Cargando…

Multiplex-Heterogeneous Network-Based Capturing Potential SNP “Switches” of Pathways Associating With Diverse Disease Characteristics of Asthma

Asthma is a complex heterogeneous respiratory disorder. In recent years nubbly regions of the role of genetic variants and transcriptome including mRNAs, microRNAs, and long non-coding RNAs in the pathogenesis of asthma have been separately excavated and reported. However, how to systematically inte...

Descripción completa

Detalles Bibliográficos
Autores principales: Ran, Ming-Yu, Yuan, Zhang, Fan, Chui-Ting, Ke, Zhou, Wang, Xin-Xing, Sun, Jia-Yuan, Su, Dong-Ju
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8712737/
https://www.ncbi.nlm.nih.gov/pubmed/34970542
http://dx.doi.org/10.3389/fcell.2021.744932
_version_ 1784623619864788992
author Ran, Ming-Yu
Yuan, Zhang
Fan, Chui-Ting
Ke, Zhou
Wang, Xin-Xing
Sun, Jia-Yuan
Su, Dong-Ju
author_facet Ran, Ming-Yu
Yuan, Zhang
Fan, Chui-Ting
Ke, Zhou
Wang, Xin-Xing
Sun, Jia-Yuan
Su, Dong-Ju
author_sort Ran, Ming-Yu
collection PubMed
description Asthma is a complex heterogeneous respiratory disorder. In recent years nubbly regions of the role of genetic variants and transcriptome including mRNAs, microRNAs, and long non-coding RNAs in the pathogenesis of asthma have been separately excavated and reported. However, how to systematically integrate and decode this scattered information remains unclear. Further exploration would improve understanding of the internal communication of asthma. To excavate new insights into the pathogenesis of asthma, we ascertained three asthma characteristics according to reviews, airway inflammation, airway hyperresponsiveness, and airway remodeling. We manually created a contemporary catalog of corresponding risk transcriptome, including mRNAs, miRNAs, and lncRNAs. MIMP is a multiplex-heterogeneous networks-based approach, measuring the relevance of disease characteristics to the pathway by examining the similarity between the determined vectors of risk transcriptome and pathways in the same low-dimensional vector space. It was developed to enable a more concentrated and in-depth exploration of potential pathways. We integrated experimentally validated competing endogenous RNA regulatory information and the SNPs with significant pathways into the ceRNA-mediated SNP switching pathway network (CSSPN) to analyze ceRNA regulation of pathways and the role of SNP in these dysfunctions. We discovered 11 crucial ceRNA regulations concerning asthma disease feature pathway and propose a potential mechanism of ceRNA regulatory SNP → gene → pathway → disease feature effecting asthma pathogenesis, especially for MALAT1 (rs765499057/rs764699354/rs189435941) → hsa-miR-155 → IL13 (rs201185816/rs1000978586/rs202101165) → Interleukin-4 and Interleukin-13 signaling → inflammation/airway remodeling and MALAT1 (rs765499057/rs764699354/rs189435941) → hsa-miR-155 → IL17RB (rs948046241) → Interleukin-17 signaling (airway remodeling)/Cytokine-cytokine receptor interaction (inflammation). This study showed a systematic and propagable workflow for capturing the potential SNP “switch” of asthma through text and database mining and provides further information on the pathogenesis of asthma.
format Online
Article
Text
id pubmed-8712737
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-87127372021-12-29 Multiplex-Heterogeneous Network-Based Capturing Potential SNP “Switches” of Pathways Associating With Diverse Disease Characteristics of Asthma Ran, Ming-Yu Yuan, Zhang Fan, Chui-Ting Ke, Zhou Wang, Xin-Xing Sun, Jia-Yuan Su, Dong-Ju Front Cell Dev Biol Cell and Developmental Biology Asthma is a complex heterogeneous respiratory disorder. In recent years nubbly regions of the role of genetic variants and transcriptome including mRNAs, microRNAs, and long non-coding RNAs in the pathogenesis of asthma have been separately excavated and reported. However, how to systematically integrate and decode this scattered information remains unclear. Further exploration would improve understanding of the internal communication of asthma. To excavate new insights into the pathogenesis of asthma, we ascertained three asthma characteristics according to reviews, airway inflammation, airway hyperresponsiveness, and airway remodeling. We manually created a contemporary catalog of corresponding risk transcriptome, including mRNAs, miRNAs, and lncRNAs. MIMP is a multiplex-heterogeneous networks-based approach, measuring the relevance of disease characteristics to the pathway by examining the similarity between the determined vectors of risk transcriptome and pathways in the same low-dimensional vector space. It was developed to enable a more concentrated and in-depth exploration of potential pathways. We integrated experimentally validated competing endogenous RNA regulatory information and the SNPs with significant pathways into the ceRNA-mediated SNP switching pathway network (CSSPN) to analyze ceRNA regulation of pathways and the role of SNP in these dysfunctions. We discovered 11 crucial ceRNA regulations concerning asthma disease feature pathway and propose a potential mechanism of ceRNA regulatory SNP → gene → pathway → disease feature effecting asthma pathogenesis, especially for MALAT1 (rs765499057/rs764699354/rs189435941) → hsa-miR-155 → IL13 (rs201185816/rs1000978586/rs202101165) → Interleukin-4 and Interleukin-13 signaling → inflammation/airway remodeling and MALAT1 (rs765499057/rs764699354/rs189435941) → hsa-miR-155 → IL17RB (rs948046241) → Interleukin-17 signaling (airway remodeling)/Cytokine-cytokine receptor interaction (inflammation). This study showed a systematic and propagable workflow for capturing the potential SNP “switch” of asthma through text and database mining and provides further information on the pathogenesis of asthma. Frontiers Media S.A. 2021-12-14 /pmc/articles/PMC8712737/ /pubmed/34970542 http://dx.doi.org/10.3389/fcell.2021.744932 Text en Copyright © 2021 Ran, Yuan, Fan, Ke, Wang, Sun and Su. 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 Cell and Developmental Biology
Ran, Ming-Yu
Yuan, Zhang
Fan, Chui-Ting
Ke, Zhou
Wang, Xin-Xing
Sun, Jia-Yuan
Su, Dong-Ju
Multiplex-Heterogeneous Network-Based Capturing Potential SNP “Switches” of Pathways Associating With Diverse Disease Characteristics of Asthma
title Multiplex-Heterogeneous Network-Based Capturing Potential SNP “Switches” of Pathways Associating With Diverse Disease Characteristics of Asthma
title_full Multiplex-Heterogeneous Network-Based Capturing Potential SNP “Switches” of Pathways Associating With Diverse Disease Characteristics of Asthma
title_fullStr Multiplex-Heterogeneous Network-Based Capturing Potential SNP “Switches” of Pathways Associating With Diverse Disease Characteristics of Asthma
title_full_unstemmed Multiplex-Heterogeneous Network-Based Capturing Potential SNP “Switches” of Pathways Associating With Diverse Disease Characteristics of Asthma
title_short Multiplex-Heterogeneous Network-Based Capturing Potential SNP “Switches” of Pathways Associating With Diverse Disease Characteristics of Asthma
title_sort multiplex-heterogeneous network-based capturing potential snp “switches” of pathways associating with diverse disease characteristics of asthma
topic Cell and Developmental Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8712737/
https://www.ncbi.nlm.nih.gov/pubmed/34970542
http://dx.doi.org/10.3389/fcell.2021.744932
work_keys_str_mv AT ranmingyu multiplexheterogeneousnetworkbasedcapturingpotentialsnpswitchesofpathwaysassociatingwithdiversediseasecharacteristicsofasthma
AT yuanzhang multiplexheterogeneousnetworkbasedcapturingpotentialsnpswitchesofpathwaysassociatingwithdiversediseasecharacteristicsofasthma
AT fanchuiting multiplexheterogeneousnetworkbasedcapturingpotentialsnpswitchesofpathwaysassociatingwithdiversediseasecharacteristicsofasthma
AT kezhou multiplexheterogeneousnetworkbasedcapturingpotentialsnpswitchesofpathwaysassociatingwithdiversediseasecharacteristicsofasthma
AT wangxinxing multiplexheterogeneousnetworkbasedcapturingpotentialsnpswitchesofpathwaysassociatingwithdiversediseasecharacteristicsofasthma
AT sunjiayuan multiplexheterogeneousnetworkbasedcapturingpotentialsnpswitchesofpathwaysassociatingwithdiversediseasecharacteristicsofasthma
AT sudongju multiplexheterogeneousnetworkbasedcapturingpotentialsnpswitchesofpathwaysassociatingwithdiversediseasecharacteristicsofasthma