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Genome-wide evaluation of the effect of short tandem repeat variation on local DNA methylation
Short tandem repeats (STRs) contribute significantly to genetic diversity in humans, including disease-causing variation. Although the effect of STR variation on gene expression has been extensively assessed, their impact on epigenetics has been poorly studied and limited to specific genomic regions...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10069470/ https://www.ncbi.nlm.nih.gov/pubmed/36577521 http://dx.doi.org/10.1101/gr.277057.122 |
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author | Martin-Trujillo, Alejandro Garg, Paras Patel, Nihir Jadhav, Bharati Sharp, Andrew J. |
author_facet | Martin-Trujillo, Alejandro Garg, Paras Patel, Nihir Jadhav, Bharati Sharp, Andrew J. |
author_sort | Martin-Trujillo, Alejandro |
collection | PubMed |
description | Short tandem repeats (STRs) contribute significantly to genetic diversity in humans, including disease-causing variation. Although the effect of STR variation on gene expression has been extensively assessed, their impact on epigenetics has been poorly studied and limited to specific genomic regions. Here, we investigated the hypothesis that some STRs act as independent regulators of local DNA methylation in the human genome and modify risk of common human traits. To address these questions, we first analyzed two independent data sets comprising PCR-free whole-genome sequencing (WGS) and genome-wide DNA methylation levels derived from whole-blood samples in 245 (discovery cohort) and 484 individuals (replication cohort). Using genotypes for 131,635 polymorphic STRs derived from WGS using HipSTR, we identified 11,870 STRs that associated with DNA methylation levels (mSTRs) of 11,774 CpGs (Bonferroni P < 0.001) in our discovery cohort, with 90% successfully replicating in our second cohort. Subsequently, through fine-mapping using CAVIAR we defined 585 of these mSTRs as the likely causal variants underlying the observed associations (fm-mSTRs) and linked a fraction of these to previously reported genome-wide association study signals, providing insights into the mechanisms underlying complex human traits. Furthermore, by integrating gene expression data, we observed that 12.5% of the tested fm-mSTRs also modulate expression levels of nearby genes, reinforcing their regulatory potential. Overall, our findings expand the catalog of functional sequence variants that affect genome regulation, highlighting the importance of incorporating STRs in future genetic association analysis and epigenetics data for the interpretation of trait-associated variants. |
format | Online Article Text |
id | pubmed-10069470 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-100694702023-08-01 Genome-wide evaluation of the effect of short tandem repeat variation on local DNA methylation Martin-Trujillo, Alejandro Garg, Paras Patel, Nihir Jadhav, Bharati Sharp, Andrew J. Genome Res Research Short tandem repeats (STRs) contribute significantly to genetic diversity in humans, including disease-causing variation. Although the effect of STR variation on gene expression has been extensively assessed, their impact on epigenetics has been poorly studied and limited to specific genomic regions. Here, we investigated the hypothesis that some STRs act as independent regulators of local DNA methylation in the human genome and modify risk of common human traits. To address these questions, we first analyzed two independent data sets comprising PCR-free whole-genome sequencing (WGS) and genome-wide DNA methylation levels derived from whole-blood samples in 245 (discovery cohort) and 484 individuals (replication cohort). Using genotypes for 131,635 polymorphic STRs derived from WGS using HipSTR, we identified 11,870 STRs that associated with DNA methylation levels (mSTRs) of 11,774 CpGs (Bonferroni P < 0.001) in our discovery cohort, with 90% successfully replicating in our second cohort. Subsequently, through fine-mapping using CAVIAR we defined 585 of these mSTRs as the likely causal variants underlying the observed associations (fm-mSTRs) and linked a fraction of these to previously reported genome-wide association study signals, providing insights into the mechanisms underlying complex human traits. Furthermore, by integrating gene expression data, we observed that 12.5% of the tested fm-mSTRs also modulate expression levels of nearby genes, reinforcing their regulatory potential. Overall, our findings expand the catalog of functional sequence variants that affect genome regulation, highlighting the importance of incorporating STRs in future genetic association analysis and epigenetics data for the interpretation of trait-associated variants. Cold Spring Harbor Laboratory Press 2023-02 /pmc/articles/PMC10069470/ /pubmed/36577521 http://dx.doi.org/10.1101/gr.277057.122 Text en © 2023 Martin-Trujillo et al.; Published by Cold Spring Harbor Laboratory Press https://creativecommons.org/licenses/by-nc/4.0/This article is distributed exclusively by Cold Spring Harbor Laboratory Press for the first six months after the full-issue publication date (see https://genome.cshlp.org/site/misc/terms.xhtml). After six months, it is available under a Creative Commons License (Attribution-NonCommercial 4.0 International), as described at http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Research Martin-Trujillo, Alejandro Garg, Paras Patel, Nihir Jadhav, Bharati Sharp, Andrew J. Genome-wide evaluation of the effect of short tandem repeat variation on local DNA methylation |
title | Genome-wide evaluation of the effect of short tandem repeat variation on local DNA methylation |
title_full | Genome-wide evaluation of the effect of short tandem repeat variation on local DNA methylation |
title_fullStr | Genome-wide evaluation of the effect of short tandem repeat variation on local DNA methylation |
title_full_unstemmed | Genome-wide evaluation of the effect of short tandem repeat variation on local DNA methylation |
title_short | Genome-wide evaluation of the effect of short tandem repeat variation on local DNA methylation |
title_sort | genome-wide evaluation of the effect of short tandem repeat variation on local dna methylation |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10069470/ https://www.ncbi.nlm.nih.gov/pubmed/36577521 http://dx.doi.org/10.1101/gr.277057.122 |
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