However, it is hard to find proper single-cell sequencing data in melanoma patients, either due to the lack of sequencing information of malignant cells 44 or clinical treatment information 45, or the limitation of cell numbers from anti-PD-1/PD-L1-treated melanoma patients 46. The gene discussed is PDCD1; the disease is melanoma.