DIANA-mAP: Analyzing miRNA from Raw NGS Data to Quantification.


Journal

Genes
ISSN: 2073-4425
Titre abrégé: Genes (Basel)
Pays: Switzerland
ID NLM: 101551097

Informations de publication

Date de publication:
30 12 2020
Historique:
received: 26 10 2020
revised: 21 12 2020
accepted: 28 12 2020
entrez: 5 1 2021
pubmed: 6 1 2021
medline: 27 7 2021
Statut: epublish

Résumé

microRNAs (miRNAs) are small non-coding RNAs (~22 nts) that are considered central post-transcriptional regulators of gene expression and key components in many pathological conditions. Next-Generation Sequencing (NGS) technologies have led to inexpensive, massive data production, revolutionizing every research aspect in the fields of biology and medicine. Particularly, small RNA-Seq (sRNA-Seq) enables small non-coding RNA quantification on a high-throughput scale, providing a closer look into the expression profiles of these crucial regulators within the cell. Here, we present DIANA-microRNA-Analysis-Pipeline (DIANA-mAP), a fully automated computational pipeline that allows the user to perform miRNA NGS data analysis from raw sRNA-Seq libraries to quantification and Differential Expression Analysis in an easy, scalable, efficient, and intuitive way. Emphasis has been given to data pre-processing, an early, critical step in the analysis for the robustness of the final results and conclusions. Through modularity, parallelizability and customization, DIANA-mAP produces high quality expression results, reports and graphs for downstream data mining and statistical analysis. In an extended evaluation, the tool outperforms similar tools providing pre-processing without any adapter knowledge. Closing, DIANA-mAP is a freely available tool. It is available dockerized with no dependency installations or standalone, accompanied by an installation manual through Github.

Identifiants

pubmed: 33396959
pii: genes12010046
doi: 10.3390/genes12010046
pmc: PMC7823405
pii:
doi:

Substances chimiques

MicroRNAs 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Références

Nat Protoc. 2016 Sep;11(9):1650-67
pubmed: 27560171
Genome Biol. 2009;10(3):R25
pubmed: 19261174
Blood. 2010 Dec 2;116(23):e118-27
pubmed: 20733160
BMC Bioinformatics. 2017 Mar 20;18(1):180
pubmed: 28320324
PLoS One. 2016 Oct 13;11(10):e0164228
pubmed: 27736901
Mol Cancer. 2014 Feb 11;13:28
pubmed: 24517586
Methods. 2013 Sep 1;63(1):41-9
pubmed: 23816787
BMC Genomics. 2014 Jun 03;15:423
pubmed: 24894665
Sci Rep. 2020 Jan 20;10(1):705
pubmed: 31959833
Nucleic Acids Res. 2011 Jan;39(Database issue):D152-7
pubmed: 21037258
Nucleic Acids Res. 2015 Jul 1;43(W1):W467-73
pubmed: 26019179
Sci Rep. 2016 May 11;6:25749
pubmed: 27167008
Genome Biol. 2014;15(12):550
pubmed: 25516281
Nucleic Acids Res. 2012 Jan;40(1):37-52
pubmed: 21911355
BMC Bioinformatics. 2018 Jul 23;19(1):275
pubmed: 30153801
Nat Protoc. 2012 Mar 01;7(3):562-78
pubmed: 22383036
Sci Rep. 2019 Mar 8;9(1):3913
pubmed: 30850632
Nature. 2012 Feb 15;482(7385):347-55
pubmed: 22337054
Genome Biol. 2010;11(10):R106
pubmed: 20979621
Nucleic Acids Res. 2011 Jan;39(Database issue):D19-21
pubmed: 21062823
Cancer Res. 2011 Jul 1;71(13):4443-53
pubmed: 21586611
Nucleic Acids Res. 2017 Dec 1;45(21):12140-12151
pubmed: 29069500
Curr Opin Mol Ther. 2009 Dec;11(6):641-51
pubmed: 20072941
Bioinformatics. 2019 Nov 04;:
pubmed: 31681943
Nucleic Acids Res. 2016 Jul 8;44(W1):W128-34
pubmed: 27207881
Science. 2004 Oct 22;306(5696):636-40
pubmed: 15499007
RNA Biol. 2013 Jul;10(7):1087-92
pubmed: 23778453
Clin Biochem. 2013 Jul;46(10-11):879-900
pubmed: 23518312

Auteurs

Athanasios Alexiou (A)

DIANA Lab, Department of Computer Science and Biomedical Informatics, University of Thessaly, 35131 Lamia, Greece.
Hellenic Pasteur Institute, 11521 Athens, Greece.

Dimitrios Zisis (D)

Hellenic Pasteur Institute, 11521 Athens, Greece.

Ioannis Kavakiotis (I)

DIANA Lab, Department of Computer Science and Biomedical Informatics, University of Thessaly, 35131 Lamia, Greece.

Marios Miliotis (M)

DIANA Lab, Department of Computer Science and Biomedical Informatics, University of Thessaly, 35131 Lamia, Greece.
Hellenic Pasteur Institute, 11521 Athens, Greece.

Antonis Koussounadis (A)

Department of Electrical & Computer Engineering, University of Thessaly, 38221 Volos, Greece.

Dimitra Karagkouni (D)

DIANA Lab, Department of Computer Science and Biomedical Informatics, University of Thessaly, 35131 Lamia, Greece.
Hellenic Pasteur Institute, 11521 Athens, Greece.

Artemis G Hatzigeorgiou (AG)

DIANA Lab, Department of Computer Science and Biomedical Informatics, University of Thessaly, 35131 Lamia, Greece.
Hellenic Pasteur Institute, 11521 Athens, Greece.
Department of Electrical & Computer Engineering, University of Thessaly, 38221 Volos, Greece.

Articles similaires

Genome, Chloroplast Phylogeny Genetic Markers Base Composition High-Throughput Nucleotide Sequencing

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C

Classifications MeSH