Bioinformatics Approach to mTOR Signaling Pathway-Associated Genes and Cancer Etiopathogenesis

Kursat Ozdilli1,2, Gozde Oztan3, Demet Kıvanç3

  • 1Department of Medical Biology, Faculty of Medicine, Istanbul Medipol University, 34810 Istanbul, Turkey.

Genes
|November 27, 2025
PubMed

Insights

This study introduces a reproducible framework for cancer research, identifying key mTOR pathway genes and prioritizing candidates for biomarker validation. The approach integrates genomics and network analysis to uncover shared drivers and tumor-specific nodes.

Area of Science:

  • Oncology
  • Systems Biology
  • Bioinformatics

Background:

  • The mechanistic target of rapamycin (mTOR) kinase is crucial for cell growth and metabolism, and its dysregulation is implicated in cancer.
  • Current pathway curation methods have limitations in identifying actionable biomarkers for the mTOR axis.
  • A network-aware, reproducible framework is needed to integrate multi-omics data for comprehensive biomarker discovery.

Purpose of the Study:

  • To develop and validate a pan-cancer, network-aware framework for identifying mTOR pathway biomarkers.
  • To distinguish broadly shared drivers from tumor-specific nodes within the mTOR network.
  • To prioritize non-mutated, network-proximal candidates for biomarker validation.

Main Methods:

  • Assembled and harmonized mTOR-related genes and interactions from multiple databases (GeneCards, KEGG, STRING, UniProt, PathCards).
  • Developed a model linking genotype to pathway architecture, expression rewiring, and phenotype.
  • Applied pan-cancer alteration mapping, expression-based activity scoring, and topology-aware network propagation (PageRank, Random Walk with Restart).

Main Results:

  • Identified significant enrichment for mTOR signaling and amino acid response pathways.
  • Corroborated disease associations between mTOR and its partners (e.g., TSC2, RICTOR) across carcinomas.
  • Distinguished shared drivers (e.g., PTEN, PIK3CA) from lineage-enriched nodes and prioritized novel candidates based on network proximity and activity signatures.

Conclusions:

  • The developed framework offers a transparent, reproducible method for unifying curated biology, genomics, and network topology for mTOR axis research.
  • The approach refines biomarker discovery by prioritizing non-mutated, topology-inferred candidates and distinguishing shared from tumor-specific drivers.
  • This framework supports the validation of prioritized candidates and the design of correlative studies linking pathway activity to clinical response.

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