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Updated: Jun 18, 2025

Integration of Bioinformatics Approaches and Experimental Validations to Understand the Role of Notch Signaling in Ovarian Cancer
Published on: January 12, 2020
Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance
Jung Yun Kim1,2, Nayoung Hong1,2, Seok Won Ham3
1Department of Biotechnology, College of Life Sciences and Biotechnology, Korea University, Seoul, Republic of Korea.
Abstract:
Notch ligands [jagged (JAG) and, delta-like (DLL) families] and receptors [NOTCH family] are key regulators of Notch signaling. NOTCH signaling contributes to vascular development, tissue homeostasis, angiogenesis, and cancer progression. To elucidate the universal functions of the JAG, DLL, and NOTCH families and their connections with various biological functions, we examined 15 types of cancer using The Cancer Genome Atlas clinical database. We selected the differentially expressed genes (DEGs), which were positively correlated to the JAG, DLL, and NOTCH families in each cancer. We selected positive and negative hallmark signatures across cancer types. These indicated biological features associated with angiogenesis, hypoxia, KRAS signaling, cell cycle, and MYC targets by gene ontology and gene set enrichment analyses using DEGs. Furthermore, we analyzed single-cell RNA sequencing data to examine the expression of JAG, DLL, and NOTCH families and enrichment of hallmark signatures. Positive signatures identified using DEGs, such as KRAS signaling and hypoxia, were enriched in clusters with high expression of JAG, DLL, and NOTCH families. We subsequently validated the correlation between the JAG, DLL, and NOTCH families and clinical stages, including treatment response, metastasis, and recurrence. In addition, we performed survival analysis to identify hallmark signatures that critically affect patient survival when combining the expression of JAG, DLL, and NOTCH families. By combining the DEG enrichment and hallmark signature enrichment in survival analysis, we suggested unexplored regulatory functions and synergistic effects causing synthetic lethality. Taken together, our observations demonstrate the functions of JAG, DLL, and NOTCH families in cancer malignancy and provide insights into their molecular regulatory mechanisms.
Insights
Notch signaling pathways, involving Jagged (JAG) and Delta-like (DLL) ligands and NOTCH receptors, are crucial in cancer. This study reveals their roles in cancer progression, linking them to key hallmarks like KRAS signaling and hypoxia.
Area of Science:
- Oncology
- Molecular Biology
- Genomics
Background:
- Notch signaling, regulated by Jagged (JAG) and Delta-like (DLL) ligands and NOTCH receptors, is vital for vascular development, tissue homeostasis, and cancer progression.
- Understanding the broad functions of JAG, DLL, and NOTCH families in various cancers is essential for developing targeted therapies.
Purpose of the Study:
- To investigate the universal functions of JAG, DLL, and NOTCH families across 15 cancer types.
- To identify connections between these families and key biological functions, including angiogenesis, hypoxia, KRAS signaling, cell cycle, and MYC targets.
- To explore their correlation with clinical outcomes and potential for synthetic lethality.
Main Methods:
- Utilized The Cancer Genome Atlas (TCGA) clinical database to analyze differentially expressed genes (DEGs) correlated with JAG, DLL, and NOTCH families.
- Performed gene ontology and gene set enrichment analyses to identify hallmark signatures.
- Analyzed single-cell RNA sequencing data and conducted survival analyses.
Main Results:
- Identified key biological features associated with JAG, DLL, and NOTCH families, including KRAS signaling and hypoxia, which were enriched in specific cell clusters.
- Validated correlations between JAG, DLL, and NOTCH families and clinical stages, treatment response, metastasis, and recurrence.
- Discovered hallmark signatures critically affecting patient survival when combined with JAG, DLL, and NOTCH family expression.
Conclusions:
- The JAG, DLL, and NOTCH families play significant roles in cancer malignancy.
- Unexplored regulatory functions and synergistic effects, potentially leading to synthetic lethality, were suggested.
- Findings provide insights into the molecular regulatory mechanisms of these families in cancer.
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