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Integrative analysis of dysfunctional modules driven by genomic alterations at system level across 11 cancer types.
Combinatorial Chemistry & High Throughput Screening 2019 January 22
AIM AND OBJECTIVE: Integrating multi-omics data to identify driver genes and key biological functions for tumorigenesis remains a major challenge.
METHOD: A new computational pipeline was developed to identify the Driver Mutation-Differential Co-Expresison (DM-DCE) modules based on dysfunctional networks across 11 TCGA cancers.
RESULTS: Functional analyses provided insight into properties of various cancers, and found common cellular signals / pathways of cancers. Furthermore, the corresponding network analysis identified conservations or interactions across different types of cancers, thus the crosstalk between key signaling pathway, immunity and cancers were found. Clinical analysis also identified key prognostic / survival patterns.
CONCLUSION: Taken together, our study sheds light on both cancer-specific and cross-cancer characteristics systematically.
METHOD: A new computational pipeline was developed to identify the Driver Mutation-Differential Co-Expresison (DM-DCE) modules based on dysfunctional networks across 11 TCGA cancers.
RESULTS: Functional analyses provided insight into properties of various cancers, and found common cellular signals / pathways of cancers. Furthermore, the corresponding network analysis identified conservations or interactions across different types of cancers, thus the crosstalk between key signaling pathway, immunity and cancers were found. Clinical analysis also identified key prognostic / survival patterns.
CONCLUSION: Taken together, our study sheds light on both cancer-specific and cross-cancer characteristics systematically.
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