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regQTLs: Single nucleotide polymorphisms that modulate microRNA regulation of gene expression in tumors
Genome-wide association studies (GWAS) have identified single nucleotide polymorphisms (SNPs) associated with trait diversity and disease susceptibility, yet their functional properties often remain unclear. It has been hypothesized that SNPs in microRNA binding sites may disrupt gene regulation by...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6343932/ https://www.ncbi.nlm.nih.gov/pubmed/30557297 http://dx.doi.org/10.1371/journal.pgen.1007837 |
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author | Wilk, Gary Braun, Rosemary |
author_facet | Wilk, Gary Braun, Rosemary |
author_sort | Wilk, Gary |
collection | PubMed |
description | Genome-wide association studies (GWAS) have identified single nucleotide polymorphisms (SNPs) associated with trait diversity and disease susceptibility, yet their functional properties often remain unclear. It has been hypothesized that SNPs in microRNA binding sites may disrupt gene regulation by microRNAs (miRNAs), short non-coding RNAs that bind to mRNA and downregulate the target gene. While several studies have predicted the location of SNPs in miRNA binding sites, to date there has been no comprehensive analysis of their impact on miRNA regulation. Here we investigate the functional properties of genetic variants and their effects on miRNA regulation of gene expression in cancer. Our analysis is motivated by the hypothesis that distinct alleles may cause differential binding (from miRNAs to mRNAs or from transcription factors to DNA) and change the expression of genes. We previously identified pathways—systems of genes conferring specific cell functions—that are dysregulated by miRNAs in cancer, by comparing miRNA–pathway associations between healthy and tumor tissue. We draw on these results as a starting point to assess whether SNPs on dysregulated pathways are responsible for miRNA dysregulation of individual genes in tumors. Using an integrative regression analysis that incorporates miRNA expression, mRNA expression, and SNP genotype data, we identify functional SNPs that we term “regulatory QTLs (regQTLs)”: loci whose alleles impact the regulation of genes by miRNAs. We apply the method to breast, liver, lung, and prostate cancer data from The Cancer Genome Atlas, and provide a tool to explore the findings. |
format | Online Article Text |
id | pubmed-6343932 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-63439322019-02-01 regQTLs: Single nucleotide polymorphisms that modulate microRNA regulation of gene expression in tumors Wilk, Gary Braun, Rosemary PLoS Genet Research Article Genome-wide association studies (GWAS) have identified single nucleotide polymorphisms (SNPs) associated with trait diversity and disease susceptibility, yet their functional properties often remain unclear. It has been hypothesized that SNPs in microRNA binding sites may disrupt gene regulation by microRNAs (miRNAs), short non-coding RNAs that bind to mRNA and downregulate the target gene. While several studies have predicted the location of SNPs in miRNA binding sites, to date there has been no comprehensive analysis of their impact on miRNA regulation. Here we investigate the functional properties of genetic variants and their effects on miRNA regulation of gene expression in cancer. Our analysis is motivated by the hypothesis that distinct alleles may cause differential binding (from miRNAs to mRNAs or from transcription factors to DNA) and change the expression of genes. We previously identified pathways—systems of genes conferring specific cell functions—that are dysregulated by miRNAs in cancer, by comparing miRNA–pathway associations between healthy and tumor tissue. We draw on these results as a starting point to assess whether SNPs on dysregulated pathways are responsible for miRNA dysregulation of individual genes in tumors. Using an integrative regression analysis that incorporates miRNA expression, mRNA expression, and SNP genotype data, we identify functional SNPs that we term “regulatory QTLs (regQTLs)”: loci whose alleles impact the regulation of genes by miRNAs. We apply the method to breast, liver, lung, and prostate cancer data from The Cancer Genome Atlas, and provide a tool to explore the findings. Public Library of Science 2018-12-17 /pmc/articles/PMC6343932/ /pubmed/30557297 http://dx.doi.org/10.1371/journal.pgen.1007837 Text en © 2018 Wilk, Braun http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Wilk, Gary Braun, Rosemary regQTLs: Single nucleotide polymorphisms that modulate microRNA regulation of gene expression in tumors |
title | regQTLs: Single nucleotide polymorphisms that modulate microRNA regulation of gene expression in tumors |
title_full | regQTLs: Single nucleotide polymorphisms that modulate microRNA regulation of gene expression in tumors |
title_fullStr | regQTLs: Single nucleotide polymorphisms that modulate microRNA regulation of gene expression in tumors |
title_full_unstemmed | regQTLs: Single nucleotide polymorphisms that modulate microRNA regulation of gene expression in tumors |
title_short | regQTLs: Single nucleotide polymorphisms that modulate microRNA regulation of gene expression in tumors |
title_sort | regqtls: single nucleotide polymorphisms that modulate microrna regulation of gene expression in tumors |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6343932/ https://www.ncbi.nlm.nih.gov/pubmed/30557297 http://dx.doi.org/10.1371/journal.pgen.1007837 |
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