TFmiR2

TFmiR2 constructs integrated transcription factor (TF) and microRNA (miRNA) co-regulatory networks for human and mouse and analyzes them to identify key driver genes and key driver miRNAs and to detect four-node TF-miRNA motifs relevant to tissue- and process-specific regulation.


Key Features:

  • Network construction: Builds integrated TF and miRNA co-regulatory networks for human and mouse.
  • Tissue- and process-specific networks: Generates tissue-specific and biological process-specific networks using user-provided sets of deregulated genes and miRNAs.
  • Key driver identification: Identifies "key driver genes" and "key driver miRNAs" using a graph theoretical minimum connected dominating set.
  • Motif detection: Detects four-node TF-miRNA motifs representing specific interaction patterns between transcription factors and microRNAs.

Scientific Applications:

  • Disease pathogenesis: Analysis of regulatory interactions underlying disease pathogenesis.
  • Tissue-specific regulation: Investigation of tissue-specific regulatory mechanisms.
  • Biological process analysis: Dissection of regulatory mechanisms in specific biological processes.

Methodology:

Constructs co-regulatory networks from user-provided deregulated genes and miRNAs to produce tissue- and biological process-specific networks; applies the minimum connected dominating set to identify key driver genes and key driver miRNAs; searches networks for four-node TF-miRNA motifs.

Topics

Details

Added:
1/14/2020
Last Updated:
12/28/2020

Operations

Publications

Nazarieh M, Hamed M, Spaniol C, Will T, Helms V. TFmiR2: constructing and analyzing disease-, tissue- and process-specific transcription factor and microRNA co-regulatory networks. Bioinformatics. 2019;36(7):2300-2302. doi:10.1093/bioinformatics/btz871. PMID:31746988.

PMID: 31746988
Funding: - Deutsche Forschungsgemeinschaft: SFB 1027