Notably, the expression patterns of core PCD-related genes in this cohort were highly consistent with those observed in the discovery datasets, with genes such as CYBB, GCLM, MAP1LC3B, NCKAP1, and PGD markedly upregulated in sepsis patients (Figure 4D). Here, NCKAP1 is linked to Sepsis.