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Transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico

Colorectal cancer (CRC) is characterised by heritable risk that is not well understood. Heritable, genetic variation at 11q23.1 is associated with increased colorectal cancer (CRC) risk, demonstrating eQTL effects on 3 cis- and 23 trans-eQTL targets. We sought to determine the relationship between 1...

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Autores principales: Harris, Bradley T., Rajasekaran, Vidya, Blackmur, James P., O’Callaghan, Alan, Donnelly, Kevin, Timofeeva, Maria, Vaughan-Shaw, Peter G., Din, Farhat V. N., Dunlop, Malcolm G., Farrington, Susan M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9365857/
https://www.ncbi.nlm.nih.gov/pubmed/35948568
http://dx.doi.org/10.1038/s41598-022-17887-5
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author Harris, Bradley T.
Rajasekaran, Vidya
Blackmur, James P.
O’Callaghan, Alan
Donnelly, Kevin
Timofeeva, Maria
Vaughan-Shaw, Peter G.
Din, Farhat V. N.
Dunlop, Malcolm G.
Farrington, Susan M.
author_facet Harris, Bradley T.
Rajasekaran, Vidya
Blackmur, James P.
O’Callaghan, Alan
Donnelly, Kevin
Timofeeva, Maria
Vaughan-Shaw, Peter G.
Din, Farhat V. N.
Dunlop, Malcolm G.
Farrington, Susan M.
author_sort Harris, Bradley T.
collection PubMed
description Colorectal cancer (CRC) is characterised by heritable risk that is not well understood. Heritable, genetic variation at 11q23.1 is associated with increased colorectal cancer (CRC) risk, demonstrating eQTL effects on 3 cis- and 23 trans-eQTL targets. We sought to determine the relationship between 11q23.1 cis- and trans-eQTL target expression and test for potential cell-specificity. scRNAseq from 32,361 healthy colonic epithelial cells was aggregated and subject to weighted gene co-expression network analysis (WGCNA). One module (blue) included 19 trans-eQTL targets and was correlated with POU2AF2 expression only. Following unsupervised clustering of single cells, the expression of 19 trans-eQTL targets was greatest and most variable in cluster number 11, which transcriptionally resembled tuft cells. 14 trans-eQTL targets were found to demarcate this cluster, 11 of which were corroborated in a second dataset. Intra-cluster WGCNA and module preservation analysis then identified twelve 11q23.1 trans-eQTL targets to comprise a network that was specific to cluster 11. Finally, linear modelling and differential abundance testing showed 11q23.1 trans-eQTL target expression was predictive of cluster 11 abundance. Our findings suggest 11q23.1 trans-eQTL targets comprise a POU2AF2-related network that is likely tuft cell-specific and reduced expression of these genes correlates with reduced tuft cell abundance in silico.
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spelling pubmed-93658572022-08-12 Transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico Harris, Bradley T. Rajasekaran, Vidya Blackmur, James P. O’Callaghan, Alan Donnelly, Kevin Timofeeva, Maria Vaughan-Shaw, Peter G. Din, Farhat V. N. Dunlop, Malcolm G. Farrington, Susan M. Sci Rep Article Colorectal cancer (CRC) is characterised by heritable risk that is not well understood. Heritable, genetic variation at 11q23.1 is associated with increased colorectal cancer (CRC) risk, demonstrating eQTL effects on 3 cis- and 23 trans-eQTL targets. We sought to determine the relationship between 11q23.1 cis- and trans-eQTL target expression and test for potential cell-specificity. scRNAseq from 32,361 healthy colonic epithelial cells was aggregated and subject to weighted gene co-expression network analysis (WGCNA). One module (blue) included 19 trans-eQTL targets and was correlated with POU2AF2 expression only. Following unsupervised clustering of single cells, the expression of 19 trans-eQTL targets was greatest and most variable in cluster number 11, which transcriptionally resembled tuft cells. 14 trans-eQTL targets were found to demarcate this cluster, 11 of which were corroborated in a second dataset. Intra-cluster WGCNA and module preservation analysis then identified twelve 11q23.1 trans-eQTL targets to comprise a network that was specific to cluster 11. Finally, linear modelling and differential abundance testing showed 11q23.1 trans-eQTL target expression was predictive of cluster 11 abundance. Our findings suggest 11q23.1 trans-eQTL targets comprise a POU2AF2-related network that is likely tuft cell-specific and reduced expression of these genes correlates with reduced tuft cell abundance in silico. Nature Publishing Group UK 2022-08-10 /pmc/articles/PMC9365857/ /pubmed/35948568 http://dx.doi.org/10.1038/s41598-022-17887-5 Text en © Crown 2022 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Harris, Bradley T.
Rajasekaran, Vidya
Blackmur, James P.
O’Callaghan, Alan
Donnelly, Kevin
Timofeeva, Maria
Vaughan-Shaw, Peter G.
Din, Farhat V. N.
Dunlop, Malcolm G.
Farrington, Susan M.
Transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico
title Transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico
title_full Transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico
title_fullStr Transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico
title_full_unstemmed Transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico
title_short Transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico
title_sort transcriptional dynamics of colorectal cancer risk associated variation at 11q23.1 correlate with tuft cell abundance and marker expression in silico
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9365857/
https://www.ncbi.nlm.nih.gov/pubmed/35948568
http://dx.doi.org/10.1038/s41598-022-17887-5
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