Transcriptomic profiling further identified upregulation of MMP1, PAPPA, and CXCL chemokines in cyst-derived stromal cells, implicating extracellular matrix remodeling, IGF signaling, and inflammatory crosstalk as potential stromal drivers of ovarian carcinogenesis. This evidence concerns the gene PAPPA and cyst.