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Landmark-based early perfusion phenotyping for prognostic stratification in septic shock: derivation in MIMIC-IV and fixed-parameter external transportability assessment in eICU

In brief

Early perfusion phenotype triples in-hospital death risk in septic shock (47% vs 18%)

Using an 8-hour landmark of blood pressure, urine output and lactate clearance, researchers identified a high-risk perfusion phenotype that had a 47% in-hospital mortality compared with 18% for the lowest-risk group. The pattern held after basic adjustment but was less clear after full case-mix adjustment, and external validation was limited to a small, highly monitored subset, so its bedside use remains exploratory.

Journal
Frontiers in medicine (Q1)
Published
28 July 2026
Study design
Retrospective cohort
Evidence level
Level 3, Low (CEBM 3b)
Authors
Shuo Yang, Zhihao Ren, Yiran Li, Zihang Zhao, Changsheng Sun, Lin Liu, et al.
PMID
42582180
DOI
10.3389/fmed.2026.1880921

Why clinicians should know about it

Abstract

BACKGROUND: Septic shock is clinically heterogeneous, and early perfusion failure may not be adequately captured by any single bedside variable. We aimed to derive a clinically interpretable early perfusion phenotyping framework within a landmark design and assess whether the high-risk phenotype contour could be transferred across critical care databases. METHODS: In this retrospective observational study, MIMIC-IV was used for phenotype derivation and the eICU Collaborative Research Database for fixed-parameter external transportability assessment. Adults in the first intensive care unit stay were eligible if they had early vasopressor exposure and baseline lactate greater than 2 mmol/L. At an 8-h landmark, phenotypes were derived using mean arterial pressure deficit burden, body-weight-standardized urine output, and lactate clearance. The primary outcome was in-hospital mortality, selected for cross-database harmonization because it was consistently available in both databases, whereas fixed-time 28- or 90-day mortality was not reliably harmonized. Secondary renal outcomes were summarized descriptively. RESULTS: The MIMIC landmark cohort included 4,374 patients, of whom 2,671 had complete data for phenotype assignment. Four early perfusion phenotypes were identified. Phenotype 1 was characterized by greater hypotensive burden, poorer lactate clearance, and lower urine output. In-hospital mortality was 47.0% in Phenotype 1 versus 17.7% in Phenotype 4. Phenotype 1 remained associated with higher mortality after primary adjustment for age, sex, and pre-landmark SOFA score (OR 3.67, 95% CI 2.74-4.93), but this estimate attenuated after expanded pre-landmark case-mix adjustment (OR 2.56, 95% CI 1.85-3.53). In eICU, the same high-risk contour remained detectable under frozen transfer among measured complete-case patients. However, the strict and relaxed transfer cohorts were small, monitoring-dense subsets, and class-prevalence drift with measurement-dependent complete-case formation precluded robust conclusions about transportability of the entire four-class model, particularly for Phenotypes 2-4. CONCLUSIONS: A landmark-based early perfusion phenotype identified a high-risk perfusion-failure contour among septic shock patients with sufficient early monitoring density. In eICU, this contour was recoverable only within measured complete-case subsets, and the external data do not establish robust transportability of the entire four-class model. The framework should be interpreted as an observational, hypothesis-generating prognostic stratification approach rather than as an independently validated bedside decision tool.

Abstract as published, via PubMed.

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For healthcare professionals. The summary is generated by AI from the published abstract, and the evidence level is assigned automatically from the study design on the Oxford CEBM hierarchy. Neither is medical advice. Read the full paper before changing practice.