Through the analysis of stemness-related key genes and tumor stem cell subpopulations, LCP2, FCGR3A, COL1A1, COL1A2, MT-CYB, CCT5, and PAPPA are closely related to ovarian cancer. Here, COL1A1 is linked to neoplasm.