PDCD1 and cancer: Accordingly, we observed that the DNB-neighboring genes have turnover gene expression changes before and after the critical state and play a key role in immune-related pathways (Figure S3A), particularly PD-L1 expression and PD-1 checkpoint pathway in cancer.