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.

Plos One
|July 29, 2024
PubMed

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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