In this review, we examine GC signaling and how it intersects with PD-1/PD-L1 pathways, including a discussion on the potential for GC- and PD-1/PD-L1-targeted therapies to “confuse” the immune system, leading to a cancer cell advantage that counteracts anti-cancer immunotherapy. This evidence concerns the gene PDCD1 and cancer.