Virtual knockout further suggested that COL3A1 may be associated with transcriptional programs involved in PD-L1 upstream signaling pathways, indicating a potential indirect link between tumor-intrinsic states and immune regulatory networks. This evidence concerns the gene CD274 and neoplasm.