Finally, due to the limitations of retrospective data, several key variables [such as adherence to anti-tuberculosis therapy, PD-L1 status, and LIPI score (De Giglio et al., 2024)] could not be comprehensively calculated and were not included in the analysis owing to missing data on specific treatment regimens, therapeutic responses, and baseline LDH values. This evidence concerns the gene CD274 and tuberculosis.