Our analysis focused on the interaction dynamics between COL1A2/ECM-high matrix cancer-associated fibroblasts (matrixCAFs) and PTK2 (FAK)-high Epithelial_EMT cells, hypothesized as critical mediators driving the transition from NMIBC to MIBC. The gene discussed is COL1A2; the disease is cancer.