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Variation in the co-expression profile highlights a loss of miRNA-mRNA regulation in multiple cancer types

Recent research provides insight into the ability of miRNA to regulate various pathways in several cancer types. Despite their involvement in the regulation of the mRNA via targeting the 3′UTR, there are relatively few studies examining the changes in these regulatory mechanisms specific to single c...

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Autores principales: Pepe, Gerardo, Parca, Luca, Viviani, Lorenzo, Ausiello, Gabriele, Helmer-Citterich, Manuela
Formato: Online Artículo Texto
Lenguaje:English
Publicado: KeAi Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8958468/
https://www.ncbi.nlm.nih.gov/pubmed/35387279
http://dx.doi.org/10.1016/j.ncrna.2022.03.003
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author Pepe, Gerardo
Parca, Luca
Viviani, Lorenzo
Ausiello, Gabriele
Helmer-Citterich, Manuela
author_facet Pepe, Gerardo
Parca, Luca
Viviani, Lorenzo
Ausiello, Gabriele
Helmer-Citterich, Manuela
author_sort Pepe, Gerardo
collection PubMed
description Recent research provides insight into the ability of miRNA to regulate various pathways in several cancer types. Despite their involvement in the regulation of the mRNA via targeting the 3′UTR, there are relatively few studies examining the changes in these regulatory mechanisms specific to single cancer types or shared between different cancer types. We analyzed samples where both miRNA and mRNA expression had been measured and performed a thorough correlation analysis on 7494 experimentally validated human miRNA-mRNA target-gene pairs in both healthy and tumoral samples. We show how more than 90% of these miRNA-mRNA interactions show a loss of regulation in the tumoral samples compared with their healthy counterparts. As expected, we found shared miRNA-mRNA dysregulated pairs among different tumors of the same tissue. However, anatomically different cancers also share multiple dysregulated interactions, suggesting that some cancer-related mechanisms are not tumor-specific. 2865 unique miRNA-mRNA pairs were identified across 13 cancer types, ≈ 40% of these pairs showed a loss of correlation in the tumoral samples in at least 2 out of the 13 analyzed cancers. Specifically, miR-200 family, miR-155 and miR-1 were identified, based on the computational analysis described below, as the miRNAs that potentially lose the highest number of interactions across different samples (only literature-based interactions were used for this analysis). Moreover, the miR-34a/ALDH2 and miR-9/MTHFD2 pairs show a switch in their correlation between healthy and tumor kidney samples suggesting a possible change in the regulation exerted by the miRNAs. Interestingly, the expression of these mRNAs is also associated with the overall survival. The disruption of miRNA regulation on its target, therefore, suggests the possible involvement of these pairs in cell malignant functions. The analysis reported here shows how the regulation of miRNA-mRNA interactions strongly differs between healthy and tumoral cells, based on the strong correlation variation between miRNA and its target that we obtained by analyzing the expression data of healthy and tumor tissue in highly reliable miRNA-target pairs. Finally, a go term enrichment analysis shows that the critical pairs identified are involved in cellular adhesion, proliferation, and migration.
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spelling pubmed-89584682022-04-05 Variation in the co-expression profile highlights a loss of miRNA-mRNA regulation in multiple cancer types Pepe, Gerardo Parca, Luca Viviani, Lorenzo Ausiello, Gabriele Helmer-Citterich, Manuela Noncoding RNA Res Original Research Article Recent research provides insight into the ability of miRNA to regulate various pathways in several cancer types. Despite their involvement in the regulation of the mRNA via targeting the 3′UTR, there are relatively few studies examining the changes in these regulatory mechanisms specific to single cancer types or shared between different cancer types. We analyzed samples where both miRNA and mRNA expression had been measured and performed a thorough correlation analysis on 7494 experimentally validated human miRNA-mRNA target-gene pairs in both healthy and tumoral samples. We show how more than 90% of these miRNA-mRNA interactions show a loss of regulation in the tumoral samples compared with their healthy counterparts. As expected, we found shared miRNA-mRNA dysregulated pairs among different tumors of the same tissue. However, anatomically different cancers also share multiple dysregulated interactions, suggesting that some cancer-related mechanisms are not tumor-specific. 2865 unique miRNA-mRNA pairs were identified across 13 cancer types, ≈ 40% of these pairs showed a loss of correlation in the tumoral samples in at least 2 out of the 13 analyzed cancers. Specifically, miR-200 family, miR-155 and miR-1 were identified, based on the computational analysis described below, as the miRNAs that potentially lose the highest number of interactions across different samples (only literature-based interactions were used for this analysis). Moreover, the miR-34a/ALDH2 and miR-9/MTHFD2 pairs show a switch in their correlation between healthy and tumor kidney samples suggesting a possible change in the regulation exerted by the miRNAs. Interestingly, the expression of these mRNAs is also associated with the overall survival. The disruption of miRNA regulation on its target, therefore, suggests the possible involvement of these pairs in cell malignant functions. The analysis reported here shows how the regulation of miRNA-mRNA interactions strongly differs between healthy and tumoral cells, based on the strong correlation variation between miRNA and its target that we obtained by analyzing the expression data of healthy and tumor tissue in highly reliable miRNA-target pairs. Finally, a go term enrichment analysis shows that the critical pairs identified are involved in cellular adhesion, proliferation, and migration. KeAi Publishing 2022-03-19 /pmc/articles/PMC8958468/ /pubmed/35387279 http://dx.doi.org/10.1016/j.ncrna.2022.03.003 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Research Article
Pepe, Gerardo
Parca, Luca
Viviani, Lorenzo
Ausiello, Gabriele
Helmer-Citterich, Manuela
Variation in the co-expression profile highlights a loss of miRNA-mRNA regulation in multiple cancer types
title Variation in the co-expression profile highlights a loss of miRNA-mRNA regulation in multiple cancer types
title_full Variation in the co-expression profile highlights a loss of miRNA-mRNA regulation in multiple cancer types
title_fullStr Variation in the co-expression profile highlights a loss of miRNA-mRNA regulation in multiple cancer types
title_full_unstemmed Variation in the co-expression profile highlights a loss of miRNA-mRNA regulation in multiple cancer types
title_short Variation in the co-expression profile highlights a loss of miRNA-mRNA regulation in multiple cancer types
title_sort variation in the co-expression profile highlights a loss of mirna-mrna regulation in multiple cancer types
topic Original Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8958468/
https://www.ncbi.nlm.nih.gov/pubmed/35387279
http://dx.doi.org/10.1016/j.ncrna.2022.03.003
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