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Updated: Feb 11, 2026

Integration of Bioinformatics Approaches and Experimental Validations to Understand the Role of Notch Signaling in Ovarian Cancer
Published on: January 12, 2020
Core signaling pathways in ovarian cancer stem cell revealed by integrative analysis of multi-marker genomics data
Tianyu Zhang1,2, Jielin Xu1, Siyuan Deng1
1Department of BioMedical Informatics (BMI), The Ohio State University, Columbus, Ohio, United States of America.
Abstract:
Tumor recurrence occurs in more than 70% of ovarian cancer patients, and the majority eventually becomes refractory to treatments. Ovarian Cancer Stem Cells (OCSCs) are believed to be responsible for the tumor relapse and drug resistance. Therefore, eliminating ovarian CSCs is important to improve the prognosis of ovarian cancer patients. However, there is a lack of effective drugs to eliminate OCSCs because the core signaling pathways regulating OCSCs remain unclear. Also it is often hard for biologists to identify a few testable targets and infer driver signaling pathways regulating CSCs from a large number of differentially expression genes in an unbiased manner. In this study, we propose a straightforward and integrative analysis to identify potential core signaling pathways of OCSCs by integrating transcriptome data of OCSCs isolated based on two distinctive markers, ALDH and side population, with regulatory network (Transcription Factor (TF) and Target Interactome) and signaling pathways. We first identify the common activated TFs in two OCSC populations integrating the gene expression and TF-target Interactome; and then uncover up-stream signaling cascades regulating the activated TFs. In specific, 22 activated TFs are identified. Through literature search validation, 15 of them have been reported in association with cancer stem cells. Additionally, 10 TFs are found in the KEGG signaling pathways, and their up-stream signaling cascades are extracted, which also provide potential treatment targets. Moreover, 40 FDA approved drugs are identified to target on the up-stream signaling cascades, and 15 of them have been reported in literatures in cancer stem cell treatment. In conclusion, the proposed approach can uncover the activated up-stream signaling, activated TFs and up-regulated target genes that constitute the potential core signaling pathways of ovarian CSC. Also drugs and drug combinations targeting on the core signaling pathways might be able to eliminate OCSCs. The proposed approach can also be applied for identifying potential activated signaling pathways of other types of cancers.
Insights
Identifying core signaling pathways in ovarian cancer stem cells (OCSCs) is crucial for developing new treatments. This study integrates gene expression data with regulatory networks to uncover pathways and potential drug targets for eliminating OCSCs.
Area of Science:
- Oncology
- Bioinformatics
- Molecular Biology
Background:
- Ovarian cancer recurrence affects over 70% of patients, often becoming treatment-refractory.
- Ovarian Cancer Stem Cells (OCSCs) are implicated in tumor relapse and drug resistance.
- Effective OCSC elimination strategies are lacking due to unclear core signaling pathways.
Purpose of the Study:
- To identify potential core signaling pathways regulating OCSCs.
- To uncover upstream signaling cascades and activated transcription factors (TFs) in OCSCs.
- To identify potential therapeutic targets and FDA-approved drugs for OCSC elimination.
Main Methods:
- Integrated transcriptome data from ALDH and side population OCSC markers.
- Utilized Transcription Factor (TF) and Target Interactome regulatory networks.
- Analyzed KEGG signaling pathways to identify upstream cascades and drug targets.
Main Results:
- Identified 22 common activated TFs in OCSCs; 15 previously linked to cancer stem cells.
- Uncovered upstream signaling cascades for 10 TFs within KEGG pathways.
- Identified 40 FDA-approved drugs targeting these cascades, with 15 noted for cancer stem cell treatment.
Conclusions:
- The integrative approach successfully identified core signaling pathways, activated TFs, and target genes in OCSCs.
- Targeting identified pathways with drugs may offer a strategy to eliminate OCSCs.
- This methodology is applicable to discovering signaling pathways in other cancer types.
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