Identification of cis-regulatory mutations generating de novo edges in personalized cancer gene regulatory networks

Zeynep Kalender Atak1,2, Hana Imrichova1,2, Dmitry Svetlichnyy1,2

  • 1Laboratory of Computational Biology, VIB Center for Brain & Disease Research, Leuven, Belgium.

Genome Medicine
|September 1, 2017
PubMed

Insights

Identifying functional non-coding mutations is crucial. Our tool, μ-cisTarget, filters and prioritizes these mutations by analyzing their impact on personal gene regulatory networks, aiding cancer driver discovery.

Area of Science:

  • Genomics
  • Computational Biology
  • Cancer Research

Background:

  • Functional non-coding mutations are challenging to identify.
  • Understanding their impact on gene regulation is critical for disease insights.

Purpose of the Study:

  • Introduce μ-cisTarget, a novel tool for filtering, annotating, and prioritizing cis-regulatory mutations.
  • Assess the effect of mutations on personal gene regulatory networks.

Main Methods:

  • Utilized μ-cisTarget to analyze known mutations in T-ALL and melanoma.
  • Performed whole-genome sequencing on ten cancer cell lines.
  • Integrated transcriptome data and motif discovery to identify master regulators and de novo binding sites.

Main Results:

  • Successfully validated μ-cisTarget on established cancer mutation datasets.
  • Identified master regulators with de novo binding sites driving oncogene upregulation in cancer cell lines.

Conclusions:

  • μ-cisTarget provides a robust method for prioritizing functional cis-regulatory mutations.
  • The tool aids in uncovering novel cancer driver mechanisms by linking mutations to gene expression changes.

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