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A review on methods for predicting miRNA–mRNA regulatory modules

Identification of complex interactions between miRNAs and mRNAs in a regulatory network helps better understand the underlying biological processes. Previously, identification of these interactions was based on sequence-based predicted target binding information. With the advancement in high-through...

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Detalles Bibliográficos
Autores principales: Madhumita, Madhumita, Paul, Sushmita
Formato: Online Artículo Texto
Lenguaje:English
Publicado: De Gruyter 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9521823/
https://www.ncbi.nlm.nih.gov/pubmed/35357793
http://dx.doi.org/10.1515/jib-2020-0048
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author Madhumita, Madhumita
Paul, Sushmita
author_facet Madhumita, Madhumita
Paul, Sushmita
author_sort Madhumita, Madhumita
collection PubMed
description Identification of complex interactions between miRNAs and mRNAs in a regulatory network helps better understand the underlying biological processes. Previously, identification of these interactions was based on sequence-based predicted target binding information. With the advancement in high-throughput omics technologies, miRNA and mRNA expression for the same set of samples are available. This helps develop more efficient and flexible approaches that work by integrating miRNA and mRNA expression profiles with target binding information. Since these integrative approaches of miRNA–mRNA regulatory modules (MRMs) detection is sufficiently able to capture the minute biological details, 26 such algorithms/methods/tools for MRMs identification are comprehensively reviewed in this article. The study covers the significant features underlying every method. Therefore, the methods are classified into eight groups based on mathematical approaches to understand their working and suitability for one’s study. An algorithm could be selected based on the available information with the users and the biological question under investigation.
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spelling pubmed-95218232022-10-26 A review on methods for predicting miRNA–mRNA regulatory modules Madhumita, Madhumita Paul, Sushmita J Integr Bioinform Review Article Identification of complex interactions between miRNAs and mRNAs in a regulatory network helps better understand the underlying biological processes. Previously, identification of these interactions was based on sequence-based predicted target binding information. With the advancement in high-throughput omics technologies, miRNA and mRNA expression for the same set of samples are available. This helps develop more efficient and flexible approaches that work by integrating miRNA and mRNA expression profiles with target binding information. Since these integrative approaches of miRNA–mRNA regulatory modules (MRMs) detection is sufficiently able to capture the minute biological details, 26 such algorithms/methods/tools for MRMs identification are comprehensively reviewed in this article. The study covers the significant features underlying every method. Therefore, the methods are classified into eight groups based on mathematical approaches to understand their working and suitability for one’s study. An algorithm could be selected based on the available information with the users and the biological question under investigation. De Gruyter 2022-04-01 /pmc/articles/PMC9521823/ /pubmed/35357793 http://dx.doi.org/10.1515/jib-2020-0048 Text en © 2022 the author(s), published by De Gruyter, Berlin/Boston https://creativecommons.org/licenses/by/4.0/This work is licensed under the Creative Commons Attribution 4.0 International License.
spellingShingle Review Article
Madhumita, Madhumita
Paul, Sushmita
A review on methods for predicting miRNA–mRNA regulatory modules
title A review on methods for predicting miRNA–mRNA regulatory modules
title_full A review on methods for predicting miRNA–mRNA regulatory modules
title_fullStr A review on methods for predicting miRNA–mRNA regulatory modules
title_full_unstemmed A review on methods for predicting miRNA–mRNA regulatory modules
title_short A review on methods for predicting miRNA–mRNA regulatory modules
title_sort review on methods for predicting mirna–mrna regulatory modules
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9521823/
https://www.ncbi.nlm.nih.gov/pubmed/35357793
http://dx.doi.org/10.1515/jib-2020-0048
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