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Published on: January 7, 2019
A comprehensive overview of oncogenic pathways in human cancer
1College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China.
Abstract:
Alterations of biological pathways can lead to oncogenesis. An overview of these oncogenic pathways would be highly valuable for researchers to reveal the pathogenic mechanism and develop novel therapeutic approaches for cancers. Here, we reviewed approximately 8500 literatures and documented experimentally validated cancer-pathway associations as benchmarking data set. This data resource includes 4709 manually curated relationships between 1557 paths and 49 cancers with 2427 upstream regulators in 7 species. Based on this resource, we first summarized the cancer-pathway associations and revealed some commonly deregulated pathways across tumor types. Then, we systematically analyzed these oncogenic pathways by integrating TCGA pan-cancer data sets. Multi-omics analysis showed oncogenic pathways may play different roles across tumor types under different omics contexts. We also charted the survival relevance landscape of oncogenic pathways in 26 tumor types, identified dominant omics features and found survival relevance for oncogenic pathways varied in tumor types and omics levels. Moreover, we predicted upstream regulators and constructed a hierarchical network model to understand the pathogenic mechanism of human cancers underlying oncogenic pathway context. Finally, we developed `CPAD' (freely available at http://bio-bigdata.hrbmu.edu.cn/CPAD/), an online resource for exploring oncogenic pathways in human cancers, that integrated manually curated cancer-pathway associations, TCGA pan-cancer multi-omics data sets, drug-target data, drug sensitivity and multi-omics data for cancer cell lines. In summary, our study provides a comprehensive characterization of oncogenic pathways and also presents a valuable resource for investigating the pathogenesis of human cancer.
Insights
Researchers created CPAD, a comprehensive database of cancer-pathway associations. This resource aids in understanding oncogenic pathways and developing new cancer therapies.
Area of Science:
- Oncology
- Bioinformatics
- Systems Biology
Background:
- Biological pathway alterations are key drivers of oncogenesis.
- Understanding these oncogenic pathways is crucial for cancer research and therapeutic development.
Purpose of the Study:
- To create a comprehensive, manually curated resource of experimentally validated cancer-pathway associations.
- To systematically analyze oncogenic pathways using multi-omics data and identify survival relevance.
- To develop an integrated online platform, CPAD, for exploring cancer-pathway relationships.
Main Methods:
- Literature review of ~8500 studies to curate cancer-pathway associations.
- Integration and analysis of TCGA pan-cancer multi-omics data.
- Construction of a hierarchical network model for pathogenic mechanism elucidation.
- Development of the CPAD online resource.
Main Results:
- A dataset of 4709 curated relationships between 1557 pathways and 49 cancers.
- Identification of commonly deregulated pathways across tumor types.
- Demonstration that oncogenic pathways have varied roles and survival relevance across tumor types and omics contexts.
- Prediction of upstream regulators and construction of a network model.
Conclusions:
- The study provides a thorough characterization of oncogenic pathways in human cancers.
- The developed CPAD resource offers valuable insights into cancer pathogenesis and aids in therapeutic strategy development.
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