Related Experiment Video
Updated: Dec 18, 2025

Discovery of Driver Genes in Colorectal HT29-derived Cancer Stem-Like Tumorspheres
Published on: July 22, 2020
Identification of important genes and drug repurposing based on clinical-centered analysis across human cancers
Ying Li1, Ya-Ping Dong1,2, You-Wen Qian3
1National Center for Liver Cancer, Second Military Medical University, Shanghai, 200438, China.
Abstract:
Identification of the functional impact of mutated and altered genes in cancer is critical for implementing precision oncology and drug repurposing. In recent years, the emergence of multiomics data from large, well-characterized patient cohorts has provided us with an unprecedented opportunity to address this problem. In this study, we investigated survival-associated genes across 26 cancer types and found that these genes tended to be hub genes and had higher K-core values in biological networks. Moreover, the genes associated with adverse outcomes were mainly enriched in pathways related to genetic information processing and cellular processes, while the genes with favorable outcomes were enriched in metabolism and immune regulation pathways. We proposed using the number of survival-related neighbors to assess the impact of mutations. In addition, by integrating other databases including the Human Protein Atlas and the DrugBank database, we predicted novel targets and anticancer drugs using the drug repurposing strategy. Our results illustrated the significance of multidimensional analysis of clinical data in important gene identification and drug development.
Insights
Identifying cancer gene impacts is key for precision oncology and drug repurposing. This study found survival genes are network hubs, aiding mutation impact assessment and novel drug discovery.
Area of Science:
- Genomics
- Bioinformatics
- Oncology
Background:
- Precision oncology requires understanding gene mutations in cancer.
- Multiomics data offers new insights into cancer patient cohorts.
- Identifying functional gene impacts is crucial for targeted therapies and drug repurposing.
Purpose of the Study:
- To identify survival-associated genes across 26 cancer types.
- To assess the impact of mutations using network properties and survival-related neighbors.
- To predict novel drug targets and repurpose anticancer drugs.
Main Methods:
- Analysis of survival-associated genes in biological networks across 26 cancer types.
- Identification of hub genes and K-core values.
- Pathway enrichment analysis for favorable and adverse outcome genes.
- Integration with Human Protein Atlas and DrugBank for drug repurposing.
Main Results:
- Survival-associated genes were identified as network hub genes with high K-core values.
- Genes linked to adverse outcomes enriched in genetic processing and cellular pathways.
- Genes linked to favorable outcomes enriched in metabolism and immune regulation pathways.
- A novel method using survival-related neighbors to assess mutation impact was proposed.
Conclusions:
- Multidimensional analysis of clinical and multiomics data is significant for gene identification in cancer.
- The study identified key genes and pathways influencing cancer outcomes.
- Predicted novel drug targets and repurposed drugs for cancer treatment.
Related Concept Videos
Combination Therapies and Personalized Medicine
The combination of the drug acetazolamide and sulforaphane is a good example of combination therapy to treat cancer. The cells in the interior of a large tumor often die due to the hypoxic and...
Drug Discovery: Overview
Cancer-Critical Genes II: Tumor Suppressor Genes
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
Protein Networks
These interactions can be represented through maps depicting protein-protein interaction networks, represented as nodes and edges. Nodes are circles that are representative of a protein,...
Cancer-Critical Genes I: Proto-oncogenes
When the function of certain critical genes, especially those involved in cell cycle regulation and cell growth signaling cascades, gets disrupted, it upsets the cell cycle progression. Such cells with unchecked cell cycles start proliferating uncontrollably and eventually develop into tumors.
Such genes that act...
Targeted Cancer Therapies
There are several types of targeted therapies against...

