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Published on: September 15, 2023
Systematic identification of cancer pathways and potential drugs for intervention through multi-omics analysis
Tuan Xu1, Deborah K Ngan1, Wei Zheng1
1Division of Preclinical Innovation, National Center for Advancing Translational Sciences (NCATS), National Institutes of Health (NIH), Rockville, MD, 20850, USA.
Abstract:
The pathogenesis of cancer is complicated, and different types of cancer often exhibit different gene mutations resulting in different omics profiles. The purpose of this study was to systematically identify cancer-specific biological pathways and potential cancer-targeting drugs. We collectively analyzed the transcriptomics and proteomics data from 16 common types of human cancer to study the mechanism of carcinogenesis and seek potential treatment. Statistical approaches were applied to identify significant molecular targets and pathways related to each cancer type. Potential anti-cancer drugs were subsequently retrieved that can target these pathways. The number of significant pathways linked to each cancer type ranged from four (stomach cancer) to 112 (acute myeloid leukemia), and the number of therapeutic drugs that can target these cancer related pathways, ranged from one (ovarian cancer) to 97 (acute myeloid leukemia and non-small-cell lung carcinoma). As a validation of our method, some of these drugs are FDA approved therapies for their corresponding cancer type. Our findings provide a rich source of testable hypotheses that can be applied to deconvolute the complex underlying mechanisms of human cancer and used to prioritize and repurpose drugs as anti-cancer therapies.
Insights
This study identifies cancer-specific pathways and drugs by analyzing omics data from 16 cancer types. Findings aid in understanding cancer mechanisms and repurposing drugs for targeted anti-cancer therapies.
Area of Science:
- Oncology
- Genomics
- Proteomics
- Bioinformatics
Background:
- Cancer pathogenesis is complex, with diverse gene mutations and omics profiles across cancer types.
- Understanding these molecular differences is crucial for developing targeted therapies.
Purpose of the Study:
- To systematically identify cancer-specific biological pathways.
- To discover potential drugs targeting these identified pathways for cancer treatment.
Main Methods:
- Collective analysis of transcriptomics and proteomics data from 16 human cancer types.
- Application of statistical approaches to identify significant molecular targets and pathways.
- Retrieval of potential anti-cancer drugs targeting identified pathways.
Main Results:
- Identified a varying number of significant pathways per cancer type (4 in stomach cancer to 112 in acute myeloid leukemia).
- Found a range of potential drugs targeting these pathways (1 in ovarian cancer to 97 in acute myeloid leukemia and non-small-cell lung carcinoma).
- Validated the method, with some identified drugs being FDA-approved therapies.
Conclusions:
- The study provides a comprehensive resource for understanding cancer mechanisms.
- Findings support prioritizing and repurposing drugs for novel anti-cancer therapies.
- Offers testable hypotheses for future cancer research and drug development.
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