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CBS-miRSeq: A comprehensive tool for accurate and extensive analyses of microRNA-sequencing data

Articolo
Data di Pubblicazione:
2019
Abstract:
Several online and local tools have been developed to analyze microRNA-sequencing (miRNA-Seq) data, but usually they are limited by many factors including: inaccurate processing, lack of optimal parameterization, outdated references plus annotations, restrictions in uploading large datasets, and shortage of biological inferences. In this work, we have developed a fully customized bioinformatics analysis pipeline (Color and Base-Space miRNA-Seq – CBS-miRSeq) for the seamless processing of short-reads miRNA-Seq data. The pipeline has been designed using Bash, Perl, and R scripts. CBS-miRSeq includes modules for read pre- and post-processing (quality assessment, filtering, adapter trimming and mapping) and different types of downstream analyses (identification of miRNA variants (isomiRs), novel miRNA prediction, miRNA:mRNA interaction target prediction, robust differential miRNA analysis, and target gene functional analysis). In this manuscript, we show that re-analysis of two published datasets using the CBS-miRSeq pipeline leads to better performance and efficiency in terms of their pipelines set and biomarker discovery between two biological conditions.
Tipologia CRIS:
1.1 Articolo in rivista
Keywords:
Base-space; Bioinformatics pipeline; Color-space; Gene expression profiling; microRNA; Humans; MicroRNAs; RNA, Messenger; Databases, Nucleic Acid; RNA-Seq; Software
Elenco autori:
Kesharwani, R. K.; Chiesa, M.; Bellazzi, R.; Colombo, G. I.
Autori di Ateneo:
BELLAZZI RICCARDO
Link alla scheda completa:
https://iris.unipv.it/handle/11571/1349263
Pubblicato in:
COMPUTERS IN BIOLOGY AND MEDICINE
Journal
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