BACKGROUND: The exploration of genetic signatures within the ovarian cancer (OC) tumor microenvironment (TME) remains limited. M2-like tumor-associated macrophages (M2-like TAMs) are pivotal in OC progression and therapy. This study aims to establish a novel prognostic signature and identify M2-like TAM-related biomarkers in OC using RNAseq-based transcriptome analysis. METHODS: Prognostic M2-like TAM-related genes were identified through univariate Cox regression, consensus clustering, and LASSO regression. Immune landscape analysis was conducted to assess immune cell composition and immune checkpoint genes in high- and low-risk groups. Subsequently, RESULTS: Gene set enrichment analysis revealed that GNA15 is involved in immune responses like leukocyte transendothelial migration and FcγR-mediated phagocytosis. GNA15 was up-regulated in cisplatin-resistant OC cells, and its CONCLUSION: GNA15 plays an immunosuppressive role in OC progression linked to M2-like TAMs polarization and stands as a potential prognostic marker in OC.