Cargando…

HisCoM-mimi: software for hierarchical structural component analysis for miRNA-mRNA integration model for binary phenotypes

To identify miRNA-mRNA interaction pairs associated with binary phenotypes, we propose a hierarchical structural component model for miRNA-mRNA integration (HisCoM-mimi). Information on known mRNA targets provided by TargetScan is used to perform HisCoM-mimi. However, multiple databases can be used...

Descripción completa

Detalles Bibliográficos
Autores principales: Kim, Yongkang, Park, Taesung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korea Genome Organization 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6459173/
https://www.ncbi.nlm.nih.gov/pubmed/30929411
http://dx.doi.org/10.5808/GI.2019.17.1.e10
_version_ 1783410150718046208
author Kim, Yongkang
Park, Taesung
author_facet Kim, Yongkang
Park, Taesung
author_sort Kim, Yongkang
collection PubMed
description To identify miRNA-mRNA interaction pairs associated with binary phenotypes, we propose a hierarchical structural component model for miRNA-mRNA integration (HisCoM-mimi). Information on known mRNA targets provided by TargetScan is used to perform HisCoM-mimi. However, multiple databases can be used to find miRNA-mRNA signatures with known biological information through different algorithms. To take these additional databases into account, we present our advanced application software for HisCoM-mimi for binary phenotypes. The proposed HisCoM-mimi supports both TargetScan and miRTarBase, which provides manually-verified information initially gathered by text-mining the literature. By integrating information from miRTarBase into HisCoM-mimi, a broad range of target information derived from the research literature can be analyzed. Another improvement of the new HisCoM-mimi approach is the inclusion of updated algorithms to provide the lasso and elastic-net penalties for users who want to fit a model with a smaller number of selected miRNAs and mRNAs. We expect that our HisCoM-mimi software will make advanced methods accessible to researchers who want to identify miRNA-mRNA interaction pairs related with binary phenotypes.
format Online
Article
Text
id pubmed-6459173
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Korea Genome Organization
record_format MEDLINE/PubMed
spelling pubmed-64591732019-04-19 HisCoM-mimi: software for hierarchical structural component analysis for miRNA-mRNA integration model for binary phenotypes Kim, Yongkang Park, Taesung Genomics Inform Application Note To identify miRNA-mRNA interaction pairs associated with binary phenotypes, we propose a hierarchical structural component model for miRNA-mRNA integration (HisCoM-mimi). Information on known mRNA targets provided by TargetScan is used to perform HisCoM-mimi. However, multiple databases can be used to find miRNA-mRNA signatures with known biological information through different algorithms. To take these additional databases into account, we present our advanced application software for HisCoM-mimi for binary phenotypes. The proposed HisCoM-mimi supports both TargetScan and miRTarBase, which provides manually-verified information initially gathered by text-mining the literature. By integrating information from miRTarBase into HisCoM-mimi, a broad range of target information derived from the research literature can be analyzed. Another improvement of the new HisCoM-mimi approach is the inclusion of updated algorithms to provide the lasso and elastic-net penalties for users who want to fit a model with a smaller number of selected miRNAs and mRNAs. We expect that our HisCoM-mimi software will make advanced methods accessible to researchers who want to identify miRNA-mRNA interaction pairs related with binary phenotypes. Korea Genome Organization 2019-03-31 /pmc/articles/PMC6459173/ /pubmed/30929411 http://dx.doi.org/10.5808/GI.2019.17.1.e10 Text en (c) 2019, Korea Genome Organization (CC) This is an open-access article distributed under the terms of the Creative Commons Attribution license(https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Application Note
Kim, Yongkang
Park, Taesung
HisCoM-mimi: software for hierarchical structural component analysis for miRNA-mRNA integration model for binary phenotypes
title HisCoM-mimi: software for hierarchical structural component analysis for miRNA-mRNA integration model for binary phenotypes
title_full HisCoM-mimi: software for hierarchical structural component analysis for miRNA-mRNA integration model for binary phenotypes
title_fullStr HisCoM-mimi: software for hierarchical structural component analysis for miRNA-mRNA integration model for binary phenotypes
title_full_unstemmed HisCoM-mimi: software for hierarchical structural component analysis for miRNA-mRNA integration model for binary phenotypes
title_short HisCoM-mimi: software for hierarchical structural component analysis for miRNA-mRNA integration model for binary phenotypes
title_sort hiscom-mimi: software for hierarchical structural component analysis for mirna-mrna integration model for binary phenotypes
topic Application Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6459173/
https://www.ncbi.nlm.nih.gov/pubmed/30929411
http://dx.doi.org/10.5808/GI.2019.17.1.e10
work_keys_str_mv AT kimyongkang hiscommimisoftwareforhierarchicalstructuralcomponentanalysisformirnamrnaintegrationmodelforbinaryphenotypes
AT parktaesung hiscommimisoftwareforhierarchicalstructuralcomponentanalysisformirnamrnaintegrationmodelforbinaryphenotypes