Moreover, the study delves into the underlying biochemical pathways contributing to elevated aldehyde levels in the breath of lung cancer patients, attributing this phenomenon to overactivated Alcohol Dehydrogenase (ADH) pathways in cancerous tissues. This evidence concerns the gene AKR1A1 and lung carcinoma.