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Updated: Oct 9, 2025

An Integrated Platform for Genome-wide Mapping of Chromatin States Using High-throughput ChIP-sequencing in Tumor Tissues
Published on: April 5, 2018
Changes in gene-gene interactions associated with cancer onset and progression are largely independent of changes in
Zainab Arshad1, John F McDonald1
1Integrated Cancer Research Center, School of Biological Sciences, Petit Institute for Bioengineering and Bioscience, Georgia Institute of Technology, 315 Ferst Drive, Atlanta, GA 30619, USA.
Abstract:
Recent findings indicate that changes underlying cancer onset and progression are not only attributable to changes in DNA structure and expression of individual genes but to changes in interactions among these genes as well. We examined co-expression changes in gene-network structure occurring during the onset and progression of nine different cancer types. Network complexity is generally reduced in the transition from normal precursor tissues to corresponding primary tumors. Cross-tissue cancer network similarity generally increases in early-stage cancers followed by a subsequent loss in cross-tissue cancer similarity as tumors reacquire cancer-specific network complexity. Gene-gene connections remaining stable through cancer development are enriched for "housekeeping" gene functions, whereas newly acquired interactions are associated with established cancer-promoting functions. Surprisingly, >90% of changes in gene-gene network interactions in cancers are not associated with changes in the expression of network genes relative to normal precursor tissues.
Insights
Cancer progression involves complex gene interactions, not just individual gene changes. Network analysis reveals reduced complexity in tumors, with stable connections linked to essential functions and new ones to cancer promotion.
Area of Science:
- Genomics
- Systems Biology
- Cancer Research
Background:
- Cancer development involves genetic alterations.
- Gene expression changes are key factors in cancer.
- Gene interactions also play a crucial role in cancer.
Purpose of the Study:
- To investigate gene-network structural changes during cancer onset and progression.
- To analyze co-expression patterns across nine cancer types.
- To understand the role of gene interactions versus gene expression in cancer.
Main Methods:
- Analysis of gene co-expression networks.
- Comparison of network structures between normal and tumor tissues.
- Examination of gene-gene interaction stability and function.
- Assessment of changes in gene expression relative to network alterations.
Main Results:
- Network complexity decreases from normal to primary tumor tissues.
- Early-stage cancers show increased cross-tissue network similarity, which is lost in later stages.
- Stable gene connections are associated with housekeeping functions.
- Newly formed interactions are linked to cancer-promoting functions.
- >90% of network interaction changes occur independently of gene expression changes.
Conclusions:
- Gene network structure dynamics are critical in cancer.
- Cancer progression involves significant rewiring of gene interactions.
- Most gene interaction changes in cancer are not driven by altered gene expression.
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