The human gene damage index as a gene-level approach to prioritizing exome variants

被引:188
作者
Itan, Yuval [1 ]
Shang, Lei [1 ]
Boisson, Bertrand [1 ]
Patin, Etienne [2 ,3 ]
Bolze, Alexandre [1 ]
Moncada-Velez, Marcela [1 ,4 ]
Scott, Eric [5 ]
Ciancanelli, Michael J. [1 ]
Lafaille, Fabien G. [1 ]
Markle, Janet G. [1 ]
Martinez-Barricarte, Ruben [1 ]
de Jong, Sarah Jill [1 ]
Kong, Xiao-Fei [1 ]
Nitschke, Patrick [6 ]
Belkadi, Aziz [7 ,8 ]
Bustamante, Jacinta [1 ,7 ,8 ,9 ]
Puel, Anne [7 ,8 ]
Boisson-Dupuis, Stephanie [1 ,7 ,8 ]
Stenson, Peter D. [10 ]
Gleeson, Joseph G. [11 ,12 ,13 ]
Cooper, David N. [10 ]
Quintana-Murci, Lluis [2 ,3 ]
Claverie, Jean-Michel [14 ,15 ]
Zhang, Shen-Ying [1 ,7 ,8 ]
Abel, Laurent [1 ,7 ,8 ]
Casanova, Jean-Laurent [1 ,7 ,8 ,13 ,16 ]
机构
[1] Rockefeller Univ, Rockefeller Branch, St Giles Lab Human Genet Infect Dis, New York, NY 10065 USA
[2] Inst Pasteur, Human Evolutionary Genet Unit, F-75015 Paris, France
[3] CNRS, URA 3012, Paris, France
[4] Univ Antioquia UdeA, Fac Med, Grp Primary Immunodeficiencies, Medellin, Colombia
[5] Univ Calif San Diego, Dept Neurosci, Neurogenet Lab, San Diego, CA 92093 USA
[6] Univ Paris 05, Bioinformat Platform, F-75015 Paris, France
[7] Necker Hosp Sick Children, Lab Human Genet Infect Dis, Necker Branch, INSERM,U1163, F-75015 Paris, France
[8] Paris Descartes Univ, Imagine Inst, F-75015 Paris, France
[9] Necker Hosp Sick Children, Ctr Study Primary Immunodeficiencies, Paris, France
[10] Cardiff Univ, Inst Med Genet, Cardiff CF14 4XN, S Glam, Wales
[11] Rockefeller Univ, Lab Pediat Brain Dis, New York, NY 10065 USA
[12] New York Genome Ctr, New York, NY 10013 USA
[13] Howard Hughes Med Inst, New York, NY 10065 USA
[14] Aix Marseille Univ, APHM, F-13288 Marseille, France
[15] Aix Marseille Univ, Struct & Genom Informat Lab, CNRS, UMR7256, F-13288 Marseille, France
[16] Necker Hosp Sick Children, Pediat Hematol Immunol Unit, F-75015 Paris, France
基金
美国国家卫生研究院; 欧洲研究理事会; 加拿大健康研究院;
关键词
mutational damage; gene-level; gene prioritization; variant prioritization; next generation sequencing; PRIMARY IMMUNODEFICIENCY; GENOME; FRAMEWORK; DISEASES; TOOL; LESSONS; IMPACT; PYTHON;
D O I
10.1073/pnas.1518646112
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
The protein-coding exome of a patient with a monogenic disease contains about 20,000 variants, only one or two of which are disease causing. We found that 58% of rare variants in the protein-coding exome of the general population are located in only 2% of the genes. Prompted by this observation, we aimed to develop a gene-level approach for predicting whether a given human protein-coding gene is likely to harbor disease-causing mutations. To this end, we derived the gene damage index (GDI): a genome-wide, gene-level metric of the mutational damage that has accumulated in the general population. We found that the GDI was correlated with selective evolutionary pressure, protein complexity, coding sequence length, and the number of paralogs. We compared GDI with the leading gene-level approaches, genic intolerance, and de novo excess, and demonstrated that GDI performed best for the detection of false positives (i.e., removing exome variants in genes irrelevant to disease), whereas genic intolerance and de novo excess performed better for the detection of true positives (i.e., assessing de novo mutations in genes likely to be disease causing).
引用
收藏
页码:13615 / 13620
页数:6
相关论文
共 64 条
[1]
A method and server for predicting damaging missense mutations [J].
Adzhubei, Ivan A. ;
Schmidt, Steffen ;
Peshkin, Leonid ;
Ramensky, Vasily E. ;
Gerasimova, Anna ;
Bork, Peer ;
Kondrashov, Alexey S. ;
Sunyaev, Shamil R. .
NATURE METHODS, 2010, 7 (04) :248-249
[2]
Primary immunodeficiency diseases: an update on the classification from the International Union of Immunological Societies Expert Committee for Primary Immunodeficiency [J].
Al-Herz, Waleed ;
Bousfiha, Aziz ;
Casanova, Jean-Laurent ;
Chatila, Talal ;
Conley, Mary Ellen ;
Cunningham-Rundles, Charlotte ;
Etzioni, Amos ;
Franco, Jose Luis ;
Gaspar, H. Bobby ;
Holland, Steven M. ;
Klein, Christoph ;
Nonoyama, Shigeaki ;
Ochs, Hans D. ;
Oksenhendler, Erik ;
Picard, Capucine ;
Puck, Jennifer M. ;
Sullivan, Kate ;
Tang, Mimi L. K. .
FRONTIERS IN IMMUNOLOGY, 2014, 5
[3]
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
[4]
[Anonymous], 2007, Int. J. Math. Models Methods Appl. Sci.
[5]
Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[6]
How did alternative splicing evolve? [J].
Ast, G .
NATURE REVIEWS GENETICS, 2004, 5 (10) :773-782
[7]
Exome sequencing as a tool for Mendelian disease gene discovery [J].
Bamshad, Michael J. ;
Ng, Sarah B. ;
Bigham, Abigail W. ;
Tabor, Holly K. ;
Emond, Mary J. ;
Nickerson, Deborah A. ;
Shendure, Jay .
NATURE REVIEWS GENETICS, 2011, 12 (11) :745-755
[8]
Whole-genome sequencing is more powerful than whole-exome sequencing for detecting exome variants [J].
Belkadi, Aziz ;
Bolze, Alexandre ;
Itan, Yuval ;
Cobat, Aurelie ;
Vincent, Quentin B. ;
Antipenko, Alexander ;
Shang, Lei ;
Boisson, Bertrand ;
Casanova, Jean-Laurent ;
Abel, Laurent .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2015, 112 (17) :5473-5478
[9]
Ribosomal Protein SA Haploinsufficiency in Humans with Isolated Congenital Asplenia [J].
Bolze, Alexandre ;
Mahlaoui, Nizar ;
Byun, Minji ;
Turner, Bridget ;
Trede, Nikolaus ;
Ellis, Steven R. ;
Abhyankar, Avinash ;
Itan, Yuval ;
Patin, Etienne ;
Brebner, Samuel ;
Sackstein, Paul ;
Puel, Anne ;
Picard, Capucine ;
Abel, Laurent ;
Quintana-Murci, Lluis ;
Faust, Saul N. ;
Williams, Anthony P. ;
Baretto, Richard ;
Duddridge, Michael ;
Kini, Usha ;
Pollard, Andrew J. ;
Gaud, Catherine ;
Frange, Pierre ;
Orbach, Daniel ;
Emile, Lean-Francois ;
Stephan, Jean-Louis ;
Sorensen, Ricardo ;
Plebani, Alessandro ;
Hammarstrom, Lennart ;
Conley, Mary Ellen ;
Selleri, Licia ;
Casanova, Jean-Laurent .
SCIENCE, 2013, 340 (6135) :976-978
[10]
Evolution and disorder [J].
Brown, Celeste J. ;
Johnson, Audra K. ;
Dunker, A. Keith ;
Daughdrill, Gary W. .
CURRENT OPINION IN STRUCTURAL BIOLOGY, 2011, 21 (03) :441-446