Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo

被引:0
作者
Cheng, Bolun [1 ,2 ,3 ]
Meng, Peilin [1 ,2 ,3 ]
Yang, Xuena [1 ,2 ,3 ]
Cheng, Shiqiang [1 ,2 ,3 ]
Liu, Li [1 ,2 ,3 ]
Jia, Yumeng [1 ,2 ,3 ]
Wen, Yan [1 ,2 ,3 ]
Zhang, Feng [1 ,2 ,3 ,4 ]
机构
[1] Xi An Jiao Tong Univ, Collaborat Innovat Ctr Endem Dis & Hlth Promot Sil, Sch Publ Hlth, Key Lab Trace Elements & Endem Dis,Hlth Sci Ctr, 76 Yan Ta West Rd, Xian 710061, Peoples R China
[2] Xi An Jiao Tong Univ, Hlth Sci Ctr, Key Lab Dis Prevent & Control & Hlth Promot Shaanx, Xian 710061, Peoples R China
[3] Xi An Jiao Tong Univ, Hlth Sci Ctr, Key Lab Environm & Genes Related Dis, Minist Educ China, Xian 710061, Peoples R China
[4] Xi An Jiao Tong Univ, Hlth Sci Ctr, Sch Publ Hlth, 76 Yan Ta West Rd, Xian 710061, Peoples R China
关键词
vertigo; proteome-wide association study; transcriptome-wide association study; chemical; gene set enrichment analysis; COGNITIVE IMPAIRMENT; GROWTH-HORMONE; RAB3B; EXPRESSION; PROANTHOCYANIDINS; FIPRONIL; DIZZINESS; PROTEINS; GENETICS; SNAP-25;
D O I
10.1093/braincomms/fcac313
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Vertigo is a leading symptom of various peripheral and central vestibular disorders. Although genome-wide association studies (GWASs) have identified multiple risk variants for vertigo, how these risk variants contribute to the risk of vertigo remains unknown. Discovery proteome-wide association study (PWAS) was first performed by integrating the protein quantitative trait loci from the dorsolateral prefrontal cortex (DLPFC) in the Banner Sun Health Research Institute dataset (n = 152) and GWAS summary of vertigo (n = 942 613), followed by replication PWAS using the protein quantitative trait loci from the DLPFC in Religious Orders Study or the Rush Memory and Aging Project dataset (n = 376). Transcriptome-wide association studies (TWASs) were then performed by integrating the same GWAS datasets of vertigo (n = 942 613) with mRNA expression reference from human fetal brain, and DLPFC. Chemical-related gene set enrichment analysis (GSEA) and Gene ontology/Kyoto Encyclopedia of Genes and Genomes pathway enrichment analyses were finally conducted to further reveal the pathogenesis of vertigo. Permutation-based empirical P values were calculated in PWAS, TWAS, and GSEA. By integrating the GWAS of vertigo and two independent brain proteomes from human DLPFC, three genes were identified to genetically regulate protein abundance levels in vertigo, and were not previously implicated by GWAS, including MTERFD2 (P-Banner = 0.045, P-ROSMAP = 0.031), MGST1 (P-Banner = 0.014, P-ROSMAP = 0.018), and RAB3B (P-Banner = 0.045, P-ROSMAP = 0.035). Compared with TWAS results, we identified overlapping genes RAB3B (P-TWAS = 0.017) and MTERFD2 (P-TWAS = 0.003) that showed significant associations with vertigo at both proteome-wide and transcriptome-wide levels. Chemical-related GSEA identified multiple chemicals that might be associated with vertigo, such as nickel (P = 0.007), glycidamide (P = 0.005), and proanthocyanidins (P = 0.015). Our study provides novel clues for understanding the biological mechanism of vertigo, and highlights several possible risks and therapeutic chemicals for vertigo. Cheng et al. performed proteome-wide association studies to identify genes whose cis-regulated protein abundance changes in the human brain were associated with vertigo, followed by chemical-related gene set enrichment analysis. They provide novel genes (MTERFD2, MGST1, and RAB3B) into the pathogenesis of vertigo, and highlight promising chemicals for further therapeutics research.
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页数:10
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共 67 条
[11]   Comparative Toxicogenomics Database (CTD): update 2021 [J].
Davis, Allan Peter ;
Grondin, Cynthia J. ;
Johnson, Robin J. ;
Sciaky, Daniela ;
Wiegers, Jolene ;
Wiegers, Thomas C. ;
Mattingly, Carolyn J. .
NUCLEIC ACIDS RESEARCH, 2021, 49 (D1) :D1138-D1143
[12]   The Comparative Toxicogenomics Database: update 2017 [J].
Davis, Allan Peter ;
Grondin, Cynthia J. ;
Johnson, Robin J. ;
Sciaky, Daniela ;
King, Benjamin L. ;
McMorran, Roy ;
Wiegers, Jolene ;
Wiegers, Thomas C. ;
Mattingly, Carolyn J. .
NUCLEIC ACIDS RESEARCH, 2017, 45 (D1) :D972-D978
[13]   What Is Behind Cerebellar Vertigo and Dizziness? [J].
Feil, Katharina ;
Strobl, Ralf ;
Schindler, Alexander ;
Krafczyk, Siegbert ;
Goldschagg, Nicolina ;
Frenzel, Claudia ;
Glaser, Miriam ;
Schoeberl, Florian ;
Zwergal, Andreas ;
Strupp, Michael .
CEREBELLUM, 2019, 18 (03) :320-332
[14]   Development of the Concept for Stem Cell-Based Developmental Neurotoxicity Evaluation [J].
Fritsche, Ellen ;
Barenys, Marta ;
Klose, Joerdis ;
Masjosthusmann, Stefan ;
Nimtz, Laura ;
Schmuck, Martin ;
Wuttke, Saskia ;
Tigges, Julia .
TOXICOLOGICAL SCIENCES, 2018, 165 (01) :14-20
[15]   Gene expression elucidates functional impact of polygenic risk for schizophrenia [J].
Fromer, Menachem ;
Roussos, Panos ;
Sieberts, Solveig K. ;
Johnson, Jessica S. ;
Kavanagh, David H. ;
Perumal, Thanneer M. ;
Ruderfer, Douglas M. ;
Oh, Edwin C. ;
Topol, Aaron ;
Shah, Hardik R. ;
Klei, Lambertus L. ;
Kramer, Robin ;
Pinto, Dalila ;
Gumus, Zeynep H. ;
Cicek, A. Ercument ;
Dang, Kristen K. ;
Browne, Andrew ;
Lu, Cong ;
Xie, Lu ;
Readhead, Ben ;
Stahl, Eli A. ;
Xiao, Jianqiu ;
Parvizi, Mahsa ;
Hamamsy, Tymor ;
Fullard, John F. ;
Wang, Ying-Chih ;
Mahajan, Milind C. ;
Derry, Jonathan M. J. ;
Dudley, Joel T. ;
Hemby, Scott E. ;
Logsdon, Benjamin A. ;
Talbot, Konrad ;
Raj, Towfique ;
Bennett, David A. ;
De Jager, Philip L. ;
Zhu, Jun ;
Zhang, Bin ;
Sullivan, Patrick F. ;
Chess, Andrew ;
Purcell, Shaun M. ;
Shinobu, Leslie A. ;
Mangravite, Lara M. ;
Toyoshiba, Hiroyoshi ;
Gur, Raquel E. ;
Hahn, Chang-Gyu ;
Lewis, David A. ;
Haroutunian, Vahram ;
Peters, Mette A. ;
Lipska, Barbara K. ;
Buxbaum, Joseph D. .
NATURE NEUROSCIENCE, 2016, 19 (11) :1442-1453
[16]   Genetics of Recurrent Vertigo and Vestibular Disorders [J].
Gazquez, Irene ;
Lopez-Escamez, Jose A. .
CURRENT GENOMICS, 2011, 12 (06) :443-450
[17]   False discovery rate control is a recommended alternative to Bonferroni-type adjustments in health studies [J].
Glickman, Mark E. ;
Rao, Sowmya R. ;
Schultz, Mark R. .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2014, 67 (08) :850-857
[18]   Ameliorative effect of lotus seedpod proanthocyanidins on cognitive impairment and brain aging induced by D-galactose [J].
Gong, Yu-Shi ;
Guo, Juan ;
Hu, Kun ;
Gao, Yong-Qing ;
Xie, Bi-Jun ;
Sun, Zhi-Da ;
Yang, Er-Ning ;
Hou, Fang-Li .
EXPERIMENTAL GERONTOLOGY, 2016, 74 :21-28
[19]   Large-scale whole-genome sequencing of the Icelandic population [J].
Gudbjartsson, Daniel F. ;
Helgason, Hannes ;
Gudjonsson, Sigurjon A. ;
Zink, Florian ;
Oddson, Asmundur ;
Gylfason, Arnaldur ;
Besenbacher, Soren ;
Magnusson, Gisli ;
Halldorsson, Bjarni V. ;
Hjartarson, Eirikur ;
Sigurdsson, Gunnar Th ;
Stacey, Simon N. ;
Frigge, Michael L. ;
Holm, Hilma ;
Saemundsdottir, Jona ;
Helgadottir, Hafdis Th ;
Johannsdottir, Hrefna ;
Sigfusson, Gunnlaugur ;
Thorgeirsson, Gudmundur ;
Sverrisson, Jon Th ;
Gretarsdottir, Solveig ;
Walters, G. Bragi ;
Rafnar, Thorunn ;
Thjodleifsson, Bjarni ;
Bjornsson, Einar S. ;
Olafsson, Sigurdur ;
Thorarinsdottir, Hildur ;
Steingrimsdottir, Thora ;
Gudmundsdottir, Thora S. ;
Theodors, Asgeir ;
Jonasson, Jon G. ;
Sigurdsson, Asgeir ;
Bjornsdottir, Gyda ;
Jonsson, Jon J. ;
Thorarensen, Olafur ;
Ludvigsson, Petur ;
Gudbjartsson, Hakon ;
Eyjolfsson, Gudmundur I. ;
Sigurdardottir, Olof ;
Olafsson, Isleifur ;
Arnar, David O. ;
Magnusson, Olafur Th ;
Kong, Augustine ;
Masson, Gisli ;
Thorsteinsdottir, Unnur ;
Helgason, Agnar ;
Sulem, Patrick ;
Stefansson, Kari .
NATURE GENETICS, 2015, 47 (05) :435-U20
[20]   Integrative approaches for large-scale transcriptome-wide association studies [J].
Gusev, Alexander ;
Ko, Arthur ;
Shi, Huwenbo ;
Bhatia, Gaurav ;
Chung, Wonil ;
Penninx, Brenda W. J. H. ;
Jansen, Rick ;
de Geus, Eco J. C. ;
Boomsma, Dorret I. ;
Wright, Fred A. ;
Sullivan, Patrick F. ;
Nikkola, Elina ;
Alvarez, Marcus ;
Civelek, Mete ;
Lusis, Aldons J. ;
Lehtimaki, Terho ;
Raitoharju, Emma ;
Kahonen, Mika ;
Seppala, Ilkka ;
Raitakari, Olli T. ;
Kuusisto, Johanna ;
Laakso, Markku ;
Price, Alkes L. ;
Pajukanta, Paivi ;
Pasaniuc, Bogdan .
NATURE GENETICS, 2016, 48 (03) :245-252