After Lasso regression selection, 10 variables were chosen from the initial 64variables of patients with AF + OSAS, comprising: Hypoxemia, CA, RBC count,lymphocyte count, Baso count, TBA, D-dimer, FT3, NT-proBNP, and COPD. Here, NPPB is linked to chronic obstructive pulmonary disease.