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Analysis of the heterogeneous treatment effect of vasoactive drug dosage and time on hospital mortality across different sepsis phenotypes: a retrospective cohort study
by
Fang, Kun
, Li, Li
, Shen, Jiacheng
, Xie, Jianhong
, Sun, Dongsheng
in
Aged
/ Analysis
/ Biomedicine
/ Clustering
/ Combination therapy
/ Critical care
/ Dosage and administration
/ Dose-Response Relationship, Drug
/ Drug dosages
/ Drugs
/ Female
/ Gene expression
/ Genotype & phenotype
/ Hospital Mortality
/ Hospital patients
/ Hospitals
/ Humans
/ Immunotherapy
/ Infection
/ Infectious Diseases
/ Intensive care
/ Internal Medicine
/ Male
/ Medicine
/ Medicine & Public Health
/ Middle Aged
/ Mortality
/ Norepinephrine - administration & dosage
/ Norepinephrine - therapeutic use
/ Norepinephrine equivalence
/ Oncology
/ Patient outcomes
/ Patients
/ Phenotype
/ Phenotypes
/ Retrospective Studies
/ Sepsis
/ Sepsis - drug therapy
/ Sepsis - mortality
/ Surgery
/ Time Factors
/ Treatment Effect Heterogeneity
/ Variables
/ Vasoactive drugs
/ Vasoconstrictor Agents - administration & dosage
/ Vasoconstrictor Agents - therapeutic use
2025
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Analysis of the heterogeneous treatment effect of vasoactive drug dosage and time on hospital mortality across different sepsis phenotypes: a retrospective cohort study
by
Fang, Kun
, Li, Li
, Shen, Jiacheng
, Xie, Jianhong
, Sun, Dongsheng
in
Aged
/ Analysis
/ Biomedicine
/ Clustering
/ Combination therapy
/ Critical care
/ Dosage and administration
/ Dose-Response Relationship, Drug
/ Drug dosages
/ Drugs
/ Female
/ Gene expression
/ Genotype & phenotype
/ Hospital Mortality
/ Hospital patients
/ Hospitals
/ Humans
/ Immunotherapy
/ Infection
/ Infectious Diseases
/ Intensive care
/ Internal Medicine
/ Male
/ Medicine
/ Medicine & Public Health
/ Middle Aged
/ Mortality
/ Norepinephrine - administration & dosage
/ Norepinephrine - therapeutic use
/ Norepinephrine equivalence
/ Oncology
/ Patient outcomes
/ Patients
/ Phenotype
/ Phenotypes
/ Retrospective Studies
/ Sepsis
/ Sepsis - drug therapy
/ Sepsis - mortality
/ Surgery
/ Time Factors
/ Treatment Effect Heterogeneity
/ Variables
/ Vasoactive drugs
/ Vasoconstrictor Agents - administration & dosage
/ Vasoconstrictor Agents - therapeutic use
2025
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Analysis of the heterogeneous treatment effect of vasoactive drug dosage and time on hospital mortality across different sepsis phenotypes: a retrospective cohort study
by
Fang, Kun
, Li, Li
, Shen, Jiacheng
, Xie, Jianhong
, Sun, Dongsheng
in
Aged
/ Analysis
/ Biomedicine
/ Clustering
/ Combination therapy
/ Critical care
/ Dosage and administration
/ Dose-Response Relationship, Drug
/ Drug dosages
/ Drugs
/ Female
/ Gene expression
/ Genotype & phenotype
/ Hospital Mortality
/ Hospital patients
/ Hospitals
/ Humans
/ Immunotherapy
/ Infection
/ Infectious Diseases
/ Intensive care
/ Internal Medicine
/ Male
/ Medicine
/ Medicine & Public Health
/ Middle Aged
/ Mortality
/ Norepinephrine - administration & dosage
/ Norepinephrine - therapeutic use
/ Norepinephrine equivalence
/ Oncology
/ Patient outcomes
/ Patients
/ Phenotype
/ Phenotypes
/ Retrospective Studies
/ Sepsis
/ Sepsis - drug therapy
/ Sepsis - mortality
/ Surgery
/ Time Factors
/ Treatment Effect Heterogeneity
/ Variables
/ Vasoactive drugs
/ Vasoconstrictor Agents - administration & dosage
/ Vasoconstrictor Agents - therapeutic use
2025
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Analysis of the heterogeneous treatment effect of vasoactive drug dosage and time on hospital mortality across different sepsis phenotypes: a retrospective cohort study
Journal Article
Analysis of the heterogeneous treatment effect of vasoactive drug dosage and time on hospital mortality across different sepsis phenotypes: a retrospective cohort study
2025
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Overview
Background
The heterogeneity of sepsis poses challenges for the individualized treatment of vasoactive drugs.
Methods
This study used data from ICUs in MIMIC-IV (2008–2019) and eICU (2014–2015) databases, identified sepsis by sepsis-3 criteria, and stratified sepsis into phenotypes by consensus K-means. The norepinephrine equivalence (NEE) formula balance treatment of different vasoactive drugs, with NEE captured hourly for up to 72 h to record both time of use and dosage. The logistic regression model, including phenotype–dosage–time interactions, examined heterogeneous treatment effects on hospital mortality. To address confounding, three models were fitted: Model 1 unadjusted, Model 2 adjusted for age and sex, and Model 3 additionally included 7 clinical variables identified via machine learning and directed acyclic graph. Nonlinear dosage was further analyzed based on restricted cubic splines.
P
values and
P
for interaction were Bonferroni-adjusted.
Results
A total of 54,673 sepsis patients were included for phenotype identification, and 8,803 patients were further analyzed to evaluate heterogeneous treatment effect of vasoactive drugs. Four sepsis phenotypes were identified: A, B, C and D. Phenotype D was the most severe subgroup, followed by phenotype C, while phenotypes A and B were mild subgroups. In Model 3, each 0.05 μg/kg/min increase in NEE dosage was linked to higher hospital mortality (OR 1.328, 95% CI 1.314–1.342;
p
< 0.001). Longer NEE time of use also significantly increased mortality risk (OR 1.006, 95% CI 1.005–1.007;
p
< 0.001). In addition, these associations varied significantly by phenotype (
P
for interaction < 0.001). In RCS model, phenotype A consistently showed higher mortality than the other phenotypes at NEE dosages of 0.1–0.5 µg/kg/min, with this gap increasing over time, showing a clear dosage–time dependence. Phenotype B displayed lower overall mortality but the steepest relative risk of hospital mortality increased as dosage and time (OR of dosage: 1.309; OR of time: 1.005) in Model 3. Phenotype C reached the highest mortality risk when dosages exceeded 0.5 µg/kg/min, which was dosage dependence. Finally, phenotype D followed a U-shaped curve in RCS model, and minimum mortality was around 20% at 0.03–0.05 µg/kg/min.
Conclusions
Sepsis phenotypes differ significantly in their treatment effects of vasoactive drug dosage and time of use, indicating the need for phenotype-specific treatment strategies to improve outcomes.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
Subject
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