Unraveling the PFOS-NSCLC axis: integrated network toxicology, machine learning, and causal inference identify

Ting Huang1, Huaxin Pang2, Jundan Wang1

  • 1Department of Oncology, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Zhejiang, Hangzhou, China.

PubMed
Abstract

Insights

Perfluorooctanesulfonic acid (PFOS) exposure is linked to lung cancer through EIF4EBP1, a key gene influencing tumor development and immune response. This study reveals EIF4EBP1 as a potential bridge connecting PFOS to lung adenocarcinoma risk.

Area of Science:

  • Environmental Toxicology
  • Cancer Genomics
  • Systems Biology

Background:

  • Perfluorooctanesulfonic acid (PFOS) is a persistent pollutant with suspected carcinogenicity.
  • Molecular mechanisms linking PFOS to non-small cell lung cancer (NSCLC) are not well understood.
  • The interplay between chemical exposure, oncogenic signaling, and tumor microenvironment remodeling in PFOS-associated NSCLC requires elucidation.

Purpose of the Study:

  • To identify molecular mechanisms connecting PFOS exposure to NSCLC pathogenesis.
  • To elucidate the role of EIF4EBP1 as a mechanistic link between PFOS and NSCLC.
  • To investigate the impact of PFOS on the tumor microenvironment and oncogenic signaling.

Main Methods:

  • Integrated systems toxicology and multi-omics analyses.
  • Network analysis of chemical-protein interactions and disease-associated genes.
  • Machine learning (LASSO, SVM-RFE) for feature selection in transcriptomic data.
  • External validation using The Cancer Genome Atlas (TCGA) dataset.
  • Mendelian randomization (MR) for causal inference and CIBERSORT for immune landscape characterization.
  • Molecular docking and Adverse Outcome Pathway (AOP) framework for mechanistic assessment.

Main Results:

  • Identified 41 shared targets between PFOS and NSCLC, enriched in PPAR signaling and xenobiotic metabolism.
  • Prioritized EIF4EBP1 as a critical hub gene, significantly upregulated in discovery and validation cohorts.
  • EIF4EBP1 exhibited subtype-specific prognostic value in lung adenocarcinoma (LUAD) and squamous cell carcinoma (LUSC).
  • EIF4EBP1 expression correlated with an adaptive immune-skewed profile.
  • MR analysis suggested a potential causal effect of EIF4EBP1 expression on LUAD risk.
  • Molecular docking confirmed a stable interaction between PFOS and EIF4EBP1.

Conclusions:

  • EIF4EBP1 is identified as a putative molecular node linking PFOS exposure to LUAD susceptibility and immune modulation.
  • A constructed AOP framework suggests PFOS-mediated translational dysregulation contributes to subtype-specific carcinogenesis.
  • Findings provide a data-driven rationale for risk assessment and warrant further experimental validation.