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ImpactSynth

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ImpactSynth / CBCT_MODEL_INFO.md
Valentin Boussot
Update whole-body sCT model
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ImpactSynth CBCT

Summary

  • Modality: whole-body CBCT to sCT synthesis
  • Dataset source: SynthRAD 2023 and SynthRAD 2025 Task 2
  • Distributed checkpoints: CV_0.pt, CV_1.pt, CV_2.pt, CV_3.pt, CV_4.pt
  • Inference-time test-time augmentation: tta = 2
  • Monte Carlo dropout: false
  • Framework: KonfAI
  • Architecture: 2.5D UNet++ with a ResNet34 encoder
  • Main perceptual prior: SAM 2.1-s through the IMPACT-Synth loss
  • Pair alignment: CT-CBCT pairs are aligned with IMPACTReg
  • Transform files:
    • https://huggingface.co/datasets/VBoussot/synthrad2023-impact-registration
    • https://huggingface.co/datasets/VBoussot/synthrad2025-impact-registration

Data splits

The repository contains the validation and cross-validation splits used for Task 2.

  • Patients in the 2023 Task 2 training cohort: 291

  • Patients in the 2025 Task 2 training cohort: 638

  • Total patients across the paired 2023+2025 Task 2 cohorts: 929

  • Additional out-of-distribution Task 2 patients: 103

  • Region counts in the paired 2023+2025 Task 2 cohorts:

    • AB: 195
    • HN: 232
    • TH: 211
    • brain: 160
    • pelvis: 131

  • Validation.txt: 150 patients

  • CrossValidation_0..4.txt are validation folds associated with the distributed checkpoints

  • Validation.txt: 150 patients

  • CrossValidation_0.txt: 164 validation patients

  • CrossValidation_1.txt: 158 validation patients

  • CrossValidation_2.txt: 156 validation patients

  • CrossValidation_3.txt: 153 validation patients

  • CrossValidation_4.txt: 148 validation patients

Release CV performance

Overall Release CV metrics:

  • Dice is reported with TS = 3 mm on the CT body mask.

  • All detailed metrics are reported in the tables below.

  • Dice: 0.758 +/- 0.113

  • MAE: 53.55 +/- 17.79 HU

  • SSIM: 0.939 +/- 0.026

  • PSNR: 32.09 +/- 2.93 dB

  • SAM: 13.70 +/- 6.02

  • Reg: 1.04 +/- 0.03

  • Uncertainty: 784.24 +/- 278.43

Per-fold overall Release metrics:

Fold n Dice MAE (HU) SSIM PSNR (dB) SAM Reg Uncertainty
CV 150 0.758 +/- 0.113 53.55 +/- 17.79 0.939 +/- 0.026 32.09 +/- 2.93 13.70 +/- 6.02 1.04 +/- 0.03 784.24 +/- 278.43
CV_0 150 0.744 +/- 0.114 59.33 +/- 18.30 0.927 +/- 0.028 31.31 +/- 2.69 13.25 +/- 5.32 1.05 +/- 0.03 n/a
CV_1 150 0.755 +/- 0.112 58.26 +/- 17.45 0.931 +/- 0.028 31.34 +/- 2.66 13.24 +/- 5.48 1.04 +/- 0.03 n/a
CV_2 150 0.751 +/- 0.114 57.70 +/- 17.98 0.931 +/- 0.028 31.47 +/- 2.75 13.25 +/- 5.49 1.04 +/- 0.03 n/a
CV_3 150 0.748 +/- 0.115 57.98 +/- 18.18 0.931 +/- 0.028 31.42 +/- 2.77 13.09 +/- 5.30 1.04 +/- 0.03 n/a
CV_4 150 0.750 +/- 0.113 57.95 +/- 18.16 0.931 +/- 0.028 31.43 +/- 2.75 13.03 +/- 5.32 1.04 +/- 0.03 n/a

Regional Release CV metrics:

Region n Dice MAE (HU) SSIM PSNR (dB) SAM Reg Uncertainty
AB 32 0.673 57.18 0.926 31.12 17.71 1.05 730.95
HN 37 0.717 67.53 0.946 29.97 8.85 1.05 661.14
TH 34 0.724 57.27 0.928 32.03 16.24 1.05 793.57
brain 26 0.905 39.42 0.970 33.96 7.22 1.01 879.35
pelvis 21 0.835 34.84 0.924 35.12 20.07 1.02 949.44

Regional Release metrics for CV_0:

Region n Dice MAE (HU) SSIM PSNR (dB) SAM Reg
AB 32 0.661 +/- 0.090 62.73 +/- 15.73 0.916 +/- 0.024 30.45 +/- 2.29 16.99 +/- 3.72 1.06 +/- 0.02
HN 37 0.704 +/- 0.074 73.95 +/- 16.03 0.936 +/- 0.024 29.38 +/- 2.05 8.92 +/- 1.39 1.06 +/- 0.04
TH 34 0.706 +/- 0.077 62.31 +/- 15.91 0.918 +/- 0.022 31.31 +/- 2.53 15.72 +/- 3.92 1.05 +/- 0.02
brain 26 0.886 +/- 0.075 46.50 +/- 7.67 0.958 +/- 0.009 32.86 +/- 1.43 7.32 +/- 1.14 1.02 +/- 0.00
pelvis 21 0.829 +/- 0.078 39.42 +/- 8.34 0.906 +/- 0.028 34.10 +/- 2.20 18.52 +/- 3.94 1.03 +/- 0.01
overall 150 0.744 +/- 0.114 59.33 +/- 18.30 0.927 +/- 0.028 31.31 +/- 2.69 13.25 +/- 5.32 1.05 +/- 0.03

Regional Release metrics for CV_1:

Region n Dice MAE (HU) SSIM PSNR (dB) SAM Reg
AB 32 0.668 +/- 0.084 61.42 +/- 14.23 0.919 +/- 0.024 30.44 +/- 2.17 17.18 +/- 4.16 1.06 +/- 0.02
HN 37 0.719 +/- 0.076 71.83 +/- 15.20 0.942 +/- 0.022 29.43 +/- 1.99 8.79 +/- 1.33 1.06 +/- 0.04
TH 34 0.719 +/- 0.070 62.74 +/- 15.15 0.917 +/- 0.020 31.26 +/- 2.47 15.74 +/- 3.85 1.05 +/- 0.02
brain 26 0.901 +/- 0.075 44.74 +/- 6.76 0.963 +/- 0.008 33.02 +/- 1.40 7.12 +/- 1.09 1.02 +/- 0.00
pelvis 21 0.831 +/- 0.076 38.99 +/- 7.73 0.911 +/- 0.023 34.13 +/- 2.26 18.59 +/- 4.00 1.03 +/- 0.01
overall 150 0.755 +/- 0.112 58.26 +/- 17.45 0.931 +/- 0.028 31.34 +/- 2.66 13.24 +/- 5.48 1.04 +/- 0.03

Regional Release metrics for CV_2:

Region n Dice MAE (HU) SSIM PSNR (dB) SAM Reg
AB 32 0.664 +/- 0.086 61.41 +/- 15.08 0.918 +/- 0.024 30.53 +/- 2.27 16.85 +/- 3.66 1.06 +/- 0.02
HN 37 0.710 +/- 0.074 71.52 +/- 15.44 0.942 +/- 0.021 29.53 +/- 2.05 8.73 +/- 1.31 1.06 +/- 0.04
TH 34 0.714 +/- 0.073 62.22 +/- 15.33 0.917 +/- 0.022 31.31 +/- 2.50 15.93 +/- 3.83 1.05 +/- 0.02
brain 26 0.898 +/- 0.072 43.32 +/- 7.04 0.965 +/- 0.007 33.28 +/- 1.63 7.13 +/- 1.06 1.01 +/- 0.00
pelvis 21 0.830 +/- 0.079 38.16 +/- 8.44 0.914 +/- 0.023 34.32 +/- 2.32 18.94 +/- 4.50 1.03 +/- 0.01
overall 150 0.751 +/- 0.114 57.70 +/- 17.98 0.931 +/- 0.028 31.47 +/- 2.75 13.25 +/- 5.49 1.04 +/- 0.03

Regional Release metrics for CV_3:

Region n Dice MAE (HU) SSIM PSNR (dB) SAM Reg
AB 32 0.658 +/- 0.087 62.08 +/- 15.29 0.917 +/- 0.025 30.47 +/- 2.32 17.00 +/- 3.63 1.06 +/- 0.02
HN 37 0.706 +/- 0.076 72.26 +/- 15.58 0.940 +/- 0.022 29.44 +/- 2.04 8.81 +/- 1.40 1.06 +/- 0.04
TH 34 0.717 +/- 0.075 61.98 +/- 15.42 0.918 +/- 0.022 31.30 +/- 2.50 15.61 +/- 3.89 1.05 +/- 0.02
brain 26 0.895 +/- 0.071 43.45 +/- 6.54 0.964 +/- 0.007 33.17 +/- 1.47 7.08 +/- 1.23 1.02 +/- 0.00
pelvis 21 0.832 +/- 0.077 38.05 +/- 8.24 0.913 +/- 0.025 34.38 +/- 2.37 18.06 +/- 3.95 1.03 +/- 0.01
overall 150 0.748 +/- 0.115 57.98 +/- 18.18 0.931 +/- 0.028 31.42 +/- 2.77 13.09 +/- 5.30 1.04 +/- 0.03

Regional Release metrics for CV_4:

Region n Dice MAE (HU) SSIM PSNR (dB) SAM Reg
AB 32 0.662 +/- 0.087 61.60 +/- 15.14 0.918 +/- 0.025 30.49 +/- 2.30 16.73 +/- 3.58 1.06 +/- 0.02
HN 37 0.711 +/- 0.075 71.79 +/- 15.70 0.941 +/- 0.022 29.48 +/- 2.06 8.71 +/- 1.37 1.06 +/- 0.04
TH 34 0.716 +/- 0.073 62.64 +/- 15.68 0.918 +/- 0.021 31.25 +/- 2.44 15.62 +/- 3.76 1.05 +/- 0.02
brain 26 0.895 +/- 0.071 43.27 +/- 6.67 0.964 +/- 0.007 33.27 +/- 1.48 6.98 +/- 1.13 1.01 +/- 0.00
pelvis 21 0.830 +/- 0.078 38.55 +/- 9.06 0.914 +/- 0.023 34.31 +/- 2.31 18.26 +/- 4.22 1.03 +/- 0.01
overall 150 0.750 +/- 0.113 57.95 +/- 18.16 0.931 +/- 0.028 31.43 +/- 2.75 13.03 +/- 5.32 1.04 +/- 0.03

Split files

Validation.txt

2BA047, 2BA092, 2BA011, 2BA083, 2BA073, 2BA006, 2BA001, 2BA056, 2BA053, 2BB062, 2BB008, 2BB044, 2BB095, 2BB048, 2BB111, 2BB026, 2BB076, 2BB005, 2BC075, 2BC012, 2BC068, 2BC010, 2BC047, 2BC055, 2BC085, 2BC082, 2PA064, 2PA016, 2PA078, 2PA006, 2PA055, 2PA007, 2PA002, 2PB110, 2PB082, 2PB093, 2PB021, 2PB043, 2PB106, 2PB004, 2PC047, 2PC060, 2PC013, 2PC021, 2PC053, 2PC096, 2PC017, 2ABA082, 2ABA118, 2ABA103, 2ABA135, 2ABA006, 2ABA024, 2ABA077, 2ABA066, 2ABB061, 2ABB059, 2ABB095, 2ABB090, 2ABB117, 2ABB051, 2ABB039, 2ABB018, 2ABC222, 2ABC093, 2ABC049, 2ABC019, 2ABC150, 2ABC063, 2ABC152, 2ABC118, 2ABE158, 2ABE197, 2ABE191, 2ABE169, 2ABE124, 2ABE022, 2ABE184, 2ABE180, 2HNA084, 2HNA005, 2HNA050, 2HNA002, 2HNA058, 2HNA024, 2HNA032, 2HNA110, 2HNA100, 2HNA098, 2HNB105, 2HNB099, 2HNB044, 2HNB067, 2HNB089, 2HNB015, 2HNB047, 2HNB019, 2HNB075, 2HNC028, 2HNC024, 2HNC099, 2HNC078, 2HNC077, 2HNC043, 2HNC021, 2HNC060, 2HNC036, 2HNE054, 2HNE010, 2HNE101, 2HNE079, 2HNE026, 2HNE075, 2HNE007, 2HNE042, 2HNE041, 2THA113, 2THA043, 2THA117, 2THA122, 2THA005, 2THA077, 2THA101, 2THA082, 2THA099, 2THB059, 2THB038, 2THB088, 2THB055, 2THB015, 2THB031, 2THB046, 2THB014, 2THC037, 2THC102, 2THC107, 2THC097, 2THC033, 2THC068, 2THC076, 2THC111, 2THC056, 2THE119, 2THE081, 2THE069, 2THE058, 2THE040, 2THE046, 2THE099, 2THE039

CrossValidation_0.txt

2BA040, 2BA058, 2BA023, 2BA027, 2BA041, 2BA064, 2BA061, 2BA009, 2BA071, 2BA055, 2BB034, 2BB003, 2BB189, 2BB033, 2BB030, 2BB090, 2BB173, 2BB145, 2BB200, 2BC048, 2BC027, 2BC042, 2BC015, 2BC089, 2BC046, 2BC001, 2BC044, 2BC090, 2PA045, 2PA074, 2PA066, 2PA017, 2PA053, 2PA069, 2PA024, 2PA070, 2PB081, 2PB087, 2PB109, 2PB070, 2PB104, 2PB003, 2PB033, 2PC049, 2PC007, 2PC029, 2PC050, 2PC063, 2PC019, 2PC008, 2PC010, 2ABA068, 2ABA122, 2ABA041, 2ABA044, 2ABA101, 2ABA051, 2ABA027, 2ABA110, 2ABA138, 2ABB078, 2ABB009, 2ABB002, 2ABB105, 2ABB036, 2ABB040, 2ABB115, 2ABB056, 2ABB006, 2ABC212, 2ABC036, 2ABC188, 2ABC102, 2ABC079, 2ABC176, 2ABC040, 2ABC114, 2ABE200, 2ABE174, 2ABE131, 2ABE126, 2ABE165, 2ABE162, 2ABE038, 2ABE136, 2HNA092, 2HNA033, 2HNA044, 2HNA021, 2HNA025, 2HNA095, 2HNA011, 2HNA107, 2HNA046, 2HNA088, 2HNA040, 2HNB006, 2HNB010, 2HNB058, 2HNB039, 2HNB007, 2HNB024, 2HNB086, 2HNB023, 2HNB102, 2HNB078, 2HNC100, 2HNC049, 2HNC091, 2HNC088, 2HNC113, 2HNC062, 2HNC034, 2HNC082, 2HNC112, 2HNC119, 2HNE092, 2HNE109, 2HNE105, 2HNE037, 2HNE086, 2HNE087, 2HNE043, 2HNE067, 2HNE070, 2HNE089, 2THA056, 2THA084, 2THA132, 2THA045, 2THA081, 2THA123, 2THA052, 2THA066, 2THA092, 2THA017, 2THB106, 2THB058, 2THB068, 2THB009, 2THB064, 2THB052, 2THB098, 2THB109, 2THB026, 2THC032, 2THC099, 2THC002, 2THC067, 2THC112, 2THC091, 2THC095, 2THC117, 2THC092, 2THC084, 2THE049, 2THE080, 2THE014, 2THE015, 2THE020, 2THE117, 2THE001, 2THE006, 2THE071

CrossValidation_1.txt

2BA014, 2BA039, 2BA013, 2BA049, 2BA077, 2BA066, 2BA044, 2BA051, 2BA012, 2BB082, 2BB028, 2BB099, 2BB071, 2BB066, 2BB109, 2BB051, 2BB002, 2BB100, 2BC011, 2BC021, 2BC024, 2BC043, 2BC030, 2BC033, 2BC051, 2BC061, 2BC038, 2PA088, 2PA035, 2PA012, 2PA061, 2PA037, 2PA062, 2PA063, 2PA036, 2PB057, 2PB013, 2PB117, 2PB060, 2PB024, 2PB096, 2PB084, 2PC066, 2PC097, 2PC051, 2PC041, 2PC082, 2PC069, 2PC036, 2PC042, 2ABA075, 2ABA032, 2ABA038, 2ABA064, 2ABA005, 2ABA048, 2ABA037, 2ABA136, 2ABB043, 2ABB113, 2ABB015, 2ABB005, 2ABB033, 2ABB087, 2ABB024, 2ABB029, 2ABB100, 2ABC018, 2ABC094, 2ABC146, 2ABC089, 2ABC066, 2ABC151, 2ABC230, 2ABC109, 2ABE187, 2ABE120, 2ABE107, 2ABE010, 2ABE170, 2ABE206, 2ABE073, 2ABE177, 2HNA083, 2HNA113, 2HNA097, 2HNA014, 2HNA045, 2HNA068, 2HNA039, 2HNA089, 2HNA041, 2HNA082, 2HNB002, 2HNB065, 2HNB107, 2HNB085, 2HNB054, 2HNB081, 2HNB091, 2HNB093, 2HNB045, 2HNB071, 2HNC097, 2HNC087, 2HNC042, 2HNC101, 2HNC108, 2HNC057, 2HNC085, 2HNC030, 2HNC055, 2HNC123, 2HNE103, 2HNE083, 2HNE006, 2HNE050, 2HNE018, 2HNE093, 2HNE049, 2HNE028, 2HNE095, 2HNE084, 2THA075, 2THA107, 2THA106, 2THA070, 2THA141, 2THA069, 2THA074, 2THA022, 2THA144, 2THB004, 2THB117, 2THB063, 2THB082, 2THB101, 2THB125, 2THB120, 2THB019, 2THB115, 2THC060, 2THC029, 2THC022, 2THC045, 2THC119, 2THC017, 2THC016, 2THC116, 2THC005, 2THE068, 2THE028, 2THE109, 2THE089, 2THE035, 2THE022, 2THE021, 2THE107

CrossValidation_2.txt

2BA069, 2BA037, 2BA008, 2BA063, 2BA067, 2BA028, 2BA090, 2BA094, 2BA004, 2BB179, 2BB041, 2BB075, 2BB049, 2BB177, 2BB205, 2BB052, 2BB011, 2BB017, 2BC073, 2BC022, 2BC056, 2BC007, 2BC059, 2BC026, 2BC023, 2BC050, 2BC064, 2PA081, 2PA030, 2PA058, 2PA095, 2PA050, 2PA005, 2PA038, 2PB055, 2PB080, 2PB092, 2PB030, 2PB056, 2PB048, 2PB007, 2PC034, 2PC091, 2PC002, 2PC026, 2PC003, 2PC087, 2PC012, 2PC037, 2ABA039, 2ABA133, 2ABA109, 2ABA084, 2ABA132, 2ABA030, 2ABA043, 2ABA040, 2ABB121, 2ABB065, 2ABB096, 2ABB086, 2ABB085, 2ABB120, 2ABB047, 2ABB093, 2ABB034, 2ABC035, 2ABC097, 2ABC132, 2ABC059, 2ABC142, 2ABC129, 2ABC177, 2ABC137, 2ABE088, 2ABE114, 2ABE152, 2ABE150, 2ABE172, 2ABE201, 2ABE189, 2ABE141, 2HNA086, 2HNA108, 2HNA047, 2HNA111, 2HNA104, 2HNA035, 2HNA077, 2HNA036, 2HNA034, 2HNA087, 2HNB063, 2HNB098, 2HNB055, 2HNB082, 2HNB053, 2HNB020, 2HNB037, 2HNB050, 2HNB011, 2HNB109, 2HNC066, 2HNC052, 2HNC086, 2HNC048, 2HNC081, 2HNC029, 2HNC058, 2HNC121, 2HNC118, 2HNE107, 2HNE072, 2HNE030, 2HNE003, 2HNE036, 2HNE068, 2HNE108, 2HNE104, 2HNE051, 2HNE090, 2THA140, 2THA105, 2THA058, 2THA076, 2THA047, 2THA136, 2THA030, 2THA065, 2THA059, 2THB036, 2THB030, 2THB035, 2THB070, 2THB040, 2THB007, 2THB017, 2THB094, 2THB104, 2THC030, 2THC108, 2THC073, 2THC080, 2THC085, 2THC042, 2THC094, 2THC090, 2THC001, 2THE105, 2THE072, 2THE066, 2THE010, 2THE083, 2THE101, 2THE019, 2THE023

CrossValidation_3.txt

2BA076, 2BA002, 2BA035, 2BA025, 2BA085, 2BA030, 2BA029, 2BA052, 2BA080, 2BB091, 2BB182, 2BB073, 2BB059, 2BB007, 2BB152, 2BB079, 2BB098, 2BB043, 2BC070, 2BC017, 2BC019, 2BC076, 2BC081, 2BC045, 2BC074, 2BC016, 2PA019, 2PA092, 2PA040, 2PA049, 2PA026, 2PA003, 2PA059, 2PB121, 2PB119, 2PB126, 2PB068, 2PB026, 2PB083, 2PB022, 2PC080, 2PC005, 2PC058, 2PC052, 2PC039, 2PC070, 2PC015, 2PC098, 2ABA128, 2ABA098, 2ABA115, 2ABA126, 2ABA047, 2ABA002, 2ABA046, 2ABA130, 2ABB119, 2ABB022, 2ABB019, 2ABB106, 2ABB011, 2ABB032, 2ABB072, 2ABB108, 2ABC011, 2ABC038, 2ABC065, 2ABC199, 2ABC085, 2ABC135, 2ABC043, 2ABC168, 2ABE144, 2ABE128, 2ABE173, 2ABE121, 2ABE145, 2ABE209, 2ABE140, 2ABE125, 2HNA019, 2HNA027, 2HNA099, 2HNA105, 2HNA031, 2HNA106, 2HNA102, 2HNA073, 2HNA026, 2HNA091, 2HNB070, 2HNB051, 2HNB064, 2HNB059, 2HNB108, 2HNB009, 2HNB043, 2HNB106, 2HNB101, 2HNB031, 2HNC051, 2HNC061, 2HNC094, 2HNC084, 2HNC072, 2HNC018, 2HNC125, 2HNC080, 2HNC053, 2HNE031, 2HNE012, 2HNE076, 2HNE011, 2HNE024, 2HNE001, 2HNE097, 2HNE046, 2HNE064, 2THA097, 2THA131, 2THA108, 2THA040, 2THA019, 2THA139, 2THA126, 2THA048, 2THA096, 2THB039, 2THB053, 2THB023, 2THB072, 2THB057, 2THB079, 2THB087, 2THB011, 2THB043, 2THC025, 2THC063, 2THC015, 2THC104, 2THC020, 2THC072, 2THC040, 2THC077, 2THC011, 2THE114, 2THE104, 2THE003, 2THE042, 2THE025, 2THE004, 2THE013, 2THE097

CrossValidation_4.txt

2BA003, 2BA032, 2BA010, 2BA024, 2BA031, 2BA068, 2BA036, 2BA007, 2BA045, 2BB083, 2BB072, 2BB050, 2BB198, 2BB006, 2BB151, 2BB039, 2BB096, 2BB171, 2BC072, 2BC071, 2BC040, 2BC057, 2BC086, 2BC013, 2BC088, 2BC018, 2PA056, 2PA075, 2PA067, 2PA015, 2PA047, 2PA048, 2PA073, 2PB050, 2PB125, 2PB098, 2PB036, 2PB114, 2PB018, 2PC092, 2PC024, 2PC065, 2PC011, 2PC032, 2PC073, 2PC075, 2ABA102, 2ABA094, 2ABA086, 2ABA134, 2ABA071, 2ABA143, 2ABA031, 2ABA008, 2ABB042, 2ABB054, 2ABB053, 2ABB092, 2ABB118, 2ABB004, 2ABB025, 2ABB037, 2ABC051, 2ABC122, 2ABC229, 2ABC017, 2ABC010, 2ABC171, 2ABC130, 2ABC156, 2ABE130, 2ABE207, 2ABE119, 2ABE135, 2ABE159, 2ABE208, 2ABE185, 2HNA029, 2HNA016, 2HNA056, 2HNA028, 2HNA093, 2HNA070, 2HNA090, 2HNA094, 2HNA010, 2HNA076, 2HNB001, 2HNB104, 2HNB072, 2HNB014, 2HNB033, 2HNB103, 2HNB030, 2HNB016, 2HNB111, 2HNC017, 2HNC063, 2HNC025, 2HNC075, 2HNC020, 2HNC079, 2HNC037, 2HNC040, 2HNC117, 2HNE023, 2HNE100, 2HNE059, 2HNE106, 2HNE022, 2HNE098, 2HNE102, 2HNE034, 2HNE060, 2THA010, 2THA124, 2THA115, 2THA062, 2THA078, 2THA039, 2THA034, 2THA103, 2THA146, 2THB133, 2THB003, 2THB021, 2THB051, 2THB129, 2THB074, 2THB111, 2THB002, 2THC061, 2THC019, 2THC109, 2THC105, 2THC126, 2THC114, 2THC101, 2THC039, 2THC089, 2THE106, 2THE060, 2THE077, 2THE115, 2THE100, 2THE031, 2THE045, 2THE112