Evidence map›Paper›PMID 42565049›Full record

ArticleFrontiers in pharmacology2026

Severity-stratified vasopressor-escalation strategies in septic shock: a cross-fitted doubly robust analysis with external replication.

Yuhang Zhang, Menglin Han, Xiaosu Liu, Guanyu Chen, Lulu Zhang

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Article in Frontiers in pharmacology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Yuhang ZhangDepartment of Anesthesiology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China.
Menglin HanDepartment of Critical Care Medicine, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China.
Xiaosu LiuDepartment of Anesthesiology, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, China.
Guanyu ChenDepartment of Anesthesiology, Zigong Fourth People's Hospital, Zigong, Sichuan, China.
Lulu ZhangDepartment of Anesthesiology, Zigong Fourth People's Hospital, Zigong, Sichuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The optimal vasopressor-escalation strategy after norepinephrine in septic shock remains uncertain, with randomized trials showing no clear winner and observational data suggesting severity-dependent effects. We characterized severity-stratified heterogeneity for adding vasopressin or epinephrine to norepinephrine and tested external replicability. Materials and Methods: We emulated a target trial in Medical Information Mart for Intensive Care IV (MIMIC-IV) (derivation) and eICU Collaborative Research Database (eICU-CRD) (external validation), enrolling adults with Sepsis-3 septic shock who started norepinephrine. Patients were classified as S1 (norepinephrine alone), S2 (plus vasopressin), or S3 (plus epinephrine) by the agent added in a baseline window. The primary outcome was 14-day administratively truncated in-hospital mortality. Average treatment effects were estimated with a cross-fitted doubly robust learner, anchored on a prespecified norepinephrine-equivalent dose below 0.25 μg/kg/min, with subgroups, sensitivity analyses, and E-values. A depth-2 policy tree summarized heterogeneity, not a decision rule. Results: After trimming, 2,415 MIMIC-IV and 568 eICU-CRD patients were analyzed. Cohort-level effects were heterogeneous and did not replicate: in MIMIC-IV, S3 Conclusion: Vasopressor-escalation effects were heterogeneous and concentrated at low baseline severity, with a directionally consistent but unconfirmed signal favoring epinephrine below the Surviving Sepsis Campaign dose threshold. These findings are hypothesis-generating and do not support changing first-line practice; future trials should stratify on baseline norepinephrine-equivalent dose rather than enroll uniform cohorts.

Indexed as

doubly robust estimationheterogeneous treatment effectsseptic shocktarget trial emulationvasopressors

Identifiers

PMID42565049
PMCPMC13446109

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.