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...
Autores principales: | , |
---|---|
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 |