Studies of patients from the Indian sub-continent with advanced NSCLC (non-small-cell lung cancer) show evidence of PD-L1 expression, associated with tobacco use exhibiting aggressive tumor characteristics. This evidence concerns the gene CD274 and non-small cell lung carcinoma.