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Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer

BACKGROUND: microRNAs are small non-protein-coding RNA molecules that regulate gene expression, and have a potential epigenetic role in disease progression and survival of colorectal cancer. In terms of tumor-normal expression differences, many microRNAs exhibit evidence of being up-regulated in som...

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Autores principales: Stevens, John R., Herrick, Jennifer S., Wolff, Roger K., Slattery, Martha L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5663119/
https://www.ncbi.nlm.nih.gov/pubmed/29084506
http://dx.doi.org/10.1186/s12885-017-3690-x
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author Stevens, John R.
Herrick, Jennifer S.
Wolff, Roger K.
Slattery, Martha L.
author_facet Stevens, John R.
Herrick, Jennifer S.
Wolff, Roger K.
Slattery, Martha L.
author_sort Stevens, John R.
collection PubMed
description BACKGROUND: microRNAs are small non-protein-coding RNA molecules that regulate gene expression, and have a potential epigenetic role in disease progression and survival of colorectal cancer. In terms of tumor-normal expression differences, many microRNAs exhibit evidence of being up-regulated in some subjects but down-regulated in others, or are dysregulated only for a subset of the population. We present and implement an approach to identify factors (lifestyle, tumor molecular phenotype, and survival-related) that are associated with the direction and/or significance of these microRNAs’ tumor-normal expression differences in colorectal cancer. METHODS: Using expression data for 1394 microRNAs and 1836 colorectal cancer subjects (each with both tumor and normal samples), we perform a dip test to identify microRNAs with multimodal distributions of tumor-normal expression differences. For proximal, distal, and rectal tumor sites separately, these microRNAs are tested for tumor-normal differential expression using a signed rank test, both overall and within levels of each lifestyle, tumor molecular phenotype, and survival-related factor. Appropriate adjustments are made to control the overall FDR. RESULTS: We identify hundreds of microRNAs whose direction and/or significance of tumor-normal differential expression is associated with one or more lifestyle, tumor molecular phenotype, or survival-related factors. CONCLUSIONS: The results of this study demonstrate the benefit to colorectal cancer researchers to consider multiple subject-level factors when studying dysregulation of microRNAs, whose tumor-related changes in expression can be associated with multiple factors. Our results will serve as a publicly-available resource to provide clarifying information about various factors associated with the direction and significance of tumor-normal differential expression of microRNAs in colorectal cancer. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12885-017-3690-x) contains supplementary material, which is available to authorized users.
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spelling pubmed-56631192017-11-01 Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer Stevens, John R. Herrick, Jennifer S. Wolff, Roger K. Slattery, Martha L. BMC Cancer Research Article BACKGROUND: microRNAs are small non-protein-coding RNA molecules that regulate gene expression, and have a potential epigenetic role in disease progression and survival of colorectal cancer. In terms of tumor-normal expression differences, many microRNAs exhibit evidence of being up-regulated in some subjects but down-regulated in others, or are dysregulated only for a subset of the population. We present and implement an approach to identify factors (lifestyle, tumor molecular phenotype, and survival-related) that are associated with the direction and/or significance of these microRNAs’ tumor-normal expression differences in colorectal cancer. METHODS: Using expression data for 1394 microRNAs and 1836 colorectal cancer subjects (each with both tumor and normal samples), we perform a dip test to identify microRNAs with multimodal distributions of tumor-normal expression differences. For proximal, distal, and rectal tumor sites separately, these microRNAs are tested for tumor-normal differential expression using a signed rank test, both overall and within levels of each lifestyle, tumor molecular phenotype, and survival-related factor. Appropriate adjustments are made to control the overall FDR. RESULTS: We identify hundreds of microRNAs whose direction and/or significance of tumor-normal differential expression is associated with one or more lifestyle, tumor molecular phenotype, or survival-related factors. CONCLUSIONS: The results of this study demonstrate the benefit to colorectal cancer researchers to consider multiple subject-level factors when studying dysregulation of microRNAs, whose tumor-related changes in expression can be associated with multiple factors. Our results will serve as a publicly-available resource to provide clarifying information about various factors associated with the direction and significance of tumor-normal differential expression of microRNAs in colorectal cancer. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12885-017-3690-x) contains supplementary material, which is available to authorized users. BioMed Central 2017-10-30 /pmc/articles/PMC5663119/ /pubmed/29084506 http://dx.doi.org/10.1186/s12885-017-3690-x Text en © The Author(s). 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Stevens, John R.
Herrick, Jennifer S.
Wolff, Roger K.
Slattery, Martha L.
Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer
title Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer
title_full Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer
title_fullStr Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer
title_full_unstemmed Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer
title_short Identifying factors associated with the direction and significance of microRNA tumor-normal expression differences in colorectal cancer
title_sort identifying factors associated with the direction and significance of microrna tumor-normal expression differences in colorectal cancer
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5663119/
https://www.ncbi.nlm.nih.gov/pubmed/29084506
http://dx.doi.org/10.1186/s12885-017-3690-x
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