Integrative Bioinformatic Analyses of Global Transcriptome Data Decipher Novel Molecular Insights into Cardiac Anti-Fibrotic Therapies.
algorithm
big data
cardiac fibrosis
integrative bioinformatics
miRNAs
natural compounds
transcriptomics
web application
Journal
International journal of molecular sciences
ISSN: 1422-0067
Titre abrégé: Int J Mol Sci
Pays: Switzerland
ID NLM: 101092791
Informations de publication
Date de publication:
02 Jul 2020
02 Jul 2020
Historique:
received:
09
06
2020
revised:
27
06
2020
accepted:
28
06
2020
entrez:
8
7
2020
pubmed:
8
7
2020
medline:
17
2
2021
Statut:
epublish
Résumé
Integrative bioinformatics is an emerging field in the big data era, offering a steadily increasing number of algorithms and analysis tools. However, for researchers in experimental life sciences it is often difficult to follow and properly apply the bioinformatical methods in order to unravel the complexity and systemic effects of omics data. Here, we present an integrative bioinformatics pipeline to decipher crucial biological insights from global transcriptome profiling data to validate innovative therapeutics. It is available as a web application for an interactive and simplified analysis without the need for programming skills or deep bioinformatics background. The approach was applied to an ex vivo cardiac model treated with natural anti-fibrotic compounds and we obtained new mechanistic insights into their anti-fibrotic action and molecular interplay with miRNAs in cardiac fibrosis. Several gene pathways associated with proliferation, extracellular matrix processes and wound healing were altered, and we could identify micro (mi) RNA-21-5p and miRNA-223-3p as key molecular components related to the anti-fibrotic treatment. Importantly, our pipeline is not restricted to a specific cell type or disease and can be broadly applied to better understand the unprecedented level of complexity in big data research.
Identifiants
pubmed: 32630753
pii: ijms21134727
doi: 10.3390/ijms21134727
pmc: PMC7370212
pii:
doi:
Substances chimiques
MicroRNAs
0
RNA, Messenger
0
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : Bundesministerium für Bildung, Wissenschaft und Forschung
ID : Era-Net grant 01KT1801, MIRACUM Consortium grant 01ZZ1801A, Foundation Leducq, ERA Network grant EXPERT
Organisme : Deutsche Forschungsgemeinschaft
ID : KFO FOR311-2, TH903/20-1
Organisme : BHF Centre for Regenerative Medicine at Imperial College London
ID : RM/17/1/33377
Organisme : Molecular Medicine program of the Hannover Biomedical Research School (HBRS)
ID : PhD fellowship
Références
Bioinformatics. 2014 Apr 1;30(7):923-30
pubmed: 24227677
J Exp Med. 2010 Aug 2;207(8):1589-97
pubmed: 20643828
Nat Protoc. 2009;4(1):44-57
pubmed: 19131956
Genome Biol. 2014;15(12):550
pubmed: 25516281
Bioinformatics. 2017 Jul 15;33(14):2218-2220
pubmed: 28369191
Nat Commun. 2019 May 15;10(1):2168
pubmed: 31092830
Sci Transl Med. 2012 Feb 15;4(121):121ra18
pubmed: 22344686
Biochim Biophys Acta Mol Basis Dis. 2017 Jan;1863(1):298-309
pubmed: 27825850
Eur Heart J. 2015 Aug 21;36(32):2184-96
pubmed: 25898844
Nat Protoc. 2017 Dec;12(12):2623-2639
pubmed: 29189769
F1000Res. 2018 Jun 14;7:
pubmed: 31489175
Nature. 2008 Dec 18;456(7224):980-4
pubmed: 19043405
Circulation. 2020 Mar 3;141(9):751-767
pubmed: 31948273
J Am Coll Cardiol. 2017 Jul 4;70(1):1-25
pubmed: 28527533
Eur Heart J. 2016 Jul 14;37(27):2129-2200
pubmed: 27206819
Circ Res. 2017 Aug 18;121(5):575-583
pubmed: 28630135
RNA. 2016 Jun;22(6):839-51
pubmed: 27022035
Nucleic Acids Res. 2019 Jul 2;47(W1):W191-W198
pubmed: 31066453
J Clin Invest. 2018 May 1;128(5):2127-2143
pubmed: 29664017
JAKSTAT. 2013 Apr 1;2(2):e23282
pubmed: 24058805
Nucleic Acids Res. 2018 Jan 4;46(D1):D296-D302
pubmed: 29126174
Nucleic Acids Res. 2008 Jan;36(Database issue):D154-8
pubmed: 17991681
Inflamm Regen. 2017 Jul 17;37:13
pubmed: 29259712
Eur J Heart Fail. 2017 Feb;19(2):177-191
pubmed: 28157267
Mol Ther. 2020 Feb 5;28(2):653-663
pubmed: 31585800
Am J Respir Cell Mol Biol. 2017 Apr;56(4):506-520
pubmed: 27911568
Mol Ther. 2017 Jan 4;25(1):165-180
pubmed: 28129112
Nucleic Acids Res. 2009 Jan;37(1):1-13
pubmed: 19033363
Bioinformatics. 2013 Jan 1;29(1):15-21
pubmed: 23104886
Cell. 2005 Jan 14;120(1):15-20
pubmed: 15652477
Growth Factors. 2011 Oct;29(5):196-202
pubmed: 21740331
Nature. 2018 Oct;562(7727):367-372
pubmed: 30283141
Nat Methods. 2012 Apr;9(4):345-50
pubmed: 22453911
Nucleic Acids Res. 2018 Jan 4;46(D1):D246-D251
pubmed: 29165655