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<p>Fluid management in sepsis is controversial, and while persistent positive fluid balance is linked to adverse outcomes, the prognostic value of the temporal patterns (trajectories) of cumulative fluid balance (CFB) during the first 72&#xa0;h after sepsis diagnosis remains unclear. This study aimed to identify distinct subphenotypes based on 72-hour CFB trajectories in adult sepsis patients and evaluate their independent association with 28-day mortality. This multicenter retrospective cohort study utilized three large-scale critical care databases (MIMIC-IV, MIMIC-III-CareVue, and eICU). We included adult patients meeting Sepsis-3 criteria with an ICU stay of over 72&#xa0;h. Group-Based Trajectory Modeling (GBTM) identified five distinct 72-hour CFB (mL/kg) subphenotypes in the MIMIC-IV development cohort (<i>n</i> = 16,069). Trajectories were validated in the MIMIC-III (<i>n</i> = 2,162) and eICU (<i>n</i> = 13,805) cohorts. We used Kaplan-Meier analysis and multivariable Cox proportional hazards models, including Inverse Probability of Treatment Weighting (IPTW), to assess the association with 28-day mortality, adjusting for baseline confounders. GBTM identified five reproducible CFB subphenotypes, notably a “Persistent Negative Balance” (Class 1), a “High, Rapid Decline” (Class 4), and a “Persistently High Balance” (Class 5). Class 5 patients exhibited the highest illness severity (e.g., highest SOFA scores). Kaplan-Meier analysis showed significant differences in 28-day survival (<i>P</i> &lt; 0.001), with Class 1 and Class 4 having the best survival and Class 5 the worst. In the MIMIC-IV cohort, compared to the highest-risk Class 5 (reference) after full multivariable adjustment, all other trajectories were associated with significantly lower 28-day mortality: Class 1 (HR: 0.50, 95% CI: 0.44–0.56) and Class 4 (HR: 0.51, 95% CI: 0.46–0.57). These protective findings were consistent across all validation cohorts. Sepsis patients exhibit five distinct, reproducible CFB trajectories strongly associated with 28-day mortality, independent of baseline severity. The finding that the “High, Rapid Decline” (Class 4) trajectory shares an excellent prognosis with the “Persistent Negative” (Class 1) trajectory challenges static fluid assessments. The ability to predict the high-risk Class 5 phenotype early using machine learning (AUC ≈ 0.81) provides a potential pathway toward individualized fluid stewardship.</p>

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Distinct 72-hour fluid balance trajectories are associated with 28-day mortality in a multicenter cohort of sepsis patients

  • 期刊论文

  • 出版模式：

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  • 发表日期：

    2026年3月26日

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  • Kangxing Wang,
  • Huaiyu Xiong,
  • Yukun Zhu,
  • Yongfang Zhou,
  • Yan Kang

摘要

Fluid management in sepsis is controversial, and while persistent positive fluid balance is linked to adverse outcomes, the prognostic value of the temporal patterns (trajectories) of cumulative fluid balance (CFB) during the first 72 h after sepsis diagnosis remains unclear. This study aimed to identify distinct subphenotypes based on 72-hour CFB trajectories in adult sepsis patients and evaluate their independent association with 28-day mortality. This multicenter retrospective cohort study utilized three large-scale critical care databases (MIMIC-IV, MIMIC-III-CareVue, and eICU). We included adult patients meeting Sepsis-3 criteria with an ICU stay of over 72 h. Group-Based Trajectory Modeling (GBTM) identified five distinct 72-hour CFB (mL/kg) subphenotypes in the MIMIC-IV development cohort (n = 16,069). Trajectories were validated in the MIMIC-III (n = 2,162) and eICU (n = 13,805) cohorts. We used Kaplan-Meier analysis and multivariable Cox proportional hazards models, including Inverse Probability of Treatment Weighting (IPTW), to assess the association with 28-day mortality, adjusting for baseline confounders. GBTM identified five reproducible CFB subphenotypes, notably a “Persistent Negative Balance” (Class 1), a “High, Rapid Decline” (Class 4), and a “Persistently High Balance” (Class 5). Class 5 patients exhibited the highest illness severity (e.g., highest SOFA scores). Kaplan-Meier analysis showed significant differences in 28-day survival (P < 0.001), with Class 1 and Class 4 having the best survival and Class 5 the worst. In the MIMIC-IV cohort, compared to the highest-risk Class 5 (reference) after full multivariable adjustment, all other trajectories were associated with significantly lower 28-day mortality: Class 1 (HR: 0.50, 95% CI: 0.44–0.56) and Class 4 (HR: 0.51, 95% CI: 0.46–0.57). These protective findings were consistent across all validation cohorts. Sepsis patients exhibit five distinct, reproducible CFB trajectories strongly associated with 28-day mortality, independent of baseline severity. The finding that the “High, Rapid Decline” (Class 4) trajectory shares an excellent prognosis with the “Persistent Negative” (Class 1) trajectory challenges static fluid assessments. The ability to predict the high-risk Class 5 phenotype early using machine learning (AUC ≈ 0.81) provides a potential pathway toward individualized fluid stewardship.