Network-based approach to identify principal isoforms among four cancer types

Jun Ma1, Jenny Wang2, Laleh Soltan Ghoraie2

  • 1National Engineering Research Center for Miniaturized Detection Systems, Northwest University, Xi'an, P. R. China. daipg@nwu.edu.cn and Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.

Molecular Omics
|February 6, 2019
PubMed

Insights

This study identifies higher degree isoforms (HDIs) in cancer by analyzing gene co-expression. These HDIs show potential as novel therapeutic targets for cancer treatment.

Area of Science:

  • Genomics
  • Molecular Biology
  • Cancer Research

Background:

  • Protein isoforms, arising from alternative splicing, can have diverse biological functions.
  • Isoform expression is often altered in tumors, impacting tumorigenesis and prognosis.
  • Previous studies identified principal isoforms based on normal tissue interactions.

Purpose of the Study:

  • To identify higher degree isoforms (HDIs) of multi-isoform genes (MIGs) in various cancer types.
  • To compare cancer-derived HDIs with those identified by proteomic and prognostic data.
  • To analyze associations between HDIs, non-HDIs (nHDIs), gene expression, and drug responses in cancer cell lines.

Main Methods:

  • Applied a meta-analytical framework to RNA-seq data from breast, lung, leukemia, and colon cancer cell lines.
  • Calculated isoform-isoform co-expression to identify HDIs within multi-isoform genes (MIGs).
  • Compared identified HDIs with proteomic data, prognostic/predictive evidence, and analyzed transcript expression and drug responses.

Main Results:

  • Identified complex properties of HDIs within genes across different cancer types using co-expression networks.
  • Found distinct associations between HDIs and nHDIs concerning transcript expression and drug sensitivity.
  • Highlighted the potential of HDIs as novel therapeutic targets in cancer treatment.

Conclusions:

  • Isoform co-expression networks in cancer reveal complex patterns of higher degree isoforms (HDIs).
  • HDIs exhibit distinct relationships with gene expression and drug responses compared to non-HDIs.
  • HDIs represent promising novel therapeutic targets for developing targeted cancer therapies.

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