PDCD1LG2 and neoplasm: Ongoing research is being conducted to identify which patients with PD-L1-negative tumors respond to PD-1/PD-L1 treatment, and other immune-related factors such as tumor-infiltrating immune cells or other immune checkpoint molecules (e.g., PD-L2, another ligand of PD-1) are explored as candidate biomarkers.