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Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo
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 stu...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9732855/ https://www.ncbi.nlm.nih.gov/pubmed/36519156 http://dx.doi.org/10.1093/braincomms/fcac313 |
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author | Cheng, Bolun Meng, Peilin Yang, Xuena Cheng, Shiqiang Liu, Li Jia, Yumeng Wen, Yan Zhang, Feng |
author_facet | Cheng, Bolun Meng, Peilin Yang, Xuena Cheng, Shiqiang Liu, Li Jia, Yumeng Wen, Yan Zhang, Feng |
author_sort | Cheng, Bolun |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9732855 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-97328552022-12-13 Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo Cheng, Bolun Meng, Peilin Yang, Xuena Cheng, Shiqiang Liu, Li Jia, Yumeng Wen, Yan Zhang, Feng Brain Commun Original Article 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. Oxford University Press 2022-11-28 /pmc/articles/PMC9732855/ /pubmed/36519156 http://dx.doi.org/10.1093/braincomms/fcac313 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the Guarantors of Brain. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Cheng, Bolun Meng, Peilin Yang, Xuena Cheng, Shiqiang Liu, Li Jia, Yumeng Wen, Yan Zhang, Feng Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo |
title | Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo |
title_full | Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo |
title_fullStr | Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo |
title_full_unstemmed | Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo |
title_short | Integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo |
title_sort | integrated analysis of proteome-wide and transcriptome-wide association studies identified novel genes and chemicals for vertigo |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9732855/ https://www.ncbi.nlm.nih.gov/pubmed/36519156 http://dx.doi.org/10.1093/braincomms/fcac313 |
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