As clinical characteristics have been proposed as risk factors for lung and other cancers35, we combined our genome-wide cfDNA fragmentation features with CEA levels, age, smoking history, and presence of COPD in a multimodal model (DELFImulti) (see “Methods”). The gene discussed is CEACAM5; the disease is chronic obstructive pulmonary disease.