Functional annotation of rare structural variation in the human brain

被引:30
作者
Han, Lide [1 ,2 ]
Zhao, Xuefang [3 ,4 ,5 ,6 ]
Benton, Mary Lauren [2 ,7 ]
Perumal, Thaneer [8 ]
Collins, Ryan L. [3 ,4 ,9 ]
Hoffman, Gabriel E. [10 ,11 ]
Johnson, Jessica S. [10 ]
Sloofman, Laura [10 ]
Wang, Harold Z. [3 ,4 ]
Stone, Matthew R. [3 ,4 ]
Brennand, Kristen J. [10 ]
Brand, Harrison [3 ,4 ,5 ,6 ]
Sieberts, Solveig K. [8 ]
Marenco, Stefano [12 ]
Peters, Mette A. [8 ]
Lipska, Barbara K. [12 ]
Roussos, Panos [10 ,11 ,13 ,14 ]
Capra, John A. [2 ,7 ,15 ]
Talkowski, Michael [3 ,4 ,5 ,6 ,9 ,16 ]
Ruderfer, Douglas M. [1 ,2 ,7 ,17 ]
机构
[1] Vanderbilt Univ, Med Ctr, Dept Med, Div Genet Med, Nashville, TN 37235 USA
[2] Vanderbilt Univ, Med Ctr, Vanderbilt Genet Inst, Nashville, TN 37235 USA
[3] Broad Inst Harvard & MIT MIT, Program Med & Populat Genet, Cambridge, MA USA
[4] Massachusetts Gen Hosp, Ctr Genom Med, Boston, MA 02114 USA
[5] Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02114 USA
[6] Harvard Med Sch, Boston, MA 02114 USA
[7] Vanderbilt Univ, Dept Biomed Informat, Med Ctr, Nashville, TN USA
[8] Sage Bionetworks, Seattle, WA USA
[9] Harvard Med Sch, Div Med Sci, Boston, MA 02115 USA
[10] Icahn Sch Med Mt Sinai, Dept Psychiat, Pamela Sklar Div Psychiat Genom, New York, NY 10029 USA
[11] Icahn Sch Med Mt Sinai, Icahn Inst Data Sci & Genom Sci, Dept Genet & Genom Sci, New York, NY 10029 USA
[12] NIMH, Human Brain Collect Core, Intramural Res Program, NIH, Bethesda, MD 20892 USA
[13] Icahn Sch Med Mt Sinai, Friedman Brain Inst, New York, NY 10029 USA
[14] JJ Peters VA Med Ctr, Psychiat, Bronx, NY USA
[15] Vanderbilt Univ, Dept Biol Sci, 221 Kirkland Hall, Nashville, TN 37235 USA
[16] Broad Inst Harvard & MIT, Stanley Ctr Psychiat Res, Cambridge, MA USA
[17] Vanderbilt Univ, Dept Psychiat & Behav Sci, Med Ctr, Nashville, TN 37235 USA
基金
美国国家卫生研究院;
关键词
COPY NUMBER VARIATION; GENE-EXPRESSION; RNA-SEQ; DE-NOVO; IMPACT; GENOME; VARIANTS; TOOL; DISCOVERY; ELEMENTS;
D O I
10.1038/s41467-020-16736-1
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
07 ; 0710 ; 09 ;
摘要
Structural variants (SVs) contribute to many disorders, yet, functionally annotating them remains a major challenge. Here, we integrate SVs with RNA-sequencing from human post-mortem brains to quantify their dosage and regulatory effects. We show that genic and regulatory SVs exist at significantly lower frequencies than intergenic SVs. Functional impact of copy number variants (CNVs) stems from both the proportion of genic and regulatory content altered and loss-of-function intolerance of the gene. We train a linear model to predict expression effects of rare CNVs and use it to annotate regulatory disruption of CNVs from 14,891 independent genome-sequenced individuals. Pathogenic deletions implicated in neurodevelopmental disorders show significantly more extreme regulatory disruption scores and if rank ordered would be prioritized higher than using frequency or length alone. This work shows the deleteriousness of regulatory SVs, particularly those altering CTCF sites and provides a simple approach for functionally annotating the regulatory consequences of CNVs. Structural variants (SVs) contribute to the genetic architecture of many brain-related disorders. Here, the authors integrate SV calls from genome sequencing (n=755) with RNA-seq data (n=629) from post-mortem dorsal lateral prefrontal cortex to annotate the gene regulatory effects of SVs in the human brain and their potential to contribute to disease.
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页数:13
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[31]   Genome-wide Transcriptome Profiling Reveals the Functional Impact of Rare De Novo and Recurrent CNVs in Autism Spectrum Disorders [J].
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Chu, Su H. ;
Klei, Lambertus ;
Cai, Chaochao ;
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Lowe, Jennifer K. ;
Hurles, Matthew E. ;
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State, Matthew W. ;
Geschwind, Daniel H. .
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[32]   A Systematic Survey of Loss-of-Function Variants in Human Protein-Coding Genes [J].
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Frankish, Adam ;
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Morris, James ;
Walter, Klaudia ;
Jostins, Luke ;
Habegger, Lukas ;
Pickrell, Joseph K. ;
Montgomery, Stephen B. ;
Albers, Cornelis A. ;
Zhang, Zhengdong D. ;
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Pritchard, Jonathan K. ;
Barrett, Jeffrey C. ;
Harrow, Jennifer ;
Hurles, Matthew E. ;
Gerstein, Mark B. .
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[33]   Copy Number Variations and Cognitive Phenotypes in Unselected Populations [J].
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Mace, Aurelien ;
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Shihab, Hashem A. ;
Maillard, Anne M. ;
Alavere, Helene ;
Kolk, Anneli ;
Reigo, Anu ;
Mihailov, Evelin ;
Leitsalu, Liis ;
Ferreira, Anne-Maud ;
Noukas, Margit ;
Teumer, Alexander ;
Salvi, Erika ;
Cusi, Daniele ;
McGue, Matt ;
Iacono, William G. ;
Gaunt, Tomr. ;
Beckmann, Jacques S. ;
Jacquemont, Sebastien ;
Kutalik, Zoltan ;
Pankratz, Nathan ;
Timpson, Nicholas ;
Metspalu, Andres ;
Reymond, Alexandre .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2015, 313 (20) :2044-2054
[34]   Contribution of copy number variants to schizophrenia from a genome-wide study of 41,321 subjects [J].
Marshall, Christian R. ;
Howrigan, Daniel P. ;
Merico, Daniele ;
Thiruvahindrapuram, Bhooma ;
Wu, Wenting ;
Greer, Douglas S. ;
Antaki, Danny ;
Shetty, Aniket ;
Holmans, Peter A. ;
Pinto, Dalila ;
Gujral, Madhusudan ;
Brandler, William M. ;
Malhotra, Dheeraj ;
Wang, Zhouzhi ;
Fajarado, Karin V. Fuentes ;
Maile, Michelle S. ;
Ripke, Stephan ;
Agartz, Ingrid ;
Albus, Margot ;
Alexander, Madeline ;
Amin, Farooq ;
Atkins, Joshua ;
Bacanu, Silviu A. ;
Belliveau, Richard A., Jr. ;
Bergen, Sarah E. ;
Ertalan, Marcelo ;
Bevilacqua, Elizabeth ;
Bigdeli, Tim B. ;
Black, Donald W. ;
Bruggeman, Richard ;
Buccola, Nancy G. ;
Buckner, Randy L. ;
Bulik-Sullivan, Brendan ;
Byerley, William ;
Cahn, Wiepke ;
Cai, Guiqing ;
Cairns, Murray J. ;
Campion, Dominique ;
Cantor, Rita M. ;
Carr, Vaughan J. ;
Carrera, Noa ;
Catts, Stanley V. ;
Chambert, Kimberley D. ;
Cheng, Wei ;
Cloninger, C. Robert ;
Cohen, David ;
Cormican, Paul ;
Craddock, Nick ;
Crespo-Facorro, Benedicto ;
Crowley, James J. .
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[35]   On lines and planes of closest fit to systems of points in space. [J].
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[36]   PLINK: A tool set for whole-genome association and population-based linkage analyses [J].
Purcell, Shaun ;
Neale, Benjamin ;
Todd-Brown, Kathe ;
Thomas, Lori ;
Ferreira, Manuel A. R. ;
Bender, David ;
Maller, Julian ;
Sklar, Pamela ;
de Bakker, Paul I. W. ;
Daly, Mark J. ;
Sham, Pak C. .
AMERICAN JOURNAL OF HUMAN GENETICS, 2007, 81 (03) :559-575
[37]   DELLY: structural variant discovery by integrated paired-end and split-read analysis [J].
Rausch, Tobias ;
Zichner, Thomas ;
Schlattl, Andreas ;
Stuetz, Adrian M. ;
Benes, Vladimir ;
Korbel, Jan O. .
BIOINFORMATICS, 2012, 28 (18) :I333-I339
[38]   limma powers differential expression analyses for RNA-sequencing and microarray studies [J].
Ritchie, Matthew E. ;
Phipson, Belinda ;
Wu, Di ;
Hu, Yifang ;
Law, Charity W. ;
Shi, Wei ;
Smyth, Gordon K. .
NUCLEIC ACIDS RESEARCH, 2015, 43 (07) :e47
[39]   Effect of predicted protein-truncating genetic variants on the human transcriptome [J].
Rivas, Manuel A. ;
Pirinen, Matti ;
Conrad, Donald F. ;
Lek, Monkol ;
Tsang, Emily K. ;
Karczewski, Konrad J. ;
Maller, Julian B. ;
Kukurba, Kimberly R. ;
DeLuca, David S. ;
Fromer, Menachem ;
Ferreira, Pedro G. ;
Smith, Kevin S. ;
Zhang, Rui ;
Zhao, Fengmei ;
Banks, Eric ;
Poplin, Ryan ;
Ruderfer, Douglas M. ;
Purcell, Shaun M. ;
Tukiainen, Taru ;
Minikel, Eric V. ;
Stenson, Peter D. ;
Cooper, David N. ;
Huang, Katharine H. ;
Sullivan, Timothy J. ;
Nedzel, Jared ;
Bustamante, Carlos D. ;
Li, Jin Billy ;
Daly, Mark J. ;
Guigo, Roderic ;
Donnelly, Peter ;
Ardlie, Kristin ;
Sammeth, Michael ;
Dermitzakis, Emmanouil T. ;
McCarthy, Mark I. ;
Montgomery, Stephen B. ;
Lappalainen, Tuuli ;
MacArthur, Daniel G. .
SCIENCE, 2015, 348 (6235) :666-669
[40]   Patterns of genic intolerance of rare copy number variation in 59,898 human exomes [J].
Ruderfer, Douglas M. ;
Hamamsy, Tymor ;
Lek, Monkol ;
Karczewski, Konrad J. ;
Kavanagh, David ;
Samocha, Kaitlin E. ;
Daly, Mark J. ;
MacArthur, Daniel G. ;
Fromer, Menachem ;
Purcell, Shaun M. .
NATURE GENETICS, 2016, 48 (10) :1107-1111