Cargando…

Identification of HIV-1-specific cascaded microRNA-mRNA regulatory relationships by parallel mRNA and microRNA expression profiling with AIDS patients after antiviral treatment

BACKGROUND: The pathogenesis of human immunodeficiency virus 1 (HIV-1) infection is so complex that have not been clearly defined, despite intensive efforts have been made by many researchers. MicroRNA (miRNA) as regulation factor in various human diseases may influence the course of HIV-1 infection...

Descripción completa

Detalles Bibliográficos
Autores principales: Shen, Fangyuan, Liu, Yefang, Wang, Lanchun, Chai, Xiaoqiang, Yang, Jian, Feng, Quansheng, Li, Xiao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8568437/
https://www.ncbi.nlm.nih.gov/pubmed/34871208
http://dx.doi.org/10.1097/MD.0000000000027428
_version_ 1784594438675234816
author Shen, Fangyuan
Liu, Yefang
Wang, Lanchun
Chai, Xiaoqiang
Yang, Jian
Feng, Quansheng
Li, Xiao
author_facet Shen, Fangyuan
Liu, Yefang
Wang, Lanchun
Chai, Xiaoqiang
Yang, Jian
Feng, Quansheng
Li, Xiao
author_sort Shen, Fangyuan
collection PubMed
description BACKGROUND: The pathogenesis of human immunodeficiency virus 1 (HIV-1) infection is so complex that have not been clearly defined, despite intensive efforts have been made by many researchers. MicroRNA (miRNA) as regulation factor in various human diseases may influence the course of HIV-1 infection by targeting mRNAs. Thus, studies combining transcription of posttranscriptional miRNA regulation are required. METHODS: With the purpose of identifying cascaded miRNA-mRNA regulatory relationships related to HIV infection in gene level, the parallel miRNA, and mRNA expression profiles were analyzed to select differential expressed miRNAs and mRNAs. Then, miRNA-mRNA interactions were predicted using 3 data sources and Pearson correlation coefficient was calculated based on the gene expression level for accuracy improvement. Furthermore, the calculation of the regulatory impact factors was conducted to reveal crucial regulators in HIV-1 infection. To give further insight into these transcription factor (TF) regulators, the differentially co-expression analysis was conducted to identify differentially co-expressed links and differential co-expressed genes and the co-expression gene modules were identified using a threshold-based hierarchical clustering method, then modules were combined into a miRNA-TF-mRNA network. RESULTS: A total of 69,126 differentially co-expressed links and 626 differential co-expressed genes were identified. Functional enrichment analysis indicated that these co-expressed genes were significantly involved in immune response and apoptosis. Moreover, according to regulatory impact factors, 5 most influential TFs and miRNA in HIV-1 infection were identified and miRNA-TF-mRNA regulatory networks were built during the computing process. CONCLUSIONS: In our study, a set of integrated methods was generated to identify important regulators and miRNA-TF-mRNA interactions. Parallel profiling analysis of the miRNAs and mRNAs expression of HIV/acquired immunodeficiency syndrome (AIDS) patients after antiretroviral therapy indicated that some regulators have wide impact on gene regulation and that these regulatory elements may bear significant implications on the underlying molecular mechanism and pathogenesis of AIDS occurrence.
format Online
Article
Text
id pubmed-8568437
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher Lippincott Williams & Wilkins
record_format MEDLINE/PubMed
spelling pubmed-85684372021-11-06 Identification of HIV-1-specific cascaded microRNA-mRNA regulatory relationships by parallel mRNA and microRNA expression profiling with AIDS patients after antiviral treatment Shen, Fangyuan Liu, Yefang Wang, Lanchun Chai, Xiaoqiang Yang, Jian Feng, Quansheng Li, Xiao Medicine (Baltimore) 3500 BACKGROUND: The pathogenesis of human immunodeficiency virus 1 (HIV-1) infection is so complex that have not been clearly defined, despite intensive efforts have been made by many researchers. MicroRNA (miRNA) as regulation factor in various human diseases may influence the course of HIV-1 infection by targeting mRNAs. Thus, studies combining transcription of posttranscriptional miRNA regulation are required. METHODS: With the purpose of identifying cascaded miRNA-mRNA regulatory relationships related to HIV infection in gene level, the parallel miRNA, and mRNA expression profiles were analyzed to select differential expressed miRNAs and mRNAs. Then, miRNA-mRNA interactions were predicted using 3 data sources and Pearson correlation coefficient was calculated based on the gene expression level for accuracy improvement. Furthermore, the calculation of the regulatory impact factors was conducted to reveal crucial regulators in HIV-1 infection. To give further insight into these transcription factor (TF) regulators, the differentially co-expression analysis was conducted to identify differentially co-expressed links and differential co-expressed genes and the co-expression gene modules were identified using a threshold-based hierarchical clustering method, then modules were combined into a miRNA-TF-mRNA network. RESULTS: A total of 69,126 differentially co-expressed links and 626 differential co-expressed genes were identified. Functional enrichment analysis indicated that these co-expressed genes were significantly involved in immune response and apoptosis. Moreover, according to regulatory impact factors, 5 most influential TFs and miRNA in HIV-1 infection were identified and miRNA-TF-mRNA regulatory networks were built during the computing process. CONCLUSIONS: In our study, a set of integrated methods was generated to identify important regulators and miRNA-TF-mRNA interactions. Parallel profiling analysis of the miRNAs and mRNAs expression of HIV/acquired immunodeficiency syndrome (AIDS) patients after antiretroviral therapy indicated that some regulators have wide impact on gene regulation and that these regulatory elements may bear significant implications on the underlying molecular mechanism and pathogenesis of AIDS occurrence. Lippincott Williams & Wilkins 2021-11-05 /pmc/articles/PMC8568437/ /pubmed/34871208 http://dx.doi.org/10.1097/MD.0000000000027428 Text en Copyright © 2021 the Author(s). Published by Wolters Kluwer Health, Inc. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution-Non Commercial License 4.0 (CCBY-NC), where it is permissible to download, share, remix, transform, and buildup the work provided it is properly cited. The work cannot be used commercially without permission from the journal. http://creativecommons.org/licenses/by-nc/4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
spellingShingle 3500
Shen, Fangyuan
Liu, Yefang
Wang, Lanchun
Chai, Xiaoqiang
Yang, Jian
Feng, Quansheng
Li, Xiao
Identification of HIV-1-specific cascaded microRNA-mRNA regulatory relationships by parallel mRNA and microRNA expression profiling with AIDS patients after antiviral treatment
title Identification of HIV-1-specific cascaded microRNA-mRNA regulatory relationships by parallel mRNA and microRNA expression profiling with AIDS patients after antiviral treatment
title_full Identification of HIV-1-specific cascaded microRNA-mRNA regulatory relationships by parallel mRNA and microRNA expression profiling with AIDS patients after antiviral treatment
title_fullStr Identification of HIV-1-specific cascaded microRNA-mRNA regulatory relationships by parallel mRNA and microRNA expression profiling with AIDS patients after antiviral treatment
title_full_unstemmed Identification of HIV-1-specific cascaded microRNA-mRNA regulatory relationships by parallel mRNA and microRNA expression profiling with AIDS patients after antiviral treatment
title_short Identification of HIV-1-specific cascaded microRNA-mRNA regulatory relationships by parallel mRNA and microRNA expression profiling with AIDS patients after antiviral treatment
title_sort identification of hiv-1-specific cascaded microrna-mrna regulatory relationships by parallel mrna and microrna expression profiling with aids patients after antiviral treatment
topic 3500
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8568437/
https://www.ncbi.nlm.nih.gov/pubmed/34871208
http://dx.doi.org/10.1097/MD.0000000000027428
work_keys_str_mv AT shenfangyuan identificationofhiv1specificcascadedmicrornamrnaregulatoryrelationshipsbyparallelmrnaandmicrornaexpressionprofilingwithaidspatientsafterantiviraltreatment
AT liuyefang identificationofhiv1specificcascadedmicrornamrnaregulatoryrelationshipsbyparallelmrnaandmicrornaexpressionprofilingwithaidspatientsafterantiviraltreatment
AT wanglanchun identificationofhiv1specificcascadedmicrornamrnaregulatoryrelationshipsbyparallelmrnaandmicrornaexpressionprofilingwithaidspatientsafterantiviraltreatment
AT chaixiaoqiang identificationofhiv1specificcascadedmicrornamrnaregulatoryrelationshipsbyparallelmrnaandmicrornaexpressionprofilingwithaidspatientsafterantiviraltreatment
AT yangjian identificationofhiv1specificcascadedmicrornamrnaregulatoryrelationshipsbyparallelmrnaandmicrornaexpressionprofilingwithaidspatientsafterantiviraltreatment
AT fengquansheng identificationofhiv1specificcascadedmicrornamrnaregulatoryrelationshipsbyparallelmrnaandmicrornaexpressionprofilingwithaidspatientsafterantiviraltreatment
AT lixiao identificationofhiv1specificcascadedmicrornamrnaregulatoryrelationshipsbyparallelmrnaandmicrornaexpressionprofilingwithaidspatientsafterantiviraltreatment