02045
85.543
0.01199
521.097
0.01965
87.019
0.01194
522.567
0.01898
88.491
0.0119
524.038
0.01782
89.961
0.01183
525.509
0.01689
91.432
0.01185
526.98
0.01602
92.902
0.01179
528.45
0.01533
94.372
0.01174
529.927
0.01518
95.845
0.01174
531.399
0.01535
97.321
0.01172
532.867
0.01522
98.791
0.01166
534.338
0.01503
100.263
0.01171
535.809
0.01473
101.732
0.01166
537.279
0.0142
103.202
0.01165
538.75
0.01381
104.674
0.0116
540.227
0.01358
106.143
0.01159
541.697
0.01327
107.62
0.01159
543.168
0.01316
109.091
0.01151
544.638
0.01302
110.561
0.01153
546.108
0.01286
112.033
0.01151
547.58
0.01279
113.502
0.01149
549.051
0.01269
114.974
0.01147
550.527
0.01258
116.444
0.01144
551.996
0.01247
117.921
0.01144
553.468
0.0124
119.392
0.01143
554.938
0.01223
120.862
0.01139
556.409
0.01217
122.333
0.0114
557.88
0.01213
123.803
0.01141
559.351
0.01203
125.275
0.01139
560.827
0.01196
126.745
0.01139
562.297
0.01193
128.221
0.01133
563.767
0.01182
129.692
0.01133
565.238
0.01181
131.162
0.01137
566.709
0.01177
132.633
0.01131
568.18
0.01171
134.104
0.01128
569.65
0.01166
135.573
0.01132
571.127
0.01164
137.044
0.01132
572.597
0.01162
138.521
0.01127
574.069
0.01153
139.99
0.01127
575.539
0.01151
141.464
0.01124
577.01
0.01146
142.933
0.01128
578.48
0.01148
144.402
0.0113
579.95
0.01144
145.873
0.01123
581.427
0.01137
147.346
0.01122
582.897
0.01139
148.823
0.01127
584.369
0.01132
150.291
0.01125
585.839
0.0113 151.762
0.01119
587.308
0.01131
153.232
0.01118
588.781
0.01129
154.702
0.0112
590.251
0.01125
156.174
0.01119
591.728
0.01121
157.645
0.0112
593.198
0.01124
159.12
0.01121
594.668
0.01124
160.592
0.01119
596.138
0.01118
162.064
0.01112
597.609
0.01113
163.532
0.01117
599.079
0.01119
165.004
0.01122
600.551
0.01113
166.474
0.01114
602.026
0.01109
167.945
0.01113
603.498
0.01114
169.423
0.01111
604.969
0.01108
170.894
0.0111
606.439
0.01108
172.363
0.01114
607.909
0.01107
173.833
0.01111
609.381
0.01107
175.303
0.01108
610.851
0.01101
176.775
0.01108
612.328
0.01104
178.244
0.01108
613.798
0.01097
179.721
0.0111
615.269
0.01098
181.192
0.01104
616.739
0.011
182.663
0.01108
618.209
0.01096
184.133
0.01103
619.68
0.01096
185.604
0.01108
621.15
0.01096
187.075
0.01105
622.627
0.01094
188.546
0.01104
624.098
0.01096
190.022
0.01111
625.569
0.01091
191.491
0.01105
627.039
0.01087
192.963
0.01104
628.511
0.01084
194.434
0.01104
629.98
0.01087
195.904
0.01105
631.453
0.01086
197.376
0.01103
632.929
0.01086
198.845
0.01105
634.398
0.01077
200.322
0.01099
635.868
0.01083
201.793
0.01103
637.34
0.01088
203.262
0.01101
638.81
0.01081
204.734
0.01105
640.281
0.01081
206.205
0.01104
641.752
0.01079
207.675
0.011
643.227
0.0108
209.146
0.01101
644.698
0.01079
210.622
0.01102
646.169
0.01077
212.093
0.01092
647.639
0.01076
213.565
0.01097
649.111
0.01074
215.033
0.01098
650.581
0.01071
216.504
0.01094
652.051
0.01074
217.975
0.01095
653.528
0.01075
219.446
0.01095
654.999
0.01073
220.923
0.01095
656.469
0.01071
222.393
0.01099
657.94
0.01068
223.862
0.01092
659.411
0.01071
225.332
0.01093
660.881
0.01069
226.805
0.01095
662.351
0.01068
228.276
0.01094
663.827
0.01069 229.746
0.01095
665.298
0.01069
231.222
0.01094
666.769
0.01066
232.692
0.01087
668.242
0.01062
234.164
0.01093
669.711
0.01059
235.634
0.01094
671.18
0.01067
237.104
0.0109
672.652
0.01063
238.575
0.01089
674.128
0.01064
240.045
0.0109
675.598
0.01064
241.521
0.01094
677.07
0.01063
242.995
0.01092
678.539
0.01062
244.463
0.01089
680.011
0.01064
245.934
0.01089
681.482
0.01057
247.403
0.01085
682.951
0.0106
248.877
0.01087
684.429
0.0106
250.347
0.0109
685.899
0.01061
251.822
0.01088
687.369
0.01054
253.292
0.01083
688.84
0.01056
254.764
0.01089
690.312
0.01057
256.234
0.0109
691.782
0.01056
257.705
0.01087
693.253
0.01053
259.175
0.01085
694.729
0.01058
260.645
0.01085
696.199
0.01052
262.122
0.01086
697.671
0.01049
263.594
0.01085
699.14
0.01054
265.064
0.01089
700.611
0.01052
266.533
0.01081
702.082
0.01051
268.005
0.01081
703.553
0.0105
269.475
0.01087
705.028
0.01052
270.945
0.01087
706.499
0.01047
272.424
0.01084
707.97
0.01051
273.895
0.01088
709.441
0.01049
275.363
0.00912
710.912
0.01051
276.835
0.00365
712.381
0.01048
278.306
0.00466
713.852
0.01044
279.776
0.00489
715.329
0.01052
281.246
0.00489
716.8
0.01043
282.723
0.00488
718.269
0.01046
284.194
0.00487
719.741
0.01043
285.664
0.0049
721.212
0.01047
287.134
0.00487
722.682
0.01039
288.604
0.00489
724.153
0.01045
290.076
0.00491
725.629
0.01045
291.546
0.00492
727.1
0.01043
293.022
0.00486
728.571
0.01048
294.495
0.00491
730.04
0.01038
295.963
0.00492
731.511
0.01043
297.435
0.00491
732.981
0.0104
298.907
0.00487
734.453
0.0104
300.38
0.00492
735.929
0.01044
301.846
0.00491
737.4
0.01041
303.324
0.00488
738.869
0.01044
304.795
0.0049
740.34
0.01042
306.266
0.00492
741.811
0.01041 307.735
0.00491
743.281
0.01042
309.206
0.00489
744.752
0.01039
310.677
0.00489
746.228
0.01038
312.146
0.00485
747.699
0.01039
313.625
0.00492
749.17
0.01039
315.095
0.00492
750.641
0.01035
316.568
0.00483
752.112
0.01037
318.035
0.0049
753.581
0.01034
319.512
0.00485
755.053
0.01034
320.983
0.00488
756.53
0.01036
322.455
0.00491
758
0.01032
323.924
0.00492
759.47
0.01034
325.395
0.00488
760.941
0.01034
326.866
0.00491
762.413
0.01033
328.336
0.00489
763.882
0.01035
329.807
0.0049
765.352
0.01031
331.278
0.0049
766.829
0.01028
332.748
0.00494
768.3
0.01037
334.223
0.00488
769.771
0.01036
335.695
0.00489
771.242
0.01034
337.165
0.00487
772.712
0.01031
338.634
0.0049
774.183
0.01031
340.106
0.00493
775.652
0.01032
341.579
0.00489
777.129
0.01032
343.048
0.00488
778.6
0.01034
344.524
0.00488
780.071
0.01028
345.996
0.0049
781.542
0.01033
347.464
0.0049
783.013
0.01029
348.936
0.00492
784.483
0.01032
350.408
0.00486
785.954
0.01028
351.878
0.00491
787.43
0.0103
353.347
0.00496
788.901
0.01028
354.824
0.00489
790.37
0.01028
356.294
0.00492
791.842
0.01029
357.764
0.00492
793.312
0.01031
359.236
0.00492
794.783
0.0103
360.707
0.0049
796.252
0.01025
362.178
0.00487
797.73
0.01029
363.649
0.00489
799.2
0.01024
365.125
0.00491
800.672
0.01028
366.596
0.0049
802.142
0.01024
368.065
0.0049
803.612
0.01022
369.536
0.00476
805.084
0.01021
371.007
0.00446
806.553
0.01024
372.48
0.00447
808.03
0.01021
373.947
0.00257
809.501
0.01027
375.424
0.0079
810.97
0.01027
376.895
0.01002
812.442
0.01025
378.365
0.01
813.913
0.01023
379.837
0.00999
815.383
0.01026
381.306
0.00998
816.854
0.01027
382.776
0.00999
818.329
0.01023
384.247
0.00994
819.801
0.01023 385.724
0.00997
821.272
0.01022
387.195
0.01
822.743
0.01021
388.666
0.01004
824.212
0.01019
390.135
0.00999
825.682
0.01019
391.606
0.00994
827.154
0.0102
393.078
0.00994
828.631
0.01018
394.548
0.00992
830.1
0.0102
396.024
0.00999
831.572
0.0102
397.495
0.00998
833.042
0.01018
398.964
0.00993
834.513
0.01022
400.435
0.00997
835.984
0.0102
401.907
0.00999
837.454
0.01017
403.376
0.00996
838.93
0.01019
404.847
0.00997
840.402
0.01022
406.323
0.00997
841.874
0.01022
407.794
0.00992
843.343
0.01021
409.266
0.00995
844.813
0.01022
410.735
0.00998
846.284
0.01014
412.206
0.00996
847.755
0.01019
413.676
0.00996
849.23
0.01019
415.147
0.00991
850.701
0.01019
416.624
0.00995
852.171
0.01017
418.094
0.00994
853.642
0.01013
419.565
0.00996
855.113
0.01018
421.035
0.00995
856.584
0.01015
422.506
0.00995
858.054
0.01012
423.977
0.00994
859.531
0.01016
425.448
0.00995
861
0.01012
426.924
0.00992
862.472
0.0102
428.396
0.00995
863.944
0.0101
429.867
0.00996
865.413
0.01017
431.337
0.00994
866.884
0.01012
432.807
0.00994
868.354
0.01015
434.278
0.00991
869.831
0.01013
435.747
0.00987
871.302
0.01013 ACKNOWLEDGMENTS The authors gratefully acknowledge the financial support from the FET program within the Horizon
2020 Research and Innovation Program of the European Commission, under the HyPhOE FET-open
project (grant agreement no. 800926).
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https://openalex.org/W4362531769
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https://aacr.figshare.com/articles/journal_contribution/Supplementary_Data_2_from_Breast_Cancer_Chemoprevention_Use_and_Views_of_Australian_Women_and_Their_Clinicians/22533914/1/files/39997178.pdf
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English
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Supplementary Data 2 from Breast Cancer Chemoprevention: Use and Views of Australian Women and Their Clinicians
| null | 2,023
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cc-by
| 1,927
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Translating Evidence into Practice:
Optimising and Facilitating Prevention and Screening
in Women with a Strong Family History of Breast Cancer
1.
Do you consent to participating in this research?
Yes
2.
What is your gender?
Male
Female
Other
20 – 29
30 – 39
40 – 49
50 – 59
60+
GP
Breast Surgeon
General Surgeon
I would rather not say
% public
% private
3.
What is your age?
OR
UNIQUE CLINICIAN NUMBER
4.
What percentage of your time is spent in the following
practice types? Please ensure percentages equal 100%.
5.
What is your profession? UNIQUE CLINICIAN NUMBER RISK-REDUCING MEDICATIONS 6. Before this study, had you ever heard of breast cancer risk-reducing
medications/chemoprevention? These can be prescribed to women without breast cance 6. Before this study, had you ever heard of breast cancer risk-reducing 6. Before this study, had you ever heard of breast cancer risk-reducing
medications/chemoprevention? These can be prescribed to women with y
y
g
medications/chemoprevention? These can be prescribed to women without b Translating Evidence into Practice: 1. Do you consent to participating in this research? 1. Do you consent to participating in this research? Yes
2. What is your gender? Male
Female
Other 20 – 29
30 – 39
40 – 49
50 – 59
60+
I would rather not say
3. What is your age? OR 3. What is your age? 3. What is your age? 20 – 29
30 – 39
40 – 49
50 – 59
60+ % public
% private 4. What percentage of your time is spent in the following
practice types? Please ensure percentages equal 100%. % public
% private
4. What percentage of your time is spent in the following
practice types? Please ensure percentages equal 100%. 5. What is your profession? No Please skip to the last page and enter your details for your chance to win
an Apple Ipad. No Please skip to the last page and enter your details for your chance to win
an Apple Ipad. Definition of risk-reducing medications
Medications that reduce the risk of breast cancer may be considered by women who don’t have
breast cancer but are at an increased risk. These medicines are also known as chemoprevention. The most common risk-reducing medication is tamoxifen. Other risk-reducing medications include
raloxifene, anastrazole and exemestane. These tablets are taken once a day, usually for five years. 7. Have you ever discussed risk-reducing medications with your patients and/or prescribed them
to your patients? Tick all that apply. 7. I have initiated discussion with patients
Patients have initiated discussion with me
I have written first prescription
I have written ongoing prescriptions
I have never discussed or prescribed risk-reducing medications with patients 8. 9. Thinking about discussing or prescribing risk-reducing medications with your patients, how much
of a barrier are each of the following? 9. Thinking about discussing or prescribing risk-reducing medications with your patients, how much
of a barrier are each of the following? g
I have insufficient knowledge of risk-reducing
medications
It is difficult to measure whether the medication is
working
I find it hard to access tools/resources to help me
estimate patients’ breast cancer risk
I find it hard to access good information/resources
for my patients e.g. patient information sheets
There is no evidence that they reduce mortality
1. 2. 3. 4. 5. Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
It is not my role to discuss risk-reducing medications
There are no incentives/rewards for discussing
risk-reducing medications with patients
Lack of time during consultations
There are no procedures (e.g. a checklist that
facilitates discussion) that encourage me to discuss
risk-reducing medications
10. 11. 12. 13. I have difficulty identifying patients suitable for
risk-reducing medication
I have inadequate training and confidence in breast
cancer risk assessment
I have difficulty explaining to patients the pros and
cons of risk-reducing medications
I am not confident in providing advice/information to
patients about risk-reducing medications
6. 7. 8. 9. No Please skip to the last page and enter your details for your chance to win
an Apple Ipad. I have insufficient knowledge of risk-reducing
medications
It is difficult to measure whether the medication is
working
I find it hard to access tools/resources to help me
estimate patients’ breast cancer risk
I find it hard to access good information/resources
for my patients e.g. patient information sheets
There is no evidence that they reduce mortality
1. 2. 3. 4. 5. Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
I have difficulty identifying patients suitable for
risk-reducing medication
I have inadequate training and confidence in breast
cancer risk assessment
I have difficulty explaining to patients the pros and
cons of risk-reducing medications
I am not confident in providing advice/information to
patients about risk-reducing medications
6. 7. 8. 9. Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
It is not my role to discuss risk-reducing medications
There are no incentives/rewards for discussing
risk-reducing medications with patients
Lack of time during consultations
There are no procedures (e.g. a checklist that
facilitates discussion) that encourage me to discuss
risk-reducing medications
10. 11. 12. 13. Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
9a. Which one of these factors (1 to 22) is the greatest barrier? 9b. Are there any other barriers that discourage you from discussing or prescribing risk-reducing
medications with patients? If no, please leave blank. Patients don’t ask me about risk-reducing medications
I don’t routinely assess breast cancer risk with my
patients
There are other things I wish to achieve in most
consultations that interfere with my ability to
discuss risk-reducing medications
I forget to discuss risk-reducing medications with
patients
19. 20. 21. 22. Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
Medication side effects
I don’t believe they decrease the risk of breast cancer
I’m concerned I might increase the patient’s worry
about breast cancer
I don’t think patients want to discuss taking
medications for prevention of breast cancer
I feel uncomfortable prescribing a ‘cancer drug’ to
healthy women
14. 15. 16. 17. 18. Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
9a. Which one of these factors (1 to 22) is the greatest barrier? No Please skip to the last page and enter your details for your chance to win
an Apple Ipad. 9b
Are there any other barriers that discourage you from discussing or prescribing risk reducing
Patients don’t ask me about risk-reducing medications
I don’t routinely assess breast cancer risk with my
patients
There are other things I wish to achieve in most
consultations that interfere with my ability to
discuss risk-reducing medications
I forget to discuss risk-reducing medications with
patients
19. 20. 21. 22. Somewhat
a barrier
Not at all
a barrier
Not
applicable
Strong
barrier
Medication side effects
I don’t believe they decrease the risk of breast cancer
I’m concerned I might increase the patient’s worry
about breast cancer
I don’t think patients want to discuss taking
medications for prevention of breast cancer
I feel uncomfortable prescribing a ‘cancer drug’ to
healthy women
14. 15. 16. 17. 18. 9a. Which one of these factors (1 to 22) is the greatest barrier? 9b. Are there any other barriers that discourage you from discussing or prescribing risk-reducing
medications with patients? If no, please leave blank. Thinking about discussing or prescribing risk-reducing medications with your patients, how much
of a facilitator are each of the following? S
h
10. Thinking about discussing or prescribing risk-reducing medications with your patients, how much
of a facilitator are each of the following? 10. 10. Thinking about discussing or prescribing risk reducing medications with your patients, how much
of a facilitator are each of the following? If the patient is diagnosed with atypical hyperplasia
that increases their risk of breast cancer
If the patient is diagnosed with lobular carcinoma
in situ (LCIS) that increases their risk of breast cancer
If a patient has a strong family history of breast cancer
The beneficial effects of risk-reducing medications
e.g. better blood lipid profile and improvements
in bone density with tamoxifen
If I had better tools to help me identify patients
who were suitable
Knowing some risk-reducing medications are PBS
funded
Sometimes it is easier to discuss risk-reducing
medications than bilateral mastectomy
Support from my peers
Support from specialists
Clear guidelines/recommendations e.g. RACGP and
Cancer Australia guidelines
If it were endorsed as part of my professional role
by the relevant college or other peak body
If my medical software prompted me to discuss
risk-reducing medications
If I knew my colleagues discuss it with their
patients
I expect positive outcomes for women who take
risk-reducing medications
10a. Which one of these factors (1 – 14) is the greatest facilitator? 10b. No Please skip to the last page and enter your details for your chance to win
an Apple Ipad. Are there any other facilitators that encourage you to discuss risk-reducing medications with
patients? If no, please leave blank. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. Somewhat
a
facilitator
Not at all
a facilitator
Not
applicable
Strong
facilitator
10. 10a. Which one of these factors (1 – 14) is the greatest facilitator? 10b. Are there any other facilitators that encourage you to discuss risk-reducing medications with
patients? If no, please leave blank. 11. What do you think should be the role of each clinician type below with regard to discussing and
prescribing risk-reducing medications. Tick all that apply. 12. In which of these circumstances do you think it is appropriate to discuss risk-reducing
medications? Tick all that apply. Clinician type
11a. GP role:
11b. Breast/General Surgeon role:
11c. Familial Cancer Clinic/Genetic Specialist role:
Initiate discussion
of risk-reducing
medications
Write
first
prescription
Write
ongoing
prescriptions
In a consultation where breast cancer risk happens to come up. During a consultation specifically planned to focus on breast cancer risk. During a consultation focused on general preventive healthcare. There is no circumstance under which I would discuss risk-reducing medications. Clinician type
11a. GP role:
11b. Breast/General Surgeon role:
11c. Familial Cancer Clinic/Genetic Specialist role:
Initiate discussion
of risk-reducing
medications
Write
first
prescription
Write
ongoing
prescriptions Clinician type 12. In which of these circumstances do you think it is appropriate to discuss risk-reducing
medications? Tick all that apply. In a consultation where breast cancer risk happens to come up. During a consultation specifically planned to focus on breast cancer risk. During a consultation focused on general preventive healthcare. There is no circumstance under which I would discuss risk-reducing medications. 12. In which of these circumstances do you think it is appropriate to discuss risk-reducing
medications? Tick all that apply. n which of these circumstances do you think it is appropriate to discuss risk-reducing
medications? Tick all that apply. 12. 13. Have you heard of iPrevent, a web-based tool to help clinicians and patients collaboratively
assess and manage breast cancer risk? (www.petermac.org/iprevent) 13. Please enter your details on the last page for your chance to win an Apple iPad. – 6 – THIS PAGE IS INTENTIONALLY BLANK – 7 – For your chance to win an Apple iPad please provide your email address:
Please return completed survey in the reply paid envelope.
Thank you for completing the survey. Please return completed survey in the reply paid envelope. © New Data Solutions 19665
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https://openalex.org/W4311694922
|
https://periodicos.udesc.br/index.php/ensinarmode/article/download/22831/15045
|
Portuguese
| null |
Núcleo de extensão e prática profissional na área da moda: formação complementar e inclusão social
|
Revista de Ensino em Artes, Moda e Design
| 2,022
|
cc-by
| 9,202
|
1 Projeto financiado pela Pró-Reitoria de Extensão do IFRN – Campus Caicó.
2 Professora do Instituto Federal do Rio Grande do Norte – Campus Caicó. Mestre em Engenharia de
Produção (UFRN) e Graduada em Design de Moda (UFC). Lattes: http://lattes.cnpq.br/6771346194407250;
ORCID: https://orcid.org/0000-0003-2530-1144; E-mail: livia.solino@ifrn.edu.br.
3 Professora do Instituto Federal do Rio Grande do Norte – Campus Caicó. Mestre em Design (UFRN),
Especialista em Design de Moda (SENAI CETIQT) e Graduada em Engenharia Têxtil (UFRN). Lattes: http://
lattes.cnpq.br/4588211284857742; E-mail: moally.soares@ifrn.edu.br.
4 Professor do Instituto Federal do Rio Grande do Norte – Campus Caicó. Mestre em Design (UFCG), Espe-
cialista em Comunicação, Semiótica e Linguagens Visuais (UBC) e Graduado em Design de Moda (IFRN).
Lattes: http://lattes.cnpq.br/3950194171500432; ORCID: https://orcid.org/0000-0003-0710-6142; E-mail: ital-
odantasdesign@hotmail.com. DOI:10.5965/25944630712023e2831
NÚCLEO DE EXTENSÃO E PRÁTICA PROFISSIONAL NA ÁREA DA
MODA: FORMAÇÃO COMPLEMENTAR E INCLUSÃO SOCIAL1
Extension core and professional practice in the fashion area:
complementary training and social inclusion
Núcleo de extensión y práctica profesional en el área de la moda:
formación complementaria e inclusión social
Lívia Juliana Silva Solino de Souza2
Moally Janne de Brito Soares3
Ítalo José de Medeiros Dantas4
1 Projeto financiado pela Pró-Reitoria de Extensão do IFRN – Campus Caicó.
2 Professora do Instituto Federal do Rio Grande do Norte – Campus Caicó. Mestre em Engenharia de
Produção (UFRN) e Graduada em Design de Moda (UFC). Lattes: http://lattes.cnpq.br/6771346194407250;
ORCID: https://orcid.org/0000-0003-2530-1144; E-mail: livia.solino@ifrn.edu.br.
3 Professora do Instituto Federal do Rio Grande do Norte
Campus Caicó Mestre em Design (UFRN) DOI:10.5965/25944630712023e2831 Núcleo de extensión y práctica profesional en el área de la moda:
formación complementaria e inclusión social Tendo isso em mente, este artigo visa expor e discutir as ações institucionais e o impacto do
NEPP entre os anos de 2021 e 2022 no cenário sociocultural local. Para tanto, empregou-
-se o método de pesquisa-ação, com verificação qualitativa dos objetivos. De tal maneira,
ofertou-se um curso de técnicas de bordado, importante elemento regional, revitalizando o
fazer local. Aliado a isso, forneceu-se um cenário para o desenvolvimento de uma coleção
de moda pelos alunos da graduação, empregando tal motivo artesanal em sua configura-
ção, conduzindo uma parceria com as alunas de bordado de modo a elas mostrarem seus
trabalhos. A coleção, portanto, tinha a intenção de servir como vitrine para os trabalhos das
mulheres em situação de vulnerabilidade social. Com isso, as oficinas tiveram duração de
quatro (4) dias. Nesse entremeio, as alunas inscritas no curso do bordado surpreenderam
pela forma rápida que aprenderam a bordar. Palavras-chaves: Extensão; Bordado; Ensino de moda. Palavras-chaves: Extensão; Bordado; Ensino de moda. Keywords: Extension; Embroidery; Fashion Teaching. Núcleo de extensión y práctica profesional en el área de la moda:
formación complementaria e inclusión social Lívia Juliana Silva Solino de Souza2
Moally Janne de Brito Soares3
Ítalo José de Medeiros Dantas4 4 Professor do Instituto Federal do Rio Grande do Norte – Campus Caicó. Mestre em Design (UFCG), Espe-
cialista em Comunicação, Semiótica e Linguagens Visuais (UBC) e Graduado em Design de Moda (IFRN). Lattes: http://lattes.cnpq.br/3950194171500432; ORCID: https://orcid.org/0000-0003-0710-6142; E-mail: ital-
odantasdesign@hotmail.com. RESUMO RESUMO O Núcleo de Extensão e Prática Profissional (NEPP) é uma iniciativa do Instituto Federal
do Rio Grande do Norte (IFRN) como forma de interligar os saberes acadêmicos com os
diferentes atores da sociedade. No campus Caicó, interior do supramencionado estado,
o NEPP foi fundado em 2017, passando a ofertar cursos de formação continuada para
mulheres em situação de vulnerabilidade social, de modo a engendrarem em um ofício,
adentrando no mercado de trabalho. Ademais, o núcleo ainda permite o desenvolvimento
da prática profissional dos alunos do curso superior de tecnologia em Design de Moda. Tendo isso em mente, este artigo visa expor e discutir as ações institucionais e o impacto do
NEPP entre os anos de 2021 e 2022 no cenário sociocultural local. Para tanto, empregou-
-se o método de pesquisa-ação, com verificação qualitativa dos objetivos. De tal maneira,
ofertou-se um curso de técnicas de bordado, importante elemento regional, revitalizando o
fazer local. Aliado a isso, forneceu-se um cenário para o desenvolvimento de uma coleção
de moda pelos alunos da graduação, empregando tal motivo artesanal em sua configura-
ção, conduzindo uma parceria com as alunas de bordado de modo a elas mostrarem seus
trabalhos. A coleção, portanto, tinha a intenção de servir como vitrine para os trabalhos das
mulheres em situação de vulnerabilidade social. Com isso, as oficinas tiveram duração de
quatro (4) dias. Nesse entremeio, as alunas inscritas no curso do bordado surpreenderam
pela forma rápida que aprenderam a bordar. O Núcleo de Extensão e Prática Profissional (NEPP) é uma iniciativa do Instituto Federal
do Rio Grande do Norte (IFRN) como forma de interligar os saberes acadêmicos com os
diferentes atores da sociedade. No campus Caicó, interior do supramencionado estado,
o NEPP foi fundado em 2017, passando a ofertar cursos de formação continuada para
mulheres em situação de vulnerabilidade social, de modo a engendrarem em um ofício,
adentrando no mercado de trabalho. Ademais, o núcleo ainda permite o desenvolvimento
da prática profissional dos alunos do curso superior de tecnologia em Design de Moda. Abstract The Extension and Professional Practice Center (NEPP) is an initiative of the Federal In-
stitute of Rio Grande do Norte (IFRN) as a way of linking academic knowledge with the
different actors in society. On the Caicó campus, in the interior of the state, the NEPP was
founded in 2017, offering continuing education courses for women in situations of social
vulnerability, to engender a profession, entering the job market. In addition, the nucleus still
allows the development of the professional practice of students of the higher technology
course in Fashion Design. This paper aims to expose and discuss the institutional actions
and the impact of NEPP between 2021 and 2022 on the local sociocultural scenario. For
that, the action research method was used, with qualitative verification of the objectives. In
this way, a course on embroidery techniques was offered, an important regional element,
revitalizing local work. Allied to this, a scenario was provided for the development of a fash-
ion collection by undergraduate students, employing such a handcrafted motif in its configu-
ration, using embroidery students as labor. The collection, therefore, was intended to serve
as a showcase for the work of women in situations of social vulnerability. As a result, the
workshops lasted four (4) days. In the meantime, the students enrolled in the embroidery
course were surprised by the quick way they learned to embroider. 2 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Palabras clave: Extensión; Bordado; Enseñanza de la moda. 1 INTRODUÇÃO 1 INTRODUÇÃO A cidade de Caicó no Rio Grande do Norte é referência em produção de produ-
tos têxteis como vestuário, cama, mesa e banho, rendas, bordados, tanto artesanais, como
confeccionados industrialmente, sendo, também, um importante polo comercial da região
Seridó. Onde recebe diariamente consumidores em buscados mais diversos produtos e
serviços, sobretudo no que diz respeito à área têxtil e confecção de peças de vestuário. O bordado de Caicó ganhou no ano de 2018 o Selo de Indicação Geográfica,
que foi concedido pelo Instituto Nacional de Propriedade Industrial (INPI) (INPI, 2020; PE-
DUZZI, 2020). Este selo garante aos consumidores a autenticidade do bordado caicoense,
tornando-o um elemento ímpar na cultura local. Nesse contexto, observou-se que o borda-
do que gerou esse selo é mais comumente aplicado em produtos para o lar, sendo pouco
explorado na confecção de vestuário, principalmente em produtos carregados de informa-
ção de moda e/ou tendência. De tal forma, entende-se que a formalização desse selo para
o bordado local contribui diretamente na criação de valor, e o aproveitamento desse fato
por este projeto pode trazer à tona a utilização de uma técnica local consolidada e valida-
da, fazendo com que essas pessoas envolvidas entrem em uma rede existente de renda e
criação. Pensando nisso, o Instituto Federal de Educação, Ciência e Tecnologia do Rio
Grande do Norte (IFRN) – campus Caicó, oferta, anualmente, vagas nos cursos técnicos
em vestuário e têxtil, bem como no curso de graduação em Design de Moda, de modo a ter
indivíduos formados e preparados para atender as demandas locais. Em 2017, fundou-se
o Núcleo de Extensão e Prática Profissional (NEPP), com projetos voltados para pesquisa
de tendência e mercado, fomentando a economia criativa local. Nos anos seguintes, tomou
lugar ações direcionadas para formação complementar de mulheres em situação de vulne-
rabilidade social (MENDES; MEIRELES, 2020). Sendo assim, o NEPP é uma iniciativa do IFRN que busca promover ações que
possam fazer com que os discentes do Curso Superior de Tecnologia (CST) em Design de
Moda trabalhem em conjunto com as atividades propostas no projeto não fiquem na teoria. Além disso, o projeto aqui discutido trabalha também na perspectiva de inserção social, a
partir do entendimento acerca da importância da extensão para a conexão efetiva entre
sociedade e instituição de ensino. Resumen El Centro de Extensión y Práctica Profesional (NEPP) es una iniciativa del Instituto Federal
de Rio Grande do Norte (IFRN) como una forma de vincular el conocimiento académico con
los diferentes actores de la sociedad. En el campus de Caicó, en el interior del mencionado
estado, se fundó en 2017 el NEPP, que ofrece cursos de educación continua para mujeres
en situación de vulnerabilidad social, con el fin de generar una profesión, ingresando al
mercado laboral. Además, el núcleo aún permite el desarrollo de la práctica profesional de
los estudiantes del curso de tecnología superior en Diseño de Moda. Con eso en mente,
este artículo tiene como objetivo exponer y discutir las acciones institucionales y el impacto
de la NEPP entre 2021 y 2022 en el escenario sociocultural local. Para ello, se utilizó el mé-
todo de investigación acción, con verificación cualitativa de los objetivos. De esta manera,
se ofreció un curso sobre técnicas de bordado, elemento regional importante, dinamizador
del trabajo local. Aliado a esto, se brindó un escenario para el desarrollo de una colección
de moda por parte de estudiantes de pregrado, empleando en su configuración un motivo
tan artesanal, utilizando como mano de obra a estudiantes de bordado. La colección, por
tanto, pretendía servir como escaparate del trabajo de mujeres en situación de vulnerabili-
dad social. Como resultado, los talleres tuvieron una duración de cuatro (4) días. Mientras
tanto, las alumnas inscritas en el curso de bordado quedaron sorprendidas por la rapidez
con la que aprendieron a bordar. Palabras clave: Extensión; Bordado; Enseñanza de la moda. 3 REAMD, Florianópolis, v. 7, n. 1, e2831, p. 01-19, fev./ mai. 2023 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
1 INTRODUÇÃO Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social 1 INTRODUÇÃO Com esse conceito em mente, a extensão teve seu surgimento na Inglaterra
durante o século XIX, com a intenção de direcionar novos caminhos para a sociedade e
promover a educação continuada. Na atualidade, ela vem surgindo como instrumento a
ser usado pelas Universidades para a efetivação de compromisso social. A Extensão Uni- Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
versitária possui um papel bastante importante no que se diz respeito às contribuições que
podem trazer à sociedade (RODRIGUES et al., 2013). Assim sendo, a extensão aparece como uma oportunidade de colocar em prática
os conhecimentos aprendidos em sala de aula, tratando esse processo como uma rede de
compartilhamento permeado por atores discentes, docentes e sociedade. Portanto, enten- Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
versitária possui um papel bastante importante no que se diz respeito às contribuições que
podem trazer à sociedade (RODRIGUES et al., 2013). Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social versitária possui um papel bastante importante no que se diz respeito às contribuições que
podem trazer à sociedade (RODRIGUES et al., 2013). versitária possui um papel bastante importante no que se diz respeito às contribuições que
podem trazer à sociedade (RODRIGUES et al., 2013). Assim sendo, a extensão aparece como uma oportunidade de colocar em prática
os conhecimentos aprendidos em sala de aula, tratando esse processo como uma rede de
compartilhamento permeado por atores discentes, docentes e sociedade. Portanto, enten-
de-se que é importante que a universidade apresente uma concepção do que a extensão
tem em relação com à comunidade em geral dentro do processo de ensino, pois, aquele
que está na condição de aprender, acaba ampliando seu conhecimento quando há esse
contato (RODRIGUES et al., 2013). Diante deste cenário, verificou-se a oportunidade de criar e capacitar um grupo
de mulheres que possam bordar produtos de moda, uma vez que as artesãs que bordam
produtos para o lar não costumam aceitar trabalhos orientados aos artigos do vestuário. 2 O PAPEL DO DESIGNER DE MODA NA SOCIEDADE Ao passar do século XXI é notória a influência da moda como força motriz de
ascensão social e geração de empregos, em específico aos diferentes tipos de trabalho
que essa indústria oferece. De acordo com Pereira (2004, p. 59) “a mobilidade e a ascen-
são social são processos que estão ligados a aspectos hierarquizantes característicos das
sociedades modernas. Entre estes aspectos, o capital físico é um dos mais valorizados”. No entanto, embora se observe esse mais amplo acesso ao consumo e produção de moda,
vale a pena enfatizar as dimensões por trás desse fomento ao emprego, à medida que se
observa um processo de precarização que traz à tona uma problemática sobre a subvalo-
rização da mão de obra trabalhista (STAMPA; 2018; LOURENÇO; LORE; STAMPA, 2019),
em especial a artesanal, bem como ambientes inóspitos e trabalhos análogos à escravidão
(BERLIM, 2021). De tal maneira, a moda se torna de fato entendida como um fenômeno social,
cultural e econômico para os indivíduos, independentes de raça, gênero, classe social, ida-
de etc. É neste contexto que o desenvolvimento de habilidades na área de moda contribui
na geração e oportunidades de pluralização social (LIPOVETSKY, 2001; PEREIRA, 2004). Pensando assim, produtos de moda podem divulgar conceitos, discursos ou até mesmo
uma causa. Neste sentido, os produtos desenvolvidos ganham espaço não só nos gos-
tos do público, mas também possuem o poder de contribuir no desenvolvimento de uma
sociedade mais justa e igualitária, no entanto, por vezes, existe mais uma mobilização no
discurso do que ações propriamente ditas, e o designer tem papel fundamental no caminho
desta construção (POSNER, 2015). O papel do designer de moda, neste contexto, é atuar em toda a cadeia so-
cial criativo-produtiva de moda, propondo produtos e serviços desenvolvidos e produzidos,
principalmente, pelas indústrias têxtil e de confecção (vestuário, cama, mesa e banho, de-
coração), calçados e bolsas, joias e bijuterias e até mesmo pela indústria de cosméticos e
beleza (maquiagens e esmaltes), disseminando e democratizando as informações de moda
(GUSTAVSEN; YATES, 2013). Gustavsen e Yates (2013) dividem a indústria da moda em três grandes áreas,
onde o Designer pode atuar: criação, comercialização e comunicação. No que diz respeito
a área de criação, o profissional deve propor novos produtos, agrupados em formato de
coleção e idealizados de acordo um tema, para serem ofertados a um público específico. 1 INTRODUÇÃO Além disso, a necessidade dessa ação aparece na medida em que se vem ampliando a
utilização de tipologias artesanais nos artefatos de moda e que, por isso, os designers,
empresas, e pequenas marcas que desenvolvam peças com tais tipologias artesanais, vol-
tadas às vocações regionais, irão necessitar cada vez mais de mão de obra qualificada
(CORREIA; 2022; SANTOS; HELD, 2022). Na perspectiva do discente, a prática profissional exercida dentro de sua forma-
ção consiste em uma atividade na qual é vinculada o ensino, a pesquisa e a extensão. Eles
são considerados indicadores de uma formação articulada e integral de sujeitos para atuar
no mundo em constantes mudanças e desafios, regida pelos princípios de oportunidades
de igualdade para todos, flexibilidade, aprendizado entre teoria e prática e o acompanha-
mento total de um supervisor ao estudante durante todo período de seu desenvolvimento
da prática (IFRN, 2019). Por entender o contínuo impacto destas práticas para o cenário local, em
2021/2022, a proposta do NEPP focou novamente nas mulheres em situação de vulnerabi-
lidade social e econômica, de modo que pudessem ter uma capacitação profissionalizante,
por meio de cursos relacionados à economia criativa ofertados pelo projeto. No entanto,
desta vez optou-se por oferecer cursos de bordado regional, no qual o foco era o desenvol-
vimento de produtos de moda. Na execução desses cursos, teve-se colaboração de artesãs
que trabalham há um bom tempo com bordados, bem como dos discentes de Design de
Moda que compunham a equipe do projeto no respectivo ano. Pensando nisso, este artigo tem por objetivo expor e discutir sobre as ações so-
ciais e o impacto do Núcleo de Extensão e Prática Profissional do departamento de Moda
do IFRN – Campus Caicó entre os anos de 2020 e 2021 no cenário sociocultural local. Com isso em mente, empregou-se os métodos de pesquisa-ação, com uma abordagem
qualitativa dos dados, focando-se especialmente no relato de experiência das práticas pro-
fissionais. 5 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social 2 O PAPEL DO DESIGNER DE MODA NA SOCIEDADE O artesanato, categoria em que o bordado se encontra, é um legado que foi
transmitido ao longo dos anos e através das gerações. No entanto, essa prática artesa-
nal do bordado tradicional local brasileiro vem sendo desvalorizada, especialmente pelos
mais jovens, em detrimento aos elementos artesanais de outras regiões do mundo. Michetti REAMD, Florianópolis, v. 7, n. 1, e2831, p. 01-19, fev./ mai. 2023
6 6 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
(2012, p. 345) fala que “O “bordado da bisavó” não pode ser apenas retomado enquanto fol-
clore. Mais uma vez, o elemento popular que fundamenta o discurso da tradição, valorizada
nesse mercado, deve sistematizado, apurado, acrescido de conteúdo de moda”. O artesa-
nato é uma prática de grande valor artístico e cultural, e a sua valorização é uma medida
contra a extinção dessa atividade que possui valores simbólicos e de identidade cultural. Nesse contexto, a moda pode ser inserida através de elementos de diferenciação gerando
uma demanda crescente por produtos artesanais (SILVA 2009) Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social (2012, p. 345) fala que “O “bordado da bisavó” não pode ser apenas retomado enquanto fol-
clore. Mais uma vez, o elemento popular que fundamenta o discurso da tradição, valorizada
nesse mercado, deve sistematizado, apurado, acrescido de conteúdo de moda”. O artesa-
nato é uma prática de grande valor artístico e cultural, e a sua valorização é uma medida
contra a extinção dessa atividade que possui valores simbólicos e de identidade cultural. Nesse contexto, a moda pode ser inserida através de elementos de diferenciação gerando
uma demanda crescente por produtos artesanais (SILVA, 2009). Segundo Almeida (2017), o pensamento em caráter social é fundamental na
aproximação do design com as comunidades artesanais. O design pode atuar como ferra-
menta para potencializar o trabalho dos artesãos. De acordo com França (2005), o artesa-
nato voltou a ser valorizado no Brasil com o apoio de diversos projetos, ONGs e designers. Promovendo o resgate por meio do enaltecimento das nossas tradições culturais e abrindo
caminhos para a recuperação da nossa capacidade de criação. 2.1 O PAPEL DO NÚCLEO DE EXTENSÃO E PRÁTICA PROFISSIONAL PARA A
COMUNIDADE DE CAICÓ E REGIÃO O Núcleo de Extensão e Prática Profissional (NEPP - Nuance) do Curso Superior
de Tecnologia em Design de Moda do IFRN campus Caicó tem como um dos seus objetivos
propagar os conhecimentos adquiridos ao longo do curso com o intuito de desenvolver as
habilidades profissionais dos alunos. Ele também busca proporcionar o retorno do conheci-
mento acadêmico ofertado pelo IFRN à sociedade, através do convívio do grupo de alunos
e docentes com a comunidade externa, da oferta deformação complementar, da inclusão
social e da valorização das vocações locais (MENDES; MEIRELES, 2020). Em artigos anteriores, publicado por Mendes e Meireles (2020), expôs-se as
ações voltadas para os anos de 2017, 2018 e 2019. No primeiro ano, pôde-se observar
ações direcionadas a pesquisa de tendências e mercado, instruindo os varejistas locais so-
bre a utilização da informação de Moda para construção de produtos mercadologicamente
mais efetivos. De acordo com Mendes e Meireles (2020, p. 173), “identificou-se 6 (seis) ma-
crotendências globais de consumo e comportamento com traços de desdobramento na rea-
lidade local. O material desenvolvido foi apresentado e disponibilizado aos lojistas através
de um seminário”. Embora tenha sido concluído com êxito, os coordenadores do projeto
entenderam, por análise de alcance, o impacto social do projeto como ainda relativamente
pequeno. Nos anos seguintes, em 2018 e 2019, as ações do projeto foram modificadas,
desta vez abrangendo as mulheres em situação de vulnerabilidade social que viviam, espe- Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
cialmente, no entorno da instituição de ensino. Pensando nisso, desenvolveu-se um projeto
orientado para a oferta de cursos de formação complementar e continuada na área de cos-
tura, de modo a esses indivíduos aprenderem um novo ofício, perpassando sua situação
socioeconômica (Figura 1). Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social cialmente, no entorno da instituição de ensino. Pensando nisso, desenvolveu-se um projeto
orientado para a oferta de cursos de formação complementar e continuada na área de cos-
tura, de modo a esses indivíduos aprenderem um novo ofício, perpassando sua situação
socioeconômica (Figura 1). cialmente, no entorno da instituição de ensino. Pensando nisso, desenvolveu-se um projeto
orientado para a oferta de cursos de formação complementar e continuada na área de cos-
tura, de modo a esses indivíduos aprenderem um novo ofício, perpassando sua situação
socioeconômica (Figura 1). 2.1 O PAPEL DO NÚCLEO DE EXTENSÃO E PRÁTICA PROFISSIONAL PARA A
COMUNIDADE DE CAICÓ E REGIÃO Figura 1 – Projeto NEPP 2019 – Oficinas de costura para mulheres em
situação de vulnerabilidade socioeconômica
Fonte: Acervo NEPP (2019) Figura 1 – Projeto NEPP 2019 – Oficinas de costura para mulheres em
situação de vulnerabilidade socioeconômica Fonte: Acervo NEPP (2019) De acordo com Mendes e Meireles (2020, p. 175), a “experiência foi bastante
exitosa, pois estimulou o convívio entre alunos de diversos níveis de conhecimento, a troca
de experiência e saberes empíricos e populares e o trabalho em equipe, habilidade indis-
pensável para profissionais da indústria criativa”. Aliado a isso, desenvolveu-se ainda uma
coleção de moda, contando com os alunos do curso CST em Design de Moda para elabo-
ração do processo criativo e produtivo. Pensando nessa continuidade de discussão, este
artigo apresenta os relatos do NEPP nos anos posteriores, tendo em vista a modificação
para um novo nicho. 2.2 O BORDADO E A SUA INFLUÊNCIA EM CAICÓ (RIO GRANDE DO NORTE) Tendo em mente o papel do bordado para este trabalho, em específico ele como
um veículo de ensino e profissionalização de mulheres em situação de vulnerabilidade so-
cial, observou-se a necessidade de conduzir um resgate histórico do seu desenvolvimento,
até chegar na região Seridó do estado do Rio Grande do Norte. Segundo SEBRAE (2013), o bordado é uma forma de criar desenhos ornamen-
tais à mão ou à máquina em um tecido, utilizando-se de ferramentas, como agulhas e fios
têxteis, de maneira que os fios utilizados formem o desenho desejado. O bordado, além de 8 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
ter papel ornamental na peça, servia para distinguir os trajes com monogramas das iniciais
dos nomes próprios ou palavras e símbolos referentes à atividade profissional, assim como
desenhos ornamentais (BRAGA; PRADO, 2011). Dessa forma, identificando a família a
qual o indivíduo pertencia. Tendo isso em mente, pode-se observar que o bordado agrega
valor aos produtos de vestuário, trazendo elementos culturais, criando uma peça com sig- Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social ter papel ornamental na peça, servia para distinguir os trajes com monogramas das iniciais
dos nomes próprios ou palavras e símbolos referentes à atividade profissional, assim como
desenhos ornamentais (BRAGA; PRADO, 2011). Dessa forma, identificando a família a
qual o indivíduo pertencia. Tendo isso em mente, pode-se observar que o bordado agrega
valor aos produtos de vestuário, trazendo elementos culturais, criando uma peça com sig-
nificado que pode refletir a personalidade de quem usa. A inserção do bordado na moda se dá pela necessidade de desenvolver produ-
tos com valor agregado, podendo citar uma produção sustentável e a configuração de pe-
ças exclusivas. Segundo Almeida (2013), a moda brasileira articula no campo simbólico dos
seus artefatos traços comuns e reconhecíveis no país e mobiliza esses elementos como
portadores de uma identidade regional. Leitão (2007) observa que designers de moda que
trabalham com o artesanato buscam “procurar raízes”, “valorizar a cultura popular”, “positi-
var nossa natureza” e fazer uso do que há de mais “autenticamente brasileiro”. Pensando na evolução do núcleo para uma nova tipologia artesanal, chegou-se
ao ensino de bordado. 2.2 O BORDADO E A SUA INFLUÊNCIA EM CAICÓ (RIO GRANDE DO NORTE) Historicamente, o bordado é uma tradição familiar, segundo Braga
e Prado (2011), era essencial que toda mulher possuísse conhecimentos das técnicas de
costura e bordado. Esses ensinamentos eram passados dentro do ambiente familiar como
uma forma de recreação em grupos de costura, mães passavam os conhecimentos para
as filhas, fazendo surgir a necessidade de se reproduzir produtos de utilidade doméstica e
expressar a capacidade criativa e produtiva como forma de trabalho. Segundo relatos, a prática do exercício do bordado teria chegado à região do
Seridó, principalmente na cidade de Caicó, por meio das esposas dos colonizadores portu-
gueses que foram ali se fixando no final do século XVIII e no início do século XIX (BATISTA,
1988). O bordado foi trazido, segundo as fontes históricas, da Ilha da Madeira, em Portugal. Daí em diante, o bordado foi sendo desenvolvido e transmitido para outras mulheres na
cidade (ARAÚJO, 2013, p. 28). A prática foi difundida, inicialmente, entre as mulheres das camadas sociais que
possuíam um poder aquisitivo maior, visto que a matéria-prima era de difícil acesso,
tanto com relação ao local de venda quanto ao seu preço, devido a ser considerada
“cara” e nem todas as pessoas podiam comprar os tecidos e as linhas apropriadas. Inicialmente, as linhas eram trazidas da Ilhada Madeira, com certo tempo, esse ma-
terial já podia ser adquirido na cidade de Recife, em Pernambuco. Posteriormente,
com a procura por linha de qualidade para dar um bom efeito nos bordados, iniciou-
-se a comercialização da linha na cidade de Caicó (ARAÚJO, 2013, p. 28). A prática foi difundida, inicialmente, entre as mulheres das camadas sociais que
possuíam um poder aquisitivo maior, visto que a matéria-prima era de difícil acesso,
tanto com relação ao local de venda quanto ao seu preço, devido a ser considerada
“cara” e nem todas as pessoas podiam comprar os tecidos e as linhas apropriadas. Inicialmente, as linhas eram trazidas da Ilhada Madeira, com certo tempo, esse ma-
terial já podia ser adquirido na cidade de Recife, em Pernambuco. Posteriormente,
com a procura por linha de qualidade para dar um bom efeito nos bordados, iniciou-
-se a comercialização da linha na cidade de Caicó (ARAÚJO, 2013, p. 28). A prática foi difundida, inicialmente, entre as mulheres das camadas sociais que
possuíam um poder aquisitivo maior, visto que a matéria-prima era de difícil acesso,
tanto com relação ao local de venda quanto ao seu preço, devido a ser considerada
“cara” e nem todas as pessoas podiam comprar os tecidos e as linhas apropriadas.
Inicialmente, as linhas eram trazidas da Ilhada Madeira, com certo tempo, esse ma-
terial já podia ser adquirido na cidade de Recife, em Pernambuco. Posteriormente,
com a procura por linha de qualidade para dar um bom efeito nos bordados, iniciou-
-se a comercialização da linha na cidade de Caicó (ARAÚJO, 2013, p. 28). 3 METODOLOGIA DO PROJETO DE EXTENSÃO De acordo com a sua natureza, o projeto tem a classificação do tipo aplicado, e
a abordagem qualitativa (GIL, 2008). Pode-se classificar este trabalho de extensão como
uma dimensão da pesquisa-ação, pois existe uma interação social entre o investigador, o
objeto de estudo e o participante do objeto que está sendo estudado, ou trabalhado, contri-
buindo para essa realização do exercício. Para alcançar os objetivos do projeto NEPP 2021/2022 foi idealizada uma se-
quência de etapas como uma forma de comunicar aos participantes a respeito das ativida-
des que foram sugeridas. Inicialmente, foram escolhidos os participantes para fazer parte
da equipe da execução dos cursos, compostos pelos alunos do curso Superior de Tecnolo-
gia em Design de Moda do IFRN, campus Caicó e das bordadeiras seridoenses. Em segui-
da, mulheres em situação de vulnerabilidade social foram convidadas para participar como
alunas nas oficinas de bordados. Após isso, foram coletados dados materiais e imateriais no dia a dia local, por
meio de pesquisa de campo, avaliações das vocações locais e o incentivo nas dinâmicas
que serviram para inspirar o desenvolvimento do material didático e das práticas do curso. Foi a partir das pesquisas que selecionaram e discutiram qual seria os temas pertinentes
no qual seriam ministrados. Para desenvolvimento dos cursos, partiu-se de um princípio de elaboração das
ementas e das apostilas. Sendo assim, para o planejamento das aulas, idealizou-se ativida-
des práticas de bordado. A execução das oficinas que compõem o curso durante os 4 dias
e a confecção de produtos de moda (organizados em uma coleção pelos discentes do CST
em Design de Moda), que correspondam a valores estéticos globais contemporâneos e que
ao mesmo tempo atendam ao interesse do público local. 2.2 O BORDADO E A SUA INFLUÊNCIA EM CAICÓ (RIO GRANDE DO NORTE) O que o bordado traz de herança para a região Seridoense são histórias carre-
gadas de força, que foram acolhidas pela população, e que despertam o interesse daqueles
que querem aprender as técnicas, sendo assim, o bordado ganhou força na região, sendo
presente até hoje. Este atual projeto trouxe a proposta das oficinas de bordado visando va- 9 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
lorizar ainda mais essa arte milenar e passá-la para mais pessoas, ensinando as técnicas
de bordado ao público geral, sendo difundido e ministrado por bordadeiras caicoenses. Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social lorizar ainda mais essa arte milenar e passá-la para mais pessoas, ensinando as técnicas
de bordado ao público geral, sendo difundido e ministrado por bordadeiras caicoenses. 4 OFERTA DE CURSO NA ÁREA DE BORDADO PARA FORMAÇÃO
COMPLEMENTAR E INCLUSÃO SOCIAL Para o NEPP de 2021/2022 optou-se por propor uma nova gama de ações para
a comunidade. Com o desenrolar da ênfase em costura no curso ofertado, notou-se a que-
da pelo núcleo na repetição de conteúdo, não havendo mais interesse da sociedade por 10 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social esse curso. Por isso, decidiu-se por, ao invés de ofertar cursos de costura, voltar-se para
uma tipologia artesanal significativa para a região, o bordado. No entanto, não havendo ex-
pertise nem na coordenação do projeto, nem entre os discentes, recorreu-se as bordadei-
ras da região. Tal necessidade se mostrou como uma possível estratégia para chegar até
essa comunidade por vezes distante da realidade institucional e, de tal maneira, mostrar o
trabalho feito pelo Núcleo de Extensão e Prática Profissional para Caicó e Região, ressal-
tando sua importância. Duas bordadeiras da cidade apresentaram interesse, tornando-se
ministrantes das oficinas, acompanhadas pelos discentes voluntários no projeto. esse curso. Por isso, decidiu-se por, ao invés de ofertar cursos de costura, voltar-se para
uma tipologia artesanal significativa para a região, o bordado. No entanto, não havendo ex-
pertise nem na coordenação do projeto, nem entre os discentes, recorreu-se as bordadei-
ras da região. Tal necessidade se mostrou como uma possível estratégia para chegar até
essa comunidade por vezes distante da realidade institucional e, de tal maneira, mostrar o
trabalho feito pelo Núcleo de Extensão e Prática Profissional para Caicó e Região, ressal-
tando sua importância. Duas bordadeiras da cidade apresentaram interesse, tornando-se
ministrantes das oficinas, acompanhadas pelos discentes voluntários no projeto. Para seguir uma didática que fosse de fácil compreensão e por se ter um tempo
limitado a 4 oficinas de 4 horas cada (Quadro 1), resolveu-se que o primeiro dia seria para
fazer uma introdução geral ao tema e ensinar os primeiros pontos do bordado aos alunos
inscritos (Figura 2 – A), que foram eles: ponto corrente, ponto atrás, ponto cheio e ainda foi
iniciado a técnica do ponto rococó, com demonstração por parte das ministrantes convida-
das. Quadro 1 – Síntese dos conteúdos ministrados nos quatro dias de oficinas de bordado
Oficina
Conteúdo
1
•
Introdução geral;
•
Primeiros pontos: corrente, atrás, cheio e rococó. 2
•
Ponto rococó aplicado: desenvolvimento do desenho de uma folha. 3
•
Aplicação dos pontos de bordado: trabalho a partir de um risco maior. 4 OFERTA DE CURSO NA ÁREA DE BORDADO PARA FORMAÇÃO
COMPLEMENTAR E INCLUSÃO SOCIAL 4
•
Aplicação dos pontos de bordado: trabalho a partir de um risco maior;
•
Finalização das oficinas e compartilhamento dos trabalhos desenvolvidos. Fonte: Elaborado pelos autores Quadro 1 – Síntese dos conteúdos ministrados nos quatro dias de oficinas de bordado Quadro 1 – Síntese dos conteúdos ministrados nos quatro dias de oficinas de bordado Fonte: Elaborado pelos autores No primeiro encontro entre a turma de alunos das oficinas e as professoras con-
vidadas, houve um breve momento de apresentação conduzido pelos voluntários do projeto
NEPP. Logo após as apresentações e boas-vindas, as ministrantes começaram a introduzir
o conteúdo do curso (Figura 2 – B). 11 REAMD, Florianópolis, v. 7, n. 1, e2831, p. 01-19, fev./ mai. 2023 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
Figura 2 – Primeiro dia de oficina de bordado – NEPP 2021/2022
Fonte: Acervo NEPP (2022)
B
A Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Figura 2 – Primeiro dia de oficina de bordado – NEPP 2021/2022 Figura 2 – Primeiro dia de oficina de bordado – NEPP 2021/2022 Fonte: Acervo NEPP (2022)
B
A Fonte: Acervo NEPP (2022)
B
A B A Fonte: Acervo NEPP (2022) As ministrantes, junto com os alunos tutores voluntários do NEPP, optaram por
iniciar a aula de “Introdução ao bordado” pela apresentação de alguns resultados, ou seja,
mostrando diversos bordados já feitos, criados anteriormente pelas próprias ministrantes,
de modo que despertasse o olhar dos alunos à dimensão estética de tal tipologia artesanal,
à beleza do bordado já pronto. Essa estratégia foi empregada como forma de auxiliá-los a
entender que, para chegar aquele resultado, seria necessário passar por algumas etapas,
que são elas: o risco e os pontos. Ao final do primeiro dia, alguns alunos já tinham conseguido desenvolver alguns
pontos de bordados e todos se mostraram animados, afirmando interesse em participar
do grupo on-line do WhatsApp, que foi criado com o propósito de comunicação, troca de
experiências, compartilhamento de vídeos aula e o processo de criação de cada um deles. Ressalta-se que a ferramenta de comunicação supramencionada se mostrou como um
importante diferencial para acompanhar o processo de desenvolvimento da prática de bor-
dado dos alunos das oficinas, de modo que, mesmo quando não estavam em sala de aula,
elas costumavam compartilhar fotografias de quando estavam estudando alguns pontos
(Figura 3 – A). Na segunda oficina abordou-se a técnica da folha. Nela foi utilizado o ponto
rococó, um ponto considerado “complicado” por algumas bordadeiras, em especial as que
foram convidadas para serem ministrantes, o que despertou uma série de dúvidas por parte
das alunas participantes da oficina. Fonte: Elaborado pelos autores Para elucidar a técnica, a professora decidiu fazer a
demonstração do ponto por grupos pequenos, para que assim eles pudessem ver a técnica
bem de perto. Em seguida cada aluno tentou reproduzir, o que facilitou o entendimento dos
estudantes. Neste dia, foi desenvolvido um desenho padrão para os membros das oficinas
treinarem a técnica de rococó (Figura 3 – B). 12 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social A terceira oficina foi ministrada apenas por uma das bordadeiras convidadas,
onde a tutora levou um desenho base maior, para que os alunos pudessem treinar em um
risco mais detalhado. O objetivo dessa prática foi que os alunos utilizassem, em um mes-
mo desenho, todos os pontos apresentados desde a primeira aula. Por requerer um tempo
maior de prática, neste dia não se conseguiu concluir o exercício, ficando acertado dos
alunos treinarem em casa e concluir o desenho na aula subsequente (Figura 3 – C). Na quarta oficina, desenvolveu-se a continuidade com o risco que as alunas ti-
nham iniciado no encontro anterior. Para completar o desenho proposto, elas passaram as
4 horas de oficina bordando, e mesmo assim não foi possível finalizar a atividade dentro do
horário limite previsto anteriormente. Por esse motivo, as alunas levaram os materiais para
casa para poderem concluir toda a arte. Entendemos que esse processo de ganhar intimi-
dade com a técnica e ir fazendo “ao seu tempo” é muito importante e é o que irá garantir que
as aulas adquiram confiança e não desistam de aprender e desenvolver essa habilidade
(Figura 3 – D). Figura 3 – Oficinas de Bordado para inclusão social – NEPP 2021/2022 REAMD, Florianópolis, v. 7, n. 1, e2831, p. 01-19, fev./ mai. 2023
Figura 3 – Oficinas de Bordado para inclusão social – NEPP 2021/2022
Fonte: Acervo NEPP (2022)
A
B
C
D Fonte: Acervo NEPP (2022)
A
B
C
D A A B D Fonte: Acervo NEPP (2022)
C
D D C Fonte: Acervo NEPP (2022) 13 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Para a conclusão das aulas das oficinas, a equipe do projeto, de voluntários a
coordenadores, convidou as bordadeiras que participaram do projeto para contribuírem no
desenvolvimento de uma coleção de moda, aplicando o que foi aprendido nas oficinas ao
bordar as peças da coleção “Trama Seridoense: Caicó de Encantos Mil” que foi desenvol-
vida pelos discentes do CST em Design de Moda, também vinculados ao projeto do NEPP. 5 PROPOSTA DE COLEÇÃO DE MODA PARA VALORIZAÇÃO DOS SABERES
LOCAIS E DIVULGAÇÃO DO TRABALHO DAS OFICINAS Em paralelo com as oficinas de bordado, o NEPP conduzia um segundo projeto,
voltado para o desenvolvimento da prática profissional dos discentes do CST em Design de
Moda, orientado ao planejamento, desenvolvimento e execução de uma coleção de vestuá-
rio (Figura 4). De tal maneira, tinha-se como princípio a aplicação da tipologia artesanal do
bordado na configuração estética da coleção, de modo a servir como uma forma de divulga-
ção para a sociedade do trabalho dos dois públicos do projeto: discentes do próprio CST e
mulheres em situação de vulnerabilidade econômica, que participaram das oficinas de bor-
dado. Após a conclusão das oficinas, os alunos interessados em apresentar seus trabalhos
de bordado à sociedade, dedicaram-se a bordar as peças criadas pelos alunos do CST. A criação do tema, desenhos e modelagens da coleção de moda, tiveram como
inspiração um monólogo de Francisco Maguila, um artista da região Seridó do estado do
Rio Grande do Norte – localização geográfica do município de Caicó. A obra escolhida cha-
ma-se “Filho de Joana e Pedro”, que foi composta com base na vivência de Francisco com
seus pais. Assim como as peças, os bordados que complementam a imagem de moda da
coleção também foram inspirados em obras literárias de personalidades seridoenses. Para
tanto foram escolhidos os artistas seguintes: Djalma Mota, Dodora Medeiros, Patrícia Gur-
gel e Edcarlos Medeiros. A finalidade era de valorizar a cultura local e reconhecer o trabalho
grandioso que esse poetas fazem e representam para a região (Figura 5). 14 REAMD, Florianópolis, v. 7, n. 1, e2831, p. 01-19, fev./ mai. 5 PROPOSTA DE COLEÇÃO DE MODA PARA VALORIZAÇÃO DOS SABERES
LOCAIS E DIVULGAÇÃO DO TRABALHO DAS OFICINAS 2023 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
Figura 4 – Reunião de planejamento da coleção de vestuário, modelagem e costura das peças pelos dis-
centes do CST em Design de Moda – NEPP 2021/2022 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
Figura 4 – Reunião de planejamento da coleção de vestuário, modelagem e costura das peças pelos dis-
centes do CST em Design de Moda – NEPP 2021/2022
Fonte: Acervo NEPP (2022)
Figura 5 – Coleção final e bordada – NEPP 2021/2022
Fonte: Acervo NEPP (2022) Figura 4 – Reunião de planejamento da coleção de vestuário, modelagem e costura das peç
centes do CST em Design de Moda – NEPP 2021/2022 Figura 4 – Reunião de planejamento da coleção de vestuário, modelagem e costura das peças pelos dis-
centes do CST em Design de Moda – NEPP 2021/2022 Fonte: Acervo NEPP (2022)
Figura 5
Coleção final e bordada
NEPP 2021/2022 Fonte: Acervo NEPP (2022)
Figura 5 – Coleção final e bordada – NEPP 2021/2022
Fonte: Acervo NEPP (2022) Fonte: Acervo NEPP (2022) Fonte: Acervo NEPP (2022)
Figura 5 – Coleção final e bordada – NEPP 2021/2022
Fonte: Acervo NEPP (2022)
O presente projeto desenvolveu um evento para apresentação da coleção, que
ganhou o título de “Trama Seridoense: Caicó de Eventos Mil”. Ele contou com a participa-
ção das alunas e professoras das oficinas dos bordados, que protagonizaram os bordados
das peças. A abertura da exposição aconteceu às 17h do dia 19 de maio de 2022 (Figura Figura 5 – Coleção final e bordada – NEPP 2021/2022 Figura 5 – Coleção final e bordada – NEPP 2021/2022 Fonte: Acervo NEPP (2022) Fonte: Acervo NEPP (2022) Fonte: Acervo NEPP (2022) O presente projeto desenvolveu um evento para apresentação da coleção, que
ganhou o título de “Trama Seridoense: Caicó de Eventos Mil”. Ele contou com a participa-
ção das alunas e professoras das oficinas dos bordados, que protagonizaram os bordados
das peças. A abertura da exposição aconteceu às 17h do dia 19 de maio de 2022 (Figura 15 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
6), na casa do artesão, estrutura cultural local, e permaneceu disponível para visitação nos
dias 20 e 21 de maio do mesmo ano. 5 PROPOSTA DE COLEÇÃO DE MODA PARA VALORIZAÇÃO DOS SABERES
LOCAIS E DIVULGAÇÃO DO TRABALHO DAS OFICINAS Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
6), na casa do artesão, estrutura cultural local, e permaneceu disponível para visitação nos
dias 20 e 21 de maio do mesmo ano. 6), na casa do artesão, estrutura cultural local, e permaneceu disponível para visitação nos
dias 20 e 21 de maio do mesmo ano. Figura 6 – Exposição da coleção na Casa do Artesão – NEPP 2021/2022
Fonte: Acervo NEPP (2022) 6), na casa do artesão, estrutura cultural local, e permaneceu disponível para visitação nos
dias 20 e 21 de maio do mesmo ano. Figura 6 – Exposição da coleção na Casa do Artesão – NEPP 2021/2022 Figura 6 – Exposição da coleção na Casa do Artesão – NEPP 2021/2022 Figura 6 – Exposição da coleção na Casa do Artesão – NEPP 2021/2022 Figura 6 – Exposição da coleção na Casa do Artesão – NEPP 2021/2022 Fonte: Acervo NEPP (2022) Fonte: Acervo NEPP (2022) Fonte: Acervo NEPP (2022) De tal maneira, esse evento foi empregado como uma forma de vitrine para os
designers e bordadeiras das oficinas, onde se preparou etiquetas para as roupas, com to-
das as informações de que as criou e bordou, incluindo contatos para possíveis trabalhos. Sendo assim, esta foi a estratégia pensada para que a informação sobre os atores envolvi-
dos na criação chegasse as demais pessoas da sociedade. 16 Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social Núcleo de extensão e prática profissional na área da moda:
Formação complementar e inclusão social
Assim sendo, o objetivo maior da exposição, além de receber os artistas home-
nageados na coleção, era que a sociedade caicoense pudesse vir prestigiar esse momento
tão importante para a interligação entre sociedade, instituição de ensino, cultura, artesanato
e moda. Assim sendo, o objetivo maior da exposição, além de receber os artistas home-
nageados na coleção, era que a sociedade caicoense pudesse vir prestigiar esse momento
tão importante para a interligação entre sociedade, instituição de ensino, cultura, artesanato
e moda. 6 CONSIDERAÇÕES FINAIS O ambiente institucional serve como uma porta de entrada para o fomento de
ações que interligam o fazer acadêmico, em especial da prática profissional dos alunos de
graduação, com atividades que contribuem diretamente para a solução de problemáticas
sociais. Nesse sentido, este artigo teve como objetivo expor e discutir sobre as ações con-
duzidas pelo NEPP durantes os anos de 2021 e 2022, focando no caso de mulheres em
situação de vulnerabilidade social. De tal forma, conduziu-se o projeto dentro de duas dimensões: a proposição
de oficinas de bordado como estratégia para um novo saber-fazer e o desenvolvimento
de uma coleção de moda para divulgação do trabalho local. Por relatos ouvidos durante o
desenvolvimento, observou-se que o projeto proporcionou momentos construtivos, aulas
produtivas, cercadas por uma constante troca de conhecimentos, um espaço colaborativo,
tanto por parte das professoras convidadas, como dos alunos participantes inscritos nas ofi-
cinas. Assim como os pontos de um bordado, o projeto entrelaçou histórias de bordadeiras,
mulheres em situação de vulnerabilidade social e estudantes de moda. Assim sendo, o conhecimento adquirido em todo o processo criativo da coleção
nos últimos meses, aliado a pesquisa realizada aqui abordada, demonstraram que as ten-
dências podem surgir de diversas fontes, dentre elas, a cultura popular. Pois, entende-se
que ela é o grande palco onde a moda atua, apoderando-se dos saberes e fazeres locais,
os ressignificando e recriando5. REFERÊNCIAS REAMD, Florianópolis, v. 7, n. 1, e2831, p. 01-19, fev./ mai. 2023
17
ALMEIDA, A.J.M. A identidade nacional e a cultura popular no design de moda brasi-
leiro. In: Colóquio de Moda, 9, 2013, Fortaleza. Anais... Fortaleza: UFC, 2013. ALMEIDA, A. J. M. A relação entre design de moda e comunidades artesanais no Brasil: o
projeto Moda e Artesanato do museu A Casa. dObra [s]: revista da Associação Brasi
5 Ramon Bastos Cordeiro. Especialista em Língua Inglesa e suas Literaturas pela Universidade Estácio de
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brae.com.br/parceria-entre-artesanato-e-moda/. Acesso em: 05 jul 2021. SILVA, E. K. R. Design e artesanato: um diferencial cultural na indústria do consumo. Actas de Diseño, Buenos Aires, v. 7, n. 4, jul. 2009. Disponível em:https://redeartesana-
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sumo/. Acesso em 19 maio 2022. Data de submissão: 12/10/2022
Data de aceite: 24/11/2022
Data de publicação:08/12/2023 19
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English
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Characterization of aged male BALB/ccenp mice as a model of dementia
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Laboratory animal research
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Abstract Dementia is defined as cognitive impairment in more than one cognitive area and leads to an abnormal degree of
impairment in the ability to remember past events. Among mice models of dementia the most used strains are
SAMP8 and C57BL/6. There is no reference to characterizing a model of dementia in naturally aged mice of the
BALB/c strain, or to the minimum age at which these animals can be used. The aim of this study was the
characterization of aged male BALB/ccenp mice as a model of dementia from the evaluation of behavioural,
pathological and biochemical markers. One hundred and twenty mice were used and 10 of these were analysed
from 8 to 9 months of age, and every 4 months, in a comparative way to young control animals from 4 to 5
months. At the age of 12–13 months there was cognitive impairment in the animals from the Y-maze and object
recognition tests and this impairment was maintained at 16–17 months of age. An increase in oxidative damage to
proteins in the brains of aged animals was also found in relation to young animals; as well as a decrease in the
concentration of triglycerides. At the age of 16–17 months, a significant decrease in the size of the thymus and
brain was obtained. We consider that it’s a very useful option to use animals 12–13 months of age where there are
symptoms of cognitive deficiency, histopathological and biochemical elements characteristic of dementia. Keywords: Dementia, Alzheimer’s type dementia, Animal models, Aging © The Author(s). 2020 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. * Correspondence: nashelly.esquivel@biocen.cu
†Nashelly Esquivel and Yenela García contributed equally to this work.
1Laboratorio de Antianémicos y Nutracéuticos, Centro Nacional de
Biopreparados (BioCen). Beltrán main road km 1 1/2, Mayabeque, Cuba
Full list of author information is available at the end of the article Esquivel et al. Laboratory Animal Research (2020) 36:7
https://doi.org/10.1186/s42826-020-00038-0 Esquivel et al. Laboratory Animal Research (2020) 36:7
https://doi.org/10.1186/s42826-020-00038-0 Laboratory Animal Research (2020) 36:7 Esquivel et al. Laboratory Animal Research
https://doi.org/10.1186/s42826-020-00038-0 Open Access Introduction innate immunity in the central nervous system, mainly
by microglial cells, that is a key element in the neurode-
generative process [5]. Dementia is defined as cognitive impairment character-
ized by loss of intellectual ability of sufficient severity to
interfere either with occupational functioning and usual
social activities [1]. Cognitive areas involved in dementia
includes aphasia (language deterioration), apraxia (motor
difficulties), agnosia (failure to recognize objects despite
intact sensory capacity), or a disturbance in executive
functioning [2]. Around 80% cases of dementia world-
wide are represented by Alzheimer’s disease (AD) and
they are characterized by different stages of cognitive
and functional impairments [3]. Development of animal models of dementia is challen-
ging as there is no single animal model that can explain
all the cognitive, behavioural, biochemical and histo-
pathological abnormalities of different types of this
pathology [6]. An ideal animal model should mimic the
human disease and reproduce complexities of human
behaviour in rodents. Several animal models of AD and
cognitive impairment have been developed, which can
be broadly classified according to diverse pathophysio-
logical bases [7]. To develop animal models of dementia
generally use transgenic animals or the bilateral stereo-
taxic administration into the ventricles of the brain of
different chemical substances. However, the major dis-
advantage of these models is that the acute phase of the
disease doesn’t reproduce the pathology as it evolves in
humans, where the development of disease occurs over
months and years. Added to these disadvantages to
prove some hypotheses, is the high cost of transgenic AD is characterized histopathologically by extracellular
amyloid-beta plaques and intraneural fibrillar tangles
due to tau protein hyperphosphorylation, oxidative stress
and synaptic and neuronal losses [4]. The gradual devel-
opment of AD is due to the action of different patho-
physiological events, among which the activation of * Correspondence: nashelly.esquivel@biocen.cu
†Nashelly Esquivel and Yenela García contributed equally to this work. 1Laboratorio de Antianémicos y Nutracéuticos, Centro Nacional de
Biopreparados (BioCen). Beltrán main road km 1 1/2, Mayabeque, Cuba
Full list of author information is available at the end of the article * Correspondence: nashelly.esquivel@biocen.cu
†Nashelly Esquivel and Yenela García contributed equally to this work. 1Laboratorio de Antianémicos y Nutracéuticos, Centro Nacional de
Biopreparados (BioCen). Beltrán main road km 1 1/2, Mayabeque, Cuba
Full list of author information is available at the end of the article Experimental design When the animals were 4–5 months of age a sample of
10 animals was randomly selected and they were consid-
ered the control group. From this first experimental
time, groups of 10 animals were randomly selected every
four months until animal showed cognitive impairment. Body weight was measured in all the experimental times,
and cognitive function was evaluated by the application
of different behavioral tests. In addition percent survival
and the percentage of animals that showed an adequate
state of health were determined from the total of ani-
mals that started the experiments in each experimental
time. In front of this situation some studies report the use
of economic models, non-invasive and that reproduce
part of the pathogenesis of the disease. Aged animals are
used routinely in drug development due to age related
cognitive decline and behavioural alterations which
mimic not only the neurochemical and morphological
alterations but also the cholinergic hypofunction that is
similar to pathophysiology of AD [9–11]. Another ad-
vantage of this model is that they develop without any
central neurochemical manipulations and occurs a slow
progression of the disease associated to the natural aging
process [12]. Rodents have a leading role in animal
models of dementia and among the most used strains by
researchers studying cognitive disorders are C57BL/6
[13] and SAMP8 [14]. In the case of the BALB/c strain
there are few studies where it was used aged mice as a
model of dementia [15]. Esquivel et al. Laboratory Animal Research (2020) 36:7 Page 2 of 11 Page 2 of 11 Esquivel et al. Laboratory Animal Research (2020) 36:7 animals that increase the price of neurobiological re-
search [8]. Total of possibles alternations = Total of entries - 2. Object recognition task: it’s based on the natural in-
stinct of rodents to explore novel objects and evaluate
non-spatial memory [21]. The task was performed under
the conditions described by García and Esquivel [20]. Animals and housing conditions Young BALB/ccenp male mice (20–24 g, n = 120) were
purchased from Centro Nacional para la Producción de
Animales de
Laboratorio
(CENPALAB, La
Habana,
Cuba). All experimental mice were given space with a
controlled consistent temperature (21 ± 3 °C) and light-
ing environment (12 h/12 h light/dark cycle). Mice were
fed with the EAO1004cenp diet for rodents ad libitum
and drinking water. The animals were adapted for a
week to the experimental conditions prior to the begin-
ning of the experiments and then mice were individual
identified by ears perforation nomenclature. Animals
were placed in polypropylene cages with wood chip bed-
ding (Sournid, Spain), at the rate of 10 animals per cage. All experimental protocols related to the use of animals
were approved by the Institutional Animal Care and Use
Committee at Centro Nacional de Biopreparados. The percentange of time that mice spent recognizing
the novel object (NO) or familiar object (FO), relative to
the total object recognition time or Preference Index
(PI), was calculated by the following expression: IP NO %
ð
Þ ¼
Time Exp:NO
Time Exp:FO þ Time Exp:NO 100
Time Exp. FO: Time of exploration of FO
Time Exp. NO: Time of exploration of NO IP NO %
ð
Þ ¼
Time Exp:NO
Time Exp:FO þ Time Exp:NO 100 Time Exp. FO: Time of exploration of FO
Time Exp. NO: Time of exploration of NO Behavioral tasks The animals were transferred to the place where the be-
havioral tests were carried out 24 h before the beginning
of the assays. At the end of each task, the surfaces of the
mazes were disinfected with 70% ethanol solution. Y-maze task (spontaneous alternation): it allows evalu-
ating the spatial memory of short-term work [19] and in
this study it was used the methodology described by
García and Esquivel [20]. In the spontaneous alternation
task, it was considered that the mice made alternations
when they sequentially visited the three arms, without
repeating any. We also counted the number of repeated
entries to the same arm (perseveration) and incorrect
entries to the arms for each animal. Finally, spontaneous
alternation was calculated by the following expression: There is no reference to the characterization of a de-
mentia model in aged mice of the BALB/c strain, even
though it’s widely used in behavioural studies related to
stress, fear and cognitive function [16–18]. On the other
hand, among the models of aged mice described for
dementia there is variability about the minimum age at
which behavioural, pathological or biochemical symp-
toms of the disease take place [13–15]. In all of these
models there is great variety about the minimal age at
which behavioural, pathological or biochemical symp-
toms of the disease appear. Therefore it’s important to
characterize a model where these aspects of dementia
are explained and centralized. The aim of this study was
the characterization of aged male BALB/ccenp mice as a
model of dementia from the evaluation of behavioural,
pathological and biochemical markers. Spontaneous alternation %
ð
Þ
¼
Alternations
Total of possible alternations 100 Spontaneous alternation %
ð
Þ Total of possibles alternations = Total of entries - 2. Hematological and biochemical determinations It was also obtained brain homogenates in
Tris buffer at pH 7.6 containing 0.32 mM sucrose (Sigma-
Aldrich,
Merck,
Darmstadt,
Germany),
10 mM
Tris
(Sigma-Aldrich, Merck, Darmstadt, Germany) and 1 mM
EDTA (Sigma-Aldrich, Merck, Darmstadt, Germany) and
differential centrifugation was performed to obtain the
post-mitochondrial fraction, according to the method de-
scribed by Uwe and Von Hagen [22]. The supernatant was
dispensed in aliquots of 1 mL, which were stored at −80 °C. In these homogenates the oxidative damage to lipids and
proteins was measured. (Sartorius, Göttingen, Germany). The relative weight of
the organ was calculated in relation to the body weight
of the animal before sacrifice (also was analized weight
organs in the esperimental times of 8–9 and 12–13
months of age). All mice organs, except the thymus,
were fixed in phosphate buffered 10% formalin solution
(Sigma-Aldrich, Merck, Darmstadt, Germany). After in-
clusion in paraffin, the organs were cut and stained with
hematoxylin/eosin (Sigma-Aldrich, Merck, Darmstadt,
Germany) according to conventional techniques. The
histological evaluation of organs and tissues was carried
out with an optical microscope (Meiji Techno, Tokyo,
Japan). Statistical analysis
l One-way analysis of variance (ANOVA) was used to
identify significant differences between all experimental
groups (GraphPad Prism 5 for Windows, Release 5.03,
Standard Version, San Diego, CA, USA). These levels
were verified by Tukey’s post-hoc analysis. All values
were expressed as the means ± standard deviation (SD)
and a P value < 0.05 was considered significant. Percent survival and body weight The oxidative damage to the lipids was measured from
the thiobarbituric acid reactive substances (TBARS)
method according to Okawa et al. [23]. The TBARS
were determined from the molar extinction coefficient
of the malondialdehyde (MDA) (ξ = 155 mM - 1 cm - 1
mL). The concentration of proteins in the tissue hom-
ogenate was determined by the modified Lowry method
for biological tissues [24]. In addition, to quantify the
oxidative damage to proteins, it was used the method
described by Resnick and Parker [25]. The amount of
proteins with carbonyl groups was determined from the
maximum absorption measured at 360 nm; and the
molar extinction coefficient of hydrazine (ξ = 22.000 mM
- 1 cm - 1 mL). On the other hand, the concentration of
proteins in the samples was calculated from different
concentrations of bovine serum albumin (0.2 to 2.0 mg/
mL) that were read at 280 nm. Finally, the result was
expressed as the relationship between the molar concen-
tration of the carbonyl groups and the concentration of
proteins present in the tissue homogenate. Percent survival of male BALB/ccenp mice at the age of
16–17 months was 93.33%. However, 51 animals were
sacrificed (42.50% of the total) due to a deteriorated
health state when the mice reached the age of 8–9
months. The sum of the natural deaths and the animals
that were sacrificed represented a real survival of
50.83%. The body weight of male BALB/ccenp mice showed sta-
tistically significant differences from the age of 8–9
months, whose weight was significantly greater than that
of the control group from 4 to 5 months (Fig. 1). Among Fig. 1 Body weight of male BALB/ccenp mice up to 16–17 months of
age. Data shown are the means±SD. * indicates P < 0.05 compared
to young control group (4–5 months of age) Hematological and biochemical determinations Ten animals from 8 to 9 months and 12–13 months of age
and 10 control animals from 4 to 5 months of age were
used. The animals were anesthetized in a ketamine and
xylazine (Sigma-Aldrich, Merck, Darmstadt, Germany) mix Esquivel et al. Laboratory Animal Research (2020) 36:7 Page 3 of 11 Esquivel et al. Laboratory Animal Research Page 3 of 11 and approximately 100 μL of blood was extracted by the
retro-orbital plexus, which was added the ethylenediamine-
tetraacetic acid (EDTA) anticoagulant solution (Sigma-Al-
drich, Merck, Darmstadt, Germany). This sample was
analyzed in the optical microscope (Olympus, Tokyo,
Japan), with the objective of 100 × immersions, and 100
cells were observed to calculate the percentages corre-
sponding to the nuclear polymorphs (NPM) and the lym-
phocytes. The rest of the blood was then collected without
EDTA (Sigma-Aldrich, Merck, Darmstadt, Germany) to ob-
tain the serum. In the serum sample collected, the concen-
tration
of
triglycerides
was
measured
with
the
Monotriglitest
reagent
kit
(HELFA®
Diagnostics,
La
Habana, Cuba). It was also obtained brain homogenates in
Tris buffer at pH 7.6 containing 0.32 mM sucrose (Sigma-
Aldrich,
Merck,
Darmstadt,
Germany),
10 mM
Tris
(Sigma-Aldrich, Merck, Darmstadt, Germany) and 1 mM
EDTA (Sigma-Aldrich, Merck, Darmstadt, Germany) and
differential centrifugation was performed to obtain the
post-mitochondrial fraction, according to the method de-
scribed by Uwe and Von Hagen [22]. The supernatant was
dispensed in aliquots of 1 mL, which were stored at −80 °C. In these homogenates the oxidative damage to lipids and
proteins was measured. and approximately 100 μL of blood was extracted by the
retro-orbital plexus, which was added the ethylenediamine-
tetraacetic acid (EDTA) anticoagulant solution (Sigma-Al-
drich, Merck, Darmstadt, Germany). This sample was
analyzed in the optical microscope (Olympus, Tokyo,
Japan), with the objective of 100 × immersions, and 100
cells were observed to calculate the percentages corre-
sponding to the nuclear polymorphs (NPM) and the lym-
phocytes. The rest of the blood was then collected without
EDTA (Sigma-Aldrich, Merck, Darmstadt, Germany) to ob-
tain the serum. In the serum sample collected, the concen-
tration
of
triglycerides
was
measured
with
the
Monotriglitest
reagent
kit
(HELFA®
Diagnostics,
La
Habana, Cuba). Behavioral tasks As a result of the tasks that were applied to evaluate the
cognitive function, it was obtained in the Y maze that
there were significant differences in relation to the num-
ber of alternations obtained in the different experimental
times (Fig. 2a). The differences were found between the
groups of animals 8–9, 12–13 and 16–17 months of age,
in relation to young animals group. In addition, signifi-
cant differences were found in the number of errors
(incorrect entries to the arms of the Y maze) where the
group of 12–13 months of age differed statistically from
the rest of the groups. The percentage of alternation was
significantly lower in the animals from 12 to 13 and
16–17 months of age than in the animals from 8 to 9
and 4–5 months of age (Fig. 2b). One of the hematological parameters analyzed was the
population of lymphocytes that in the group of 12–13
month of age decreased significantly in relation to the
young animals (Fig. 4a). On the other hand, the popula-
tion of nuclear polymorphs (Fig. 4b) in animals 12–13
months of age was significantly higher than in animals
from 4 to 5 months of age. The concentration of trigly-
cerides in the serum showed a significant decrease in the
group of 12–13 month of age in comparison with the
animals of 4–5 months of age (Fig. 4c). Also in these male BALB/ccenp mice at the age of 12–
13 months, the oxidative damage to the lipids in the
brain homogenate had an increase nevertheless those
there wasn’t a significant difference in relation to the
animals of 4–5 months of age (Fig. 5a). On the other
hand, oxidative damage to proteins showed a significant
increase in animals of 12–13 compared to animals of
4–5 months of age (Fig. 5b). The other behavioral task used to evaluate if the natur-
ally aged BALB/ccenp mice had cognitive impairment
was the object recognition. In this task there were ob-
tained significant differences between the PI by FO and
NO in each of the ages of the animals evaluated, except
for mice of 16–17 months of age (Fig. 3). In the mice of
4–5 and 8–9 months of age PI by NO was significantly It was found that weight of brain in mice of 16–17
months of age was significantly lower than in the control
mice (Fig. 6a). Histological studies Histological analyzes were performed in 5 young animals
(4–5 months of age) and 5 aged animals (16–17 months
of age). The animals were sacrificed by cervical disloca-
tion and the brain, thymus, spleen, liver, kidneys and
lungs were colected. Organs were rinsed with cold 0.9%
NaCl
solution
(Sigma-Aldrich,
Merck,
Darmstadt,
Germany) (2–8 °C) to eliminate rest of blood, dried with
filter paper and were weighted using an analytic balance Fig. 1 Body weight of male BALB/ccenp mice up to 16–17 months of
age. Data shown are the means±SD. * indicates P < 0.05 compared
to young control group (4–5 months of age) Fig. 1 Body weight of male BALB/ccenp mice up to 16–17 months of
age. Data shown are the means±SD. * indicates P < 0.05 compared
to young control group (4–5 months of age) Page 4 of 11 Esquivel et al. Laboratory Animal Research (2020) 36:7 Esquivel et al. Laboratory Animal Research (2020) 36:7 Esquivel et al. Laboratory Animal Research the aged mice groups there were no statistically signifi-
cant differences. higher than by FO. However, in group of 12–13 months
of age PI was significantly higher for FO than for NO. Behavioral tasks In the case of the thymus, the weight was Fig. 2 Y maze task of male BALB/ccenp mice up to16–17 months of age. a Number of alternations and wrongs when that the animal visit each
arm. b Percentage of alternation. Data shown are the means±SD. * indicates P < 0.05 compared to young control group (4–5 months of age). +
indicates P < 0.05 compared to group of 8–9 months of age. ^ indicates P < 0.05 compared to group of 12–13 months of age Fig. 2 Y maze task of male BALB/ccenp mice up to16–17 months of age. a Number of alternations and wrongs when that the animal visit each
arm. b Percentage of alternation. Data shown are the means±SD. * indicates P < 0.05 compared to young control group (4–5 months of age). + Fig. 2 Y maze task of male BALB/ccenp mice up to16–17 months of age. a Number of alternations and wrongs when that the animal visit each
arm. b Percentage of alternation. Data shown are the means±SD. * indicates P < 0.05 compared to young control group (4–5 months of age). +
indicates P < 0.05 compared to group of 8–9 months of age. ^ indicates P < 0.05 compared to group of 12–13 months of age Esquivel et al. Laboratory Animal Research (2020) 36:7 Page 5 of 11 Esquivel et al. Laboratory Animal Research Fig. 3 PI (preference index) for FO (familiar object) and NO (novel object) in the object recognition task of male BALB/ccenp mice up to 16–17
months of age. Data shown are the means±SD. * indicates P < 0.05 compared to FO at each group ig. 3 PI (preference index) for FO (familiar object) and NO (novel object) in the object recognition task of male BALB/ccenp m
months of age. Data shown are the means±SD. * indicates P < 0.05 compared to FO at each group Fig. 3 PI (preference index) for FO (familiar object) and NO (novel object) in the object recognition t
months of age. Data shown are the means±SD. * indicates P < 0.05 compared to FO at each group Fig. 3 PI (preference index) for FO (familiar object) and NO (novel object) in the object recognition task of male BALB/ccenp mice up to 16–17
months of age. Data shown are the means±SD. Behavioral tasks * indicates P < 0.05 compared to FO at each group significant differences between the experimental groups
(Fig. 6f). significantly lower in the animals at the age of 16–17
months than in the controls group (4–5 months of age)
(Fig. 6b). On the other hand thymus weight was 22%
lower than the weight in the control animals. As a result
of the comparison between the groups for weight of
spleen, lungs and kidneys, was obtained a significant in-
crease in the animals of 16–17 months of age in relation
to control group (Fig. 6c-g). Liver weight didn’t show Histological studies When the mice were 8–9 months of age the aggres-
siveness reached the greatest dimensions during the ex-
perimental period. In consequence of this situation mice
were housed individually. In accordance with several
studies, an increase in mice body weight until 8–9
months of age was observed and after this experi-
mental
time
body
weight
then
remains
constant
(Fig. 1) [27–29]. Few liver glycogen was observed in the liver of 20%
of young animals. However, the most relevant alter-
ations occurred in 60% of the aged animals and were
the
discrete
perivascular
lymphocytic
infiltration
(Fig. 8a) and focal lipidosis (Fig. 8b). Steatosis was
present in 60% of the animals in the group of 16–17
months of aged. The results obtained in the Y-maze test showed the
superiority for the control group in the number of alter-
nations (Fig. 2a) in relation to animals of 8–9, 12–13
and 16–17 months of age. Significant decrease in the
percentage of alternation (Fig. 2b) was found in the ani-
mals from 12 to 13 and from 16 to 17 months of age. These results suggest that aged animals, from 12 to 13
months of age, show a decrease in the ability to orient
themselves in the space and they don’t show the natural
instinct to explore new places that is reported for young
male mice of 9 weeks of age without being subjected to
any drug or treatment [19, 30]. Therefore, based on the
mechanism of memory that is evaluated in the Y-maze
test, it can be affirmed that male BALB/ccenp mice since
aged of 12–13 months show cognitive impairment that
appears in dementia. The findings observed in the kidney and in the brain
were only in the group of animals of 16–17 months of
age. In the case of kidney, the most important damage
presented was a glomerular degeneration, characterized
by a decrease in its capillaries (Fig. 9a). In the case of
brain, in 40% of animals aged 16–17 months, an area
with degeneration of the granular layer of the cerebellum
was observed (Fig. 10). On the other hand, the morpho-
logical characteristics of the hippocampus were normal
for both young control animals and those aged 16–17
months of age. The results obtained in the object recognition test
(Fig. Histological studies Among the histological studies, the morphology of the
lung was evaluated and inflammatory infiltrative alter-
ations and aberrations of cell growth were observed. The
most visible finding was the thickening of the alveolar Fig. 4 Hematological parameters and triglyceride concentration in male BALB/ccenp mice up to 12–13 months of age. a Lymphocytes. b Nuclear
polymorphs. c Triglycerides. Data (n = 10) shown are the means±SD. * indicates P < 0.05 compared to young control group (4–5 months of age) Fig. 4 Hematological parameters and triglyceride concentration in male BALB/ccenp mice up to 12–13 months of age. a Lymphocytes. b Nuclear
polymorphs. c Triglycerides. Data (n = 10) shown are the means±SD. * indicates P < 0.05 compared to young control group (4–5 months of age) Esquivel et al. Laboratory Animal Research (2020) 36:7 Esquivel et al. Laboratory Animal Research Page 6 of 11 (2020) 36:7 Fig. 5 Oxidative damage in brain homogenate of male BALB/ccenp mice up 12–13 months of age. a TBARS (thiobarbituric acid reactive
substances) as an indicator of damage to lipids. b Carbonylated proteins as an indicator of damage to proteins. Data shown are the means±SD. *
indicates P < 0.05 compared to young control group (4–5 months of age). + indicates P < 0.05 compared to group of 8–9 months of age Fig. 5 Oxidative damage in brain homogenate of male BALB/ccenp mice up 12–13 months of age. a TBARS (thiobarbituric acid reactive
substances) as an indicator of damage to lipids. b Carbonylated proteins as an indicator of damage to proteins. Data shown are the means±SD. *
indicates P < 0.05 compared to young control group (4–5 months of age). + indicates P < 0.05 compared to group of 8–9 months of age that the male BALB/c are the most aggressive strain of
mice and those with greater difficulty to adapt to group
housing [26]. septa, characterized by a minimal infiltration of lympho-
cytes and few macrophages; it was presented in 40% of
the animals of the group aged of 16–17 months of age
and in 20% of those of the young group. In addition, in
40% of the aged animals, anaplasias with a focal charac-
ter were observed in the lung, well delimited, rounded,
characterized by cellular polymorphism, presence of mi-
totic details in the nuclei of some cells of the periphery
and poor vascularization (Fig. 7). Histological studies 3) allow us to affirm that when the animals are
12–13 and 16–17 months of age, the motivation to
explore new objects isn’t activated correctly, which in-
dicates the appearance of cognitive impairment [31]. The fact that in this work the cognitive impairment
of BALB/ccenp aged mice is demonstrated with the
application of two behavioural task, Y maze and ob-
ject recognition test (Figs. 2 and 3) that are related to Discussion Percent survival obtained at the end of the experimental
procedure and the number of mice sacrificed due to
their deteriorated state of health, were due to the fre-
quent fights produced between the animals of the same
cage. Although there isn’t reference about the survival
percentage of BALB/c aged mice. However the occur-
rence of frequent brawls in the cages is due to the fact Esquivel et al. Laboratory Animal Research (2020) 36:7 Esquivel et al. Laboratory Animal Research Page 7 of 11 Fig. 6 Weight of the organs relative to the body weight of male BALB/ccenp mice up to 16–17 months of age. a Brain weight. b Thymus weight. c Spleen weight. d Lungs weight. e Kidneys weight. f Liver weight. Data shown are the means±SD. * indicates P < 0.05 compared to young
control group (4–5 months of age). + indicates P < 0.05 compared to group of 8–9 months of age. ^ indicates P < 0.05 compared to group of 12–
13 months of age Fig. 6 Weight of the organs relative to the body weight of male BALB/ccenp mice up to 16–17 months of age. a Brain weight. b Thymus weight. c Spleen weight. d Lungs weight. e Kidneys weight. f Liver weight. Data shown are the means±SD. * indicates P < 0.05 compared to young
control group (4–5 months of age). + indicates P < 0.05 compared to group of 8–9 months of age. ^ indicates P < 0.05 compared to group of 12–
13 months of age hippocampal functionality [32], demonstrates the use-
fulness of this animal model for the study of demen-
tia and AD. myeloid progenitors to the detriment of lymphoid. In the
case of the lymphoid fraction of the animals from 12 to
13 months of age (Fig. 4a), it supposes that these decreases
are related to the thymus involution that occurs during
aging, and in particular, the progressive loss of the thymic
epithelial space, where the thymopoiesis takes place [34]. Contrary with the reported by literature about the
changes in the population of NPM (Fig. 4b) [33], it was
found that in the mice from 12 to 13 months of age there
was a significant increase compared to the young control
animals. Discussion However according to Shaw et al., [34] the bal-
ance between the generation of myeloid lineages (mono-
cytes and granular leukocytes, such as NPM, neutrophils,
basophils and eosinophils) and lymphoid (T, B and NK
lymphocytes), characteristic of young individuals, is lost
with aging (Fig. 4a, b), showing a tendency towards In the case of the thymus weight, this behaviour has
been corroborated in naturally aged mice, specifically
BALB/c, where the involution of the organ started from
12 weeks of age (3 months). These authors also found
that at 35 weeks (8–9 months) the weight decreased by
45% in relation to the weight of the organ when the
animal was 6 weeks old [35]. Esquivel et al. Laboratory Animal Research (2020) 36:7 Page 8 of 11 Fig. 7 Damages presented in lung of BALB/ccenp male mice of 16–17 months of age a Focal lesion with tumor appearance present in the lungs
of mice of 16–17 months of age. b Lungs of control group (4–5 months of age). HE 100× Fig. 7 Damages presented in lung of BALB/ccenp male mice of 16–17 months of age a Focal lesion with tumor appearance present in the lungs
of mice of 16–17 months of age. b Lungs of control group (4–5 months of age). HE 100× In agreement with studies in CBA/C a mice and in
rats, our data reveal a strong increase in spleen weight
(Fig. 6c) until the age of 16–17 months [36]. Some stud-
ies have shown age-related white pulp atrophy in the
spleen of Sprague–Dawley rats which correlate with a
decrease of greater than 80% in lymphocytes number
with aging [37]. The results obtained in this work with
relation to weight of thymus and spleen (Fig. 6b, c) may
explain the decrease in the lymphocyte population
obtained in aged mice (Fig. 4a) because in these organs
take place lymphocyte production. The result obtained in this work about serum triglycer-
ides concentration (Fig. 4c) is agree with those obtained by
Araki et al. [38]. According to these authors, in aged ani-
mals the mobilization of lipids deteriorates with age due to
the decrease in the gene expression of Apos. This leads in
the long term to an excessive accumulation of lipids in tis-
sues such as the liver, resulting in a higher incidence of
age-related diseases and in particular dementia. Discussion Morever,
the focal lipidosis in liver obtained in BALB/ccenp mice at
16–17 month of age (Fig. 8b) suggest the presence of an in-
crease of circulating lipids that is very possible to include Fig. 8 Damages presented in liver of BALB/ccenp male mice of 16–17 months of age. a Perivascular lymphocytic infiltration. HE 40×. b Macro focal
and micro vesicular lipidosis. c Liver of control group (4–5 months of age). HE 200× Fig. 8 Damages presented in liver of BALB/ccenp male mice of 16–17 months of age. a
and micro vesicular lipidosis. c Liver of control group (4–5 months of age). HE 200× Fig. 8 Damages presented in liver of BALB/ccenp male mice of 16–17 months of age. a Perivascular lymphocytic infiltration. HE 40×. b Macro focal
and micro vesicular lipidosis. c Liver of control group (4–5 months of age). HE 200× Fig. 8 Damages presented in liver of BALB/ccenp male mice of 16–17 months of age. a Perivascular lymphocytic infiltration. HE 40×. b Macro focal
and micro vesicular lipidosis. c Liver of control group (4–5 months of age). HE 200× Esquivel et al. Laboratory Animal Research (2020) 36:7 Page 9 of 11 Fig. 9 Damages presented in kidney of BALB/ccenp male mice of 16–17 months of age. a Degeneration of the glomeruli. HE 200X. b Kidney of
control group (4–5 months of age). HE 200× Fig. 9 Damages presented in kidney of BALB/ccenp male mice of 16–17 months of age. a Degeneration of the glomeruli. HE 200X. b Kidney of
control group (4–5 months of age) HE 200× ig. 9 Damages presented in kidney of BALB/ccenp male mice of 16–17 months of age. a Degeneration of the glomeruli. HE
ontrol group (4–5 months of age). HE 200× vulnerable to attack by lipid membranes, proteins,
RNA and nuclear DNA [39]. triglycerides. In the liver, aging causes an increase in lipid
accumulation (micro and macro vesicular lipidosis) as a
result of multiple alterations in lipid metabolism, among
which are a lower β-oxidation and/or an increase in de
novo synthesis [36]. Therefore, steatosis found in patho-
logical studies is likely to be associated with the renal aging
process and not with AD. In the case of the finding of the decrease in brain size
in mice aged 16–17 months (Fig. Discussion The fact that the cerebellum suffers the effects of
this neurodegenerative pathology may be a side effect of
the disease, or on the contrary, have a more specific im-
portance in the degeneration process, or in its clinical
consequences. many study references were found in mice, Jacobs et al. [42] demonstrated that transgenic mouse models carry-
ing AD mutations (AbetaPP / PS1, APPswe / PS1dE9)
have evidenced the role for the cerebellum in the patho-
physiology of sporadic AD and its clinical manifesta-
tions. Early onset AD, especially from presenilin 1
mutations, exhibits cerebellar motor phenomena such as
ataxia, as well as myoclonus or extrapyramidal symp-
toms. The fact that the cerebellum suffers the effects of
this neurodegenerative pathology may be a side effect of
the disease, or on the contrary, have a more specific im-
portance in the degeneration process, or in its clinical
consequences. Acknowledgements g
To professors Onelia Bárbara González Navarro and José Suarez Alba of the
Preclinical Research Division in the Center for Genetic Engineering and
Biotechnology (CIGB, Cuba) for their contribution in the processing of organs
for histological studies. Similar to our results, a significant increase in kidney
weight (Fig. 6e) has previously been observed with aging
in rodents that may be a result of a fibroblast accumula-
tion as noted previously in renal tissue [44]. Lim et al. [44] reported that associated with aging in mice there is
an increase in mesangial expansion and tubule intersti-
tial fibrosis that is accompanied by inflammation, apop-
tosis and oxidative stress that together impair renal
function. This
deterioration
in
renal
function
was
reflected through the glomerular degeneration found in
the histology of this organ in BALB/ccenp aged mice in
our study (Fig. 9a). It has long been believed that kidney
function is linked to brain activity. Clinical studies dem-
onstrate that patients with a low glomerular filtration
rate or structural or functional renal damage (chronic
kidney disease) are more prone to cognitive impairment
and AD, and the degree of cognitive impairment is
closely related to kidney disease progression and renal
failure. However, the mechanisms behind this linkage
are unclear. For these reasons this is another element Authors’ contributions Nashelly Esquivel Crespo and Yenela García Hernández contributed equally
to this work. Nashelly Esquivel Crespo and Yenela García Hernández
designed and performed experiment, organized and analyzed data, wrote
and correct the manuscript. Claudio Rodríguez Martínez, Bestraida Lores
Cintra and Mariví Gutiérrez Machado managed general research and drafting. All authors read and approved this final manuscript. Authors’ information
h ll
l Nashelly Esquivel: Research and especialist in the Laboratorio de
Antianémicos y Nutracéuticos. Centro Nacional de Biopreparados. Abbreviations The significant increase in the weight of the lungs
(Fig. 6d) obtained in aged animals to 16–17 months may
be related to the tumor lesions observed in lung hist-
ology in aged mice (Fig. 7). Lung disease in midlife may
increase the risk of dementia. Many studies have showed
that cognitive function is impaired in patients with lung
disease with or without hypoxemia. Cerebral disturbance
is noted in patients with lung disease and may be related
to hypoxia in the brain [43]. Abbreviations
AD: Alzheimer’s disease; ANOVA: One-way analysis of variance;
EDTA: Ethylenediaminetetraacetic acid; FO: Familiar object;
MDA: Malondialdehyde; NO: Novel object; PI: Preference index; SD: Standard
deviation; TBARS: Thiobarbituric acid reactive substances AD: Alzheimer’s disease; ANOVA: One-way analysis of variance;
EDTA: Ethylenediaminetetraacetic acid; FO: Familiar object;
MDA: Malondialdehyde; NO: Novel object; PI: Preference index; SD: Standard
deviation; TBARS: Thiobarbituric acid reactive substances Conclusions The models of aged mice described for dementia present
variability about the minimum age at which behavioral,
pathological or biochemical symptoms of the disease
take place [13, 14]. In spite of this variability it’s more
advantageous to use aged mice with the minimum pos-
sible age because with very old animals the experiment
becomes more expensive. In addition, the use of animals
at the minimum age at which symptoms of dementia ap-
pear has the advantage that allows reducing the occur-
rence of fights among the groups that affect the health
and welfare of animals. On the other hand at very ad-
vanced ages, animals are less motivates to participate in
behavioral tests and other pathologies associated with
the aging process appear that could affect the usefulness
of the animal model. Therefore, we consider that it’s a
very useful option to use animals 12–13 months of age
where there are symptoms of cognitive deficiency, histo-
pathological and biochemical elements characteristic of
dementia and which were described earlier in this
research. The cerebellum has an important function in the ner-
vous system since it is responsible for the modulation of
the cognitive and emotional part, in addition to its func-
tion in motor coordination. However, it is the first of
these functions that has allowed in different studies the
role of the cerebellum in neurodegenerative and neuro-
psychiatric disorders as in AD [41]. It is known that the
cerebellum contributes to the cognitive and neuro-
psychiatric deficit in AD and in dementia in general. However, it is not clear in the literature whether a
cerebellar lesion may be the cause or consequence of
dementia [42]. Discussion 6a), there isn’t evidence
about the weight behaviour of this organ in aged mice,
but it has been found post-mortem that the size of the
brains of people with AD is lower than that of healthy
people of the same age [40]. The decrease in brain
weight is associated with the neuronal death described
in AD [5], therefore this result contribute to collect
experimental evidence to use aged BALB/ccenp mice as
model of dementia. The increase in oxidative damage to proteins in the
brain homogenate of male BALB/ccenp mice of 12–13
months of age (Fig. 5) corresponds to the literature
that describes it as a physiological event associated
with the aging process [5] and is an element that
supports the usefulness of these animals as a model
of AD. In the pathophysiology of AD it’s known that
oxidative stress plays an important role. The excess of
free
radicals
and
the
special
susceptibility
of
the
nervous tissue to oxidative damage make it more The degeneration found in the granular layer of the
cerebellum of aged animals (Fig. 10) corresponds to the
structural changes that have been described in the brain
in the presence of dementia and specifically of AD in
humans and nonhuman primates [41]. Although not Fig. 10 Degeneration of cerebellum’s granular layer of BALB/ccenp male mice of 16–17 months of age. HE 200× Fig. 10 Degeneration of cerebellum’s granular layer of BALB/ccenp male mice of 16–17 months of age. HE 200× Page 10 of 11 Page 10 of 11 Esquivel et al. Laboratory Animal Research (2020) 36:7 Esquivel et al. Laboratory Animal Research (2020) 36:7 that supports the usefulness of BALB/ccenp aged mice of
12–13 month of age as an AD model. that supports the usefulness of BALB/ccenp aged mice of
12–13 month of age as an AD model. that supports the usefulness of BALB/ccenp aged mice of
12–13 month of age as an AD model. many study references were found in mice, Jacobs et al. [42] demonstrated that transgenic mouse models carry-
ing AD mutations (AbetaPP / PS1, APPswe / PS1dE9)
have evidenced the role for the cerebellum in the patho-
physiology of sporadic AD and its clinical manifesta-
tions. Early onset AD, especially from presenilin 1
mutations, exhibits cerebellar motor phenomena such as
ataxia, as well as myoclonus or extrapyramidal symp-
toms. Availability of data and materials Availability of data and materials
The data that support the findings of this study are available on request
from the corresponding author on reasonable request. The data that support the findings of this study are available on request
from the corresponding author on reasonable request. Competing interests
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Restriction of S-adenosylmethionine conformational freedom by knotted protein binding sites
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OPEN ACCESS Citation: Perlinska AP, Stasiulewicz A, Nawrocka
EK, Kazimierczuk K, Setny P, Sulkowska JI (2020)
Restriction of S-adenosylmethionine
conformational freedom by knotted protein binding
sites. PLoS Comput Biol 16(5): e1007904. https://
doi.org/10.1371/journal.pcbi.1007904 Editor: Rebecca C. Wade, Heidelberg Institute for
Theoretical Studies (HITS gGmbH), GERMANY Received: October 7, 2019
Accepted: April 23, 2020
Published: May 26, 2020 Peer Review History: PLOS recognizes the
benefits of transparency in the peer review
process; therefore, we enable the publication of
all of the content of peer review and author
responses alongside final, published articles. The
editorial history of this article is available here:
https://doi.org/10.1371/journal.pcbi.1007904 PLOS COMPUTATIONAL BIOLOGY PLOS COMPUTATIONAL BIOLOGY RESEARCH ARTICLE
Restriction of S-adenosylmethionine
conformational freedom by knotted protein
binding sites Agata P. PerlinskaID1,2☯, Adam StasiulewiczID2,3☯, Ewa K. NawrockaID2,4,
Krzysztof KazimierczukID2, Piotr SetnyID2, Joanna I. Sulkowska2,4* Agata P. PerlinskaID1,2☯, Adam StasiulewiczID2,3☯, Ewa K. NawrockaID2,4,
Krzysztof KazimierczukID2, Piotr SetnyID2, Joanna I. Sulkowska2,4* 1 College of Inter-Faculty Individual Studies in Mathematics and Natural Sciences, University of Warsaw,
Warsaw, Poland, 2 Centre of New Technologies, University of Warsaw, Warsaw, Poland, 3 Faculty of
Pharmacy, Medical University of Warsaw, Warsaw, Poland, 4 Faculty of Chemistry, University of Warsaw,
Warsaw, Poland a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
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a1111111111
a1111111111
a1111111111 ☯These authors contributed equally to this work. * jsulkowska@cent.uw.edu.pl ☯These authors contributed equally to this work. * jsulkowska@cent.uw.edu.pl Abstract S-adenosylmethionine (SAM) is one of the most important enzyme substrates. It is vital for
the function of various proteins, including large group of methyltransferases (MTs). Intrigu-
ingly, some bacterial and eukaryotic MTs, while catalysing the same reaction, possess sig-
nificantly different topologies, with the former being a knotted one. Here, we conducted a
comprehensive analysis of SAM conformational space and factors that affect its vastness. We investigated SAM in two forms: free in water (via NMR studies and explicit solvent
simulations) and bound to proteins (based on all data available in the PDB and on all-atom
molecular dynamics simulations in water). We identified structural descriptors—angles
which show the major differences in SAM conformation between unknotted and knotted
methyltransferases. Moreover, we report that this is caused mainly by a characteristic for
knotted MTs compact binding site formed by the knot and the presence of adenine-binding
loop. Additionally, we elucidate conformational restrictions imposed on SAM molecules by
other protein groups in comparison to conformational space in water. Introduction S-adenosylmethionine (SAM or AdoMet) is an ubiquitous molecule and the second most
widely used enzyme substrate after ATP [1]. It is utilized in many different chemical reactions,
including transfer of the methyl group. It acts as methyl donor for a variety of methyltrans-
ferases (MTs), involved in methylation of small molecules [2], proteins [3], DNA [4], and
RNA [5]. Interestingly, SAM binds not only to proteins but also to RNA—it is a substrate for
riboswitches [6]. The diversity of molecules capable of binding SAM is great not only in a variety of per-
formed functions, but also in their structure and topology. In the case of SAM-dependent
methyltransferases, the proteins are divided into five classes, each with a different fold, includ-
ing a knotted one [7]. The set of knotted methyltransferases (MTs) is the largest group of all
known knotted proteins, which structures comprise now about 2% of PDB’s deposits. Interest-
ingly, all of the known structures of knotted MTs possess the same type of the knotted region,
which is a deep trefoil knot [8, 9]. The knot core is located in the middle of the protein chain
and spans short part of the sequence (about 45 amino acids in the native conformation), thus
is more compact than in most knotted proteins, and has long tails (Fig 1A). For example in
family of knotted carbonic anhydrase—the knot core spans along almost all of the protein
structure, but the active site is formed by only a small fraction of the protein (e.g. in protein
with PDB id: 2hfx, length of the knot core is 232 aa). Similar situation is found in members of
UCH family (e.g in the case of the protein with PDB id: 3kw5, the knot core covers 215 aa). The length of all of the knot cores in the full sequences of proteins can be found in the
KnotProt. Competing interests: The authors have declared
that no competing interests exist. Such type of knot cannot be untied by random thermal fluctuations [10]. Moreover, sur-
prisingly—despite low sequence similarity (less than 20%) between different members of this
class, the knotted region is conserved [10]. Even more surprising, the ligand binding site is par-
tially formed by the knot core [11]. However, not only residues from the knotted region are
responsible for ligand binding. differences between analogous, yet topologically different enzymes, as well as for future
rational drug design. differences between analogous, yet topologically different enzymes, as well as for future
rational drug design. Author summary The topology of a folded polypeptide chain has great impact on the resulting protein
function and its interaction with ligands. Interestingly, topological constraints appear to
affect binding of one of the most ubiquitous substrates in the cell, S-adenosylmethionine
(SAM), to its target proteins. Here, we demonstrate how binding sites of specific proteins
restrict SAM conformational freedom in comparison to its unbound state, with a special
interest in proteins with non-trivial topology, including an exciting group of knotted
methyltransferases. Using a vast array of computational methods combined with NMR
experiments, we identify key structural features of knotted methyltransferases that impose
unorthodox SAM conformations. We compare them with the characteristics of standard,
unknotted SAM binding proteins. These results are significant for understanding Copyright: © 2020 Perlinska et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All input files for the
MD simulation and the trajectory are available from
the figshare service (https://doi.org/10.6084/m9. figshare.9944423). 1 / 25 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 PLOS COMPUTATIONAL BIOLOGY PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Funding: This work was supported by European
Molecular Biology Organization installation grants
(\#2057 to JIS, \#3051 to PS), Polish Ministry for
Science and Higher Education (\#0003/ID3/2016/
64 to JIS), National Science Centre (2018/29/N/
NZ1/02896 to APP). The contribution of EKN and
KK is a part of "Methods of non-stationary signal
processing for more sensitive NMR spectroscopy"
project carried out within the FIRST TEAM
programme of the Foundation for Polish Science
co-financed by the European Union under the
European Regional Development Fund. The
funders had no role in study design, data collection
and analysis, decision to publish, or preparation of
the manuscript. Fig 1. Structures of knotted and unknotted analogous tRNA methyltransferases. (A) Knotted methyltransferase with a trefoil knot depicted with
rainbow coloring (TrmD, PDB ID: 4yvg), (B) unknotted methyltransferase (Trm5, PDB ID: 2zzm). S-adenosylmethionine is shown with sticks
i Fig 1. Structures of knotted and unknotted analogous tRNA methyltransferases. (A) Knotted methyltransferase with a trefoil knot depicted with
rainbow coloring (TrmD, PDB ID: 4yvg), (B) unknotted methyltransferase (Trm5, PDB ID: 2zzm). S-adenosylmethionine is shown with sticks
representation. https://doi.org/10.1371/journal.pcbi.1007904.g001 structural and chemical characteristics of the binding sites. These differences are a valuable
input, for drug design in particular, since there are several knotted MTs essential for patho-
genic bacteria, e.g. Haemophilus influenzae [17] or Pseudomonas aeruginosa [18]. Assessing
the differences in the binding modes of SAM will allow designing novel antibiotics with poten-
tially low toxicity and minor adverse effects. The selectivity of the new compound is crucial,
since it has to bind and block the knotted (bacterial) active site and not the unknotted (eukary-
otic) one. To date, there have been some attempts to exploit differences between the knotted
TrmD and unknotted Trm5 proteins (Fig 1) [19, 20] but none resulted in a design of a selective
inhibitor. Nonetheless, there is a constant need for a deeper understanding of SAM binding
modes and conformational variability among different proteins, which is a determining factor
for rational drug design. Working towards novel antibiotics is an exceptionally important task
because of increasing antimicrobial resistance, and huge decline in the development of new
antibacterial drugs since 2000 [21, 22]. Moreover, the presence of analogous proteins that are knotted and unknotted raises a ques-
tion if there is a specific reason for existing such distinct proteins that perform exactly the same
function? Even though, we know of analogous proteins created by convergent evolution [7, 23],
knotted proteins do not seem to be potent candidates for the evolutionary selection. Especially,
since knots are not frequently present in proteins, their appearance is considered statistically
rare [10, 24, 25], and also there are examples of knotted proteins whose folding is slower than of
their unknotted counterparts [26, 27] in the bulk. An in vivo study has shown that molecular
chaperones can significantly speed up the knotting of a MT [28], and another study suggested
important role of the ribosome [29, 30]. Nevertheless, knotted structures present challenges to
current theories of protein folding [15, 15, 29, 31–35]. Introduction As the majority of knotted MTs are homodimers, the site is
formed also by the amino acids from the other chain. Here, it is worth to mention that over 70% of knotted proteins are enzymes [12]. Also their
enzymatic active sites are contained at least partially within the knotted core. On the top of this
it was shown that the structure of the knotted core is crucial for the protein’s dimerization and
activity [11, 13]. All of the above suggest the importance of the knotted region in these pro-
teins, however its exact function remains unknown [14, 15]. Knotted methyltransferases are not the only group of knotted proteins that bind SAM. Knotted SAM synthases possess the same type of knot but, unlike in methyltransferases, it
encompasses most of the protein (about 260 amino acids) and is shallow. Also, the conforma-
tion of SAM differs, which suggests that the presence of its bent form observed in knotted MTs
might be related to the position and the compactness of the knot. Our study aims at better understanding existence and function of knots in proteins from a
new perspective—ligand binding. It is known that knotted MTs bind ligands in a different
fashion than other SAM-dependent MTs [14, 16], however the reason for this distinction is
not clear. To most of the proteins, SAM binds in an extended conformation, whereas to the
knotted ones in a bent form. Different conformations of the ligand imply differences in both PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 2 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 1. Structures of knotted and unknotted analogous tRNA methyltransferases. (A) Knotted methyltransferase with a trefoil knot depicted with
rainbow coloring (TrmD, PDB ID: 4yvg), (B) unknotted methyltransferase (Trm5, PDB ID: 2zzm). S-adenosylmethionine is shown with sticks
representation. https://doi.org/10.1371/journal.pcbi.1007904.g001 Results and discussion We performed a comprehensive overview of the conformational space available for SAM in
two different environments—in water, and bound to proteins that were divided based on
their topology into knotted and unknotted ones. In order to compare and describe the ana-
lyzed conformations, we considered two descriptors (Fig 2). The first one is the O4’-C1’-
N9-C8 dihedral angle (glycosidic dihedral angle) that shows the spatial relation between ade-
nine and ribose moieties. It is often used in characterization of the nucleotide conformations
[37, 38] and differentiates between syn and anti conformations. We further divide anti con-
formations into anti1 and anti2 (Fig 2B) to better describe the conformation of SAM bound
in proteins. The second measure we use is the SD-O4’-N9 angle that we found to best differ-
entiate between SAM conformations adopted in knotted (bent) and unknotted (extended)
MTs (Fig 2C). These angles enable the characterization of two features of SAM, that show its
overall conformation. Even though the role of the knot is still 3 / 25 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites undiscovered, its presence may bring some advantage to the protein, otherwise its conservation
would be unfavorable [12, 36]. Despite the nature of this advantage remains unknown, in the
case of MTs it may be related to the ligand binding and protein function since the knot is an
essential part of the active site. By performing a comprehensive analysis of all available struc-
tures of SAM-dependent methyltransferases, we are providing additional novel insights into the
role of the knot in SAM binding. Because of its omnipresence in the three domains of life, and considerable medical signifi-
cance, SAM is a key subject of scientific interest. In this project, we focused on understanding
the variety of SAM conformations and factors that affect them. First, in order to determine
how vast is SAM’s conformational space, we carried out NMR experiment and combined it
with Molecular Dynamics (MD) simulation of SAM in water. Then, we analyzed the confor-
mations of SAM bound to different proteins, with great emphasis on knotted and unknotted
MTs, to establish: (1) the binding mode of SAM, (2) how the topology affects SAM’s confor-
mation, (3) the part of the knotted protein that predetermines ligand conformation. Compared
results of both parts elucidate the impact of binding site structure on SAM conformation by
showing the differences in the restrictions put on the ligand by different types of proteins. SAM in water In search of all of the accessible conformations of the ligand in its free form in water we used
both theoretical and experimental approach. We combined 2D ROESY data set with conform-
ers generated using Molecular Dynamics (MD) simulations. NMR spectroscopy. We determined the conformation of SAM in solvent by conducting
NMR experiments. Due to the pyramidal inversion process of a methyl group located on
a sulfur atom, SAM in solution is present in two epimeric forms as (-)-SAM and (+)-SAM. We observed peak at 2.94 ppm for 25˚C that probably belongs to the second SAM epimer
((+)-SAM), present in a smaller amount than the dominant (-)-SAM epimer in the solution
[39]. We based our analysis on the dominating (-)-SAM form. Peaks with chemical shifts of
6.05, 8.25, 8.39 ppm probably belong to (+)-SAM enantiomer or to degradation products of
SAM. As a result, we obtained 39 interproton distances of SAM with respective error values. Pre-
vious studies examined mostly the conformation of the ribose and its spatial relationship with
adenine and reported no more than 14 distances [40, 41]. Our data provide a high resolution
input for the calculations aimed at conformation prediction, including information of the rela-
tive position between all of the moieties of SAM (Table 1), which was not available before. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 4 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 2. Structure and conformations of SAM. (A) Chemical structure of SAM with glycosidic dihedral angle (O4’-C1’-N9-C8) shown with
green line and the SD-O4’-N9 angle with dashed circles, (B) syn, anti1, anti2 conformations about the glycosidic angle (arrows show O4’, C1’,
N9 and C8 positions), (C) bent (green) and extended (cyan) conformations (arrows show SD, O4’ and N9 positions). https://doi.org/10.1371/journal.pcbi.1007904.g002 Fig 2. Structure and conformations of SAM. (A) Chemical structure of SAM with glycosidic dihedral angle (O4’-C1’-N9-C8) shown with
green line and the SD-O4’-N9 angle with dashed circles, (B) syn, anti1, anti2 conformations about the glycosidic angle (arrows show O4’, C1’,
N9 and C8 positions), (C) bent (green) and extended (cyan) conformations (arrows show SD, O4’ and N9 positions). https://doi.org/10.1371/journal.pcbi.1007904.g002 https://doi.org/10.1371/journal.pcbi.1007904.g002 MD simulation. To investigate the conformations of SAM in its free form, we performed
1μs long simulation of SAM in water using AMBER99 force field with improved parameters
for the ligand [42]. SAM in water Principal Component Analysis (PCA) of the trajectory shows that the rota-
tion around the glycosidic angle has the biggest contribution to the ligand’s flexibility as it
interchanges between syn and anti conformations. The syn conformation is more frequently
present in the trajectory, which agrees with the recent results [41]. Conformation about the
glycosidic angle does not correspond to the specific conformation of the methionine moiety as
it is a flexible part of the molecule. Regardless of whether SAM is in syn or anti conformation
the methionine moiety samples similar space. Overall, the simulation indicates great confor-
mational freedom of the molecule, without any significant preference for adopting a specific
conformation. We utilized conformers generated with MD in further analysis of ligand’s con-
formation in water. Fitting conformations to NMR data. In order to refine the conformational distribution
of SAM in its free form, we fitted the interproton distances measured with NMR to the PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 5 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Table 1. Interproton distances in SAM measured with NMR in 25˚C. Atom1
Atom2
Distance [Å]
Error [Å]
H3’
H5’
2.10
0.14
H3’
H5”
2.26
0.20
H4’
H5’
2.29
0.16
H4’
H5”
2.46
0.17
Hβ
Hγ’
2.57
0.18
Hα
Hβ
2.70
0.19
H2’
H5”
2.78
0.19
H8
H1’
2.82
0.19
Hγ’
H5”
2.82
0.19
Hβ
Hγ
2.88
0.20
methyl group
Hβ
2.91
0.20
Hγ
H5”
2.99
0.21
Hα
Hγ
2.99
0.21
H1’
H4’
3.02
0.21
methyl group
Hγ’
3.14
0.22
methyl group
H5’
3.14
0.22
Hγ’
H4’
3.16
0.22
Hγ’
H5’
3.22
0.22
methyl group
Hγ
3.23
0.22
H3’
H2
3.23
0.22
Hγ
H5’
3.27
0.23
Hβ
H5”
3.30
0.23
Hγ
H4’
3.50
0.24
H8
H5”
3.52
0.25
H4’
H8
3.54
0.34
methyl group
H4’
3.56
0.25
Hβ
H5’
3.60
0.25
methyl group
H5”
3.61
0.25
methyl group
H3’
3.74
0.27
H2’
H8
3.79
0.26
Hα
Hγ’
3.79
0.26
methyl group
H1’
4.18
0.32
H2
H2’
4.29
0.39
methyl group
Hα
4.32
0.31
Hβ
H2
4.32
0.30
H2
methyl group
5.16
0.38
H2
H1’
5.22
0.50
H8
Hβ
5.34
0.38
H8
H3’
5.82
0.41
https://doi.org/10.1371/journal.pcbi.1007904.t001 Table 1. Interproton distances in SAM measured with NMR in 25˚C. https://doi.org/10.1371/journal.pcbi.1007904.t001 representative conformations of SAM from MD simulation. SAM in water As a measure of the fit we used
weighted RMSD of the interatomic distances—the weights were derived from the error for a
given distance measured with the NMR (ei) and were taken as proportional to its square
inverse wi ¼ e 2
i
for the i-th distance. Given that a single conformation cannot reproduce the
NMR distances well, we utilized combinations of representative structures (centroids) for
selected clusters. We tested every combination of clusters (up to 4 clusters) with their popula-
tions varying from 0% to 100%. Then we calculated the RMSD between distances obtained representative conformations of SAM from MD simulation. As a measure of the fit we used
weighted RMSD of the interatomic distances—the weights were derived from the error for a
given distance measured with the NMR (ei) and were taken as proportional to its square
inverse wi ¼ e 2
i
for the i-th distance. Given that a single conformation cannot reproduce the
NMR distances well, we utilized combinations of representative structures (centroids) for
selected clusters. We tested every combination of clusters (up to 4 clusters) with their popula-
tions varying from 0% to 100%. Then we calculated the RMSD between distances obtained representative conformations of SAM from MD simulation. As a measure of the fit we used
weighted RMSD of the interatomic distances—the weights were derived from the error for a
given distance measured with the NMR (ei) and were taken as proportional to its square
inverse wi ¼ e 2
i
for the i-th distance. Given that a single conformation cannot reproduce the
NMR distances well, we utilized combinations of representative structures (centroids) for
selected clusters. We tested every combination of clusters (up to 4 clusters) with their popula-
tions varying from 0% to 100%. Then we calculated the RMSD between distances obtained PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 6 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 3. Conformations of SAM in water based on MD-derived structures fitted to NMR data. In 80% of the calculated cluster population SAM is in
syn conformation about the glycosidic angle. The remaining 20% is in the anti1 conformation. The extended methionine moiety is present in 70% of the
conformer populations and its conformation resembles SAM bound to unknotted methyltransferases. SAM in water The conformations are shown from two angles and are superimposed on
C5’, C4’, O4’, C1’ and N9. https://doi.org/10.1371/journal.pcbi.1007904.g003 https://doi.org/10.1371/journal.pcbi.1007904.g003 upon r−6 averaging of clusters contributions and NMR data. Clustering of the MD simulation
with RMSD cutoff of 1.25Å resulted in 90 clusters representing the conformational ensemble
of SAM in water. We achieved the best fit to the NMR distances with 4 conformations with
RMSD of 0.49Å (Fig 3). The resulting cluster contributions do not agree well with populations
estimated based on MD simulations. This shows, that even though the applied force field
allows sampling of relevant conformations of SAM, the correct reproduction of their probabil-
ity distribution is much more difficult. The best fitted conformations are mostly syn about the glycosidic angle and account for
80% of the calculated cluster population. From anti conformations only anti1 is present (20%) The best fitted conformations are mostly syn about the glycosidic angle and account for
80% of the calculated cluster population. From anti conformations only anti1 is present (20%)
—none of the best fitted conformers has anti2 conformation. The extended methionine moiety
is present in 70% of the conformer populations and bent in 30%. We can further divide bent
conformations based on the propensity of the carboxyl group of the methionine moiety to face
the ribose hydroxyl groups. In 20% of the calculated cluster population methionine moiety
bends away from the ribose hydroxyls (gray in Fig 3), and in the remaining 10% they are close
together (pink in Fig 3). It is worth noting, that such conformations of the methionine moiety
are similar to those present in SAM bound to various proteins. The extended conformation is
common for the majority of unknotted MTs, the conformation with methionine bent away
from the hydroxyls is frequently present in unknotted histone-lysine N-methyltransferases
and the conformation where the two groups are facing each other is favored in knotted MTs. Overall, the prevailing conformation of SAM (with a population of 50%) is the extended syn
conformation. All of the above shows that the conformation of SAM is unrestricted in water. The ligand samples both syn and anti conformers, as well as the extended and bent forms. SAM in water In 20% methionine moiety bends away from the
hydroxyl groups of the ribose (colored with gray), similarly as in unknotted histone-lysine N-methyltransferases, whereas in rest 10% the two groups are
close together (colored with pink) as in knotted methyltransferases. The prevailing conformation of SAM (colored with teal) is characterized by syn
conformation about the glycosidic angle and extended methionine moiety. The conformations are shown from two angles and are superimposed on
C5’, C4’, O4’, C1’ and N9. SAM in water based on MD-derived structures fitted to NMR data. In 80% of the calculated cluster population SAM is in Fig 3. Conformations of SAM in water based on MD-derived structures fitted to NMR data. In 80% of the calculated cluster population SAM is in
syn conformation about the glycosidic angle. The remaining 20% is in the anti1 conformation. The extended methionine moiety is present in 70% of the
conformer populations and its conformation resembles SAM bound to unknotted methyltransferases. In 20% methionine moiety bends away from the
hydroxyl groups of the ribose (colored with gray), similarly as in unknotted histone-lysine N-methyltransferases, whereas in rest 10% the two groups are
close together (colored with pink) as in knotted methyltransferases. The prevailing conformation of SAM (colored with teal) is characterized by syn
conformation about the glycosidic angle and extended methionine moiety. The conformations are shown from two angles and are superimposed on
C5’, C4’, O4’, C1’ and N9. Fig 3. Conformations of SAM in water based on MD-derived structures fitted to NMR data. In 80% of the calculate rmations of SAM in water based on MD-derived structures f Fig 3. Conformations of SAM in water based on MD-derived structures fitted to NMR data. In 80% of the calculated cluster population SAM is in
syn conformation about the glycosidic angle. The remaining 20% is in the anti1 conformation. The extended methionine moiety is present in 70% of the
conformer populations and its conformation resembles SAM bound to unknotted methyltransferases. In 20% methionine moiety bends away from the
hydroxyl groups of the ribose (colored with gray), similarly as in unknotted histone-lysine N-methyltransferases, whereas in rest 10% the two groups are
close together (colored with pink) as in knotted methyltransferases. The prevailing conformation of SAM (colored with teal) is characterized by syn
conformation about the glycosidic angle and extended methionine moiety. https://doi.org/10.1371/journal.pcbi.1007904.g003 Protein-bound conformations In protein complexes, the conformational variety of SAM should be greatly limited in compar-
ison to water condition. We address that issue by conducting a survey of all SAM-binding pro-
teins from the RCSB Protein Data Bank (PDB) with emphasis on the type of restrictions they Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 7 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites put on the ligand. Moreover, we divide the proteins based on their function and topology, with
the focus on the knotted and unknotted methyltransferases, in order to verify if the range of
SAM conformations depend on the protein type. Additionally, to explore conformational free-
dom of SAM, we conducted full-atom explicit solvent MD simulations of whole complexes
(protein-SAM-tRNA) of two analogous MTs—knotted TrmD and unknotted Trm5. The sim-
ulations were extensive—we performed 9 independent simulations of TrmD complex (jointly
3.6 μs) and 10 of Trm5 complex (jointly 4 μs). Representative conformations of SAM in methyltransferases. We extracted all confor-
mations of SAM associated with knotted and unknotted methyltransferases (MTs) from struc-
tures deposited in PDB. We obtained the information about the presence of the knot from
KnotProt 2.0 database [9]. Using RMSD clustering we got representative conformations of
SAM bound to each group and analyzed the differences between them. Conformations of SAM in knotted MTs can be represented by two clusters (Fig 4A). The
knotted active site has high structural conservation and it provides a compact cavity for SAM’s
adenosine moiety. Therefore, the conformational freedom of bound ligand is limited to the
flexibility of the methionine moiety. Based on its relative position to adenosine we can divide
SAM conformations into bent and extended. For TrmD and Nep1 proteins the whole com-
plexes (protein-cofactor-substrate) are available, in which the ligand is in bent conformation,
suggesting that this form is biologically active [43, 44]. In case of TrmD, it was shown that
SAM in extended conformation would cause a steric clash with the target nucleobase [11]. Therefore, since the bent conformation is more frequently observed, it is considered character-
istic for this group. However, both bent and extended conformations are present in knotted
MTs. Interestingly, we found that methyltransferase RlmN with unknotted active site binds
SAM in similarly bent fashion (Fig 4C). Protein-bound conformations RlmN is a part of radical SAM protein family that
bind iron-sulfur cluster that directly interacts with SAM through its carboxyl and amino moie-
ties, which stabilizes the ligand in the bent conformation [45]. This shows, that the bent con-
formation is not exclusive for the knotted active site and it can also be found in different
proteins. The second conformation present in knotted MTs has extended methionine moiety. Inter-
estingly, it differs from the one bound to the unknotted proteins that is also extended (S1 Fig). The conformation retains the SD-O4’-N9 angle characteristic for SAMs from the knotted MTs Fig 4. Representative conformations of SAM from PDB structures, (A) SAM from knotted methyltransferases, (B) SAM from unknotted
methyltransferases, (C) superposition of the bent conformations of SAM from knotted MTs (green) and unknotted MTs (blue). The
conformations are superimposed on C5’, C4’, O4’, C1’ and N9. https://doi org/10 1371/journal pcbi 1007904 g004 Fig 4. Representative conformations of SAM from PDB structures, (A) SAM from knotted methyltransferases, (B) SAM from unknotted
methyltransferases, (C) superposition of the bent conformations of SAM from knotted MTs (green) and unknotted MTs (blue). The
conformations are superimposed on C5’, C4’, O4’, C1’ and N9. Fig 4. Representative conformations of SAM from PDB structures, (A) SAM from knotted methyltransferases, (B) SAM from unknotted
methyltransferases, (C) superposition of the bent conformations of SAM from knotted MTs (green) and unknotted MTs (blue). The
conformations are superimposed on C5’, C4’, O4’, C1’ and N9. htt
//d i
/10 1371/j
l
bi 1007904 004 https://doi.org/10.1371/journal.pcbi.1007904.g004 8 / 25 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites but has clearly extended methionine moiety. There are 4 (out of 20) knotted structures depos-
ited in PDB with SAM bound in this form—2 of them are proteins responsible for methylation
of adenosine(1067)-2’-O in 23S rRNA (PDB ids: 3gyq, 3nk7). These methyltransferases are
essential for the bacterial resistance to antibiotics—to thiostrepton (TSR—thiostrepton-resis-
tance methyltransferase) and nosiheptide (NHR—nosiheptide-resistance methyltransferase)
[46, 47]. In both complexes, the extended conformation is stabilized by the interaction between
the carboxyl and the amino group of SAM with 3 amino acids (two arginines and glutamic
acid). Mutation of those residues significantly decreases or abolishes NHR activity, which
suggests the conformation is biologically active [47]. Protein-bound conformations Another structure with extended methio-
nine moiety of SAM belongs to RsmE protein (PDB id: 5o96), which was deposited in PDB
with eight chains [48]. Conformations of SAM vary between the chains from being bent to
extended. Both forms are stabilized by protein-ligand interactions and without the informa-
tion of the substrate (RNA) binding mode, it is difficult to indicate the biologically active one. Similar observations can also be drawn from other RsmE structures (PDB id: 2cx8, 5vm8). Moreover, we also found that the extended methionine moiety is present in knotted pro-
teins as an alternative conformation. In TrmD protein the bent SAM is biologically active [11],
however, in one TrmD structure (PDB id: 5wyr) ligand in one of the active sites is extended
(sinefungin, inhibitor closely related to SAM). Currently, it is unknown whether this other
conformation in this protein has any function. All of the above shows, that even though the bent conformation is the most common one in
the structures of knotted MTs, it is not the only occurring conformation. Despite limited data
regarding biological activity of specific SAM conformations, it is highly probable that knotted
binding site allows for diversity in ligand’s methionine moiety and conformations other than
bent can be active. The ensemble of SAM conformations in unknotted methyltransferases is represented by
ten conformations (clusters) (Fig 4B). The conformations differ mostly in the position of the
methionine and adenine moiety. Two clusters have syn conformation about the glycosidic
angle, however, it should be considered as uncommon in complexes of methyltransferases
since it represents about 1% of the structures. One cluster shows the bent conformation similar
to the one from the knotted proteins. The most frequently observed SAM conformation in
unknotted MTs has extended methionine moiety and anti1 conformation. The clusters from knotted MTs can be fitted to the NMR data representing an unbound
SAM with 1.26Å RMSD and from the unknotted with 1.15Å. These results compared to the
0.49Å for the MD-derived clusters show that SAM in the bound form is more restricted and
cannot access all the conformations available for the free form. Additionally, the clusters from
knotted and unknotted MTs achieve similar fit even though they significantly differ in size
(two clusters from knotted and ten clusters from unknotted MTs). Angle distributions. Among the knotted MTs, SAM bent conformation is the most fre-
quent one, which suggests its greatest significance in biological terms. Protein-bound conformations By contrast, in unknot-
ted MTs the extended SAM conformation is dominant. We sought features that could
objectively differentiate these two conformations. Also, we wanted to evaluate whether SAM
conformational variety differs, when compared between MTs and all proteins (all proteins
include MTs and non-MT proteins). Therefore, we prepared angle distributions for chosen
dihedral and plain angles in SAM molecules for SAM conformations extracted from PDB
structures. We made these distributions for several sets, including unknotted proteins, knotted
proteins, unknotted MTs, and knotted MTs. We compared those with angle distributions for
unbound SAM conformations from MD simulations and with angle values calculated from
NMR data. Additionally, we covered distributions for SAM conformations from MD simula-
tions of a pair of analogous MTs—knotted TrmD and unknotted Trm5. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 9 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 5. Angle SD-O4’-N9 distribution. SAM conformations from proteins (red), from simulation in water (dashed black), from simulation in MT
protein environment (green), and from NMR experiment (blue). SAM conformations from knotted (A) and unknotted proteins (B). We found out that
angle SD-O4’-N9 is the best measure of SAM angulation. It could be used to differentiate SAM molecules bound to unknotted and knotted proteins. This angle clearly shows that for most of the unknotted, SAM adopts extended conformation, while in the knotted—bent conformation. We scaled
values from NMR data to be comparable with angle distributions from PDB and MD. Fig 5. Angle SD-O4’-N9 distribution. SAM conformations from proteins (red), from simulation in water (dashed black), from simulation in MT
protein environment (green), and from NMR experiment (blue). SAM conformations from knotted (A) and unknotted proteins (B). We found out that
angle SD-O4’-N9 is the best measure of SAM angulation. It could be used to differentiate SAM molecules bound to unknotted and knotted proteins. This angle clearly shows that for most of the unknotted, SAM adopts extended conformation, while in the knotted—bent conformation. We scaled
values from NMR data to be comparable with angle distributions from PDB and MD. https://doi.org/10.1371/journal.pcbi.1007904.g005 We found out that the best indicator differentiating SAM’s extended and bent conforma-
tions is the value of angle SD-O4’-N9 (Fig 5). Differences in its distributions clearly show that
the bent conformation is predominant for knotted proteins, while the extended conformation
for the unknotted ones. Protein-bound conformations SAM conformations from knotted (A) and unknotted
proteins (B), knotted (C) and unknotted MTs (D). This angle shows spatial arrangement of SAM adenine in relation to ribose moiety. Stick
representations depict specific SAM conformations: syn (green), anti1 (teal), and anti2 (purple). We scaled values from NMR data to be comparable
with angle distributions from PDB and MD. Fig 6. Distribution of angle values of dihedral O4’-C1’-N9-C8. SAM conformations from proteins or MTs (red), from simulation in water (dashed
black), from simulation in MT protein environment (green), and from NMR experiment (blue). SAM conformations from knotted (A) and unknotted
proteins (B), knotted (C) and unknotted MTs (D). This angle shows spatial arrangement of SAM adenine in relation to ribose moiety. Stick
representations depict specific SAM conformations: syn (green), anti1 (teal), and anti2 (purple). We scaled values from NMR data to be comparable
with angle distributions from PDB and MD. Fig 6. Distribution of angle values of dihedral O4’-C1’-N9-C8. SAM conformations from proteins or MTs (red), from simulation in water (dashed
black), from simulation in MT protein environment (green), and from NMR experiment (blue). SAM conformations from knotted (A) and unknotted
proteins (B), knotted (C) and unknotted MTs (D). This angle shows spatial arrangement of SAM adenine in relation to ribose moiety. Stick
representations depict specific SAM conformations: syn (green), anti1 (teal), and anti2 (purple). We scaled values from NMR data to be comparable
with angle distributions from PDB and MD. https://doi.org/10.1371/journal.pcbi.1007904.g006 https://doi.org/10.1371/journal.pcbi.1007904.g006 with Trm5 adopts both syn and anti (in this case anti2) conformations, similarly as in the struc-
tures from PDB. Taking both angle SD-O4’-N9 and dihedral O4’-C1’-N9-C8 into account, SAM conforma-
tions in knotted MTs can be well distinguished from those in other proteins (S2 Fig). Addi-
tionally, combination of both angles allows to differentiate SAM between bound to knotted
MTs and other knotted proteins. Based on PDB data, the first group adopts SD-O4’-N9 values
between 80-125˚ and O4’-C1’-N9-C8 around -20˚ to 60˚. SAM conformational restriction in knotted methyltransferases. Since syn conforma-
tion of SAM does not occur in knotted MTs, we wanted to know whether any particular part
of the protein interferes with such conformation. We investigated in detail eight structures of
knotted MTs. Protein-bound conformations For this angle, there are nearly no differences between MTs and the set
of all proteins. Only knotted MTs require SD-O4’-N9 angle value that is outside the range vis-
ited by SAM in solution. Thus, binding in knotted MTs occurs via induced fit mechanism,
where the ligand has to adapt to the binding site as opposed to conformational selection mech-
anism observed in unknotted MTs. Also, in the case of MD simulations of protein-SAM-tRNA
complexes, the angle distributions allow to distinguish between SAM conformations from
knotted and unknotted proteins. The other interesting angle is the dihedral O4’-C1’-N9-C8 (Fig 6). It can be used to differen-
tiate syn, anti1, and anti2. Angles with values between –100˚ and –150˚ represent syn confor-
mations. In proteins, syn SAMs are observed far less often than in water, where they seem to
dominate. Interestingly, SAMs bound to knotted proteins do not adopt this conformation at
all. Dihedrals with values between around –30˚ and 30˚ correspond to anti1, while those of 50˚
to 100˚—to anti2. Distributions for knotted proteins and knotted MTs differ with one peak
around 75˚ to 100˚. This is the outcome of the presence of knotted SAM synthases in the first
distribution. Also, SAM in unknotted MTs adopt anti2 conformation more often than anti1, in
contrast to the exclusiveness of anti1 in knotted MTs. This is the result of the shape of knotted
MTs SAM binding site, particularly the adenine-binding loop, which we discuss in detail
below. SAM in simulation with TrmD adopts mainly anti1 conformation, as expected from a
knotted MT. Interestingly, there is a small population of dihedral values between -50˚ and –
100˚. This is an intermediate state, indicating an attempt to change conformation from anti1
to syn. During a visual inspection of the simulation trajectory, we observed that the full transi-
tion is impossible due to ligand’s steric clashes with the part of the knot. After being shortly in
an unfavorable intermediate state, SAM returned to anti1 conformation. SAM in simulation PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 10 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 6. Distribution of angle values of dihedral O4’-C1’-N9-C8. SAM conformations from proteins or MTs (red), from simulation in water (dashed
black), from simulation in MT protein environment (green), and from NMR experiment (blue). PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 Protein-bound conformations Because
of its clear impact on SAM conformation, we looked into adenine-binding loop in knotted
MTs. First, we investigated the structure of the loop. We superimposed the proteins by SAM ade-
nines’ heavy atoms for eight protein-SAM complexes from aforementioned PDB structures
(S3 Fig). We divided the proteins into two groups based on the length of the loop. The more
numerous one, with five proteins, includes loops with the same length. Depending on how we
define beginning and end of loop, this group is built with 10 to 12 amino acids. The second
group also has equal length, in this case of 14 to 16 amino acids. We calculated RMSD for
backbone of both these groups. Within the set of shorter loops, RMSD values range from 1.06
to 3.14 Å. For longer loops these values fall between 1.78 to 2.95 Å. Then, we superimposed
loops in both groups by their main chains and once again calculated RMSD. This time for the
shorter loops it varied from 0.72 to 1.96 Å, and for longer from 1.67 to 1.96 Å. These results
show that adenine-binding loop’s structure and position in relation to SAM are very highly
conserved features in knotted methyltransferases. Next we evaluated whether these loops’ geometry is unique or common among proteins. We looked for similarities between all proteins deposited in PDB and representative structures
of two loops—one short (from PDB id: 4fak), and one long (from PDB id: 1x7p). For the latter
loop we found 1629 similar fragments, for the former—17457. These results indicate that
geometry of the adenine-binding loop is not a unique one. Therefore, the loops’ specific fea-
tures, when it comes to SAM binding, should be sought elsewhere. We also inspected Rama-
chandran plots for these eight loops. Nearly all amino acids have allowed conformations
(S4 Fig). In order to evaluate sequence similarity among SAM binding sites of knotted MTs, we con-
ducted sequence alignment for 20 selected, most possibly distinct knotted MTs (S5 Fig). When
it comes to the sequence, the best preserved regions are the knot and the adenine-binding
loop. The best preserved amino acid is a glycine inside the knot. It creates hydrogen bonds
with SAM ribose fragment. The other highly conserved amino acids include Leu and Ile in the
loop. Both take part in adenine binding. Protein-bound conformations We found that for these proteins, adenine’s arrangement typical for syn confor-
mation is blocked mainly by amino acids in the adenine-binding loop from one side and
by the knot from the other side (Fig 7). Also, possibly due to the compactness of the knotted
binding site, methionine moiety is prone to bent towards adenine. Therefore, adenine cannot PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 11 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 7. Structure of knotted binding site with highlighted regions that prevent SAM (stick representation) from
binding in syn conformation. The most important parts of the binding site, that impose anti conformation, are:
adenine-binding loop (green), and part of the knot that sterically blocks adenine arrangement in syn conformation
(red). Panel A shows superposition of 8 representative knotted MTs’ binding sites, superimposed on SAM ribose and
adenine heavy atoms. Panel B depicts molecular surfaces of adenine binding loop and part of the knot, and shows the
compactness of the binding site (PDB id: 2egv). https://doi.org/10.1371/journal.pcbi.1007904.g007 Fig 7. Structure of knotted binding site with highlighted regions that prevent SAM (stick representation) from
binding in syn conformation. The most important parts of the binding site, that impose anti conformation, are:
adenine-binding loop (green), and part of the knot that sterically blocks adenine arrangement in syn conformation
(red). Panel A shows superposition of 8 representative knotted MTs’ binding sites, superimposed on SAM ribose and
adenine heavy atoms. Panel B depicts molecular surfaces of adenine binding loop and part of the knot, and shows the
compactness of the binding site (PDB id: 2egv). Fig 7. Structure of knotted binding site with highlighted regions that prevent SAM (stick representation) from
binding in syn conformation. The most important parts of the binding site, that impose anti conformation, are:
adenine-binding loop (green), and part of the knot that sterically blocks adenine arrangement in syn conformation
(red). Panel A shows superposition of 8 representative knotted MTs’ binding sites, superimposed on SAM ribose and
adenine heavy atoms. Panel B depicts molecular surfaces of adenine binding loop and part of the knot, and shows the
compactness of the binding site (PDB id: 2egv). https://doi.org/10.1371/journal.pcbi.1007904.g007 https://doi.org/10.1371/journal.pcbi.1007904.g007 https://doi.org/10.1371/journal.pcbi.1007904.g007 https://doi.org/10.1371/journal.pcbi.1007904.g007 adopt syn conformation due to steric clashes. The adenine-binding loop is situated just after
the knotted region, and is also a characteristic feature of knotted proteins’ binding site. Protein-bound conformations Despite the lack of unique structural features, the
adenosine-binding loop is one of the most important parts of SAM binding site in knotted
MTs. The lack of this loop in unknotted MTs suggests that the loop’s presence could be
determined by the knot. To conclude, the loop’s structure is not unique, but its presence is. 12 / 25 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites SAM binding: Protein environment. Knowing that the knot and the adenine-binding
loop appear to be crucial for SAM binding in knotted MTs, we investigated further SAM-pro-
tein interactions among various protein groups (S6 Fig). SAM binding: Protein environment. Knowing that the knot and the adenine-binding
loop appear to be crucial for SAM binding in knotted MTs, we investigated further SAM-pro-
tein interactions among various protein groups (S6 Fig). We selected 12 representative structures of possibly most distinct knotted MTs that form
dimers. While in PDB for some enzymes there are no structures with bound SAM, we also
took into account those with S-adenosylhomocysteine (SAH), as its binding mode is nearly the
same. SAM and SAH compounds were analyzed for their interactions with amino acids at the
binding site, with the focus on three parts of ligands: adenine, ribose (Fig 8), and methionine
or homocysteine (for convenience this part is referred to as “methionine chain”). Ribose part
of SAM or SAH interacts mainly with Gly (11 out of 12 cases) and Leu (9/12). In 7 out of 12
structures both amino acids are involved. The adenine part usually forms interactions with
Leu (8/12) and Ile (8/12). It is important to mention that these amino acids interact with both
parts of the ligand using their main chains. Methionine chain has diverse but rather infrequent
interactions. In some crystal structures, this part of the ligand is also truncated, so it is difficult
to quantify and describe interactions in this SAM or SAH region, but generally they seem to
correspond mainly to hydrogen bonds and salt bridges. We investigated 3 available structures of knotted MTs that occur in monomeric form. Here, we also accepted structures with SAH. Ribose interacts with Leu and Gly, nitrogen base
with Leu and Lys. Methionine chain forms interactions mainly with Asp, and in 2 cases with
Thr. https://doi.org/10.1371/journal.pcbi.1007904.g008 Protein-bound conformations For comparison, we looked into 20 chosen conformations of SAM or SAH in representative
unknotted MT structures. In this set ribose interacts mainly with Glu (12/20) and Asp (7/20),
and usually with 2 amino acids of the same type at one time: Glu (11/20), Asp (7/20). These
amino acids were expected, as they are typical for canonical Rossmann β2-Asp/Glu motif [49]. Nitrogen base forms interactions with Asp (11/20), Ala (8/20), Leu (7/20), and Phe (6/20). Interactions of methionine chain are rather diverse. In 15 cases salt bridges are found. This
part of the ligand interacts most commonly with Asp (13/20). SAM molecules in unknotted
MTs exhibit considerable differences when compared to knotted MTs. Here, we see more
interactions with the methionine chain, less with adenine, and interactions of ribose with
acidic amino acids’ side chains. We found 11 PDB structures of knotted SAM synthases with cocrystallized SAM. This is
the only knotted group with bound SAM apart from MTs that we encountered. As such, it is Fig 8. Most frequent interactions of specific amino acids with SAM or SAH ribose (A), and adenine (B). Here, we compared interactions in
complexes of SAM or SAH with 20 unknotted MTs (blue), 12 knotted MT dimers (red), 3 knotted MT monomers (yellow), and 11 knotted SAM
synthases (green). Fig 8. Most frequent interactions of specific amino acids with SAM or SAH ribose (A), and adenine (B). Here, we compared interactions in
complexes of SAM or SAH with 20 unknotted MTs (blue), 12 knotted MT dimers (red), 3 knotted MT monomers (yellow), and 11 knotted SAM
synthases (green). https://doi.org/10.1371/journal.pcbi.1007904.g008 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 13 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites important to know whether this group behaves similar to knotted MTs in terms of SAM-pro-
tein interactions. In 10 out of 11 structures there is an interaction between ribose part of SAM
and Asp side chain. In 9 out of 11 proteins ribose interacts with 2 Asp side chains. In all cases
we observed π-π interactions of adenine, 9 of them with Phe, 2 with Tyr. In 9 structures we
found also interactions between SAM nitrogen base and Arg main chain. The methionine
moiety of SAM creates mostly salt bridges. This part of the ligand interacts primarily with side
chains of Asp (11/11), Lys (9/11), Glu (8/11), and Gln (8/11). Protein-bound conformations Clearly, these interactions are dif-
ferent from those of knotted MTs. They could be described as somehow similar to unknotted
proteins interactions but should be treated as a separate group. The reason for the difference
between knotted synthases and MTs lies probably in the size of the knot. In these synthases,
the knotted region spans nearly the whole protein, and has almost no impact on the structure
of the binding site. By contrast, in knotted MTs the knot is deep, and takes considerable part
in forming the SAM binding site. Also, we observed another type of SAM conformation in unknotted histone-lysine N-
methyltransferases. These conformations are considerably different than in other unknotted
proteins. Their methionine moiety is characteristically contorted in a direction different than
in most SAMs. We encountered similar conformations in MD simulation in water, although
in those the methionine chain has an arrangement more similar to SAM bound with other
unknotted proteins. This clearly shows that in some cases unknotted proteins are able to bind
SAM in an unorthodox way, yet still considerably different than knotted MTs. SAM binding differs in knotted and unknotted MTs. The knotted conformations interact
mainly with amino acids main chains, while the unknotted ones with side chains. The unknot-
ted conformations seem to use their methionine chain more often, and to form multiple salt
bridges. On the other hand, the knotted MTs create more interactions with SAM adenine (Fig
9). Knotted SAM synthases are a third group, but binding-wise more similar to unknotted
MTs. It suggests that the deep trefoil knot and knot-dependent binding site structure are
responsible for unique binding mode of SAM in knotted MTs. Our results explain findings of
Chuang et. al., who showed that unknotting the TrmL MT via circular permutation impedes
SAH binding [50]. In addition to differences in interactions between SAM in groups of knotted and unknotted
MTs, we also analyzed conformational freedom of the ligand in both types of binding sites. Data obtained from MD simulations of SAM bound to MT-protein complexes show how dis-
tinctively the ligand is maintained, further supporting our findings. Especially, SAM in knotted
binding site differs from the one in unknotted site based on its configurational entropy (S4
Table). Moreover, the comparison of ligand’s flexibility in both sites clearly shows that the
unknotted one offers more conformational freedom (Fig 10). Protein-bound conformations In particular, the mobility of
SAM in Trm5 is not focused on a single part of the ligand, it is evenly distributed on the whole
molecule. On the contrary, in knotted MT adenine and ribose moieties of SAM are the most
stable parts of the ligand and methionine moiety is the one most mobile. The simulations also
show, that methionine’s flexibility depends on the presence of the substrate (TrmD binds two
ligands but only one tRNA [51]). The ligand associated with the tRNA (SAM A in Fig 10) is
more stable than its counterpart from the other binding site (SAM B). Besides the amino acids involved in direct interactions with the ligand, there are other res-
idues forming the binding site, but only few of them are invariant for various MTs [8, 52]. This is because the group of SAM-dependent MTs is composed of proteins differing both
sequentially (even within each class) and structurally (S8 Fig, [7, 52]), which is the reason for
the distinct binding motifs of SAM. However, the conservation of glycine appears to be a
universal feature for SAM-dependent methyltransferases [7]. The unknotted proteins with
the Rossmann Fold are known to possess a glycine-rich loop in the vicinity of the active site PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 14 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 9. Interactions of SAM at knotted (PDB id: 4fak) (A) and unknotted (PDB id: 3dmf) (B) MT binding site. This figure shows differences in
binding modes of SAM in representative proteins. In unknotted MTs, SAM heavily utilizes its methionine moiety, its adenine has contact with a limited
number of amino acids, and its ribose interacts with acidic amino acids. By contrast, SAM in knotted MTs forms interactions mainly using adenine
moiety, which is tightly bound to adenine-binding loop. Ribose forms hydrogen bonds with Gly and Leu. In knotted MTs, methionine chain of SAM
has much less contacts with amino acids. Therefore, it forms less interactions and is more loose. Fig 9. Interactions of SAM at knotted (PDB id: 4fak) (A) and unknotted (PDB id: 3dmf) (B) MT binding site. This figure shows differences in
binding modes of SAM in representative proteins. In unknotted MTs, SAM heavily utilizes its methionine moiety, its adenine has contact with a limited
number of amino acids, and its ribose interacts with acidic amino acids. Protein-bound conformations For example, in TrmD proteins the glutamic acid (position 110 in
Fig 11) is highly conserved, possibly because of its role in maintaining the bent conformation
of SAM. In the case of TrmL and RlmH it was suggested that glycine facilitate knotting [27]. All of the above show, that even universally conserved motifs can be resolved differently due
to distinct protein settings. Protein-bound conformations Fig 11. Logo of the glycine motifs in knotted and unknotted MTs. Left panel represents 20 knotted proteins (Class IV; residue numbering is based on
RlmH protein from Staphylococcus aureus, PDB id: 4fak, as in Fig 9), right panel 160 proteins with Rossmann Fold (Class I; residue numbering is based
on RsmC protein from Thermus thermophilus, PDB id: 3dmf). Both motifs are based on the structural alignments of protein sequences with no more
than 30% of sequence similarity. The motifs were visualized using WebLogo [55]. https://doi.org/10.1371/journal.pcbi.1007904.g011 [53, 54]. The glycines (G241, G243, G245 in case of RsmC protein from Thermus thermophi-
lus, Fig 11) are separated by a single amino acid and the motif is preceded by highly con-
served acid (either aspartic or glutamic). Similarly, knotted MTs have their glycines (G108,
G112 in case of RlmH protein from Staphylococcus aureus) also positioned in the loop which
is within the knot. However, here the residues determine the start and the end of the loop
and are separated by at least a few amino acids (the length of the loop vary between different
knotted MTs). Various types of amino acids are found in the glycine loop, depending on the
specificity of the protein. For example, in TrmD proteins the glutamic acid (position 110 in
Fig 11) is highly conserved, possibly because of its role in maintaining the bent conformation
of SAM. In the case of TrmL and RlmH it was suggested that glycine facilitate knotting [27]. All of the above show, that even universally conserved motifs can be resolved differently due
to distinct protein settings. [53, 54]. The glycines (G241, G243, G245 in case of RsmC protein from Thermus thermophi-
lus, Fig 11) are separated by a single amino acid and the motif is preceded by highly con-
served acid (either aspartic or glutamic). Similarly, knotted MTs have their glycines (G108,
G112 in case of RlmH protein from Staphylococcus aureus) also positioned in the loop which
is within the knot. However, here the residues determine the start and the end of the loop
and are separated by at least a few amino acids (the length of the loop vary between different
knotted MTs). Various types of amino acids are found in the glycine loop, depending on the
specificity of the protein. Protein-bound conformations By contrast, SAM in knotted MTs forms interactions mainly using adenine
moiety, which is tightly bound to adenine-binding loop. Ribose forms hydrogen bonds with Gly and Leu. In knotted MTs, methionine chain of SAM
has much less contacts with amino acids. Therefore, it forms less interactions and is more loose. https://doi.org/10.1371/journal.pcbi.1007904.g009 Fig 10. Root Mean Square Fluctuations of SAM bound to the protein complex with substrate (tRNA) based on knotted (TrmD) and unknotted
(Trm5) MTs. Structure of the ligand is colored from blue (low flexibility) to red (high flexibility). Homodimeric complex of TrmD interacts with 1
tRNA molecule, which is bound to one of the active sites and the ligand depicted here as SAM A is part of this site. SAM B is bound to the other binding
site. Fig 10. Root Mean Square Fluctuations of SAM bound to the protein complex with substrate (tRNA) based on knotted (TrmD) and unknotted
(Trm5) MTs. Structure of the ligand is colored from blue (low flexibility) to red (high flexibility). Homodimeric complex of TrmD interacts with 1
tRNA molecule, which is bound to one of the active sites and the ligand depicted here as SAM A is part of this site. SAM B is bound to the other binding
site https://doi.org/10.1371/journal.pcbi.1007904.g010 15 / 25 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 11. Logo of the glycine motifs in knotted and unknotted MTs. Left panel represents 20 knotted proteins (Class IV; residue numbering is based on
RlmH protein from Staphylococcus aureus, PDB id: 4fak, as in Fig 9), right panel 160 proteins with Rossmann Fold (Class I; residue numbering is based
on RsmC protein from Thermus thermophilus, PDB id: 3dmf). Both motifs are based on the structural alignments of protein sequences with no more
than 30% of sequence similarity. The motifs were visualized using WebLogo [55]. Fig 11. Logo of the glycine motifs in knotted and unknotted MTs. Left panel represents 20 knotted proteins (Class IV; residue numbering is based on
RlmH protein from Staphylococcus aureus, PDB id: 4fak, as in Fig 9), right panel 160 proteins with Rossmann Fold (Class I; residue numbering is based
on RsmC protein from Thermus thermophilus, PDB id: 3dmf). Both motifs are based on the structural alignments of protein sequences with no more
than 30% of sequence similarity. The motifs were visualized using WebLogo [55]. Conclusions We conducted a comprehensive analysis of an ubiquitous ligand S-adenosylmethionine
(SAM) conformational space and factors that affect its vastness. The study was carried out
from two perspectives: free form of SAM in water and a protein-bound form. We performed
the analysis based on the detailed NMR study and extensive computational approach including
all-atom molecular dynamics simulations in explicit solvent and database search. The analysis
indicates that large conformational freedom of unbound SAM is significantly restricted upon
binding to protein targets, and furthermore that some bound conformations are unlikely to
occur in solution. SAM samples various conformations mainly in terms of its glycosidic angle (syn or anti)
and overall angulation (extended or bent). Syn conformation is common in water, barely pres-
ent in proteins, and absent in knotted proteins. There is a limited rotation of the glycosidic
angle in knotted methyltransferases (only anti1) and more freedom in unknotted MTs. In
knotted MTs, SAM usually adopts bent conformation, however, in 20% of the structures, it has
extended methionine moiety. Interestingly, both bent and extended conformations can be bio-
logically active in the knotted methyltransferases (e.g. bent in TrmD protein and extended in
NHR). This suggests that the knot is imposing restrictions not to the methionine moiety of
SAM as was previously assumed, but to the adenine. SAM binding mode in knotted proteins 16 / 25 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites involves tight adenine binding, and loose methionine moiety. By contrast, the unknotted pro-
teins utilize methionine chain more often, and form fewer interactions with adenine. We created a “map” of distinct SAM interactions with focus on differences between knotted
and unknotted MTs, which may act as a basis for the design of novel, selective TrmD inhibi-
tors. We show that even conserved glycine-rich motif, common for methyltransferases, is dif-
ferently incorporated in these proteins. It turns out that in the knotted MTs it is the knot and
adenine-binding loop that are essential for the unique SAM binding mode. Entanglement in proteins is a relatively new, challenging topic. Since the proteins are
mostly unknotted, it may appear that nature have developed mechanisms to avoid entangle-
ments altogether, although it is not entirely clear why. Moreover—does the presence (or the
absence) of a knot in a protein provide any clues to its function or origin? NMR spectroscopy 20 mM (5.08 mg/500 μl) solution of (2S)-2-Amino-4-[[(2S,3S,4R,5R)-5-(6-aminopurin-9-yl)-
3,4-dihydroxy- -oxolan-2-yl]methyl-methylsulfonio]butanoate (S-adenosylmethionine, SAM)
was prepared in a phosphate buffer (pH = 6.50, 500 mM in D2O). Phosphate buffer consisted
of 100 mM sodium phosphate (pH = 6.50), 10 mM MgCl2, 2 mM dithiothreitol (DTT), 0.05
mM ethylenediaminetetraacetic acid (EDTA) and 100 mM NaCl in D2O. Appropriate pH of
the phosphate buffer was obtained by mixing NaH2PO4 and Na2HPO4 in a suitable ratio:
26.82 mg Na2HPO4 2 H2O (177.99 g/mol) and 48.20 mg NaH2PO4 2 H2O (137.99 g/mol) for
1 ml D2O. The mixture was transferred into standard 5 mm NMR tube. The measurements
were performed on 700 MHz Agilent DirectDrive2 spectrometer equipped with a room-
temperature HCN probe, temperature controlled at 25˚C. Each spectrum was obtained with
water suppression using presaturation. 2D rotating frame nuclear Overhauser effect spectra
(ROESY) were recorded in a phosphate buffer, only with EDTA, with a spin lock time of 300
ms. A spectral width of 15.9 ppm was used in both dimensions. 256 indirect evolution time
increments were recorded after 32 steady-state scans. For each FIDs 3348 complex data points
were acquired for accumulated 16 scans. A relaxation delay between scans was 3 s. Conclusions Do different entan-
glements play any role in the binding process or the catalysis? Our study clearly shows the
difference between binding mechanism based on knotted and unknotted methyltransferases. We anticipate that such differences are also present in other types of proteins with distinct
topologies. Analysis of the chemical structure of SAM Chemical shifts of SAM nuclei were obtained from analysis of 1H NMR, 2D HSQC, 2D
HMBC, 2D DQF-COSY, 2D ROESY, 2D Z-TOCSY spectra (Figs 2 and 12 and Table 2) and
compared with previously reported results [39, 56]. The obtained 1D and 2D data set was Fou-
rier transformed and processed using nmrPipe [57] and Mnova NMR software. MD simulation Molecular Dynamics (MD) simulations of a free ligand in solvent was done using GROMACS
5.0.2 [59] package and AMBER99 force field [60] with improved parameters for the ligand
[42]. The simulation was done for 1μs in constant temperature (298K) and pressure (1 atm)
with 150 mM of NaCl present. The system was equilibrated for 100 ps each in NVT and NPT
ensembles. The simulations of the whole complexes of TrmD and Trm5 (proteins, SAM, and tRNA)
were also done in GROMACS 5.0.2, but with CHARMM36 force field. The simulations were
atomistic with explicit water present. The crystal structure of TrmD used as the starting con-
figuration was PDB id: 4yvi, for Trm5 2zzm. Simulations were conducted using the same
methodology as described before [11]. The appropriate amino acid protonation states in pH
8 were obtained using PDB2PQR server [61]. The charge of the systems were neutralized
with addition of NaCl ions. The cutoff for electrostatic and van der Waals interactions were
set at length of 12 Å. The entropy of SAM in the binding site was estimated using Principal
Component Analysis and g_anaeig program from the GROMACS package (quasi-harmonic
approximation). Calculation of the distance between atoms in the chemical structure of
SAM 2.34
27.69
γ
t
3.47
41.22
γ0
t
3.68
41.22
https://doi.org/10.1371/journal.pcbi.1007904.t002 https://doi.org/10.1371/journal.pcbi.1007904.t002 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 18 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites cross relaxation distance between the H-1’ and H-2’ protons was used (2.90 Å with the 0.2 Å
uncertainty), according to literature [40]: r ¼
Iref
I
1
6
rref
ð1Þ r ¼
Iref
I
1
6
rref ð1Þ Assuming independent variables, error propagation was calculated (form. 2).fifififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififi Assuming independent variables, error propagation was calculated (form. 2).fififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififififi Dr ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Iref
I
1
6
Drref
!2
þ
1
6
ðIrefÞ
5
6
I
1
6
rrefDIref
!2
þ
1
6
ðIrefÞ
1
6rref
I
7
6
DI
!2
v
u
u
t
ð2Þ ð2Þ where: Δr—uncertainty of measurement (error of calculated distance between atoms); rref—reference distance between the protons in SAM’s structure (H-1’ to H-2’), according
to literature [40], amounting to 2.9 Å; Δrref—error of reference rref, equal to 0.2 Å ([40]); Δrref—error of reference rref, equal to 0.2 Å ([40]); f
ΔI—peak intensity error; f
ΔI—peak intensity error; Iref—intensity of the reference correlation peak (H-1’ to H-2’); ΔIref—reference peak intensity error. Calculation of the distance between atoms in the chemical structure of
SAM For analysis of SAM conformations the obtained 2D ROESY data set was Fourier transformed,
processed using nmrPipe and imported into Sparky [58]. Intensity of the correlation peaks
helped to calculate the interproton distances. The distances between the atoms (r) were calcu-
lated on the basis of formula 1, where I is the intensity of the cross correlation peak, while the
Iref is the intensity of referencing correlation peak. As an internal reference rref of the rate of Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 17 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Fig 12. 1H NMR spectra of SAM in 25˚C. https://doi.org/10.1371/journal.pcbi.1007904.g012 Fig 12. 1H NMR spectra of SAM in 25˚C. https://doi org/10 1371/journal pcbi 1007904 g012 Fig 12. 1H NMR spectra of SAM in 25˚C. https://doi.org/10.1371/journal.pcbi.1007904.g012
Table 2. 1H and 13C chemical shifts in 25˚C. Atom’s
number
Multiplet
structure
Chemical shift in 1H NMR spectrum
[ppm]
Chemical shift in 13C NMR spectrum
[ppm]
2
s
8.27
155.70
8
s
8.30
143.73
1’
d
6.11
91.81
2’
t
4.96
75.16
3’
t
4.60
75.36
4’
mult. 4.57
80.92
5’
d
3.92-3.94
46.87
5”
d
4.03-4.05
46.87
methyl group
s
2.98
26.13
α
t
3.78
55.35
β
quart. 2.34
27.69
γ
t
3.47
41.22
γ0
t
3.68
41.22
https://doi.org/10.1371/journal.pcbi.1007904.t002
utational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020
18 / 25 Fig 12. 1H NMR spectra of SAM in 25˚C. Fig 12. 1H NMR spectra of SAM in 25˚C. Table 2. 1H and 13C chemical shifts in 25˚C. Table 2. 1H and 13C chemical shifts in 25˚C. Atom’s
number
Multiplet
structure
Chemical shift in 1H NMR spectrum
[ppm]
Chemical shift in 13C NMR spectrum
[ppm]
2
s
8.27
155.70
8
s
8.30
143.73
1’
d
6.11
91.81
2’
t
4.96
75.16
3’
t
4.60
75.36
4’
mult. 4.57
80.92
5’
d
3.92-3.94
46.87
5”
d
4.03-4.05
46.87
methyl group
s
2.98
26.13
α
t
3.78
55.35
β
quart. Analysis of SAM-protein complexes Angle distributions of SAM conformations were calculated using GROMACS 5.0.2 [59] pack-
age. We prepared distributions for the MD simulation and for all sets of SAM conformations
extracted from protein-ligand complexes: unknotted proteins, knotted proteins, unknotted
MTs, and knotted MTs. We obtained those complexes from PDB, and evaluated whether the
protein is knotted or not using KnotProt 2.0 database [9]. Analysis of knotted MTs was carried out mainly with Schroedinger Maestro 2017-1. This
includes RMSD calculations, and preparation of Ramachandran plots. The eight knotted MTs
we used to investigate syn arrangement interruption and adenine-binding loop structure were
(PDB ids): 1uak, 1x7p, 2egv, 2v3k, 3nk7, 4fak, 4yvg, and 5h5f. We chose these structures to be
as sequentially different as possible. For adenine-binding loop geometry investigation we used MASTER (Method of Acceler-
ated Search for Tertiary Ensemble Representatives) [63]. Screening of PDB structures was
conducted with RMSD cutoff equal to 2 Å, and by fitting fragments through main chain
superposition. Sequence alignment of knotted MTs was conducted using PROMALS3D [64]. The cluster-
ing of the sequences of SAM-dependent methyltransferases were done using CLANS [65]
(with default parameters), which performs all vs. all sequence BLAST matches. From UniProt
database we extracted 10 934 proteins that were classified as methyltransferases based on EC
number (2.1.1) and had at least one Pfam identifier. Based on Pfam we divided this set into 5
classes: Rossmann Fold, TIM, tetrapyrrole, SPOUT and SET domain MTs. Structural alignments of protein sequences used for the generation of the glycine motifs
were obtained with MUSTANG 3.2.3. [66]. All available SAM-bound structures of knotted
and unknotted (with Rossmann Fold) methyltransferases were aligned. In order to obtain
unbiased results, we used the sequences extracted from UniProt database to find the proteins
that represent each group with 30% of sequence similarity (with CD-hit [67]). The representa-
tive sequences were aligned to the structure-based alignment with MAFFT [68]. Using JalView
[69] with annotations showing binding site residues (within 5 Åof SAM; in-house script), we
extracted the alignment of glycine-rich motifs (without indels). The motifs were visualized
using WebLogo [55]. PDB structures that we used to investigate SAM binding are described in Supplementary
Materials (S1–S3 Tables). We chose one structure from each of the most distinct families of
unknotted MTs, and knotted MT dimers. We used all available structures of knotted MT
monomers, and knotted SAM synthases. Fitting clusters to NMR distances The clustering was done with RMSD cutoff set to 1.25Å on 27 heavy atoms using g_cluster
module. Clustering of PDB-derived SAMs was based on the ligands from all of the available
ligand-bound structures from Protein Data Bank [62] (20 from the knotted methyltransferases
and 212 from the unknotted). Finding the best fit to the NMR data was done on sets containing 90 clusters (based on free
ligand MD), 10 clusters (based on SAMs bound to unknotted MTs from PDB) and 2 clusters
(based on SAMs bound to knotted MTs from PDB). Each set of conformations was considered
separately and divided into the combinations of 4 structures. We tested every combination of
clusters with their populations varying from 0% to 100%. Each interproton distance was r−6
averaged over the set of given conformations—the average was weighted based on the clusters PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 19 / 25 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites populations. populations. dcl ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Pn
i vix 6
i
Pn
i vi
6
s
ð3Þ ð3Þ vi—weight of i-th cluster; xi—interproton distance of i-th cluster Every interproton distance was averaged based on given clusters (dcl) and then weighted
RMSD between dcl and NMR distance (dNMR) was calculated.fififififififififififififififififififififififififififififififififififififi RMSD ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
Pn
i wiðdcl dNMRÞ
2
Pn
i wi
s
ð4Þ ð4Þ wi—weight of i-th distance; wi ¼ e 2
i , (ei is error for i-th distance from NMR experiment) wi—weight of i-th distance; wi ¼ e 2
i , (ei is error for i-th distance from NMR experiment) PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 S5 Fig. Sequence alignment of 20 most distinct knotted methyltransferases.
(TIF) S6 Fig. SAM conformations superimposed on ribose heavy atoms and adenine N9. Green:
unknotted protein (PDB ID: 4dmg); purple: knotted MT (PDB ID: 4yvg); orange: knotted
SAM synthase (PDB ID: 4ndn); teal: unknotted histone MT (PDB ID: 1n6c). A: side view; B:
view from the top. (TIF) S6 Fig. SAM conformations superimposed on ribose heavy atoms and adenine N9. Green:
unknotted protein (PDB ID: 4dmg); purple: knotted MT (PDB ID: 4yvg); orange: knotted
SAM synthase (PDB ID: 4ndn); teal: unknotted histone MT (PDB ID: 1n6c). A: side view; B:
view from the top. (TIF) Analysis of SAM-protein complexes Figs 7 and 10 were prepared in Schroedinger Maestro 2017-1. 20 / 25 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Supporting information
S1 Fig. SAM conformations from MTs, superimposed on ribose and adenine heavy atoms. Panel A shows extended conformations from unknotted MTs (green), bent SAMs from knot-
ted MTs (purple), and rare conformations from knotted MTs with extended methionine moi-
ety (grey). Panel B depicts one structure from each of these groups. (TIF)
S2 Fig. Chart showing both angle SD-O4’-N9 and dihedral O4’-C1’-N9-C8 of SAM confor-
mations from unknotted (blue) and knotted (red) proteins from PDB. The right panel: dis-
tributions of angle SD-O4’-N9. (TIF)
S3 Fig. Adenine-binding loops of selected knotted MTs. Superimposed on SAM adenine
moiety’s heavy atoms. (TIF)
S4 Fig. Ramachandran plots of adenine-binding loops from eight representative knotted
MTs. (TIF)
S5 Fig. Sequence alignment of 20 most distinct knotted methyltransferases. (TIF)
S6 Fig. SAM conformations superimposed on ribose heavy atoms and adenine N9. Green:
unknotted protein (PDB ID: 4dmg); purple: knotted MT (PDB ID: 4yvg); orange: knotted
SAM synthase (PDB ID: 4ndn); teal: unknotted histone MT (PDB ID: 1n6c). A: side view; B:
view from the top. (TIF)
S7 Fig. Schematic structure of SAM in two epimeric forms: (+)-SAM and (-)-SAM. (TIF)
S8 Fig. Clustering of the sequences of SAM-dependent methyltransferases divided into 5
classes. Rossmann Fold (Class I; blue), TIM beta/alpha barrel (Class II; cyan), tetrapyrrole
MTs (Class III; purple), SPOUT (Class IV; red), SET domain (Class V; green). Black color
refers to unannotated methyltransferases. The proteins with similarity threshold (P) lower
than 10−25 are joined by lines, which are darker the greater the similarity. The proteins belong-
ing to each class are separated from other classes and are forming smaller groups, which shows
that sequential differences in SAM-dependent MTs are present between as well as within each
class. (TIF)
S1 Table. Knotted MT dimers. (PDF)
S2 Table. Knotted MT monomers. (PDF)
S3 Table. Unknotted MTs. (PDF)
S4 Table. Quasi harmonic approximation of the entropy contribution to free energy (TS)
at T = 310 K (kJ/mol) calculated for SAM in binding sites of knotted (TrmD) and unknot-
ted (Trm5) analogous methyltransferases. The calculation is based on the Principal S2 Fig. Chart showing both angle SD-O4’-N9 and dihedral O4’-C1’-N9-C8 of SAM confor-
mations from unknotted (blue) and knotted (red) proteins from PDB. The right panel: dis-
tributions of angle SD-O4’-N9.
(TIF) S2 Fig. Chart showing both angle SD-O4’-N9 and dihedral O4’-C1’-N9-C8 of SAM confor-
mations from unknotted (blue) and knotted (red) proteins from PDB. The right panel: dis-
tributions of angle SD-O4’-N9. (TIF) S3 Fig. Adenine-binding loops of selected knotted MTs. Superimposed on SAM adenine
moiety’s heavy atoms. (TIF) S4 Fig. Ramachandran plots of adenine-binding loops from eight representative knotted
MTs. (TIF) S4 Fig. Ramachandran plots of adenine-binding loops from eight representative knotted
MTs.
(TIF) S5 Fig. Sequence alignment of 20 most distinct knotted methyltransferases. (TIF) S7 Fig. Schematic structure of SAM in two epimeric forms: (+)-SAM and (-)-SAM.
(TIF) S8 Fig. Clustering of the sequences of SAM-dependent methyltransferases divided into 5
classes. Rossmann Fold (Class I; blue), TIM beta/alpha barrel (Class II; cyan), tetrapyrrole
MTs (Class III; purple), SPOUT (Class IV; red), SET domain (Class V; green). Black color
refers to unannotated methyltransferases. The proteins with similarity threshold (P) lower
than 10−25 are joined by lines, which are darker the greater the similarity. The proteins belong-
ing to each class are separated from other classes and are forming smaller groups, which shows
that sequential differences in SAM-dependent MTs are present between as well as within each
class. (TIF) Author Contributions Conceptualization: Krzysztof Kazimierczuk, Piotr Setny, Joanna I. Sulkowska. Conceptualization: Krzysztof Kazimierczuk, Piotr Setny, Joanna I. Sulkowska. Formal analysis: Agata P. Perlinska, Adam Stasiulewicz, Ewa K. Nawrocka. Funding acquisition: Agata P. Perlinska, Joanna I. Sulkowska. Investigation: Agata P. Perlinska, Adam Stasiulewicz, Ewa K. Nawrocka, Krzysztof Kazimierc-
zuk, Piotr Setny, Joanna I. Sulkowska. Methodology: Krzysztof Kazimierczuk, Piotr Setny, Joanna I. Sulkowska. Supervision: Joanna I. Sulkowska. Validation: Piotr Setny, Joanna I. Sulkowska. Visualization: Agata P. Perlinska, Adam Stasiulewicz, Ewa K. Nawrocka. Writing – original draft: Agata P. Perlinska, Adam Stasiulewicz, Ewa K. Nawrocka, Krzysztof
Kazimierczuk. Writing – review & editing: Agata P. Perlinska, Adam Stasiulewicz, Piotr Setny, Joanna I. Sulkowska. Component Analysis of MD simulations of protein-SAM-tRNA complexes. Entropy of SAM
A from TrmD and SAM from Trm5 are statistically different (p-value = 0.0052; Student’s t-
test).
(PDF) Component Analysis of MD simulations of protein-SAM-tRNA complexes. Entropy of SAM
A from TrmD and SAM from Trm5 are statistically different (p-value = 0.0052; Student’s t-
test). (PDF) S3 Table. Unknotted MTs.
(PDF) S4 Table. Quasi harmonic approximation of the entropy contribution to free energy (TS)
at T = 310 K (kJ/mol) calculated for SAM in binding sites of knotted (TrmD) and unknot-
ted (Trm5) analogous methyltransferases. The calculation is based on the Principal S4 Table. Quasi harmonic approximation of the entropy contribution to free energy (TS)
at T = 310 K (kJ/mol) calculated for SAM in binding sites of knotted (TrmD) and unknot-
ted (Trm5) analogous methyltransferases. The calculation is based on the Principal S4 Table. Quasi harmonic approximation of the entropy contribution to free energy (TS)
at T = 310 K (kJ/mol) calculated for SAM in binding sites of knotted (TrmD) and unknot-
ted (Trm5) analogous methyltransferases. The calculation is based on the Principal S4 Table. Quasi harmonic approximation of the entropy contribution to free energy (TS)
at T = 310 K (kJ/mol) calculated for SAM in binding sites of knotted (TrmD) and unknot-
ted (Trm5) analogous methyltransferases. The calculation is based on the Principal 21 / 25 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1007904
May 26, 2020 PLOS COMPUTATIONAL BIOLOGY S-adenosylmethionine conformational freedom in protein binding sites Component Analysis of MD simulations of protein-SAM-tRNA complexes. Entropy of SAM
A from TrmD and SAM from Trm5 are statistically different (p-value = 0.0052; Student’s t-
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https://bmcproc.biomedcentral.com/counter/pdf/10.1186/1753-6561-4-S2-P45
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English
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Targeted gene silencing for cancer treatment
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BMC proceedings
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cc-by
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* Correspondence: ligia.cgs@gmail.com
1Faculty of Pharmacy, University of Coimbra, Coimbra, Portugal
Full list of author information is available at the end of the article POSTER PRESENTATION Open Access Open Access da Silva et al. BMC Proceedings 2010, 4(Suppl 2):P45
http://www.biomedcentral.com/1753-6561/4/S2/P45 da Silva et al. BMC Proceedings 2010, 4(Suppl 2):P45
http://www.biomedcentral.com/1753-6561/4/S2/P45 © 2010 da Silva et al; licensee BioMed Central Ltd. Author details
1 Cancer arises in the twenty-first century as one of the
leading causes for mortality in the western civilization. In the last decades, several genes were identified as
important players in the transformation of a normal cell
into a tumor cell. Therefore, modulation of those genes
is a promising strategy for cancer treatment. Gene
downregulation can be mediated by small-interfering
RNA (siRNA), 21-23 nucleotides long double strand of
RNA, which has the potential to inhibit the expression
of a target gene through specific cleavage of perfectly
complementary mRNA. However, the clinical use of
these molecules has been impaired by their unfavourable
pharmacokinetics
profile
and
low
intracellular
accumulation. Author details
1Faculty of Pharmacy, University of Coimbra, Coimbra, Portugal. 2Center for
Neuroscience and Cell Biology, University of Coimbra, Coimbra, Portugal. 3Faculty of Medical Sciences, New University of Lisbon, Lisbon, Portugal. 4Department of Life Sciences, Faculty of Sciences and Technology, University
of Coimbra, Coimbra, Portugal. Published: 24 September 2010 doi:
Cite this article as: da Silva et al.: Targeted gene silencing for cancer
treatment. BMC Proceedings 2010 4(Suppl 2):P45. doi:
Cite this article as: da Silva et al.: Targeted gene silencing for cancer
treatment. BMC Proceedings 2010 4(Suppl 2):P45. In order to address this issue, we have developed a
novel targeted sterically stabilized lipid-based nanoparti-
cle characterized by high siRNA encapsulation effi-
ciency, efficient protection of siRNA, average size
around 200 nm, and charge close to neutrality. Overall,
these are nanoparticles that present adequate features
for systemic administration. Our results have shown that the targeted nanoparti-
cles were specifically internalized by human cancer cells
(MDA-MB-435 and MDA-MB-231) and endothelial
cells (HMEC-1). In experiments performed with green
fluorescent protein (GFP)-overexpressing human cancer
cell lines, specific downregulation of GFP, both at the
protein and mRNA levels, was further observed with the
targeted nanoparticle but not with the non-targeted
counterpart. As the developed nanoparticle is adequate
for the encapsulation and delivery of any siRNA
sequence, studies with a siRNA against a therapeutic
molecular target are now ongoing. Author details
1 Submit your next manuscript to BioMed Central
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d Submit your next manuscript to BioMed Central
and take full advantage of: Submit your next manuscript to BioMed Central
and take full advantage of:
• Convenient online submission
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• Immediate publication on acceptance
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d © 2010 da Silva et al; licensee BioMed Central Ltd.
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English
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An external ventricular drainage catheter impregnated with rifampicin, trimethoprim and triclosan, with extended activity against MDR Gram-negative bacteria: an in vitro and in vivo study
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The journal of antimicrobial chemotherapy/Journal of antimicrobial chemotherapy
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cc-by
| 6,703
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Received 4 March 2019; returned 3 May 2019; revised 3 June 2019; accepted 11 June 2019 Background: External ventricular drainage (EVD) carries a high risk of ventriculitis, increasingly caused by MDR
Gram-negative bacteria such as Escherichia coli and Acinetobacter baumannii. Existing antimicrobial EVD cathe-
ters are not effective against these, and we have developed a catheter with activity against MDR bacteria and
demonstrated the safety of the new formulation for use in the brain. Objectives: Our aim was to determine the ability of a newly formulated impregnated EVD catheters to with-
stand challenge with MDR Gram-negative bacteria and to obtain information about its safety for use in the CNS. Methods: Catheters impregnated with three antimicrobials (rifampicin, trimethoprim and triclosan) were chal-
lenged in flow conditions at four weekly timepoints with high doses of MDR bacteria, including MRSA and
Acinetobacter, and monitored for bacterial colonization. Catheter segments were also inserted intracerebrally
into Wistar rats, which were monitored for clinical and behavioural change, and weight loss. Brains were
removed after either 1 week or 4 weeks, and examined for evidence of inflammation and toxicity. Results: Control catheters colonized quickly after the first challenge, while no colonization occurred in the
impregnated catheters even after the 4 week challenge. Animals receiving the antimicrobial segments behaved
normally and gained weight as expected. Neurohistochemistry revealed only surgical trauma and no evidence
of neurotoxicity. Conclusions: The antimicrobial catheter appears to withstand bacterial challenge for at least 4 weeks, suggest-
ing that it might offer protection against infection with MDR Gram-negative bacteria in patients undergoing EVD. It also appears to be safe for use in the CNS. Roger Bayston1*, Waheed Ashraf1, Ivan Pelegrin1,2, Katherine Fowkes3, Alison S. Bienemann4,
William G. B. Singleton4,5 and Ian S. Scott3 Downloaded from https://academic.oup.com/jac/article/74/10/2959/5532147 by guest on 13 October 2020 1School of Medicine, University of Nottingham, Nottingham, UK; 2Infectious Diseases Department, Hospital Universitari de Bellvitge-
IDIBELL, Barcelona, Spain; 3Department of Neuropathology, Nottingham University Hospitals NHS Trust, Nottingham, UK; 4Institute of
Clinical Neurosciences, Faculty of Health Sciences, University of Bristol, Bristol, UK; 5Department of Paediatric Neurosurgery, Bristol
Royal Hospital for Children, Bristol, UK *Corresponding author. E-mail: roger.bayston@nottingham.ac.uk J Antimicrob Chemother 2019; 74: 2959–2964
doi:10.1093/jac/dkz293 Advance Access publication 13 July 2019 V
C The Author(s) 2019. Published by Oxford University Press on behalf of the British Society for Antimicrobial Chemotherapy.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/
by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
2959 Introduction to ‘bundles’ of interventions. While the former shows some benefit,
but a tendency to provoke resistance, bundles usually bring about
a reduction in infection rates, but depend on sustained compli-
ance, rates rising again after some time.4 Some changes have
brought about clear benefit, such as tunnelling of the catheter and
restricting CSF aspiration to that clinically necessary. However, fol-
lowing from the successful use of antimicrobial catheters in shunt-
ing, similar catheters have been introduced for EVD.1,3,5–7 Our
catheters
containing
rifampicin
and
clindamycin
(Bactiseal,
Integra Life Sciences, Plainsboro, NJ, USA) have been successful in
reducing staphylococcal infection,8 but they have no activity
against
Gram-negative
bacteria. Though
staphylococci
are External ventricular drainage (EVD) of CSF is widely used as a tem-
porary measure in the management of raised intracranial pressure
associated with a variety of conditions including trauma, haemor-
rhage, hydrocephalus, infection management and tumours. Patients requiring EVD are often in intensive care. Ventriculitis is a
major complication of EVD. The reported incidence varies greatly,
from 7.8% to 27%,1–3 but is usually 5%–10% of episodes. The vari-
ation in incidence can be due to differences in patient populations,
EVD management regimens and particularly diagnostic criteria. Many regimens have been proposed to reduce the rate of ven-
triculitis associated with EVD, ranging from antibiotic prophylaxis V
C The Author(s) 2019. Published by Oxford University Press on behalf of the British Society for Antimicrobial Chemotherapy. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/
by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. 2959 2959 Bayston et al. traditionally the main pathogens, recently there have been reports
of increasing proportions of Gram-negative bacteria causing ven-
triculitis9–11 with an increase in multiresistance to antibiotics.10–12
Acinetobacter baumannii, Klebsiella pneumoniae and Enterobacter
spp. are the most commonly found Gram-negative bacteria. Using
similar platform technology, we have developed an EVD catheter
that retains activity against staphylococci while also having activity
against most Gram-negative EVD pathogens, including MDR
strains. The antimicrobials in the new catheter, rifampicin, tri-
methoprim and triclosan, were chosen partly for their antimicro-
bial spectrum and partly because of their chemical compatibility
with the impregnation process. In vitro challenge The brains containing the catheter segments were removed and sent
for neuropathological examination. Catheters were removed from the brain
post-mortem, after brain explantation and prior to neuropathological
examination. Antimicrobial and control EVD catheters were inserted aseptically into a
modular challenge apparatus with capacity for 12 catheters to be tested
simultaneously.13,14 The apparatus determines the ability of impregnated
catheter tubing to withstand multiple bacterial challenges in flow conditions. The catheters were maintained at 37C while being perfused constantly
with 20%, or 2% for Acinetobacter, tryptone soy broth (TSB; Oxoid Ltd,
Basingstoke, UK) at a rate of 20mL/h. At four timepoints (Days 0, 7, 14 and
21), the catheters were inoculated with 1 mL of 105 cfu/mL suspension of
the test bacteria. For each inoculation, flow was stopped and the catheters
clamped, and, after injection of the inoculum into the test catheter, they
remained clamped for 1 h to encourage bacterial attachment. A control
catheter was set up for each test strain at each challenge, and changed Antimicrobial and control EVD catheters were inserted aseptically into a
modular challenge apparatus with capacity for 12 catheters to be tested
simultaneously.13,14 The apparatus determines the ability of impregnated
catheter tubing to withstand multiple bacterial challenges in flow conditions. The catheters were maintained at 37C while being perfused constantly
with 20%, or 2% for Acinetobacter, tryptone soy broth (TSB; Oxoid Ltd,
Basingstoke, UK) at a rate of 20mL/h. At four timepoints (Days 0, 7, 14 and
21), the catheters were inoculated with 1 mL of 105 cfu/mL suspension of
the test bacteria. For each inoculation, flow was stopped and the catheters
clamped, and, after injection of the inoculum into the test catheter, they
remained clamped for 1 h to encourage bacterial attachment. A control
catheter was set up for each test strain at each challenge, and changed Neuroimplantation Segments of the processed catheters were cut to 4 mm in length, packaged
and sterilized as above. All animal work was performed in accordance with
the UK Animal Scientific Procedures Act 1986 and was covered by both pro-
ject and personal licences that were issued by the Home Office. Animal
licences were reviewed and approved by the University of Bristol Ethics
Committee (project licence PA95E951). All efforts were made to minimize
animal use and suffering. Juvenile male Wistar rats (Harlan, UK) weighing
250+5 g were group-housed in Techniplast 1500U cages with irradiated
lignocel bedding and sawdust (International Product Supplies Ltd, UK). The
study room was illuminated by fluorescent light set to give a cycle of 12h of
light and 12h of dark, and was air-conditioned. The ambient temperature
was held between 17C and 22C. Subjects were randomized into one of
four groups (each containing four subjects) based on duration of treatment
before sacrifice (7 and 28days). Animals were individually anaesthetized
with 2% inhaled isoflurane in oxygen in an anaesthetic chamber then
placed in a stereotactic frame (David Kopf Instruments, Tujunga, CA, USA). Anaesthesia was maintained with inhaled 2% isoflurane/oxygen. The scalp
fur was clipped and skin cleaned using alcoholic chlorhexidine. A midline in-
cision from glabella to occiput exposing the skull was made, and a 5 mm
burr hole was made 2 mm anterior and 2 mm lateral to the bregma on the
right. The dura was opened and the catheter segment stereotactically
placed in the frontal lobe on a stylet to a depth of 4 mm. The stylet was
removed, leaving the segment in place. Bone wax was applied where
needed for bone haemostasis, and the wound was closed with absorbable
sutures (4/0 Vicryl Rapide
V
R). Intramuscular analgesia was used post-
operatively (buprenorphine, 30lg/kg) and the animals were returned to
their housing when recovered. Processing of catheters The method used was based on that already published.13 Briefly, medical
grade silicone EVD catheter tubing (Vesta Inc., Franklin, WI, USA) ID
1.5 mm, OD 3.0 mm, was cut to 35cm lengths. A solution of rifampicin
(0.2%), trimethoprim (1%) and triclosan (1%) in chloroform was prepared
and the catheter tubing was immersed in the solution at room temperature
(22C) for 1 h. The tubing was then removed and held in a current of air
for 18h for the solvent to evaporate. It was then briefly rinsed in ethanol
to remove any surface drug accretions, dried and packaged, and sterilized
by autoclaving at 121C for 15min. After sterilizing, three of the catheters
were selected for quality assessment. They were immersed in chloroform
for 1 h at room temperature to extract antimicrobials, then the extracts
were analysed by HPLC-MS to confirm drug content. Introduction As well as reporting the in vitro ac-
tivity of the catheter against these bacteria in rigorous clinically
predictive tests, we have investigated the safety of the new cath-
eter formulation for implantation into the brain using a rat model. when it became colonized. Each day, a sample of TSB was collected from
each catheter, and viable cell counting was performed to determine bacter-
ial numbers, by spreading 200 lL on a blood agar plate and incubating at
37C for 48h. All were tested in triplicate. Scanning electron microscopy
was performed on segments of both control and processed catheters at
the end of the challenge cycle. Segments of catheter 1.0 cm long were fixed
in cold acetone overnight and then cut longitudinally and dehydrated with
tetramethylsilane (Sigma–Aldrich), fixed to specimen stubs and sputter-
coated with gold for 300 s before examination using a Jeol JSM 6060 micro-
scope (Jeol Ltd, Tokyo, Japan). Test strains All 17 bacteria tested were clinical isolates. They were: MRSA NB881,
Escherichia coli NB2203 and NB2365, Enterobacter cloacae NB1454C and
K. pneumoniae NB914 and F3990; a series of MDR strains: A. baumannii
NB893, F1865, F2653 and F3859, E. coli F3986 (ESBL producing) and E. coli
F3802 (NDM-1 producing); and a series of isolates from clinical cases where
the rifampicin/clindamycin (Bactiseal) catheter had failed due to intrinsic
resistance to either rifampicin or clindamycin or both: methicillin-resistant
Staphylococcus epidermidis NB951, NB928, NB935 and F2364, and
Staphylococcus aureus (MRSA) F1836. Their characteristics are shown in
Table S1 (available as Supplementary data at JAC Online). The MICs of ri-
fampicin and trimethoprim were determined using Etest (bioMe´rieux,
Basingstoke, UK). The MIC of triclosan was determined by microtitre plate
serial dilution. All animals were examined daily for clinical signs of toxicity or changes
in behaviour, and body weight was recorded. All numerical data were ana-
lysed using GraphPad Prism
V
R. According to the experimental protocol, any
animals that displayed signs of neurological deterioration and/or weight
loss greater that 10% of peak body mass would be terminated by Schedule
1 killing. Groups 1 and 3 had control catheter segments implanted, and Groups 2
and 4 had impregnated catheter segments implanted. At the predeter-
mined timepoints, animals were euthanized by anaesthetic overdose and
then
perfusion-fixed
with
4%
paraformaldehyde
(Fisher
Scientific,
Loughborough, UK) in PBS (Oxoid), pH 7.4. JAC Antimicrobial external ventricular drain catheter (a)
(b)
(c)
(d)
Figure 1. (a and b) Scanning electron micrographs (%10000) of the lumens of catheters after four weekly bacteria challenges followed by 6–7 days
of perfusion. (a) Control catheter after challenge with K. pneumoniae NB914, at Day 7 of challenge 4. (b) Control catheter after challenge with MRSA
F1836, at Day 7 of challenge 4. (c) Magnification of %500. Lumen of the processed catheter after challenge with MRSA F1836, at Day 7 of challenge 4. The lower magnification was used to enable a more extensive field. (d) Magnification of %10000. Lumen surface of (c) with no visible bacteria
remaining. No bacteria were recovered after prolonged perfusion and agar culture. (a)
(c) (b)
(d) (b) (d) (c) Figure 1. (a and b) Scanning electron micrographs (%10000) of the lumens of catheters after four weekly bacteria challenges followed by 6–7 days
of perfusion. (a) Control catheter after challenge with K. pneumoniae NB914, at Day 7 of challenge 4. (b) Control catheter after challenge with MRSA
F1836, at Day 7 of challenge 4. (c) Magnification of %500. Lumen of the processed catheter after challenge with MRSA F1836, at Day 7 of challenge 4. The lower magnification was used to enable a more extensive field. (d) Magnification of %10000. Lumen surface of (c) with no visible bacteria
remaining. No bacteria were recovered after prolonged perfusion and agar culture. fibrillary acidic protein (GFAP) (Roche) (at a dilution of 1/5000), b-amyloid
precursor protein (b-APP) (Roche) (1/20000) and neurofilament protein
(NFP) (Roche) (1/50). Immunohistochemistry was performed on a Ventana
Benchmark Ultra (Roche Diagnostics) automated stainer. The slides were
dewaxed using cell conditioner 1 (Roche) at 95C for 36min and the pri-
mary antibodies were applied as follows: 24min (GFAP), 32min (NFP) and
36min (b-APP). Haematoxylin counterstain was applied for 12min. The
slides were then mounted prior to viewing (Thermo Scientific ClearVue). Negative controls were performed by omitting the primary antibody. Positive controls were mounted on all slides having first demonstrated
cross-reactivity between human and mouse tissues. catheters inoculated with the test bacteria became colonized after
four successive weekly challenges. All control catheters colonized
rapidly after inoculation and reached counts of 108 cfu/mL within
6–7 days of inoculation, while counts in all the impregnated cathe-
ters declined to zero within 3 days, remaining at zero until the next
challenge. Neuroimplantation Analysis
of
the
impregnated
catheters
showed
rifampicin
1.58 mg/g, trimethoprim 18.2 mg/g and triclosan 18.4 mg/g, all
within the expected range. Both the 1 week and the 4 week groups of animals remained in
good health, gaining weight as normal with no sign of neurotox-
icity and showing normal grooming. All rats fed normally through-
out. No difference was observed between the 1 week and the
4 week groups, or between controls and impregnated catheter
groups. Weight gain for the 4 week cohort is shown in Figure S1. Test strain characteristics Table S1 shows the 17 test strains and their susceptibilities to the
three catheter drugs. JAC From experiment, inoculation of 200 lL of effluent from
the catheters onto blood agar plates incubated for 48h was suffi-
cient to determine absence of viable bacteria. This has been con-
firmed
by
scanning
electron
microscopic
examination
of
impregnated catheters after 4 weeks of perfusion and bacterial
challenge (Figure 1a–c). No re-growth occurred in the days after
counts reached zero, nor was any resistance seen. Examples are
shown in Tables1 and 2 as all results were essentially similar. Neuropathology After noting the placement site, the catheter segments were removed
from the brains, which were then processed and embedded in paraffin wax
using standard laboratory protocols (PathCentre Tissue Processor: 3 day
schedule). The neuropathologist carrying out the assessment (I. S. S.) was
blind to group allocations. Sections were stained using haematoxylin and
eosin (Leica ST5020 autostainer), and with antibodies raised against glial 2960 JAC In vitro challenge There was no subjective
difference in the extent of inflammation between the control and
impregnated groups at this stage unless there had been significant
catheter trauma. After 4weeks, the inflammatory infiltrate in the
wall of the tract had subsided and the extent of the gliotic response
was much reduced (GFAP; Figure2c). The specimens all showed re-
sidual minor axonal injury within the tract, but the surgical inflam-
mation appeared to have subsided. The inflammatory response was
subjectively similar in both the control and impregnated groups after
4weeks, and the surgical inflammation appeared to have resolved
in comparison with the 1week specimens. Examples were identified,
from all experimental groups, in which there was significant trau-
matic
axonal
injury
associated
with
catheter
implantation
(Figure2d). These cases showed tract inflammation with diffuse cor-
tical hypoxic injury illustrated by a ‘geographical’ pattern of cortical
staining with b-APP and the presence of cortical ‘red’ neurons. These
effects are, most probably, secondary to traumatic vascular injury. In these cases, the tract inflammation was directly proportional to
the extent of surgical trauma and not the contents of the catheter. numbers of MDR bacteria for at least 4 weeks. EVD catheters are
not commonly used for more than 3 weeks. Activity against Gram-
negative bacteria would be a significant advantage for an EVD
catheter, extending its protective spectrum beyond its proven anti-
staphylococcal activity. Though failures due to intrinsically resist-
ant strains of staphylococci in Bactiseal EVD catheters are rare,15
we have shown that the new formulation is active against those
strains too. In addition, the results suggest that it will be equally ef-
fective against highly antibiotic-resistant strains that are now
being increasingly encountered. Most of the test bacteria were resistant to rifampicin, as
expected. In vitro challenge However, there is some evidence that, even when no con-
ventional susceptibility is detected, rifampicin might have sublethal
effects on the bacterial cell,11 and this has been confirmed clinical-
ly.16 We were also keen to employ the Dual Drug Principle,17,18
which indicates that this combination can be expected to reduce
the likelihood of mutational resistance to any of the three drugs,
and we previously have demonstrated this in vitro.19 The combination of antimicrobials, and particularly the triclosan
component, has not been used in a neurosurgical setting before,
though triclosan is used safely in other clinical applications such as
biodegradable sutures20 and urinary catheter irrigation,21,22 and
has been used safely in ureteral stents23 and central venous In vitro challenge Sections through the catheter tracts after 1 week and 4 weeks
were compared histologically with both control catheters and
impregnated catheters. The results are illustrated in Figure 2(a–d). After 1 week, the tracts in both control and impregnated groups In all cases, control catheters challenged with 105 cfu/mL of the
test bacteria colonized within a few days of inoculation, showing
high bacterial counts (108 cfu/mL). None of the impregnated 2961 Bayston et al. Table 2. Results of four weekly challenges with A. baumannii NB893,
showing on each challenge rising bacterial counts in the control catheter
to the point where they became obstructed by biofilm by Day 7 Table 1. Results of four weekly challenges with MRSA F1836, showing on
each challenge rising bacterial counts in the control catheter and no
growth from the antimicrobial catheters Day 1
Day 2
Day 3
Day 6
Day 7
Day 0, challenge 1
control
3.6%104
3.9%105
7.5%106
4.8%107
4.8%108
test 1
0
0
0
0
0
test 2
0
0
0
0
0
test 3
0
0
0
0
0
Day 0, challenge 2
control
2.8%104
7.5%106
1.5%107
4.5%107
1.1%108
test 1
0
0
0
0
0
test 2
0
0
0
0
0
test 3
0
0
0
0
0
Day 0, challenge 3
control
3.9%105
3.6%106
2.5%107
2.1%107
1.0%108
test 1
0
0
0
0
0
test 2
0
0
0
0
0
test 3
0
0
0
0
0
Day 0, challenge 4
control
2.5%105
6.5%106
6.6%107
2.5%108
1.1%108
test 1
0
0
0
0
0
test 2
0
0
0
0
0
test 3
0
0
0
0
0
A value of 0 corresponds to a value that was below the lower limit of
detection. The negative cultures remained in the antimicrobial catheters throughout
the four weekly challenges and each post-challenge perfusion (7 days). There was no growth from the antimicrobial catheters at 24 h after the
first challenge and though cultures were positive on monitoring on Day 1
after challenges 3 and 4, and Day 2 after challenge 2, they were negative
by Day 3 and cultures remained negative thereafter in the antimicrobial
catheters throughout the four weekly challenges and each post-chal-
lenge perfusion (7 days). showed tract inflammation associated with a fierce gliotic response
(GFAP; Figure2a). Stains for b-APP revealed minor axonal damage
along the margins of the tract (Figure2b). ted with a fierce gliotic response
revealed minor axonal damage
ure2b). There was no subjective
mation between the control and
unless there had been significant
he inflammatory infiltrate in the
the extent of the gliotic response
c). The specimens all showed re-
he tract, but the surgical inflam-
The inflammatory response was
rol and impregnated groups after
ation appeared to have resolved
imens. Examples were identified,
which there was significant trau-
with
catheter
implantation
ct inflammation with diffuse cor-
‘geographical’ pattern of cortical
ce of cortical ‘red’ neurons. These
ary to traumatic vascular injury.
tion was directly proportional to
ot the contents of the catheter.
numbers of MDR bacteria fo
not commonly used for more
negative bacteria would be
catheter, extending its prote
staphylococcal activity. Thou
ant strains of staphylococci
we have shown that the ne
strains too. In addition, the re
fective against highly antib
being increasingly encounter
Most of the test bacte
expected. However, there is s
ventional susceptibility is det
effects on the bacterial cell,1
ly.16 We were also keen to
which indicates that this com
the likelihood of mutational
and we previously have demo
The combination of antim
nges with MRSA F1836, showing on
ts in the control catheter and no
ers
2
Day 3
Day 6
Day 7
05
7.5%106
4.8%107
4.8%108
0
0
0
0
0
0
0
0
0
06
1.5%107
4.5%107
1.1%108
0
0
0
0
0
0
0
0
0
06
2.5%107
2.1%107
1.0%108
0
0
0
0
0
0
0
0
0
06
6.6%107
2.5%108
1.1%108
0
0
0
0
0
0
0
0
0
that was below the lower limit of
antimicrobial catheters throughout
ost-challenge perfusion (7 days).
Table 2. Results of four week
showing on each challenge risin
to the point where they became
Day 1
Day 0, challenge 1
control
1.3%107
test 1
0
test 2
0
test 3
0
Day 0, challenge 2
control
2.8%107
test 1
80
test 2
275
test 3
65
Day 0, challenge 3
control
2.7%107
test 1
225
test 2
155
test 3
185
Day 0, challenge 4
control
2.7%107
test 1
160
test 2
115
test 3
105
A value of 0 corresponds to a
detection.
There was no growth from the
first challenge and though cultu
after challenges 3 and 4, and D
by Day 3 and cultures remaine
catheters throughout the four
lenge perfusion (7 days). tion associated with a fierce gliotic response
for b-APP revealed minor axonal damage
e tract (Figure2b). There was no subjective
of inflammation between the control and
this stage unless there had been significant
4weeks, the inflammatory infiltrate in the
bsided and the extent of the gliotic response
AP; Figure2c). The specimens all showed re-
ry within the tract, but the surgical inflam-
e subsided. The inflammatory response was
th the control and impregnated groups after
al inflammation appeared to have resolved
week specimens. Examples were identified,
roups, in which there was significant trau-
associated
with
catheter
implantation
showed tract inflammation with diffuse cor-
rated by a ‘geographical’ pattern of cortical
the presence of cortical ‘red’ neurons. These
bly, secondary to traumatic vascular injury.
t inflammation was directly proportional to
uma and not the contents of the catheter.
impregnated with three antimicrobials
numbers of MDR bacteria for at least 4 w
not commonly used for more than 3 week
negative bacteria would be a significant
catheter, extending its protective spectrum
staphylococcal activity. Though failures d
ant strains of staphylococci in Bactiseal E
we have shown that the new formulation
strains too. In addition, the results suggest
fective against highly antibiotic-resistan
being increasingly encountered.
Most of the test bacteria were resi
expected. However, there is some evidence
ventional susceptibility is detected, rifampi
effects on the bacterial cell,11 and this has
ly.16 We were also keen to employ the
which indicates that this combination can
the likelihood of mutational resistance to
and we previously have demonstrated this
The combination of antimicrobials, and
component, has not been used in a neur
though triclosan is used safely in other clin
biodegradable sutures20 and urinary cath
eekly challenges with MRSA F1836, showing on
cterial counts in the control catheter and no
obial catheters
1
Day 2
Day 3
Day 6
Day 7
104
3.9%105
7.5%106
4.8%107
4.8%108
0
0
0
0
0
0
0
0
0
0
0
0
104
7.5%106
1.5%107
4.5%107
1.1%108
0
0
0
0
0
0
0
0
0
0
0
0
105
3.6%106
2.5%107
2.1%107
1.0%108
0
0
0
0
0
0
0
0
0
0
0
0
105
6.5%106
6.6%107
2.5%108
1.1%108
0
0
0
0
0
0
0
0
0
0
0
0
to a value that was below the lower limit of
ained in the antimicrobial catheters throughout
s and each post-challenge perfusion (7 days).
Table 2. Results of four weekly challenges w
showing on each challenge rising bacterial cou
to the point where they became obstructed by
Day 1
Day 2
Day 0, challenge 1
control
1.3%107
1.8%107 2.
test 1
0
0
0
test 2
0
0
0
test 3
0
0
0
Day 0, challenge 2
control
2.8%107
3.2%107 2.
test 1
80
5
0
test 2
275
65
0
test 3
65
15
0
Day 0, challenge 3
control
2.7%107
1.5%108 5.
test 1
225
0
0
test 2
155
0
0
test 3
185
0
0
Day 0, challenge 4
control
2.7%107
3.2%107 5.
test 1
160
0
0
test 2
115
0
0
test 3
105
0
0
A value of 0 corresponds to a value that wa
detection.
There was no growth from the antimicrobial
first challenge and though cultures were posit
after challenges 3 and 4, and Day 2 after challe
by Day 3 and cultures remained negative ther
catheters throughout the four weekly challe
lenge perfusion (7 days). gliotic response
axonal damage
as no subjective
the control and
been significant
infiltrate in the
gliotic response
s all showed re-
surgical inflam-
ry response was
ted groups after
o have resolved
were identified,
significant trau-
r
implantation
with diffuse cor-
attern of cortical
’ neurons. These
vascular injury.
y proportional to
f the catheter.
numbers of MDR bacteria for at least 4
not commonly used for more than 3 we
negative bacteria would be a significa
catheter, extending its protective spectr
staphylococcal activity. Though failure
ant strains of staphylococci in Bactisea
we have shown that the new formula
strains too. In addition, the results sugg
fective against highly antibiotic-resist
being increasingly encountered.
Most of the test bacteria were r
expected. However, there is some eviden
ventional susceptibility is detected, rifam
effects on the bacterial cell,11 and this h
ly.16 We were also keen to employ th
which indicates that this combination
the likelihood of mutational resistance
and we previously have demonstrated th
The combination of antimicrobials, a
1836, showing on
catheter and no
Day 6
Day 7
8%107
4.8%108
0
0
0
5%107
1.1%108
0
0
0
1%107
1.0%108
0
0
0
5%108
1.1%108
0
0
0
he lower limit of
heters throughout
fusion (7 days).
Table 2. Results of four weekly challenge
showing on each challenge rising bacterial
to the point where they became obstructed
Day 1
Day 2
Day 0, challenge 1
control
1.3%107
1.8%107
test 1
0
0
test 2
0
0
test 3
0
0
Day 0, challenge 2
control
2.8%107
3.2%107
test 1
80
5
test 2
275
65
test 3
65
15
Day 0, challenge 3
control
2.7%107
1.5%108
test 1
225
0
test 2
155
0
test 3
185
0
Day 0, challenge 4
control
2.7%107
3.2%107
test 1
160
0
test 2
115
0
test 3
105
0
A value of 0 corresponds to a value that
detection.
There was no growth from the antimicrob
first challenge and though cultures were po
after challenges 3 and 4, and Day 2 after ch
by Day 3 and cultures remained negative t
catheters throughout the four weekly cha
lenge perfusion (7 days). References 1 Babu MA, Patel R, Marsh WR et al. Strategies to decrease the risk of ven-
tricular catheter infections: a review of the evidence. Neurocrit Care 2011; 16:
194–202. Transparency declarations R. B. is holder of patents on the process described, assigned to his university,
with no personal gain. All other authors: none to declare. JAC Rats in the first series were euthanized
at 1 week to determine the effect of surgical trauma, and rats in
the second series were euthanized at 4 weeks to determine any in-
flammation or neurotoxicity that might be caused by the antimi-
crobials. Importantly, both series of rats receiving the antimicrobial
catheter segments gained weight normally and displayed no signs
of illness throughout, and were indistinguishable in these respects
from the control animals. When explanted brains were examined
neuropathologically, though the relatively large segments caused
considerable surgical trauma, there was no evidence of inflamma-
tion or toxicity that could be attributed to the antimicrobials in the
catheter. We were pleased to note that US and EU regulators have
recently banned triclosan in all but medical products, recognizing
its importance and safety in this area. cology data on triclosan from transcutaneous, transmucous mem-
brane and oral ingestion studies showing that it is safe.25 A pig
femoral artery graft implantation study has also showed no in-
flammatory response over and above that of control catheters.26
We have previously demonstrated its lack of toxicity in the rat peri-
toneal cavity.19 We therefore implanted catheter segments into
the brains of a series of rats. Rats in the first series were euthanized
at 1 week to determine the effect of surgical trauma, and rats in
the second series were euthanized at 4 weeks to determine any in-
flammation or neurotoxicity that might be caused by the antimi-
crobials. Importantly, both series of rats receiving the antimicrobial
catheter segments gained weight normally and displayed no signs
of illness throughout, and were indistinguishable in these respects
from the control animals. When explanted brains were examined
neuropathologically, though the relatively large segments caused
considerable surgical trauma, there was no evidence of inflamma-
tion or toxicity that could be attributed to the antimicrobials in the
catheter. We were pleased to note that US and EU regulators have
recently banned triclosan in all but medical products, recognizing
its importance and safety in this area. Supplementary data Table S1 and Figure S1 are available as Supplementary data at JAC Online. Table S1 and Figure S1 are available as Supplementary data at JAC Online. Table S1 and Figure S1 are available as Supplementary data at JAC Online. Funding This work was supported by an MRC Confidence in Concept grant
(CiC2017004). JAC Antimicrobial external ventricular drain catheter Figure 2. (a) Section showing the extent of reactive gliosis in the tract wall (GFAP) for a control catheter after 1week. The surrounding tissue gliotic response,
demonstrated in both the control and impregnated groups after 1week, reflected surgical trauma at this site, which subsided after 4weeks. (b) Stains for
b-APP revealed traumatic axonal injury (deposits are indicated by arrows) within the walls of the tracts related to surgical trauma. This was present in all
groups and varied in extent, but was independent of the contents of the catheter. (c) The gliotic response at 4weeks (GFAP) was reduced in both the control
and impregnated catheters. The traumatic axonal injury resulting from the catheter implant persisted at 4weeks, but the extent of inflammation at 4weeks
was proportional to the degree of traumatic injury and there was no subjective evidence that the impregnated catheter induced either inflammation or glio-
sis in excess of that produced by the control catheter. (d) An example of a catheter (control) at 4weeks (b-APP) showing an inflammatory infiltrate extending
from the catheter tip to traverse the corpus callosum (arrow), demonstrating significant axonal pathology in the corpus callosum, which presumably resulted
in traumatic vascular injury (not shown). These cases showed tract inflammation at 4weeks regardless of the contents of the catheter segment tip. academic.oup.com/jac/article/74/10/2959/5532147 by guest on 13 October 2020 Figure 2. (a) Section showing the extent of reactive gliosis in the tract wall (GFAP) for a control catheter after 1week. The surrounding tissue gliotic response,
demonstrated in both the control and impregnated groups after 1week, reflected surgical trauma at this site, which subsided after 4weeks. (b) Stains for
b-APP revealed traumatic axonal injury (deposits are indicated by arrows) within the walls of the tracts related to surgical trauma. This was present in all
groups and varied in extent, but was independent of the contents of the catheter. (c) The gliotic response at 4weeks (GFAP) was reduced in both the control
and impregnated catheters. The traumatic axonal injury resulting from the catheter implant persisted at 4weeks, but the extent of inflammation at 4weeks
was proportional to the degree of traumatic injury and there was no subjective evidence that the impregnated catheter induced either inflammation or glio-
sis in excess of that produced by the control catheter. Discussion Silicone EVD catheters impregnated with three antimicrobials
were able to withstand successive weekly challenges with high 2962 2962 JAC JAC (d) An example of a catheter (control) at 4weeks (b-APP) showing an inflammatory infiltrate extending
from the catheter tip to traverse the corpus callosum (arrow), demonstrating significant axonal pathology in the corpus callosum, which presumably resulted
in traumatic vascular injury (not shown). These cases showed tract inflammation at 4weeks regardless of the contents of the catheter segment tip. Figure 2. (a) Section showing the extent of reactive gliosis in the tract wall (GFAP) for a control catheter after 1week. The surrounding tissue gliotic response,
demonstrated in both the control and impregnated groups after 1week, reflected surgical trauma at this site, which subsided after 4weeks. (b) Stains for
b-APP revealed traumatic axonal injury (deposits are indicated by arrows) within the walls of the tracts related to surgical trauma. This was present in all
groups and varied in extent, but was independent of the contents of the catheter. (c) The gliotic response at 4weeks (GFAP) was reduced in both the control
and impregnated catheters. The traumatic axonal injury resulting from the catheter implant persisted at 4weeks, but the extent of inflammation at 4weeks
was proportional to the degree of traumatic injury and there was no subjective evidence that the impregnated catheter induced either inflammation or glio-
sis in excess of that produced by the control catheter. (d) An example of a catheter (control) at 4weeks (b-APP) showing an inflammatory infiltrate extending
from the catheter tip to traverse the corpus callosum (arrow), demonstrating significant axonal pathology in the corpus callosum, which presumably resulted
in traumatic vascular injury (not shown). These cases showed tract inflammation at 4weeks regardless of the contents of the catheter segment tip. even MDR bacteria suggests that it might be beneficial in reducing
EVD infections. Further studies will include insertion of whole cath-
eters into a large animal model and bacterial challenge in vivo. If
this study is successful, human studies will follow. catheters.24 There is also a large amount of published human toxi-
cology data on triclosan from transcutaneous, transmucous mem-
brane and oral ingestion studies showing that it is safe.25 A pig
femoral artery graft implantation study has also showed no in-
flammatory response over and above that of control catheters.26
We have previously demonstrated its lack of toxicity in the rat peri-
toneal cavity.19 We therefore implanted catheter segments into
the brains of a series of rats. Conclusions The antimicrobial EVD catheter therefore appears to be effective
against EVD pathogens and safe for implantation into the brain. The relatively long duration of protection against colonization by 2 Wong GKC, Poon WS, Wai S et al. Failure of regular external ventricular
drain exchange to reduce cerebrospinal fluid infection: result of a randomised
controlled trial. J Neurol Neurosurg Psychiatr 2002; 73: 759–61. 2963 Bayston et al. 3 Wright K, Young P, Brickman C et al. Rates and determinants
of ventriculostomy-related infections during a hospital transition to use
of antibiotic-coated external ventricular drains. Neurosurg Focus 2013; 34:
E12. 3 Wright K, Young P, Brickman C et al. Rates and determinants
of ventriculostomy-related infections during a hospital transition to use
of antibiotic-coated external ventricular drains. Neurosurg Focus 2013; 34:
E12. 14 Bayston R, Lambert E. Duration of protective activity of cerebrospinal fluid
shunt catheters impregnated with antimicrobial agents to prevent bacterial
catheter-related infection. J Neurosurg 1997; 87: 247–51. 15 Bayston R, Ashraf W. Antibiotic resistant infections with antibiotic-
impregnated Bactiseal catheters for ventriculoperitoneal shunts. Br J
Neurosurg 2011; 25: 780. 4 Dasic D, Hanna SJ, Bojanic S et al. External ventricular drain infection: the
effect of a strict protocol on infection rates and a review of the literature. Br J
Neurosurg 2006; 20: 296–300. 16 Bassetti M, Repetto E, Righi E et al. Colistin and rifampicin in the treatment
of multidrug-resistant Acinetobacter baumannii infections. J Antimicrob
Chemother 2008; 61: 417–20. 5 Zabramski JM, Whiting D, Darouiche RO et al. Efficacy of antimicrobial-
impregnated external ventricular drain catheters: a prospective, randomized,
controlled trial. J Neurosurg 2003; 98: 725–30. 17 Ehrlich P. Pathology in therapeutics: scientific principles, methods and
results. Lancet 1913; 445–51. 6 Gutierrez-Gonzalez R, Boto GR. Do antibiotic-impregnated catheters pre-
vent infection in CSF diversion procedures? Review of the literature. J Infect
2010; 61: 9–20. 18 Zhao X, Drlica K. Restricting the selection of antibiotic-resistant mutants:
a general strategy derived from fluoroquinolone studies. Clin Infect Dis 2001;
33 Suppl 3: S147–56. 7 Harrop JS, Sharan AD, Ratliff J et al. Impact of a standardized protocol and
antibiotic-impregnated catheters on ventriculostomy infection rates in cere-
brovascular patients. Neurosurgery 2010; 67: 187–91. 19 Bayston R, Fisher LE, Weber K. An antimicrobial modified silicone periton-
eal catheter with activity against both Gram-positive and Gram-negative
bacteria. Biomaterials 2009; 30: 3167–73. 8 Thomas R, Lee S, Patole S et al. Conclusions Antibiotic-impregnated catheters for the
prevention of CSF shunt infections: a systematic review and meta-analysis. Br
J Neurosurg 2012; 26: 175–84. 20 Barbolt TA. Chemistry and safety of triclosan, and its use as an antimicro-
bial coating on coated Vicryl Plus antibacterial suture (coated polyglactin 910
suture with triclosan). Surg Infect (Larchmt) 2002; 3 Suppl 1: S45–53. 9 Hogg GM, Barr JG, Webb CH. In-vitro activity of the combination of colistin
and rifampicin against multidrug-resistant strains of Acinetobacter bauman-
nii. J Antimicrob Chemother 1998; 41: 494–5. 21 Holroyd S. A new solution for indwelling catheter encrustation and block-
age. J Community Nurs 2017; 31: 48–52. 22 Pannek J, Vestweber AM. Clinical utility of an antimicrobial blocking solu-
tion in patients with an indwelling catheter. Aktuelle Urol 2011; 42: 51–4. 10 Kim B-N, Peleg AY, Lodise TP et al. Management of meningitis due to
antibiotic-resistant Acinetobacter species. Lancet Infect Dis 2009; 9: 245–55. 23 Cadieux PA, Chew BH, Nott L et al. Use of triclosan-eluting ureteral stents
in patients with long-term stents. J Endourol 2009; 23: 1187–94. 11 Lee HJ, Bergen PJ, Bulitta JB et al. Synergistic activity of colistin and rifam-
pin combination against multidrug-resistant Acinetobacter baumannii in an
in vitro pharmacokinetic/pharmacodynamic model. Antimicrob Agents
Chemother 2013; 57: 3738–45. 24 Silva Paes Leme AF, Ferreira AS, Alves FA et al. An effective and biocom-
patible antibiofilm coating for central venous catheter. Can J Microbiol 2015;
61: 357–65. 12 Hsueh PR, Chen WH, Luh KT. Relationships between antimicrobial use
and antimicrobial resistance in Gram-negative bacteria causing nosocomial
infections from 1991–2003 at a university hospital in Taiwan. Int J Antimicrob
Agents 2005; 6: 463–72. 25 Jones RG, Jampani HB, Newman JL et al. Triclosan: a review of effective-
ness and safety in health care settings. Am J Infect Control 2000; 28: 184–96. 26 Hernandez-Richter T, Schardey HM, Lo¨hlein F et al. The prevention and
treatment of vascular graft infection with a Triclosan (Irgasan)-bonded
Dacron graft: an experimental study in the pig. Eur J Vasc Endovasc Surg
2000; 20: 413–8. 13 Bayston R, Grove N, Siegel J et al. Prevention of hydrocephalus shunt
catheter colonisation in vitro by impregnation with antimicrobials. J Neurol
Neurosurg Psychiatr 1989; 52: 605–9. 2964
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YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech
XITOY TURIZIMI VA UNING XITOY IQTISODIYOTIGA TA’SIRI TDIU
Xalqaro
turizm
fakulteti
talabasi: Akbarjonov Qobiljon
TDIU
Xorijiy
tillar
kafedrasi
o‘qituvchisi: Khikmatov Dilshodjon
Annotatsiya: Barchamizga ma`lumki Xitoy Xalq Respublikasi ham iqtisodiyot
jihatidan, ham turizm sohasida yetakchi o`rinlarni egallagan. Shu bilan birgalikda
Xitoy turizimi iqtisodiyotiga ham katta foyda keltiradi desam mubolag`a bo`lmaydi. Turizm sohasi o`ziga ichki va tashqi turizm, ta`lim turizimi, xarqaro festivallari,
ovqatlanish madaniyatini ham o`z ichiga oladi. Bu sohalardan eng mashxuri tashqi
turizmdir, Mazkur maqola orqali turizm sohasining Xitoy iqtisodiyotidagi tasirini
atroflicha yoritishga xarakat qilindi. Annotatsiya: Barchamizga ma`lumki Xitoy Xalq Respublikasi ham iqtisodiyot
jihatidan, ham turizm sohasida yetakchi o`rinlarni egallagan. Shu bilan birgalikda
Xitoy turizimi iqtisodiyotiga ham katta foyda keltiradi desam mubolag`a bo`lmaydi. Turizm sohasi o`ziga ichki va tashqi turizm, ta`lim turizimi, xarqaro festivallari,
ovqatlanish madaniyatini ham o`z ichiga oladi. Bu sohalardan eng mashxuri tashqi
turizmdir, Mazkur maqola orqali turizm sohasining Xitoy iqtisodiyotidagi tasirini
atroflicha yoritishga xarakat qilindi. Kalit so‘zlar: Ochiq eshiklar siyiosati, o‘rtaxol qatlam, Xitoyning o‘ziga xos
siyosati, Xitoyning o‘ziga xos iqtisodiyoti Soʻnggi bir necha oʻn yilliklar davomida Xitoyda islohot va ochiqlik
boshlanganidan beri turizm tezligi oshdi. Yangi boy oʻrta sinfning paydo boʻlishi
va Xitoy hukumati
tomonidan
harakatlanishga
qoʻyilgan
cheklovlarning
yumshatilishi ham ushbu sayohat oqimini kuchaytirmoqda. Xitoy dunyodagi eng
yirik
sayyohlik
bozorlaridan
biriga
aylandi. Euromonitor
International
maʼlumotlariga koʻra, yaqin atrofdagi Osiyo mamlakatlaridagi iqtisodiy oʻsish va
yuqori daromadlar Xitoyga 2030-yilga borib dunyoning birinchi raqamli sayyohlik
yoʻnalishi boʻlishiga yordam beradi.1 Dunyoning boshqa mamlakatlariga qaraganda
ko'proq tashrif buyuruvchilarni qabul qilish bilan bir qatorda, 2030 yilga borib 260
million turistik sayohat bilan AQSh va Germaniyani ortda qoldirib, eng ko'p
sayohatchilar soniga ega bo'ladi. Xitoyga tashrif buyuruvchilarning ko‘payishi
asosan iqtisodiy o‘sish va yaqin atrofdagi Osiyo mamlakatlaridagi yuqori 1 uz.wikipedia.org 58 YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech
daromadlar bilan bog‘liq. Osiyolik tashrif buyuruvchilar uchun ham mamlakatga
kirish imkoniyati yaxshilanmoqda, ular vizalarni avvalgidan ko'ra osonroq olishlari
mumkin. Hozirda Osiyoga tashrif buyurayotgan sayyohlarning 80 foizi qit'a ichidan
keladi, deydi Geerts.2 Tashqi turizmni rivojlanishiga asosiy sabalardan biri bu
Xitoyning diqqatga sazovor joylaridir. Bilamizki xitoy xalqi 5-6 ming yillik tarixga
egadir.3 Shuning uchun ham tarixiy obidalar, tog`lar tepasidagi ibodatxonlar,
diqqatga sazovor joylari ko`pdir. Bizga malum va mashhur bo`lgan Buyuk Xitoy
devorini oladigan bo`lsak; tog` yonbag`rida joylashgan, uzunligi 530 kmdan oshiq
bo`lgan bu g`ozallikni ko`rish uchun yiligan taxminan 10 million sayyoh tashrif
buyurishadi.4 Sayyohlar asosan iyun oyini tashrif buyurish uchun qulay vaqt deb
hisoblaganlari uchun bu oyda Xitoy devori sayyohlar bilan gavjum hisoblanadi. 2 https://www.theguardian.com/travel/2018/nov/06/china-will-be-the-worlds-most-popular-holiday-destination-by-
2030
3 https://uz.wikipedia.org/wiki/Xitoy#Tarixi
4 O`zbekiton milliy enskilopediyasi
5 Quora.com
6 O`zbekiston milliy ensiklopediyasi www.theguardian.com/travel/2018/nov/06/china-will-be-the-worlds-most-popular-holiday-destination-by- YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech
XITOY TURIZIMI VA UNING XITOY IQTISODIYOTIGA TA’SIRI Devor yiliga 776,16 million dollar davlat budjetiga foyda keltiradi.5 Bundan tashqari
Pekin Saroyi muzeyi, Potala saroyi, Osmon ibodatxonasi, Shaolin ibodatxonasi,
Lushan tog`lari va boshqalar. Quyidagi o`z tarixiga ega bo`lgan maskanlarning olib
keladigan daromadi ham davlat xazinasida o`z o`rniga ega.6 4 O`zbekiton milliy enskilopediyasi
5 Q 2 https://www.theguardian.com/travel/2018/nov/06/china-will-be-the-worlds-most-popular-holiday-destination-by-
2030
3 https://uz.wikipedia.org/wiki/Xitoy#Tarixi p
y
y
8 https://www.studyinchina.com.my/web/page/more-than-300000-international-students/ 7 https://www.officeholidays.com/holiday-information/china YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague Czech Xitoy Xalq Respublikasining ichki turizimiga nazar tashlaydigan bo`lsak
boshqa davlatlarnikida anchagina farqlanib turadi. Xar bir davlatni o`z milliy
bayramlari bo`lgani kabi xitoy xalqida ham o`zining xalq, milliy bayramlari mavjud. Birgina manashu kabi bayramlarda xalqiga xordiq chiqarish maqsadida dam olish
kunlarini berilishi ham Xitoyda ichki turizmni rivojlanganiga yaqol misol bo`la
oladi. Agar xodim shanba yoki yakshanba kunlarida bo`ladigan dam olish kunida
ishlasa, ularga asosiy ish haqqining 200 foiz miqdorida kompensatsiya to`lanadi. Yoki bo`lmasam bayram kunlarida beriladigan dam olish kunida ishlashsa asosiy ish
haqqining 300 foiz miqdorida kompentatsiya to`lanadi. Xitoy qonunchiligiga ko`ra,
maoshli ta`til majburiydir. 1 yildan 10 yilgacha ishlagan xodimga 5 kun beriladi. 10 59 YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech
yildan 20 yilgacha ishlaganlar uchun ishlaganlarga 10 kunlik dam olish, 20 yil va
undan ortiq ishlashgan xodimlarga 15 kungacha dam olish beriladi.7 Bu vaqt
oralig`ida xitoy xalqi o`z diyorlaridagi jannatmakon go`shlarda xordiq chiqarishlari
uchun zamin yaratilgan. “Buni iqtisodiyotga ta`siri qanday ta`siri bor”- degan savol
tug`ilishi mumkin. Deylik bitta oila ta`til vaqtida barcha oilalar singari madaniy
xordiq chiqarish maqsadida bir provinsiyadan boshqa bir provinsiyaga borishdi. Bitta oilaning mehmonxonada turishi, yeguligi, ovqatlanishi, sayohat qilishi,
transport xizmatidan foydalanishi va boshqa-boshqalar uchun davlatga mo`maygina
pul to`laydi. Boshqacha qilib oladigan bo`lsak maxsus tour xizmatlaridan
foydalangan holda sayohat qilib kelishlari mumkin. Bundan ham davlat ham bir oila
manfaat ko`radi. Endi o`ylab ko`ring Xitoy aholisi 1,5 milliardga yaqin, qanchadan
qancha oilalar hozirgi kunda sayohatlarni amalga oshirib kelishmoqda. 7 https://www.officeholidays.com/holiday-information/china
8 https://www studyinchina com my/web/page/more-than-300000-international-students/ YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech 2) Navbatda turish. Eshitib meni eng hayratda qoldirgan narsalarimdan biri bu
odamlarning ongli ravishda navbatga turishi, hech kim aytmasa ham, hech kim
nazorat qilmasa ham navbatni shakllantira olishi va unga barcha birdek amal
qilishidir. 2) Navbatda turish. Eshitib meni eng hayratda qoldirgan narsalarimdan biri bu
odamlarning ongli ravishda navbatga turishi, hech kim aytmasa ham, hech kim
nazorat qilmasa ham navbatni shakllantira olishi va unga barcha birdek amal
qilishidir. 3) Ta'lim tizimiga bo'lgan e'tibor va ta'limda korrupsiyaning yo'qligi. Men
xitoylarning hozirgi muvaffaqiyati asosida hozirgi xitoy ta'limi yotadi deb
o'ylayman. Chunki Xitoy ko`chalarida maktab o`quvchilarini deyarli ko`rmaysiz. Chindan ham ko'chada, bozorda birorta maktab o'quvchilari deyarli yo`q. Chunki
ular tong saharda maktabga ketadi, kech bo'lganda qaytadi. Agar maktabda yaxshi
o'qimasa o'qishga kira olmaydi, o'qishga kira olmasa kelajak hayoti ham yo'q, qora
ishchi bo'lishga majbur. O'qishga kirish esa oson emas, faqat va faqat bilimlilargina
o'qishga kira oladi. Oliy ta'limda korrupsiya mutlaqo yo'q. Talabalarning o'qishi,
yashashi,
tadqiqot
qilishi
uchun
barcha
sharoit
yaratilgan,
professor-
o'qituvchilarning barchasi hurmatda, oyligi katta, allambalo mashinalarda yuradi,
qog'ozbozlik yo'q emas, bor, biroq, bu ilmiy tadqiqotlar uchun to'siq bo'ladigan,
vaqtni o'g'irlaydigan darajada emas. 3) Ta'lim tizimiga bo'lgan e'tibor va ta'limda korrupsiyaning yo'qligi. Men
xitoylarning hozirgi muvaffaqiyati asosida hozirgi xitoy ta'limi yotadi deb
o'ylayman. Chunki Xitoy ko`chalarida maktab o`quvchilarini deyarli ko`rmaysiz. Chindan ham ko'chada, bozorda birorta maktab o'quvchilari deyarli yo`q. Chunki
ular tong saharda maktabga ketadi, kech bo'lganda qaytadi. Agar maktabda yaxshi
o'qimasa o'qishga kira olmaydi, o'qishga kira olmasa kelajak hayoti ham yo'q, qora
ishchi bo'lishga majbur. O'qishga kirish esa oson emas, faqat va faqat bilimlilargina
o'qishga kira oladi. Oliy ta'limda korrupsiya mutlaqo yo'q. Talabalarning o'qishi,
yashashi,
tadqiqot
qilishi
uchun
barcha
sharoit
yaratilgan,
professor-
o'qituvchilarning barchasi hurmatda, oyligi katta, allambalo mashinalarda yuradi,
qog'ozbozlik yo'q emas, bor, biroq, bu ilmiy tadqiqotlar uchun to'siq bo'ladigan,
vaqtni o'g'irlaydigan darajada emas. 4) Ishga kirishning shaffofligi. Universitetda har yili bir necha marta talabalar
uchun ish beruvchilar mehnat yarmarkasi tashkil etadi va suhbatlar o'tkazadi. Bu
xo'jako'rsinga emas, aksincha, barcha ish beruvchilar kuchli kadrlarni izlaydi, ularni
o'ziga jalb qilishga harakat qiladi. Boisi har bir soha bo'yicha raqobatchi bor, biror
no'noq kadr tufayli mijozlarni bir soniyada yo'qotib qo'yish mumkin, shu bois ishga
olishda faqat kuchli kadrlarga e'tibor beriladi, nepotizm balki juda yuqori elita
qatlamida bordir, lekin oddiy odamlar qatlamida deyarli bu illatni uchratish amri-
mahol. 5) Online savdo. Xitoyning bu jihati har qanday davlat uchun namuna bo'la
oladi. Internet orqali istagan narsangizni sotib olishingiz mumkin, yetkazib berish
xizmatlari ham soatdek ishlaydi. YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech Xitoyda ta`lim ham ancha rivojlangani sababli har yili xorijiy talabalarning soni
tobora ortib bormoqda. Hozirda Xitoy Xalq Respublikasida 300 mingdan ortiq
xalqaro talabalar tahsil olib kelishmoqda.8 Ko`pgina talabalrning maqsadi va niyati
ham shu bo`lsa kerak. Hozir men sizlarga talabalarning bu o`lkaga ketishlarini
asosiy sabablaridan bir nechtasini sanab o`taman: 1) O'z tiliga nisbatan juda katta hurmat. Xitoyliklar xitoy tilini haqiqatda
sevadi. Ko'chalardagi yozuvlarning 99%i xitoy tilida yozilgan, mahsulotlar
yorlig'ining barchasi xitoycha, hatto chet eldan keladigan import mahsulotlar
idishiga xitoy tilida yozilgan alohida yorliq yopishtirilishi shart. Istalgan davlat
saytiga kirsangiz avval xitoycha sahifa ochiladi. Barcha davlat va nodavlat
tashkilotlar xitoy tilida yuritadi. Hamma hujjatlar xitoy tilida. Telefon sotib olsangiz
ichi xitoycha, kompyuter, muzlatkich, xullas, hamma-hammasi xitoycha. Xitoyda
shunday holatki, xitoy tilini bilmaydigan odamga bu yerda yashash juda qiyin. Xitoy
tilini o'rganish uchun esa, aynan chet elliklar uchun, juda ko'plab kitoblar,
qo'llanmalar, saytlar, mobil ilovalar, video darslar yaratilgan. 60 9 Texnoman.uz YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech Uydan chiqmasdan turib ham bemalol xaridlar
qilishingiz, mahsulot haqida sotuvchi bilan gaplashishingiz mumkin va bu mutlaqo
qulay va osonlashtirilgan. Agar biror mahsulot yoki xizmatdan ko'nglingiz to'lmasa 61 YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech
pulingizning qaytarilishi kafolatlanadi. Sababi har bir mahsulot yoki xizmat haqida
mijozlar fikr bildirib baho qo'yadigan joy mavjud va uni sotuvchilar nazorat qila
olmaydi. Agar mahsulot haqida bir-ikki xaridor salbiy fikr bildirsa, tamom, o'sha
mahsulot sotuvi keskin tushib ketadi. Shu bois online savdoda ham sotuvchilar
mahsulot va xizmat sifatiga qattiq e'tibor beradilar. Online savdoning yana bir
qulayligi bozorga chiqib savdo qilishdan ko'ra arzon va chegirmalarning ko'pligidir. Masalan, bitta mahsulotni do'kondan 10 yuanga oladigan bo'lsangiz aynan shu
narsaning o'zini online savdo orqali bemalol 6-7 yuanga ham sotib olaverasiz. p
g
p
11 https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7849519/ YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague Czech 6) Transport. Bu jihat bo'yicha ham Xitoyga yetadigan davlat yo'q bo'lsa kerak. Bu mavzuda keyinroq batafsil to`xtalib o`tamiz, hozircha qisqacha shuni aytishim
mumkinki, Xitoyda shaharlararo transport shu darajada rivojlanganki, bir shaharda
yashab bemalol boshqa shaharda ishlashingiz mumkin. Bir necha o'nlab
aviakompaniyalar bor, poyezdlar, avtobuslar ham xuddi shunday. Internet orqali
chiptalarni bemalol bir harakat bilan xarid qila olasiz, monopoliya yo'qligi bois
kompaniyalar mijozlarga turli-tuman chegirmalar taklif etadi, ayniqsa bayramlarda
biznikidan farqli ravishda narxlar tushadi. Shahar ichidagi metro tizimi ham alohida
mavzu. 10 dan ortiq liniyalar bor, har bir liniyaning uzunligi 50-60 km dan kam
emas. Uyingiz oldidagi metro bekatidan chiqib shaharning istalgan qismiga bora
olasiz. 9 Yaqinda paydo bo`lgan Covid-19 virusi sababli Xitoy Respublikasi karantin
sababli uzoq muddatga yopildi. Shu sababli huduga kirish ham chiqish ham
bo`lmagan. Bu Xitoyda turizmni keskin pasayishiga olib keldi. Turizm mamlakat
iqtisodiyotiga katta foyda keltirayotgani uchun , iqtisodiyotiga ham katta ta`sir
ko`rsatmay qolmadi. 2019-yil dekabr oyi oʻrtalarida Uxan shahrida birinchi yangi
koronavirus infeksiyasi aniqlanganidan beri koronavirus kasalligi (COVID-19)
butun Xitoy va butun dunyo boʻylab tez tarqaldi. 2020 yil iyun oxiriga kelib, 80 000
dan ortiq holatlar tasdiqlandi, 3000 dan ortiq o'lim. Xitoy hukumati COVID-19
pandemiyasini eng tez tarqalish tezligi, eng keng infektsiya hududi va PR China 9 Texnoman.uz 62 YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech
tashkil topganidan beri eng qiyin nazorat va oldini olish bilan eng jiddiy sog'liqni
saqlash favqulodda holat deb tan oldi. Xuddi shu davrda tasdiqlangan holatlar butun
dunyo bo'ylab 10,0 milliondan oshib, 500,000 ga yaqin o'limga sabab bo'ldi
COVID-19 ning yuqishi va tarqalish tezligi SARS, H1N1 va MERS kabi oldingi
yuqumli kasalliklardan oshib, Xitoy va butun dunyo iqtisodiyotiga misli
koʻrilmagan iqtisodiy zarar yetkazadi. Natijada, Xitoy yalpi ichki mahsuloti 2020-
yilning birinchi choragida (1-chorak) 6,8 foizga keskin kamaydi, bu 2019-yilning
birinchi choragidagi ijobiy YaIM o‘sish sur’ati 6,4 foizni tashkil etdi. XVJ
shuningdek, Xitoyning YaIM o‘sishi prognozini 6 foizdan 1,0 foizga tushirdi10. Ko'pgina tadqiqotlar yuqumli kasalliklarning iqtisodiy ta'sirini baholadi . Bir qator
tadqiqotlar shuni ko'rsatdiki, COVID-19 pandemiyasi qisqa muddatda Xitoyning
makroiqtisodiyoti
va
tarmoq
ishlab
chiqarishiga
katta
zarar
etkazishi
mumkin. Iqtisodiy faoliyatning to'xtatilishi korxonalar ishlab chiqarishni sezilarli
darajada qisqartirishi mumkin bo'lsa-da, qat'iy masofa iste'molchilarni kamroq
sarflashiga olib keladi dinamik hisoblanuvchi umumiy muvozanat (CGE) modelidan
foydalangan va Xitoyning YaIM 2020 yilda aholi o‘limi va pandemiya
davomiyligiga qarab 0,4–6,2% ga kamayishini aniqlagan. Kirish-chiqish modelidan
foydalangan va Xitoy yalpi ichki mahsuloti 0,40-0,72% ga tushishini
ko'rsatdi. 10 https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7849519/ YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague Czech Bundan tashqari, pandemiya ishlab chiqarish tarmoqlarining, ayniqsa
turizm, mehmonxona, restoran va chakana savdo kabi bevosita ta'sir ko'rsatadigan
tarmoqlarga jiddiy ta'sir ko'rsatishi mumkin11
l
i
l
id
hi
ki 1)
i
l
blik
i j d b YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech
tashkil topganidan beri eng qiyin nazorat va oldini olish bilan eng jiddiy sog'liqni
saqlash favqulodda holat deb tan oldi. Xuddi shu davrda tasdiqlangan holatlar butun
dunyo bo'ylab 10,0 milliondan oshib, 500,000 ga yaqin o'limga sabab bo'ldi
COVID-19 ning yuqishi va tarqalish tezligi SARS, H1N1 va MERS kabi oldingi
yuqumli kasalliklardan oshib, Xitoy va butun dunyo iqtisodiyotiga misli
koʻrilmagan iqtisodiy zarar yetkazadi. Natijada, Xitoy yalpi ichki mahsuloti 2020-
yilning birinchi choragida (1-chorak) 6,8 foizga keskin kamaydi, bu 2019-yilning
birinchi choragidagi ijobiy YaIM o‘sish sur’ati 6,4 foizni tashkil etdi. XVJ
shuningdek, Xitoyning YaIM o‘sishi prognozini 6 foizdan 1,0 foizga tushirdi10. Ko'pgina tadqiqotlar yuqumli kasalliklarning iqtisodiy ta'sirini baholadi . Bir qator
tadqiqotlar shuni ko'rsatdiki, COVID-19 pandemiyasi qisqa muddatda Xitoyning
makroiqtisodiyoti
va
tarmoq
ishlab
chiqarishiga
katta
zarar
etkazishi
mumkin. Iqtisodiy faoliyatning to'xtatilishi korxonalar ishlab chiqarishni sezilarli
darajada qisqartirishi mumkin bo'lsa-da, qat'iy masofa iste'molchilarni kamroq
sarflashiga olib keladi dinamik hisoblanuvchi umumiy muvozanat (CGE) modelidan
foydalangan va Xitoyning YaIM 2020 yilda aholi o‘limi va pandemiya
davomiyligiga qarab 0,4–6,2% ga kamayishini aniqlagan. Kirish-chiqish modelidan
foydalangan va Xitoy yalpi ichki mahsuloti 0,40-0,72% ga tushishini
ko'rsatdi. Bundan tashqari, pandemiya ishlab chiqarish tarmoqlarining, ayniqsa
turizm, mehmonxona, restoran va chakana savdo kabi bevosita ta'sir ko'rsatadigan
tarmoqlarga jiddiy ta'sir ko'rsatishi mumkin11 YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague Czech Bu maqolani xulosasida aytmoqchimanki: 1) Xitoy Xalq Respublikasi juda boy
xalq hisoblansada shu bilan birgalikda juda mehnatkash xalq ham hisoblanadi. 2)
Turizm sohasi jadal rivojlanib kelayotgan shaxar. 3) Iqtisodiyot jihatdan ham
yetakchi davlatlar bilan bemalol raqobat qila oladi desam mubolag`a bo`lmaydi. 4)
Ta`lim tizimiga esa til ojiz. 63 YOUTH, SCIENCE, EDUCATION: TOPICAL ISSUES, ACHIEVEMENTS AND INNOVATIONS
2022 Prague, Czech Foydalanilgan adabiyotlar ro‘yxati: Foydalanilgan adabiyotlar ro‘yxati: 1. Xasanova, S. (2021). Rus tilshunosligida frazeologizmlarning tadqiqi: rus
tilshunosligida frazeologizmlarning tadqiqi. Журнал иностранных языков и
лингвистики, 2(7). 1. Xasanova, S. (2021). Rus tilshunosligida frazeologizmlarning tadqiqi: rus
tilshunosligida frazeologizmlarning tadqiqi. Журнал иностранных языков и
лингвистики, 2(7). 2. Shaxzoda, X. (2020). Lexical Properties Of Pu Songling Novels. The
American journal of social science and education innovations. 2. Shaxzoda, X. (2020). Lexical Properties Of Pu Songling Novels. The
American journal of social science and education innovations. 3. Xasanova, S. (2022). XITOY VA O ‘ZBEK TILLARIDA FE’L
FRAZEOLOGIZMLARINING ANTONOMIYA HODISASI. Oriental renaissance:
Innovative, educational, natural and social sciences, 2(Special Issue 29), 188-197. 4. Khasanova, S. A. Q. (2022). Analysis of verb phraseological units in chinese. Asian Journal of Multidimensional Research, 11(5), 280-283. 64
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https://arpi.unipi.it/bitstream/11568/1047258/1/pathogens-09-00377-v2.pdf
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English
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Leptospira Survey in Wild Boar (Sus scrofa) Hunted in Tuscany, Central Italy
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Pathogens
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cc-by
| 10,508
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Received: 20 April 2020; Accepted: 12 May 2020; Published: 14 May 2020 Abstract: Leptospirosis is a re-emerging, worldwide zoonosis, and wild boar (Sus scrofa) are involved
in its epidemiology as the reservoir. The aim of this study was to investigate the prevalence of
Leptospira with serological, bacteriological, and molecular assays in wild boar hunted in Tuscany
(Italy) during two hunting seasons. In total, 287 specimens of sera, kidneys, and liver were collected
to perform microscopic agglutination tests (MATs), isolation, and RealTime PCR to detect pathogenic
(lipL32 gene), intermediate (16S rRNA gene), and saprophytic (23S rRNA gene) Leptospira. Within sera,
39 (13.59%) were positive to the MAT, and Australis was the most represented serogroup (4.88%),
followed by Pomona (4.18%), and Tarassovi (3.14%). Moreover, four Leptospira cultures were positive,
and once isolates were identified, one was identified as L. borgpetersenii serovar Tarassovi, and three
as L. interrogans serovar Bratislava. Pathogenic Leptospira DNA were detected in 32 wild boar kidneys
(11.15%). The characterization through the amplification of the rrs2 gene highlighted their belonging
to L. interrogans (23 kidneys), L. borgpetersenii (four), and L. kirschneri (one), while nine kidneys (3.14%)
were positive for intermediate Leptospira, all belonging to L. fainei. The results of this study confirmed
the importance of wild boar in the epidemiology of leptospirosis among wildlife in Central Italy. Keywords: leptospirosis; zoonosis; infectious disease; multilocus sequence typing (MLST); wildlife;
Leptospira fainei; MAT; intermediate Leptospira Article Giovanni Cilia
, Fabrizio Bertelloni *
, Marta Angelini, Domenico Cerri and Filippo Fratini
Department of Veterinary Sciences, University of Pisa, Viale delle Piagge 2, 56124 Pisa, Italy;
giovanni.cilia@vet.unipi.it (G.C.); m.angelini5@studenti.unipi.it (M.A.); domenico.cerri@unipi.it (D.C.);
filippo.fratini@unipi.it (F.F.) * Correspondence: fabrizio.bertelloni@unipi.it; Tel.: +39-050-2216-969 Pathogens 2020, 9, 377; doi:10.3390/pathogens9050377 www.mdpi.com/journal/pathogens pathogens pathogens pathogens pathogens pathogens Keywords: leptospirosis; zoonosis; infectious disease; multilocus sequence typing (MLST); wildlife;
Leptospira fainei; MAT; intermediate Leptospira 1. Introduction Wild boar (Sus scrofa) is a large ungulate mammal with worldwide distribution. It can live in
several types of habitat, including urban and suburban areas [1,2]. Due to their high adaptability, wild
boar populations have rapidly increased in number during recent years, in Europe, and especially in
Italy [1,3]. In Italy, wild boar is largely spread in all areas, from the Alps to the southern part of the
Italian peninsula, including the islands. There is a high density, particularly in specific regions, such as
Tuscany [3–5]. The abundant presence of wild boar in the Tuscany region, as well in Central Italy, is
suggested by the very high number of animals hunted in this area; every year the hunting of about
42,000 specimens is registered [1,3–5]. The massive presence of wild boar in particular areas, other
than representing an important source of damage for agriculture [6], can be a severe risk to human and
animal health, due to the identification of wild boar as reservoir for many etiological agents; among
them typical zoonoses, such as Leptospira [7–9]. Leptospirosis is a re-emerging zoonotic disease with worldwide spread. It is caused by
Leptospira spp., a Gram-negative spirochetal bacterium [10–12]. The genus Leptospira is divided into more
than 260 antigenically-different serovars, classified as pathogenic, intermediate, and saprophytic, with
different levels of pathogenicity for animals and humans [13,14]. While pathogenic Leptospira cause mild
or severe infection, intermediate Leptospira could possibly be pathogenic, causing mild infection, while 2 of 16 Pathogens 2020, 9, 377 saprophytic Leptospira are present in the environment and are non-pathogenic [13,14]. Intermediate
and saprophytic Leptospira could be important due to the strictly-contact and recombination events
with pathogenic serovars [15–17]. Leptospirosis occurs in tropical, subtropical, and temperate zones,
where it is maintained by a large variety of both wild and domestic mammals which can play the role
of Leptospira maintenance host [18–21]. The reservoir organisms generally do not develop symptoms,
except after a long time [11,12]. Leptospira renal-carrying/-colonization/-localization in asymptomatic animals contributes to the
maintenance of infection in a particular environment by constantly shedding bacteria through their
urine. Accidental contact with Leptospira-infected animal urine causes incidental infection, and
produces clinical diseases in so-called “incidental hosts” [11,21]. 1. Introduction Swine, including wild boar and pig, are recognized as maintenance hosts for Pomona, Tarassovi,
and Bratislava serovars [21], but can be infected by other Leptospira serovars, in relation to both
geographic area where the population lives and their behavior [22–26]. The epidemiology of
leptospirosis may change over time in domestic and wild animals, and some serovars seems to
be prevalent and emerging [26,27]. Moreover, intermediate Leptospira DNA has been detected in the
kidneys of wild boar hunted in Liguria region (Italy), suggesting a possible infection [7]. Tuscany, as well as all of Central Italy, is a geographic area that promotes the presence and the
persistence of Leptospira in the ecosystem. The features of Leptospira-spreading are the presence of
several wild animals involved as reservoir, domestic animals bred in extensive farms in contact with
wildlife, high presence of hunting activity, and abundance of wetlands, such as marshes, ponds, and
irrigation canals [9,26,28–33]. The aim of this investigation was to detect and characterize pathogenic, intermediate, and
saprophytic Leptospira in wild boar hunted in Tuscany region during two hunting seasons (2018/ 2019
and 2019/2020), in order to delineate the risk for the transmission and spreading of leptospirosis to
domestic animals and humans. 2. Results Serum, kidney, and liver samples were collected from a total of 287 hunted wild boar. Two hundred
wild boar were sampled during 2018/2019 hunting season— 75 from Grosseto province, 58 from Pisa
province, 55 from Siena province, and 12 from Livorno province (Figure 1). In addition, 87 specimens
were sampled during 2019/2020 hunting seasons with 38, 37, and 12 from Pisa, Grosseto, and Lucca
provinces, respectively (Figure 1). Pathogens 2020, 9, x FOR PEER REVIEW
3 of 16 A B
Figure 1. Geographical distribution of the sampling area included in the study (Tuscany region, Italy). The number of sampled hunted wild boar per province is indicated in relation to hunting seasons. Figure 1. Geographical distribution of the sampling area included in the study (Tuscany region, Italy). The number of sampled hunted wild boar per province is indicated in relation to hunting seasons. (A) Hunting season 2018/2019; (B) Hunting season 2019/2020. B A B A Figure 1. Geographical distribution of the sampling area included in the study (Tuscany region, Italy). Th
b
f
l d h
t d
ild b
i
i i di
t d i
l ti
t
h
ti
Figure 1. Geographical distribution of the sampling area included in the study (Tuscany region, Italy). The number of sampled hunted wild boar per province is indicated in relation to hunting seasons. (A) Hunting season 2018/2019; (B) Hunting season 2019/2020. Pathogens 2020, 9, 377 3 of 16 Pathogens 2020, 9, 377 Pathogens 2020, 9, 377 Results on distribution of positive sera and kidney for pathogenic Leptospira in relation to hunting
season, province, sex, and age class are reported in Table 1. Results on distribution of positive sera and kidney for pathogenic Leptospira in relation to hunting
season, province, sex, and age class are reported in Table 1. Table 1. Distribution of positive sera and kidney for pathogenic Leptospira in relation to hunting season,
province, sex, and age class. 2.1. Microscopic Agglutination Test (MAT) Overall, 39 out of 287 sera (13.59%) were positive in the MAT (Table 2). Considering each hunting
season, seropositivity of 16% (32 out of 200 sera) was recorded during 2018/2019, while 8.05% (7 out
of 87) was recorded during 2019/2020. Considering wild boar sex, 16 out of 118 male sera (13.55%)
and 23 out of 169 (13.61%) were positive in the MAT. Moreover, in relation to age class, 20 out of 142
adult specimens’ sera (14.08%), 7 out of 42 subadult specimens’ sera (16.67%) and 12 out of 100 young
specimens’ sera (12.00%) were positive in serological analysis. Table 2. Numbers of positive serological reactions detected for wild boar sera in relation to different
Leptospira serogroups at low (1:100) and high titers (1:12,800). Leptospira
Serogroup
Titer
Total (%)
100
200
400
800
1600
3200
6400
12800
Icterohaemorrhagiae
1
1 (2.56%)
Canicola
1
1
2 (5.13%)
Pomona
8
1
3
12 (30.8%)
Grippotyphosa
Tarassovi
4
1
1
1
1
1
9 (23.1%)
Australis
5
5
2
1
1
14 (35.9%)
Sejroe
Ballum
1
1 (2.56%)
Total
17
3
10
2
2
2
2
1
39 (100%)
Australis resulted the most-recorded serogroup (4.88%), followed by Pomona (4.18%), and
Tarassovi (3.14%). Other antibody titers were reported for serogroup Canicola (0.70%) and for
serogroups Icterohaemorrhagiae and Ballum (0.45%). The highest titer detected was 1:12,800 for
serogroup Tarassovi, followed by titer of 1:6400, which was reported for serogroups Tarassovi
and Ballum. Results on distribution of positive sera detected by MAT in relation to hunting season, province,
sex, and age class are reported in Table 1. No statistical differences (p > 0.05) were reported for
the serological positivity considering hunting seasons, provinces, and wild boar sex and age class. Table 2. Numbers of positive serological reactions detected for wild boar sera in relation to different
Leptospira serogroups at low (1:100) and high titers (1:12,800). Leptospira
Serogroup
Titer
Total (%)
100
200
400
800
1600
3200
6400
12800
Icterohaemorrhagiae
1
1 (2.56%)
Canicola
1
1
2 (5.13%)
Pomona
8
1
3
12 (30.8%)
Grippotyphosa
Tarassovi
4
1
1
1
1
1
9 (23.1%)
Australis
5
5
2
1
1
14 (35.9%)
Sejroe
Ballum
1
1 (2.56%)
Total
17
3
10
2
2
2
2
1
39 (100%) Table 2. Numbers of positive serological reactions detected for wild boar sera in relation to different
Leptospira serogroups at low (1:100) and high titers (1:12,800). 2. Results Hunting
Season
Province
Sex
Age Class
Examined
Wild Boar
MAT-Positive
Sera (%)
PCR-Positive
Kidneys (%)
2018/2019
Pisa
Male
Adult
9
2 (22.2)
1 (11.1)
(n = 200)
(n = 58)
(n = 30)
Subadult
10
2 (20.0)
4 (40.0)
Young
11
3 (27.3)
0
Female
Adult
14
2 (14.3)
2 (14.3)
(n = 28)
Subadult
5
1 (20.0)
2 (40.0)
Young
9
1 (11.1)
2 (22.2)
Grosseto
Male
Adult
10
2 (20.0)
2 (20.0)
(n = 75)
(n = 29)
Subadult
5
1 (20.0)
0
Young
14
1 (7.1)
3 (21.4)
Female
Adult
22
2 (9.09)
1 (4.6)
(n = 46)
Subadult
5
0
0
Young
19
2 (10.5)
4 (21.1)
Siena
Male
Adult
10
2 (20.0)
0
(n = 55)
(n = 22)
Subadult
4
1 (25.0)
0
Young
8
0
1 (12.5)
Female
Adult
21
5 (23.8)
3 (14.3)
(n = 33)
Subadult
2
0
0
Young
10
1 (10.0)
3 (30.0)
Livorno
Male
Adult
2
0
0
(n = 12)
(n = 4)
Subadult
0
0
0
Young
2
1 (50.0)
1 (50.0)
Female
Adult
4
1 (25.0)
1 (25.0)
(n=8)
Subadult
0
0
0
Young
4
2 (50.0)
1 (25.0)
2019/2020
Pisa
Male
Adult
6
0
0
(n = 87)
(n = 38)
(n = 13)
Subadult
4
0
0
Young
3
0
0
Female
Adult
21
2 (9.52)
0
(n = 25)
Subadult
1
1 (100)
0
Young
3
0
1 (33.3)
Grosseto
Male
Adult
11
1 (9.09)
0
(n = 37)
(n = 16)
Subadult
1
0
0
Young
4
0
0
Female
Adult
10
1 (10.0)
0
(n = 21)
Subadult
5
1 (20.0)
0
Young
6
1 (16.7)
0
Lucca
Male
Adult
1
0
0
(n=12)
(n = 4)
Subadult
0
0
0
Young
3
0
0
Female
Adult
4
0
0
(n = 8)
Subadult
0
0
0
Young
4
0
0 Table 1. Distribution of positive sera and kidney for pathogenic Leptospira in relation to hunting season,
province, sex, and age class. Table 1. Distribution of positive sera and kidney for pathogenic Leptospira in relation to hunting season,
province, sex, and age class. 4 of 16 Pathogens 2020, 9, 377 2.1. Microscopic Agglutination Test (MAT) Australis resulted the most-recorded serogroup (4.88%), followed by Pomona (4.18%), and
Tarassovi (3.14%). Other antibody titers were reported for serogroup Canicola (0.70%) and for
serogroups Icterohaemorrhagiae and Ballum (0.45%). The highest titer detected was 1:12,800 for
serogroup Tarassovi, followed by titer of 1:6400, which was reported for serogroups Tarassovi
and Ballum. Results on distribution of positive sera detected by MAT in relation to hunting season, province,
sex, and age class are reported in Table 1. No statistical differences (p > 0.05) were reported for
the serological positivity considering hunting seasons, provinces, and wild boar sex and age class. Moreover, comparing all parameters, no statistical differences (p > 0.05) were showed in Pisa and
Grosseto during the two different hunting seasons. 2.3. Leptospira spp. Isolation, Characterization and Genotyping Four Leptospira cultures were positive after 30 days of incubation. The results, reported in Table 3,
show that three isolates were obtained from subadult males hunted in Pisa province, while the other
one was from an adult female hunted in Livorno. Through multilocus sequence typing (MLST)
analysis, one isolate was identified as Leptospira borgpetersenii serogroup Tarassovi serovar Tarassovi
(Sequence Type 153), while the other three were identified as L. interrogans serogroup Bratislava serovar
Bratislava (ST 24), as reported in Table 3. Moreover, the amplification of the rrs2 gene from kidney
tissue highlights that the species belonged to L. borgpetersenii and L. interrogans, respectively. Table 3. Characterization of wild boar Leptospira isolates tested with anti-sera and multilocus sequence
typing (MLST). Characterization of wild boar Leptospira isolates tested with anti-sera and multilocus sequence Table 3. Characterization of wild boar Leptospira isolates tested with anti-sera and multilocus sequence
typing (MLST). Sample
Wild Boar
Isolates Characterization
Sex
Age Class
Province
Anti-Serum MAT
Serogroup
MLST (Sequence Type)
Kidney 5
Male
Subadult
Pisa
Tarassovi
Tarassovi (ST 153)
Kidney 14
Male
Subadult
Pisa
Australis
Bratislava (ST 24)
Kidney 15
Male
Subadult
Pisa
Australis
Bratislava (ST 24)
Kidney 22
Female
Adult
Livorno
Australis
Bratislava (ST 24) With regard to characterization of PCR-positive samples, amplification of the rr2 gene highlighted
that pathogenic Leptospira belonged to L. interrogans (23 kidneys), L. borgpetersenii (four) and L. kirschneri
(one) (Table 4). Moreover, phylogenetic analysis identified the close relationship to their respective
Leptospira species. (Figure 2). ble 4. Characterization of Leptospira species in wild boar pathogenic Leptospira-positive
R-amplifying rrs2 gene. Table 4. Characterization of Leptospira species in wild boar pathogenic Leptospira-positive
PCR-amplifying rrs2 gene. Sample
Wild Boar
Isolate Characterization
Sex
Age Class
Province
Leptospira Species
Kidney 1
Female
Young
Pisa
L. borgpetersenii
Kidney 2
Female
Subadult
Pisa
L. interrogans
Kidney 3
Male
Adult
Pisa
L. borgpetersenii
Kidney 4
Female
Young
Pisa
L. interrogans
Kidney 6
Male
Young
Siena
L. interrogans
Kidney 7
Female
Young
Siena
L. interrogans
Kidney 12
Female
Young
Siena
L. interrogans
Kidney13
Female
Adult
Siena
L. interrogans
Kidney 20
Male
Young
Grosseto
L. interrogans
Kidney 24
Female
Young
Livorno
L. interrogans
Kidney 36
Female
Adult
Grosseto
L. interrogans
Kidney39
Female
Young
Grosseto
L. interrogans
Kidney 42
Female
Young
Siena
L. interrogans
Kidney 53
Female
Young
Grosseto
L. interrogans
Kidney 54
Male
Young
Grosseto
L. kirschneri
Kidney 55
Male
Young
Grosseto
L. interrogans
Kidney 58
Female
Adult
Pisa
L. 2.2. Molecular Analysis Concerning pathogenic Leptospira, DNA was detected in 11.15% (32 out of 297) of wild boar
kidneys. Table 1 shows PCR-positive kidneys in relation to hunting seasons, province and wild boar
sex and age class. During the 2018/2019 and 2019/2020 hunting seasons, 15.5% (31 out of 200) and
1.15% (1 out of 87) of PCR positivity was reported among kidneys samples, respectively. Considering
wild boar sex, 12 out of 118 male sera (10.16%) and 20 out of 169 (11.83%) scored positive. Moreover, in
relation to age class, 10 out of 142 adult specimens’ kidneys (7.04%), 6 out of 42 subadult specimens’
kidneys (14.28%), and 16 out of 100 young specimens’ kidneys (16.00%) gave positive results in
serological analysis. No statistical differences (p > 0.05) were highlighted comparing province, wild boar sex, or
age class. Conversely, the incidence of pathogenic Leptospira-positive kidneys was statically higher
(p ≤0.01) during 2018/2019 hunting season compared to the 2019/2020 ones. The detection of pathogenic Leptospira DNA was higher (p ≤0.01) during 2018/2019 hunting season
in both Pisa and Grosseto provinces compared to the second hunting season. On the contrary, there
were no statistical differences (p > 0.05) in the Pisa and Grosseto provinces during the two different
hunting seasons, comparing sex and age class of wild boar. The 3.14% (9 out of 287) of kidneys were positive for intermediate Leptospira. The positivity in
relation to hunting seasons, province, wild boar sex, and age class are showed in Table 1. All the
intermediate Leptospira-positive kidneys (4.5%; 9 out of 200) were collected in 2018/2019, highlighting Pathogens 2020, 9, 377 5 of 16 a statistical difference (p ≤0.01) in relation to 2019/2020 hunting season. Also, the results showed a
statistically-higher infection rate (p ≤0.01) in male compared to female, and in Pisa province compared
to other provinces. No statistical difference (p > 0.05) were noted among age classes. p
p
g g
No saprophytic Leptospira DNA was detected in kidney samples. No positive reactions were
recorded in wild boar livers across all specimens during the two year of investigation. 2.3. Leptospira spp. Isolation, Characterization and Genotyping Molecular phylogenetic analysis for the rrs2 gene of Leptospira interrogans, Leptospira
borgpetersenii, and Leptospira kirschneri by the maximum likelihood method, based on the Tamura–Nei
model. The branch lengths of the tree measured the number of substitutions per site. The analysis
involved 31 nucleotide sequences. There was a total of 452 positions in the final dataset. Moreover, the amplification of intermediate Leptospira 16s rRNA DNA of PCR-positive specim
wed L. fainei in all nine kidneys (Table 5). Furthermore, the phylogenetic analysis identified
e relationship to L. fainei specie. (Figure 3). Figure 2. Molecular phylogenetic analysis for the rrs2 gene of Leptospira interrogans, Leptospira
borgpetersenii, and Leptospira kirschneri by the maximum likelihood method, based on the Tamura–Nei
model. The branch lengths of the tree measured the number of substitutions per site. The analysis
i
l
d 31
l
tid
Th
t t l f 452
iti
i
th fi
l d t
t
Figure 2. Molecular phylogenetic analysis for the rrs2 gene of Leptospira interrogans, Leptospira
borgpetersenii, and Leptospira kirschneri by the maximum likelihood method, based on the Tamura–Nei
model. The branch lengths of the tree measured the number of substitutions per site. The analysis
involved 31 nucleotide sequences. There was a total of 452 positions in the final dataset. Figure 2. Molecular phylogenetic analysis for the rrs2 gene of Leptospira interrogans, Leptospira
borgpetersenii, and Leptospira kirschneri by the maximum likelihood method, based on the Tamura–Nei
model. The branch lengths of the tree measured the number of substitutions per site. The analysis
i
l
d 31
l
tid
Th
t t l f 452
iti
i
th fi
l d t
t
Figure 2. Molecular phylogenetic analysis for the rrs2 gene of Leptospira interrogans, Leptospira
borgpetersenii, and Leptospira kirschneri by the maximum likelihood method, based on the Tamura–Nei
model. The branch lengths of the tree measured the number of substitutions per site. The analysis
involved 31 nucleotide sequences. There was a total of 452 positions in the final dataset. i vo ved 3
uc eotide seque ces. e e was a tota o
5 positio s i
t e i a dataset. Moreover, the amplification of intermediate Leptospira 16s rRNA DNA of PCR-positive
specimens showed L. fainei in all nine kidneys (Table 5). Furthermore, the phylogenetic analysis
identified the close relationship to L fainei specie (Figure 3)
Moreover, the amplification of intermediate Leptospira 16s rRNA DNA of PCR-positive specimens
showed L. 2.3. Leptospira spp. Isolation, Characterization and Genotyping borgpetersenii
Kidney 64
Female
Adult
Siena
L. interrogans
Kidney 65
Female
Adult
Siena
L. interrogans
Kidney 67
Female
Adult
Pisa
L. interrogans
Kidney 68
Female
Subadult
Pisa
L. interrogans
Kidney 71
Male
Adult
Grosseto
L. interrogans
Kidney 72
Female
Young
Grosseto
L. borgpetersenii
Kidney 75
Male
Subadult
Pisa
L. interrogans
Kidney 78
Male
Young
Livorno
L. interrogans
Kidney 97
Male
Adult
Grosseto
L. interrogans
Kidney 165
Female
Young
Grosseto
L. interrogans
Kidney 208
Female
Young
Pisa
L. interrogans 6 of 16 Pathogens 2020, 9, 377
Kidne
Kidne ogens 2020, 9, 377
6 of 1
Kidney 165
Female
Young
Grosseto
L. interrogans
Kidney 208
Female
Young
Pisa
L. interrogans
Figure 2. Molecular phylogenetic analysis for the rrs2 gene of Leptospira interrogans, Leptospira
borgpetersenii, and Leptospira kirschneri by the maximum likelihood method, based on the Tamura–Nei
model. The branch lengths of the tree measured the number of substitutions per site. The analysis
involved 31 nucleotide sequences. There was a total of 452 positions in the final dataset. Moreover, the amplification of intermediate Leptospira 16s rRNA DNA of PCR-positive
imens showed L. fainei in all nine kidneys (Table 5). Furthermore, the phylogenetic analysis
tified the close relationship to L. fainei specie. (Figure 3). Figure 2. Molecular phylogenetic analysis for the rrs2 gene of Leptospira interrogans, Leptospira
borgpetersenii, and Leptospira kirschneri by the maximum likelihood method, based on the Tamura–Nei
model. The branch lengths of the tree measured the number of substitutions per site. The analysis
involved 31 nucleotide sequences. There was a total of 452 positions in the final dataset. Moreover, the amplification of intermediate Leptospira 16s rRNA DNA of PCR-positive specimen
wed L. fainei in all nine kidneys (Table 5). Furthermore, the phylogenetic analysis identified th
e relationship to L. fainei specie. (Figure 3). Figure 2. Molecular phylogenetic analysis for the rrs2 gene of Leptospira interrogans, Leptospira
borgpetersenii, and Leptospira kirschneri by the maximum likelihood method, based on the Tamura–Nei
model. The branch lengths of the tree measured the number of substitutions per site. The analysis
involved 31 nucleotide sequences. There was a total of 452 positions in the final dataset. Moreover, the amplification of intermediate Leptospira 16s rRNA DNA of PCR-posi
imens showed L. fainei in all nine kidneys (Table 5). Furthermore, the phylogenetic anal
tified the close relationship to L. fainei specie. (Figure 3). Figure 2. 2.3. Leptospira spp. Isolation, Characterization and Genotyping fainei in all nine kidneys (Table 5). Furthermore, the phylogenetic analysis identified the
close relationship to L. fainei specie. (Figure 3). q
p
Moreover, the amplification of intermediate Leptospira 16s rRNA DNA of PCR-positive
specimens showed L. fainei in all nine kidneys (Table 5). Furthermore, the phylogenetic analysis
identified the close relationship to L fainei specie (Figure 3)
Moreover, the amplification of intermediate Leptospira 16s rRNA DNA of PCR-positive specimens
showed L. fainei in all nine kidneys (Table 5). Furthermore, the phylogenetic analysis identified the
close relationship to L. fainei specie. (Figure 3). 7 of 16 Pathogens 2020, 9, 377 Table 5. Characterization of Leptospira species in wild boar intermediate Leptospira-positive
PCR-amplifying 16s rRNA gene. athogens 2020, 9, x FOR PEER REVIEW
Sample
Wild Boar
Isolate Characterization Table 5. Characterization of Leptospira species in wild boar intermediate Leptospira-positive
PCR-amplifying 16s rRNA gene. Sample
Wild Boar
Isolate Characterization
Sex
Age Class
Province
Leptospira Species
Kidney 23
Male
Young
Livorno
L. fainei
Kidney 27
Male
Adult
Pisa
L. fainei
Kidney 31
Female
Adult
Pisa
L. fainei
Kidney 56
Male
Young
Grosseto
L. fainei
Kidney 57
Male
Adult
Pisa
L. fainei
Kidney 63
Male
Adult
Siena
L. fainei
Kidney 69
Female
Subadult
Pisa
L. fainei
Kidney123
Male
Adult
Livorno
L. fainei
Kidney 153
Male
Adult
Siena
L. fainei
Sample
Wild Boar
Isolate Characterization
Sex
Age Class
Province
Leptospira Species
Kidney 23
Male
Young
Livorno
L. fainei
Kidney 27
Male
Adult
Pisa
L. fainei
Kidney 31
Female
Adult
Pisa
L. fainei
Kidney 56
Male
Young
Grosseto
L. fainei
Kidney 57
Male
Adult
Pisa
L. fainei
Kidney 63
Male
Adult
Siena
L. fainei
Kidney 69
Female
Subadult
Pisa
L. fainei
Kidney123
Male
Adult
Livorno
L. fainei
Kidney 153
Male
Adult
Siena
L. fainei
Figure 3. Molecular phylogenetic analysis for 16s rRNA gene of Leptospira fainei, Leptospira inada
Leptospira broomii, Leptospira wolffii, Leptospira licerasiae, and Leptospira venezuelensis by the maximum
likelihood method based on the Tamura–Nei model. The branch lengths of the tree measured th
number of substitutions per site. The analysis involved 22 nucleotide sequences. There was a total
438 positions in the final dataset. Figure 3. Molecular phylogenetic analysis for 16s rRNA gene of Leptospira fainei, Leptospira inadai,
Leptospira broomii, Leptospira wolffii, Leptospira licerasiae, and Leptospira venezuelensis by the maximum
likelihood method based on the Tamura–Nei model. The branch lengths of the tree measured the
number of substitutions per site. 2.3. Leptospira spp. Isolation, Characterization and Genotyping The analysis involved 22 nucleotide sequences. There was a total of
438 positions in the final dataset. Sample
Wild Boar
Isolate Characterization
Sex
Age Class
Province
Leptospira Species
Kidney 23
Male
Young
Livorno
L. fainei
Kidney 27
Male
Adult
Pisa
L. fainei
Kidney 31
Female
Adult
Pisa
L. fainei
Kidney 56
Male
Young
Grosseto
L. fainei
Kidney 57
Male
Adult
Pisa
L. fainei
Kidney 63
Male
Adult
Siena
L. fainei
Kidney 69
Female
Subadult
Pisa
L. fainei
Kidney123
Male
Adult
Livorno
L. fainei
Kidney 153
Male
Adult
Siena
L. fainei
a
p e
Sex
Age Class
Province
Leptospira Species
Kidney 23
Male
Young
Livorno
L. fainei
Kidney 27
Male
Adult
Pisa
L. fainei
Kidney 31
Female
Adult
Pisa
L. fainei
Kidney 56
Male
Young
Grosseto
L. fainei
Kidney 57
Male
Adult
Pisa
L. fainei
Kidney 63
Male
Adult
Siena
L. fainei
Kidney 69
Female
Subadult
Pisa
L. fainei
Kidney123
Male
Adult
Livorno
L. fainei
Kidney 153
Male
Adult
Siena
L. fainei Figure 3. Molecular phylogenetic analysis for 16s rRNA gene of Leptospira fainei, Leptospira inada
Leptospira broomii, Leptospira wolffii, Leptospira licerasiae, and Leptospira venezuelensis by the maximum
likelihood method based on the Tamura–Nei model. The branch lengths of the tree measured th
number of substitutions per site. The analysis involved 22 nucleotide sequences. There was a total o
Figure 3. Molecular phylogenetic analysis for 16s rRNA gene of Leptospira fainei, Leptospira inadai,
Leptospira broomii, Leptospira wolffii, Leptospira licerasiae, and Leptospira venezuelensis by the maximum
likelihood method based on the Tamura–Nei model. The branch lengths of the tree measured the
number of substitutions per site. The analysis involved 22 nucleotide sequences. There was a total of
438 positions in the final dataset. 438 posit
3. Discussion Unfortunately, serological data about leptospirosis in wildlife, especially
regarding wild boar, are available just in some regions. It also seems that Leptospira serovars/serogroups
have a different geographical distribution, suggesting a distinct circulation/epidemiology in other
environments/ecosystems. Examining each region, Australis, Pomona, and Tarassovi, are the
most-detected serogroups in the Tuscany region [22,26,31,33], In the Lombardy and Emilia Romagna
regions it is Bratislava [37–39], in the Campania region it is Tarassovi [35], whereas in the Sardinia
region it is Pomona and Grippotyphosa [36]. The distribution of Leptospira serovars in wild boar in Europe is also not homogeneous; high levels
of Pomona infection was recorded in Germany, Croatia, Poland, and Spain [23,40–42]. Bratislava was
the most-detected serovar in Sweden [25], Tarassovi in Portugal and Slovenia [24,43], Grippotyphosa
in Czech Republic [44], and Hardjo in Poland [23]. Little information is available on Leptospira isolation in wild boar, especially in Italy [38]. The
obtained Leptospira isolates, identified by MLST, confirm the circulation of Tarassovi and Bratislava
serogroups within wild boar in Tuscany. Bratislava isolation is commonly performed in wildlife due to
the high spectrum of maintenance hosts [45–47], while Tarassovi is rarely isolated and detected through
serology. Indeed, Tarassovi is strictly a swine-specific serovar; its isolation, reported in this investigation,
seems to confirm the hypothesis that wild boar could serve as reservoir of Tarassovi [26,43,48]. Only
two of them (Bratislava, isolated from subadult from Pisa province; Table 3) reported correlated
serological positivity for serogroup Australis at titer 1:100, while the other two gave negative results in
the MAT. No correlation was found between the MAT and PCR-positive results. The seronegativity of
Leptospira-positive kidneys has been previously reported for other animal species [49–52], including
swine [47], suggesting an early or chronic infection. Conversely to serological results, very few studies were performed on pathogenic Leptospira DNA
in wild boar kidneys. In spite of this, the prevalence of pathogenic Leptospira infection reported during
the years of this investigation was very close to the results obtained in Northern Italy (11.02%) [38]
and in the Liguria region (12.13%) [7]. Moreover, prevalences of 10.30% and 15.3% were found in two
different investigations performed in Japan [53,54], while 3.40% was reported in the USA [55]. Based
on phylogenetic analysis, pathogenic Leptospira DNA in wild boar kidney belong to L. interrogans,
L. borgpetersenii, and L. kirschneri. 438 posit
3. Discussion 3. Discussion
Leptospirosis is a re-emerging worldwide public health risk, but is underestimated and
characterized by a downward trend [34]. Climatic changes, rainfall, modifications of ecologica
niches, and new potential maintenance hosts all represent important features involved in Leptospir
Leptospirosis is a re-emerging worldwide public health risk, but is underestimated and
characterized by a downward trend [34]. Climatic changes, rainfall, modifications of ecological
niches, and new potential maintenance hosts all represent important features involved in
Leptospira epidemiology. niches, and new potential maintenance hosts all represent important features involved in Leptospir
epidemiology. Wild boar, among wildlife, is an important Leptospira reservoir and, for several areas, represent
Wild boar, among wildlife, is an important Leptospira reservoir and, for several areas, represents
an appropriate indicator for this zoonotic infectious disease. Wild boar, among wildlife, is an important Leptospira reservoir and, for several areas, represents
an appropriate indicator for this zoonotic infectious disease. In this investigation we reported the results of serological analysis, isolation and molecula
investigations performed on 287 hunted wild boar during two hunting seasons (2018/2019 and
In this investigation we reported the results of serological analysis, isolation and molecular
investigations performed on 287 hunted wild boar during two hunting seasons (2018/2019 and
2019/2020). i
oa , a
o g
i
i e, i a
i
po a
ep o pi a e e
oi a
, o
e e a a ea , ep e e
an appropriate indicator for this zoonotic infectious disease. In this investigation we reported the results of serological analysis, isolation and molecula
investigations performed on 287 hunted wild boar during two hunting seasons (2018/2019 and
In this investigation we reported the results of serological analysis, isolation and molecular
investigations performed on 287 hunted wild boar during two hunting seasons (2018/2019 and
2019/2020). investigations performed on 287 hunted wild boar during two hunting seasons (2018/2019 and
2019/2020). With regard to serological assay, the prevalence of Leptospira infection, recorded in both hunting
seasons, was very similar to other studies carried out on wild boar in Tuscany [9,22,26,31,33]
With regard to serological assay, the prevalence of Leptospira infection, recorded in both hunting
seasons, was very similar to other studies carried out on wild boar in Tuscany [9,22,26,31,33]. Moreover,
the seroprevalence reported in this investigation was very close to other data obtained in different 8 of 16 Pathogens 2020, 9, 377 Italian regions [27,35–38]. 438 posit
3. Discussion With respect to the serovars in Italy that are more often detected
through isolation or serology, [27,38,56–59] and the other serovars that are rarely seropositive [28,60],
it might be hypothesized that L. kirschneri species found in wild boar kidneys could be related to
serogroup Grippotyphosa, while L. borgpetersenii species could be related to the serogroups Tarassovi or
Ballum. On the other hand, it is very difficult to infer the serogroup related to L. interrogans positivity,
due to the inclusion of Icterohaemorrhagiae, Canicola, Pomona, Australis, and Sejroe serogroups in
this species. Probably, in relation to serological and bacteriological results obtained in this study, the
identified L. interrogans could belong to serogroup Australis. The data reported in this investigation suggest that the liver does not seem be a Leptospira target
organ in wild boar. Furthermore, it could exclude an early stage of infection (leptospiremia) and confirm
that positive animals are only chronic renal carriers, as also suggested by isolation from kidneys. If very little information is available on pathogenic Leptospira DNA in wild boar, there is even less
data on intermediate Leptospira. To the best of these authors’ knowledge, it was only in the Liguria
region of Italy that 0.49% of wild boar kidneys were positive for intermediate Leptospira DNA in
the same year of this investigation [7]. As Liguria and Tuscany are two adjoining Italian regions, a
large wild boar movement could be a feature of these regions [61–63]. Even though the species of
intermediate Leptospira from Liguria were not identified, those found in this investigation belong to
L. fainei species. L. fainei was isolated for the first time from fig and was detected in human sera in
Australia [64,65] and a human infection with febrile status was reported in France (from a Portuguese
citizen) and in two patients in Denmark [66,67]. Considering wild boar behavior and its ability to
live in anthropomorphic environment, a transmission between human and wildlife could be possible. 9 of 16 Pathogens 2020, 9, 377 As these are the first determination in European wildlife, more studies are needed to understand the
epidemiology of this intermediate Leptospira that could causes severe infection in humans [65–67]. The statistical difference presented during the hunting seasons between pathogenic and
intermediate Leptospira incidence in wild boar could be related to the temperature and the amount of
rainfall recorded in Tuscany during these periods. 438 posit
3. Discussion As reported in literature, rainfall and temperature
influence the incidence of leptospirosis in humans and animals [12,68–75]. Indeed, from 2018 to 2019,
the temperatures and the rainfall were both higher than those from 2019 to 2020 [76–81], suggesting
that these atmospheric phenomena could be involved in these seasonality incidence differences. 4.1. Sample Collection During two hunting seasons (the first from November 2018 to January 2019 and the second from
November 2019 to January 2020) hunted wild boar blood, kidney, and liver were sampled. Blood
samples were collected by ocular puncture [82]. The boar’s age class was determined after assessing the
degree of tooth eruption and the wear and tear of teeth of the lower jaw, considering three age classes:
young (under 12 months old), sub-adult (between 12 and 24 months), and adult (over 24 months old). The animal’ sex was also recorded [83]. All animals were hunted in the Tuscany region during authorized hunting seasons
(November–January), following the regional hunting law (Regolamento di attuazione della legge
regionale 12 gennaio 1994, n. 3 D.P.G.R. 48/R/2017). No animals were specifically sacrificed for this
study purpose. Animals did not present gross lesions related to infectious disease at postmortem
examination, performed during sampling operations. 4.2. Microscopic Agglutination Test (MAT) Blood samples were centrifugated at 10,000 rpm for 10 minutes to obtain the serum. In order
to detect Leptospira antibodies, sera were tested through microscopic agglutination test (MAT) [84]. Titer of 1:100 was considered as positive. For the MAT, live Leptospira antigens used were: Leptospira
interrogans serovar Icterohaemorrhagiae (serogroup Icterohaemorrhagiae, strain RGA), L. interrogans
serovar Canicola (serogroup Canicola, strain Alarik), L. interrogans serovar Pomona (serogroup Pomona,
strain Mezzano), L. kirschneri serovar Grippotyphosa (serogroup Grippotyphosa, strain Moskva V),
L. borgpetersenii serovar Tarassovi (serogroup Tarassovi, strain Mitis Johnson), L. interrogans serovar
Bratislava (serogroup Australis, strain Riccio 2), L. interrogans serovar Hardjo (serogroup Sejroe, serovar
Hardjoprajitno), and L. borgpetersenii serovar Ballum (serogroup Ballum, strain Mus 127). 4.3. Leptospira spp. Isolation 4.3. Leptospira spp. Isolation Each wild boar organ was cultured in Ellinghausen-McCullough-Johnson-Harris (EMJH) medium
(Difco, Detroit, MI, USA). Approximately 10 cm3 from each organ was homogenized with 5 mL of
sterile water and 1 mL of homogenate was cultured in 5 mL of EMJH. Cultures were incubated at
30 ◦C ± 1 ◦C for 120 days and observed every 10 days under dark-field microscopy to evaluate possible
bacterial growth. 4.4. Molecular Analysis From each kidney and liver, DNA was extracted using Quick-DNA Plus Kits (Zymo Research,
Irvine, CA, USA) following the manufacturer’s instructions. Two different multiplex Realtime-PCR were employed; the first, targeting Leptospira spp. (16S rRNA gene) and pathogenic Leptospira (lipL32 gene), was performed on all samples [85,86]. The second protocol was only performed on positive Leptospira spp. and negative lipL32 samples,
targeting intermediate Leptospira (16S rRNA gene) and saprophytic Leptospira (23S rRNA gene) [16,86]. As a positive control for the lipL32 gene, DNA extracted from a pure culture of Leptospira interrogans 10 of 16 10 of 16 Pathogens 2020, 9, 377 serogroup Pomona strain Mezzano was used. As a positive control for the 23S rRNA gene for
saprophytic Leptospira, DNA extracted from a pure culture of Leptospira biflexa serogroup Patoc strain
Patoc I was used. As a negative control, sterilized saline water was used. A total reaction volume of
15 µL was prepared by using 2x QuantiTect Probe PCR Master Mix (Qiagen, Hilden, Germany), 2 µM
of each primer, 500 nM of each probe, and 3 µL of DNA, as previously reported [7]. The RealTime-PCR
assay was performed on a Rotorgene Corbett 6000 (Corbett Research, Sydney, Australia) with the
following thermal conditions: a holding stage of 95 ◦C for 5 min and 45 cycles of 95 ◦C for 15 s and
60 ◦C for 30 s. Samples with Ct lipL32 < 35 were considered positive and those samples with 35 < Ct
lipL32 ≥40 were repeated. 4.5. Leptospira spp. Characterization and Genotyping First, serogroups of the isolates were determined through the MAT using a panel of eight polyclonal
anti-sera against the eight serovars reported in Section 4.2. The agglutination with specific antiserum
was used to identify the presumptive strain’s serogroup [84]. Isolated Leptospira were genotyped using a multilocus sequence typing (MLST) scheme based on
housekeeping genes [87–89]. Moreover, the Leptospira species were identified from positive pathogenic and intermediate
Leptospira PCR reactions, using primer for rrs2 gene and 16S rRNA gene, respectively [86,88]. Moreover, the Leptospira species were identified from positive pathogenic and intermediate
Leptospira PCR reactions, using primer for rrs2 gene and 16S rRNA gene, respectively [86,88]. The amplification of each target gene was realized with HotStarTaq Master Mix Kit (Qiagen,
Hilden, Germany), and further sequenced (BMR Genomics, Padova, Italy) using the same amplification
primer sets and analyzed using BioEdit Software [90]. Phylogenetic analysis was performed by the
maximum likelihood method based on the Tamura–Nei model using MEGA 10 software [91]. 4.6. Statistical Analysis Data were analyzed with chi-square (X2) test. The statistical test was used to evaluate the Leptospira
infection ratio in relationship to sex (male or female), age class (young, sub-adult, or adult), province
(Pisa, Lucca, Livorno, Grosseto, or Siena) and hunting season (2018/2019 or 2019/2020). Statistical
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humans. Philos. Trans. R. Soc. Lond. B. Biol. Sci. 2009, 364, 2697–2707. [CrossRef] [PubMed] 9. Bertelloni, F.; Mazzei, M.; Cilia, G.; Forzan, M.; Felicioli, A.; Sagona, S.; Bandecchi, P.; Turchi, B.; Cerri, D.; 9. Bertelloni, F.; Mazzei, M.; Cilia, G.; Forzan, M.; Felicioli, A.; Sagona, S.; Bandecchi, P.; Turchi, B.; Cerri, D.;
Fratini, F. 5. Conclusions Acknowledgments: We thank Mario D’Incau and his team of National Reference Centre for Animal Leptospirosis
(Istituto Zooprofilattico Sperimentale della Lombardia e dell’ Emilia Romagna “Bruno Ubertini”, via Bianchi 7/9,
25121 Brescia, Italy) for provision of the Leptospira live strains employed in this investigation. Acknowledgments: We thank Mario D’Incau and his team of National Reference Centre for Animal Leptospirosis
(Istituto Zooprofilattico Sperimentale della Lombardia e dell’ Emilia Romagna “Bruno Ubertini”, via Bianchi 7/9,
25121 Brescia, Italy) for provision of the Leptospira live strains employed in this investigation. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 5. Conclusions In conclusion, this investigation confirms through the MAT, isolation, and molecular assays, the
role of wild boar in the epidemiology of leptospirosis in Central Italy. Wild boar represents a good
indicator of Leptospira circulating in a specific area where many different animal species share the
same environment. Furthermore, wild boar populations are able to live in a wide spectrum of habitat
types, and, have recently reached sub-urban and urban areas. In Italy, little recent data on human
leptospirosis are available; however, some studies investigated the prevalence of infection in risk
categories (hunters, farmers, and forestry workers) showing serological positivity to Leptospira [93,94]. Moreover, on the basis of the most recent report on human leptospirosis in Italy [95], a high infection
rate was recorded in adult males, and this could indicate that leptospirosis is strictly related to worker
activity. Hunters, for example, are usually all male and over 30 years old. In particular, these peoples
are exposed to an high risk of infection due to management and slaughtering of dead animals being
performed with little health care [96]. Tarassovi and Bratislava are the two main serogroups that circulate within wild boar in Tuscany. Although Bratislava has been more detected, the isolation of Tarassovi suggests that wild boar could
be the main reservoir. In addition, as for pathogenic Leptospira, the presence of intermediate species in
wild boar kidney underlines the need to perform other studies aimed at understanding the newly-
emerging species, L. fainei, in animals and in humans. Pathogens 2020, 9, 377 11 of 16 11 of 16 Author Contributions: Conceptualization, G.C., F.B., and F.F.; investigation, G.C., F.B., and M.A.; data curation,
G.C., F.B., M.A., D.C., and F.F.; writing—original draft preparation, G.C., F.B., and F.F.; writing—review and
editing, G.C., F.B., M.A., D.C., and F.F.; supervision, D.C. and F.F.; funding acquisition, F.F. All authors have read
and agreed to the published version of the manuscript. Author Contributions: Conceptualization, G.C., F.B., and F.F.; investigation, G.C., F.B., and M.A.; data curation,
G.C., F.B., M.A., D.C., and F.F.; writing—original draft preparation, G.C., F.B., and F.F.; writing—review and
editing, G.C., F.B., M.A., D.C., and F.F.; supervision, D.C. and F.F.; funding acquisition, F.F. All authors have read
and agreed to the published version of the manuscript. Funding: This research was funded by University of Pisa, grant number PRA_2018_56. Funding: This research was funded by University of Pisa, grant number PRA_2018_56. References Serological Survey on Bacterial and Viral Pathogens in Wild Boars Hunted in Tuscany. Ecohealth
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dello stress da lavoro, Sassari-Alghero, Italy, 8–10 July 2015. 96. Ngugi, J.N.; Fèvre, E.M.; Mgode, G.F.; Obonyo, M.; Mhamphi, G.G.; Otieno, C.A.; Cook, E.A.J. Seroprevalence
and associated risk factors of leptospirosis in slaughter pigs; A neglected public health risk, western Kenya. BMC Vet. Res. 2019, 15, 403. [CrossRef] [PubMed] 96. Ngugi, J.N.; Fèvre, E.M.; Mgode, G.F.; Obonyo, M.; Mhamphi, G.G.; Otieno, C.A.; Cook, E.A.J. Seroprevalence
and associated risk factors of leptospirosis in slaughter pigs; A neglected public health risk, western Kenya. BMC Vet. Res. 2019, 15, 403. [CrossRef] [PubMed] © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
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English
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Extensive set of African ancestry-informative markers (AIMs) to study ancestry and population health
|
Frontiers in genetics
| 2,023
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cc-by
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OPEN ACCESS REVIEWED BY
Cheryl D. Cropp,
Samford University, United States
Zhongshan Cheng,
St. Jude Children’s Research Hospital,
United States Samantha Boudeau1,2,3, Meganathan P. Ramakodi1,2,3†, Yan Zhou4,
Jeffrey C. Liu5,6, Camille Ragin2,3* and Rob J. Kulathinal1,3* 1Department of Biology, Temple University, Philadelphia, PA, United States, 2Cancer Prevention and Control
Program, Fox Chase Cancer Center, Philadelphia, PA, United States, 3African Caribbean Cancer Consortium,
Fox Chase Cancer Center, Philadelphia, PA, United States, 4Department of Biostatistics and Bioinformatics,
Fox Chase Cancer Center, Philadelphia, PA, United States, 5Department of Otolaryngology, Lewis Katz School
of Medicine at Temple University, Philadelphia, PA, United States, 6Department of Surgical Oncology, Fox
chase Cancer center, Philadelphia, PA, United States Introduction: Human populations are often highly structured due to differences in
genetic ancestry among groups, posing difficulties in associating genes with
diseases. Ancestry-informative markers (AIMs) aid in the detection of population
stratification and provide an alternative approach to map population-specific alleles
to disease. Here, we identify and characterize a novel set of African AIMs that
separate populations of African ancestry from other global populations including
those of European ancestry. Methods: Using data from the 1000 Genomes Project, highly informative SNP
markers from five African subpopulations were selected based on estimates of
informativeness (In) and compared against the European population to generate a
final set of 46,737 African ancestry-informative markers (AIMs). The AIMs identified
were validated using an independent set and functionally annotated using tools like
SIFT, PolyPhen. They were also investigated for representation of commonly used
SNP arrays. markers (AIMs) to study ancestry and
population health. Front. Genet. 14:1061781. doi: 10.3389/fgene.2023.1061781 Results: This set of African AIMs effectively separates populations of African ancestry
from
other
global
populations
and
further identifies
substructure
between
populations of African ancestry. When a subset of these AIMs was studied in an
independent dataset, they differentiated people who self-identify as African
American or Black from those who identify their ancestry as primarily European. Most of the AIMs were found to be in their intergenic and intronic regions with only
0.6% in the coding regions of the genome. Most of the commonly used SNP array
investigated contained less than 10% of the AIMs. COPYRIGHT
© 2023 Boudeau, Ramakodi, Zhou, Liu,
Ragin and Kulathinal. This is an open-
access article distributed under the terms
of the Creative Commons Attribution
License (CC BY). TYPE Original Research
PUBLISHED 23 February 2023
DOI 10.3389/fgene.2023.1061781 TYPE Original Research
PUBLISHED 23 February 2023
DOI 10.3389/fgene.2023.1061781 TYPE Original Research
PUBLISHED 23 February 2023
DOI 10.3389/fgene.2023.1061781 KEYWORDS Extensive set of African ancestry-
informative markers (AIMs) to study
ancestry and population health OPEN ACCESS
EDITED BY
Yassine Souilmi,
University of Adelaide, Australia
REVIEWED BY
Cheryl D. Cropp,
Samford University, United States
Zhongshan Cheng,
St. Jude Children’s Research Hospital,
United States
*CORRESPONDENCE
Rob J. Kulathinal,
robkulathinal@temple.edu
Camille Ragin,
camille.ragin@fccc.edu
†PRESENT ADDRESS
Meganathan P. Ramakodi,
CSIR-NEERI, Hyderabad Zonal Centre,
Hyderabad, Telangana, India
SPECIALTY SECTION
This article was submitted to Evolutionary
and Population Genetics,
a section of the journal
Frontiers in Genetics
RECEIVED 05 October 2022
ACCEPTED 20 January 2023
PUBLISHED 23 February 2023
CITATION
Boudeau S, Ramakodi MP, Zhou Y, Liu JC,
Ragin C and Kulathinal RJ (2023), Extensive
set of African ancestry-informative
markers (AIMs) to study ancestry and
population health. Front. Genet. 14:1061781. doi: 10.3389/fgene.2023.1061781 OPEN ACCESS
EDITED BY
Yassine Souilmi,
University of Adelaide, Australia
REVIEWED BY
Cheryl D. Cropp,
Samford University, United States
Zhongshan Cheng,
St. Jude Children’s Research Hospital,
United States
*CORRESPONDENCE
Rob J. Kulathinal,
robkulathinal@temple.edu
Camille Ragin,
camille.ragin@fccc.edu
†PRESENT ADDRESS
Meganathan P. Ramakodi,
CSIR-NEERI, Hyderabad Zonal Centre,
Hyderabad, Telangana, India
SPECIALTY SECTION
This article was submitted to Evolutionary
and Population Genetics,
a section of the journal
Frontiers in Genetics
RECEIVED 05 October 2022
ACCEPTED 20 January 2023
PUBLISHED 23 February 2023
CITATION
Boudeau S, Ramakodi MP, Zhou Y, Liu JC,
Ragin C and Kulathinal RJ (2023), Extensive
set of African ancestry-informative
markers (AIMs) to study ancestry and
population health. Front. Genet. 14:1061781. doi: 10.3389/fgene.2023.1061781 OPEN ACCESS
EDITED BY
Yassine Souilmi,
University of Adelaide, Australia
REVIEWED BY
Cheryl D. Cropp,
Samford University, United States
Zhongshan Cheng,
St. Jude Children’s Research Hospital,
United States
*CORRESPONDENCE
Rob J. Kulathinal,
robkulathinal@temple.edu
Camille Ragin,
camille.ragin@fccc.edu
†PRESENT ADDRESS
Meganathan P. Ramakodi,
CSIR-NEERI, Hyderabad Zonal Centre,
Hyderabad, Telangana, India
SPECIALTY SECTION
This article was submitted to Evolutionary
and Population Genetics,
a section of the journal
Frontiers in Genetics
RECEIVED 05 October 2022
ACCEPTED 20 January 2023
PUBLISHED 23 February 2023
CITATION
Boudeau S, Ramakodi MP, Zhou Y, Liu JC,
Ragin C and Kulathinal RJ (2023), Extensive
set of African ancestry-informative
markers (AIMs) to study ancestry and
population health. Front. Genet. 14:1061781. doi: 10.3389/fgene.2023.1061781 Introduction socioeconomic factors (Molina et al., 2008) and access to healthcare
(Ragin et al., 2011), suggesting a genetic basis to these differences. Racial health disparities in populations of African descent have been
extensively documented and in the United States these disparities have
been observed in many diseases (Tsai et al., 2011). For example, African
Americans have significantly greater mortality and morbidity for asthma
and are nearly five times more likely to be diagnosed with primary open-
angle glaucoma compared to Americans with European ancestry (Barnes,
2010; Cole et al., 2021). Based on data from US cancer registries for all
malignancies combined, African Americans have worse cancer incidence
and survival rates compared with European Americans (Özdemir &
Dotto, 2017). Not surprisingly, there are certain cancers for which the
racial health disparity is more pronounced. In head and neck cancer,
African Americans possess poorer survival rates than their European
American counterparts even though they have a similar incidence rate
(Daraei & Moore, 2015; Zavala et al., 2021). Breast cancer also has
pronounced racial disparities with African American women having a
40% higher mortality rate, younger age at diagnosis, and higher incidence
of aggressive forms of the disease. Interestingly, African American males
also have a higher incidence of breast cancer compared to European
American males (Stringer-Reasor et al., 2021). Compared to men of
European ancestry, men of African or Afro-Caribbean ancestry have been
found to have a higher risk of developing more aggressive forms of
prostate cancer at a younger age (McHugh et al., 2021). Socioeconomic
factors including healthcare access, geographical factors, lifestyle, and
other behavioral factors are routinely used to explain racial health
disparities in cancer (Khan et al., 2019). Yet, in head and neck cancer
studies,
much
of
this
disparity
remains
after
accounting
for Much of the literature investigating racial health disparities has
relied on self-identified race as a proxy for genetic ancestry. However,
current characteristics for determining race, including skin color,
geography, and language, are often too vague to capture true
genetic ancestry in disease studies (Hunt and Megyesi, 2008). Ancestry-informative
markers
(AIMs)
are
SNPs
with
highly
differing allele frequencies between different populations, and the
differences in frequency tends to be an order of magnitude greater
than the difference among continental subpopulations (Tian et al.,
2006). More recently, AIMs are being integrated in biomedical studies
to study associations between genetic ancestry and health as a more
accurate measure of genetic ancestry. OPEN ACCESS The use, distribution or
reproduction in other forums is permitted,
provided the original author(s) and the
copyright owner(s) are credited and that
the original publication in this journal is
cited, in accordance with accepted
academic practice. No use, distribution or
reproduction is permitted which does not
comply with these terms. Discussion: While several functional annotations of both coding and non-coding
African AIMs are supported by the literature and linked these high-frequency African
alleles to diseases in African populations, more effort is needed to map genes to
diseases in these genetically diverse subpopulations. The relative dearth of these
African AIMs on current genotyping platforms (the array with the highest fraction,
llumina’s Omni 5, harbors less than a quarter of AIMs), further demonstrates a greater
need to better represent historically understudied populations. African ancestry, aims, population structure, 1000 genomes project, ancestry and health 01 Frontiers in Genetics frontiersin.org 10.3389/fgene.2023.1061781 Boudeau et al. Introduction AIMs panels are heavily used in
admixture mapping in studies seeking to identify disease-associated
loci in admixed populations such as African Americans (Chen et al.,
2010). AIMs allow for the study of both global and local ancestry
association with disease which can lead to the identification of
population-specific disease loci. Loci that are associated with
increased disease risk in a population are likely to be found in
regions of the genome with a high percentage of ancestry for that
population (Zhang et al., 2014). While studies have shown that only
1,500–2,500 SNPs are necessary to detect ancestral chromosomal
regions
in
admixed
populations
(Winkler
et
al.,
2010),
a
comprehensive AIMs set is required for a finer mapping of disease loci. h
k
l
l f
f In this work, we generate a novel panel of 46,437 African ancestry-
informative markers that were identified using European and African
subpopulations genotype data from Phase 3 of the 1000 Genomes FIGURE 1
Development of the African AIMs panel for this study. Genotype data from African (AFR) populations (Gambian, Gambia [GWD]; Esan, Nigeria [ESN];
Luhya, Kenya [LWK]; Mende, Sierra Leone [MSL]; Yoruba, Nigeria [YRI]) and European (EUR) populations (Utah residents with European ancestry [CEU]; Finnish,
Finland [FIN], British; England & Scotland [GBR]; Iberian, Spain [IBS]; Tuscany, Italy [TSI]) from the 1000 Genomes Project database. AFR dataset combinations
(AFR-S1 to AFR-S6) and the combined EUR dataset were generated based on the ancestry informativeness (ln) of each variant. Genetic variants with In≥
0.25 were considered as AIMs. Each AFR subset was compared against the combined EUR set resulting in six different AIMs subsets. The SNPs common to all
six AIMs subset were extracted to generate the set of 46,737 African AIMs used in this study. FIGURE 1
Development of the African AIMs panel for this study. Genotype data from African (AFR) populations (Gambian, Gambia [GWD]; Esan, Nigeria [ESN];
Luhya, Kenya [LWK]; Mende, Sierra Leone [MSL]; Yoruba, Nigeria [YRI]) and European (EUR) populations (Utah residents with European ancestry [CEU]; Finnish,
Finland [FIN], British; England & Scotland [GBR]; Iberian, Spain [IBS]; Tuscany, Italy [TSI]) from the 1000 Genomes Project database. AFR dataset combinations
(AFR-S1 to AFR-S6) and the combined EUR dataset were generated based on the ancestry informativeness (ln) of each variant. Genetic variants with In≥
0.25 were considered as AIMs. Each AFR subset was compared against the combined EUR set resulting in six different AIMs subsets. Introduction (A) Selection of the ancestry informative markers (AIMs) common to the different sets of
continental African AIMs to generate the final set of 46,737 African AIMs. (B) Distribution of the number of African AIMs in 1 Mb chromosomal windows across
chromosomes. Although some windows contain a much higher count, the y-Axis is capped at 300 SNPs to visualize most of the peaks which contain less than
300 SNPs per window. The location of AIMs from this set that appear in the GWAS database as associated with cancer phenotypes are shown on the
karyotype plot (nine ontologies are indicated as separate colors). (C) Distribution of African AIMs across different genomic regions. FIGURE 2
Characterization of the African AIMs identified in this study. (A) Selection of the ancestry informative markers (AIMs) common to the different sets of
continental African AIMs to generate the final set of 46,737 African AIMs. (B) Distribution of the number of African AIMs in 1 Mb chromosomal windows across
chromosomes. Although some windows contain a much higher count, the y-Axis is capped at 300 SNPs to visualize most of the peaks which contain less than
300 SNPs per window. The location of AIMs from this set that appear in the GWAS database as associated with cancer phenotypes are shown on the
karyotype plot (nine ontologies are indicated as separate colors). (C) Distribution of African AIMs across different genomic regions. FIGURE 3
Distribution of FST among autosomal AIMs. FST was estimated for each African subpopulation (ESN, YRI, GWD, MSL, and LWK) against the European
population using data from the 1000 Genomes Project. Additionally, estimates of FST were also calculated for the two other subpopulations in the dataset with
high African ancestry, the Afro-Caribbean population from Barbados (ACB), and African Americans from the United States (ASW). FST was estimated for
biallelic autosomal AIMs only and shows differences in the distribution in the FST estimates between the populations. FIGURE 3
Distribution of FST among autosomal AIMs. FST was estimated for each African subpopulation (ESN, YRI, GWD, MSL, and LWK) against the European
population using data from the 1000 Genomes Project. Additionally, estimates of FST were also calculated for the two other subpopulations in the dataset with
high African ancestry, the Afro-Caribbean population from Barbados (ACB), and African Americans from the United States (ASW). Frontiers in Genetics Introduction The SNPs common to all
six AIMs subset were extracted to generate the set of 46,737 African AIMs used in this study. 02 Frontiers in Genetics frontiersin.org 10.3389/fgene.2023.1061781 Boudeau et al. FIGURE 2
(Continued) FIGURE 2
(Continued) FIGURE 2
(Continued) Project (1KGP) (Sudmant et al., 2015). This work compares populations
of African and European ancestries to identify SNPs that will be highly
informative for African ancestry as well as differentiating Africans from
other continental groups. Additionally, this AIM set will provide an important reference panel to investigate genetic ancestry in understudied
admixed populations such as African Americans and Afro-Caribbeans. While most African AIMs found in the literature are comprised of SNPs
from just two subpopulations, namely CEU (US-European) and YRI 03 Frontiers in Genetics frontiersin.org Boudeau et al. 10.3389/fgene.2023.1061781 FIGURE 2
Characterization of the African AIMs identified in this study. (A) Selection of the ancestry informative markers (AIMs) common to the different sets of
continental African AIMs to generate the final set of 46,737 African AIMs. (B) Distribution of the number of African AIMs in 1 Mb chromosomal windows across
chromosomes. Although some windows contain a much higher count, the y-Axis is capped at 300 SNPs to visualize most of the peaks which contain less than
300 SNPs per window. The location of AIMs from this set that appear in the GWAS database as associated with cancer phenotypes are shown on the
karyotype plot (nine ontologies are indicated as separate colors). (C) Distribution of African AIMs across different genomic regions. FIGURE 2
Characterization of the African AIMs identified in this study. (A) Selection of the ancestry informative markers (AIMs) common to the different sets of
continental African AIMs to generate the final set of 46,737 African AIMs. (B) Distribution of the number of African AIMs in 1 Mb chromosomal windows across
chromosomes. Although some windows contain a much higher count, the y-Axis is capped at 300 SNPs to visualize most of the peaks which contain less than
300 SNPs per window. The location of AIMs from this set that appear in the GWAS database as associated with cancer phenotypes are shown on the
karyotype plot (nine ontologies are indicated as separate colors). (C) Distribution of African AIMs across different genomic regions. FIGURE 2
Characterization of the African AIMs identified in this study. Introduction FST was estimated for
biallelic autosomal AIMs only and shows differences in the distribution in the FST estimates between the populations. (Yoruba) (Zhang et al., 2014), this panel provides a more extensive
accounting of each of the 1KGP subpopulations in Europe (EUR) and
Africa (AFR). The most highly differentiated SNPs from each AFR subpopulation
relative
to
the
EUR
population
based
on
informativeness estimates common to all AFR subpopulations were
pooled to generate this panel. The African AIMs were validated using 04 Frontiers in Genetics frontiersin.org Boudeau et al. 10.3389/fgene.2023.1061781 FIGURE 4
(Continued). FIGURE 4 resulted in six separate AIMs subpanels which were subsequently
intersected to identify 46,737 common African AIMs. an independent dataset of 1,448 individuals where approximately one half
is of European ancestry and the other half is of varying degree of African
ancestry. They were characterized for function and disease association
with several gene-trait associations specific to African populations
corroborated in the literature. We also find that these SNPs are
under-represented in major genotyping platforms that are in current
use. This work identifies a robust new panel of SNPs found in high
frequency across continental African populations that have the potential
to link population-specific mutations and disease, thus, providing much
needed foundational data to examine understudied African populations. Population genomic differentiation analysis To validate population-specific properties of the identified AIMs, we
estimated the pairwise fixation index (FST) for the seven 1KGP
subpopulations with significant African ancestry (YRI, ESN, MSL,
GWD, LWK, ACB, ASW) against the European population. Using the
1KGP data for these populations, we extracted SNPs identified as AIMs on
the 22 autosomes using BCFTools (Danecek et al., 2021). Weir-FST
estimates were calculated using VCFTools (Danecek et al., 2011) and
then visualized via violin plots. Data source and AIMs identification We performed a principal component analysis on the AIMs set to
visualize their ability to differentiate between the subpopulations of
African ancestry and the other subpopulations from the 1KGP. Using
BCFTools, the 1KGP VCF files were converted to their binary version
(.bcf). PLINK was used to prune and merge the chromosome files into
one. Eigenvectors were generated and used for PCA analysis
comparing the different populations. Ancestry-informative markers (AIMs) were identified using
SNP
data
from
the
1000
Genomes
Project
(1KGP)
(1000 Genomes Project 2012; 1000 20151000 Genomes Project
Consortium et al., 2015). The genotype data of African (AFR)
populations (Gambian, Gambia [GWD]; Esan, Nigeria [ESN];
Luhya, Kenya [LWK]; Mende, Sierra Leone [MSL]; Yoruba,
Nigeria
[YRI]),
and
European
(EUR)
populations
(Utah
residents
with
European
ancestry
[CEU];
Finnish,
Finland
[FIN], British, England & Scotland [GBR]; Iberian, Spain [IBS];
Tuscany, Italy [TSI]) were downloaded from the 1KGP database
(2013 release). The ancestry informativeness (In) of each genetic
variant was estimated separately for six different combinations of
AFR datasets (AFR-S1 to AFR-S6) and the combined EUR dataset
(Figure 1) using the tool, infocalc (Rosenberg et al., 2003). Genetic
variants with In≥0.25 were considered as AIMs. The analyses Frontiers in Genetics AIMs validation To test the ability of the identified AIMs to separate populations of
African ancestry from those of European ancestry, we evaluated them on
an independent dataset of 1,472 individuals. These individuals were
recruited as part of a cohort of head and neck cancer study as cases
and controls to be genotyped for an IRB-approved related study. A
custom Illumina sequencing array was designed by adding a subset of the Frontiers in Genetics 05 frontiersin.org Boudeau et al. 10.3389/fgene.2023.1061781 URE 4
stering of African AIMs within and between populations. (A) Principal component analysis across all subpopulations in 1000 Genomes Project data
h populations of high African ancestry in individual colors while the other subpopulations are colored in a single-color gradient (EUR: aquamarine; EAS:
en; AMR: yellow; SAS: purple). (B) Principal component analysis of the AFR subpopulations (multicolor), plus the Afro-Caribbean (ACB), the African
erican (ASW), and the EUR subpopulations. (C) PCA of 9,385 AIMs genotyped in an independent dataset with PC1 explaining 53.7% of the genetic
ance in the data. FIGURE 4
Clustering of African AIMs within and between populations. (A) Principal component analysis across all subpopulations in 1000 Genomes Project data
with populations of high African ancestry in individual colors while the other subpopulations are colored in a single-color gradient (EUR: aquamarine; EAS:
green; AMR: yellow; SAS: purple). (B) Principal component analysis of the AFR subpopulations (multicolor), plus the Afro-Caribbean (ACB), the African
American (ASW), and the EUR subpopulations. (C) PCA of 9,385 AIMs genotyped in an independent dataset with PC1 explaining 53.7% of the genetic
variance in the data. AIMs from this panel to the Illumina GSA backbone (Infinium Global
Screening Array-24 Kit). DNA was extracted from the biospecimen
collected from study participants as described in Blackman et al. (2018) and genotyped using the custom array. The AIMs included in
the array are a subset of the 47 K that are not in linkage disequilibrium. After excluding retired SNPs, updated and combined SNPs, as well as
SNPs whose probes were not able to be made, 11,377 probes were added
to the GSA array. The number of AIMs successfully genotyped by all
samples across two batches totaled 9,566 and the genotype data for AIMs from this panel to the Illumina GSA backbone (Infinium Global
Screening Array-24 Kit). DNA was extracted from the biospecimen
collected from study participants as described in Blackman et al. (2018) and genotyped using the custom array. AIMs validation The AIMs included in
the array are a subset of the 47 K that are not in linkage disequilibrium. After excluding retired SNPs, updated and combined SNPs, as well as
SNPs whose probes were not able to be made, 11,377 probes were added
to the GSA array. The number of AIMs successfully genotyped by all
samples across two batches totaled 9,566 and the genotype data for 9,385 SNPs were used as the validation SNP subset via principal
component analysis. Frontiers in Genetics Functional characterization We annotated and evaluated the functional role of these genetic
variants by running our list of AIMs through ANNOVAR (Wang
et al., 2010) using the hg19 human reference genome. The 06 frontiersin.org frontiersin.org Boudeau et al. 10.3389/fgene.2023.1061781 FIGURE 5
Distribution of minor allele frequencies in African AIMs. AIMs found in the coding regions of the genome and carrying non-synonymous mutations are
juxtaposed next to the SIFT and Polyphen2 scores for each SNPs. Of the 338 exonic SNPs, 164 are non-synonymous mutations, 149 of which were scored by
the tools. Excluding the X-linked SNPs and multiallelic sites, only 112 SNPs were non-synonymous and are plotted here. The color gradient for the MAF ranges
from white (0) to red (0.6); the gradient for SIFT range from purple (0, damaging) to pink (1, benign), while the gradient for Polyphen2 ranges from pink (0,
benign) to purple (1, damaging). Distribution of minor allele frequencies in African AIMs. AIMs found in the coding regions of the genome and carrying non-synonymous mutations are
juxtaposed next to the SIFT and Polyphen2 scores for each SNPs. Of the 338 exonic SNPs, 164 are non-synonymous mutations, 149 of which were scored by
the tools. Excluding the X-linked SNPs and multiallelic sites, only 112 SNPs were non-synonymous and are plotted here. The color gradient for the MAF ranges
from white (0) to red (0.6); the gradient for SIFT range from purple (0, damaging) to pink (1, benign), while the gradient for Polyphen2 ranges from pink (0,
benign) to purple (1, damaging). each array platform. These AIMs were then compared to a large list of
imputed SNPs to estimate which of the AIMs could be imputed. pathogenicity of the AIMs was evaluated using multiple functional
effect predictors: polymorphism phenotyping: PolyPhen2 (Adzhubei
et al., 2013); sorting intolerant from tolerant: SIFT (Kumar et al.,
2009); and two machine learning methods: metaSVM (support
vector machine) and metaLR (logistic regression) (Dong et al., 2015). Frontiers in Genetics Overlap with current platforms Two
intronic AIMs (rs13267382: chr8, LINC00536; rs9952980: chr18,
SLC14A2) and two intergenic AIMs (rs10832963: chr11, SPTY2D1
- SRSF3P1; rs11814448: chr10) were also found to be associated with
breast cancer in samples of European and Asian ancestry (Michailidou
et al., 2017). rs7252505 found in the GPATCH1 gene (chr19) was associated
with colorectal cancer risk (H. Wang et al., 2017) (Figure 2B). Two
intronic AIMs (rs13267382: chr8, LINC00536; rs9952980: chr18,
SLC14A2) and two intergenic AIMs (rs10832963: chr11, SPTY2D1
- SRSF3P1; rs11814448: chr10) were also found to be associated with
breast cancer in samples of European and Asian ancestry (Michailidou
et al., 2017). six subpanels were retrieved for further analyses. The usefulness of
these AIMs for assessment of population structure was analyzed using
data from a separate and ongoing project pointing towards the utility
of this AIMs panel to study population admixture in African
populations (Ramakodi et al., 2017). To characterize the distribution of these African AIMs in the
genome and to evaluate their functional roles, we partitioned 1 Mbp
windows across each chromosome. Figure 2B shows a genome-wide
distribution of African AIMs with a significantly high fraction found
on the X-chromosome. Most autosomal 1 Mbp windows have fewer
than 300 SNPs, although there are several windows with a much
higher SNP density. Chromosome 17 and the X-chromosome possess
regions with a much higher density of SNPs, with some chromosomal
regions having up to 970 SNPs per 1 MB window. Windows that are
AIMs-rich are generally distributed evenly across each chromosome
(e.g., chromosomes 1 and 12) with no obvious clusters. However, there
appears to be some clusters of AIMs-rich windows, as is the case of the
X-chromosome harboring a large cluster near its centromere. Additionally, some of the shorter chromosomes (e.g., chr8, 12, 14,
15, 17, and 20) appear to have a higher fraction of African AIMs
relative to the longer chromosomes (e.g., chr2, 3, 5, 6, and 7). Figure 2C shows the distribution of SNPs across different genomic
regions and the potentially consequential roles they play in genome
function. Most of the AIMs are found in two genomic regions, with
just over half, 51.4%, found in the intergenic regions of the genome
and 39.1% in intronic regions. The remaining SNPs are distributed in
smaller fractions in intronic non-coding RNAs (5.8%), 3-prime UTRs
(1.1%), with 0.7% found within 1 Mb downstream of genes and 0.6%
found upstream of genes. Overlap with current platforms Only 338 SNPs, 0.6% of the entire AIMs set,
were found to be in coding regions of the genome. Interestingly, when
compared to all autosomal SNPs in the 1000 Genomes Project dataset,
this AIMs set has significantly fewer exonic (p-value < 2.2e-16, Fisher’s
Exact test) and 5-prime UTR (p-value = 0.04685, Fisher’s Exact test)
SNPs than expected. To investigate whether the regions enriched for AIMs correlate
with diseases in the literature, we extracted studies from the GWAS
catalog that identified AIMs from this set as associated with cancer and
plotted the loci (colored dots) onto a karyotype plot (Figure 2B). AIMs,
rs12916300 and rs12913832, mapped to HERC2 (chr15) and
rs694339 in the CBLN2 (chr18) genes were associated with
colorectal cancer risk in a European sample (Hofer et al., 2017)
(Figure
2B). In
an
African
American
sample,
AIM Overlap with current platforms In this study, genotype data derived from five continental African
and five European subpopulations were analyzed to obtain a
generalized AIMs panel for the African populations represented in
the 1KGP data (Figure 1). This African-European continental
comparison initially generated six AIMs subpanels ranging from
51,907 to 59,422 SNPs with each subpanel including all African
populations except for one. The number of AIMs obtained from
each dataset are shown in Figure 2A. All six AIMs subpanels were
intersected and a total of 46,737 AIMs commonly found in each of the We also surveyed the representation of our AIMs set among
common genotyping array platforms which may indicate how
likely they are to be found in the literature as associated with
known disease mutations. We downloaded the manifests for
25
commonly
used
genotyping
arrays
from
Illumina
and
Affymetrix (ThermoFisher Scientific) and ascertained the number
of SNPs from the AIMs set that appear on the sequencing arrays. Lastly, we estimated the fraction of our African AIMs represented on 07 frontiersin.org Boudeau et al. 10.3389/fgene.2023.1061781 FIGURE 6
Percentage of African AIMs from this study that are represented in commercial genotyping arrays. Twenty-five commonly used genotyping platforms
were chosen from Illumina and Affymetrix (y-Axis) and the fraction of SNPs differentiating the African population from others (i.e., AIMs from this study) is listed
for each array. Platforms are ranked from most representative of the AIMs panel from this study to the least. FIGURE 6
Percentage of African AIMs from this study that are represented in commercial genotyping arrays. Twenty-five commonly used genotyping platforms
were chosen from Illumina and Affymetrix (y-Axis) and the fraction of SNPs differentiating the African population from others (i.e., AIMs from this study) is listed
for each array. Platforms are ranked from most representative of the AIMs panel from this study to the least. FIGURE 6
Percentage of African AIMs from this study that are represented in commercial genotyping arrays. Twenty-five commonly used genotyping platforms
were chosen from Illumina and Affymetrix (y-Axis) and the fraction of SNPs differentiating the African population from others (i.e., AIMs from this study) is listed
for each array. Platforms are ranked from most representative of the AIMs panel from this study to the least. rs7252505 found in the GPATCH1 gene (chr19) was associated
with colorectal cancer risk (H. Wang et al., 2017) (Figure 2B). Frontiers in Genetics Substructure in populations of African
ancestry The importance of population substructure in association studies
is becoming more apparent as they can confound observed genetic
associations when ignored and hinder us from elucidating the genetic
bases of disease. Consequently, understanding whether this set of 08 Frontiers in Genetics frontiersin.org 10.3389/fgene.2023.1061781 10.3389/fgene.2023.1061781 Boudeau et al. Boudeau et al. populations. The EUR populations appear to have much lower
MAFs for these SNPs. The seven columns (1–7) with populations
of African ancestry show further evidence of population substructure. We also tried to predict pathogenicity using prediction tools such as
SIFT
(sorting
intolerant
from
tolerant)
and
PolyPhen2
(polymorphism phenotyping). Column 9 shows the SIFT results
and column 10 shows the results from PolyPhen2 with damaging
mutations labeled in purple (Figure 5). There are a few instances where
some SNPs are identified as damaging by both predictors and these
SNPs appear to be more concentrated in SNPs with higher MAFs in
the AFR populations. Interestingly, many of the SNPs predicted to be
damaging by SIFT have very low MAF in the EUR population. We also
compared other pathogenicity tools, such as metaSVM and metalR
(Dong et al., 2015), that provide an aggregate prediction score from
multiple individual tools and these tools only identified two AIMs as
damaging: rs12186491 maps to SPINK6, a serine protease inhibitor
kazal-type 6 gene which has been found to regulate nasopharyngeal
carcinoma
metastasis
through
EGFR
signaling,
and
rs6601495 encodes for Retinitis Pigmentosa 1-Like 1 Protein which
is associated with diseases like occult macular dystrophy and retinitis
pigmentosa (Zheng et al., 2017; Noel and MacDonald, 2020). African AIMs adequately identifies population substructure within
and between populations with shared African ancestry is an important
goal. Figure 3 shows the distribution of the fixation index of these
AIMs in the different sub-populations of African ancestry as estimated
against the EUR super-population. Based on Weir-FST statistics, there
is a uniform distribution of FST estimates for the continental AFR
subpopulations with the four West African subpopulations (ESN, YRI,
GWD, MSL). The violin plots in Figure 3 show the most similarity. The ACB subpopulation shows a slightly different distribution
compared to the AFR subpopulations though its plot still reflects a
high degree of dissimilarity from the EUR population and close
relationship to the AFR subpopulation. The ASW violin plot
reveals the most divergent distribution and a much lower FST
minimum relative to the other subpopulations. Discussion Using an independent dataset of racially self-identified individuals
from the United States, we were able to show that our validation subset
of 9,385 markers effectively separated individuals of European
ancestry from those of African ancestry (Figure 4C). Additionally,
these AIMs detected population differences within the group of
individuals with African ancestry without being able to fully
differentiate the sub-populations of African ancestry (continental
African, African American, Caribbean of African ancestry). Undetected population structure can lead to spurious findings in
genetic association studies. With the increased reliance on these
studies
to
identify
genetic
markers
associated
with
disease,
identification and correction for population stratification are critical
as both environmental and genetic factors can affect disease risk
between populations or subpopulations (Enoch et al., 2006). In this
work, we developed a set of African ancestry-informative SNPs that
differentiates populations of African ancestry from others and
identifies substructure within populations of African ancestry based
on estimates of informativeness. We identified 46,737 African
ancestry-informative markers from five African subpopulations
using Phase 31,000 Genomes Project data and our results suggest
they convincingly aggregate populations based on their genetic
ancestry and effectively separate populations of African ancestry
from other major ancestral populations (Figure 4). Although the
AIMs
were
identified
from
a
comparison
between
AFR
subpopulations and a combined EUR reference, Figure 4 shows
that they suitably isolate populations of African ancestry from
those of other continental groups including East Asian, South
Asian, and groups with American ancestry. While there are several
existing sets of ancestry-informative SNPs claiming to differentiate Substructure in populations of African
ancestry The generated African AIMs were evaluated for their ability to
properly
differentiate
populations
of
African
ancestry
from
populations
of
European
ancestry
and
the other
continental
ancestral groups such East Asia, South Asia, and the Americas. Using SNPs from the 1000 Genomes Project, principal component
analysis reveals that this AIMs set separates African subpopulations
from all other populations (Figure 4A). Based on these AIMs, the AFR
subpopulations
are
effectively
segregated
from
the
EUR
subpopulations in addition to other global ancestry groups that
were not included in the generation of the set (Figure 4A). The
PCA plots also show that the AIMs were able to detect population
substructure within populations admixed with African ancestries such
as the admixed American populations, ASW and ACB. Figure 4B
shows that PC1 separates the AFR subpopulations from the EUR
subpopulations and to a lesser extent it shows some degree of
separation between the AFR subpopulations, explaining 16.94% of
the total variance of the sampled genetic variation. PC2 and
PC3 explained a combined additional 15.24% of the total genetic
variance. The five continental African (AFR) subpopulations appear to
cluster more tightly together while the populations of African ancestry
in Southwest United States (ASW) and the African Caribbean in
Barbados (ACB) subpopulations show some spread toward the
European (EUR) population cluster. Generally, functional or pathogenicity information on the SNPs
contained in this set of AIMs is scarce which may be a byproduct of
being underrepresented in currently available genotyping platforms. An analysis of 25 popular genotyping array platforms from Illumina
and Affymetrix reveals that most of the commercial arrays surveyed
included less than 10% of the African AIMs (Figure 6). Combined,
only 19,239 of the 46,737 AIMs in this set were found among the
8,708,293 unique SNPs included in these 25 commercial arrays. When
compared to a current list of over 13 million variants (imputed SNPs
from Neale lab, https://github.com/Nealelab/UK_Biobank_GWAS)
that
were
imputed
against
a
diverse
panel,
43,647
of
the
46,737 AIMs were found, indicating that most of the SNPs could
be imputed. Frontiers in Genetics AIM allele frequencies and representation in
common genotyping arrays Minor allele frequency (MAF) reflects how common an allele is in
a population with low frequency alleles often associated with disease
phenotypes making them markers of high interest. In Figure 5,
columns 1–5 display the MAF for the five continental AFR
populations (ESN, GWD, LWK, MSL, YRI), column 6: the Afro-
Caribbean population, column 7: African Americans in the Southwest,
and column 8: the European population. The five AFR subpopulations
appear to have similar MAFs for the different SNPs while the
frequencies
are
noticeably
different
in
the
ACB
and
ASW 09 frontiersin.org 10.3389/fgene.2023.1061781 Boudeau et al. Boudeau et al. alloimmunization in sickle cells patients (Williams et al., 2018; Daya
et al., 2019). Over eight variants associated with prostate cancer risk
have been identified on loci 8q24 (Han et al., 2016). African populations from others, they often come with limitations
including that they are estimated from one subpopulation of African
ancestry, usually YRI, and one of European ancestry, usually CEU
(Keene et al., 2008; Cheng et al., 2009; Tandon et al., 2011; Zeng et al.,
2016), though sometimes they include ASW (Chen et al., 2010). This
AIM panel provides a more extensive and comprehensive set of pan-
African SNPs that can help improve the accuracy of African ancestry
estimates since it was established from multiple subpopulations from
both the European and African populations. African populations from others, they often come with limitations
including that they are estimated from one subpopulation of African
ancestry, usually YRI, and one of European ancestry, usually CEU
(Keene et al., 2008; Cheng et al., 2009; Tandon et al., 2011; Zeng et al.,
2016), though sometimes they include ASW (Chen et al., 2010). This
AIM panel provides a more extensive and comprehensive set of pan-
African SNPs that can help improve the accuracy of African ancestry
estimates since it was established from multiple subpopulations from
both the European and African populations. This AIMs panel will significantly contribute to the ease with which
the field integrates African genetic ancestry in population genetics studies
but there remain some limitations. The 1000 Genomes Project was used to
identify the AIMs for this set although it only includes six African sub-
populations and does not completely encapsulate the rich genetic history
of the African continent. Moreover, the included populations have small
sample sizes which might not be fully representative of the diversity in
those populations. AIM allele frequencies and representation in
common genotyping arrays Lastly, Phase 3 data from the 1KGP was sampled at
relatively low depth (7.4x) which can make it challenging to identify less
common, rarer variants in the population (Byrska-Bishop et al., 2022). We developed our AIMs set to exclude SNPs that are specific to
just one African subpopulation and are unlikely to be informative
outside the context of that subpopulation. We also detected
substructure between subpopulations of African ancestry when
admixed populations with significant African ancestry, namely
ASW and ACB, were introduced (Figure 2). However, this AIMs
panel of markers does not fully differentiate between subpopulations
of African ancestry. This distinction highlights the consideration that
should be given to both between and within population variation to
effectively control for population stratification in genetic studies. As
advanced in Enoch et al. (2006) and originally by Lewontin (1972),
while there is significant diversity between populations, the bulk of
human diversity is found within populations. The underrepresentation of these African AIMs on commonly
used commercial genotyping arrays also contributes to the scarcity of
information about their involvement of disease. However, many of
these SNPs may be imputable using currently available African-
inclusive panels. We searched a list of over 13 million imputable
variants generated from UK BioBank data imputed using a panel made
up of data from the Haplotype reference consortium, UK10K, as well
as the 1000 Genomes Project reference panels, for the presence of our
identified African AIMs. Out of these 46,737 AIMs, 43,647 were found
on the list of imputable variants, which is expected considering that
1KPG data was included in the panel used to impute the SNPs. However, many populations in Africa remain poorly studied and
imputing variants for those could be challenging. As discussed by
Martin et al. (2018), imputation panels and resources have a European
bias, and sequencing initiatives are biased for West African
populations, thus, ignoring much of the total genetic diversity on
the continent. This is a particular concern for the imputation of
African genomes as the literature suggests a higher rate of genetic
diversity and a lower rate of linkage disequilibrium in African
populations (Bentley et al., 2020). Furthermore, most reference
panels are currently not publicly available or use too small of a
sample size to impute effectively (Gurdasani et al., 2015; Mathias
et al., 2016; Taliun et al., 2021). AIM allele frequencies and representation in
common genotyping arrays We evaluated the subset of AIMs that are in protein-coding regions
for pathogenicity and association with disease as certain disease-causing
variants have been found at highly differing frequencies across
populations (Patterson et al., 2004). Using tools such as SIFT,
Polyphen, metaSVM, and metaLR via ANNOVAR, we investigated
which changes may lead to a loss of function in their associated
proteins. These tools predict how non-synonymous mutations affect
protein function (Flanagan et al., 2010). 0.64% of the AIMs are
located in exonic regions of the genome and of that SNP pool, only
the 48.52% fraction that are non-synonymous mutations were used for
pathogenicity prediction. There is also a lack of agreement between each
of the prediction tools which makes it challenging to interpret the
predictions made for the SNPs identified as damaging. Further
investigation is needed to contextualize these AIMs and elucidate their
potential implications in disease. The development of ancestry-informative markers within the
framework of population disease risk estimation presents an
exciting opportunity to investigate the genetic bases of health
disparities across heterogeneous populations with people from
different genetic histories. Population structure can have significant
implications for genomics studies and simply controlling for them is
not always enough to successfully account for population stratification
and to avoid such pitfalls as spurious associations (Enoch et al., 2006). As demonstrated here, having a highly specific African AIMs set can
help detect ancestry differences between populations of African
ancestry and others but it can also identify substructure within
populations of African ancestry that should be further surveyed in
association studies. This approach increases statistical power and can
lead to the identification of true associations between the SNP markers
of interest and the disease/trait in association studies. Many studies
have identified associations between genetic ancestry and health and,
more recently, there is a trend toward the identification of AIMs
associated with disease though the studies of African ancestry are still
few. Studies like these allow for increased granularity in the analysis of
ancestry and health. Considering that self-reported race is an
inconsistent and unreliable substitute for genetic ancestry, the
AIMs set presented here provides a means for researchers to
uncover the impact of ancestry on disease and phenotype. Frontiers in Genetics References Cheng, C.-Y., Kao, W. H. L., Patterson, N., Tandon, A., Haiman, C. A., Harris, T. B., et al. (2009). Admixture mapping of 15,280 african Americans identifies obesity susceptibility
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gigascience/giab008 Barnes, K. C. (2010). Ancestry, ancestry-informative markers, asthma, and the quest for
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inclusion of African ancestry populations in genomics. Npj Genomic Med. 5 (1), 5. AIM allele frequencies and representation in
common genotyping arrays These Although most of our identified AIMs are in non-coding regions,
they can still play a role in the genetic basis of health disparities and
how genetic ancestry can influence disease risk, although these
association data are sparser. One such case of that demonstrates
the functional impact of non-coding AIMs from association
literature is the African ancestry variant, rs72725854, a rare variant
found in an enhancer region at 8q24 which has been shown to regulate
multiple lnRNA genes and the MYC oncogene to influence prostate
cancer risk in men of African ancestry (Darst et al., 2020; Walavalkar
et al., 2020). Additionally, the GWAS literature is ripe with SNPs that
have been found to be associated with disease phenotypes such as
differential survival in head and neck cancer, differences in prostate
cancer risk, and differences in diagnosis stage in breast cancer (Al-
Alem et al., 2014; Irizarry-Ramírez et al., 2017; Ramakodi et al., 2017). Certain chromosomes stood out as having a higher proportion of
AIMs relative to their size such as the X-chromosome and
chromosomes 4, 8, 12, 14, 15, and 17, all of which have a higher
proportion
of
AIMs
than
the
much
larger
chromosome
1. Interestingly, loci on some of these chromosomes have been
identified
in
the
literature
as
associated
with
diseases
in
populations of African ancestry including loci 8p23 and 8q24 and
asthma risk and the association of rs75853687 on chromosome 5 with 10 frontiersin.org Boudeau et al. 10.3389/fgene.2023.1061781 African AIMs, allowing researchers to apply a set of markers spanning
the whole genome, will hopefully provide new avenues to study disease
genetics in a large, diverse, and understudied population, and helps
elucidate the contribution of local ancestry to disease risk and health. supported by the Chan Zuckerberg Initiative. This work is supported in
part
by
5P30CA006927
and
by
the
TUFCCC/HC
Regional
Comprehensive Cancer Health Disparity Partnership, Award Number
U54 CA221704 from the National Cancer Institute of National Institutes
of Health (NCI/NIH). Publication of this article was funded in part by the
Temple University Libraries Open Access Publishing Fund. Its contents
are solely the responsibility of the authors and do not necessarily represent
the official views of the NCI/NIH. Supplementary material This work was supported by the American Cancer Society (RSG-14-
033-01-CPPB to CR) and the National Cancer Institute (CA006927). MR
is partially supported by the William J. Avery Postdoctoral Research
Fellowship (Fox Chase Cancer Center). SB, RJK, and CR are partially The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fgene.2023.1061781/
full#supplementary-material Data availability statement Publicly available datasets were analyzed in this study. This data
can be found here: 1000 Genomes project. The list of ancestry-
informative
markers
developed
in
this
study
is
available
in
Supplementary Table S1. Publisher’s note All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations,
or those of the publisher, the editors and the reviewers. Any product
that may be evaluated in this article, or claim that may be made by its
manufacturer, is not guaranteed or endorsed by the publisher. Conflict of interest The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could be
construed as a potential conflict of interest. Author contributions SB performed the analyses, generated the tables and figures, wrote
the first draft of the manuscript, and managed all subsequent drafts. RK and CR contributed to the conception and design of the study. MR
developed the AIMs pipeline, identified the AIMs set. YZ designed the
custom array and processed the genotype data. RK, CR, SB, and MR
wrote sections of the manuscript. All authors contributed to
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DYNAMIC CHANGES IN CARDIOVASCULAR RISK BIOMARKERS AND CYTOKINES OF MYOCARDITIS-FREE PATIENTS WITH DECOMPENSATED HEART FAILURE AND ISCHEMIC SYSTOLIC DYSFUNCTION
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Медицинская иммунология
2021, Т. 23, № 4,
стр. 839-844
© 2021, СПб РО РААКИ
Краткие сообщения
Short communications
Medical Immunology (Russia)/
Meditsinskaya Immunologiya
4, pp. 839-844
2021, Vol. 23,
© 2021, SPb RAACI
ДИНАМИКА БИОМАРКЕРОВ КАРДИОВАСКУЛЯРНОГО
РИСКА И ЦИТОКИНОВ У БОЛЬНЫХ
С ДЕКОМПЕНСИРОВАННОЙ СЕРДЕЧНОЙ
НЕДОСТАТОЧНОСТЬЮ С СИСТОЛИЧЕСКОЙ ДИСФУНКЦИЕЙ
ИШЕМИЧЕСКОГО ГЕНЕЗА ПРИ НАЛИЧИИ И ОТСУТСТВИИ
МИОКАРДИТА
Огуркова О.Н.1, Кручинкина Е.В.1, Гусакова А.М.1, Суслова Т.Е.1,
Рябов В.В.1, 2
Научно-исследовательский институт кардиологии ФГБНУ «Томский национальный исследовательский
медицинский центр Российской академии наук», г. Томск, Россия
2
ФГБОУ ВО «Сибирский государственный медицинский университет» Министерства здравоохранения РФ,
г. Томск, Россия
1
Резюме. Развитие и прогрессирование сердечной недостаточности связано с различными патофизиологическими механизмами, особый интерес представляет изучение воспалительной реакции, как
фундаментального звена в патогенезе ХСН и ее основного компонента – декомпенсации. Проведено
открытое, нерандомизированное, проспективное исследование по изучению клинико-морфологических особенностей субклинического воспаления у больных с острой декомпенсацией ишемической
хронической сердечной недостаточностью со сниженной фракцией выброса. В исследование были
включены 25 больных с декомпенсацией ишемической ХСН с ФВ левого желудочка < 40% в возрасте от 35 до 75 лет (60,12±9,3) с подписанным информированным согласием. В данном исследовании изучалась динамика содержания в сыворотке крови С-реактивного белка (СРБ), N-концевого
фрагмента белка-предшественника мозгового натрийуретического пептида (NT-proBNP), растворимого ST2 (sST2), рецептора инсулиноподобного фактора роста 1 (IGF-1R), интерлейкина-6 (IL-6),
интерлейкина-10 (IL-10), фактора некроза опухоли-α (TNFa) на Multiplex Instrument FLEXMAP 3D
Luminex Corporation. Все обследованные пациенты были разделены на две группы в зависимости от
диагностированного миокардита: пациенты без признаков миокардита и пациенты с миокардитом.
Установлено, что в группе пациентов с диагностированным миокардитом наблюдалось повышенное
содержание СРБ, IGF-1R, IL-6 и IL-10, TNFa по сравнению с группой пациентов без миокардита.
Средние концентрации NT-proBNP и sST2 в обеих группах не различались. При последующем визите через год наблюдалось снижение содержания СРБ, NT-proBNP, IL-6 в обеих группах. В группе
больных миокардитом наблюдалось повышение содержания sST2, IGF-1R, IL-10. Таким образом,
проведенное в динамике исследование выявило достоверные различия в изменении сывороточной
активности про- и противовоспалительных цитокинов и биомаркеров сердечно-сосудистого риска у
пациентов с декомпенсированной сердечной недостаточностью с систолической дисфункцией при
диагностированном миокардите и при его отсутствии.
Ключевые слова: воспаление, цитокины, биомаркеры, сердечная недостаточность, миокардит
Адрес для переписки:
Огуркова Оксана Николаевна
Научно-исследовательский институт кардиологии
634012, Россия, г. Томск, ул. Киевская, 111а.
Тел.: 8 (960) 975-45-44.
E-mail: ogurkovaon@mail.ru
Address for correspondence:
Ogurkova Oksana N.
Cardiology Research Institute
634012, Russian Federation, Tomsk, Kievskaya str., 111a.
Phone: 7 (960) 975-45-44.
E-mail: ogurkovaon@mail.ru
Образец цитирования:
О.Н. Огуркова, Е.В. Кручинкина, А.М. Гусакова,
Т.Е. Суслова, В.В. Рябов «Динамика биомаркеров
кардиоваскулярного риска и цитокинов у больных с
декомпенсированной сердечной недостаточностью с
систолической дисфункцией ишемического генеза при
наличии и отсутствии миокардита» // Медицинская
иммунология, 2021. Т. 23, № 4. С. 839-844.
doi: 10.15789/1563-0625-DCI-2280
© Огуркова О.Н. и соавт., 2021
For citation:
O.N. Ogurkova, E.V. Kruchinkina, A.M. Gusakova,
T.E. Suslova, V.V. Ryabov “Dynamic changes in
cardiovascular risk biomarkers and cytokines of myocarditisfree patients with decompensated heart failure and ischemic
systolic dysfunction”, Medical Immunology (Russia)/
Meditsinskaya Immunologiya, 2021, Vol. 23, no. 4,
pp. 839-844.
doi: 10.15789/1563-0625-DCI-2280
DOI: 10.15789/1563-0625-DCI-2280
839
Огуркова О.Н. и др.
Ogurkova O.N. et al.
Медицинская Иммунология
Medical Immunology (Russia)/Meditsinskaya Immunologiya
DYNAMIC CHANGES IN CARDIOVASCULAR RISK
BIOMARKERS AND CYTOKINES OF MYOCARDITIS-FREE
PATIENTS WITH DECOMPENSATED HEART FAILURE AND
ISCHEMIC SYSTOLIC DYSFUNCTION
Ogurkova O.N.a, Kruchinkina E.V.a, Gusakova A.M.a, Suslova T.E.a,
Ryabov V.V.a, b
a
Cardiology Research Institute, Tomsk National Research Medical Centre, Russian Academy of Sciences, Tomsk,
Russian Federation
b
Siberian State Medical University, Tomsk, Russian Federation
Abstract. The development and progression of heart failure is associated with a variety of pathophysiological
mechanisms, of particular interest is the study of the inflammatory response as a fundamental link in the
pathogenesis of CHF and its main component – decompensation. An open, non-randomized, prospective
study was carried out to evaluate the clinical and morphological features of subclinical inflammation in patients
with acute decompensation of ischemic chronic heart failure with a reduced ejection fraction. The study
included 25 patients with decompensated ischemic CHF with left ventricular ejection fraction < 40% aged
35 to 75 years (60.12±9.3 y. o.). In this study the dynamics of the serum content of C-reactive protein (CRP),
N-terminal fragment of the brain natriuretic peptide precursor protein (NT-proBNP), soluble ST2(sST2),
insulin-like growth factor-1 receptor (IGF-1R), interleukin-6 (IL-6), interleukin-10 (IL-10), tumor necrosis
factor-α (TNFα) was performed by multiplex immunoassay using the FLEXMAP 3D. All studied patients
were divided into two groups depending on the diagnosed myocarditis: patients with no signs of myocarditis
and patients with myocarditis. It was found that in the group of patients with diagnosed myocarditis there was
an increased content of CRP, IGF-1R, IL-6 and IL-10, TNFα compared to the group of patients without
myocarditis. The median concentrations of the NT-proBNP and sST2 in both groups did not differ. At the
follow-up visit a year later, there was a decrease in the content of CRP, NT-proBNP, IL-6 in both groups. In
the group of patients with myocarditis, an increase in the content of sST2, IGF-1R, IL-10 was observed. Thus,
the study carried out in dynamics revealed significant differences in the degree of changes in the serum activity
of pro- and anti-inflammatory cytokines and biomarkers of cardiovascular risk in patients with decompensated
heart failure with systolic dysfunction with diagnosed myocarditis and in its absence.
Keywords: inflammation, cytokines, biomarkers, heart failure, myocarditis
Introduction
Decompensation of CHF is a serious clinical
and public health problem with a high level of mor
bidity, mortality and rate of hospitalizations [6].
The development and progression of heart failure
are associated with a variety of pathophysiological
mechanisms, of particular interest is examining an
inflammatory response as a fundamental link in
the CHF pathogenesis and its main component –
decompensation [7]. An inflammatory concept has
been formulated, which is based on the persistent
inflammation present at the early stages of CHF,
as well as at later stages, when CHF is verified [6].
Recently, the study of inflammation markers and
their role in cardioprotective mechanisms, as well as
growth factors and cytokines as prognostically relevant
biomarkers of developing heart failure deserved
particular interest [4, 5]. It is known that imbalance
of pro- and anti-inflammatory cytokines significantly
contributes to development and progression of CHF,
but the results of experimental and exploratory cli
nical studies have not led to the emergence of a
840
single effective anti-inflammatory strategy in CHF
syndrome [7].
Purpose of the study: to study the dynamics and
relationship of serum cardiovascular risk biomarkers
and cytokines in patients with decompensated heart
failure with ischemic systolic dysfunction with/wit
hout myocarditis using xMAP technology.
Materials and methods
An open, non-randomized, prospective study was
carried out to evaluate the clinical and morphological
features of subclinical inflammation in patients with
acute decompensation of ischemic chronic heart
failure with reduced ejection fraction. This study is
registered at the ClinicalTrials.gov, ID: NCT02649517.
The study included 25 patients with decompensated
ischemic CHF with left ventricular ejection fraction
< 40% aged 35 to 75 years (60.12±9.3 y.o.), who
signed informed consent, 6 months after successfully
performed angioplasty and/or coronary artery bypass
grafting. The therapy performed in patients at the
time of enrolling to the study corresponded to the
2021, Т. 23, № 4
2021, Vol. 23,
4
Биомаркеры и цитокины у больных с сердечной недостаточностью
Biomarkers and cytokines in patients with heart failure
current recommendations such as: beta-blockers,
diuretics, mineralocorticoid receptor antagonists,
cardiac glycosides. Exclusion criteria were: acute
coronary syndrome less than 6 months before hospi
talization; hemodynamically significant valvular heart
disease; severe concomitant diseases that could affect
the course of the underlying disease and the study
results. All patients underwent invasive coronary
angioplasty to exclude the progression of coronary
artery atherosclerosis, as well as endomyocardial
biopsy with immunohistological analysis to verify
myocarditis. This article analyzes the dynamics of
biomarkers in such patients by using Milliplex kit
(Merck KGaA, Darmshdadt) (n = 10). The diagnosis
of myocarditis was established in 5 patients according
to immunohistochemical criteria: the presence of at
least 14 leukocytes/mm2, with the presence of CD3
positive T-lymphocytes ≥ 7 cells/mm2. Fasting blood
sampling for biomarkers from the cubital vein was
carried out during hospitalization of patients and
one year later at the checkpoint visit. The evaluation
serum of high-sensitive C-reactive protein (hCRP)
concentration was carried out in blood serum by
ELISA (Biomedica); level of N-terminal fragment
of brain natriuretic peptide precursor protein (NTproBNP) pg/ml was determined using Human
Cardiovascular Disease Panel 1. Levels of soluble
ST2 (sST2) ng/ml, insulin-like growth factor-1
receptor (IGF-1R) pg/ml were investigated by
using Human Cardiovascular Disease Panel 5. The
level of interleukin-6 (IL-6) pg/ml, interleukin-10
(IL-10) pg/ml, tumor necrosis factor-α (TNFα) pg/ml
was measured by using Human Cytokines/Chemo
kines-38 kit. All studies were performed using
Multiplex Instrument FLEXMAP 3D Luminex
Corporation and MILLIPLEX Analyst 5.1 software
(Merck KGaA, Milliplex; Darmshdadt), the Core
Facility “Medical genomics”, Tomsk NRMC.
Results and discussion
All patients were divided into two groups depen
ding on the diagnosed myocarditis: patients with no
signs of myocarditis were included in group 1 and
patients with myocarditis were included in group 2.
Clinical characteristics are presented in Table 1.
Examining serum biomarkers from patients during
hospitalization showed that in the group of patients
with diagnosed myocarditis, there was an increased
content of C-reactive protein, insulin-like growth
factor receptor-1, interleukins-6 and 10, tumor necro
sis factor -α compared to the group of patients without
myocarditis. The median NT-proBNP concentration
in both groups was comparable and exceeded the
pathologically significant level of 125 pg/ml. The sST2
level in both groups was also comparable on admission,
but did not exceed the pathologically significant level
of 30 ng/ml. The data are presented in Table 2. A
decreased level of C-reactive protein was noted in both
groups, at the follow-up visit one year later in patients
without myocarditis, the observed decrease was by
58%, while in the group with diagnosed myocarditis it
was decreased only by 28%. The NT-proBNP content
in both groups decreased by 40% one year later, but its
concentration also remained above the pathologically
significant level. The level of sST2 one year later in
the group of patients without myocarditis remained
unchanged; in the group of patients with myocarditis,
it was increased by 76%. In the group of patients with
myocarditis, the IGF-1R content increased by 5-fold,
while the median IGF-1R concentration in the blood
serum of patients without myocarditis remained
at the level comparable to that observed at the time
of hospitalization. The content of interleukin-6 in
both groups of patients decreased by 48 and 43%,
respectively. The content of interleukin-10 in the
group of patients with myocarditis increased by 18%
compared to the baseline level; in the group of patients
without myocarditis, the level of IL-10 remained
unchanged. In both groups, the content of TNFα
decreased by 12 and 20%, respectively. Thus, the study
of the dynamics of biomarkers in both groups revealed
decreased concentrations of inflammation markers
such as CRP, IL-6, and NT-proBNP a marker of the
risk of heart failure after 12 months of observation.
Moreover, in the group of patients with myocarditis,
there was increased content of sST2, IGF-1R, IL-10
after 12 months of observation. Correlation analysis
in the group of patients without myocarditis revealed
a negative relationship between the content of NTproBNP and IGF-1R (r = -0.70, p < 0.05). In both
groups of patients, a positive relationship with high
correlation coefficient was found between serum level
of sST2 and IGF-1R (r = 0.90) p < 0.05 on admission
and at the follow-up visit one year later.
Cytokines are a key element of the immune
system in the development of acute and chronic
inflammation. The majority of chronic inflammatory
diseases, regardless of their organ location, are based
on imbalanced production between pro- and antiinflammatory mediators [4]. Therefore, the basis for the
treatment of any inflammatory process is attempted to
normalize it by any means. It has now been established
that not only lymphocytes and macrophages, but also
other cells are capable of synthesizing cytokines,
and in this respect the heart is a unique source of
their production [9]. The concentration of hCRP is
considered as the most sensitive and specific labo
ratory marker of inflammation and tissue damage [8]
and, as we demonstrated in our study, it correlates
with the synthesis of IL-6 both with/without myo
carditis, which, in turn, plays an important role
in the developing inflammation. It is known that
cardiomyocytes in patients with heart failure produce
841
Огуркова О.Н. и др.
Ogurkova O.N. et al.
Медицинская Иммунология
Medical Immunology (Russia)/Meditsinskaya Immunologiya
TABLE 1. BASELINE CHARACTERISTICS OF PATIENTS WHO WERE INCLUDED IN THE STUDY, Me (Q0.25-Q0.75)
Parameters
Group 1 (n = 5)
Group 2 (n = 5)
58.0 (51.0-61.0)
61.0 (56.0-67.0)
Body Mass Index, kg/m
31.6 (30.3-34.7)
28.0 (25.30-31.07)
Duration of chronic heart failure, month
24.0 (12.7-77.0)
12.0 (8.0-48.0)
Time between the last myocardial infarction before the
development of chronic heart failure, month
26.0 (6.0-114.0)
80.0 (13.0-120.0)
Age, years
2
Functional class of CHF by (NYHA) before hospitalization:
II
4
2
III
–
3
IV
1
–
Systolic pressure, mmHg
130.0 (100.0-138.0)
120.0 (100.0-130.0)
Diastolic pressure, mmHg
80.0 (60.0-80.0)
70.0 (60.0-80.0)
Heart rate, beats/min.
68.0 (64.0-82.0)
72.0 (68.0-90.0)
Respiratory rate, breath/min.
18.0 (17.0-20.0)
18.0 (16.0-20.0)
A2 receptor Blockers/ ACE inhibitors
–
1
Beta-blockers
3
–
Cardiac glycosides
-
2
Diuretics
4
4
Acyclovir
–
2
Viferon
1
4
Medical treatment during hospitalization:
TABLE 2. CYTOKINE LEVEL, Me (Q0.25-Q0.75)
Baseline
Parameter
С-RP(h)
mg/l
Nt-proBNP
pg/ml
sST2
ng/ml
IGF-1R
pg/ml
At 12 mounts
Group 1
(n = 5)
Group 2
(n = 5)
Group 1
(n = 5)
Group 2
(n = 5)
6.59**
(1.03-9.66)
8.26
(1.34-10.20)
2.77
(1.99-4.32)
*p = 0.06
5.93
(1.69-10.46)
579.70
(93.13-683.71)
**p = 0.06
525.31
(212.34-532.80)
**p = 0.06
362.12
(163.79-656.05)
323.40
(268.72-625.72)
2.22
(1.83-4.38)
2.14**
(1.35-3.36)
2.10*
(1.83-6.54)
8.58
(5.90-10.98)
6639.96
(4213.32-7839.19)
8245.50**
(7275.64-8819.10)
7758.29*
(5552.64-15202.21)
39808.16
(23040.85-95407.03)
IL-6
pg/ml
6.79
(4.69-7.05)
**p = 0.06
8.11
(5.33-9.80)
**p = 0.06
3.50
(3.48-6.87)
4.60
(4.02-8.84)
IL-10
pg/ml
1.70
(1.28-2.41)
2.57
(0.92-3.60)
1.55*
(1.23-2.10)
3.16
(3.09-6.25)
TNFα
pg/ml
7.62*
(4.98-12.65)
20.46
(19.53-23.90)
6.71*
(6.42-11.60)
16.53
(11.60-17.81)
Note. *, statically significant within the group 1 vs 2; **, statically significant within the group Baseline vs At 12 mounts;
Group 1, there is no myocarditis; Group 2, there is myocarditis.
842
2021, Т. 23, № 4
2021, Vol. 23,
4
Биомаркеры и цитокины у больных с сердечной недостаточностью
Biomarkers and cytokines in patients with heart failure
TNFα, even without manifested inflammatory pro
cess. In addition, TNFα induces the process of car
diomyocyte programmed death, which loses its
compensatory character under the pathological con
ditions posing TNFα as having fundamental im
portance in myocardial remodeling. [8]. In our study,
an increased content of serum TNFα was noted in the
group of patients with myocarditis; after 12 months of
observation, its level remained unchanged, whereas
content of interleukin 10 tendned to increase. It is
known that the anti-inflammatory cytokine IL-10
can inhibit TNFα production and counterbalance its
negative effects in heart failure [2]. However, the results
of clinically examined IL-10 in heart failure and its
progression are controversial. On the one hand, there
is an evidence of decreased IL-10 levels in HF and
left ventricular remodeling; on the other hand, there
are reports showing its increased levels and elevated
mortality in HF patients with a simultaneous increased
IL-10 and TNFα concentrations [1]. IL-10 can
function as a component of the feedback mechanism:
elevated levels of TNFα in HF stimulate the secretion
of IL-10, and IL-10, on the contrary, suppresses
excessive activity of pro-inflammatory cytokines;
however, a role of IL-10 regardless of TNFα, cannot
be ruled out as the production of IL-10 is induced
together with pro-inflammatory cytokines, TNFα in
particular in inflammatory processes and in HF [3].
It was supported by showing positive correlations
between the content of TNFα and IL-10 (r = 0.70)
p < 0.05 in the group of patients with myocarditis.
Among diverse existing modern biochemical markers,
natriuretic peptides have been introduced into
routine clinical practice, proving to act as markers
of myocardial stress, myocardial dysfunction and
heart failure [9]. Currently, not a single biomarker
can account for all aspects of CHF syndrome and
development of its decompensation [9]. According to
the numerous modern studies, sST2 has recently been
included in the European and American guidelines
for CHF treatment. The data obtained in the group of
patients with diagnosed myocarditis after 12 months
of observation demonstrate not only increased serum
sST2 content, but also a positive relationship with
proinflammatory cytokines. It is possible that the level
of sST2 expression not only confirms the inflammatory
mechanism of CHF development, but also reflects
the activity of systemic inflammatory response upon
disease progression. In recent years, the association of
IGF-1 with cardiovascular diseases as an independent
risk factor has been discussed, but the results of these
studies are rather contradictory. IGF-1 under the
influence of growth hormone is secreted in the liver
as well as also produced in cardiomyocytes, smooth
muscle cells and fibroblasts; it is capable of exerting an
insulin-like metabolic effect that exerts a significant
role in regulating the structure and function of the
myocardium and blood vessels [1]. There is evidence
that decreased synthesis of IGF-1 promotes enhanced
apoptosis of cardiomyocytes and progression of
myocardial fibrosis that appears to be a predictor of
decompensated chronic heart failure [3,9]. IGF-1
exerts its action through ubiquitously expressed
receptors (IGF-1R) including cardiomyocytes, which
determines their role as modulators of myocardial
structure and function. Insulin-like growth factors
in the bloodstream are associated with proteins that
play a key role in the bioavailability of ligands, as
they compete with IGF-1R for IGF-I. By binding
to IGF-1, IGFPs thereby inhibit proliferation
signals and, according to the feedback loop, IGF-1R
becomes elevated if IGF-1R is over-activated. There
is evidence that proinflammatory cytokines can be
involved in blocking IGF-1 specific receptor binding
due to the phosphorylation of serine residues in
IRS [9]. It is possible that the significant increase
in the IGF-1R content obtained in our study in the
group of patients with myocarditis underlies hor
monal and neurohumoral processes and serves as a
biochemical marker of altered metabolic processes,
whereas established positive relationships with inflam
mation markers seem to be a predictor of aggravated
chronic heart failure decompensation, indicating an
unfavorable prognosis. Thus, a study in the dynamics
of biomarkers in patients with diagnosed myocarditis
demonstrated increased level of IGF-1R, soluble
ST2, IL-10, a decrease in NL-6, NT-proBNP and
C-reactive protein and their close inter-relationship.
In the group of patients without myocarditis, there
was a decrease in IL-6, NT-proBNP and C-reactive
protein, the levels of other biomarkers remained
unchanged. The follow-up study revealed significant
differences in magnitude of changes in serum level of
pro- and anti-inflammatory cytokines and biomarkers
of cardiovascular risk in patients with decompensated
heart failure with systolic dysfunction with/without
diagnosed myocarditis. The established relationships
allow us to assume that the presence of myocarditis
in patients with decompensated heart failure with
ischemic systolic dysfunction leads to formation
of more unfavorable relationships in the feedback
loop of cytokine secretion, leading to evenly greater
shift in the cytokine balance towards quantitative
predominance of pro-inflammatory cytokines.
843
Огуркова О.Н. и др.
Ogurkova O.N. et al.
Медицинская Иммунология
Medical Immunology (Russia)/Meditsinskaya Immunologiya
References
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role of a novel biomarker ST2 in risk assessment of adverse cardiovascular events in chronic heart failure with
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of the new biomarker ST2 in patients with chronic heart failure of ischemic genesis: an exercise test. Cardiovascular
Therapy and Prevention, 2019, Vol. 18, no. 4, pp. 12-18. (In Russ.)
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review. Cardiovascular Therapy and Prevention, 2012, Vol. 11, no. 5, pp. 74-78. (In Russ.)
5. Kamardinov D.Kh., Songurov R.N., Ioshina V.I., Buziashvili Yu.I. Soluble ST2 – as a biomarker, risk
stratification tool, and therapeutic target in patients with chronic heart failure. Cardiology, 2020, Vol. 60, no. 2,
pp. 111-121. (In Russ.)
6. Kruchinkina E.V., Ryabova T.R., Rogovskaya Yu.V., Batalov R.E., Ryabov V.V. The incidence and profile
of cardiotropic viral agents in the myocardium in patients with decompensated chronic heart failure with systolic
dysfunction of ischemic origin. Siberian Medical Journal, 2017, Vol. 32, no.1, pp. 46-49. (In Russ.)
7. Kruchinkina E.V., Ryabov V.V. Immune response in decompensation of ischemic chronic heart failure.
Russian Journal of Cardiology, 2018, Vol. 1, no. 153, pp. 72-77. (In Russ.)
8. Serik S.A., Chenchik T.A., Serdobinskaya-Kanivets E.N., Bondar T.N. Interleukin-10 and pro / antiinflammatory cytokine balance in heart failure in patients with type 2 diabetes mellitus. Ukrainian Therapeutic
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9. Zakirova A.N., Fatkullina E.Z., Zakirova N.E., Zhamalov L.M. Insulin-like growth factor-1 and myocardial
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Авторы:
Огуркова О.Н. – к.м.н., научный сотрудник
отделения клинической лабораторной диагностики,
Научно-исследовательский институт кардиологии
ФГБНУ «Томский национальный исследовательский
медицинский центр Российской академии наук»,
г. Томск, Россия
Кручинкина Е.В. – младший научный сотрудник
отделения неотложной кардиологии, Научноисследовательский институт кардиологии ФГБНУ
«Томский национальный исследовательский
медицинский центр Российской академии наук»,
г. Томск, Россия
Гусакова А.М. – к.фарм.н., научный сотрудник
отделения клинической лабораторной диагностики,
Научно-исследовательский институт кардиологии
ФГБНУ «Томский национальный исследовательский
медицинский центр Российской академии наук»,
г. Томск, Россия
Суслова Т.Е. – к.м.н., руководитель отделения
клинической лабораторной диагностики, Научноисследовательский институт кардиологии ФГБНУ
«Томский национальный исследовательский
медицинский центр Российской академии наук»,
г. Томск, Россия
Рябов В.В. – д.м.н., заместитель директора по
научной и лечебной работе, Научно-исследовательский
институт кардиологии ФГБНУ «Томский национальный
исследовательский медицинский центр Российской
академии наук»; заведующий кафедрой кардиологии
ФПК и ППС ФГБОУ ВО «Сибирский государственный
медицинский университет» Министерства
здравоохранения РФ, г. Томск, Россия
Поступила 15.03.2021
Отправлена на доработку 01.06.2021
Принята к печати 09.06.2021
844
Authors:
Ogurkova O.N., PhD (Medicine), Research Associate,
Department of Clinical Laboratory Diagnostics, Cardiology
Research Institute, Tomsk National Research Medical Centre,
Russian Academy of Sciences, Tomsk, Russian Federation
Kruchinkina E.V., Junior Research Associate, Department of
Emergency Cardiology, Cardiology Research Institute, Tomsk
National Research Medical Centre, Russian Academy of
Sciences, Tomsk, Russian Federation
Gusakova A.M., PhD (Pharmacology), Research Associate,
Department of Clinical Laboratory Diagnostics, Cardiology
Research Institute, Tomsk National Research Medical Centre,
Russian Academy of Sciences, Tomsk, Russian Federation
Suslova T.E., PhD (Medicine), Head, Department of Clinical
Laboratory Diagnostics, Cardiology Research Institute, Tomsk
National Research Medical Centre, Russian Academy of
Sciences, Tomsk, Russian Federation
Ryabov V.V., PhD, MD (Medicine), Deputy Director for
Research and Clinical Services of Cardiology Research
Institute, Tomsk National Research Medical Centre, Russian
Academy of Sciences; Head, Cardiology Department of
the Continuous Medical Education Faculty, Siberian State
Medical University, Tomsk, Russian Federation
Received 15.03.2021
Revision received 01.06.2021
Accepted 09.06.2021
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https://ojs.cbn.ac.id/index.php/pemimpin/article/download/1190/433
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Indonesian
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PELATIHAN PEMBUATAN E-LKPD BERBASIS GOOGLE FROM MODEL PROJECT BASED LEARNING BAGI MAHASISWA PGSD
|
Pengabdian Masyarakat Ilmu Pendidikan
| 2,024
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cc-by-sa
| 4,396
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Abstrak Abstrak Pelatihan Pembuatan E-Lembar Kerja
Peserta Didik (E-LKPD) dengan Model
Project Based Learning (PBL) berbasis
Google
Form
bagi
Mahasiswa
Pendidikan
Guru
Sekolah
Dasar
(PGSD)
merupakan
upaya
untuk
meningkatkan
keterampilan
mahasiswa dalam menciptakan materi
pembelajaran interaktif. Penelitian ini
fokus pada penggunaan Google Form
dan
pendekatan
PBL
untuk
menciptakan E-LKPD yang relevan
dengan kurikulum. Metode pelatihan
mencakup
pemaparan
konsep,
demonstrasi penggunaan Google Form,
dan
proyek
kolaboratif
dalam
menerapkan PBL. Evaluasi dilakukan
terhadap
kualitas
E-LKPD
yang
dihasilkan dan kemampuan mahasiswa
dalam menerapkan PBL. Hasilnya
menunjukkan peningkatan kualitas E-
LKPD dan pemahaman yang lebih baik
mengenai PBL. Pendidikan berkembang seiring dengan kemajuan teknologi,
menuntut para pendidik untuk mengadopsi metode yang inovatif dalam
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(PGSD), integrasi teknologi menjadi aspek penting untuk menciptakan
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yang tidak hanya menyediakan platform yang mudah diakses tetapi juga
memungkinkan pembuatan materi pembelajaran yang interaktif dan
adaptif. p
Dalam konteks ini, pengembangan E-Lembar Kerja Peserta Didik (E-
LKPD) berbasis Google Form menjadi fokus utama. E-LKPD ini bukan
hanya sekadar materi statis, tetapi sebuah alat yang dapat diakses secara
daring, memungkinkan interaksi, pengayaan konten, dan evaluasi yang
lebih dinamis. Namun, untuk mencapai hal ini, diperlukan pemahaman
yang baik tentang bagaimana mengintegrasikan teknologi ini ke dalam
strategi pembelajaran yang sudah ada, dan di sinilah Model Project Based
Learning (PBL) memainkan peran krusial Kata Kunci : (E-LKPD), Google Form,
Project Based Learning (PBL) Kata Kunci : (E-LKPD), Google Form,
Project Based Learning (PBL) PBL menawarkan pendekatan yang melibatkan pembelajaran
berbasis proyek, di mana mahasiswa secara aktif terlibat dalam
penyelesaian masalah nyata. Dalam konteks pelatihan bagi mahasiswa
PGSD, PBL memberikan kerangka kerja yang tepat untuk mengaplikasikan
pengetahuan yang mereka pelajari ke dalam konteks praktis pembuatan E-
LKPD. Proses ini melibatkan pemahaman kurikulum, penerapan
kreativitas, dan penggunaan teknologi Google Form sebagai alat
pembuatan E-LKPD yang inovatif. PELATIHAN PEMBUATAN E-LKPD BERBASIS
GOOGLE FROM MODEL PROJECT BASED
LEARNING BAGI MAHASISWA PGSD 1Lolita Anna Risandy, 2Septiana Sholikhah, 3Putri Zudhah Ferryka, 4Anggi Firnanda
1,2,3,4 Universitas Widya Dharma Klaten, Jawa Tengah 1Lolita Anna Risandy, 2Septiana Sholikhah, 3Putri Zudhah Ferryka, 4Anggi Firnanda
1,2,3,4 Universitas Widya Dharma Klaten, Jawa Tengah 1 lolitaanna02@gmail.com, 2 septianasholikhah99@gmail.com, 3 zudhahputri@gmail.com, 4 anggifirnanda1906@gmail.com 1 lolitaanna02@gmail.com, 2 septianasholikhah99@gmail.com, 3 zudhahputri@gmail.com, 4 anggifirnanda1906@gmail.com il.com, 2 septianasholikhah99@gmail.com, 3 zudhahputri@gmail.com, 4 anggifirnanda1906@gmail.com Volume 4 No 1 – Januari 2024 Penyusunan Materi dan Rencana Pelatihan y
Materi pelatihan dirancang berdasarkan prinsip PBL dengan penekanan pada integrasi teknologi Google
Form dalam pembuatan E-LKPD. Dokumentasi dan panduan langkah demi langkah disusun untuk memandu
peserta dalam mengembangkan E-LKPD yang sesuai dengan kebutuhan kurikulum di SD. Langkah Persiapan Pertama, pendekatan dalam perencanaan kegiatan ini melibatkan analisis terhadap kurikulum PGSD
dan kebutuhan teknologi yang mendukung pembelajaran. Tim fasilitator melakukan penelitian literatur untuk
mengevaluasi prinsip PBL dan pemanfaatan Google Form dalam menciptakan E-LKPD yang efektif. Pelaksanaan Pelatihan Kegiatan dimulai dengan sesi pengantar yang memperkenalkan konsep PBL dan potensi Google Form
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memastikan pemahaman yang berkesinambungan. Kedua, penilaian terhadap E-LKPD yang dihasilkan peserta,
termasuk aspek kreativitas, relevansi kurikulum, dan kegunaan teknologi. Feedback dari peserta juga diambil
sebagai masukan untuk pengembangan lebih lanjut. 2. METODE ABDIMAS Kegiatan Abdimas (Pengabdian kepada Masyarakat) yang mengusung pelatihan Pembuatan E-Lembar
Kerja Peserta Didik (E-LKPD) dengan pendekatan Model Project Based Learning (PBL) berbasis Google Form
bagi Mahasiswa Pendidikan Guru Sekolah Dasar (PGSD) merupakan upaya yang dilakukan untuk memperkuat
keterampilan mahasiswa dalam menghadapi tuntutan zaman yang kian digital dan inovatif. Diseminasi Hasil dan Pengembangan Lanjutan Hasil pelatihan, baik berupa E-LKPD yang dibuat maupun hasil evaluasi, didiseminasi melalui seminar,
publikasi, atau forum diskusi untuk berbagi pengalaman dan mendukung pengembangan berkelanjutan. Pelatihan ini juga menjadi landasan untuk pengembangan program serupa di masa depan. Melalui metode ini, diharapkan para mahasiswa PGSD dapat mengasah keterampilan teknologi,
kreativitas, serta penerapan konsep pembelajaran inovatif dalam menciptakan E-LKPD yang relevan dan
adaptif. Selain itu, metode ini juga memberikan kontribusi positif dalam meningkatkan pemahaman mahasiswa
mengenai pemanfaatan teknologi dalam konteks pendidikan dasar. Abtsract Training on Creating Student E-
Worksheets
(E-LKPD)
using
the
Google Form-based Project Based
Learning (PBL) Model for Elementary
School Teacher Education (PGSD)
Students is an effort to improve
students' skills in creating interactive
learning materials. This research
focuses on the use of Google Forms and
the PBL approach to create E-LKPD
that is relevant to the curriculum. Training methods include concept
exposure, demonstration of the use of
Google
Forms,
and
collaborative
projects
in
implementing
PBL. Evaluation is carried out on the quality
of the E-LKPD produced and students'
ability to apply PBL. The results show
an increase in the quality of E-LKPD
and a better understanding of PBL. Pelatihan ini dirancang untuk memberikan pemahaman mendalam
tentang cara membuat E-LKPD yang tidak hanya informatif tetapi juga
interaktif dan sesuai dengan kebutuhan kurikulum di Sekolah Dasar. Melalui pendekatan kolaboratif dan sesi praktik langsung, diharapkan
mahasiswa mampu mengembangkan keterampilan desain, teknologi, serta
pemahaman
yang
lebih
mendalam
tentang
bagaimana
metode
pembelajaran seperti PBL dapat diintegrasikan ke dalam proses
pembuatan E-LKPD. p
Dengan menggabungkan konsep teknologi informasi dan strategi
pembelajaran inovatif, diharapkan pelatihan ini dapat mempersiapkan
mahasiswa PGSD menjadi pendidik yang adaptif, kreatif, dan mampu
menggunakan teknologi sebagai alat untuk meningkatkan pengalaman
belajar peserta didik di era digital. Keywords: (E-LKPD), Google Form,
Project Based Learning (PBL). Keywords: (E-LKPD), Google Form,
Project Based Learning (PBL). 19
JURNAL PEMIMPIN – PENGABDIAN MASYARAKAT ILMU PENDIDIKAN
E-ISSN: 2808-5132 19 | H a l Volume 4 No 1 – Januari 2024 Volume 4 No 1 – Januari 2024 ganda, isian singkat, dan tampilan yang dapat disesuaikan memungkinkan mahasiswa untuk menciptakan E-
LKPD yang bervariasi dan interaktif. Ketersediaan integrasi dengan Google Sheets sebagai database
penyimpanan jawaban juga memudahkan pemantauan dan analisis respons peserta didik. ganda, isian singkat, dan tampilan yang dapat disesuaikan memungkinkan mahasiswa untuk menciptakan E-
LKPD yang bervariasi dan interaktif. Ketersediaan integrasi dengan Google Sheets sebagai database
penyimpanan jawaban juga memudahkan pemantauan dan analisis respons peserta didik. p
y
p
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p
p
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Penggunaan Google Form juga memungkinkan adanya adaptasi terhadap kebutuhan kurikulum yang
beragam. Mahasiswa PGSD dapat membuat E-LKPD yang sesuai dengan tujuan pembelajaran, kompetensi, dan
indikator yang terdapat dalam kurikulum yang berlaku. Fleksibilitas dalam menyusun soal, materi tambahan,
atau sumber daya belajar lainnya memungkinkan adanya penyesuaian terhadap kebutuhan spesifik peserta
didik. Selain itu, interaktifitas Google Form memperkaya pengalaman belajar. Mahasiswa dapat
mengintegrasikan multimedia, seperti gambar, video, atau tautan ke sumber belajar lainnya, sehingga E-LKPD
tidak hanya statis tetapi juga menarik dan memperkaya pengalaman peserta didik dalam proses pembelajaran. Dalam konteks adaptabilitas, Google Form memungkinkan respons dinamis terhadap kebutuhan peserta
didik. Mahasiswa dapat merancang E-LKPD yang memberikan umpan balik otomatis, memberikan soal
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D Selain itu, interaktifitas Google Form memperkaya pengalaman belajar. Mahasiswa dapat
mengintegrasikan multimedia, seperti gambar, video, atau tautan ke sumber belajar lainnya, sehingga E-LKPD
tidak hanya statis tetapi juga menarik dan memperkaya pengalaman peserta didik dalam proses pembelajaran. Selain itu, interaktifitas Google Form memperkaya pengalaman belajar. Mahasiswa dapat
mengintegrasikan multimedia, seperti gambar, video, atau tautan ke sumber belajar lainnya, sehingga E-LKPD
tidak hanya statis tetapi juga menarik dan memperkaya pengalaman peserta didik dalam proses pembelajaran. Dalam konteks adaptabilitas, Google Form memungkinkan respons dinamis terhadap kebutuhan peserta
didik. Mahasiswa dapat merancang E-LKPD yang memberikan umpan balik otomatis, memberikan soal
berbasis respons, atau menyediakan penjelasan tambahan berdasarkan jawaban yang diberikan. Dengan
demikian, E-LKPD dapat menyesuaikan diri dengan tingkat pemahaman dan kecepatan belajar masing-masing
peserta didik. y
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Dalam konteks adaptabilitas, Google Form memungkinkan respons dinamis terhadap kebutuhan peserta
didik. Mahasiswa dapat merancang E-LKPD yang memberikan umpan balik otomatis, memberikan soal
berbasis respons, atau menyediakan penjelasan tambahan berdasarkan jawaban yang diberikan. Dengan
demikian, E-LKPD dapat menyesuaikan diri dengan tingkat pemahaman dan kecepatan belajar masing-masing
peserta didik. Namun, untuk mencapai efektivitas yang maksimal, penting bagi mahasiswa PGSD untuk memahami
secara menyeluruh tujuan pembelajaran, karakteristik peserta didik, serta menyusun E-LKPD dengan desain
yang mempertimbangkan prinsip-prinsip pedagogi yang sesuai. Selain itu, pelatihan dan bimbingan yang
memadai dalam pemanfaatan fitur-fitur Google Form juga diperlukan agar mahasiswa dapat memanfaatkannya
secara optimal dalam menciptakan E-LKPD yang efektif, interaktif, dan adaptif sesuai dengan kebutuhan
kurikulum di Sekolah Dasar. 3. HASIL DAN PEMBAHASAN A. Efektivitas penggunaan Google Form dalam menciptakan E-Lembar Kerja Peserta Didik (E-
LKPD) yang interaktif dan adaptif sesuai dengan kebutuhan kurikulum bagi mahasiswa
PGSD Efektivitas penggunaan Google Form dalam menciptakan E-Lembar Kerja Peserta Didik (E-LKPD) yang
interaktif dan adaptif sesuai kebutuhan kurikulum bagi mahasiswa Pendidikan Guru Sekolah Dasar (PGSD)
menjadi aspek penting dalam mempersiapkan mereka sebagai calon guru yang beradaptasi dengan tuntutan
teknologi saat ini. g
Pertama-tama, Google Form memberikan kemudahan dalam pembuatan kuesioner dan formulir daring
yang dapat diakses dengan mudah oleh pengguna. Dalam konteks pembelajaran, fitur-fitur seperti pilihan 20 | H a l 20 | H a l C. Proses pelatihan Pembuatan E-LKPD berbasis Google Form dengan pendekatan PBL
memengaruhi pemahaman mahasiswa PGSD terhadap konsep desain pembelajaran yang
inovatif. Proses pelatihan Pembuatan E-Lembar Kerja Peserta Didik (E-LKPD) berbasis Google Form dengan
pendekatan Model Project Based Learning (PBL) memberikan dampak yang signifikan terhadap pemahaman
mahasiswa Pendidikan Guru Sekolah Dasar (PGSD) terhadap konsep desain pembelajaran yang inovatif. p
p
p
j
y
g
Pertama-tama, pendekatan PBL dalam pelatihan menciptakan lingkungan belajar yang kolaboratif dan
interaktif. Melalui pembelajaran berbasis proyek, mahasiswa PGSD tidak hanya diberi pengetahuan teoritis,
tetapi juga diberi kesempatan untuk mengaplikasikan pengetahuan tersebut dalam konteks praktis. Dalam hal
ini, penggunaan Google Form sebagai alat untuk membuat E-LKPD memberikan kesempatan bagi mahasiswa
untuk memperoleh pemahaman yang lebih mendalam tentang bagaimana teknologi dapat diintegrasikan dalam
pembelajaran. Selama proses pelatihan, mahasiswa PGSD terlibat dalam aktivitas merancang, mengembangkan, dan
mengimplementasikan E-LKPD. Mereka belajar untuk memahami kebutuhan peserta didik mereka,
memikirkan strategi pengajaran yang sesuai, dan menciptakan materi pembelajaran yang relevan, menarik,
serta responsif terhadap kebutuhan kurikulum. Hal ini memberi kesempatan bagi mereka untuk menggali
konsep desain pembelajaran yang inovatif. Selain itu, proses pelatihan ini memungkinkan mahasiswa untuk mengalami secara langsung bagaimana
teknologi dapat menjadi alat yang powerful dalam mendukung pembelajaran. Mereka tidak hanya belajar
tentang fitur-fitur teknologi Google Form, tetapi juga mengerti bagaimana teknologi tersebut dapat
diaplikasikan dalam menciptakan pengalaman pembelajaran yang lebih dinamis dan interaktif bagi peserta
didik. Proses refleksi yang terintegrasi dalam PBL juga memberikan ruang bagi mahasiswa PGSD untuk
mengevaluasi karya mereka. Mereka dapat mengidentifikasi kelebihan, kekurangan, dan perbaikan yang
mungkin diperlukan dalam E-LKPD yang telah mereka buat. Hal ini membantu mereka untuk terus
meningkatkan kualitas desain pembelajaran yang inovatif melalui penggunaan teknologi. g
p
j
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g
p
gg
g
Namun, pemahaman yang mendalam tentang konsep desain pembelajaran yang inovatif memerlukan
proses yang berkelanjutan. Penting bagi institusi pendidikan untuk memberikan dukungan kontinu, melalui
workshop, pembimbingan, atau diskusi, agar mahasiswa terus dapat mengembangkan pemahaman dan
keterampilan dalam merancang pembelajaran yang inovatif menggunakan teknologi seperti Google Form. Dengan demikian, proses pelatihan ini tidak hanya menciptakan pemahaman yang lebih baik, tetapi juga
memberi dorongan untuk terus meningkatkan kualitas desain pembelajaran yang adaptif dan inovatif di masa
mendatang. B. Sejauh mana Model Project Based Learning (PBL) dapat meningkatkan keterampilan
mahasiswa PGSD dalam mengintegrasikan teknologi (Google Form) dalam pembuatan
materi pembelajaran. B. Sejauh mana Model Project Based Learning (PBL) dapat meningkatkan keterampilan
mahasiswa PGSD dalam mengintegrasikan teknologi (Google Form) dalam pembuatan
materi pembelajaran. Model Project Based Learning (PBL) telah terbukti menjadi metode pembelajaran yang efektif dalam
mengembangkan keterampilan praktis dan konseptual bagi mahasiswa Pendidikan Guru Sekolah Dasar
(PGSD). Ketika PBL dipadukan dengan integrasi teknologi, seperti penggunaan Google Form dalam pembuatan
materi pembelajaran, hal itu membuka pintu untuk pengalaman pembelajaran yang lebih mendalam dan
relevan. PBL menekankan pembelajaran melalui proyek, di mana mahasiswa terlibat aktif dalam menyusun
solusi atas masalah nyata atau simulasi kasus yang mendekati konteks kehidupan sehari-hari. Dalam konteks
pembelajaran untuk PGSD, PBL memberikan kesempatan bagi mahasiswa untuk merancang materi
pembelajaran yang konkret dan sesuai dengan kebutuhan peserta didik di tingkat sekolah dasar. Keterampilan yang dikembangkan melalui PBL termasuk keterampilan kolaborasi, pemecahan masalah,
dan kreativitas. Ketika mahasiswa PGSD menggunakan PBL untuk membuat materi pembelajaran dengan
Google Form, mereka secara alamiah terlibat dalam kolaborasi, diskusi, dan pemecahan masalah untuk
menciptakan E-Lembar Kerja Peserta Didik (E-LKPD) yang sesuai dengan tujuan kurikulum dan memanfaatkan
teknologi yang tersedia. g y
g
PBL juga memungkinkan mahasiswa untuk belajar dengan cara yang lebih mandiri. Dalam konteks
integrasi Google Form, mahasiswa dapat mengeksplorasi berbagai fitur yang ditawarkan platform tersebut
untuk membuat E-LKPD yang interaktif dan responsif. Mereka dapat memanfaatkan pengetahuan teknologi
yang mereka peroleh untuk mengkreasikan pertanyaan yang dinamis, menyesuaikan tipe-jawaban, menyusun
evaluasi berbasis respons, serta menambahkan elemen multimedia yang memperkaya materi pembelajaran. p
y
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p
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Selain itu, PBL memacu mahasiswa PGSD untuk memiliki keterampilan analisis yang kuat. Mereka tidak
hanya membuat E-LKPD secara mekanis tetapi juga secara kritis mempertimbangkan cara terbaik untuk
menyampaikan materi yang relevan, menarik, dan bermanfaat bagi peserta didik mereka. Integrasi Google
Form dalam PBL memberikan peluang bagi mahasiswa untuk memahami bagaimana teknologi dapat
diintegrasikan dengan baik dalam pendidikan dan bagaimana hal itu dapat meningkatkan pengalaman belajar. g
g
p
g
p
g
p
g
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Namun, keberhasilan pengintegrasian PBL dan Google Form membutuhkan pendekatan yang terencana
dan bimbingan yang memadai dari dosen atau fasilitator. Pelatihan yang tepat dan bimbingan dalam mengenali 21 | H a l Volume 4 No 1 – Januari 2024 potensi teknologi dan mengaplikasikannya dalam konteks pembelajaran menjadi kunci bagi mahasiswa PGSD
untuk mengoptimalkan penggunaan Google Form dalam menciptakan materi pembelajaran yang efektif. C. Proses pelatihan Pembuatan E-LKPD berbasis Google Form dengan pendekatan PBL
memengaruhi pemahaman mahasiswa PGSD terhadap konsep desain pembelajaran yang
inovatif. Volume 4 No 1 – Januari 2024 dalam menyusun materi pembelajaran yang sesuai dengan kurikulum, mudah dipahami oleh peserta
didik, serta memanfaatkan teknologi untuk memperkaya pengalaman belajar. Cara mengatasinya: Fasilitasi diskusi terstruktur tentang kurikulum dan pendekatan desain
pembelajaran yang relevan dengan kebutuhan peserta didik di tingkat sekolah dasar. Bimbingan
intensif dari dosen atau pembimbing yang berpengalaman juga akan membantu mahasiswa untuk
mengarahkan pemikiran mereka ke arah yang lebih produktif. dalam menyusun materi pembelajaran yang sesuai dengan kurikulum, mudah dipahami oleh peserta
didik, serta memanfaatkan teknologi untuk memperkaya pengalaman belajar. Cara mengatasinya: Fasilitasi diskusi terstruktur tentang kurikulum dan pendekatan desain
pembelajaran yang relevan dengan kebutuhan peserta didik di tingkat sekolah dasar. Bimbingan
intensif dari dosen atau pembimbing yang berpengalaman juga akan membantu mahasiswa untuk
mengarahkan pemikiran mereka ke arah yang lebih produktif. 3. Keterbatasan Akses atau Sarana Pendukung: Tidak semua mahasiswa mungkin memiliki
akses yang sama terhadap perangkat lunak atau perangkat keras yang dibutuhkan untuk
mengembangkan E-LKPD yang kompleks. Cara mengatasinya: Institusi pendidikan dapat menyediakan akses yang sama bagi semua mahasiswa
ke perangkat lunak dan perangkat keras yang diperlukan. Selain itu, pilihan alternatif seperti
kemitraan dengan lembaga lain atau penggunaan perpustakaan universitas untuk akses perangkat
mungkin dapat membantu mengatasi hambatan ini. 4. Kesulitan dalam Kolaborasi dan Penerapan PBL secara Efektif: Proyek bersama dalam PBL
memerlukan kerja tim yang solid. Mahasiswa mungkin menghadapi tantangan dalam berkolaborasi
dan membagi tugas dengan efektif. Cara mengatasinya: Sesi pelatihan tentang kerja tim, komunikasi yang efektif, dan manajemen proyek
dapat membantu mahasiswa memahami pentingnya kolaborasi yang kuat dalam PBL. Memberikan
ruang bagi mereka untuk berinteraksi dan bekerja sama dalam proyek-proyek kecil dapat
meningkatkan kemampuan kerja tim mereka. 5. Kendala Waktu dan Tekanan Belajar: Mahasiswa PGSD sering kali memiliki jadwal yang padat
dan tuntutan akademis yang tinggi. Hal ini dapat menghambat mereka untuk sepenuhnya fokus pada
proses pengembangan E-LKPD dengan pendekatan PBL. Cara mengatasinya: Penting bagi institusi untuk memberikan dukungan dan fleksibilitas dalam
jadwal, serta memberikan bantuan yang tepat agar mahasiswa dapat mengelola waktu mereka dengan
efisien. Mendorong mereka untuk membuat rencana kerja yang terstruktur juga dapat membantu
mengurangi tekanan belajar yang berlebihan. Mengatasi tantangan-tantangan ini membutuhkan perencanaan yang matang dan dukungan yang tepat dari
institusi pendidikan. Melalui pendekatan yang holistik, seperti kombinasi pelatihan teknis, bimbingan
akademis, dan lingkungan belajar yang mendukung, mahasiswa PGSD dapat mengatasi tantangan ini dan
mengembangkan E-LKPD yang inovatif dengan pendekatan PBL menggunakan Google Form. D. Tantangan utama yang dihadapi mahasiswa PGSD dalam mengembangkan E-LKPD
menggunakan Google Form dengan pendekatan PBL, dan bagaimana cara mengatasinya. Mahasiswa Pendidikan Guru Sekolah Dasar (PGSD) menghadapi beberapa tantangan signifikan dalam
mengembangkan E-Lembar Kerja Peserta Didik (E-LKPD) menggunakan Google Form dengan pendekatan
Model Project Based Learning (PBL). Beberapa tantangan utama meliputi: 1. Keterbatasan Pengetahuan Teknologi: Banyak mahasiswa PGSD mungkin memiliki
keterampilan teknologi dasar, tetapi tidak cukup familiar dengan fitur-fitur khusus Google Form yang
dapat meningkatkan interaktivitas dan efektivitas E-LKPD. Cara mengatasinya: Penyediaan pelatihan yang komprehensif tentang fitur-fitur Google Form yang
relevan untuk pembuatan E-LKPD. Workshops, tutorial, atau sumber daya online dapat membantu
mahasiswa memahami cara memanfaatkan secara maksimal alat tersebut. 1. Keterbatasan Pengetahuan Teknologi: Banyak mahasiswa PGSD mungkin memiliki
keterampilan teknologi dasar, tetapi tidak cukup familiar dengan fitur-fitur khusus Google Form yang
dapat meningkatkan interaktivitas dan efektivitas E-LKPD. Cara mengatasinya: Penyediaan pelatihan yang komprehensif tentang fitur-fitur Google Form yang
relevan untuk pembuatan E-LKPD. Workshops, tutorial, atau sumber daya online dapat membantu
mahasiswa memahami cara memanfaatkan secara maksimal alat tersebut. p
g
Cara mengatasinya: Penyediaan pelatihan yang komprehensif tentang fitur-fitur Google Form yang
relevan untuk pembuatan E-LKPD. Workshops, tutorial, atau sumber daya online dapat membantu
mahasiswa memahami cara memanfaatkan secara maksimal alat tersebut. 2
Kesulitan dalam Merancang Materi yang Relevan: Mahasiswa mungkin mengalami kesulitan 2. Kesulitan dalam Merancang Materi yang Relevan: Mahasiswa mungk 22 | H a l 22 | H a l E. Dampak pelatihan ini terhadap kesiapan mahasiswa PGSD dalam mengaplikasikan
keterampilan teknologi dan pendekatan inovatif dalam mengajar di lingkungan sekolah dasar Pelatihan mengenai Pembuatan E-Lembar Kerja Peserta Didik (E-LKPD) berbasis Google Form dengan
pendekatan Model Project Based Learning (PBL) memiliki dampak yang substansial terhadap kesiapan
mahasiswa Pendidikan Guru Sekolah Dasar (PGSD) dalam mengaplikasikan keterampilan teknologi dan
pendekatan inovatif dalam mengajar di lingkungan sekolah dasar. 1. Penguasaan Teknologi: Pelatihan ini memperkuat pemahaman dan keterampilan mahasiswa
dalam menggunakan teknologi, khususnya Google Form, sebagai alat untuk menciptakan materi
pembelajaran yang interaktif dan adaptif. Mahasiswa menjadi lebih terampil dalam memanfaatkan
fitur-fitur teknologi yang relevan dengan kebutuhan pembelajaran di sekolah dasar. 1. Penguasaan Teknologi: Pelatihan ini memperkuat pemahaman dan keterampilan mahasiswa
dalam menggunakan teknologi, khususnya Google Form, sebagai alat untuk menciptakan materi
pembelajaran yang interaktif dan adaptif. Mahasiswa menjadi lebih terampil dalam memanfaatkan
fitur-fitur teknologi yang relevan dengan kebutuhan pembelajaran di sekolah dasar. 2. Kreativitas dan Inovasi dalam Pembelajaran: Dampak utama dari pelatihan ini adalah
peningkatan kreativitas dan inovasi dalam merancang materi pembelajaran. Mahasiswa belajar untuk
berpikir di luar kotak, mengintegrasikan teknologi ke dalam rencana pembelajaran mereka, dan
menciptakan pengalaman belajar yang lebih menarik dan relevan bagi peserta didik di tingkat sekolah
dasar. 23 | H a l 4. KESIMPULAN PBL menjadi teras yang memungkinkan mahasiswa untuk melihat pembelajaran sebagai proses dinamis,
bukan sekadar transfer informasi. Mereka belajar untuk merancang proyek pembelajaran yang menantang,
berkolaborasi dalam tim, dan memanfaatkan teknologi sebagai alat untuk menciptakan pengalaman belajar
yang lebih bermakna. Seiring dengan itu, mahasiswa juga terlibat dalam proses refleksi yang mendalam,
mempertimbangkan bagaimana pendekatan inovatif ini dapat diterapkan secara efektif di lingkungan sekolah
dasar. Dampak dari pelatihan ini tidak hanya berhenti pada penguasaan teknologi atau desain pembelajaran
inovatif, tetapi meluas ke kesiapan mahasiswa dalam menghadapi tantangan masa depan dalam dunia
pendidikan. Mereka menjadi agen perubahan yang siap memimpin integrasi teknologi di lingkungan
pendidikan, membawa inovasi dalam strategi pembelajaran, serta memperluas kemungkinan-kemungkinan
untuk peserta didik di era digital ini. Dalam konteks ini, pelatihan menciptakan landasan yang kokoh bagi mahasiswa PGSD untuk menjadi
pendidik yang adaptif, kreatif, dan siap untuk menjawab dinamika pendidikan yang terus berubah. Dengan
pengalaman ini, mereka siap membawa perubahan dalam pembelajaran di sekolah dasar, mendorong adopsi
teknologi dalam pengajaran, dan memperkaya pengalaman belajar siswa dengan metode yang lebih inovatif. Oleh karena itu, pelatihan ini tidak hanya menjadi titik awal bagi kemampuan teknologi, tetapi juga sebuah
pijakan penting untuk membentuk pendidik yang mampu menghadapi dan menginspirasi masa depan
pendidikan yang lebih cerah. Volume 4 No 1 – Januari 2024 4. KESIMPULAN Pembahasan tentang pelatihan Pembuatan E-Lembar Kerja Peserta Didik (E-LKPD) berbasis Google
Form dengan pendekatan Model Project Based Learning (PBL) bagi mahasiswa Pendidikan Guru Sekolah Dasar
(PGSD) menggambarkan transformasi signifikan dalam persiapan calon pendidik untuk menghadapi era
pendidikan yang semakin terkini dan teknologi yang terus berkembang. Melalui pelatihan ini, mahasiswa PGSD
bukan hanya mengasah keterampilan teknologi dengan memanfaatkan Google Form untuk menciptakan materi
pembelajaran interaktif, tetapi juga mengintegrasikan aspek inovatif dan kreatif dalam proses pengajaran. Dari
pemahaman yang dalam tentang desain pembelajaran yang adaptif hingga kesiapan menghadapi tantangan
teknologi di lingkungan sekolah, pelatihan ini membekali mahasiswa dengan kemampuan yang jauh lebih luas
daripada sekadar penguasaan teknologi. Mereka belajar untuk berpikir kritis, merancang pembelajaran yang
responsif terhadap kebutuhan peserta didik, dan siap menghadapi dinamika pendidikan yang terus berubah. Selain itu, mahasiswa juga dilatih untuk menjadi agen perubahan yang membawa inovasi ke lingkungan
sekolah, memimpin penggunaan teknologi, dan menggali potensi pembelajaran yang lebih efektif. Pelatihan ini
bukan hanya tentang penggunaan alat teknologi, melainkan tentang mengubah paradigma pendidikan menuju
pendekatan yang lebih adaptif, interaktif, dan relevan dengan kebutuhan peserta didik di era digital. Dengan
demikian, pelatihan ini berperan penting dalam menciptakan calon-calon guru yang tidak hanya terampil dalam
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Project Based Learning (PBL) berbasis Google Form bagi mahasiswa Pendidikan Guru Sekolah Dasar (PGSD)
membawa dampak yang mendalam terhadap paradigma pendidikan dan persiapan calon pendidik. Pelatihan
ini tidak hanya tentang penggunaan teknologi dalam pembelajaran, tetapi juga mengenai memahami esensi dari
pendekatan inovatif dalam menyusun materi pembelajaran yang lebih adaptif, interaktif, dan sesuai dengan
kebutuhan peserta didik. Mahasiswa PGSD tidak hanya menjadi terampil dalam mengoperasikan Google Form,
tetapi juga mampu menerapkan keterampilan desain pembelajaran yang relevan, responsif, dan kreatif. j di
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bukan sekadar transfer informasi. Mereka belajar untuk merancang proyek pembelajaran yang menantang,
berkolaborasi dalam tim, dan memanfaatkan teknologi sebagai alat untuk menciptakan pengalaman belajar
yang lebih bermakna. Seiring dengan itu, mahasiswa juga terlibat dalam proses refleksi yang mendalam,
mempertimbangkan bagaimana pendekatan inovatif ini dapat diterapkan secara efektif di lingkungan sekolah
dasar. Kusuma, A. I., Sari, W. P., & Hikmawati, A. (2021). Peningkatan Kompetensi Guru dan Tenaga Kependidikan
Melalui Pelatihan Teacherpreneur Berbasis Digital Profile Builder. Jmm (Jurnal Masyarakat Mandiri), Volume 4 No 1 – Januari 2024 3. Kesiapan Menghadapi Tantangan Teknologi di Sekolah: Mahasiswa PGSD dilatih untuk
menjadi lebih siap dalam menghadapi tantangan teknologi yang mungkin mereka temui di lingkungan
sekolah. Mereka menjadi lebih percaya diri dalam menghadapi perubahan teknologi dan lebih mudah
menyesuaikan diri dengan alat-alat baru yang mungkin diperkenalkan di masa depan. 4. Keterampilan Manajemen Pembelajaran yang Lebih Efektif: Melalui PBL, mahasiswa PGSD
tidak hanya mempelajari cara menggunakan teknologi untuk membuat materi pembelajaran, tetapi
juga memahami bagaimana mengelola pembelajaran yang melibatkan teknologi tersebut. Mereka
belajar tentang desain pembelajaran yang adaptif, evaluasi yang relevan, dan integrasi teknologi
dalam proses pengajaran. p
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PGSD perlu mempersiapkan diri untuk terus belajar dan beradaptasi dengan perkembangan terbaru
dalam pendidikan. Pelatihan ini memberikan dasar yang kuat untuk mereka terus belajar dan
memperbaharui keterampilan mereka seiring dengan perkembangan teknologi dan strategi
pembelajaran yang baru. 6. Kesiapan untuk Memimpin Perubahan: Mahasiswa PGSD yang terlatih dalam penerapan
teknologi dan pendekatan inovatif dapat menjadi agen perubahan di lingkungan sekolah dasar. Mereka dapat memimpin atau berkontribusi dalam pengadopsian teknologi di sekolah dan menjadi
sumber inspirasi bagi rekan-rekan sejawatnya. Melalui pelatihan ini, mahasiswa PGSD tidak hanya memperoleh keterampilan teknologi yang diperlukan,
tetapi juga mengembangkan sikap adaptif dan kreatif yang esensial untuk menghadapi tuntutan zaman yang
kian digital dan dinamis dalam lingkungan pendidikan sekolah dasar. Dampak ini mempersiapkan mereka
secara komprehensif untuk menjadi pendidik yang efektif dan adaptif di masa depan. Gambar 1. Dokumentasi Kegiatan Gambar 1. Dokumentasi Kegiatan Gambar 1. Dokumentasi Kegiatan 24 | H a l 24 | H a l DAFTAR PUSTAKA Kusuma, A. I., Sari, W. P., & Hikmawati, A. (2021). Peningkatan Kompetensi Guru dan Tenaga Kependidikan
Melalui Pelatihan Teacherpreneur Berbasis Digital Profile Builder. Jmm (Jurnal Masyarakat Mandiri), 25 | H a l 25 | H a l Indah, M. (2023). Pengembangan LKPD Interaktif dengan Liveworksheet Berbasis Model Discovery Learning
pada Materi Zat Aditif dan Zat Adiktif untuk Meningkatkan Keterampilan Proses Sains (Doctoral
dissertation, Universitas Lampung). Volume 4 No 1 – Januari 2024 5(5), 2476-2487. 5(5), 2476-2487. MUHAMMAD IKHLAS, J. A. Y. A. (2023). PENGARUH E-LKPD DALAM LIVEWORKSHEETS
BERBASIS PROBLEM BASED LEARNING TERHADAP KEMAMPUAN LITERASI SAINS SISWA
KELAS VIII PADA MATERI SISTEM EKSKRESI. Dwiyanti, N. K. E. M., Rati, N. W., & Lestari, L. P. S. (2023). Dampak Model Problem Based Learning
Berbantuan Liveworksheet Terhadap Hasil Belajar IPA Siswa Kelas V SD. Jurnal Ilmiah Pendidikan dan
Pembelajaran, 7(2). Dwiyanti, N. K. E. M., Rati, N. W., & Lestari, L. P. S. (2023). Dampak Model Problem Based Learning
Berbantuan Liveworksheet Terhadap Hasil Belajar IPA Siswa Kelas V SD. Jurnal Ilmiah Pendidikan dan
Pembelajaran, 7(2). Syazali, M., Erfan, M., Amrullah, L. W. Z., & Hasanuddin, H. (2023). STRATEGIC ANALYSIS OF
TOOLS/MEDIA COMBINATION FOR DISTANCE LEARNING IN SCIENCE COURSES. COMPUTATIONAL INTELLIGENCE. Yustina, Y., Mahadi, I., Daryanes, F., Alimin, E., & Nengsih, B. (2022). The Effect of Problem-based Learning
through Blended Learning on Digital Literacy of Eleventh-Grade Students in SMA Negeri Plus Riau on
Excretory System Material. Jurnal Pendidikan IPA Indonesia, 11(4). UMMU, K. (2023). PENGEMBANGAN e-LKPD PEMBELAJARAN IPA TIPE CONNECTED BERBASIS
MULTI REPRESENTASI UNTUK MENINGKATKAN KEMAMPUAN REPRESENTASI DAN
LITERASI SAINS PESERTA DIDIK (Doctoral dissertation, UNIVERSITAS LAMPUNG). Aryanitha, N. P. A. (2022). Pengembangan Lembar Kerja Peserta Didik (Lkpd) Interaktif Berbasis Mind
Mapping Pada Muatan IPA Materi Otot Manusia Siswa Kelas V SD Negeri 4 Penatih (Doctoral
dissertation, Universitas Pendidikan Ganesha). Aryanitha, N. P. A. (2022). Pengembangan Lembar Kerja Peserta Didik (Lkpd) Interaktif Berbasis Mind
Mapping Pada Muatan IPA Materi Otot Manusia Siswa Kelas V SD Negeri 4 Penatih (Doctoral
dissertation, Universitas Pendidikan Ganesha). DEVITHA OCTAVIANA, W. I. R. A. W. A. N. (2023). PENGEMBANGAN E-LKPD BERBASIS HOTS
MATERI PECAHAN BERBANTU LIVEWORKSHEETS BERORIENTASI PADA PEMAHAMAN
KONSEP MATEMATIKA SISWA KELAS V (Doctoral dissertation, Universitas Mataram). Indah, M. (2023). Pengembangan LKPD Interaktif dengan Liveworksheet Berbasis Model Discovery Learning
pada Materi Zat Aditif dan Zat Adiktif untuk Meningkatkan Keterampilan Proses Sains (Doctoral
dissertation, Universitas Lampung). 26 | H a l 26 | H a l
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Exploring Criticality in Chinese Philosophy: Refuting Generalisations and Supporting Critical Thinking
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Studies in Philosophy and Education (2023) 42:123–141
https://doi.org/10.1007/s11217-022-09855-3 Studies in Philosophy and Education (2023) 42:123–141
https://doi.org/10.1007/s11217-022-09855-3 * Ian H. Normile
ian.normile@ed.ac.uk 1
University of Edinburgh, Edinburgh, UK Exploring Criticality in Chinese Philosophy: Refuting
Generalisations and Supporting Critical Thinking Ian H. Normile1 Accepted: 8 September 2022 / Published online: 9 November 2022
© The Author(s) 2022 Keywords Critical thinking · Criticality · Critique · Chinese philosophy · Chinese
international students · Higher education Abstract Much of the literature exploring Chinese international student engagement with critical
thinking in Western universities draws on reductive essentialisations of ‘Confucianism’ in
efforts to explain cross-cultural differences. In this paper I review literature problematising
these tendencies. I then shift focus from inferences about how philosophy shapes culture
and individual students, toward drawing on philosophy as a ‘living’ resource for under-
standing and shaping the ideal of critical thinking. A cross disciplinary approach employs
historical overview and philosophical interpretation within and beyond the Confucian tra-
dition to exemplify three types of criticality common in Chinese philosophy. These are
criticality within tradition, criticality of tradition, and critical integration of traditions. The
result is a refutation of claims or inferences (intentional or implicit) that Chinese philoso-
phy is not conducive to criticality. While this paper focuses on types of criticality, it also
reveals a common method of criticality within Chinese philosophy, in the form of ‘creation
through transmission’. This resonates with recent research calling for less confrontational
and more dialogical engagement with critical processes. However, I also draw attention to
examples of confrontational argumentation within Chinese philosophy, which may provide
valuable resources for educators and students. Finally, I conclude careful and explicit con-
sideration is needed regarding the types of criticality sought within Western universities
to prevent educators and students from ‘speaking past’ one and other instead of ‘speaking
with’ one and other in critical dialogue. Keywords Critical thinking · Criticality · Critique · Chinese philosophy · Chinese
international students · Higher education Keywords Critical thinking · Criticality · Critique · Chinese philosophy · Chinese
international students · Higher education Introduction Scholars reviewing research on Chinese international student engagement with critical
thinking in Western1 universities have identified tendencies to draw on reductive essen-
tialisations of ‘Confucian heritage’ to explain difficulties engaging with critical thinking
(Clark and Gieve, 2006; Heng, 2018; Li, 2017; Moosavi, 2020; O’Dwyer, 2016). This
paper reviews and contributes to a growing body of literature problematising such essen-
tialism and generalisation. To avoid these problems, I shift focus from inferences about
how philosophy manifests in contemporary culture, specific practices, or groups of stu-
dents, toward drawing on philosophy—past and present—as a ‘living’ resource for under-
standing and actively shaping the normative concept of critical thinking. This theoretical
shift is justified by the fact that critical thinking is not a description of how people do
think, but an ideal of how people ought to think in certain situations for certain purposes. Furthermore, the norms and ideals shaping dominant conceptions of critical thinking are
typically rooted in, and derived from, the Western philosophic traditions (Tan, 2017). How-
ever, this is not because ‘the West’ (an equally problematic term of generalisation) has any
monopoly on criticality. Consequently, exploring Chinese philosophy may shed new light
on an old concept. Light much needed in the increasingly international contexts of Western
higher education. I begin by providing an outline of critical thinking and its relationship to traditions. The
aim is to draw on commonly agreed features of criticality to facilitate exploration of its
manifestations within Chinese philosophy. I then review literature problematising tenden-
cies toward cultural generalisation and reductive essentialisation of Chinese philosophy
within existing research. Next, I draw on a cross-disciplinary approach, employing his-
torical overview and philosophical analysis to show three types of criticality within Chi-
nese philosophy. These are criticality within tradition, criticality of tradition, and critical
integration of traditions. This is done by exploring criticality within the Confucian tradi-
tion through examples from the Analects and the critical evolution of Confucian theory
through Mencius and Xunzi. I then briefly consider the influence of Buddhist metaphysics
on Neo-Confucianism to exemplify critical integration of traditions within Chinese phi-
losophy. Next, I shift attention beyond Confucianism, to show criticality of tradition along
with further critical integration of traditions. This is done by looking at Daoist and Mohist
philosophy of the ancient Warring States Period and the impact of Western philosophy in
China beginning in the nineteenth century. 1 Research consulted is primarily from the UK and North America. 123456789)
1 3 3456789)
1 3 I. H. Normile 124 Criticality and Tradition Critical thinking has a long history of definition and redefinition (Ennis, 2016; Johnson and
Hamby, 2015). For the purposes of this paper, I draw on basic but broadly agreed aspects
of critical thinking, conceived of as a process of reasoning about what to believe and how
to act, the exercising of which requires a combination of knowledge, skills, and disposi-
tions (Bailin and Siegel, 2003; Ennis, 2016; Facione, 1990). Such a simplified definition
cannot capture the complexity of all criticality. However, this very general approach high-
lights a key aspect of critical thinking; the fact that it is necessarily criteriological (ibid). There must be some form of criteria by which reasons for thought and action are justified. The origin and nature of the criteriological framework(s) guiding criticality within and
across contexts are the source of much philosophical debate. Some suggest such frame-
works can only be achieved through consensus and practice (Rorty, 1991). Others argue the
very possibility of commensurability between critical frameworks logically entails trans-
cendent meta-criteria capable of guiding universal rationality, and thus criticality (Siegel,
2017). Biesta and Stams draw on Derrida to claim, “…there are no pure, uncontaminated,
original criteria on which we can simply and straightforwardly base our judgments” (2001,
p. 68). In this view we are always embedded within a context of assumptions, the ultimate
boundaries of which cannot be comprehended or transcended, yet criticality can reveal new
possibilities without recourse to foundational, self-selected, or transcendent criteria (2001). This is an important debate for criticality, the justification of critique within philosophy,
and questions about the nature of rationality. However, it is not a debate I can settle here. In this paper, I am not claiming to provide a ‘new’ conception of critical thinking. Instead,
I am pointing out the unsettled complexity of the topic and drawing on examples from
Chinese philosophy to provide perspectives typically not considered in the critical thinking
literature. What is most relevant for this paper is that the sources of criteria guiding criticality are
commonly understood to be contextually dependent on factors such as discipline, practice,
and culture (Evers, 2007; McPeck, 2016). What constitutes good reasons, which values
guide judgment, and how those values are conceived may vary depending on the purposes
toward which critical thinking is directed and the context in which it is practiced. Introduction I conclude by considering the implications of
this work for research and practice. The prioritisation of breadth over depth in this approach is deemed necessary because
the diversity of Chinese philosophy is not well represented in Anglophone critical think-
ing literature (Moosavi, 2020). Furthermore, attention to breadth serves my primary aims
of problematising reductive generalisations and refuting claims or inferences (intentional
or implicit) that Chinese philosophy is not conducive to criticality. Importantly, in dem-
onstrating the critical capacity of Chinese philosophy, I make no effort to ‘explain’ or
describe Chinese culture or students, both of which are too diverse and dynamic to gener-
alise. This is not to deny the interconnectivity of philosophy, culture, and individuals but
simply an analytical separation facilitating focus on one aspect of an interrelated totality. My point is that if Chinese international students struggle with critical thinking, it is not 1 3 Exploring Criticality in Chinese Philosophy: Refuting… 125 the inevitable result of inherently uncritical philosophy. Quite the contrary, Chinese phi-
losophy contains great potential as a ‘living’ resource capable of informing the conceptu-
alisation and practice of critical thinking. In service of actualising this potential, I provide
examples of criticality within Chinese philosophy. Importantly, while the focus here is on
Chinese philosophy, this work has relevance for anyone interested in exploring and better
understanding criticality within and across traditions more generally. Criticality and Tradition In such an analogy, one of
the most fundamental assumptions is that a particular game (a tradition) ought to be
played. The most likely underlying aim is to ‘win’ the game. However, other aims, such
as enjoyment or display of style may also influence the nature of play. The rules of the
game are equivalent to the criteria guiding criticality. Using this analogy, dogmatism
is playing the game without questioning the aims or rules. This may be highly uncriti-
cal if it involves playing in a proscribed manner or by a dictated strategy. However, it
may also include a degree of critical (perhaps calculated is a better word) reasoning
about overall aims and what moves to make in service of achieving those aims without
questioning the rules of the game. Criticality within tradition, questions the rules of the
game. This does not require breaking the rules, as there are means by which the rules
of a game can be agreeably changed by the participants. Criticality of tradition suggests
playing a new game altogether. This may result in radical transformation akin to a Kuh-
nian paradigm shift or serve to strengthen existing assumptions and reaffirm the value
of the current game. Critical integration between traditions arises when a new game
is encountered, providing opportunities to combine criticality within and of tradition
to either internally transform the rules of the existing game, or perhaps create a new
game altogether. It is not, however, simply abandoning one game to play another, as that
would lack integration. Finally, I must note why I use criticality and critical thinking as interchangeable syno-
nyms. A case can be made for separating the two concepts (Davies, 2015). While I am
open to the possibility of such a distinction having value in many contexts, I make no such
distinction here because I think this separation sells short the broader aims, and spirit,
of criticality in higher education. Many theorists and practitioners lament critical think-
ing being taught and practiced in Western universities as an instrumentalised processes
of proposition evaluation and argumentation (Barnett, 1997; Davies, 2015; Thayer-Bacon,
1998). Criticality and Tradition Con-
sequently, to account for contextual variance, the preceding conception of critical think-
ing can be expanded to include reflexive examination, and potential transformation, of the
aims, assumptions, and criteria guiding critical thinking and action. Barnett and Davies
call this a form of ‘metacritique’ (Barnett, 1997; Davies, 2015) and Lipman identifies it as
the ‘self-correcting’ aspect of criticality (2012). Critical thinking, then, is not only a pro-
cess of reasoning about what to believe and how to act, but also a process that questions the
aims, assumptions, and criteria guiding reasoning itself. This conception of critical think-
ing recognises the ‘internal’ coherence of reasoning may vary by context. However, it also 1 3 3 3 I. H. Normile 126 requires questioning the aims and assumptions that guide that reasoning. Consequently, the
antithesis of criticality is ideology, the unquestioning adherence to any set of aims and
assumptions as an immutable guide to reasoning, belief, and action. requires questioning the aims and assumptions that guide that reasoning. Consequently, the
antithesis of criticality is ideology, the unquestioning adherence to any set of aims and
assumptions as an immutable guide to reasoning, belief, and action. The primary ‘contexts’ under consideration in this paper are various traditions of
Chinese philosophy. While the boundaries of traditions are difficult to delineate, they
also provide enough pragmatic clarity to meaningfully explore criticality without having
to resolve debates on the ‘ultimate’ nature of criticality. Traditions are defined by con-
stellations of aims, assumptions, and criteria. For example, ancient Confucian traditions
assume the value of learning and ritual in meeting the aims of social harmony. These,
and other aims and assumptions, guide reasoning within the tradition. The fact that tra-
ditions (philosophical and otherwise) are shaped by pre-existing aims and assumptions
does not preclude, but in fact creates, the possibility for criticality. For example, a tradi-
tion may encounter what MacIntyre calls an ‘epistemic crisis’ resulting from inadequacy
in practical explanation or breakdowns of internal coherence (1990; 1988). This can
derive from new experiences and ideas or contact with other traditions, which creates
opportunities for criticality within tradition, of tradition, or critical integration between
traditions. However, holding any assumptions as unassailable, particularly in the face
of epistemic crisis or when encountering alternatives, constitutes uncritical dogmatism.f These different types of criticality and how they articulate with traditions can be
understood through analogy with the playing of a game. Problematising the ‘Construct of the Chinese Learner’ Why do Chinese international students struggle to think critically while studying in West-
ern universities? This is a problematic question, laden with assumptions (that they do),
cultural generalisation (that all Chinese students are somehow similar), and, very often,
philosophical reductivism (the nature of that similarity is a homogeneous form of ‘Confu-
cianism’). Despite these problems, it is also a question many educators and students find
themselves asking, because many students do struggle with critical thinking while studying
abroad (Durkin, 2007; Sun et al., 2018; Wu and Hammond, 2011; Wu, 2015). Research
also shows challenges with critical thinking within Chinese higher education (Jiang,
2013; Li and Wegerif, 2013; Tan, 2020; Tian and Low, 2011). This leads some scholars to
claim ‘Confucian culture’ is not conducive to ‘Western’ style criticality (Atkinson, 1997;
McBride et al., 2002). In an example of extreme generalisation, Dong claims, It has been commonly acknowledged that Chinese traditional culture is generally
uncritical… Confucianism shaped a tradition that valued respect for parents and
the elderly, the collective good, social order, and harmony. This is in contrast with
ancient Greek civilization, which valued independent thought, reason, and ability to
debate and argue in public (2015, p. 357). It is unclear why respect for elders and pursuit of social harmony (aims shared by many
Ancient Greek philosophers) are necessarily uncritical. Furthermore, implicit in this state-
ment is the idea that ‘Chinese traditional culture’ is essentially ‘Confucian’. While there is
no doubt Confucian philosophy has an immense impact on Chinese culture, such an obser-
vation overlooks the diversity and plurality of culture, while also obscuring the complexi-
ties of Confucian philosophy as a resource for actively reshaping culture and reconceptual-
ising normative concepts like critical thinking. Reductive essentialisation of Confucian philosophy is increasingly seen as problematic. Ryan and Louie contend that treating 2,500 years of ‘Confucianism’ as the same thing is
like treating the various manifestations of Christianity as essentially homogenous (2007). After all, it could be (rather reductively) argued that Catholics, Quakers, and the Ku Klux
Klan are all ‘Christians’. Furthermore, contemporary politics probably exert more influ-
ence on culture, and certainly on the teaching and learning of critical thinking in con-
temporary China, than any philosophical tradition (Zhang, 2017). Criticality and Tradition The intention here is not to diminish the centrality of thinking, or value of logic,
to critical thinking, but simply to recognise the types of criticality I aim to identify within
Chinese philosophy are not focused only on procedures of thought or discursive processes,
but on critical changes to the way people reason and judge what to believe and how to act. 1 3 Exploring Criticality in Chinese Philosophy: Refuting… 127 I am concerned with demonstrating criticality that changes the ‘rules’ of the game or pro-
poses an entirely new ‘game’ to play. This is the type of criticality many suggest is absent
from Chinese philosophical traditions. My aim is to refute any such assumption. I am concerned with demonstrating criticality that changes the ‘rules’ of the game or pro-
poses an entirely new ‘game’ to play. This is the type of criticality many suggest is absent
from Chinese philosophical traditions. My aim is to refute any such assumption. Problematising the ‘Construct of the Chinese Learner’ Along these lines, any
lack of opportunity to cultivate and practice critical thinking in Chinese education as the
result of historical or contemporary political circumstances does not necessarily indicate
a cultural or philosophical disinclination toward, or lack of ability to engage in, critical
thinking (Bali, 2015; Tian and Low, 2011). It is also important to note research showing
the challenges of engaging with critical thinking in a foreign language (Floyd, 2011). Lin-
guistic barriers should not be misconstrued as conceptual impediments or lack of capacity. Furthermore, research also shows that while many Chinese students initially struggle with
critical thinking while studying abroad, they are capable of developing and learning the
required skills and dispositions over time (Wu, 2015). Thus, it is problematic to assume
the difficulties some Chinese students face while studying abroad are the result of ‘deficit’ 1 3 128 I. H. Normile instead of merely challenges arising from difference (Heng, 2018). Indeed, it is likely most
Chinese students do not lack critical thinking, but simply engage in the process differently
(Evers, 2007; Mason, 2013; Shaheen, 2016). This leads some to argue that imposing a Western-centric theory of critical thinking
in culturally diverse contexts could be construed as a form of ‘intellectual colonialism’
(Indelicato and Prazic, 2019; Moosavi, 2020). Indeed, as Hammersley–Fletcher and Han-
ley point out, critical thinking may become ironically uncritical if it finds itself as a mecha-
nism for “reproducing the interests of particular groups and constraining thought within
the boundaries of Western traditions” (2016, p. 990). However, there is nothing ‘colonial’
about Western universities drawing on Western intellectual traditions and practices. Indeed,
many international students may choose to study abroad precisely because they want expo-
sure and experience with these traditions and practices. Nevertheless, it is important to rec-
ognise the teaching and practice of critical thinking without consideration of its conceptual
heritage and underlying assumptions may simply fail to be as efficient or effective in cross-
cultural contexts. What is at stake is not necessarily a matter of aims but of effectiveness. However, as I discuss in the conclusion of this paper, questions about the aims of students,
educators, and institutions regarding they type of criticality each seeks are important and
potentially problematic if inexplicit or unaligned. Existing research on Chinese student engagement with critical thinking gives very lit-
tle attention to how criticality manifests in Chinese philosophy. Problematising the ‘Construct of the Chinese Learner’ This is surprising given
the degree to which Western philosophy is mined for resources (e.g., epistemological the-
ory, logic, dialectic argumentation) for conceptualising and practicing critical thinking. If
critical thinking is more than a ‘Western’ construct, it would seem relevant to explore the
phenomenon in other traditions. Some scholars have been making headway in this area. For example, Tan articulates a ‘Confucian conception of criticality’ as a form of action
oriented judgment (2017). Lam works to reconcile Confucianism and a generally Western-
derived conception of critical rationalism (2017). Sigurosson, acknowledges Confucianism
is rarely seen to promote criticality and typically regarded as conservative, reactionary,
and ideological (2017). In aiming to rectify this, he argues that the “transformative self-
critical attitude” of ancient Confucian philosophy exemplifies a form of deep criticality
often neglected within Western conceptions (2017, p. 133). However, such work seems
to be the exception, not the norm. Furthermore, while these more nuanced examinations
of Confucian conceptions of criticality are valuable, it is less common to see considera-
tion of Chinese philosophy beyond Confucianism within the Anglophone critical thinking
literature. This paper builds on the work of those aiming to understand the value of Con-
fucianism for critical thinking, while also expanding the project to consider other aspects
of Chinese philosophy for the same purposes. The goal here is not to ‘explain’ culture or
individual student behaviour, but to provide historical and philosophical resources for bet-
ter understanding the concept and practice of critical thinking, which is not a description
of something we are bound to by tradition, but an ideal of how we ought to think and act
within and across traditions. Confucian Criticality This section explores manifestations of criticality within the Confucian tradition. The natu-
ral starting place is with Confucius (c. 551–479 BCE), whose project is undoubtedly con-
servative. Confucius aims to rectify an idealised past, not to create a new future. Along 1 3 Exploring Criticality in Chinese Philosophy: Refuting… 129 these lines he proclaims, “I transmit but do not innovate; I am truthful in what I say and
devoted to antiquity” (Analects, 7:1). However, transmission of the past into the present
is an invariably interpretive, creative, and critical endeavour. Fung calls this a process
of, “creation through transmission” (1937, p. 48), which begins to shed light on the sub-
tle nature of criticality in the Confucian tradition. Here, it is important to note that many
ancient Chinese texts derive from oral traditions and appear in multiple versions before
reaching their current common forms (Fung, 1937). Furthermore, I am drawing on these
texts in English translation, which introduces another layer of interpretation. The herme-
neutic process of transmission, translation, and interpretation itself constitutes an impor-
tant form of ‘creation through transmission’ in Chinese traditions (Ames and Hall, 2003). However, the creative and critical elements of Confucius’ transmission of antiquity reach
beyond mere translation and interpretation. Fung claims, “Although Confucius was con-
servative as regards political change, he was in other respects revolutionary” (1937, p. 314). The primary thrust of this ‘revolution’ is the establishment of a scholarly class inde-
pendent of ruling elites (Chan, 1963). The aspiration of a Confucian scholar is to become a
junzi (gentleman).2 The use of the term junzi embodies elements of radicality, as the word,
literally meaning ‘son of a royal’, is stripped of its hereditary and elite connotations and
opened for the aspirations of common people (Fung, 1937). The scholarly class originating
with Confucius opens the door for social status and public service based on merit instead
of birth, no small feat for a society of his (or any) time. Confucius contends that achieving individual and social harmony requires following
the dao (way) of the ancient Zhou Dynasty through the proper practice of li (ritual) and
diligence in xue (study) to develop de (virtue), culminating in ren (benevolence/humanity)
which facilitates action in accordance with yi (rightness) to become a junzi (gentleman). This requires a bit of unpacking. 2 Confucius’ philosophical and educational concerns focus on adult men. Removing the misogyny and age-
ism of the time, it is evident the philosophy is applicable to all people. Confucian Criticality … once a practice has been mastered, in the sense that the requisite virtues have
been fully developed, this mastery brings with it a certain independence from the
rules that constitute the practice: the master is able to reflect upon the rules and
may even choose to transgress or revise them… Practice mastery thus brings with it
a type of transcendence: freedom to evaluate, criticize and seek to reform practice
tradition itself (2001, p. 102). The practices under discussion include skilled activities like music, archery, and chari-
oteering, along with the moral practices necessary to navigate the social world. Thus, the
‘rules’ of the Confucian tradition are not provided by fixed knowledge or rituals, but by
self-cultivation of an adaptive moral intelligence, guided by ren, capable of changing learn-
ing and ritual. This is a debatable interpretation. Some agree with the intentions but argue
such an approach is psychologically infeasible (Slote, 2016). Others interpret Confucius as
aiming to identify universal principles to guide ethical duty with a more deontological tilt
(Roetz, 1993). Despite these interpretive debates, I argue the Confucian focus on reflex-
ive and adaptive moral intelligence is substantiated by the evolution of Confucianism after
Confucius, particularly through the work of Mencius (372–289 BCE), who claims “a great
man will not observe a rite that is contrary to the spirit of the rites, nor will he perform a
duty that goes against the spirit of dutifulness” (Mencius, 4B:6). Understanding this ‘spirit’
requires critical reflection on the practices intended to cultivate virtues, and the virtues
themselves, which must guide adjustment of those practices. As others have argued, this
is a necessarily critical process of reflexive self-cultivation (Sigurosson, 2017) and moral
judgment (Tan, 2017). This reflexive process is essential to understanding, and facilitating,
criticality within the Confucian tradition, as it creates the possibility for changes not only
in practice, but for reinterpretation of how reasoning proceeds (rules of the game) from
fundamental assumptions. p
For example, Mencius employs ‘creation through transmission’ to reframe reasoning
regarding obedience to social hierarchy. Some degree of allowance for disagreement and
critique within hierarchy is necessary, as the idealised Zhou Dynasty from which Confu-
cius draws his inspiration usurped power from a reigning emperor. This is a topic Confu-
cius skirts around, but Mencius addresses at far more length, with powerful implications. Confucian Criticality Confucius conceives of dao as the ‘way’ of ideal human
action, which is necessarily relational and ethical (Zhang, 1989). Acting in accordance
with dao manifests as de (virtue). There are many ideal virtues, but the most important is
ren, which can be seen as the virtue both containing and coordinating all others (Ames and
Rosemont, 2011). Ren helps a person to discern yi (rightness), which is not fixed by rule
but must be understood contextually (Slingerland, 2001). A Junzi, then, is a benevolent
person that does the right thing in any given situation. The two key tools in becoming a
junzi are study and ritual propriety. Confucius’ attention to xue (study) and li (ritual) can seem rather uncritical if taken
as literal prescriptions of fixed rules. However, they are better understood as tools of (a
type) of liberation than fixed rules guiding thought and action (Slingerland, 2001). This
interpretation is not immediately evident as the Analects prescribes precise rituals and spe-
cific studies. However, Confucius is clearly concerned with active thinking, not passive
knowledge acquisition. He refuses to teach anyone who, after being shown “one corner
of a square”, cannot come back with the “other three corners” through their own reason-
ing (Analects, 7:8). Furthermore, while Confucius is exacting in the conduct of rituals,
there are also examples of critical alterations (e.g., Analects 3:15, 16:22, 9:3). Ultimately,
there is no intention for study of tradition to comprise the totality of all knowledge, nor
for rituals to prescribe ‘correct’ action for every person in every situation (Ivanhoe, 2000). Instead, study and ritual are tools for cultivating the virtues that sustain an adaptive moral
intelligence. Slingerland notes, 1 3 3 I. H. Normile 130 … once a practice has been mastered, in the sense that the requisite virtues have
been fully developed, this mastery brings with it a certain independence from the
rules that constitute the practice: the master is able to reflect upon the rules and
may even choose to transgress or revise them… Practice mastery thus brings with it
a type of transcendence: freedom to evaluate, criticize and seek to reform practice
tradition itself (2001, p. 102). 1 3 Confucian Criticality In
speaking with a local king Mencius asks, “If the Marshal of the Guards was unable to keep
his guards in order, then what should be done about it?” The King naturally replies that he
should be removed from office. Mencius then asks, “If the whole realm within the four bor-
ders was ill-governed, then what should be done about it?” At this, the king “turned to his
attendants and changed the subject” (Mencius, 1A:7). In the next passage, perhaps getting
a bit worried, the King asks, “Is regicide permissible?” Mencius replies, “He who muti-
lates benevolence is a mutilator; he who cripples rightness is a crippler; and a man who is
both a mutilator and a crippler is an ‘outcast’. I have indeed heard of the punishment of the
‘outcast [of the slain king Tchou]’, but I have not heard of any regicide” (Mencius, A:8). Mencius is making the point that a ruler failing to rule with ren is not a legitimate ruler,
thus their removal from power is in accordance with yi and does not amount to a disrup-
tion of the socio-political order. This bit of ‘creation through transmission’ demonstrates a
critical change in the criteriological framework guiding reasoning (rules of the game) with
meaningful implications for thought and action. Mencius’ extends this critical development further while discussing the legitimacy of
rulers and succession by arguing that while emperors must receive the ‘mandate of heaven’
(a traditional source of approval beyond human control), the disapproval of the people con-
stitutes a sign that no such mandate has been given (Mencius, 5A:5). In a subtle yet highly 1 3 Exploring Criticality in Chinese Philosophy: Refuting… 131 critical move, Mencius shifts the very foundations for political legitimacy. The plight of a
ruler is not merely a matter of birth or heavenly fate, but of human action (Chan, 1963). The same sentiment is expressed more explicitly when Mencius says, “the people are of
supreme importance; the altars to the gods of earth and grain come next; last comes the
ruler” (Mencius, 7B:14). These ideas diverge from the Analects, providing an example of
‘creation through transmission’ leading to criticality within the Confucian tradition. Funda-
mental assumptions regarding the necessity of an emperor and a hierarchical social order
remain intact, but the reasoning drawn from these assumptions is transformed with mean-
ingful implications for thought and action. Confucian Criticality The ‘game’ remains the same, but some of the
‘rules’ have been changed. The subtle nature of this approach aims, and typically succeeds,
at maintaining stability while still facilitating criticality. An example of more confrontational and explicit argumentation within the Confucian
tradition is available through consideration of the most famous and perhaps more lasting of
Mencius’ critical innovations, his conception of renxing (human nature) derived from the
emotional experiences of familial relations and extension of empathy to provide a moral
psychology capable of orienting and animating the pursuit of ren. Put more simply, Men-
cius solidifies the Confucian assumption, still dominant today, that human nature is good,
or at least contains the ‘sprouts’ of potentiality for goodness (Fung, 1937). Instead of elab-
orating Mencius’ argument, made through a combination of thought experiment, anecdote,
and analogy, it is more relevant to the purpose of this paper, aimed at shedding light on
manifestations of criticality, to look at one of Mencius’ primary rivals, Xunzi (c. 310–235
BCE) who sharply critiques Mencius’ view on human nature. Chan claims Xunzi is “the most critical of ancient Chinese philosophers” (1963, p. 124). Graham sees Xunzi’s work as marking an important step forward in systematic and critical
philosophy, remarking that: [Xunzi’s] attack on the Mencian theory of human nature illustrates the progress of
argumentation in the Confucian school. Mencius’ case has to be re-assembled from
scattered dialogues and discourses; [Xunzi] develops his in a consecutive essay…
with Mencius as the named target, and a terminology clarified… by scrupulous defi-
nitions (2003, p. 244). Xunzi’s critique of Mencius’ view of human nature is pointed. Book 23 of the Xunzi is
titled “Human Nature is Bad” and sets out to make a reasoned argument for why this must
be the case (Xunzi). One such argument is that if human nature were indeed good, and each
individual capable of looking inward to cultivate ren, “then what use would there be for
sage kings? What use for ritual and yi?” (Xunzi, 23:160). Ritual is necessary only because
human nature must be shaped through conscious rational effort. In contrast to Mencius,
Xunzi uses metaphors of craftmanship regarding the need to mould (or ‘mutilate’ as Men-
cius would say) human nature as a craftsman bends wood or tempers metal. Xunzi values
rationality over sentimentality and sees the need for mind and will to check the dangers of
emotion and desire (Fung, 1937). Confucian Criticality This demonstrates an example of confrontational argu-
mentative criticality within the Confucian tradition. Thus far, the focus has been on criticality within the Confucian tradition of the classi-
cal era. Moving beyond this period sheds light on critical integration of traditions. After a
brief but severe stint of repression under the Qin Dynasty (221–206 BCE), Confucianism
is codified and institutionalised during the Han Dynasty (202 BCE-220 CE) with the schol-
arly class of Confucians becoming an integral aspect of the aristocracy and government
(Fung, 1953). The thrust of Confucianism shifts from a critical philosophy exploring how
best to live, toward a scholarly bureaucracy of status, politics, and power (Bol, 2008). This 1 3 3 3 I. H. Normile 132 coincides with the arrival of Buddhism from India, beginning in the fourth century CE. There is immense diversity within early Chinese Buddhist thought and the tradition trans-
forms significantly over time, with Chan Buddhism (which becomes Zen Buddhism upon
migrating to Japan) eventually becoming the most dominant (Chan, 1963; Fung, 1953). The fundamental Buddhist aims of transcending the illusory nature of the phenomenologi-
cal world based on the assumed existence of a ‘truer’ underlying reality challenge prevail-
ing Confucian assumptions about the nature of the world, its relation to the mind, and the
appropriate grounding of knowledge and morality (Chan, 1963). This requires Confucian-
ism to face, and attempt to answer, new questions in new ways. Consequently, beginning
in the Tang (619–907) and culminating in the Song (960–1279) and Ming (1368–1644)
a diverse range of thinkers with varying and often incompatible perspectives address the
more ‘metaphysical’ questions raised through contact with Buddhism, marking the origins
of what later becomes broadly categorised (despite great internal diversity of ideas) as Neo-
Confucianism (Angle and Tiwald, 2017). This is an excellent example of criticality within
the Confucian tradition through critical integration of concepts from another tradition. In this process new concepts are integrated by reinterpreting existing ideas. One
such old concept made new is that of li, typically translated as ‘Pattern’. This term
appears very sparsely in the Confucian literature of the ancient period (Neo-Confucian
li 理 is not to be confused with li 禮 as rite/ritual in ancient texts), and rarely war-
rants detailed commentary (Zhang, 1989). Confucian Criticality However, by the Song and Ming period, li
(along with a constellation of other revitalised concepts and terms) is central to Confu-
cian debate (Angle and Tiwald, 2017). Chan says of li, “all things exist because of it
and can be understood through it. It is universal truth, universal order, universal law”
(1963, p. 519). This conveys the ambitious aims of articulating a theory of li, which
are nothing short of understanding the Pattern giving rise to and underlying every
aspect of reality. It also indicates a substantial shift from intensive focus on ancient
rituals, normative ethics, and political bureaucracy toward a new set of concerns and
concepts conducive to empirical investigation of the natural world and new theories of
how the mind relates to reality (Chan, 1963). This shift is the result of critical integra-
tion of questions and ideas encountered in a foreign tradition. Thus far, it is evident Confucianism contains the capacity to question and ‘rein-
terpret’ fundamental assumptions in ways that change the ‘rules’ guiding reasoning
and judgment. However, it remains difficult to gain a perspective from within the
Confucian tradition capable of facilitating criticality of that tradition. Consequently,
to understand criticality of tradition within Chinese philosophy it is helpful to look
beyond Confucianism. Warring States Period (475 – 221 BCE) The Han historian Sima Qian recognises six philosophical ‘schools’ as having strong
influence through the Warring States Period (Fung, 1937). Along with Confucianism,
these include the Yangists, perhaps best understood as anarchist individualistic natural-
ists advocating the renunciation of society and a return to simple, self-sufficient liv-
ing (Graham, 2003). Simultaneously, the Logicians explore logical and metaphysical
questions similar to those central in the Greek tradition (Chan, 1963). The Legalists
integrate aspects of Xunzi’s Confucianism, with the argumentation of the Logicians to
forge a highly pragmatic (and temporarily influential) political philosophy. The Mohists,
espouse a kind of utilitarianism sharply attacking Confucian tradition at the most fun-
damental level, arguing against filial piety, and for elimination of unnecessary rites and
rituals (Johnston, 2013). Mohism is of particular interest because it is equal to, if not
dominant over, Confucianism until the Han Dynasty (Chan, 1963). It also offers one of
the strongest examples of criticality of tradition. However, the starting point for under-
standing Chinese philosophy beyond Confucianism is with Daoism. ‘Daoism’ is not a school in any formal sense during the Warring States Period. None-
theless, it exerts a powerful influence on philosophies of the time, and into the present
(Zhang, 1998). The two most influential thinkers in early Daoist philosophy are Laozi,
believed to have lived roughly contemporary to the time of Confucius in the sixth cen-
tury BCE, and Zhuangzi, likely to have lived in the fourth century BCE (Chan, 1963). Laozi is traditionally credited with writing the Daodejing. However, like Confucius’
relationship to the Analects, it is unlikely he ever wrote anything (Fung, 1937). Instead,
the text associated with his thought is compiled by subsequent followers in a variety of
versions. The text bearing Zhuangzi’s name is also compiled, most likely over centuries,
before reaching its current form. However, the first seven ‘Inner Chapters’ are generally
agreed to have been written by one person (Graham, 2003).i g
y
p
The first lines of the Daodejing state, “dao that can be put into words is not really
dao, and naming that can assign fixed reference to things is not really naming” (p. 77). This oft-cited passage can be translated and interpreted in several ways. Beyond Confucianism This section explores philosophies directing criticality at the fundamental aims and
assumptions of the Confucian tradition. This is done by looking at two chronologically
disparate, but circumstantially similar periods of history. The first is that of the War-
ring States Period (475–221 BCE), also known as the time of ‘100 schools of thought’,
in which rival philosophies take direct aim at each other in confrontational critical
debate. A similar such period occurs when the Qing Dynasty falls in 1911, begin-
ning the Republican Era, during which China finds itself in a life-or-death struggle for 1 3 Exploring Criticality in Chinese Philosophy: Refuting… 133 modernisation, leading to eclectic and integrative philosophical thinking drawing on
all types of criticality. Consequently, these are two exemplary periods for understand-
ing criticality of tradition within Chinese philosophy. modernisation, leading to eclectic and integrative philosophical thinking drawing on
all types of criticality. Consequently, these are two exemplary periods for understand-
ing criticality of tradition within Chinese philosophy. Warring States Period (475 – 221 BCE) This is freedom from the prescriptions and fixed perspectives that divide and dim the
power of unmediated experience. Zhuangzi is explicitly critical of Confucians and Mohists, the two most prominent
philosophies of his time, stating, “what one calls right the other calls wrong; what one
calls wrong the other calls right. But if we want to right their wrongs and wrong their
rights, then the best thing to use is clarity (Zhuangzi, p. 39).” The ‘clarity’ Zhuangzi
advocates comes from unburdening the mind from the preconceptions and habituations
imposed by traditions. Only once freed from the preconceptions and constructs (includ-
ing language) dividing the genuine flow of experience can one develop de and naturally
(spontaneously) react, act, and interact with dao. Zhuangzi’s intention is to cut beyond
simple recognition of differing opinions and point out the ‘groundlessness’ of any fixed
opinion or perspective. He is not suggesting changes to the ‘rules’ of an existing game
but suggesting the need for a ‘new game’ altogether. In a frequently quoted and vari-
ously interpreted passage, Zhuangzi proclaims, Everything has its ‘that’, everything has its ‘this’. From the point of view of ‘that’
you cannot see it, ‘that’ comes out of ‘this’ and ‘this’ depends on ‘that’ – which is
to say that ‘this’ and ‘that’ give birth to each other. But where there is birth there
must be death; where there is death there must be birth (Zhuangzi, p. 39). Ziporyn argues this is Zhuangzi’s way of recognising the necessarily perspectival
nature of indexical knowledge. That is, whether something is a ‘this’ or ‘that’ depends
on the location of the perspective of reference (Ziporyn, 2009). While I am holding
something, it is ‘this’, when I set that thing down and walk away, it becomes ‘that’. While there is obvious application of indexical perspectivism regarding perception
and interaction with the physical world, Zhuangzi’s deeper point is moral (Slinger-
land, 2003; 2014). Whatever ‘this’ a Confucian holds as ‘good’ can only be so in ref-
erence to a ‘that’ which is ‘bad’. This is Zhuangzi’s way of recognising that not only
are divergent perspectives relative, but any apparent contradiction or opposition is only
superficial, because opposites form a necessary and indivisible unity. There can be no
‘this’ perspective without a ‘that’ perspective. Warring States Period (475 – 221 BCE) I follow Ames
and Hall in taking this to indicate that as a process of constant transformation, dao is
neither fixed nor constant, thus no fixed or constant practices (or language) can consist-
ently align with or describe the true Way (2003). Consequently, knowledge and rituals
drawn from the past are not the best means for gaining knowledge in the present. For
example, chapter 38 of the Daodejing calls ritual propriety “the thinnest veneer of doing
one’s best and making good on one’s word,” while referring to the Confucian claims of
knowledge as “tinsel decorating the Way” (Daodejing, p. 136). While Confucianism and
Daoism share concepts like dao and de, they are conceived of in meaningfully differ-
ent ways. For example, the dao of Laozi is more naturalistic and cosmological, running
contrary to what Tan calls, the ‘humanist’ Confucian conception of dao as ideal norma-
tive behaviour (2017). This can be seen as a form of ‘creation through transmission’ of
shared concepts predating both Confucian and Daoist thought. However, Laozi also cri-
tiques Confucian methods for attaining dao, shifting focus from ritual and study toward
intuition and experience. I argue these divergences constitute criticality of tradition. 1 1 3 3 3 134 I. H. Normile Daoist criticality is perhaps best exemplified in the Zhuangzi, which is a unique text
for its time, and remains unique to this day. It is poetic and lyrical, filled with fantasti-
cal stories of talking animals, magic, and mystical transformations. Confucius and his
disciples appear as frequent characters (indicating Zhuangzi is well read in the clas-
sics), often to espouse views contradictory to their own philosophies. The Zhuangzi is
also filled with uncertainty and contradiction, leading many to speculate an intentional
avoidance of precise articulation meant to facilitate interpretation as opposed to provid-
ing explication (Kupperman, 1996). Watson suggests, if there is a central theme to the
text, it is “freedom” (1968, p. 3). But exactly what kind of freedom is Zhuangzi striving
for? It appears to be different from Laozi’s more explicit call toward withdrawal from
the world (Slingerland, 2003; 2014). Furthermore, unlike later Buddhism, Zhuangzi
does not see the material world as illusory or something that must (or even ought) be
transcended (Chan, 1963). Instead, it is the human world of constructed meanings and
arbitrary divisions that Zhuangzi aims to free people from (if he aims at anything at all). Warring States Period (475 – 221 BCE) Furthermore, drawing on observations
from the natural world, in which opposites (e.g., night/day, summer/winter, birth/death)
do not simply define each other in conceptual stasis, but through processual transforma-
tion, any effort to maintain a fixed perspective in an always changing world is to strug-
gle against dao. It is common to interpret the Zhuangzi as a collection of various types
and degrees of skepticism and/or relativism (Kjellberg and Ivanhoe, 1996). Given that Exploring Criticality in Chinese Philosophy: Refuting… 135 criticality is necessarily a form of skepticism (to at least some degree) and the impor-
tance of contextualised perspective within many contemporary philosophies and prac-
tices, Zhuangzi should be recognised as one of the most critical and curious contribu-
tors to Chinese philosophy.l criticality is necessarily a form of skepticism (to at least some degree) and the impor-
tance of contextualised perspective within many contemporary philosophies and prac-
tices, Zhuangzi should be recognised as one of the most critical and curious contribu-
tors to Chinese philosophy.l p
p y
I shift now to the one of the most prominent and influential philosophies of the ancient
period, that of Mohism. While Mozi (479–381 BCE) is the founding figure of Mohism, the
school of thought develops continuously into the Han period, with substantial shifts from
the earlier to later incarnations (Chan, 1963; Graham, 2003). Mohism applies a more logi-
cal (and methodological) approach to articulating a systematic philosophy in distinct con-
tradiction to Confucian and Daoist norms (Fung, 1937). This includes explicit critique of
fundamental assumptions and aims underlying Confucian philosophy. For example, Chap-
ter 39 of the Mozi, entitled ‘Against the Confucians’ explicitly attacks the idea of “follow-
ing but not creating” by recognising that someone had to create the rituals Confucians so
revere, thus showing the very sources of their reverence is for people that ‘created but did
not follow’ (Mozi). Here, the Mohist seems to identify a kind of logical infinite regress in
the normative foundations of Confucian theory. If current practices are based on the past,
what were past practices based upon? This leads Mohists toward recognition of the need for a universal grounding for yi, con-
ceived of as justice (Johnston, 2013). The central concept in this effort is the utilitarian
idea of jian ai, often translated as ‘universal love’, though perhaps better understood as
‘equal concern for each person’ (Graham, 2003). Warring States Period (475 – 221 BCE) The implications of this cosmopolitan
consequentialism are profound. Mohists rail against the most fundamental assumptions of
Confucianism, namely the priority of filial piety as a source for cultivating positive moral
psychology and the importance of rites and rituals in cultivating virtues capable of guiding
action in accordance with yi (Mozi). They see the privileged and special bonds of fam-
ily as problematically impeding establishment of jian ai, the excess of rituals as unnec-
essarily wasteful, and the perspectivism of Daoism as unacceptably anarchic and morally
relativistic (Chan, 1963). For the Mohist, society requires unity of purpose and values as
the foundation for calculating and justly distributing benefit (Johnston, 2013). This is clear
evidence of strong criticality of tradition. Importantly, Mohist critiques are addressed in the
Mencius (e.g. 3B:9) and, at greater length throughout the Xunzi (e.g. Books 6 & 10), show-
ing active and explicit critical debate within and between these traditions. Republican Era to the Present We jump forward now to the waning years of the Qing Dynasty (1636–1911). As part of
an effort to overcome the challenges of internal division and external threats, the education
system is overhauled, including elimination of the Imperial civil service exams in 1905,
marking the end of a practice over 1000 years old (Bol, 2008). Six years later, the Qing
dynasty falls, and the Republic of China is formed, marking the end of dynastic rule. Chan
claims, “not since the third century B.C. have there been ‘one hundred schools’ of thought
contending in China as in the twentieth century. The combination of Western thought and
revolt against traditional heritage caused many intellectual currents to run in all directions”
(1963, p. 743). The Republican Era brings about radically divergent perspectives, but all
are grounded in, and aim to resolve, the same problem: how to modernise China (Cua,
2003). This is a time rife with criticality of all forms. In keeping with the current project,
I only highlight a few prominent thinkers or ideas, which exemplify the various ways in
which criticality manifests during this period in Chinese philosophical history. 3 I. H. Normile 136 At this juncture, thinking critically about fundamental philosophical aims and assump-
tions becomes explicit. Some advocate total westernisation, others aim to integrate Chinese
and Western ideas, while some argue for rectification and globalisation of Chinese traditions
(Fung, 2010). Amidst these debates, Liang Qichao uses the term lixiang to represent “… the
things that everybody imagines and are commonly taken as the most reasonable principles…
inherited social customs of thousands of years (in Xiao, 2002, p. 19). He goes on to argue for
transforming, and perhaps discarding, aspects of lixiang as essential to the survival of Chi-
nese civilisation. This demonstrates the degree to which criticality of the Republican Era is
marked by intentional effort to restore, reshape, or sometimes discard the fundamental aims
and assumptions of Chinese philosophy. In this effort, many philosophers see the way forward
as requiring critical integration of Chinese and Western philosophical traditions. For example,
Zhang Dongsun draws heavily on Kant to articulate a theory of culturally contextual episte-
mological pluralism intended to reconcile the seemingly incommensurate differences between
Chinese and Western traditions (Jiang, 2002). Hu Shih, after studying at Columbia University
with Dewey, is central to The New Culture Movement (Xinhe, 2002). Republican Era to the Present It is difficult to find
more explicit criticality of tradition than a movement founded on the aim of forging a ‘new
culture’. Hu draws on Nietzsche’s notion of ‘transvaluation of all values’ to espouse the need
for a ‘critical attitude’ toward institutions and traditions (Hu, 2013). He aims to put Confu-
cian and non-Confucian philosophies on equal footing to be analysed through the lens of con-
temporary thought, claiming, “the future of Chinese philosophy would seem to depend much
on the revival of those great philosophical schools that once flourished side by side with the
school of Confucius in Ancient China” (Hu in Xinhe, 2002, p. 92). In this process he warns
against imported ‘isms’ as necessarily ideological and dogmatic, thus not contributing to criti-
cal philosophy or meeting the needs of the contemporary Chinese context (Xinhe, 2002). Ultimately, however, it is an -ism, that of Marxism-Leninism, that prevails in reuniting the
Middle Kingdom into the People’s Republic of China in 1949. The critically integrated philos-
ophies guiding the Communist revolution eventually give way to uncritical dogmatism in the
form of Maoism, which reaches its heights during the Cultural Revolution and essentially par-
alyzes philosophical development within Mainland China for several decades (Chan, 1963). Despite temporary devolution into uncritical dogmatism, there may be no better example of
criticality than the creative integration of a foreign philosophical theory as the foundation for a
new nation to preserve a culture facing the very real prospect of destruction. The deft manoeu-
vrings of Deng Xiaoping navigating the transition from Maoism to the ‘opening’ of China,
is perhaps one of the best modern examples of highly practical criticality within and between
multiple traditions simultaneously (Vogel, 2011). Finally, it is important to recognise that Chi-
nese philosophy is a dynamic and continually developing field, with an invariably comparative
and/or integrative aspect (Cheng, 2002). For example, Mou Zongsan integrates Kant and Hei-
degger with Buddhist and Daoist philosophy to ‘reconstruct’ Confucianism, while also mak-
ing meaningful contributions to ‘Western’ theory (Lee, 2021). This might better be consid-
ered ‘world’ philosophy (Mou, 2009). The Western imperialist legacy creates an imbalance of
power that requires China to engage with Western philosophy in a way the West has not been
forced to reciprocate. Implications for Practice This broad overview cannot do justice to the depth of specific concepts, theories, and
debates within Chinese philosophy. However, it shows criticality within traditions, of
traditions, and critical integration of different traditions. This should caution research-
ers, practitioners, and students against making inferences about culture or students
based on reductive essentialisations of ‘Confucianism’, which may fail to consider the
complexity of actual Confucian philosophy. Importantly, this approach does not pre-
clude the fact that some aspects of Confucian philosophy, particularly those ossified
into socio-cultural traditions, may discourage development of critical capacities and
the practice of criticality. My point is that this does not indict the entirety of Confu-
cian philosophy as necessarily incompatible with critical thinking, nor does it obviate
the potential of that philosophy for deeply meaningful criticality. Furthermore, Con-
fucianism is not the only resource within Chinese philosophy with relevance to criti-
cal thinking. Consequently, the research and practice of critical thinking may benefit
from more nuanced consideration of Chinese philosophy. In the realm of practice, this
could include attention to ongoing professional development for staff teaching critical
thinking, whether embedded within a subject or more explicitly, particularly in contexts
with large numbers of Chinese international students. Similarly, this paper may inspire
reconsideration of reading and course content aimed at exploring or demonstrating criti-
cality. Exploration of philosophies less prominent or dominant in contemporary theory
and practice may help realise the critical potential of Chinese philosophy. For example,
Xunzi, Mozi, and Zhuangzi may not exert as ‘measurable’ of an influence on contempo-
rary culture and education, but their philosophies could contribute to understanding and
potentially reimagining criticality. It could be instructive to investigate Xunzi’s forms
of argumentation, the implications of jian ai for critical thinking, or explore the inter-
play between embodied cognition, skeptical perspectivism, and criticality in the dao of
Zhuangzi. I hope this paper inspires further inquiry into the broader critical resources
within Chinese philosophy and their applications for theory and practice. In this paper I have also drawn attention to ‘creation through transmission’ as a method
of criticality. This process does not contain the explicit argumentative form typical of much
Western philosophy, and common in the teaching and practice of critical thinking. Recog-
nition of this method of criticality corroborates conclusions drawn from philosophically
informed empirical work exploring Chinese student engagement with critical thinking. Republican Era to the Present Many Western scholars have taken great interest in Chinese philosophy,
but not with a sense of cultural survival on the line, as was the case in 19th and early twentieth
century China. This is an imbalance contemporary philosophers should be working to elimi-
nate (Rošker, 2020). Thankfully, the increasing internationalisation of education provides just
such an opportunity. 1 3 1 3 Exploring Criticality in Chinese Philosophy: Refuting… 137 Implications for Practice For
example, Tan argues, “… the image of a critical thinker as an independent and truth-driven
champion of propositional knowledge, syllogism and adversarial debates is foreign to the
Confucian traditions” (2017, p. 337). This leads her to suggest dialogical instead of dialec-
tic critical engagement. My analysis substantiates this suggestion. However, I argue that
this important observation fails to provide a complete picture. There are ample instances
of explicit argumentative criticality within the history of Chinese philosophy. For example,
Xunzi’s criticality within the Confucian tradition and Mohist criticality of the Confucian
tradition, along with Zhuangzi’s criticality of Confucianism, Mohism, and skeptical ques-
tioning of the foundations of morality. Furthermore, the past two centuries of Chinese phi-
losophy have engaged in adversarial debate at a (literally) revolutionary scale, transforming
both society and philosophy multiple times. What can be drawn from this is both a need to
recognise the nuances of ‘creation through transmission’ as a dialogical form of critical-
ity and the existence of resources within Chinese philosophy exemplifying explicit critical
debate and action. 1 3 I. H. Normile 138 Finally, attention to the fundamental types of criticality identified in this paper may
help educators and students better understand what is being asked within a particular con-
text. If a tutor thinks they are engaging in criticality within tradition without recognising
the requirement on students to grapple with criticality of their traditions, there is a risk
of ‘speaking past’ each other instead of ‘speaking with’ each other. The same is true of
students working diligently to filter learning into familiar traditions without confronting
the possibility – perhaps the necessity – of questioning fundamental assumptions through
criticality of those traditions. While this paper focuses on traditions of Chinese philosophy,
understanding how aims and assumptions guide reasoning to form the boundaries of tra-
ditions more generally (e.g., social, political, academic, professional) reveals the broader
applicability of the types of criticality discussed here. Of course, not everyone can be an
expert on every tradition. Thus, the onus is on all participants to explore the limits of their
own assumptions in service of helping others do the same. And because it can be difficult
to gain a perspective from within a tradition to facilitate criticality of that tradition, diverse
educational contexts offer opportunities for engagement with perspectives conducive to
expanding critical possibilities (MacAllister, 2016). Implications for Practice Such a process, however, requires
explicit attention to differences between traditions to create meaningful critical dialogue. f
This means universities must clarify the types of criticality they aim to teach and prac-
tice. Do universities aim for criticality within tradition, of tradition, and/or to facilitate criti-
cal integration between traditions? Given the increasingly diverse demographic of Western
universities, it seems impossible to avoid criticality of traditions without severely limiting
the scope of critical thinking. So, should Western universities engage with types of critical-
ity not taught (or allowed) in Chinese higher education? After all, this may be one reason
many Chinese international students choose to study abroad, and if not, it may be an oppor-
tunity worth contemplation. Conversely, perhaps universities should bend toward critical
aims better aligned with the backgrounds and likely future contexts of application for Chi-
nese (and other) international students? The type of critical thinking drawn on in this paper
would require all students from every background to seize the opportunity provided by
diversity of traditions and perspectives to identify and critically reflect on their own aims
and assumptions in any context that calls itself ‘critical’. To contribute to such a process,
this paper dispels reductive cultural generalisations and provides resources for understand-
ing and expanding criticality through Chinese philosophy. Acknowledgements I would like to thank James MacAllister, Gale Macleod, and Gert Biesta for their help-
ful feedback on prior drafts of this paper. I am also thankful for the insightful comments of those that peer
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Frontal Functional Connectivity of Electrocorticographic Delta and Theta Rhythms during Action Execution Versus Action Observation in Humans
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Citation: Keywords: subdural electrocorticography (ECoG), movement observation, movement execution, lagged linear
connectivity, exact low-resolution brain electromagnetic tomography (eLORETA), frontal cortex, mirror neuron
system Babiloni C, Del Percio C, Lopez S, Di
Gennaro G, Quarato PP, Pavone L,
Morace R, Soricelli A, Noce G,
Esposito V, Gallese V and Mirabella G
(2017) Frontal Functional
Connectivity of Electrocorticographic
Delta and Theta Rhythms during
Action Execution Versus Action
Observation in Humans. Front. Behav. Neurosci. 11:20. doi: 10.3389/fnbeh.2017.00020 Frontal Functional Connectivity of
Electrocorticographic Delta and
Theta Rhythms during Action
Execution Versus Action Observation
in Humans Claudio Babiloni 1,2*†, Claudio Del Percio 3†, Susanna Lopez 1, Giancarlo Di Gennaro 4,
Pier P. Quarato 4, Luigi Pavone 4, Roberta Morace 4, Andrea Soricelli 3,5, Giuseppe Noce 3,
Vincenzo Esposito 1,4, Vittorio Gallese 6 and Giovanni Mirabella 1,4 Claudio Babiloni 1,2*†, Claudio Del Percio 3†, Susanna Lopez 1, Giancarlo Di Gennaro 4,
Pier P. Quarato 4, Luigi Pavone 4, Roberta Morace 4, Andrea Soricelli 3,5, Giuseppe Noce 3,
Vincenzo Esposito 1,4, Vittorio Gallese 6 and Giovanni Mirabella 1,4 1Department of Physiology and Pharmacology, University of Rome “La Sapienza”, Rome, Italy, 2IRCCS S. Raffaele Pisana,
Rome, Italy, 3IRCCS SDN, Naples, Italy, 4IRCCS Neuromed, Pozzilli, Italy, 5Department of Motor Sciences and Healthiness,
University of Naples Parthenope, Naples, Italy, 6Department of Neuroscience, University of Parma, Parma, Italy We have previously shown that in seven drug-resistant epilepsy patients, both reaching-
grasping of objects and the mere observation of those actions did desynchronize
subdural electrocorticographic (ECoG) alpha (8–13 Hz) and beta (14–30) rhythms as
a sign of cortical activation in primary somatosensory-motor, lateral premotor and
ventral prefrontal areas (Babiloni et al., 2016a). Furthermore, that desynchronization was
greater during action execution than during its observation. In the present exploratory
study, we reanalyzed those ECoG data to evaluate the proof-of-concept that lagged
linear connectivity (LLC) between primary somatosensory-motor, lateral premotor and
ventral prefrontal areas would be enhanced during the action execution compared to
the mere observation due to a greater flow of visual and somatomotor information. Results showed that the delta-theta (<8 Hz) LLC between lateral premotor and ventral
prefrontal areas was higher during action execution than during action observation. Furthermore, the phase of these delta-theta rhythms entrained the local event-related
connectivity of alpha and beta rhythms. It was speculated the existence of a multi-
oscillatory functional network between high-order frontal motor areas which should be
more involved during the actual reaching-grasping of objects compared to its mere
observation. Future studies in a larger population should cross-validate these preliminary
results. ORIGINAL RESEARCH
published: 07 February 2017
doi: 10.3389/fnbeh.2017.00020 Keywords: subdural electrocorticography (ECoG), movement observation, movement execution, lagged linear
connectivity, exact low-resolution brain electromagnetic tomography (eLORETA), frontal cortex, mirror neuron
system Edited by:
Christoph M. Michel,
University of Geneva, Switzerland Christoph M. Michel,
University of Geneva, Switzerland
Reviewed by:
Marlene Meyer,
University of Chicago, USA
Shenbing Kuang,
Institute of Psychology (CAS), China
*Correspondence:
Claudio Babiloni
claudio.babiloni@uniroma1.it
†These authors have contributed
equally to this work. Reviewed by:
Marlene Meyer,
University of Chicago, USA
Shenbing Kuang,
Institute of Psychology (CAS), China *Correspondence:
Claudio Babiloni
claudio.babiloni@uniroma1.it Received: 22 July 2016
Accepted: 24 January 2017
Published: 07 February 2017 INTRODUCTION A bulk of magnetoencephalographic (MEG), electroencephalographic (EEG; Babiloni et al., 1999;
Pfurtscheller and Lopes da Silva, 1999) and electrocorticographic (ECoG; Crone et al., 1998b;
Miller et al., 2007) findings have shown that a desynchronization of alpha (i.e., 8–13 Hz) and beta
(i.e., 15–25 Hz) oscillations, which constitute the so-called mu rhythm, occurs not only when A bulk of magnetoencephalographic (MEG), electroencephalographic (EEG; Babiloni et al., 1999;
Pfurtscheller and Lopes da Silva, 1999) and electrocorticographic (ECoG; Crone et al., 1998b;
Miller et al., 2007) findings have shown that a desynchronization of alpha (i.e., 8–13 Hz) and beta
(i.e., 15–25 Hz) oscillations, which constitute the so-called mu rhythm, occurs not only when February 2017 | Volume 11 | Article 20 Frontiers in Behavioral Neuroscience | www.frontiersin.org 1 Functional Connectivity of Action Execution/Observation Babiloni et al. passive or active movements are performed, as a reflection
of underlying somatomotor information processing, but also
during the observation of actions performed by other people, as
a reflection of underlying visual information processing (Pineda,
2005). Specifically, Gastaut and Bert (1954) reported that central
EEG mu rhythm desynchronizes during the observation of films
depicting biological motion (e.g., a bike race, boxing) as a
function of the identification with the actor on screen. This
finding was corroborated by further MEG and EEG evidence (for
a review see Pineda, 2005). For instance, it has been reported
that MEG and EEG beta synchronization following median
nerve stimulation decreased in magnitude in a dipolar model
of the activity in primary motor cortex during both movement
execution and observation (Hari et al., 1998; Rossi et al., 2002;
Muthukumaraswamy and Johnson, 2004a). Furthermore, EEG
alpha and beta rhythms desynchronized over widespread frontal,
central and parietal areas during the observation of movements
performed by other people (Cochin et al., 1998, 1999; Babiloni
et al., 2002; Martineau and Cochin, 2003; Neuper et al., 2009;
Perry and Bentin, 2009). et al., 2004). To overcome these limitations, we recorded subdural
ECoG activity from seven drug-resistant epilepsy patients, to
assess whether both movement observation and execution induce
parallel modulations of alpha, beta and gamma rhythms in
task-relevant sensorimotor cortical regions (Babiloni et al.,
2016a). In the two conditions (i.e., movement execution and
observation), common objects implying power grips (e.g., cup,
phone, glasses) were reached and grasped. INTRODUCTION Both arm-hand
action execution and observation induced a desynchronization
of alpha (8–12 Hz) and beta (16–24 Hz) rhythms in primary
somatosensory (Brodmann area, BA, 1–2), primary motor
(BA4), lateral premotor (BA6) and the inferior frontal gyrus
(BA44 and BA45). This desynchronization was generally higher
in amplitude during the execution than the observation of the
actions, likely as a consequence of higher cortical activation
during the former than during the latter condition. Action
execution also induced a synchronization of gamma (36–44 Hz)
rhythms in BA4 and BA6, as an additional sign of enhanced
cortical activation. These results agree with previous evidence
showing frontal alpha and beta desynchronization during
the observation of movements performed by other people
(Perry et al., 2010; Wriessnegger et al., 2013). As a novelty,
Babiloni et al. (2016a) provided fine spatial details on the
multiple oscillatory neurophysiological mechanisms underlying
the binding of visual, premotor and prefrontal areas during the
observation of an act as well as during the execution of the
same act. Some other studies have shown a high degree of specialization
of this mechanism, by demonstrating a strict functional
relationship between the mu rhythm and movement parameters. For instance, it was found that the observation of a precision grip
induced a stronger frontal and parietal alpha desynchronization
when compared to observing a flat-hand extension or a precision
grip gesture with no object to grasp (Muthukumaraswamy
and Johnson, 2004b; Muthukumaraswamy et al., 2004). This
finding can be considered as the ‘‘negative’’ counterpart
(i.e., suppression of a background EEG oscillatory activity)
of the binding processes that couple human non-primary
frontoparietal ‘‘mirror’’ neurons and primary somatomotor
neurons during movement observation (Pineda, 2005). In the
same vein, frontal beta rhythms were associated with kinematic
features of reaching and grasping objects executed by others,
as an evidence of its strict relationship with visuomotor
transformation processes (Avanzini et al., 2012). Beta rhythms
were also related to kinematic features of observed movements
in monkeys, as revealed by parietal local field potentials at beta
frequencies (Kuang et al., 2016). During action observation, the
desynchronization of the mu rhythm is not associated with a
synchronization at 40 Hz (Pfurtscheller and Lopes da Silva, 1999;
Perry et al., 2010; Wriessnegger et al., 2013), which can be
considered as the ‘‘positive’’ counterpart of the above mentioned
binding processes between mirror neurons. Frontiers in Behavioral Neuroscience | www.frontiersin.org INTRODUCTION It may be argued that the above EEG and MEG results do
not capture a main feature of human higher cognitive-motor
functions, namely the linear functional or effective connectivity
within long-range brain networks (Varela et al., 2001; Le Van
Quyen et al., 2003; Börner et al., 2007). It can be speculated
that most cortical processes related to action OBSERVATION
and EXECUTION would be highly distributed and synchronized
across several cortical and sub-cortical sensorimotor regions. Therefore, an ideal methodological approach would be the
extraction of some indexes of functional brain connectivity from
ECoG rhythms at electrode pairs. In this framework, linear
indexes such as spectral coherence would provide information
about the phase relationship between the EEG or ECoG rhythms
recorded at electrode pairs (Rappelsberger and Petsche, 1988;
Gerloff et al., 1998; Gevins et al., 1998). Other relevant linear
indexes are lagged linear connectivity (LLC), Granger causality
and related measures, and phase-amplitude cross-frequency
coupling (CFC). LLC has the advantage to removing the zero-lag
component of EEG/ECoG spectral coherence, which is likely
due to the instantaneous physical propagation of the neural
currents into the head as a volume conductor (Pascual-Marqui,
2007a,b,c). Granger causality and directed transfer function
(DTF) would estimate the directionality of that EEG/ECoG
functional coupling, suggesting the underlying effective ‘‘causal’’
connectivity (Babiloni et al., 2016a,b,c). Phase-amplitude CFC at
a given electrode pair models the dependence between the phase
of a low-frequency EEG/ECoG coupling and the amplitude of
that coupling at higher EEG/ECoG frequencies (Canolty et al.,
2006; Demiralp et al., 2007; Osipova et al., 2008; Cohen et al.,
2009). However, non-invasive scalp EEG and MEG techniques have
an insufficient spatial resolution to disentangling the effects of a
movement observation on mu rhythms generated by contiguous
primary somatosensory, primary motor and premotor areas. Therefore, this issue has been addressed by subdural ECoG
recordings performed during the pre-surgical monitoring in
drug-resistant epilepsy patients, which are characterized by
high spatial and temporal resolution. One study, done just in
one patient, has shown an alpha desynchronization in primary
motor and Broca’s area during both execution and observation
of aimless movements (Tremblay et al., 2004). No report
concerning gamma synchronization was reported (Tremblay February 2017 | Volume 11 | Article 20 2 Functional Connectivity of Action Execution/Observation Babiloni et al. INTRODUCTION Therefore, the aim of the current exploratory study was
to produce a proof-of-concept that event-related LLC (ErLLC)
of ECoG rhythms would increase during the action execution
with respect to the mere observation of the same act due
to a higher flow of visual, executive motor commands and
feedback somatosensory reafferent information. To this aim,
the analysis of the ECoG rhythms was extended to delta/theta
rhythms (<8 Hz). Previous ECoG studies in rodents have
shown that these low-frequency rhythms were involved in the
functional brain connectivity of distributed frontal, parietal
and sub-cortical cognitive-motor networks (Jones and Wilson,
2005; Sirota et al., 2008), possibly to allow the integration of
motor commands with incoming multimodal feedback sensory
information (Caplan et al., 2003; Ekstrom et al., 2005). Similarly,
studies on humans, unveiled that a desynchronization of theta
(4–8 Hz) rhythms occurred both during the execution of
reaching and grasping an object with the hand and during the
observation of similar actions (i.e., the observation of video
clips showing reaching and grasping an object with the hand;
Frenkel-Toledo et al., 2013). Finally, it has also been shown
that children exhibit higher theta desynchronization during the
observation of a human movement compared to the observation
of a non-biological movement (Cochin et al., 2001; Martineau
et al., 2010). ECoG data acquisition was performed with a 400 Hz sampling
and automatic anti-aliasing filter. All exploring electrodes
were referenced to a reference electrode located at the extra-
cephalic mastoid bones. Furthermore, electromyogram (EMG)
of the flexor digitorum superficialis of the dominant hand, the
electrocardiogram (EKG), and electrooculogram (EOG) were
used for control purposes. During the recordings of ECoG, a patient was seated in his/her
bed and two experimenters were near him or her. One did seat
in front of the patient, while the other was placed on the right of
the patient. In OBSERVATION or EXECUTION condition, each
trial started when experimenter I positioned a common object
that differed in size, shape and function (cup, glass, or phone)
on the plate of a mechanical device, which was placed on a small
table between the patient and the experimenter II. After placing
the object, the experimenter I gave a verbal instruction, which
was either ‘‘Observe’’ or ‘‘Execute’’. In the OBSERVATION
condition, the experimenter II reached, grasped and lifted the
object following its more common affordances, while the patient
stayed still. INTRODUCTION In the EXECUTION condition, the same action
was performed by the patient, while the experimenter II stayed
still. In both conditions, the mechanical device detected the first
lifting of the object on the plate sensor and released a TTL
pulse (reduced in amplitude by a voltage divider and decoupled
through an optoisolator chip) to the ECoG data acquisition
system signaling the zero-time of each trial. Afterward, the
object was put back to the table by the agent (i.e., patient or
experimenter II) and took away by the experimenter I, who
changed the objects trial-by-trial in a pseudorandom order. It
can be estimated that the time gap between the verbal command
given by the experimenter I and the so-called zerotime was of
about 2 s. The inter-trial interval was never less than 15–20 s. The OBSERVATION and the EXECUTION condition included
60 trials each. Subjects Seven right-handed, adult volunteers (3 females, 4 males; age of
47.5 years ±5.9 standard error, SE) with intractable epilepsy were
included in the experimental group. All ethical procedures were
followed. Epileptogenic brain regions were localized following
a validated procedure (Quarato et al., 2005). Apart epilepsy, no
other neurological abnormality was observed. ECoG, EOG and EMG continuous records were divided
in single epochs lasting from −5 to +5 s where zero time
coincided practically with the contact between the subject’s
hand and the object. The ECoG epochs with artifacts (ocular,
muscular, others) were identified and rejected by the procedure
validated in Moretti et al. (2003). Two experts validated that
procedure. MATERIALS AND METHODS Details on the subjects, the cognitive-motor task, and ECoG
recordings were reported in Babiloni et al. (2016a). In the
following sections, we provide a short description of those
methodological procedures. Estimation of Functional Connectivity of
ECoG Rhythms: eLORETA LLC y
All patients, but two had (subdural) ECoG electrode grids with
64 recording contacts while the remaining two patients had
grids with 48 recording contacts. Kind and localization of grids
were based exclusively on clinical considerations. Specifically,
electrodes were placed in ventral prefrontal (BA44 and BA45,
BA44/45), lateral premotor (BA6) and primary somatosensory-
motor (BA1, BA2 and BA4, BA1/2/4) areas. The electrodes
of interest for this study did not show epileptogenic foci and
covered the neural networks coding for the execution of visual-
guided movements and understanding of similar movements
performed by others, as shown by previous fMRI studies
(Buccino et al., 2004; Calvo-Merino et al., 2005, 2006; Cross et al.,
2006). Subdural ECoG electrodes were localized as described
elsewhere (Miller et al., 2007; Mattia et al., 2012). The exact low-resolution brain electromagnetic tomography
(eLORETA) freeware (Pascual-Marqui, 2007a) is an evolution
of LORETA and standardized LORETA package (Pascual-
Marqui et al., 1994, 2002) and was used to estimate the
functional linear connectivity of the ECoG rhythms in the
present study. Specifically, we used the LLC function (Pascual-
Marqui et al., 2011), which removes the zero-lag coherence
of the functional connectivity typically due to the physical
propagation of the neural currents in the head as a volume
conductor (Pascual-Marqui, 2007b). Furthermore, the LLC
minimizes the ‘‘common feeding’’ phenomenon (Pascual-
Marqui, 2007c), namely the instantaneous coherence between February 2017 | Volume 11 | Article 20 Frontiers in Behavioral Neuroscience | www.frontiersin.org Frontiers in Behavioral Neuroscience | www.frontiersin.org 3 Functional Connectivity of Action Execution/Observation Babiloni et al. two cortical sources merely due to the effect of a third
source. reducing the number of statistical comparisons given the small
number of patients. In the principal analysis, the LLC of the ECoG rhythms
was evaluated only between pairs of large cortical zones
having direct anatomical connections. For this purpose, we
preliminarily grouped cortical areas based on the classical
distinction as ‘‘primary’’, ‘‘secondary’’ and ‘‘tertiary’’ (Luria,
1973). Specifically, the primary somatosensory (BA1/2) and
motor (BA4) areas were collapsed into a primary somatosensory-
motor ROI (BA1/2/4). Furthermore, the inferior prefrontal areas
(BA44 and BA45) were collapsed into a ventral prefrontal ROI
(BA44/45). Finally, the lateral premotor area was considered
as a unique ROI. Afterward, the LLC was computed between
the BA1/2/4 and BA6 pair (six patients) and between the
BA6 and BA44/45 pair (six patients). Computation of Event-Related LLC (ErLLC)
at a Given Electrode Pair and Frequency EXECUTION
OBSERVATION
BA- ROI pair
ARF (Hz)
BRF (Hz)
ARF (Hz)
BRF (Hz)
BA1/2/4 and BA6
8.8 ± 0.4
19.8 ± 0.9
9.9 ± 1.0
19.9 ± 0.7
BA6 and BA44/45
10.8 ± 0.7
20.5 ± 0.5
9.2 ± 0.9
19.8 ± 0.7
See the “Materials and Methods” Section for an explanation of the meaning of the
ARF and BRF and the description of the two experimental conditions. TABLE 1 | Mean values ± standard error mean (SE) of the alpha “reactive”
frequency (ARF) and the beta “reactive” frequency (BRF) peaks at two
pairs of Brodmann area (BA) or cortical region of interest (ROI;
i.e., BA1/2/4 and BA6 pair; BA6 and BA44/45 pair) for the EXECUTION and
the OBSERVATION condition. Computation of Event-Related LLC (ErLLC)
at a Given Electrode Pair and Frequency Table 1 reports the mean values (± standard error mean, SE)
of the ARF and BRF for each BA-ROI pair and experimental
condition (i.e., EXECUTION, OBSERVATION). For each
BA-ROI pair, a t-test evaluated whether the ARF and BRF varied
between the EXECUTION and the OBSERVATION condition
(p < 0.05). No statistically significant difference was found
(p > 0.05). For each BA-ROI pair, we computed an ErLLC value for
each frequency band (i.e., delta-theta, alpha, beta and gamma),
electrode pair, and experimental condition (i.e., EXECUTION
or OBSERVATION). To take into account the inter-subject
variability of the ECoG LLC, we identified a ‘‘reactive electrode
pair’’ for a given BA-ROI pair, condition and frequency
band. The reactive electrode pair was defined as the one
showing the maximum ErLLC value in the BA-ROI pair
for a given condition and frequency band. For example,
for the BA1/2/4 and BA6 pair and a given condition, we
identified (i) the delta-theta reactive electrode pair as the To take into account the inter-subject variability of the ECoG
LLC, we used the index named ‘‘event-related lagged linear
connectivity’’ (ErLLC). At a given electrode pair, ErLLC was
defined as the arithmetical difference between the ECoG LLC
value at the event period and the ECoG LLC value at the
pre-event period. It should be remarked that the magnitude of
ECoG ErLLC is smaller than the absolute ECoG LLC, as it results
from the difference between coherence values. The ErLLC assumes positive values when the ECoG LLC is
higher during the event than the pre-event period (i.e., enhanced
ECoG LLC as a reflection of the enhanced functional connectivity
of ECoG rhythms). On the contrary, the ErLLC is negative when
the ECoG LLC is lower during the event than the pre-event
period (i.e., reduced ECoG LLC as a reflection of the reduced
functional connectivity of ECoG rhythms). TABLE 1 | Mean values ± standard error mean (SE) of the alpha “reactive”
frequency (ARF) and the beta “reactive” frequency (BRF) peaks at two
pairs of Brodmann area (BA) or cortical region of interest (ROI;
i.e., BA1/2/4 and BA6 pair; BA6 and BA44/45 pair) for the EXECUTION and
the OBSERVATION condition. Estimation of Functional Connectivity of
ECoG Rhythms: eLORETA LLC Both of them have direct
anatomical connections according to previous investigations
(Catani et al., 2012a,b; Thiebaut de Schotten et al., 2014). On the one hand, this choice was due to the need of
reducing the number of statistical comparisons in the present
small group of epilepsy patients. On the other hand, this
approach, in principle, would unveil the modulation of a
functional network from primary somatosensory-motor to
lateral premotor areas, as well as from lateral premotor to
prefrontal areas. A fixed delta-theta band ranged between 2 Hz and 6 Hz to
avoid possible inflating effects of ECoG activity pass-banded to
0 Hz. For the alpha band, the alpha ‘‘reactive’’ frequency (ARF)
was
identified
subject-by-subject
for
any
BA-ROI
pair
(i.e., BA1/2/4 and BA6 pair; BA6 and BA44/45 pair). The
ARF was defined as the frequency showing the maximum ErLLC
(i.e., the maximum increase of LLC during the event period when
compared to the pre-event period) within the band 7–13 Hz. All electrode pairs of a given BA-ROI pair were considered
one-by-one. Based on the ARF, the alpha band ranged between
ARF−2 Hz and ARF+2 Hz. For the beta band, the beta ‘‘reactive’’ frequency (BRF) was
identified subject-by-subject for any BA-ROI pair. The BRF was
the frequency showing the maximum ErLLC within the 16–24 Hz
band. All electrode pairs of a given BA-ROI pair were considered
one-by-one. Based on the BRF, the beta band ranged between
BRF-2 Hz and BRF+2 Hz. A fixed gamma band varied between 36 Hz and 100 Hz
(Crone et al., 1998a; Szurhaj et al., 2006; Miller et al., 2007, 2010). Noteworthy, the gamma frequency band of interest had the
highest frequency limits well lower than the Nyquist frequency
of 200 Hz, which is half of the sampling rate used for the
digitalization of the EEG data. Computation of Event-Related LLC (ErLLC)
at a Given Electrode Pair and Frequency
The ECoG LLC for a given electrode pair and frequency was
calculated during two different periods: (i) the pre-event period;
and (ii) the event period. The event period was defined as the
period of movement execution or observation (from 1 s before
to 1 s after the zero-time, i.e., the lifting of the object), while the
pre-event period was defined as the time interval between −4 s
and −3 s before the zero-time. RESULTS Figure 1 shows that the BA-ROI pairs (i.e., BA1/2/4 and BA6;
BA6 and BA44/45) and conditions (i.e., EXECUTION and
the OBSERVATION) had positive ErLLC values at the delta-
theta, alpha, beta and gamma bands, indicating that functional
connectivity of the ECoG rhythms was enhanced during the
event compared to the pre-event period. The results of the t-tests
comparing the ErLLC between the two conditions showed a
statistically significant difference only for the BA6-BA44/45 pair
at the delta-theta band. Specifically, the ErLLC was greater during
the EXECUTION compared to the OBSERVATION (t = 2.26;
p = 0.04; one-tailed). Five additional analyses were conducted to control and
corroborate the statistical effects of the principal analysis. First, we assessed whether the statistical effects could be due to
some outliers in the delta-theta ErLLC in one or both conditions
(Grubbs’ test; alpha value p = 0.05). Second, we verified whether the statistical effects could be
merely due to the local event-related ECoG power density
(using the pre-event period as a reference) reported in
a mentioned reference study (Babiloni et al., 2016a). To
address this last issue, a step-wise procedure was used. First, two t-tests (p < 0.05) evaluated possible statistically
significant differences between the two conditions in the
event-related ECoG power density computed at the BA-ROI
most
reactive
electrodes
the
event-related
ECoG
power
density was calculated with the formula of event-related
desynchronization/synchronization (ERD/ERS- used in Babiloni
et al., 2016a). Second, a correlation analysis (Pearson test,
p < 0.05) was performed between the ErLLC at the BA-ROI
pairs and the ERD/ERS computed at the same representative
electrodes. The results of control analyses are reported in the following
paragraphs. First, we evaluated whether the above statistical effect in
the BA6- and BA44/45 pair would be due to some outliers in
the delta-theta ErLLC Figure 2 plots the individual delta-theta
ErLLC values for the BA6-BA44/45 pair and both conditions. No
outliers were found even when using a more stringent statistical
thresholds (i.e., alpha value p = 0.001). Second, we evaluated whether there was a statistically
significant difference between the two conditions in the
delta/theta event-related ECoG power density computed at the
BA6 and BA44/45 at the most reactive electrodes. As shown in
Figure 3, there was no difference between the two conditions
(t-test, p > 0.15). Computation of ErLLC at Frequency Bands
of Interest and Representative Electrode
Pairs We performed the ECoG ErLLC analysis at the delta-theta, alpha,
beta and gamma frequency bands. A finer analysis of alpha, beta
and gamma sub-bands was not performed due to the need of February 2017 | Volume 11 | Article 20 Frontiers in Behavioral Neuroscience | www.frontiersin.org 4 Functional Connectivity of Action Execution/Observation Babiloni et al. one showing the highest delta-theta ErLLC value, (ii) the
alpha reactive electrode pair as the one showing the highest
alpha ErLLC value, (iii) the beta reactive electrode pair as
the one showing the highest beta ErLLC value; and (iv)
the gamma reactive electrode pair as the one showing the
highest gamma ErLLC value. This procedure was followed
for both experimental conditions (i.e., EXECUTION and
OBSERVATION) and BA-ROI pairs (i.e., BA1/2/4 and BA6;
BA6 and BA44/45). test this hypothesis, we used the eLORETA freeware to
calculate the event-related phase-amplitude cross-frequency
lagged connectivity (ErCFLC) in the BA-ROI pairs in both
experimental conditions. The ErCFLC values were computed for
two directions and three coupled frequency bands. The direction
from one region to another indicated the modulation induced
by the phase of the low-frequency ErCFLC in the first region
on the amplitude of the ErCFLC in the second region and vice
versa. The statistical significance of the effects was probed with
t-tests (p < 0.05; two direction × three coupled frequency bands
of interest). The hypothesis was that the ErCFLC would be
greater in the EXECUTION compared to the OBSERVATION
condition. Statistics In this study, the number of epilepsy patients (N = 7) was
too low when compared to the factors and levels of an ideal
ANOVA design using two conditions × connectivity in two pairs
of regions × four ECoG frequency bands of interest (yielding
to 16 contrasts). Therefore, the statistical design included only
eight t-tests (exploratory alpha value set at p = 0.05) to evaluate
whether the ErLLC of ECoG rhythms would differ between the
EXECUTION and the OBSERVATION condition for two pairs
of regions (i.e., BA1/2/4 and BA6 pair; BA6 and BA44/45 pair)
and four frequency bands (i.e., delta-theta, alpha, beta and
gamma). Due to problems occurred during ECoG recording,
one subject were excluded from the sample, thus limiting the
degree of freedom used for all the following statistical analysis
to five. These statistical analyses were performed using the
software named Statistica® (10.0 packages, StatSoft® Inc., Tulsa,
OK, USA). Finally, we tested whether the ErLLC would be higher at
the BA1/2/4 and BA44/45 pair (two ROIs not having known
direct anatomical connections) during the EXECUTION than
the OBSERVATION condition. This pair was represented by the
most reactive electrode. To this aim, we performed four t-tests
(alpha value p = 0.05, one-tailed), one for each frequency band of
interest. Frontiers in Behavioral Neuroscience | www.frontiersin.org RESULTS The correlation analysis performed between the
delta/theta ErLLC at the BA6-BA44/45 pair and the delta/theta
ERD/ERS computed at the same representative electrodes. Again,
no statistically significant correlation was found (p > 0.2). These
findings suggest that the regional ECoG power density did not
affect the ErLLC values. Third, we used a t-test to evaluate whether the ECoG LLC in
the BA-ROI pairs (the most reactive electrodes) would be greater
during the EXECUTION than during the pre-event period (alpha
value p = 0.05 one-tailed). Fourth, we evaluated whether the ErLLC effects in the
BA-ROI pairs (the most reactive electrodes) would be related to
a phase-amplitude coupling of the ECoG rhythms. Specifically,
the hypothesis was that the phase of the delta-theta ErLLC
in a cortical region would modulate the amplitude of alpha,
beta and gamma rhythms in the other cortical region. To Third, we evaluated whether the delta-theta ECoG LLC in the
BA6-BA44/45 pair was greater during the EXECUTION than
during the pre-event period. As shown in Figure 4, the delta-
theta ECoG LLC in the BA6-BA44/45 pair was significantly February 2017 | Volume 11 | Article 20 Frontiers in Behavioral Neuroscience | www.frontiersin.org 5 Functional Connectivity of Action Execution/Observation Babiloni et al. FIGURE 1 | Mean (± standard error mean, SE) values of the
event-related lagged linear connectivity (ErLLC) of subdural
electrocorticographic (ECoG) rhythms for two pairs of cortical region
of interest (ROI; i.e., BA1/2/4 and BA6 pair; BA6 and BA44/45 pair). The
ErLLC values refer to four ECoG frequency bands of interest (i.e., delta-theta,
alpha, beta, gamma) and two experimental conditions (i.e., EXECUTION,
OBSERVATION). Noteworthy, the only significant t-test effect was that the
delta-theta ErLLC in the BA6 and BA44/45 pair was greater during the
EXECUTION than the OBSERVATION condition (t = 2.26; p = 0.04; one-tailed). FIGURE 3 | Mean (±SE) values of the delta-theta event-related
desynchronization/synchronization (ERD/ERS) at the BA6 and
BA44/45 most reactive electrodes for the EXECUTION and the
OBSERVATION condition. Noteworthy, the t-test showed no statistically
significant difference in this ERD/ERS between the two conditions (p > 0.15). FIGURE 3 | Mean (±SE) values of the delta-theta event-related
desynchronization/synchronization (ERD/ERS) at the BA6 and
BA44/45 most reactive electrodes for the EXECUTION and the
OBSERVATION condition. Noteworthy, the t-test showed no statistically
significant difference in this ERD/ERS between the two conditions (p > 0.15). rhythms during the event than during the pre-event period. RESULTS In
contrast, the ErCFLC values in the OBSERVATION condition
were always near to zero. Therefore, for both directions and for
all coupled frequency bands, the ErCFLC values were higher
in the EXECUTION than in the OBSERVATION condition. The statistical significance of these phenomena was probed with
six t-tests (two directions × three coupled frequency bands;
p < 0.05). We found that the ErCFLC values were greater
during the EXECUTION compared to the OBSERVATION only
in the direction from BA6 to BA44/45 (delta/theta →alpha
(t = 3.89; p = 0.005; one-tailed), delta/theta →beta (t = 3.00;
p = 0.014; one-tailed) and delta/theta →gamma (t = 3.45;
p = 0.009; one-tailed)). These findings supported the results
obtained with the ErLLC, indicating a directional coupling and
unveiling a modulation induced by the phase of delta-theta
ErCFLC in the BA6 on the amplitude of the ErCFLC in the
BA44/45. FIGURE 1 | Mean (± standard error mean, SE) values of the
event-related lagged linear connectivity (ErLLC) of subdural
electrocorticographic (ECoG) rhythms for two pairs of cortical region
of interest (ROI; i.e., BA1/2/4 and BA6 pair; BA6 and BA44/45 pair). The
ErLLC values refer to four ECoG frequency bands of interest (i.e., delta-theta,
alpha, beta, gamma) and two experimental conditions (i.e., EXECUTION,
OBSERVATION). Noteworthy, the only significant t-test effect was that the
delta-theta ErLLC in the BA6 and BA44/45 pair was greater during the
EXECUTION than the OBSERVATION condition (t = 2.26; p = 0.04; one-tailed). greater during the EXECUTION than the pre-event period
(t = 4.75; p = 0.002, one tailed). Fourth, we evaluated whether the ErLLC values could be
related to a phase-amplitude coupling. Specifically, we tested
whether the delta/theta phase in one cortical region may
modulate the alpha (delta/theta →alpha), beta (delta/theta
→beta) and gamma (delta/theta →gamma) amplitudes in
the other region. Figure 5 illustrates the mean values of this
phase-amplitude coupling in the EXECUTION and in the
OBSERVATION condition. The execution condition was always
characterized by positive ErCFLC values reflecting an enhanced
phase-amplitude cross-frequency connectivity of the ECoG Finally, we tested whether the ErLLC was higher in the
EXECUTION than the OBSERVATION condition for the
BA1/2/4-BA44/45 pair, two ROIs which do not have direct
anatomical connections. As reported in Figure 6, ErLLC values
were positive in both conditions at all frequency bands. RESULTS ErCFLC values were always positive in the EXECUTION
condition, and near to zero in the OBSERVATION condition (see text for more
details). Noteworthy, the t-tests showed that ErCFLC values were greater
during the EXECUTION compared to the OBSERVATION only in the direction
from BA6 to BA44/45 (delta/theta →alpha (t = 3.89; p = 0.005; one-tailed),
delta/theta →beta (t = 3.00; p = 0.014; one-tailed) and delta/theta →gamma
(t = 3.45; p = 0.009; one-tailed)). FIGURE 6 | Mean (±SE) values of the ErLLC in the EXECUTION and the
OBSERVATION condition for the BA1/2/4-BA44/45 pair and the four
frequency bands of interest (i.e., delta-theta, alpha, beta and gamma). The ErLLC was computed at the most reactive electrode pair among the
BA-ROI pairs. Noteworthy, the only statistically significant t-test effect was that
the beta ErLLC was greater during the EXECUTION than the OBSERVATION
condition (t = 2.00; p = 0.03; one-tailed). FIGURE 6 | Mean (±SE) values of the ErLLC in the EXECUTION and the
OBSERVATION condition for the BA1/2/4-BA44/45 pair and the four
frequency bands of interest (i.e., delta-theta, alpha, beta and gamma). The ErLLC was computed at the most reactive electrode pair among the
BA-ROI pairs. Noteworthy, the only statistically significant t-test effect was that
the beta ErLLC was greater during the EXECUTION than the OBSERVATION
condition (t = 2.00; p = 0.03; one-tailed). FIGURE 5 | Mean values (±SE) of the event-related phase-amplitude
cross-frequency lagged connectivity (ErCFLC) values in the
BA6-BA44/45 pair in the EXECUTION and the OBSERVATION
condition. These values were computed for two directions and three coupled
frequency bands. ErCFLC values were always positive in the EXECUTION
condition, and near to zero in the OBSERVATION condition (see text for more
details). Noteworthy, the t-tests showed that ErCFLC values were greater
during the EXECUTION compared to the OBSERVATION only in the direction
from BA6 to BA44/45 (delta/theta →alpha (t = 3.89; p = 0.005; one-tailed),
delta/theta →beta (t = 3.00; p = 0.014; one-tailed) and delta/theta →gamma
(t = 3.45; p = 0.009; one-tailed)). cognitive tasks (Mukamel and Fried, 2012; Ritaccio et al.,
2014; Daitch et al., 2016; Nourski et al., 2016). Compared
to non-invasive EEG recordings from the human scalp,
ECoG recordings have a higher spatial resolution, better
gamma frequency resolution and enhanced signal-to-noise ratio
(Mukamel and Fried, 2012). Furthermore, ECoG recordings
are much less affected from eye movements and head muscle
artifacts (Kovach et al., 2011). RESULTS However
a significant difference was found only in the beta band FIGURE 2 | Individual values of the delta-theta ErLLC at the
BA6-BA44/45 pair for the EXECUTION and the OBSERVATION
condition across all patients. Noteworthy, the Grubbs’ test showed no
outlier (p < 0.0001; see text for more details). Lines represent the mean (±SE)
values. FIGURE 4 | Individual and mean (±SE) values of the delta-theta lagged
linear connectivity (LLC) at the BA6 and BA44/45 pair for the pre-event
and the event period in the EXECUTION condition. Noteworthy, the t-test
showed that the LLC was significantly higher during the EXECUTION than the
pre-event period (t = 4.75; p = 0.002; one-tailed). Lines represent the mean
(±SE) values. FIGURE 2 | Individual values of the delta-theta ErLLC at the
BA6-BA44/45 pair for the EXECUTION and the OBSERVATION
condition across all patients. Noteworthy, the Grubbs’ test showed no
outlier (p < 0.0001; see text for more details). Lines represent the mean (±SE)
values. FIGURE 4 | Individual and mean (±SE) values of the delta-theta lagged
linear connectivity (LLC) at the BA6 and BA44/45 pair for the pre-event
and the event period in the EXECUTION condition. Noteworthy, the t-test
showed that the LLC was significantly higher during the EXECUTION than the
pre-event period (t = 4.75; p = 0.002; one-tailed). Lines represent the mean
(±SE) values. FIGURE 4 | Individual and mean (±SE) values of the delta-theta lagged
linear connectivity (LLC) at the BA6 and BA44/45 pair for the pre-event
and the event period in the EXECUTION condition. Noteworthy, the t-test
showed that the LLC was significantly higher during the EXECUTION than the
pre-event period (t = 4.75; p = 0.002; one-tailed). Lines represent the mean
(±SE) values. FIGURE 2 | Individual values of the delta-theta ErLLC at the
BA6-BA44/45 pair for the EXECUTION and the OBSERVATION
condition across all patients. Noteworthy, the Grubbs’ test showed no
outlier (p < 0.0001; see text for more details). Lines represent the mean (±SE)
values. February 2017 | Volume 11 | Article 20 Frontiers in Behavioral Neuroscience | www.frontiersin.org 6 Babiloni et al. Functional Connectivity of Action Execution/Observation FIGURE 5 | Mean values (±SE) of the event-related phase-amplitude
cross-frequency lagged connectivity (ErCFLC) values in the
BA6-BA44/45 pair in the EXECUTION and the OBSERVATION
condition. These values were computed for two directions and three coupled
frequency bands. RESULTS However, an important limitation
of ECoG techniques is that epilepsy might induce some adaptive
changes in the neurophysiological oscillatory mechanisms
underpinning cognitive-motor functions even in the brain zones
which are not producing epileptic activity. Therefore, the full
understanding of these mechanisms requires the integration and
comparison with findings coming from different approaches
such as high-resolution scalp EEG, coregistration of scalp EEG
and functional magnetic resonance imaging, MEG. FIGURE 5 | Mean values (±SE) of the event-related phase-amplitude
cross-frequency lagged connectivity (ErCFLC) values in the
BA6-BA44/45 pair in the EXECUTION and the OBSERVATION condition. These values were computed for two directions and three coupled
frequency bands. ErCFLC values were always positive in the EXECUTION
condition, and near to zero in the OBSERVATION condition (see text for more
details). Noteworthy, the t-tests showed that ErCFLC values were greater
during the EXECUTION compared to the OBSERVATION only in the direction
from BA6 to BA44/45 (delta/theta →alpha (t = 3.89; p = 0.005; one-tailed),
delta/theta →beta (t = 3.00; p = 0.014; one-tailed) and delta/theta →gamma
(t = 3.45; p = 0.009; one-tailed)). condition. These values were computed for two directions and three coupled
frequency bands. ErCFLC values were always positive in the EXECUTION
condition, and near to zero in the OBSERVATION condition (see text for more
details). Noteworthy, the t-tests showed that ErCFLC values were greater
during the EXECUTION compared to the OBSERVATION only in the direction
from BA6 to BA44/45 (delta/theta →alpha (t = 3.89; p = 0.005; one-tailed),
delta/theta →beta (t = 3.00; p = 0.014; one-tailed) and delta/theta →gamma
(t = 3.45; p = 0.009; one-tailed)). (p < 0.05). Specifically, the beta ErLLC was greater during the
EXECUTION with respect to the OBSERVATION condition
(t = 2.00; p = 0.03; one-tailed). Frontiers in Behavioral Neuroscience | www.frontiersin.org Delta and Theta Rhythms Underpin
Functional Connectivity Between Lateral
Premotor and Ventral Prefrontal Areas
during Action Execution Compared to Its
Mere Observation In the present exploratory study, we re-analyzed the ECoG data
recorded in a small group of drug-resistant epilepsy patients
(Babiloni et al., 2016a). As a novelty, here we tested the
proof-of-concept that the ErLLC of ECoG rhythms would be
enhanced in primary somatosensory-motor, lateral premotor
and ventral prefrontal areas during the actual reaching and
grasping of objects in the first person compared to the mere
observation of those actions performed by another person. Results are discussed in the following sections. Of note, the
interpretation of those results should take into account the
typical methodological pros and cons of ECoG recordings
done in drug-resistant epilepsy patients. The main aim of
ECoG recordings is the localization of epileptogenic brain
regions for the evaluation of possible surgical removal of
epileptogenic tissues. Secondary to the clinical aim, ECoG
recordings are also valuable in the field of research in order
to investigate neurophysiological mechanisms underpinning
cognitive and sensorimotor functions in brain areas outside the
epileptogenic region, typically located around the epileptogenic
foci monitored. This approach provided enlightening evidence
on neurophysiological mechanisms underlying the execution
of visuospatial, episodic memory, language, emotional and In the present study, the delta-theta (<6 Hz) ErLLC indicated
that the event-related functional connectivity between the
lateral premotor (BA6) and ventral prefrontal (BA44/45) areas
was greater during the execution of transitive actions than
during the mere observation of those actions performed by
another agent. At this early stage of the research, we cannot
provide a conclusive explanation for this finding, but we
can provide a tentative explanation based on the available
literature. In
previous
works,
low-frequency
ECoG
oscillations
(3–8
Hz)
recorded
from
the
mammalian
brain
has
been
conceived
as
a
neurophysiological
mechanism
for
the
synchronization
and
integration
of
neural
activity
within
distributed
functional
networks
spanning
thalamocortical-cortical
systems
and
ascending
brainstem
and
diencephalon-septal
systems,
both
converging
on February 2017 | Volume 11 | Article 20 Frontiers in Behavioral Neuroscience | www.frontiersin.org 7 Functional Connectivity of Action Execution/Observation Babiloni et al. entorhinal
cortex
and
hippocampus
for
the
formation
of memory traces (Kirk and Mackay, 2003; Vertes et al.,
2004). entorhinal
cortex
and
hippocampus
for
the
formation
of memory traces (Kirk and Mackay, 2003; Vertes et al.,
2004). accompanying movement initiation and sensory processing
without any motor learning or memory demand (Cruikshank
et al., 2012). Moreover, such modulation of theta rhythms
was distinct from purely motor-related desynchronization
of mu rhythm (Cruikshank et al., 2012). Delta and Theta Rhythms Underpin
Functional Connectivity Between Lateral
Premotor and Ventral Prefrontal Areas
during Action Execution Compared to Its
Mere Observation As scalp EEG
primarily reflects neocortical sources activated from cortical and
sub-cortical signals (e.g., brainstem, thalamus, basal ganglia and
hippocampus; Nunez and Silberstein, 2000) and frontoparietal
lesions impair sensorimotor information processing (Sirigu
et al., 2004), it has been hypothesized that sensorimotor
integration is an emerging cortical function (Ekstrom and
Watrous, 2014). Sensorimotor-related EEG oscillations may
manifest in the hippocampus via phase synchronization with
cortical and subcortical brain areas (Ekstrom and Watrous,
2014). )
Previous ECoG studies in drug-resistant epilepsy patients
have confirmed the importance of this mechanism based on
theta oscillatory activity for short- and long-term memorization. Those ECoG studies showed that theta rhythms increased in
amplitude in occipital, parietal and temporal cortical areas
during short-term memory trials (Raghavachari et al., 2001). This increase in amplitude was coherent with that recorded at
near cortical sites, suggesting the existence of local generating
mechanisms of cortical theta rhythms (Raghavachari et al.,
2006). Concerning the long-term memory, previous ECoG
studies unveiled that the encoding of events to be recalled
after hours was associated with an increase of frontal and
temporal theta and gamma power (Sederberg et al., 2003). Furthermore, there was an increase of theta coherence between
the hippocampus and rhinal-paleocortex (Fell et al., 2003),
and among hippocampus, amygdala and occipital-temporal
neocortex (Babiloni et al., 2009). In addition, an increase
of low-frequency ECoG rhythms was observed across several
cortical areas including temporal cortex during a spatial learning
task implying the navigation into computerized mazes (Kahana
et al., 1999). Finally, a widespread increase of cortical theta
rhythms during the encoding of items subsequently recalled
was also reported from scalp EEG recordings in healthy adults
(Klimesch et al., 1996; Weiss et al., 2000; Sauseng et al.,
2010). Taking the above theoretical framework, the present findings
represent the first demonstration of a neurophysiological
mechanism exploiting delta-theta synchronization for enhancing
the functional connectivity between lateral premotor and
ventral prefrontal areas during the execution of reaching and
grasping movements with respect to the mere observation
of the same actions performed by someone else. Another
preliminary result of the present study indicated that the
phase of the delta/theta rhythms in the lateral premotor
area would entrain the amplitude of the alpha, beta and
gamma rhythms in the ventral prefrontal cortex during the
action execution, but not during its observation. Delta and Theta Rhythms Underpin
Functional Connectivity Between Lateral
Premotor and Ventral Prefrontal Areas
during Action Execution Compared to Its
Mere Observation This finding
complements and extends previous ECoG evidence in epilepsy
patients showing that the alpha or beta phases entrained the
amplitude of gamma rhythms in the very early stages of
movement preparation (Miller et al., 2012; Yanagisawa et al.,
2012). Although this bulk of literature focused on the relationship
between the brain theta rhythms and memory, the modulation
of those rhythms in distributed functional networks is unlikely
to represent a peculiar neural underpinning of episodic
memory. Rather, neural synchronization at low-frequencies
spanning delta and theta (<8 Hz) might be viewed as a
general neurophysiological mechanism occurring when task
demands increase (e.g., when the execution of a transitive
action is contrasted with its mere observation), and information
processing
within
distributed
functional
neural
networks
have to be enhanced. In this vein, it has been previously
proposed that the neural synchronization at delta and theta
frequencies (<8 Hz) might subserve a long-range coordination
of distant brain regions, while neural synchronization at
higher frequencies would subserve local interactions of neural
assemblies (Kopell et al., 2000; von Stein and Sarnthein, 2000;
Siegel et al., 2012). Furthermore, it has been proposed that
cortical theta rhythms reveal integration of motor commands
and incoming sensory information for an on-line correction of
the motor output (Bland and Oddie, 2001; Caplan et al., 2003;
Ekstrom et al., 2005), the so-called sensorimotor integration
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A. L.,
Foster,
B. L.,
Schrouff,
J.,
Rangarajan,
V.,
Kasikci,
I.,
Gattas, S., et al. (2016). CONCLUSION In the present study, ErLLC of ECoG rhythms was estimated
in a small group of drug-resistant epilepsy patients in order to
assess the hypothesis that the functional relationships between
sensorimotor cortical regions would be enhanced during
reaching and grasping of objects in the first person compared
to the mere observation of those actions performed by someone
else. We found that the ErLLC of delta-theta rhythms between the
ventral prefrontal and lateral premotor areas was greater during
action execution than its observation. Furthermore, the phase of
those rhythms entrained the amplitude of the coupling of ECoG
rhythms with higher frequencies such as alpha, beta and gamma. y
g
g
These results support the validity of our experimental
approach based on pre-surgical ECoG recordings from epilepsy
patients, and the computation of ErLLC of ECoG rhythms
for probing functional cortical connectivity underpinning
the execution and the observation of reaching and grasping
movements in humans. All in all, we suggest that during
the
execution
of
transitive
actions,
neurophysiological
low-frequency oscillatory mechanisms operating in a frontal
neural network formed by BA6 and BA44/45 would underpin
the integration of motor commands and visual-somatosensory
feedback accompanying the own performance. Future studies The sensorimotor integration hypothesis is supported by
several lines of evidence. Previous ECoG recordings in rodents
have shown that during motor acts, theta rhythms are often
coherent between the hippocampus and prefrontal cortex
(Jones and Wilson, 2005) and between the hippocampus and
parietal cortex (Sirota et al., 2008). Furthermore, a recent scalp
EEG study in humans has reported increased theta rhythms February 2017 | Volume 11 | Article 20 8 Functional Connectivity of Action Execution/Observation Babiloni et al. will have to confirm this proof-of-concept exploiting a large
sample of epilepsy patients and more conservative statistical
models. writing article; GN and AS: data analyses, estimation of
functional connectivity of ECoG rhythms; LP: localized electrode
positions; GG, PPQ, RM and VE: patients selection and handling
VG: project idea; GM: project idea, EEG data recording and
writing article. ACKNOWLEDGMENTS The research leading to these results has received funding from
the Italian Ministry of Health (project GR-2007-25 to GM) and
Italian Ministry of University and Research (PRIN n. 2008-
RBFNLH-005 to GM). Thanks to Dr. Fabrizio Vecchio for his
very useful contribution to the development of a pilot data
analysis with a traditional procedure for the computation of EEG
spectral coherence including zerolag coupling. We also want to
thank all patients who underwent the experiment. AUTHOR CONTRIBUTIONS CB: project idea and writing article; CDP and SL: data analyses,
estimation of functional connectivity of ECoG rhythms and ETHICS STATEMENT This
study
was
carried
out
in
accordance
with
the
recommendations
of
IRCCS
Neuromed
committee
with
written informed consent from all subjects. All subjects gave
written informed consent in accordance with the Declaration
of Helsinki. The study was approved by the IRCCS Neuromed
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mechanisms in working memory: a possible function of EEG theta oscillations. Neurosci. Biobehav. Rev. 34, 1015–1022. doi: 10.1016/j.neubiorev.2009. 12.006 Copyright © 2017 Babiloni, Del Percio, Lopez, Di Gennaro, Quarato, Pavone,
Morace, Soricelli, Noce, Esposito, Gallese and Mirabella. This is an open-access
article distributed under the terms of the Creative Commons Attribution
License (CC BY). The use, distribution and reproduction in other forums is
permitted, provided the original author(s) or licensor are credited and that the
original publication in this journal is cited, in accordance with accepted academic
practice. No use, distribution or reproduction is permitted which does not comply
with these terms. Sederberg, P. B., Kahana, M. J., Howard, M. W., Donner, E. J., and Madsen, J. R. (2003). Theta and gamma oscillations during encoding predict subsequent
recall. J. Neurosci. 23, 10809–10814. Siegel, M., Donner, T. H., and Engel, A. K. (2012). Spectral fingerprints
of large-scale neuronal interactions. Nat. Rev. Neurosci. 13, 121–134. doi: 10.1038/nrn3137 February 2017 | Volume 11 | Article 20 Frontiers in Behavioral Neuroscience | www.frontiersin.org 11
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Antidepressant Exposure and DNA Methylation: Insights from a Methylome-Wide Association Study
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medRxiv preprint Antidepressant Exposure and DNA Methylation Antidepressant Exposure and DNA Methylation Antidepressant Exposure and DNA Methylation: Insights from a Methylome-Wide
Association Study Authors: Davyson E1,2, Shen X1, Huider F3,4, Adams M1, Borges K1, McCartney D2, Barker
L5, Van Dongen J3,4, Boomsma D3,4, Weihs A6,7, Grabe H6,7, Kühn L6, Teumer A6,8, Völzke
H8,9, Zhu T10,11, Kaprio J10, Ollikainen M10,11, David FS12,13, Meinert S14,15, Stein F13,16,
Forstner AJ12,17,18, Dannlowski U14, Kircher T13,16, Tapuc A19,20, Czamara D20, Binder EB20,
Brückl T20, Kwong A1,21, Yousefi P21,22,23, Wong CCY24, Arseneault L24, Fisher HL24,25, Mill
J26, Cox S27, Redmond P27, Russ TC1,28,29, Marioni RE2, Wray NR5,30, McIntosh AM1* Authors: Davyson E1,2, Shen X1, Huider F3,4, Adams M1, Borges K1, McCartney D2, Barker
L5, Van Dongen J3,4, Boomsma D3,4, Weihs A6,7, Grabe H6,7, Kühn L6, Teumer A6,8, Völzke
H8,9, Zhu T10,11, Kaprio J10, Ollikainen M10,11, David FS12,13, Meinert S14,15, Stein F13,16,
Forstner AJ12,17,18, Dannlowski U14, Kircher T13,16, Tapuc A19,20, Czamara D20, Binder EB20,
Brückl T20, Kwong A1,21, Yousefi P21,22,23, Wong CCY24, Arseneault L24, Fisher HL24,25, Mill
J26, Cox S27, Redmond P27, Russ TC1,28,29, Marioni RE2, Wray NR5,30, McIntosh AM1* Affiliations
1 the Netherlands 6Department of Psychiatry and Psychotherapy, University Medicine Greifswald, 17475
Greifswald, Germany
7 6Department of Psychiatry and Psychotherapy, University Medicine Greifswald, 17475
Greifswald, Germany
7 7German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, 17489
Greifswald, Germany
8 7German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, 17489
Greifswald, Germany
8 8German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, 17489
Greifswald, Germany
9 8German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, 17489
Greifswald, Germany Department SHIP/Clinical-Epidemiological Research, Institute for Community Medicine 9Department SHIP/Clinical-Epidemiological Research, Institute for Community Medicine,
University Medicine Greifswald, 17475 Greifswald, Germany
10 University Medicine Greifswald, 17475 Greifswald, Germany y
,
,
y
10Institute for Molecular Medicine Finland FIMM, HiLIFE, University of Helsinki, Helsinki,
Finland. 10Institute for Molecular Medicine Finland FIMM, HiLIFE, University of Helsinki, Helsinki,
Finland. NOTE: This preprint reports new research that has not been certified by peer review and should not be used to guide clinical practice. Affiliations
1 Affiliations
1Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh,
Edinburgh, UK
2Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
3Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the
Netherlands
4Amsterdam Public Health Research Institute, Amsterdam, the Netherlands & Amsterdam
Reproduction & Development, Research Institute, Amsterdam. the Netherlands
5Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD 4072,
Australia. 6Department of Psychiatry and Psychotherapy, University Medicine Greifswald, 17475
Greifswald, Germany
7German Center for Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, 17489
Greifswald, Germany
8German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, 17489
Greifswald, Germany
9Department SHIP/Clinical-Epidemiological Research, Institute for Community Medicine,
University Medicine Greifswald, 17475 Greifswald, Germany
10Institute for Molecular Medicine Finland FIMM, HiLIFE, University of Helsinki, Helsinki
Finland. 11Minerva Foundation Institute for Medical Research, Helsinki, Finland
12Institute of Human Genetics, University of Bonn, School of Medicine & University
Hospital Bonn, Bonn, Germany
13Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
14Institute for Translational Psychiatry, University of Münster, Münster, Germany
15Institute for Translational Neuroscience, University of Münster, Münster, Germany
16Center for Mind, Brain and Behavior, University of Marburg, Marburg, Germany
17Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
18Center for Human Genetics, University of Marburg, Marburg, Germany
19Max Planck School of Cognition, Leipzig, Germany
20Max-Planck-Institute of Psychiatry, Department Genes and Environment, Munich,
Germany
21Medical Research Council Integrative Epidemiology Unit at the University of Bristol,
University of Bristol, Bristol, UK
22Population Health Science, Bristol Medical School, University of Bristol, Bristol, UK
23NIHR Bristol Biomedical Research Centre, University Hospitals Bristol and Weston NHS
Foundation Trust and University of Bristol. 24Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology &
Neuroscience, King's College London, London, UK 1Division of Psychiatry, Centre for Clinical Brain Sciences, University of Edinburgh,
Edinburgh, UK
2 2Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
3 Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK
3Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, the
Netherlands sterdam Public Health Research Institute, Amsterdam, the Netherlands & Amsterdam
roduction & Development, Research Institute, Amsterdam. the Netherlands
itute for Molecular Bioscience, University of Queensland, Brisbane, QLD 4072, 4Amsterdam Public Health Research Institute, Amsterdam, the Netherlands & Amsterdam
Reproduction & Development, Research Institute, Amsterdam. the Netherlands
5Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD 4072,
Australia. Amsterdam Public Health Research Institute, Amsterdam, the Netherlands & Amsterdam
eproduction & Development, Research Institute, Amsterdam. Affiliations
1 11Minerva Foundation Institute for Medical Research, Helsinki, Finland
12 11Minerva Foundation Institute for Medical Research, Helsinki, Finland
12Institute of Human Genetics, University of Bonn, School of Medicine & University
Hospital Bonn, Bonn, Germany Minerva Foundation Institute for Medical Research, Helsinki, Finland
12Institute of Human Genetics, University of Bonn, School of Medicine & University
Hospital Bonn Bonn Germany 12Institute of Human Genetics, University of Bonn, School of Medicine & University
H
i l B
B
G Hospital Bonn, Bonn, Germany
13 13Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
14Institute for Translational Psychiatry, University of Münster, Münster, Germany
15Institute for Translational Neuroscience, University of Münster, Münster, Germany
16Center for Mind, Brain and Behavior, University of Marburg, Marburg, Germany
17Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
18Center for Human Genetics, University of Marburg, Marburg, Germany
19M
Pl
k S h
l f C
i i
L i
i
G 13Department of Psychiatry and Psychotherapy, University of Marburg, Marburg, Germany
14 14Institute for Translational Psychiatry, University of Münster, Münster, Germany
15Institute for Translational Neuroscience, University of Münster, Münster, Germany
16Center for Mind, Brain and Behavior, University of Marburg, Marburg, Germany
17Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
18Center for Human Genetics, University of Marburg, Marburg, Germany Center for Mind, Brain and Behavior, University of Marburg, Marburg, Germany
17Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
18Center for Human Genetics, University of Marburg, Marburg, Germany y
g
g
y
17Institute of Neuroscience and Medicine (INM-1), Research Center Jülich, Jülich, Germany
18Center for Human Genetics University of Marburg Marburg Germany 19Max Planck School of Cognition, Leipzig, Germany
20 20Max-Planck-Institute of Psychiatry, Department Genes and Environment, Munich,
Germany
21 21Medical Research Council Integrative Epidemiology Unit at the University of Bristol,
University of Bristol, Bristol, UK 22Population Health Science, Bristol Medical School, University of Bristol, Bristol, UK
23NIHR Bristol Biomedical Research Centre, University Hospitals Bristol and Weston NHS
Foundation Trust and University of Bristol. 24 24Social, Genetic & Developmental Psychiatry Centre, Institute of Psychiatry, Psychology &
Neuroscience, King's College London, London, UK NOTE: This preprint reports new research that has not been certified by peer review and should not be used to guide clinical practice. . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. Affiliations
1 (which was not certified by peer review)
The copyright holder for this preprint
this version posted May 2, 2024. ;
https://doi.org/10.1101/2024.05.01.24306640
doi:
medRxiv preprint Antidepressant Exposure and DNA Methylation 25ESRC Centre for Society and Mental Health, King's College London, London, UK
26University of Exeter Medical School, University of Exeter, Exeter, UK
27Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh,
UK
28Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK
29Neuroprogressive and Dementia Network, NHS Research Scotland, Scotland, UK
29Department of Psychiatry, University of Oxford, Oxford, UK
Corresponding author*
Andrew M McIntosh
Division of Psychiatry
University of Edinburgh
Royal Edinburgh Hospital
Edinburgh EH10 5HF
+44 131 537 6000
andrew.mcintosh@ed.ac.uk 25ESRC Centre for Society and Mental Health, King's College London, London, UK
26 25ESRC Centre for Society and Mental Health, King's College London, London, UK
26University of Exeter Medical School, University of Exeter, Exeter, UK
27Lothian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh,
UK
28Alzheimer Scotland Dementia Research Centre, University of Edinburgh, Edinburgh, UK
29Neuroprogressive and Dementia Network, NHS Research Scotland, Scotland, UK
29Department of Psychiatry, University of Oxford, Oxford, UK University of Exeter Medical School, University of Exeter, Exeter, UK thian Birth Cohorts, Department of Psychology, University of Edinburgh, Edinburgh, Corresponding author*
Andrew M McIntosh
Division of Psychiatry
University of Edinburgh
Royal Edinburgh Hospital
Edinburgh EH10 5HF
+44 131 537 6000
andrew.mcintosh@ed.ac.uk 2 2 . CC-BY 4.0 International license
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is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
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medRxiv preprint Antidepressant Exposure and DNA Methylation Antidepressant Exposure and DNA Methylation 3 Key Points Question Is antidepressant exposure associated with differential whole blood DNA
methylation? Question Is antidepressant exposure associated with differential whole blood DNA Findings In this methylome-wide association study of 16,536 adults across Scotland,
antidepressant exposure was significantly associated with hypermethylation at CpGs mapping
to KANK1 and DGUOK-AS1. A methylation profile score trained on this sample was
significantly associated with antidepressant exposure (pooled [95%CI]=0.196 [0.105,
0.288], p < 1x10-4) in a meta-analysis of external datasets. Meaning Antidepressant exposure is associated with hypermethylation at KANK1 and
DGUOK-AS1, which have roles in mitochondrial metabolism and neurite outgrowth. If
replicated in future studies, targeting these genes could inform the design of more effective
and better tolerated treatments for depression. 3 3 . CC-BY 4.0 International license
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medRxiv preprint Antidepressant Exposure and DNA Methylation Abstract Importance: Understanding antidepressant mechanisms could help design more effective
and tolerated treatments. Objective: Identify DNA methylation (DNAm) changes associated with antidepressant
exposure. Objective: Identify DNA methylation (DNAm) changes associated with antidepressant
exposure. Design: Case-control methylome-wide association studies (MWAS) of antidepressant
exposure were performed from blood samples collected between 2006-2011 in Generation
Scotland (GS). The summary statistics were tested for enrichment in specific tissues, gene
ontologies and an independent MWAS in the Netherlands Study of Depression and Anxiety
(NESDA). A methylation profile score (MPS) was derived and tested for its association with
antidepressant exposure in eight independent cohorts, alongside prospective data from GS. Setting: Cohorts; GS, NESDA, FTC, SHIP-Trend, FOR2107, LBC1936, MARS-UniDep,
ALSPAC, E-Risk, and NTR. Participants: Participants with DNAm data and self-report/prescription derived
antidepressant exposure. Main Outcome(s) and Measure(s): Whole-blood DNAm levels were assayed by the
EPIC/450K Illumina array (9 studies, Nexposed = 661, Nunexposed= 9,575) alongside MBD-Seq
in NESDA (Nexposed= 398, Nunexposed= 414). Antidepressant exposure was measured by self-
report and/or antidepressant prescriptions. 4
Results: The self-report MWAS (N = 16,536, Nexposed = 1,508, mean age = 48, 59% female)
and the prescription-derived MWAS (N = 7,951, Nexposed = 861, mean age = 47, 59% female),
found hypermethylation at seven and four DNAm sites (p < 9.42x10-8), respectively. The top
locus was cg26277237 (KANK1, pself-report= 9.3x10-13, pprescription = 6.1x10-3). The self-report
MWAS found a differentially methylated region, mapping to DGUOK-AS1 (padj = 5.0x10-3)
alongside significant enrichment for genes expressed in the amygdala, the “synaptic vesicle 4 . CC-BY 4.0 International license
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medRxiv preprint . CC-BY 4.0 International license
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is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. d by peer review)
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s://doi.org/10.1101/2024.05.01.24306640 . CC-BY 4.0 International license
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medRxiv preprint Antidepressant Exposure and DNA Methylation membrane” gene ontology and the top 1% of CpGs from the NESDA MWAS (OR = 1.39, p
< 0.042). Objective: Identify DNA methylation (DNAm) changes associated with antidepressant
exposure. The MPS was associated with antidepressant exposure in meta-analysed data from
external cohorts (Nstudies= 9, N = 10,236, Nexposed = 661, 0.196, p < 1x10-4). membrane” gene ontology and the top 1% of CpGs from the NESDA MWAS (OR = 1.39, p
< 0.042). The MPS was associated with antidepressant exposure in meta-analysed data from
external cohorts (Nstudies= 9, N = 10,236, Nexposed = 661, 0.196, p < 1x10-4). Conclusions and Relevance: Antidepressant exposure is associated with changes in DNAm
across different cohorts. Further investigation into these changes could inform on new targets
for antidepressant treatments. 5 5 . CC-BY 4.0 International license
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s://doi.org/10.1101/2024.05.01.24306640 Antidepressant Exposure and DNA Methylation Introduction Major Depressive Disorder (MDD) is predicted to become the leading cause of disability
worldwide by 20301, partly due to the limitations of current treatments2. Although
antidepressants are commonly prescribed effective treatments3, they prove to be ineffective in
a high proportion of cases, with an estimated 40% of those presenting with MDD developing
treatment-resistant depression4,5. Furthermore, many treatments are commonly accompanied
by side effects, including weight changes, fatigue and sexual dysfunction2. There is a need for
more effective and better-tolerated antidepressant treatments and to target existing treatments
to those most likely to respond. Advances are hampered by poor mechanistic understanding
of both MDD itself1,16,17 and how currently prescribed antidepressants lead to therapeutic
effects9. The mechanism of currently prescribed antidepressants is incompletely understood. Initial
theories surmised that their therapeutic effects were due to an increase in monoamine brain
synaptic concentrations10. However, antidepressant treatment has a delayed onset for
symptomatic improvement, which does not reflect the immediate effect on monoamine
levels7. This casts doubt on the simple role of monoamines as a causal factor in MDD7–9,
although other experimental paradigms continue to suggest their importance11. Another
prominent theory of antidepressant action suggests that their therapeutic mechanism involves
increasing synaptic remodelling12 and neuronal plasticity9,13. The evidence for the effect of
antidepressants on DNA methylation (DNAm) is growing14,15. In vitro studies found that the
antidepressant paroxetine interacted with DNA methyltransferase (DNMT), a key enzyme
involved in DNAm16. Furthermore, studies of chronically stressed rodent models have found 6 6 . CC-BY 4.0 International license
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medRxiv preprint Antidepressant Exposure and DNA Methylation that stress-induced DNAm and behavioural changes are reversed through both antidepressant
treatment17 and DNMT inhibitors18. that stress-induced DNAm and behavioural changes are reversed through both antidepressant
treatment17 and DNMT inhibitors18. DNAm, the addition of a methyl group at a cytosine-phosphate-guanine (CpG) site, regulates
gene expression and impacts cellular function19,20. Anxiety (NESDA). Fifth, the relationship between time in treatment and DNAm at Figure 1: Schematic of study design. Generation Scotland Generation Scotland: The Scottish Family Health Study (GS) is a family-based cohort study
(N ~ 24,000), investigating the genetic and environmental factors influencing health within
Scotland (eMethods)27,28. Data collection including biological sampling occurred between
February 2006 and March 2011. Written consent was provided before any assessment and/or
sampling took place. Ethical approval was provided by the Tayside Research Ethics
Committee (REC reference 05/S1401/89). Introduction (which was not certified by peer review)
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medRxiv preprint Antidepressant Exposure and DNA Methylation Antidepressant Exposure and DNA Methylation Anxiety (NESDA). Fifth, the relationship between time in treatment and DNAm at
significant CpG sites was investigated. Finally, a methylation profile score (MPS) for self-
report antidepressant exposure was trained in GS and tested for an association with
antidepressant exposure in eight independent external datasets: Finn Twin Cohort (FTC),
Study of Health in Pomerania (SHIP-Trend), Lothian Birth Cohort 1936 (LBC1936),
FOR2107, NTR, Avon Longitudinal Study of Parents and Children (ALSPAC), Munich
Antidepressant Response Study/Unipolar Depression Study (MARS-UniDep) and the
Environmental Risk (E-Risk) Longitudinal Twin Study, alongside a prospective sample of
GS: Stratifying Depression and Resilience Longitudinally (STRADL) (Figure 1). Figure 1: Schematic of study design. Anxiety (NESDA). Fifth, the relationship between time in treatment and DNAm at Introduction In 2022, Barbu et al.21 performed a
methylome-wide association study (MWAS) of self-reported antidepressant exposure in a
subset of participants in Generation Scotland (GS, N = 6,428) and the Netherlands Twin
Register (NTR, N = 2,449)21, identifying altered DNAm near to genes involved in the innate
immune response in those exposed to antidepressants21. As self-report measures may be
unreliable due to volunteer recall bias, a poor understanding of the medication nosology, and
non-disclosure22–24, Barbu et al.21 also performed an MWAS of antidepressant exposure
based on recorded antidepressant prescriptions in the last 12 months. However, this assumes
continuous treatment, potentially overestimating exposure due to general low adherence to
antidepressant medication25. Calculation of active treatment periods from consecutive
prescribing events provides a potentially more reliable identification of antidepressant
exposure26. In our study, we build upon previous analyses by Barbu et al.21 by analysing a larger sample
of GS (N = 16,536), and by estimating active treatment periods from prescribing records to
identify those exposed to antidepressants at DNAm measurement. First, an MWAS was
performed on both the self-report and prescription-derived measures of antidepressant
exposure. Second, to assess the potential confounding by MDD, the MWAS analyses were
restricted to MDD cases only. Third, functional follow-up analysis of differentially
methylated CpG sites was performed. Fourth, we investigated the enrichment of top CpGs in
GS and an independent MWAS conducted in the Netherlands Study of Depression and In our study, we build upon previous analyses by Barbu et al.21 by analysing a larger sample
of GS (N = 16,536), and by estimating active treatment periods from prescribing records to
identify those exposed to antidepressants at DNAm measurement. First, an MWAS was
performed on both the self-report and prescription-derived measures of antidepressant
exposure. Second, to assess the potential confounding by MDD, the MWAS analyses were
restricted to MDD cases only. Third, functional follow-up analysis of differentially 7 7 . CC-BY 4.0 International license
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medRxiv preprint . CC-BY 4.0 International license
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is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. Methylation data DNAm was profiled from baseline blood samples using the Illumina MethylationEPIC array
for 19,390 individuals. Methylation typing was performed in 4 distinct sets between 2017 and
2021. Sets 1, 2 and 4 included related individuals within and between each set while all
individuals in set 3 were unrelated to each other and to individuals in set 1 (genetic 8 . CC-BY 4.0 International license
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medRxiv preprint Antidepressant Exposure and DNA Methylation Antidepressant Exposure and DNA Methylation relationship matrix (GRM) threshold < |