To our knowledge, this is the first thorough research that further elucidates the associations between TGF-β1 rs1800470 and TGF-βR1 rs334348 and clinical outcomes in patients with smoking-related head and neck cancer overall and stratified by smoking status and treatment. Here, TGFB1 is linked to head and neck cancer.