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Updated: May 20, 2026

Defining Gene Functions in Tumorigenesis by Ex vivo Ablation of Floxed Alleles in Malignant Peripheral Nerve Sheath Tumor Cells
Published on: August 25, 2021
Cancer develops, progresses and responds to therapies through restricted perturbation of the protein-protein
Jordi Serra-Musach1, Helena Aguilar, Francesco Iorio
1Translational Research Laboratory, Breast Cancer Unit, Catalan Institute of Oncology (ICO), Bellvitge Institute for Biomedical Research (IDIBELL), Gran via 199, L'Hospitalet del Llobregat, Barcelona 08908, Catalonia, Spain.
Abstract:
The products of genes mutated or differentially expressed in cancer tend to occupy central positions within the network of protein-protein interactions, or the interactome network. Integration of different types of gene and protein relationships has considerably increased the understanding of the mechanisms of carcinogenesis, while also enhancing the applicability of expression signatures. In this scenario, however, it remains unknown how cancer develops, progresses and responds to therapies in a potentially controlled manner at the systems level. Here, by applying the concepts of load transfer and cascading failures in power grids, we examine the impact and transmission of cancer-related gene expression changes in the interactome network. Relative to random perturbations, this study reveals topological robustness associated with all cancer conditions. In addition, experimental perturbation of a central cancer node, which consists of over-expression of the α-synuclein (SNCA) protein in MCF7 breast cancer cells, also reveals robustness. Conversely, a search for proteins with an opposite topological impact identifies the autophagy pathway. Mechanistically, the existence of smaller shortest paths among cancer-related proteins appears to be a topological feature that partially contributes to the restricted perturbation of the network. Together, the results of this study suggest that cancer develops, progresses and responds to therapies following controlled, restricted perturbation of the interactome network.
Insights
Cancer progression and therapy response may be controlled by restricted network perturbations. This study reveals topological robustness in the interactome network across cancer conditions.
Area of Science:
- Systems biology
- Network science
- Cancer research
Background:
- Cancer gene products often central in protein-protein interaction networks.
- Understanding cancer mechanisms and expression signatures benefits from integrated gene/protein relationships.
Purpose of the Study:
- Investigate cancer development, progression, and therapy response at a systems level.
- Examine the impact and transmission of cancer-related gene expression changes in the interactome network.
- Apply power grid concepts (load transfer, cascading failures) to biological networks.
Main Methods:
- Network analysis of the interactome.
- Application of power grid failure models to biological networks.
- Experimental perturbation of cancer nodes (e.g., SNCA overexpression in MCF7 cells).
Main Results:
- Cancer conditions exhibit topological robustness in the interactome network.
- Experimental perturbation of a central cancer node (SNCA) also shows robustness.
- The autophagy pathway was identified as having an opposite topological impact.
- Shorter path lengths among cancer proteins contribute to restricted network perturbation.
Conclusions:
- Cancer development, progression, and therapy response may follow controlled, restricted perturbations within the interactome network.
- The interactome network exhibits inherent robustness to cancer-related changes.
- Network topology plays a crucial role in understanding cancer at a systems level.
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