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Gene Co-Expression Network Analysis Identifies Vitamin D-Associated Gene Modules in Adult Normal Rectal Epithelium Following Supplementation
Colorectal cancer (CRC) is a common, multifactorial disease. While observational studies have identified an association between lower vitamin D and higher CRC risk, supplementation trials have been inconclusive and the mechanisms by which vitamin D may modulate CRC risk are not well understood. We s...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8790603/ https://www.ncbi.nlm.nih.gov/pubmed/35096006 http://dx.doi.org/10.3389/fgene.2021.783970 |
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author | Blackmur, James P. Vaughan-Shaw, Peter G. Donnelly, Kevin Harris, Bradley T. Svinti, Victoria Ochocka-Fox, Anna-Maria Freile, Paz Walker, Marion Gurran, Toby Reid, Stuart Semple, Colin A. Din, Farhat V. N. Timofeeva, Maria Dunlop, Malcolm G. Farrington, Susan M. |
author_facet | Blackmur, James P. Vaughan-Shaw, Peter G. Donnelly, Kevin Harris, Bradley T. Svinti, Victoria Ochocka-Fox, Anna-Maria Freile, Paz Walker, Marion Gurran, Toby Reid, Stuart Semple, Colin A. Din, Farhat V. N. Timofeeva, Maria Dunlop, Malcolm G. Farrington, Susan M. |
author_sort | Blackmur, James P. |
collection | PubMed |
description | Colorectal cancer (CRC) is a common, multifactorial disease. While observational studies have identified an association between lower vitamin D and higher CRC risk, supplementation trials have been inconclusive and the mechanisms by which vitamin D may modulate CRC risk are not well understood. We sought to perform a weighted gene co-expression network analysis (WGCNA) to identify modules present after vitamin D supplementation (when plasma vitamin D level was sufficient) which were absent before supplementation, and then to identify influential genes in those modules. The transcriptome from normal rectal mucosa biopsies of 49 individuals free from CRC were assessed before and after 12 weeks of 3200IU/day vitamin D (Fultium-D3) supplementation using paired-end total RNAseq. While the effects on expression patterns following vitamin D supplementation were subtle, WGCNA identified highly correlated genes forming gene modules. Four of the 17 modules identified in the post-vitamin D network were not preserved in the pre-vitamin D network, shedding new light on the biochemical impact of supplementation. These modules were enriched for GO terms related to the immune system, hormone metabolism, cell growth and RNA metabolism. Across the four treatment-associated modules, 51 hub genes were identified, with enrichment of 40 different transcription factor motifs in promoter regions of those genes, including VDR:RXR. Six of the hub genes were nominally differentially expressed in studies of vitamin D effects on adult normal mucosa organoids: LCN2, HLA-C, AIF1L, PTPRU, PDE4B and IFI6. By taking a gene-correlation network approach, we have described vitamin D induced changes to gene modules in normal human rectal epithelium in vivo, the target tissue from which CRC develops. |
format | Online Article Text |
id | pubmed-8790603 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87906032022-01-27 Gene Co-Expression Network Analysis Identifies Vitamin D-Associated Gene Modules in Adult Normal Rectal Epithelium Following Supplementation Blackmur, James P. Vaughan-Shaw, Peter G. Donnelly, Kevin Harris, Bradley T. Svinti, Victoria Ochocka-Fox, Anna-Maria Freile, Paz Walker, Marion Gurran, Toby Reid, Stuart Semple, Colin A. Din, Farhat V. N. Timofeeva, Maria Dunlop, Malcolm G. Farrington, Susan M. Front Genet Genetics Colorectal cancer (CRC) is a common, multifactorial disease. While observational studies have identified an association between lower vitamin D and higher CRC risk, supplementation trials have been inconclusive and the mechanisms by which vitamin D may modulate CRC risk are not well understood. We sought to perform a weighted gene co-expression network analysis (WGCNA) to identify modules present after vitamin D supplementation (when plasma vitamin D level was sufficient) which were absent before supplementation, and then to identify influential genes in those modules. The transcriptome from normal rectal mucosa biopsies of 49 individuals free from CRC were assessed before and after 12 weeks of 3200IU/day vitamin D (Fultium-D3) supplementation using paired-end total RNAseq. While the effects on expression patterns following vitamin D supplementation were subtle, WGCNA identified highly correlated genes forming gene modules. Four of the 17 modules identified in the post-vitamin D network were not preserved in the pre-vitamin D network, shedding new light on the biochemical impact of supplementation. These modules were enriched for GO terms related to the immune system, hormone metabolism, cell growth and RNA metabolism. Across the four treatment-associated modules, 51 hub genes were identified, with enrichment of 40 different transcription factor motifs in promoter regions of those genes, including VDR:RXR. Six of the hub genes were nominally differentially expressed in studies of vitamin D effects on adult normal mucosa organoids: LCN2, HLA-C, AIF1L, PTPRU, PDE4B and IFI6. By taking a gene-correlation network approach, we have described vitamin D induced changes to gene modules in normal human rectal epithelium in vivo, the target tissue from which CRC develops. Frontiers Media S.A. 2022-01-04 /pmc/articles/PMC8790603/ /pubmed/35096006 http://dx.doi.org/10.3389/fgene.2021.783970 Text en Copyright © 2022 Blackmur, Vaughan-Shaw, Donnelly, Harris, Svinti, Ochocka-Fox, Freile, Walker, Gurran, Reid, Semple, Din, Timofeeva, Dunlop and Farrington. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Blackmur, James P. Vaughan-Shaw, Peter G. Donnelly, Kevin Harris, Bradley T. Svinti, Victoria Ochocka-Fox, Anna-Maria Freile, Paz Walker, Marion Gurran, Toby Reid, Stuart Semple, Colin A. Din, Farhat V. N. Timofeeva, Maria Dunlop, Malcolm G. Farrington, Susan M. Gene Co-Expression Network Analysis Identifies Vitamin D-Associated Gene Modules in Adult Normal Rectal Epithelium Following Supplementation |
title | Gene Co-Expression Network Analysis Identifies Vitamin D-Associated Gene Modules in Adult Normal Rectal Epithelium Following Supplementation |
title_full | Gene Co-Expression Network Analysis Identifies Vitamin D-Associated Gene Modules in Adult Normal Rectal Epithelium Following Supplementation |
title_fullStr | Gene Co-Expression Network Analysis Identifies Vitamin D-Associated Gene Modules in Adult Normal Rectal Epithelium Following Supplementation |
title_full_unstemmed | Gene Co-Expression Network Analysis Identifies Vitamin D-Associated Gene Modules in Adult Normal Rectal Epithelium Following Supplementation |
title_short | Gene Co-Expression Network Analysis Identifies Vitamin D-Associated Gene Modules in Adult Normal Rectal Epithelium Following Supplementation |
title_sort | gene co-expression network analysis identifies vitamin d-associated gene modules in adult normal rectal epithelium following supplementation |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8790603/ https://www.ncbi.nlm.nih.gov/pubmed/35096006 http://dx.doi.org/10.3389/fgene.2021.783970 |
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