학술논문
CAGI, the Critical Assessment of Genome Interpretation, establishes progress and prospects for computational genetic variant interpretation methods
Document Type
Academic Journal
Author
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; üzkan, 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; 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.
Source
Genome Biology (Online Edition). February 22, 2024, Vol. 25 Issue 1
Subject
Language
English
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 five 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 difficult-to-diagnose cases, and extends to interpretation of cancer-related variants. Missense variant interpretation methods were able to estimate biochemical effects with increasing accuracy. Assessment of methods for regulatory variants and complex trait disease risk was less definitive 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 large, robust datasets for training and assessment promise further progress ahead.
Author(s): Shantanu Jain[sup.1,1], Constantina Bakolitsa[sup.1], Steven E. Brenner[sup.1], Predrag Radivojac[sup.1], John Moult[sup.1], Susanna Repo[sup.1], Roger A. Hoskins[sup.1], Gaia Andreoletti[sup.1], Daniel Barsky[sup.1], Ajithavalli Chellapan[sup.1], Hoyin Chu[sup.1], Navya Dabbiru[sup.1], Naveen K. Kollipara[sup.1], [...]
Author(s): Shantanu Jain[sup.1,1], Constantina Bakolitsa[sup.1], Steven E. Brenner[sup.1], Predrag Radivojac[sup.1], John Moult[sup.1], Susanna Repo[sup.1], Roger A. Hoskins[sup.1], Gaia Andreoletti[sup.1], Daniel Barsky[sup.1], Ajithavalli Chellapan[sup.1], Hoyin Chu[sup.1], Navya Dabbiru[sup.1], Naveen K. Kollipara[sup.1], [...]