Aging & Longevity

GenX-associated molecular signatures overlap with testicular aging and male infertility: a multi-omics integration analysis.

TL;DR

SOD1, XRCC5, FOXO3, and POLB are candidate biomarkers for GenX-induced reproductive toxicity, with oxidative stress and genome maintenance as key pathological mechanisms.

Key Findings

Spermatids exhibited the highest aging sensitivity among testicular cell types in single-cell RNA sequencing analysis.

  • scRNA-seq data from human testicular aging dataset GSE254315 were analyzed to evaluate cell-type-specific aging sensitivity
  • Spermatids showed the highest aging sensitivity compared to other testicular cell types
  • Progressive decline in intercellular communication was observed in aging testicular tissue
  • Cell-type-specific aging sensitivity was assessed using a GenX-Aging gene set constructed by intersecting GenX-related genes with aging-associated genes

Four hub genes—SOD1, XRCC5, FOXO3, and POLB—demonstrated diagnostic value for male infertility.

  • Hub genes were identified by integrating male infertility transcriptomic datasets GSE45885 and GSE45887
  • LASSO regression combined with SVM-RFE were applied to identify the hub genes
  • The four hub genes were identified from the intersection of GenX-related, aging-associated, and male infertility transcriptomic signatures
  • These genes were validated by RT-qPCR in GenX-exposed rat testicular tissues

RT-qPCR in GenX-exposed rat testicular tissues confirmed differential expression of the four hub genes, with SOD1, XRCC5, and FOXO3 upregulated and POLB downregulated.

  • RT-qPCR validation was performed in GenX-exposed rat testicular tissues
  • SOD1, XRCC5, and FOXO3 were upregulated in GenX-exposed rat testicular tissues
  • POLB was downregulated in GenX-exposed rat testicular tissues
  • RT-qPCR results confirmed the computational predictions derived from multi-omics integration analysis

Functional enrichment analysis implicated FoxO signaling, cellular senescence, and DNA repair pathways as key mechanisms in GenX-associated testicular toxicity.

  • Functional enrichment was performed on the GenX-Aging gene set and hub genes
  • FoxO signaling pathway was among the enriched pathways, consistent with FOXO3 being a hub gene
  • Cellular senescence and DNA repair pathways were also implicated
  • Oxidative stress and genome maintenance were identified as key pathological mechanisms

Molecular docking confirmed favorable binding interactions between GenX (HFPO-DA) and the four hub proteins.

  • Molecular docking was performed for GenX against SOD1, XRCC5, FOXO3, and POLB proteins
  • Favorable GenX-protein binding interactions were confirmed for all four hub proteins
  • Molecular docking results supported the hypothesis that GenX directly interacts with proteins involved in oxidative stress and DNA repair

GenX-related genes were overlapped with aging-associated genes to construct a GenX-Aging gene set used for downstream multi-omics integration.

  • GenX (HFPO-DA) is described as a short-chain per- and polyfluoroalkyl substance (PFAS) substitute implicated in testicular toxicity
  • GenX-related genes were intersected with aging-associated genes to construct the GenX-Aging gene set
  • This gene set was then used in scRNA-seq analysis, transcriptomic integration, and machine learning-based hub gene identification
  • The approach integrated multiple omics layers including single-cell transcriptomics and bulk transcriptomics from male infertility datasets

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Citation

Gong Z, Feng Q, Tang S, Chen W, Liu S. (2026). GenX-associated molecular signatures overlap with testicular aging and male infertility: a multi-omics integration analysis.. Journal of environmental science and health. Part A, Toxic/hazardous substances & environmental engineering. https://doi.org/10.1080/10934529.2026.2640332