Fluid-limiting treatment strategies among sepsis patients in the ICU: a retrospective causal analysis

被引:13
作者
Shahn, Zach [1 ,2 ]
Shapiro, Nathan I. [3 ]
Tyler, Patrick D. [3 ]
Talmor, Daniel [4 ,5 ]
Lehman, Li-wei H. [2 ,6 ]
机构
[1] IBM Res, Yorktown Hts, NY 10598 USA
[2] MIT IBM Watson AI Lab, Cambridge, MA 02142 USA
[3] Beth Israel Deaconess Med Ctr, Dept Emergency Med, Boston, MA 02215 USA
[4] Beth Israel Deaconess Med Ctr, Dept Anesthesia Crit Care & Pain Med, Boston, MA 02215 USA
[5] Harvard Med Sch, Boston, MA 02115 USA
[6] MIT, Inst Med Engn & Sci, 77 Massachusetts Ave, Cambridge, MA 02139 USA
关键词
Sepsis; Intravenous fluids; Resuscitation; Causal inference; Intensive care medicine; Emergency medicine; GOAL-DIRECTED THERAPY; PROGNOSTIC-FACTOR; MORTALITY; BALANCE; EPIDEMIOLOGY;
D O I
10.1186/s13054-020-2767-0
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
ObjectiveIn septic patients, multiple retrospective studies show an association between large volumes of fluids administered in the first 24h and mortality, suggesting a benefit to fluid restrictive strategies. However, these studies do not directly estimate the causal effects of fluid-restrictive strategies, nor do their analyses properly adjust for time-varying confounding by indication. In this study, we used causal inference techniques to estimate mortality outcomes that would result from imposing a range of arbitrary limits ("caps") on fluid volume administration during the first 24h of intensive care unit (ICU) care.DesignRetrospective cohort studySettingICUs at the Beth Israel Deaconess Medical Center, 2008-2012PatientsOne thousand six hundred thirty-nine septic patients (defined by Sepsis-3 criteria) 18years and older, admitted to the ICU from the emergency department (ED), who received less than 4L fluids administered prior to ICU admissionMeasurements and main resultsData were obtained from the Medical Information Mart for Intensive Care III (MIMIC-III). We employed a dynamic Marginal Structural Model fit by inverse probability of treatment weighting to obtain confounding adjusted estimates of mortality rates that would have been observed had fluid resuscitation volume caps between 4L-12L been imposed on the population. The 30-day mortality in our cohort was 17%. We estimated that caps between 6 and 10L on 24h fluid volume would have reduced 30-day mortality by -0.6 to -1.0%, with the greatest reduction at 8L (-1.0% mortality, 95% CI [-1.6%, -0.3%]).ConclusionsWe found that 30-day mortality would have likely decreased relative to observed mortality under current practice if these patients had been subject to "caps" on the total volume of fluid administered between 6 and 10L, with the greatest reduction in mortality rate at 8L.
引用
收藏
页数:9
相关论文
共 34 条
[11]  
Hastie T., 2009, ELEMENTS STAT LEARNI
[12]  
Hernan M., 2020, Causal Inference: What if
[13]   Comparison of dynamic treatment regimes via inverse probability weighting [J].
Hernán, MA ;
Lanoy, E ;
Costagliola, D ;
Robins, JM .
BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2006, 98 (03) :237-242
[14]   Authors' Response, Part I: Observational Studies Analyzed Like Randomized Experiments Best of Both Worlds [J].
Hernan, Miguel A. ;
Robins, James M. .
EPIDEMIOLOGY, 2008, 19 (06) :789-792
[15]   A Comparative Analysis of Sepsis Identification Methods in an Electronic Database [J].
Johnson, Alistair E. W. ;
Aboab, Jerome ;
Raffa, Jesse D. ;
Pollard, Tom J. ;
Deliberato, Rodrigo O. ;
Celi, Leo A. ;
Stone, David J. .
CRITICAL CARE MEDICINE, 2018, 46 (04) :494-499
[16]   MIMIC-III, a freely accessible critical care database [J].
Johnson, Alistair E. W. ;
Pollard, Tom J. ;
Shen, Lu ;
Lehman, Li-wei H. ;
Feng, Mengling ;
Ghassemi, Mohammad ;
Moody, Benjamin ;
Szolovits, Peter ;
Celi, Leo Anthony ;
Mark, Roger G. .
SCIENTIFIC DATA, 2016, 3
[17]   FLUID OVERLOAD IN PATIENTS WITH SEVERE SEPSIS AND SEPTIC SHOCK TREATED WITH EARLY GOAL-DIRECTED THERAPY IS ASSOCIATED WITH INCREASED ACUTE NEED FOR FLUID-RELATED MEDICAL INTERVENTIONS AND HOSPITAL DEATH [J].
Kelm, Diana J. ;
Perrin, Jared T. ;
Cartin-Ceba, Rodrigo ;
Gajic, Ognjen ;
Schenck, Louis ;
Kennedy, Cassie C. .
SHOCK, 2015, 43 (01) :68-73
[18]   Exploring mechanisms of excess mortality with early fluid resuscitation: insights from the FEAST trial [J].
Maitland, Kathryn ;
George, Elizabeth C. ;
Evans, Jennifer A. ;
Kiguli, Sarah ;
Olupot-Olupot, Peter ;
Akech, Samuel O. ;
Opoka, Robert O. ;
Engoru, Charles ;
Nyeko, Richard ;
Mtove, George ;
Reyburn, Hugh ;
Brent, Bernadette ;
Nteziyaremye, Julius ;
Mpoya, Ayub ;
Prevatt, Natalie ;
Dambisya, Cornelius M. ;
Semakula, Daniel ;
Ddungu, Ahmed ;
Okuuny, Vicent ;
Wokulira, Ronald ;
Timbwa, Molline ;
Otii, Benedict ;
Levin, Michael ;
Crawley, Jane ;
Babiker, Abdel G. ;
Gibb, Diana M. .
BMC MEDICINE, 2013, 11
[19]   Mortality after Fluid Bolus in African Children with Severe Infection [J].
Maitland, Kathryn ;
Kiguli, Sarah ;
Opoka, Robert O. ;
Engoru, Charles ;
Olupot-Olupot, Peter ;
Akech, Samuel O. ;
Nyeko, Richard ;
Mtove, George ;
Reyburn, Hugh ;
Lang, Trudie ;
Brent, Bernadette ;
Evans, Jennifer A. ;
Tibenderana, James K. ;
Crawley, Jane ;
Russell, Elizabeth C. ;
Levin, Michael ;
Babiker, Abdel G. ;
Gibb, Diana M. .
NEW ENGLAND JOURNAL OF MEDICINE, 2011, 364 (26) :2483-2495
[20]   Iatrogenic salt water drowning and the hazards of a high central venous pressure [J].
Marik, Paul E. .
ANNALS OF INTENSIVE CARE, 2014, 4 :1-9