Using ALoFT to determine the impact of putative loss-of-function variants in protein-coding genes

被引:42
作者
Balasubramanian, Suganthi [1 ,2 ,6 ]
Fu, Yao [1 ,7 ]
Pawashe, Mayur [2 ]
McGillivray, Patrick [2 ]
Jin, Mike [2 ]
Liu, Jeremy [2 ]
Karczewski, Konrad J. [3 ,4 ]
MacArthur, Daniel G. [3 ,4 ]
Gerstein, Mark [1 ,2 ,5 ]
机构
[1] Yale Univ, Program Computat Biol & Bioinformat, New Haven, CT 06520 USA
[2] Yale Univ, Mol Biophys & Biochem Dept, New Haven, CT 06520 USA
[3] Massachusetts Gen Hosp, Analyt & Translat Genet Unit, Boston, MA 02114 USA
[4] Broad Inst MIT & Harvard, Program Med & Populat Genet, Cambridge, MA 02142 USA
[5] Yale Univ, Dept Comp Sci, POB 2158, New Haven, CT 06520 USA
[6] Regeneron Genet Ctr, Tarrytown, NY 10591 USA
[7] Bina Technol, Belmont, CA 94002 USA
基金
美国国家卫生研究院;
关键词
DE-NOVO MUTATIONS; DISEASE; IDENTIFICATION; ASSOCIATION; CHALLENGES; DISORDERS; FRAMEWORK; NETWORK; TARGETS; EXOMES;
D O I
10.1038/s41467-017-00443-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Variants predicted to result in the loss of function of human genes have attracted interest because of their clinical impact and surprising prevalence in healthy individuals. Here, we present ALoFT (annotation of loss-of-function transcripts), a method to annotate and predict the disease-causing potential of loss-of-function variants. Using data from Mendelian disease-gene discovery projects, we show that ALoFT can distinguish between loss-offunction variants that are deleterious as heterozygotes and those causing disease only in the homozygous state. Investigation of variants discovered in healthy populations suggests that each individual carries at least two heterozygous premature stop alleles that could potentially lead to disease if present as homozygotes. When applied to de novo putative loss-of-function variants in autism-affected families, ALoFT distinguishes between deleterious variants in patients and benign variants in unaffected siblings. Finally, analysis of somatic variants in > 6500 cancer exomes shows that putative loss-of-function variants predicted to be deleterious by ALoFT are enriched in known driver genes.
引用
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页数:11
相关论文
共 72 条
[1]
Accelerating Novel Candidate Gene Discovery in Neurogenetic Disorders via Whole-Exome Sequencing of Prescreened Multiplex Consanguineous Families [J].
Alazami, Anas M. ;
Patel, Nisha ;
Shamseldin, Hanan E. ;
Anazi, Shamsa ;
Al-Dosari, Mohammed S. ;
Alzahrani, Fatema ;
Hijazi, Hadia ;
Alshammari, Muneera ;
Aldahmesh, Mohammed A. ;
Salih, Mustafa A. ;
Faqeih, Eissa ;
Alhashem, Amal ;
Bashiri, Fahad A. ;
Al-Owain, Mohammed ;
Kentab, Amal Y. ;
Sogaty, Sameera ;
Al Tala, Saeed ;
Temsah, Mohamad-Hani ;
Tulbah, Maha ;
Aljelaify, Rasha F. ;
Alshahwan, Saad A. ;
Seidahmed, Mohammed Zain ;
Alhadid, Adnan A. ;
Aldhalaan, Hesham ;
AlQallaf, Fatema ;
Kurdi, Wesam ;
Alfadhel, Majid ;
Babay, Zainab ;
Alsogheer, Mohammad ;
Kaya, Namik ;
Al-Hassnan, Zuhair N. ;
Abdel-Salam, Ghada M. H. ;
Al-Sannaa, Nouriya ;
Al Mutairi, Fuad ;
El Khashab, Heba Y. ;
Bohlega, Saeed ;
Jia, Xiaofei ;
Nguyen, Henry C. ;
Hammami, Rakad ;
Adly, Nouran ;
Mohamed, Jawahir Y. ;
Abdulwahab, Firdous ;
Ibrahim, Niema ;
Naim, Ewa A. ;
Al-Younes, Banan ;
Meyer, Brian F. ;
Hashem, Mais ;
Shaheen, Ranad ;
Xiong, Yong ;
Abouelhoda, Mohamed .
CELL REPORTS, 2015, 10 (02) :148-161
[2]
Signatures of mutational processes in human cancer [J].
Alexandrov, Ludmil B. ;
Nik-Zainal, Serena ;
Wedge, David C. ;
Aparicio, Samuel A. J. R. ;
Behjati, Sam ;
Biankin, Andrew V. ;
Bignell, Graham R. ;
Bolli, Niccolo ;
Borg, Ake ;
Borresen-Dale, Anne-Lise ;
Boyault, Sandrine ;
Burkhardt, Birgit ;
Butler, Adam P. ;
Caldas, Carlos ;
Davies, Helen R. ;
Desmedt, Christine ;
Eils, Roland ;
Eyfjord, Jorunn Erla ;
Foekens, John A. ;
Greaves, Mel ;
Hosoda, Fumie ;
Hutter, Barbara ;
Ilicic, Tomislav ;
Imbeaud, Sandrine ;
Imielinsk, Marcin ;
Jaeger, Natalie ;
Jones, David T. W. ;
Jones, David ;
Knappskog, Stian ;
Kool, Marcel ;
Lakhani, Sunil R. ;
Lopez-Otin, Carlos ;
Martin, Sancha ;
Munshi, Nikhil C. ;
Nakamura, Hiromi ;
Northcott, Paul A. ;
Pajic, Marina ;
Papaemmanuil, Elli ;
Paradiso, Angelo ;
Pearson, John V. ;
Puente, Xose S. ;
Raine, Keiran ;
Ramakrishna, Manasa ;
Richardson, Andrea L. ;
Richter, Julia ;
Rosenstiel, Philip ;
Schlesner, Matthias ;
Schumacher, Ton N. ;
Span, Paul N. ;
Teague, Jon W. .
NATURE, 2013, 500 (7463) :415-+
[3]
Human knockout research: new horizons and opportunities [J].
Alkuraya, Fowzan S. .
TRENDS IN GENETICS, 2015, 31 (02) :108-115
[4]
An integrated map of genetic variation from 1,092 human genomes [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Schmidt, Jeanette P. ;
Sherry, Stephen T. ;
Wang, Jun ;
Wilson, Richard K. ;
Gibbs, Richard A. ;
Dinh, Huyen ;
Kovar, Christie ;
Lee, Sandra ;
Lewis, Lora ;
Muzny, Donna ;
Reid, Jeff ;
Wang, Min ;
Wang, Jun ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Li, Zhuo ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Su, Zhe ;
Tai, Shuaishuai ;
Tang, Meifang .
NATURE, 2012, 491 (7422) :56-65
[5]
[Anonymous], 2015, Nature, DOI [DOI 10.1038/NATURE15393, 10.1038/nature15393]
[6]
[Anonymous], CURR PROTOC HUM GENE
[7]
Truncating and missense BMPR2 mutations differentially affect the severity of heritable pulmonary arterial hypertension [J].
Austin, Eric D. ;
Phillips, John A. ;
Cogan, Joy D. ;
Hamid, Rizwan ;
Yu, Chang ;
Stanton, Krista C. ;
Phillips, Charles A. ;
Wheeler, Lisa A. ;
Robbins, Ivan M. ;
Newman, John H. ;
Loyd, James E. .
RESPIRATORY RESEARCH, 2009, 10
[8]
Gene inactivation and its implications for annotation in the era of personal genomics [J].
Balasubramanian, Suganthi ;
Habegger, Lukas ;
Frankish, Adam ;
MacArthur, Daniel G. ;
Harte, Rachel ;
Tyler-Smith, Chris ;
Harrow, Jennifer ;
Gerstein, Mark .
GENES & DEVELOPMENT, 2011, 25 (01) :1-10
[9]
Carrier Testing for Severe Childhood Recessive Diseases by Next-Generation Sequencing [J].
Bell, Callum J. ;
Dinwiddie, Darrell L. ;
Miller, Neil A. ;
Hateley, Shannon L. ;
Ganusova, Elena E. ;
Mudge, Joann ;
Langley, Ray J. ;
Zhang, Lu ;
Lee, Clarence C. ;
Schilkey, Faye D. ;
Sheth, Vrunda ;
Woodward, Jimmy E. ;
Peckham, Heather E. ;
Schroth, Gary P. ;
Kim, Ryan W. ;
Kingsmore, Stephen F. .
SCIENCE TRANSLATIONAL MEDICINE, 2011, 3 (65)
[10]
An informatics approach to analyzing the incidentalome [J].
Berg, Jonathan S. ;
Adams, Michael ;
Nassar, Nassib ;
Bizon, Chris ;
Lee, Kristy ;
Schmitt, Charles P. ;
Wilhelmsen, Kirk C. ;
Evans, James P. .
GENETICS IN MEDICINE, 2013, 15 (01) :36-44