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ECM–Receptor Regulatory Network and Its Prognostic Role in Colorectal Cancer
Interactions of the extracellular matrix (ECM) and cellular receptors constitute one of the crucial pathways involved in colorectal cancer progression and metastasis. With the use of bioinformatics analysis, we comprehensively evaluated the prognostic information concentrated in the genes from this...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8685507/ https://www.ncbi.nlm.nih.gov/pubmed/34938324 http://dx.doi.org/10.3389/fgene.2021.782699 |
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author | Nersisyan, Stepan Novosad, Victor Engibaryan, Narek Ushkaryov, Yuri Nikulin, Sergey Tonevitsky, Alexander |
author_facet | Nersisyan, Stepan Novosad, Victor Engibaryan, Narek Ushkaryov, Yuri Nikulin, Sergey Tonevitsky, Alexander |
author_sort | Nersisyan, Stepan |
collection | PubMed |
description | Interactions of the extracellular matrix (ECM) and cellular receptors constitute one of the crucial pathways involved in colorectal cancer progression and metastasis. With the use of bioinformatics analysis, we comprehensively evaluated the prognostic information concentrated in the genes from this pathway. First, we constructed a ECM–receptor regulatory network by integrating the transcription factor (TF) and 5’-isomiR interaction databases with mRNA/miRNA-seq data from The Cancer Genome Atlas Colon Adenocarcinoma (TCGA-COAD). Notably, one-third of interactions mediated by 5’-isomiRs was represented by noncanonical isomiRs (isomiRs, whose 5’-end sequence did not match with the canonical miRBase version). Then, exhaustive search-based feature selection was used to fit prognostic signatures composed of nodes from the network for overall survival prediction. Two reliable prognostic signatures were identified and validated on the independent The Cancer Genome Atlas Rectum Adenocarcinoma (TCGA-READ) cohort. The first signature was made up by six genes, directly involved in ECM–receptor interaction: AGRN, DAG1, FN1, ITGA5, THBS3, and TNC (concordance index 0.61, logrank test p = 0.0164, 3-years ROC AUC = 0.68). The second hybrid signature was composed of three regulators: hsa-miR-32-5p, NR1H2, and SNAI1 (concordance index 0.64, logrank test p = 0.0229, 3-years ROC AUC = 0.71). While hsa-miR-32-5p exclusively regulated ECM-related genes (COL1A2 and ITGA5), NR1H2 and SNAI1 also targeted other pathways (adhesion, cell cycle, and cell division). Concordant distributions of the respective risk scores across four stages of colorectal cancer and adjacent normal mucosa additionally confirmed reliability of the models. |
format | Online Article Text |
id | pubmed-8685507 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-86855072021-12-21 ECM–Receptor Regulatory Network and Its Prognostic Role in Colorectal Cancer Nersisyan, Stepan Novosad, Victor Engibaryan, Narek Ushkaryov, Yuri Nikulin, Sergey Tonevitsky, Alexander Front Genet Genetics Interactions of the extracellular matrix (ECM) and cellular receptors constitute one of the crucial pathways involved in colorectal cancer progression and metastasis. With the use of bioinformatics analysis, we comprehensively evaluated the prognostic information concentrated in the genes from this pathway. First, we constructed a ECM–receptor regulatory network by integrating the transcription factor (TF) and 5’-isomiR interaction databases with mRNA/miRNA-seq data from The Cancer Genome Atlas Colon Adenocarcinoma (TCGA-COAD). Notably, one-third of interactions mediated by 5’-isomiRs was represented by noncanonical isomiRs (isomiRs, whose 5’-end sequence did not match with the canonical miRBase version). Then, exhaustive search-based feature selection was used to fit prognostic signatures composed of nodes from the network for overall survival prediction. Two reliable prognostic signatures were identified and validated on the independent The Cancer Genome Atlas Rectum Adenocarcinoma (TCGA-READ) cohort. The first signature was made up by six genes, directly involved in ECM–receptor interaction: AGRN, DAG1, FN1, ITGA5, THBS3, and TNC (concordance index 0.61, logrank test p = 0.0164, 3-years ROC AUC = 0.68). The second hybrid signature was composed of three regulators: hsa-miR-32-5p, NR1H2, and SNAI1 (concordance index 0.64, logrank test p = 0.0229, 3-years ROC AUC = 0.71). While hsa-miR-32-5p exclusively regulated ECM-related genes (COL1A2 and ITGA5), NR1H2 and SNAI1 also targeted other pathways (adhesion, cell cycle, and cell division). Concordant distributions of the respective risk scores across four stages of colorectal cancer and adjacent normal mucosa additionally confirmed reliability of the models. Frontiers Media S.A. 2021-12-06 /pmc/articles/PMC8685507/ /pubmed/34938324 http://dx.doi.org/10.3389/fgene.2021.782699 Text en Copyright © 2021 Nersisyan, Novosad, Engibaryan, Ushkaryov, Nikulin and Tonevitsky. 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 Nersisyan, Stepan Novosad, Victor Engibaryan, Narek Ushkaryov, Yuri Nikulin, Sergey Tonevitsky, Alexander ECM–Receptor Regulatory Network and Its Prognostic Role in Colorectal Cancer |
title | ECM–Receptor Regulatory Network and Its Prognostic Role in Colorectal Cancer |
title_full | ECM–Receptor Regulatory Network and Its Prognostic Role in Colorectal Cancer |
title_fullStr | ECM–Receptor Regulatory Network and Its Prognostic Role in Colorectal Cancer |
title_full_unstemmed | ECM–Receptor Regulatory Network and Its Prognostic Role in Colorectal Cancer |
title_short | ECM–Receptor Regulatory Network and Its Prognostic Role in Colorectal Cancer |
title_sort | ecm–receptor regulatory network and its prognostic role in colorectal cancer |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8685507/ https://www.ncbi.nlm.nih.gov/pubmed/34938324 http://dx.doi.org/10.3389/fgene.2021.782699 |
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