Integrative metaprogram analysis reveals transcriptional dysregulation of oxidative stress response in granulosa cells from polycystic ovary syndrome.

objectiveThe molecular mechanisms underlying polycystic ovary syndrome (PCOS) pathogenesis were investigated using an integrative metaprogram analysis framework, with specific focus on oxidative stress-related pathways through combined single-cell and bulk RNA sequencing approaches.

methodsThree datasets were integrated: a single-cell RNA-seq dataset (GSE240688), a laboratory-generated bulk RNA-seq dataset, and a validation microarray dataset (GSE34526). Transcriptional programs in granulosa cells were identified by non-negative matrix factorization, while dysregulated genes were characterized by differential expression and weighted gene co-expression network analyses. An integrative transcriptomic approach was employed to identify key regulatory genes at the intersection of these complementary analytical methods.

resultsTen distinct transcriptional metaprograms in granulosa cells were identified, among which three predominant subtypes were validated in 193 GTEx ovary samples through deconvolution analysis, with metaprogram 4 (MP4) significantly enriched in PCOS samples and associated with oxidative stress response pathways. 199 consistently dysregulated genes across independent patient cohorts were revealed by differential expression analysis. Through integrative analysis, glutathione peroxidase 3 (GPX3) was identified as the only gene present across all three analytical approaches. GPX3 was significantly upregulated in PCOS samples with robust discriminatory power (AUC > 0.8) and was functionally associated with insulin signaling, glucose metabolism, and mitochondrial pathways, suggesting its role in connecting oxidative stress and metabolic dysfunction.

conclusionsOxidative stress responses were revealed as central to PCOS pathophysiology by our comprehensive integrative transcriptomic approach, with GPX3 identified as a key regulatory node connecting metabolic and reproductive dysfunction. A molecular basis for the oxidative stress-mediated pathology in PCOS is established by these findings.