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Updated: Feb 9, 2026

Quantification of Protein Interaction Network Dynamics using Multiplexed Co-Immunoprecipitation
Published on: August 21, 2019
Aberration hubs in protein interaction networks highlight actionable targets in cancer
Mehran Karimzadeh1,2, Pouria Jandaghi1,2, Andreas I Papadakis3
1Department of Human Genetics, McGill University, Montreal, QC H3A 1B1, Canada.
Abstract:
Despite efforts for extensive molecular characterization of cancer patients, such as the international cancer genome consortium (ICGC) and the cancer genome atlas (TCGA), the heterogeneous nature of cancer and our limited knowledge of the contextual function of proteins have complicated the identification of targetable genes. Here, we present Aberration Hub Analysis for Cancer (AbHAC) as a novel integrative approach to pinpoint aberration hubs, i.e. individual proteins that interact extensively with genes that show aberrant mutation or expression. Our analysis of the breast cancer data of the TCGA and the renal cancer data from the ICGC shows that aberration hubs are involved in relevant cancer pathways, including factors promoting cell cycle and DNA replication in basal-like breast tumors, and Src kinase and VEGF signaling in renal carcinoma. Moreover, our analysis uncovers novel functionally relevant and actionable targets, among which we have experimentally validated abnormal splicing of spleen tyrosine kinase as a key factor for cell proliferation in renal cancer. Thus, AbHAC provides an effective strategy to uncover novel disease factors that are only identifiable by examining mutational and expression data in the context of biological networks.
Insights
Identifying targetable cancer genes is challenging due to tumor heterogeneity. Aberration Hub Analysis for Cancer (AbHAC) pinpoints key proteins interacting with mutated genes, revealing novel therapeutic targets like spleen tyrosine kinase in renal cancer.
Area of Science:
- Oncology
- Bioinformatics
- Genomics
Background:
- Cancer molecular characterization efforts like the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA) face challenges in identifying actionable targets.
- Tumor heterogeneity and limited understanding of protein function complicate gene targeting.
Purpose of the Study:
- To introduce Aberration Hub Analysis for Cancer (AbHAC), a novel integrative approach to identify targetable genes.
- To pinpoint "aberration hubs"—proteins extensively interacting with genes exhibiting aberrant mutations or expression.
Main Methods:
- Developed and applied the Aberration Hub Analysis for Cancer (AbHAC) method.
- Analyzed breast cancer data from TCGA and renal cancer data from ICGC.
- Integrated mutation/expression data with biological network information.
Main Results:
- AbHAC identified aberration hubs involved in key cancer pathways, such as cell cycle and DNA replication in basal-like breast tumors.
- In renal carcinoma, identified hubs linked to Src kinase and VEGF signaling.
- Uncovered novel, actionable targets, including experimentally validated abnormal spleen tyrosine kinase splicing crucial for renal cancer cell proliferation.
Conclusions:
- AbHAC offers an effective strategy for discovering novel disease factors.
- The approach highlights the importance of analyzing genomic data within biological network contexts.
- Identified spleen tyrosine kinase as a potential therapeutic target in renal cancer.
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