Background: The Critical Assessment of Genome Interpretation (CAGI) aims to advance the state-of-the-art for computational prediction of genetic variant impact, particularly where relevant to disease. The fve complete editions of the CAGI community experiment comprised 50 challenges, in which participants made blind predictions of phenotypes from genetic data, and these were evaluated by independent assessors. Results: Performance was particularly strong for clinical pathogenic variants, including some difcult-to-diagnose cases, and extends to interpretation of cancer-related variants. Missense variant interpretation methods were able to estimate biochemical efects with increasing accuracy. Assessment of methods for regulatory variants and complex trait disease risk was less defnitive and indicates performance potentially suitable for auxiliary use in the clinic. Conclusions: Results show that while current methods are imperfect, they have major utility for research and clinical applications. Emerging methods and increasingly la

CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods / null, null; Jain, Shantanu; Bakolitsa, Constantina; Brenner, Steven E.; Radivojac, Predrag; Moult, John; Repo, Susanna; Hoskins, Roger A.; Andreoletti, Gaia; Barsky, Daniel; Chellapan, Ajithavalli; Chu, Hoyin; Dabbiru, Navya; Kollipara, Naveen K.; Ly, Melissa; Neumann, Andrew J.; Pal, Lipika R.; Odell, Eric; Pandey, Gaurav; Peters-Petrulewicz, Robin C.; Srinivasan, Rajgopal; Yee, Stephen F.; Yeleswarapu, Sri Jyothsna; Zuhl, Maya; Adebali, Ogun; Patra, Ayoti; Beer, Michael A.; Hosur, Raghavendra; Peng, Jian; Bernard, Brady M.; Berry, Michael; Dong, Shengcheng; Boyle, Alan P.; Adhikari, Aashish; Chen, Jingqi; Hu, Zhiqiang; Wang, Robert; Wang, Yaqiong; Miller, Maximilian; Wang, Yanran; Bromberg, Yana; Turina, Paola; Capriotti, Emidio; Han, James J.; Ozturk, Kivilcim; Carter, Hannah; Babbi, Giulia; Bovo, Samuele; Di Lena, Pietro; Martelli, Pier Luigi; Savojardo, Castrense; Casadio, Rita; Cline, Melissa S.; De Baets, Greet; Bonache, Sandra; Díez, Orland; Gutiérrez-Enríquez, Sara; Fernández, Alejandro; Montalban, Gemma; Ootes, Lars; Özkan, Selen; Padilla, Natàlia; Riera, Casandra; De la Cruz, Xavier; Diekhans, Mark; Huwe, Peter J.; Wei, Qiong; Xu, Qifang; Dunbrack, Roland L.; Gotea, Valer; Elnitski, Laura; Margolin, Gennady; Fariselli, Piero; Kulakovskiy, Ivan V.; Makeev, Vsevolod J.; Penzar, Dmitry D.; Vorontsov, Ilya E.; Favorov, Alexander V.; Forman, Julia R.; Hasenahuer, Marcia; Fornasari, Maria S.; Parisi, Gustavo; Avsec, Ziga; Çelik, Muhammed H.; Nguyen, Thi Yen Duong; Gagneur, Julien; Shi, Fang-Yuan; Edwards, Matthew D.; Guo, Yuchun; Tian, Kevin; Zeng, Haoyang; Gifford, David K.; Göke, Jonathan; Zaucha, Jan; Gough, Julian; Ritchie, Graham R. S.; Frankish, Adam; Mudge, Jonathan M.; Harrow, Jennifer; Young, Erin L.; Yu, Yao; Huff, Chad D.; Murakami, Katsuhiko; Nagai, Yoko; Imanishi, Tadashi; Mungall, Christopher J.; Jacobsen, Julius O. B.; Kim, Dongsup; Jeong, Chan-Seok; Jones, David T.; Li, Mulin Jun; Guthrie, Violeta Beleva; Bhattacharya, Rohit; Chen, Yun-Ching; Douville, Christopher; Fan, Jean; Kim, Dewey; Masica, David; Niknafs, Noushin; Sengupta, Sohini; Tokheim, Collin; Turner, Tychele N.; Yeo, Hui Ting Grace; Karchin, Rachel; Shin, Sunyoung; Welch, Rene; Keles, Sunduz; Li, Yue; Kellis, Manolis; Corbi-Verge, Carles; Strokach, Alexey V.; Kim, Philip M.; Klein, Teri E.; Mohan, Rahul; Sinnott-Armstrong, Nicholas A.; Wainberg, Michael; Kundaje, Anshul; Gonzaludo, Nina; Mak, Angel C. Y.; Chhibber, Aparna; Lam, Hugo Y. K.; Dahary, Dvir; Fishilevich, Simon; Lancet, Doron; Lee, Insuk; Bachman, Benjamin; Katsonis, Panagiotis; Lua, Rhonald C.; Wilson, Stephen J.; Lichtarge, Olivier; Bhat, Rajendra R.; Sundaram, Laksshman; Viswanath, Vivek; Bellazzi, Riccardo; Nicora, Giovanna; Rizzo, Ettore; Limongelli, Ivan; Mezlini, Aziz M.; Chang, Ray; Kim, Serra; Lai, Carmen; O’Connor, Robert; Topper, Scott; van den Akker, Jeroen; Zhou, Alicia Y.; Zimmer, Anjali D.; Mishne, Gilad; Bergquist, Timothy R.; Breese, Marcus R.; Guerrero, Rafael F.; Jiang, Yuxiang; Kiga, Nikki; Li, Biao; Mort, Matthew; Pagel, Kymberleigh A.; Pejaver, Vikas; Stamboulian, Moses H.; Thusberg, Janita; Mooney, Sean D.; Teerakulkittipong, Nuttinee; Cao, Chen; Kundu, Kunal; Yin, Yizhou; Yu, Chen-Hsin; Kleyman, Michael; Lin, Chiao-Feng; Stackpole, Mary; Mount, Stephen M.; Eraslan, Gökcen; Mueller, Nikola S.; Naito, Tatsuhiko; Rao, Aliz R.; Azaria, Johnathan R.; Brodie, Aharon; Ofran, Yanay; Garg, Aditi; Pal, Debnath; Hawkins-Hooker, Alex; Kenlay, Henry; Reid, John; Mucaki, Eliseos J.; Rogan, Peter K.; Schwarz, Jana M.; Searls, David B.; Lee, Gyu Rie; Seok, Chaok; Krämer, Andreas; Shah, Sohela; Huang, ChengLai V.; Kirsch, Jack F.; Shatsky, Maxim; Cao, Yue; Chen, Haoran; Karimi, Mostafa; Moronfoye, Oluwaseyi; Sun, Yuanfei; Shen, Yang; Shigeta, Ron; Ford, Colby T.; Nodzak, Conor; Uppal, Aneeta; Shi, Xinghua; Joseph, Thomas; Kotte, Sujatha; Rana, Sadhna; Rao, Aditya; Saipradeep, V. G.; Sivadasan, Naveen; Sunderam, Uma; Stanke, Mario; Su, Andrew; Adzhubey, Ivan; Jordan, Daniel M.; Sunyaev, Shamil; Rousseau, Frederic; Schymkowitz, Joost; Van Durme, Joost; Tavtigian, Sean V.; Carraro, Marco; Giollo, Manuel; Tosatto, Silvio C. E.; Adato, Orit; Carmel, Liran; Cohen, Noa E.; Fenesh, Tzila; Holtzer, Tamar; Juven-Gershon, Tamar; Unger, Ron; Niroula, Abhishek; Olatubosun, Ayodeji; Väliaho, Jouni; Yang, Yang; Vihinen, Mauno; Wahl, Mary E.; Chang, Billy; Chong, Ka Chun; Hu, Inchi; Sun, Rui; Wu, William Ka Kei; Xia, Xiaoxuan; Zee, Benny C.; Wang, Maggie H.; Wang, Meng; Wu, Chunlei; Lu, Yutong; Chen, Ken; Yang, Yuedong; Yates, Christopher M.; Kreimer, Anat; Yan, Zhongxia; Yosef, Nir; Zhao, Huying; Wei, Zhipeng; Yao, Zhaomin; Zhou, Fengfeng; Folkman, Lukas; Zhou, Yaoqi; Daneshjou, Roxana; Altman, Russ B.; Inoue, Fumitaka; Ahituv, Nadav; Arkin, Adam P.; Lovisa, Federica; Bonvini, Paolo; Bowdin, Sarah; Gianni, Stefano; Mantuano, Elide; Minicozzi, Velia; Novak, Leonore; Pasquo, Alessandra; Pastore, Annalisa; Petrosino, Maria; Puglisi, Rita; Toto, Angelo; Veneziano, Liana; Chiaraluce, Roberta; Ball, Mad P.; Bobe, Jason R.; Church, George M.; Consalvi, Valerio; Cooper, David N.; Buckley, Bethany A.; Sheridan, Molly B.; Cutting, Garry R.; Scaini, Maria Chiara; Cygan, Kamil J.; Fredericks, Alger M.; Glidden, David T.; Neil, Christopher; Rhine, Christy L.; Fairbrother, William G.; Alontaga, Aileen Y.; Fenton, Aron W.; Matreyek, Kenneth A.; Starita, Lea M.; Fowler, Douglas M.; Löscher, Britt-Sabina; Franke, Andre; Adamson, Scott I.; Graveley, Brenton R.; Gray, Joe W.; Malloy, Mary J.; Kane, John P.; Kousi, Maria; Katsanis, Nicholas; Schubach, Max; Kircher, Martin; Mak, Angel C. Y.; Tang, Paul L. F.; Kwok, Pui-Yan; Lathrop, Richard H.; Clark, Wyatt T.; Yu, Guoying K.; LeBowitz, Jonathan H.; Benedicenti, Francesco; Bettella, Elisa; Bigoni, Stefania; Cesca, Federica; Mammi, Isabella; Marino-Buslje, Cristina; Milani, Donatella; Peron, Angela; Polli, Roberta; Sartori, Stefano; Stanzial, Franco; Toldo, Irene; Turolla, Licia; Aspromonte, Maria C.; Bellini, Mariagrazia; Leonardi, Emanuela; Liu, Xiaoming; Marshall, Christian; McCombie, W. Richard; Elefanti, Lisa; Menin, Chiara; Meyn, M. Stephen; Murgia, Alessandra; Nadeau, Kari C. Y.; Neuhausen, Susan L.; Nussbaum, Robert L.; Pirooznia, Mehdi; Potash, James B.; Dimster-Denk, Dago F.; Rine, Jasper D.; Sanford, Jeremy R.; Snyder, Michael; Cote, Atina G.; Sun, Song; Verby, Marta W.; Weile, Jochen; Roth, Frederick P.; Tewhey, Ryan; Sabeti, Pardis C.; Campagna, Joan; Refaat, Marwan M.; Wojciak, Julianne; Grubb, Soren; Schmitt, Nicole; Shendure, Jay; Spurdle, Amanda B.; Stavropoulos, Dimitri J.; Walton, Nephi A.; Zandi, Peter P.; Ziv, Elad; Burke, Wylie; Chen, Flavia; Carr, Lawrence R.; Martinez, Selena; Paik, Jodi; Harris-Wai, Julie; Yarborough, Mark; Fullerton, Stephanie M.; Koenig, Barbara A.; McInnes, Gregory; Shigaki, Dustin; Chandonia, John-Marc; Furutsuki, Mabel; Kasak, Laura; Yu, Changhua; Chen, Rui; Friedberg, Iddo; Getz, Gad A.; Cong, Qian; Kinch, Lisa N.; Zhang, Jing; Grishin, Nick V.; Voskanian, Alin; Kann, Maricel G.; Tran, Elizabeth; Ioannidis, Nilah M.; Hunter, Jesse M.; Udani, Rupa; Cai, Binghuang; Morgan, Alexander A.; Sokolov, Artem; Stuart, Joshua M.; Minervini, Giovanni; Monzon, Alexander M.; Batzoglou, Serafim; Butte, Atul J.; Greenblatt, Marc S.; Hart, Reece K.; Hernandez, Ryan; Hubbard, Tim J. P.; Kahn, Scott; O’Donnell-Luria, Anne; Ng, Pauline C.; Shon, John; Veltman, Joris; Zook, Justin M.. - In: GENOME BIOLOGY. - ISSN 1474-760X. - ELETTRONICO. - 25:1(2024), pp. 1-46. [10.1186/s13059-023-03113-6]

CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods

Bromberg, Yana;Turina, Paola;Capriotti, Emidio;Carter, Hannah;Babbi, Giulia;Bovo, Samuele;Di Lena, Pietro;Martelli, Pier Luigi;Savojardo, Castrense;Casadio, Rita;Fariselli, Piero;Bellazzi, Riccardo;Zhang, Jing;
2024

Abstract

Background: The Critical Assessment of Genome Interpretation (CAGI) aims to advance the state-of-the-art for computational prediction of genetic variant impact, particularly where relevant to disease. The fve complete editions of the CAGI community experiment comprised 50 challenges, in which participants made blind predictions of phenotypes from genetic data, and these were evaluated by independent assessors. Results: Performance was particularly strong for clinical pathogenic variants, including some difcult-to-diagnose cases, and extends to interpretation of cancer-related variants. Missense variant interpretation methods were able to estimate biochemical efects with increasing accuracy. Assessment of methods for regulatory variants and complex trait disease risk was less defnitive and indicates performance potentially suitable for auxiliary use in the clinic. Conclusions: Results show that while current methods are imperfect, they have major utility for research and clinical applications. Emerging methods and increasingly la
2024
CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods / null, null; Jain, Shantanu; Bakolitsa, Constantina; Brenner, Steven E.; Radivojac, Predrag; Moult, John; Repo, Susanna; Hoskins, Roger A.; Andreoletti, Gaia; Barsky, Daniel; Chellapan, Ajithavalli; Chu, Hoyin; Dabbiru, Navya; Kollipara, Naveen K.; Ly, Melissa; Neumann, Andrew J.; Pal, Lipika R.; Odell, Eric; Pandey, Gaurav; Peters-Petrulewicz, Robin C.; Srinivasan, Rajgopal; Yee, Stephen F.; Yeleswarapu, Sri Jyothsna; Zuhl, Maya; Adebali, Ogun; Patra, Ayoti; Beer, Michael A.; Hosur, Raghavendra; Peng, Jian; Bernard, Brady M.; Berry, Michael; Dong, Shengcheng; Boyle, Alan P.; Adhikari, Aashish; Chen, Jingqi; Hu, Zhiqiang; Wang, Robert; Wang, Yaqiong; Miller, Maximilian; Wang, Yanran; Bromberg, Yana; Turina, Paola; Capriotti, Emidio; Han, James J.; Ozturk, Kivilcim; Carter, Hannah; Babbi, Giulia; Bovo, Samuele; Di Lena, Pietro; Martelli, Pier Luigi; Savojardo, Castrense; Casadio, Rita; Cline, Melissa S.; De Baets, Greet; Bonache, Sandra; Díez, Orland; Gutiérrez-Enríquez, Sara; Fernández, Alejandro; Montalban, Gemma; Ootes, Lars; Özkan, Selen; Padilla, Natàlia; Riera, Casandra; De la Cruz, Xavier; Diekhans, Mark; Huwe, Peter J.; Wei, Qiong; Xu, Qifang; Dunbrack, Roland L.; Gotea, Valer; Elnitski, Laura; Margolin, Gennady; Fariselli, Piero; Kulakovskiy, Ivan V.; Makeev, Vsevolod J.; Penzar, Dmitry D.; Vorontsov, Ilya E.; Favorov, Alexander V.; Forman, Julia R.; Hasenahuer, Marcia; Fornasari, Maria S.; Parisi, Gustavo; Avsec, Ziga; Çelik, Muhammed H.; Nguyen, Thi Yen Duong; Gagneur, Julien; Shi, Fang-Yuan; Edwards, Matthew D.; Guo, Yuchun; Tian, Kevin; Zeng, Haoyang; Gifford, David K.; Göke, Jonathan; Zaucha, Jan; Gough, Julian; Ritchie, Graham R. S.; Frankish, Adam; Mudge, Jonathan M.; Harrow, Jennifer; Young, Erin L.; Yu, Yao; Huff, Chad D.; Murakami, Katsuhiko; Nagai, Yoko; Imanishi, Tadashi; Mungall, Christopher J.; Jacobsen, Julius O. B.; Kim, Dongsup; Jeong, Chan-Seok; Jones, David T.; Li, Mulin Jun; Guthrie, Violeta Beleva; Bhattacharya, Rohit; Chen, Yun-Ching; Douville, Christopher; Fan, Jean; Kim, Dewey; Masica, David; Niknafs, Noushin; Sengupta, Sohini; Tokheim, Collin; Turner, Tychele N.; Yeo, Hui Ting Grace; Karchin, Rachel; Shin, Sunyoung; Welch, Rene; Keles, Sunduz; Li, Yue; Kellis, Manolis; Corbi-Verge, Carles; Strokach, Alexey V.; Kim, Philip M.; Klein, Teri E.; Mohan, Rahul; Sinnott-Armstrong, Nicholas A.; Wainberg, Michael; Kundaje, Anshul; Gonzaludo, Nina; Mak, Angel C. Y.; Chhibber, Aparna; Lam, Hugo Y. K.; Dahary, Dvir; Fishilevich, Simon; Lancet, Doron; Lee, Insuk; Bachman, Benjamin; Katsonis, Panagiotis; Lua, Rhonald C.; Wilson, Stephen J.; Lichtarge, Olivier; Bhat, Rajendra R.; Sundaram, Laksshman; Viswanath, Vivek; Bellazzi, Riccardo; Nicora, Giovanna; Rizzo, Ettore; Limongelli, Ivan; Mezlini, Aziz M.; Chang, Ray; Kim, Serra; Lai, Carmen; O’Connor, Robert; Topper, Scott; van den Akker, Jeroen; Zhou, Alicia Y.; Zimmer, Anjali D.; Mishne, Gilad; Bergquist, Timothy R.; Breese, Marcus R.; Guerrero, Rafael F.; Jiang, Yuxiang; Kiga, Nikki; Li, Biao; Mort, Matthew; Pagel, Kymberleigh A.; Pejaver, Vikas; Stamboulian, Moses H.; Thusberg, Janita; Mooney, Sean D.; Teerakulkittipong, Nuttinee; Cao, Chen; Kundu, Kunal; Yin, Yizhou; Yu, Chen-Hsin; Kleyman, Michael; Lin, Chiao-Feng; Stackpole, Mary; Mount, Stephen M.; Eraslan, Gökcen; Mueller, Nikola S.; Naito, Tatsuhiko; Rao, Aliz R.; Azaria, Johnathan R.; Brodie, Aharon; Ofran, Yanay; Garg, Aditi; Pal, Debnath; Hawkins-Hooker, Alex; Kenlay, Henry; Reid, John; Mucaki, Eliseos J.; Rogan, Peter K.; Schwarz, Jana M.; Searls, David B.; Lee, Gyu Rie; Seok, Chaok; Krämer, Andreas; Shah, Sohela; Huang, ChengLai V.; Kirsch, Jack F.; Shatsky, Maxim; Cao, Yue; Chen, Haoran; Karimi, Mostafa; Moronfoye, Oluwaseyi; Sun, Yuanfei; Shen, Yang; Shigeta, Ron; Ford, Colby T.; Nodzak, Conor; Uppal, Aneeta; Shi, Xinghua; Joseph, Thomas; Kotte, Sujatha; Rana, Sadhna; Rao, Aditya; Saipradeep, V. G.; Sivadasan, Naveen; Sunderam, Uma; Stanke, Mario; Su, Andrew; Adzhubey, Ivan; Jordan, Daniel M.; Sunyaev, Shamil; Rousseau, Frederic; Schymkowitz, Joost; Van Durme, Joost; Tavtigian, Sean V.; Carraro, Marco; Giollo, Manuel; Tosatto, Silvio C. E.; Adato, Orit; Carmel, Liran; Cohen, Noa E.; Fenesh, Tzila; Holtzer, Tamar; Juven-Gershon, Tamar; Unger, Ron; Niroula, Abhishek; Olatubosun, Ayodeji; Väliaho, Jouni; Yang, Yang; Vihinen, Mauno; Wahl, Mary E.; Chang, Billy; Chong, Ka Chun; Hu, Inchi; Sun, Rui; Wu, William Ka Kei; Xia, Xiaoxuan; Zee, Benny C.; Wang, Maggie H.; Wang, Meng; Wu, Chunlei; Lu, Yutong; Chen, Ken; Yang, Yuedong; Yates, Christopher M.; Kreimer, Anat; Yan, Zhongxia; Yosef, Nir; Zhao, Huying; Wei, Zhipeng; Yao, Zhaomin; Zhou, Fengfeng; Folkman, Lukas; Zhou, Yaoqi; Daneshjou, Roxana; Altman, Russ B.; Inoue, Fumitaka; Ahituv, Nadav; Arkin, Adam P.; Lovisa, Federica; Bonvini, Paolo; Bowdin, Sarah; Gianni, Stefano; Mantuano, Elide; Minicozzi, Velia; Novak, Leonore; Pasquo, Alessandra; Pastore, Annalisa; Petrosino, Maria; Puglisi, Rita; Toto, Angelo; Veneziano, Liana; Chiaraluce, Roberta; Ball, Mad P.; Bobe, Jason R.; Church, George M.; Consalvi, Valerio; Cooper, David N.; Buckley, Bethany A.; Sheridan, Molly B.; Cutting, Garry R.; Scaini, Maria Chiara; Cygan, Kamil J.; Fredericks, Alger M.; Glidden, David T.; Neil, Christopher; Rhine, Christy L.; Fairbrother, William G.; Alontaga, Aileen Y.; Fenton, Aron W.; Matreyek, Kenneth A.; Starita, Lea M.; Fowler, Douglas M.; Löscher, Britt-Sabina; Franke, Andre; Adamson, Scott I.; Graveley, Brenton R.; Gray, Joe W.; Malloy, Mary J.; Kane, John P.; Kousi, Maria; Katsanis, Nicholas; Schubach, Max; Kircher, Martin; Mak, Angel C. Y.; Tang, Paul L. F.; Kwok, Pui-Yan; Lathrop, Richard H.; Clark, Wyatt T.; Yu, Guoying K.; LeBowitz, Jonathan H.; Benedicenti, Francesco; Bettella, Elisa; Bigoni, Stefania; Cesca, Federica; Mammi, Isabella; Marino-Buslje, Cristina; Milani, Donatella; Peron, Angela; Polli, Roberta; Sartori, Stefano; Stanzial, Franco; Toldo, Irene; Turolla, Licia; Aspromonte, Maria C.; Bellini, Mariagrazia; Leonardi, Emanuela; Liu, Xiaoming; Marshall, Christian; McCombie, W. Richard; Elefanti, Lisa; Menin, Chiara; Meyn, M. Stephen; Murgia, Alessandra; Nadeau, Kari C. Y.; Neuhausen, Susan L.; Nussbaum, Robert L.; Pirooznia, Mehdi; Potash, James B.; Dimster-Denk, Dago F.; Rine, Jasper D.; Sanford, Jeremy R.; Snyder, Michael; Cote, Atina G.; Sun, Song; Verby, Marta W.; Weile, Jochen; Roth, Frederick P.; Tewhey, Ryan; Sabeti, Pardis C.; Campagna, Joan; Refaat, Marwan M.; Wojciak, Julianne; Grubb, Soren; Schmitt, Nicole; Shendure, Jay; Spurdle, Amanda B.; Stavropoulos, Dimitri J.; Walton, Nephi A.; Zandi, Peter P.; Ziv, Elad; Burke, Wylie; Chen, Flavia; Carr, Lawrence R.; Martinez, Selena; Paik, Jodi; Harris-Wai, Julie; Yarborough, Mark; Fullerton, Stephanie M.; Koenig, Barbara A.; McInnes, Gregory; Shigaki, Dustin; Chandonia, John-Marc; Furutsuki, Mabel; Kasak, Laura; Yu, Changhua; Chen, Rui; Friedberg, Iddo; Getz, Gad A.; Cong, Qian; Kinch, Lisa N.; Zhang, Jing; Grishin, Nick V.; Voskanian, Alin; Kann, Maricel G.; Tran, Elizabeth; Ioannidis, Nilah M.; Hunter, Jesse M.; Udani, Rupa; Cai, Binghuang; Morgan, Alexander A.; Sokolov, Artem; Stuart, Joshua M.; Minervini, Giovanni; Monzon, Alexander M.; Batzoglou, Serafim; Butte, Atul J.; Greenblatt, Marc S.; Hart, Reece K.; Hernandez, Ryan; Hubbard, Tim J. P.; Kahn, Scott; O’Donnell-Luria, Anne; Ng, Pauline C.; Shon, John; Veltman, Joris; Zook, Justin M.. - In: GENOME BIOLOGY. - ISSN 1474-760X. - ELETTRONICO. - 25:1(2024), pp. 1-46. [10.1186/s13059-023-03113-6]
null, null; Jain, Shantanu; Bakolitsa, Constantina; Brenner, Steven E.; Radivojac, Predrag; Moult, John; Repo, Susanna; Hoskins, Roger A.; Andreoletti, Gaia; Barsky, Daniel; Chellapan, Ajithavalli; Chu, Hoyin; Dabbiru, Navya; Kollipara, Naveen K.; Ly, Melissa; Neumann, Andrew J.; Pal, Lipika R.; Odell, Eric; Pandey, Gaurav; Peters-Petrulewicz, Robin C.; Srinivasan, Rajgopal; Yee, Stephen F.; Yeleswarapu, Sri Jyothsna; Zuhl, Maya; Adebali, Ogun; Patra, Ayoti; Beer, Michael A.; Hosur, Raghavendra; Peng, Jian; Bernard, Brady M.; Berry, Michael; Dong, Shengcheng; Boyle, Alan P.; Adhikari, Aashish; Chen, Jingqi; Hu, Zhiqiang; Wang, Robert; Wang, Yaqiong; Miller, Maximilian; Wang, Yanran; Bromberg, Yana; Turina, Paola; Capriotti, Emidio; Han, James J.; Ozturk, Kivilcim; Carter, Hannah; Babbi, Giulia; Bovo, Samuele; Di Lena, Pietro; Martelli, Pier Luigi; Savojardo, Castrense; Casadio, Rita; Cline, Melissa S.; De Baets, Greet; Bonache, Sandra; Díez, Orland; Gutiérrez-Enríquez, Sara; Fernández, Alejandro; Montalban, Gemma; Ootes, Lars; Özkan, Selen; Padilla, Natàlia; Riera, Casandra; De la Cruz, Xavier; Diekhans, Mark; Huwe, Peter J.; Wei, Qiong; Xu, Qifang; Dunbrack, Roland L.; Gotea, Valer; Elnitski, Laura; Margolin, Gennady; Fariselli, Piero; Kulakovskiy, Ivan V.; Makeev, Vsevolod J.; Penzar, Dmitry D.; Vorontsov, Ilya E.; Favorov, Alexander V.; Forman, Julia R.; Hasenahuer, Marcia; Fornasari, Maria S.; Parisi, Gustavo; Avsec, Ziga; Çelik, Muhammed H.; Nguyen, Thi Yen Duong; Gagneur, Julien; Shi, Fang-Yuan; Edwards, Matthew D.; Guo, Yuchun; Tian, Kevin; Zeng, Haoyang; Gifford, David K.; Göke, Jonathan; Zaucha, Jan; Gough, Julian; Ritchie, Graham R. S.; Frankish, Adam; Mudge, Jonathan M.; Harrow, Jennifer; Young, Erin L.; Yu, Yao; Huff, Chad D.; Murakami, Katsuhiko; Nagai, Yoko; Imanishi, Tadashi; Mungall, Christopher J.; Jacobsen, Julius O. B.; Kim, Dongsup; Jeong, Chan-Seok; Jones, David T.; Li, Mulin Jun; Guthrie, Violeta Beleva; Bhattacharya, Rohit; Chen, Yun-Ching; Douville, Christopher; Fan, Jean; Kim, Dewey; Masica, David; Niknafs, Noushin; Sengupta, Sohini; Tokheim, Collin; Turner, Tychele N.; Yeo, Hui Ting Grace; Karchin, Rachel; Shin, Sunyoung; Welch, Rene; Keles, Sunduz; Li, Yue; Kellis, Manolis; Corbi-Verge, Carles; Strokach, Alexey V.; Kim, Philip M.; Klein, Teri E.; Mohan, Rahul; Sinnott-Armstrong, Nicholas A.; Wainberg, Michael; Kundaje, Anshul; Gonzaludo, Nina; Mak, Angel C. Y.; Chhibber, Aparna; Lam, Hugo Y. K.; Dahary, Dvir; Fishilevich, Simon; Lancet, Doron; Lee, Insuk; Bachman, Benjamin; Katsonis, Panagiotis; Lua, Rhonald C.; Wilson, Stephen J.; Lichtarge, Olivier; Bhat, Rajendra R.; Sundaram, Laksshman; Viswanath, Vivek; Bellazzi, Riccardo; Nicora, Giovanna; Rizzo, Ettore; Limongelli, Ivan; Mezlini, Aziz M.; Chang, Ray; Kim, Serra; Lai, Carmen; O’Connor, Robert; Topper, Scott; van den Akker, Jeroen; Zhou, Alicia Y.; Zimmer, Anjali D.; Mishne, Gilad; Bergquist, Timothy R.; Breese, Marcus R.; Guerrero, Rafael F.; Jiang, Yuxiang; Kiga, Nikki; Li, Biao; Mort, Matthew; Pagel, Kymberleigh A.; Pejaver, Vikas; Stamboulian, Moses H.; Thusberg, Janita; Mooney, Sean D.; Teerakulkittipong, Nuttinee; Cao, Chen; Kundu, Kunal; Yin, Yizhou; Yu, Chen-Hsin; Kleyman, Michael; Lin, Chiao-Feng; Stackpole, Mary; Mount, Stephen M.; Eraslan, Gökcen; Mueller, Nikola S.; Naito, Tatsuhiko; Rao, Aliz R.; Azaria, Johnathan R.; Brodie, Aharon; Ofran, Yanay; Garg, Aditi; Pal, Debnath; Hawkins-Hooker, Alex; Kenlay, Henry; Reid, John; Mucaki, Eliseos J.; Rogan, Peter K.; Schwarz, Jana M.; Searls, David B.; Lee, Gyu Rie; Seok, Chaok; Krämer, Andreas; Shah, Sohela; Huang, ChengLai V.; Kirsch, Jack F.; Shatsky, Maxim; Cao, Yue; Chen, Haoran; Karimi, Mostafa; Moronfoye, Oluwaseyi; Sun, Yuanfei; Shen, Yang; Shigeta, Ron; Ford, Colby T.; Nodzak, Conor; Uppal, Aneeta; Shi, Xinghua; Joseph, Thomas; Kotte, Sujatha; Rana, Sadhna; Rao, Aditya; Saipradeep, V. G.; Sivadasan, Naveen; Sunderam, Uma; Stanke, Mario; Su, Andrew; Adzhubey, Ivan; Jordan, Daniel M.; Sunyaev, Shamil; Rousseau, Frederic; Schymkowitz, Joost; Van Durme, Joost; Tavtigian, Sean V.; Carraro, Marco; Giollo, Manuel; Tosatto, Silvio C. E.; Adato, Orit; Carmel, Liran; Cohen, Noa E.; Fenesh, Tzila; Holtzer, Tamar; Juven-Gershon, Tamar; Unger, Ron; Niroula, Abhishek; Olatubosun, Ayodeji; Väliaho, Jouni; Yang, Yang; Vihinen, Mauno; Wahl, Mary E.; Chang, Billy; Chong, Ka Chun; Hu, Inchi; Sun, Rui; Wu, William Ka Kei; Xia, Xiaoxuan; Zee, Benny C.; Wang, Maggie H.; Wang, Meng; Wu, Chunlei; Lu, Yutong; Chen, Ken; Yang, Yuedong; Yates, Christopher M.; Kreimer, Anat; Yan, Zhongxia; Yosef, Nir; Zhao, Huying; Wei, Zhipeng; Yao, Zhaomin; Zhou, Fengfeng; Folkman, Lukas; Zhou, Yaoqi; Daneshjou, Roxana; Altman, Russ B.; Inoue, Fumitaka; Ahituv, Nadav; Arkin, Adam P.; Lovisa, Federica; Bonvini, Paolo; Bowdin, Sarah; Gianni, Stefano; Mantuano, Elide; Minicozzi, Velia; Novak, Leonore; Pasquo, Alessandra; Pastore, Annalisa; Petrosino, Maria; Puglisi, Rita; Toto, Angelo; Veneziano, Liana; Chiaraluce, Roberta; Ball, Mad P.; Bobe, Jason R.; Church, George M.; Consalvi, Valerio; Cooper, David N.; Buckley, Bethany A.; Sheridan, Molly B.; Cutting, Garry R.; Scaini, Maria Chiara; Cygan, Kamil J.; Fredericks, Alger M.; Glidden, David T.; Neil, Christopher; Rhine, Christy L.; Fairbrother, William G.; Alontaga, Aileen Y.; Fenton, Aron W.; Matreyek, Kenneth A.; Starita, Lea M.; Fowler, Douglas M.; Löscher, Britt-Sabina; Franke, Andre; Adamson, Scott I.; Graveley, Brenton R.; Gray, Joe W.; Malloy, Mary J.; Kane, John P.; Kousi, Maria; Katsanis, Nicholas; Schubach, Max; Kircher, Martin; Mak, Angel C. 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P.; Kahn, Scott; O’Donnell-Luria, Anne; Ng, Pauline C.; Shon, John; Veltman, Joris; Zook, Justin M.
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