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A transcriptome-wide association study identifies susceptibility genes for Parkinson’s disease
Genome-wide association study (GWAS) has seen great strides in revealing initial insights into the genetic architecture of Parkinson’s disease (PD). Since GWAS signals often reside in non-coding regions, relatively few of the associations have implicated specific biological mechanisms. Here, we aime...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8429416/ https://www.ncbi.nlm.nih.gov/pubmed/34504106 http://dx.doi.org/10.1038/s41531-021-00221-7 |
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author | Yao, Shi Zhang, Xi Zou, Shu-Cheng Zhu, Yong Li, Bo Kuang, Wei-Ping Guo, Yan Li, Xiao-Song Li, Liang Wang, Xiao-Ye |
author_facet | Yao, Shi Zhang, Xi Zou, Shu-Cheng Zhu, Yong Li, Bo Kuang, Wei-Ping Guo, Yan Li, Xiao-Song Li, Liang Wang, Xiao-Ye |
author_sort | Yao, Shi |
collection | PubMed |
description | Genome-wide association study (GWAS) has seen great strides in revealing initial insights into the genetic architecture of Parkinson’s disease (PD). Since GWAS signals often reside in non-coding regions, relatively few of the associations have implicated specific biological mechanisms. Here, we aimed to integrate the GWAS results with large-scale expression quantitative trait loci (eQTL) in 13 brain tissues to identify candidate causal genes for PD. We conducted a transcriptome-wide association study (TWAS) for PD using the summary statistics of over 480,000 individuals from the most recent PD GWAS. We identified 18 genes significantly associated with PD after Bonferroni corrections. The most significant gene, LRRC37A2, was associated with PD in all 13 brain tissues, such as in the hypothalamus (P = 6.12 × 10(−22)) and nucleus accumbens basal ganglia (P = 5.62 × 10(−21)). We also identified eight conditionally independent genes, including four new genes at known PD loci: CD38, LRRC37A2, RNF40, and ZSWIM7. Through conditional analyses, we demonstrated that several of the GWAS significant signals on PD could be driven by genetically regulated gene expression. The most significant TWAS gene LRRC37A2 accounts for 0.855 of the GWAS signal at its loci, and ZSWIM7 accounts for all the GWAS signals at its loci. We further identified several phenotypes previously associated with PD by querying the single nucleotide polymorphisms (SNPs) in the final model of the identified genes in phenome databases. In conclusion, we prioritized genes that are likely to affect PD by using a TWAS approach and identified phenotypes associated with PD. |
format | Online Article Text |
id | pubmed-8429416 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84294162021-09-14 A transcriptome-wide association study identifies susceptibility genes for Parkinson’s disease Yao, Shi Zhang, Xi Zou, Shu-Cheng Zhu, Yong Li, Bo Kuang, Wei-Ping Guo, Yan Li, Xiao-Song Li, Liang Wang, Xiao-Ye NPJ Parkinsons Dis Article Genome-wide association study (GWAS) has seen great strides in revealing initial insights into the genetic architecture of Parkinson’s disease (PD). Since GWAS signals often reside in non-coding regions, relatively few of the associations have implicated specific biological mechanisms. Here, we aimed to integrate the GWAS results with large-scale expression quantitative trait loci (eQTL) in 13 brain tissues to identify candidate causal genes for PD. We conducted a transcriptome-wide association study (TWAS) for PD using the summary statistics of over 480,000 individuals from the most recent PD GWAS. We identified 18 genes significantly associated with PD after Bonferroni corrections. The most significant gene, LRRC37A2, was associated with PD in all 13 brain tissues, such as in the hypothalamus (P = 6.12 × 10(−22)) and nucleus accumbens basal ganglia (P = 5.62 × 10(−21)). We also identified eight conditionally independent genes, including four new genes at known PD loci: CD38, LRRC37A2, RNF40, and ZSWIM7. Through conditional analyses, we demonstrated that several of the GWAS significant signals on PD could be driven by genetically regulated gene expression. The most significant TWAS gene LRRC37A2 accounts for 0.855 of the GWAS signal at its loci, and ZSWIM7 accounts for all the GWAS signals at its loci. We further identified several phenotypes previously associated with PD by querying the single nucleotide polymorphisms (SNPs) in the final model of the identified genes in phenome databases. In conclusion, we prioritized genes that are likely to affect PD by using a TWAS approach and identified phenotypes associated with PD. Nature Publishing Group UK 2021-09-09 /pmc/articles/PMC8429416/ /pubmed/34504106 http://dx.doi.org/10.1038/s41531-021-00221-7 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Yao, Shi Zhang, Xi Zou, Shu-Cheng Zhu, Yong Li, Bo Kuang, Wei-Ping Guo, Yan Li, Xiao-Song Li, Liang Wang, Xiao-Ye A transcriptome-wide association study identifies susceptibility genes for Parkinson’s disease |
title | A transcriptome-wide association study identifies susceptibility genes for Parkinson’s disease |
title_full | A transcriptome-wide association study identifies susceptibility genes for Parkinson’s disease |
title_fullStr | A transcriptome-wide association study identifies susceptibility genes for Parkinson’s disease |
title_full_unstemmed | A transcriptome-wide association study identifies susceptibility genes for Parkinson’s disease |
title_short | A transcriptome-wide association study identifies susceptibility genes for Parkinson’s disease |
title_sort | transcriptome-wide association study identifies susceptibility genes for parkinson’s disease |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8429416/ https://www.ncbi.nlm.nih.gov/pubmed/34504106 http://dx.doi.org/10.1038/s41531-021-00221-7 |
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