Six parameters emerged as significant predictors of TB drug resistance: smoking status, COPD comorbidity, lung cavitation, TB contact history, treatment interruption, and elevated ANKRD22/SERPING1 biomarker levels (complete statistical analysis in Table 3 and Fig. 7). Here, SERPING1 is linked to tuberculosis.