Five biomarkers showed inverse causal relationships with lung cancer risk: total bilirubin with small cell lung cancer (SCLC), urate with non-small cell lung cancer (NSCLC), serum calcium with lung squamous cell carcinoma (LSCC), non-albumin proteins with LSCC, and total protein with LSCC. This evidence concerns the gene ALB and squamous cell lung carcinoma.