As such, the association between PCD-related genes and TB phenotypes was herein examined, with multiple machine learning algorithms being used to establish a predictive signature comprised of seven PCD-associated genes (STAT1, AIM2, ZBP1, PLAUR, SEPTIN4, SORT1, FAS) that exhibited excellent diagnostic utility for TB. Here, ZBP1 is linked to tuberculosis.