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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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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. |
format | Online Article Text |
id | pubmed-5663119 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
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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