@article{wrenbeck2017deep, title={Deep sequencing methods for protein engineering and design}, author={Wrenbeck, Emily E and Faber, Matthew S and Whitehead, Timothy A}, journal={Current opinion in structural biology}, volume={45}, pages={36--44}, year={2017}, publisher={Elsevier} } @article{klesmith2015comprehensive, title={Comprehensive sequence-flux mapping of a levoglucosan utilization pathway in E. coli}, author={Klesmith, Justin R and Bacik, John-Paul and Michalczyk, Ryszard and Whitehead, Timothy A}, journal={ACS synthetic biology}, volume={4}, number={11}, pages={1235--1243}, year={2015}, publisher={ACS Publications} } @article{haddox2018mapping, title={Mapping mutational effects along the evolutionary landscape of HIV envelope}, author={Haddox, Hugh K and Dingens, Adam S and Hilton, Sarah K and Overbaugh, Julie and Bloom, Jesse D}, journal={Elife}, volume={7}, pages={e34420}, year={2018}, publisher={eLife Sciences Publications Limited} } @article{romero2015dissecting, title={Dissecting enzyme function with microfluidic-based deep mutational scanning}, author={Romero, Philip A and Tran, Tuan M and Abate, Adam R}, journal={Proceedings of the National Academy of Sciences}, volume={112}, number={23}, pages={7159--7164}, year={2015}, publisher={National Acad Sciences} } @article{firnberg2014comprehensive, title={A comprehensive, high-resolution map of a gene’s fitness landscape}, author={Firnberg, Elad and Labonte, Jason W and Gray, Jeffrey J and Ostermeier, Marc}, journal={Molecular biology and evolution}, volume={31}, number={6}, pages={1581--1592}, year={2014}, publisher={Oxford University Press} } @article{deng2012deep, title={Deep sequencing of systematic combinatorial libraries reveals $\beta$-lactamase sequence constraints at high resolution}, author={Deng, Zhifeng and Huang, Wanzhi and Bakkalbasi, Erol and Brown, Nicholas G and Adamski, Carolyn J and Rice, Kacie and Muzny, Donna and Gibbs, Richard A and Palzkill, Timothy}, journal={Journal of molecular biology}, volume={424}, number={3-4}, pages={150--167}, year={2012}, publisher={Elsevier} } @article{stiffler2015evolvability, title={Evolvability as a function of purifying selection in TEM-1 $\beta$-lactamase}, author={Stiffler, Michael A and Hekstra, Doeke R and Ranganathan, Rama}, journal={Cell}, volume={160}, number={5}, pages={882--892}, year={2015}, publisher={Elsevier} } @article{jacquier2013capturing, title={Capturing the mutational landscape of the beta-lactamase TEM-1}, author={Jacquier, Herv{\'e} and Birgy, Andr{\'e} and Le Nagard, Herv{\'e} and Mechulam, Yves and Schmitt, Emmanuelle and Glodt, J{\'e}r{\'e}my and Bercot, Beatrice and Petit, Emmanuelle and Poulain, Julie and Barnaud, Guil{\`e}ne and others}, journal={Proceedings of the National Academy of Sciences}, volume={110}, number={32}, pages={13067--13072}, year={2013}, publisher={National Acad Sciences} } @article{findlay2018comprehensive, title={Comprehensive characterization of transcript diversity at the human NODAL locus}, author={Findlay, Scott D and Postovit, Lynne-Marie}, journal={BioRxiv}, pages={254409}, year={2018}, publisher={Cold Spring Harbor Laboratory} } @article{mclaughlin2012spatial, title={The spatial architecture of protein function and adaptation}, author={McLaughlin Jr, Richard N and Poelwijk, Frank J and Raman, Arjun and Gosal, Walraj S and Ranganathan, Rama}, journal={Nature}, volume={491}, number={7422}, pages={138--142}, year={2012}, publisher={Nature Publishing Group} } @article{kitzman2015massively, title={Massively parallel single-amino-acid mutagenesis}, author={Kitzman, Jacob O and Starita, Lea M and Lo, Russell S and Fields, Stanley and Shendure, Jay}, journal={Nature methods}, volume={12}, number={3}, pages={203--206}, year={2015}, publisher={Nature Publishing Group} } @article{doud2016accurate, title={Accurate measurement of the effects of all amino-acid mutations on influenza hemagglutinin}, author={Doud, Michael B and Bloom, Jesse D}, journal={Viruses}, volume={8}, number={6}, pages={155}, year={2016}, publisher={Multidisciplinary Digital Publishing Institute} } @article{pokusaeva2019experimental, title={An experimental assay of the interactions of amino acids from orthologous sequences shaping a complex fitness landscape}, author={Pokusaeva, Victoria O and Usmanova, Dinara R and Putintseva, Ekaterina V and Espinar, Lorena and Sarkisyan, Karen S and Mishin, Alexander S and Bogatyreva, Natalya S and Ivankov, Dmitry N and Akopyan, Arseniy V and Avvakumov, Sergey Ya and others}, journal={PLoS genetics}, volume={15}, number={4}, pages={e1008079}, year={2019}, publisher={Public Library of Science San Francisco, CA USA} } @article{mishra2016systematic, title={Systematic mutant analyses elucidate general and client-specific aspects of Hsp90 function}, author={Mishra, Parul and Flynn, Julia M and Starr, Tyler N and Bolon, Daniel NA}, journal={Cell reports}, volume={15}, number={3}, pages={588--598}, year={2016}, publisher={Elsevier} } @article{kelsic2016rna, title={RNA structural determinants of optimal codons revealed by MAGE-Seq}, author={Kelsic, Eric D and Chung, Hattie and Cohen, Niv and Park, Jimin and Wang, Harris H and Kishony, Roy}, journal={Cell systems}, volume={3}, number={6}, pages={563--571}, year={2016}, publisher={Elsevier} } @article{melnikov2014comprehensive, title={Comprehensive mutational scanning of a kinase in vivo reveals substrate-dependent fitness landscapes}, author={Melnikov, Alexandre and Rogov, Peter and Wang, Li and Gnirke, Andreas and Mikkelsen, Tarjei S}, journal={Nucleic acids research}, volume={42}, number={14}, pages={e112--e112}, year={2014}, publisher={Oxford University Press} } @article{brenan2016phenotypic, title={Phenotypic characterization of a comprehensive set of MAPK1/ERK2 missense mutants}, author={Brenan, Lisa and Andreev, Aleksandr and Cohen, Ofir and Pantel, Sasha and Kamburov, Atanas and Cacchiarelli, Davide and Persky, Nicole S and Zhu, Cong and Bagul, Mukta and Goetz, Eva M and others}, journal={Cell reports}, volume={17}, number={4}, pages={1171--1183}, year={2016}, publisher={Elsevier} } @article{rockah2015systematic, title={Systematic mapping of protein mutational space by prolonged drift reveals the deleterious effects of seemingly neutral mutations}, author={Rockah-Shmuel, Liat and T{\'o}th-Petr{\'o}czy, {\'A}gnes and Tawfik, Dan S}, journal={PLoS computational biology}, volume={11}, number={8}, pages={e1004421}, year={2015}, publisher={Public Library of Science San Francisco, CA USA} } @article{wu2015functional, title={Functional constraint profiling of a viral protein reveals discordance of evolutionary conservation and functionality}, author={Wu, Nicholas C and Olson, C Anders and Du, Yushen and Le, Shuai and Tran, Kevin and Remenyi, Roland and Gong, Danyang and Al-Mawsawi, Laith Q and Qi, Hangfei and Wu, Ting-Ting and others}, journal={PLoS genetics}, volume={11}, number={7}, pages={e1005310}, year={2015}, publisher={Public Library of Science San Francisco, CA USA} } @article{aakre2015evolving, title={Evolving new protein-protein interaction specificity through promiscuous intermediates}, author={Aakre, Christopher D and Herrou, Julien and Phung, Tuyen N and Perchuk, Barrett S and Crosson, Sean and Laub, Michael T}, journal={Cell}, volume={163}, number={3}, pages={594--606}, year={2015}, publisher={Elsevier} } @article{qi2014quantitative, title={A quantitative high-resolution genetic profile rapidly identifies sequence determinants of hepatitis C viral fitness and drug sensitivity}, author={Qi, Hangfei and Olson, C Anders and Wu, Nicholas C and Ke, Ruian and Loverdo, Claude and Chu, Virginia and Truong, Shawna and Remenyi, Roland and Chen, Zugen and Du, Yushen and others}, journal={PLoS pathogens}, volume={10}, number={4}, pages={e1004064}, year={2014}, publisher={Public Library of Science San Francisco, USA} } @article{matreyek2018multiplex, title={Multiplex assessment of protein variant abundance by massively parallel sequencing}, author={Matreyek, Kenneth A and Starita, Lea M and Stephany, Jason J and Martin, Beth and Chiasson, Melissa A and Gray, Vanessa E and Kircher, Martin and Khechaduri, Arineh and Dines, Jennifer N and Hause, Ronald J and others}, journal={Nature genetics}, volume={50}, number={6}, pages={874--882}, year={2018}, publisher={Nature Publishing Group} } @article{bandaru2017deconstruction, title={Deconstruction of the Ras switching cycle through saturation mutagenesis}, author={Bandaru, Pradeep and Shah, Neel H and Bhattacharyya, Moitrayee and Barton, John P and Kondo, Yasushi and Cofsky, Joshua C and Gee, Christine L and Chakraborty, Arup K and Kortemme, Tanja and Ranganathan, Rama and others}, journal={Elife}, volume={6}, pages={e27810}, year={2017}, publisher={eLife Sciences Publications Limited} } @article{roscoe2013analyses, title={Analyses of the effects of all ubiquitin point mutants on yeast growth rate}, author={Roscoe, Benjamin P and Thayer, Kelly M and Zeldovich, Konstantin B and Fushman, David and Bolon, Daniel NA}, journal={Journal of molecular biology}, volume={425}, number={8}, pages={1363--1377}, year={2013}, publisher={Elsevier} } @article{roscoe2014systematic, title={Systematic exploration of ubiquitin sequence, E1 activation efficiency, and experimental fitness in yeast}, author={Roscoe, Benjamin P and Bolon, Daniel NA}, journal={Journal of molecular biology}, volume={426}, number={15}, pages={2854--2870}, year={2014}, publisher={Elsevier} } @article{mavor2016determination, title={Determination of ubiquitin fitness landscapes under different chemical stresses in a classroom setting}, author={Mavor, David and Barlow, Kyle and Thompson, Samuel and Barad, Benjamin A and Bonny, Alain R and Cario, Clinton L and Gaskins, Garrett and Liu, Zairan and Deming, Laura and Axen, Seth D and others}, journal={Elife}, volume={5}, pages={e15802}, year={2016}, publisher={eLife Sciences Publications Limited} } @article{chan2017correlation, title={Correlation of fitness landscapes from three orthologous TIM barrels originates from sequence and structure constraints}, author={Chan, Yvonne H and Venev, Sergey V and Zeldovich, Konstantin B and Matthews, C Robert}, journal={Nature communications}, volume={8}, number={1}, pages={1--12}, year={2017}, publisher={Nature Publishing Group} } @article{melamed2013deep, title={Deep mutational scanning of an RRM domain of the Saccharomyces cerevisiae poly (A)-binding protein}, author={Melamed, Daniel and Young, David L and Gamble, Caitlin E and Miller, Christina R and Fields, Stanley}, journal={Rna}, volume={19}, number={11}, pages={1537--1551}, year={2013}, publisher={Cold Spring Harbor Lab} } @article{starita2013activity, title={Activity-enhancing mutations in an E3 ubiquitin ligase identified by high-throughput mutagenesis}, author={Starita, Lea M and Pruneda, Jonathan N and Lo, Russell S and Fowler, Douglas M and Kim, Helen J and Hiatt, Joseph B and Shendure, Jay and Brzovic, Peter S and Fields, Stanley and Klevit, Rachel E}, journal={Proceedings of the National Academy of Sciences}, volume={110}, number={14}, pages={E1263--E1272}, year={2013}, publisher={National Acad Sciences} } @article{araya2012fundamental, title={A fundamental protein property, thermodynamic stability, revealed solely from large-scale measurements of protein function}, author={Araya, Carlos L and Fowler, Douglas M and Chen, Wentao and Muniez, Ike and Kelly, Jeffery W and Fields, Stanley}, journal={Proceedings of the National Academy of Sciences}, volume={109}, number={42}, pages={16858--16863}, year={2012}, publisher={National Acad Sciences} }