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Effects of IV Fluid Restriction According to Standard Fluid Treatment Intensity Across Conservative Versus Liberal Approach to Fluid Therapy of Septic Shock in Intensive Care (CLASSIC) Trial Sites
P. Sivapalan, BS. Kaas-Hansen, TS. Meyhoff, PB. Hjortrup, MN. Kjær, JH. Laake, M. Cronhjort, SM. Jakob, M. Cecconi, M. Nalos, M. Ostermann, MLNG. Malbrain, MH. Møller, A. Perner, A. Granholm
Jazyk angličtina Země Spojené státy americké
Typ dokumentu časopisecké články, randomizované kontrolované studie, multicentrická studie
- MeSH
- jednotky intenzivní péče MeSH
- lidé středního věku MeSH
- lidé MeSH
- mortalita v nemocnicích MeSH
- péče o pacienty v kritickém stavu * metody MeSH
- senioři MeSH
- septický šok * terapie mortalita MeSH
- strojové učení MeSH
- tekutinová terapie * metody MeSH
- Check Tag
- lidé středního věku MeSH
- lidé MeSH
- mužské pohlaví MeSH
- senioři MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- multicentrická studie MeSH
- randomizované kontrolované studie MeSH
OBJECTIVES: In the Conservative vs. Liberal Approach to Fluid Therapy of Septic Shock in Intensive Care (CLASSIC) trial, restriction of IV fluid volumes led to similar overall mortality in ICU patients with septic shock. We assessed if variation in standard IV fluid treatment intensity across sites impacted the effects of fluid restriction. DESIGN: Secondary analysis of randomized clinical trial. SETTING: ICU. PATIENTS: The CLASSIC trial enrolled adult ICU patients with septic shock. We included 1366 participants from 19 sites, representing 88% of the full trial population. All sites with greater than or equal to 15 participants in the standard-fluid group were included in this study. INTERVENTIONS: Restrictive vs. standard IV fluid therapy. MEASUREMENTS AND MAIN RESULTS: We used machine learning (eXtreme Gradient Boosting) to predict the IV fluid volumes in the first 24 hours in the standard-fluid group while accounting for participant characteristics that could contribute to treatment variations. We then classified sites into intensity subgroups based on the mean differences between predicted and administered IV fluid volumes in the first 24 hours in the standard-fluid group. We assessed the intervention effects on mortality, serious adverse events and reactions, days alive without life support, and days alive out of hospital at day 90 across these intensity subgroups, using hierarchical Bayesian models with weakly informative priors. Sensitivity analyses evaluated intervention effects separately in each site. In the standard-fluid group, the median absolute difference between administered and predicted IV fluid volumes was -118 mL (interquartile range, -1,341 to 1,731 mL; full range, -5,873 to 11,761 mL). Sites were categorized into five intensity subgroups. The absolute differences in mortality across these subgroups ranged from -2.7% point to 1.4% point. We found similar effects of restrictive vs. standard IV fluid treatment on all outcomes within the intensity subgroups. Results were similar in the sensitivity analyses. CONCLUSIONS: Among adult ICU patients with septic shock, variation in standard IV fluid volumes across sites did not substantially impact the effects of fluid restriction on outcomes after accounting for patient characteristics.
1st Department of Anaesthesiology and Intensive Therapy Medical University of Lublin Lublin Poland
Biomedical Sciences Department Humanitas University Pieve Emanuele Milan Italy
Collaboration for Research in Intensive Care Copenhagen Denmark
Department of Anaesthesia and Intensive Care IRCCS Humanitas Research Hospital Milan Italy
Department of Anaesthesia and Intensive Care Lillebælt Hospital Kolding Denmark
Department of Clinical Sciences Danderyd Hospital Karolinska Institutet Stockholm Sweden
Department of Intensive Care Copenhagen University Hospital Rigshospitalet Copenhagen Denmark
Department of Intensive Care Guy's and St Thomas' Hospital London United Kingdom
Department of Internal Medicine Intensive Care Unit University Hospital Pilsen Pilsen Czech Republic
Department of Public Health Section of Biostatistics University of Copenhagen Copenhagen Denmark
Citace poskytuje Crossref.org
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- $a OBJECTIVES: In the Conservative vs. Liberal Approach to Fluid Therapy of Septic Shock in Intensive Care (CLASSIC) trial, restriction of IV fluid volumes led to similar overall mortality in ICU patients with septic shock. We assessed if variation in standard IV fluid treatment intensity across sites impacted the effects of fluid restriction. DESIGN: Secondary analysis of randomized clinical trial. SETTING: ICU. PATIENTS: The CLASSIC trial enrolled adult ICU patients with septic shock. We included 1366 participants from 19 sites, representing 88% of the full trial population. All sites with greater than or equal to 15 participants in the standard-fluid group were included in this study. INTERVENTIONS: Restrictive vs. standard IV fluid therapy. MEASUREMENTS AND MAIN RESULTS: We used machine learning (eXtreme Gradient Boosting) to predict the IV fluid volumes in the first 24 hours in the standard-fluid group while accounting for participant characteristics that could contribute to treatment variations. We then classified sites into intensity subgroups based on the mean differences between predicted and administered IV fluid volumes in the first 24 hours in the standard-fluid group. We assessed the intervention effects on mortality, serious adverse events and reactions, days alive without life support, and days alive out of hospital at day 90 across these intensity subgroups, using hierarchical Bayesian models with weakly informative priors. Sensitivity analyses evaluated intervention effects separately in each site. In the standard-fluid group, the median absolute difference between administered and predicted IV fluid volumes was -118 mL (interquartile range, -1,341 to 1,731 mL; full range, -5,873 to 11,761 mL). Sites were categorized into five intensity subgroups. The absolute differences in mortality across these subgroups ranged from -2.7% point to 1.4% point. We found similar effects of restrictive vs. standard IV fluid treatment on all outcomes within the intensity subgroups. Results were similar in the sensitivity analyses. CONCLUSIONS: Among adult ICU patients with septic shock, variation in standard IV fluid volumes across sites did not substantially impact the effects of fluid restriction on outcomes after accounting for patient characteristics.
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