NFKBIA Centered Monocyte States Define a Single Cell Validated Oxidative Stress Signature for Sepsis
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Early diagnosis of sepsis remains difficult because clinical features, microbiology, and conventional inflammatory biomarkers are heterogeneous. We reanalyzed public blood transcriptomic datasets to test whether oxidative stress-related expression patterns could provide an interpretable host-response signal for sepsis. Oxidative stress-related genes were profiled in a discovery cohort, summarized with an oxidative stress score, and evaluated through comparative diagnostic modeling and external validation. MAPK1, NFKBIA, and RAF1 formed a compact three-gene signature and were incorporated into an interpretable nomogram. In the GSE6535 training cohort, the three-gene nomogram achieved good discrimination (AUC, 0.860), while performance in the independent GSE54514 cohort was acceptable but moderate (AUC, 0.708), supporting cautious cross-dataset transportability. Immune and pathway analyses associated the signature with neutrophil-related inflammatory activity, translational regulation, and cellular stress-response programs. Complementary single-cell RNA-seq analysis localized oxidative stress activity and MAPK1/NFKBIA/RAF1 expression to discrete monocyte states, with coordinated NF-kB/NRF2-related activity, inflammatory ligand signals, trajectory patterns, and NFKBIA-centered network features supporting biological plausibility. These findings suggest that the MAPK1/NFKBIA/RAF1 signature may provide an interpretable auxiliary host-response signal for sepsis diagnosis, while prospective clinical and experimental validation remains required.