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SepsisSignatureBench: deterministic cross-cohort benchmarking of blood transcriptomic sepsis signatures

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Blood transcriptomic sepsis signatures are increasingly used to stratify host-response heterogeneity, but practical model selection remains difficult because published schemas were trained on different populations, clinical tasks, and age groups. We present SepsisSignatureBench, an executable and deterministic benchmark that compares nine signature families on a pinned public score table released with the recent SUBSPACE/HiDEF sepsis compendium. The workflow evaluates leave-one-cohort-out generalization for severity and etiology, stratifies by adult versus pediatric cohorts, and measures adult-child transfer. Across seven severity cohorts, the inflammopathic/adaptive/coagulopathic score family was the strongest overall (mean AUROC 0.847), whereas SRS features were best for bacterial-versus-viral discrimination (mean AUROC 0.770). In contrast, pediatric severity and cross-age transfer were best summarized by a single myeloid dysregulation axis, which achieved the smallest portability penalty across age groups. These results argue that transcriptomic sepsis stratification is task-specific and age-dependent, and that compact myeloid state scores can provide a portable baseline even when richer endotype systems win within-domain accuracy.

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