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Targeted therapy using polymyxin B hemadsorption in patients with sepsis: a post-hoc analysis of the JSEPTIC-DIC study and the EUPHRATES trial
by
Yamakawa, Kazuma
, Foster, Debra M.
, Doi, Kent
, Kudo, Daisuke
, Goto, Tadahiro
, Kellum, John A.
, Osawa, Itsuki
, Kushimoto, Shigeki
, Hayakawa, Mineji
in
Algorithms
/ Analysis
/ Anti-Bacterial Agents
/ Blood
/ Care and treatment
/ Critical care
/ Critical Care Medicine
/ Diagnosis
/ Dosage and administration
/ Emergency Medicine
/ Endotoxemia
/ Endotoxin
/ Endotoxins
/ Failure
/ Hemadsorption
/ Hemoperfusion
/ Humans
/ Hyperlactatemia - etiology
/ Infection
/ Intensive
/ Lactates
/ Machine learning
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Medicine, Experimental
/ Methods
/ Molecular targeted therapy
/ Mortality
/ Observational Studies as Topic
/ Patient outcomes
/ Patients
/ Personalized medicine in the ICU
/ Polymyxin B
/ Polymyxin B - pharmacology
/ Polymyxin B - therapeutic use
/ Randomized Controlled Trials as Topic
/ Retrospective Studies
/ Sepsis
/ Septic shock
/ Shock, Septic
/ Survival analysis
2023
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Targeted therapy using polymyxin B hemadsorption in patients with sepsis: a post-hoc analysis of the JSEPTIC-DIC study and the EUPHRATES trial
by
Yamakawa, Kazuma
, Foster, Debra M.
, Doi, Kent
, Kudo, Daisuke
, Goto, Tadahiro
, Kellum, John A.
, Osawa, Itsuki
, Kushimoto, Shigeki
, Hayakawa, Mineji
in
Algorithms
/ Analysis
/ Anti-Bacterial Agents
/ Blood
/ Care and treatment
/ Critical care
/ Critical Care Medicine
/ Diagnosis
/ Dosage and administration
/ Emergency Medicine
/ Endotoxemia
/ Endotoxin
/ Endotoxins
/ Failure
/ Hemadsorption
/ Hemoperfusion
/ Humans
/ Hyperlactatemia - etiology
/ Infection
/ Intensive
/ Lactates
/ Machine learning
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Medicine, Experimental
/ Methods
/ Molecular targeted therapy
/ Mortality
/ Observational Studies as Topic
/ Patient outcomes
/ Patients
/ Personalized medicine in the ICU
/ Polymyxin B
/ Polymyxin B - pharmacology
/ Polymyxin B - therapeutic use
/ Randomized Controlled Trials as Topic
/ Retrospective Studies
/ Sepsis
/ Septic shock
/ Shock, Septic
/ Survival analysis
2023
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Targeted therapy using polymyxin B hemadsorption in patients with sepsis: a post-hoc analysis of the JSEPTIC-DIC study and the EUPHRATES trial
by
Yamakawa, Kazuma
, Foster, Debra M.
, Doi, Kent
, Kudo, Daisuke
, Goto, Tadahiro
, Kellum, John A.
, Osawa, Itsuki
, Kushimoto, Shigeki
, Hayakawa, Mineji
in
Algorithms
/ Analysis
/ Anti-Bacterial Agents
/ Blood
/ Care and treatment
/ Critical care
/ Critical Care Medicine
/ Diagnosis
/ Dosage and administration
/ Emergency Medicine
/ Endotoxemia
/ Endotoxin
/ Endotoxins
/ Failure
/ Hemadsorption
/ Hemoperfusion
/ Humans
/ Hyperlactatemia - etiology
/ Infection
/ Intensive
/ Lactates
/ Machine learning
/ Medical research
/ Medicine
/ Medicine & Public Health
/ Medicine, Experimental
/ Methods
/ Molecular targeted therapy
/ Mortality
/ Observational Studies as Topic
/ Patient outcomes
/ Patients
/ Personalized medicine in the ICU
/ Polymyxin B
/ Polymyxin B - pharmacology
/ Polymyxin B - therapeutic use
/ Randomized Controlled Trials as Topic
/ Retrospective Studies
/ Sepsis
/ Septic shock
/ Shock, Septic
/ Survival analysis
2023
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Targeted therapy using polymyxin B hemadsorption in patients with sepsis: a post-hoc analysis of the JSEPTIC-DIC study and the EUPHRATES trial
Journal Article
Targeted therapy using polymyxin B hemadsorption in patients with sepsis: a post-hoc analysis of the JSEPTIC-DIC study and the EUPHRATES trial
2023
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Overview
Background
Polymyxin B hemadsorption (PMX-HA) reduces blood endotoxin levels, but characteristics of patients with sepsis likely to benefit from PMX-HA are not well known. We sought to identify patient subgroups likely to benefit from PMX-HA.
Methods
We retrospectively identified 1911 patients with sepsis from a retrospective observational study in Japan (the JSEPTIC-DIC study) and 286 patients with endotoxemic septic shock from a randomized controlled trial in North America that restricted patients to those with high endotoxin activity (the EUPHRATES trial). We applied the machine learning-based causal forest model to the JSEPTIC-DIC cohort to investigate heterogeneity in treatment effects of PMX-HA on 28-day survival after adjusting for potential confounders and ascertain the best criteria for PMX-HA use. The derived criteria for targeted therapy by PMX-HA were validated using the EUPHRATES trial cohort.
Results
The causal forest model revealed heterogeneity in treatment effects of PMX-HA. Since patients having higher treatment effects were more likely to have severe coagulopathy and hyperlactatemia, we identified the potential treatment targets of PMX-HA as patients with PT-INR > 1.4 or lactate > 3 mmol/L. In the EUPHRATES trial cohort, PMX-HA use on the targeted subpopulation (75% of all patients) was significantly associated with higher 28-day survival (PMX-HA vs. control, 68% vs. 52%; treatment effect of PMX-HA, + 16% [95% CI + 2.2% to + 30%],
p
= 0.02).
Conclusions
Abnormal coagulation and hyperlactatemia in septic patients with high endotoxin activity appear to be helpful to identify patients who may benefit most from PMX-HA. Our findings will inform enrollment criteria for future interventional trials targeting patients with coagulopathy and hyperlactatemia.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
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