We found that pre-treatment gene expression levels of PDCD-1, but not CD274 (gene that encodes PD-L1), was statistically significantly associated with reduction in tumor size (Extended Data Fig. 3b and Supplementary Fig. 2). Here, CD274 is linked to neoplasm.