isoMiRmap

isoMiRmap identifies and exhaustively reports isomiRs from short RNA-seq datasets to enable analysis of miRNA isoform variation at 5' and 3' termini, 3' non-templated additions, and sequence variants such as single-nucleotide polymorphisms (SNPs) and somatic mutations.


Key Features:

  • Fast Processing: Capable of analyzing short RNA-seq datasets (e.g., 50 million reads) in just a few minutes on an average laptop.
  • Deterministic and Exhaustive Reporting: Deterministically reports all isomiRs present without double-counting to ensure comprehensive coverage.
  • Precursor Mapping and Ambiguity Tagging: Provides miRNA precursor locations and tags ambiguous isomiRs whose sequences overlap with known miRNA sequences.
  • Variant Detection: Identifies common single-nucleotide polymorphisms (SNPs) and somatic mutations within isomiR sequences.
  • Non-Templated Addition Detection: Detects isomiRs with 3' non-templated post-transcriptional additions.
  • Output Formats: Produces outputs in HTML, miRGFF3, and tab-delimited formats for downstream integration.

Scientific Applications:

  • Genetic Ancestry Studies: Profiling isomiR diversity across populations to investigate ancestry-associated miRNA variation.
  • Tissue-Specific Expression: Characterizing tissue-specific miRNA isoform repertoires and 5'/3' end variation.
  • Disease Subtype and Cancer Genomics: Comparing isomiR profiles across disease subtypes and cancer samples to explore disease-associated isoform changes.
  • miRNA Regulation and Function: Enabling studies of post-transcriptional modifications and sequence variants that affect miRNA regulation and function.

Methodology:

Directly processes short RNA-seq datasets to identify and quantify all isomiRs using a deterministic algorithm that distinguishes bona fide isomiRs from ambiguous ones and reports transcriptional origin information.

Topics

Details

Tool Type:
command-line tool
Programming Languages:
Python
Added:
3/19/2021
Last Updated:
11/24/2024

Operations

Publications

Loher P, Karathanasis N, Londin E, F. Bray P, Pliatsika V, Telonis AG, Rigoutsos I. IsoMiRmap: fast, deterministic and exhaustive mining of isomiRs from short RNA-seq datasets. Bioinformatics. 2021;37(13):1828-1838. doi:10.1093/bioinformatics/btab016. PMID:33471076. PMCID:PMC8317110.

PMID: 33471076
PMCID: PMC8317110
Funding: - National Institutes of Health: R01 HL141424

Links