With the upcoming role of immunotherapy in managing various cancers, ML-based platforms are trained to predict the therapeutic response of immunotherapy effects in programmed cell death protein 1 (PD-1) sensitive advanced solid tumors [129,130]. Here, PDCD1 is linked to cancer.