Identifying causal genes for stroke via integrating the proteome and transcriptome from brain and blood

被引:23
作者
Wu, Bang-Sheng [1 ,2 ,3 ]
Chen, Shu-Fen [1 ,2 ,3 ]
Huang, Shu-Yi [1 ,2 ,3 ]
Ou, Ya-Nan [4 ]
Deng, Yue-Ting [1 ,2 ,3 ]
Chen, Shi-Dong [1 ,2 ,3 ]
Dong, Qiang [1 ,2 ,3 ]
Yu, Jin-Tai [1 ,2 ,3 ]
机构
[1] Fudan Univ, Natl Ctr Neurol Disorders, Dept Neurol, Shanghai, Peoples R China
[2] Fudan Univ, Natl Ctr Neurol Disorders, Inst Neurol, Huashan Hosp,State Key Lab Med Neurobiol, Shanghai, Peoples R China
[3] Fudan Univ, Natl Ctr Neurol Disorders, MOE Frontiers Ctr Brain Sci, Shanghai Med Coll, Shanghai, Peoples R China
[4] Qingdao Univ, Qingdao Municipal Hosp, Dept Neurol, Qingdao, Peoples R China
基金
中国国家自然科学基金;
关键词
Stroke; Proteome-wide association study; Transcriptome-wide association study; Mendelian randomization; Bayesian colocalization; GENOME-WIDE ASSOCIATION; MENDELIAN RANDOMIZATION; ISCHEMIC-STROKE; PROTEINS; RISK; BURDEN;
D O I
10.1186/s12967-022-03377-9
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Background Genome-wide association studies (GWAS) have revealed numerous loci associated with stroke. However, the underlying mechanisms at these loci in the pathogenesis of stroke and effective stroke drug targets are elusive. Therefore, we aimed to identify causal genes in the pathogenesis of stroke and its subtypes. Methods Utilizing multidimensional high-throughput data generated, we integrated proteome-wide association study (PWAS), transcriptome-wide association study (TWAS), Mendelian randomization (MR), and Bayesian colocalization analysis to prioritize genes that contribute to stroke and its subtypes risk via affecting their expression and protein abundance in brain and blood. Results Our integrative analysis revealed that ICA1L was associated with small-vessel stroke (SVS), according to robust evidence at both protein and transcriptional levels based on brain-derived data. We also identified NBEAL1 that was causally related to SVS via its cis-regulated brain expression level. In blood, we identified 5 genes (MMP12, SCARF1, ABO, F11, and CKAP2) that had causal relationships with stroke and stroke subtypes. Conclusions Together, via using an integrative analysis to deal with multidimensional data, we prioritized causal genes in the pathogenesis of SVS, which offered hints for future biological and therapeutic studies.
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页数:11
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共 51 条
[1]   The PsychENCODE project [J].
Akbarian, Schahram ;
Liu, Chunyu ;
Knowles, James A. ;
Vaccarino, Flora M. ;
Farnham, Peggy J. ;
Crawford, Gregory E. ;
Jaffe, Andrew E. ;
Pinto, Dalila ;
Dracheva, Stella ;
Geschwind, Daniel H. ;
Mill, Jonathan ;
Nairn, Angus C. ;
Abyzov, Alexej ;
Pochareddy, Sirisha ;
Prabhakar, Shyam ;
Weissman, Sherman ;
Sullivan, Patrick F. ;
State, Matthew W. ;
Weng, Zhiping ;
Peters, Mette A. ;
White, Kevin P. ;
Gerstein, Mark B. ;
Amiri, Anahita ;
Armoskus, Chris ;
Ashley-Koch, Allison E. ;
Bae, Taejeong ;
Beckel-Mitchener, Andrea ;
Berman, Benjamin P. ;
Coetzee, Gerhard A. ;
Coppola, Gianfilippo ;
Francoeur, Nancy ;
Fromer, Menachem ;
Gao, Robert ;
Grennan, Kay ;
Herstein, Jennifer ;
Kavanagh, David H. ;
Ivanov, Nikolay A. ;
Jiang, Yan ;
Kitchen, Robert R. ;
Kozlenkov, Alexey ;
Kundakovic, Marija ;
Li, Mingfeng ;
Li, Zhen ;
Liu, Shuang ;
Mangravite, Lara M. ;
Mattei, Eugenio ;
Markenscoff-Papadimitriou, Eirene ;
Navarro, Fabio C. P. ;
North, Nicole ;
Omberg, Larsson .
NATURE NEUROSCIENCE, 2015, 18 (12) :1707-1712
[2]   Identifying drug targets for neurological and psychiatric disease via genetics and the brain transcriptome [J].
Baird, Denis A. ;
Liu, Jimmy Z. ;
Zheng, Jie ;
Sieberts, Solveig K. ;
Perumal, Thanneer ;
Elsworth, Benjamin ;
Richardson, Tom G. ;
Chen, Chia-Yen ;
Carrasquillo, Minerva M. ;
Allen, Mariet ;
Reddy, Joseph S. ;
De Jager, Philip L. ;
Ertekin-Taner, Nilufer ;
Mangravite, Lara M. ;
Logsdon, Ben ;
Estrada, Karol ;
Haycock, Philip C. ;
Hemani, Gibran ;
Runz, Heiko ;
Smith, George Davey ;
Gaunt, Tom R. .
PLOS GENETICS, 2021, 17 (01)
[3]   Genome-wide association study identifies a variant in HDAC9 associated with large vessel ischemic stroke [J].
Bellenguez, Celine ;
Bevan, Steve ;
Gschwendtner, Andreas ;
Spencer, Chris C. A. ;
Burgess, Annette I. ;
Pirinen, Matti ;
Jackson, Caroline A. ;
Traylor, Matthew ;
Strange, Amy ;
Su, Zhan ;
Band, Gavin ;
Syme, Paul D. ;
Malik, Rainer ;
Pera, Joanna ;
Norrving, Bo ;
Lemmens, Robin ;
Freeman, Colin ;
Schanz, Renata ;
James, Tom ;
Poole, Deborah ;
Murphy, Lee ;
Segal, Helen ;
Cortellini, Lynelle ;
Cheng, Yu-Ching ;
Woo, Daniel ;
Nalls, Michael A. ;
Mueller-Myhsok, Bertram ;
Meisinger, Christa ;
Seedorf, Udo ;
Ross-Adams, Helen ;
Boonen, Steven ;
Wloch-Kopec, Dorota ;
Valant, Valerie ;
Slark, Julia ;
Furie, Karen ;
Delavaran, Hossein ;
Langford, Cordelia ;
Deloukas, Panos ;
Edkins, Sarah ;
Hunt, Sarah ;
Gray, Emma ;
Dronov, Serge ;
Peltonen, Leena ;
Gretarsdottir, Solveig ;
Thorleifsson, Gudmar ;
Thorsteinsdottir, Unnur ;
Stefansson, Kari ;
Boncoraglio, Giorgio B. ;
Parati, Eugenio A. ;
Attia, John .
NATURE GENETICS, 2012, 44 (03) :328-U141
[4]   Gene variants associated with deep vein thrombosis [J].
Bezemer, Irene D. ;
Bare, Lance A. ;
Doggen, Carine J. M. ;
Arellano, Andre R. ;
Tong, Carmen ;
Rowland, Charles M. ;
Catanese, Joseph ;
Young, Bradford A. ;
Reitsma, Pieter H. ;
Devlin, James J. ;
Rosendaal, Frits R. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2008, 299 (11) :1306-1314
[5]   NBEAL1 controls SREBP2 processing and cholesterol metabolism and is a susceptibility locus for coronary artery disease [J].
Bindesboll, Christian ;
Aas, Aleksander ;
Ogmundsdottir, Margret Helga ;
Pankiv, Serhiy ;
Reine, Trine ;
Zoncu, Roberto ;
Simonsen, Anne .
SCIENTIFIC REPORTS, 2020, 10 (01)
[6]   mRNAs, proteins and the emerging principles of gene expression control [J].
Buccitelli, Christopher ;
Selbach, Matthias .
NATURE REVIEWS GENETICS, 2020, 21 (10) :630-644
[7]  
Burgess Stephen, 2019, Wellcome Open Res, V4, P186, DOI 10.12688/wellcomeopenres.15555.3
[8]   Mendelian Randomization Analysis With Multiple Genetic Variants Using Summarized Data [J].
Burgess, Stephen ;
Butterworth, Adam ;
Thompson, Simon G. .
GENETIC EPIDEMIOLOGY, 2013, 37 (07) :658-665
[9]   BAR domain proteins—a linkage between cellular membranes, signaling pathways, and the actin cytoskeleton [J].
Carman P.J. ;
Dominguez R. .
Biophysical Reviews, 2018, 10 (6) :1587-1604
[10]   Genetic Risk Factors for Ischemic and Hemorrhagic Stroke [J].
Chauhan, Ganesh ;
Debette, Stephanie .
CURRENT CARDIOLOGY REPORTS, 2016, 18 (12)