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Stocking JC, Taylor SL, Fan S, Wingert T, Drake C, Aldrich JM, Ong MK, Amin AN, Marmor RA, Godat L, Cannesson M, Gropper MA, Utter GH, Sandrock CE, Bime C, Mosier J, Subbian V, Adams JY, Kenyon NJ, Albertson TE, Garcia JGN, Abraham I. A Least Absolute Shrinkage and Selection Operator-Derived Predictive Model for Postoperative Respiratory Failure in a Heterogeneous Adult Elective Surgery Patient Population. CHEST Crit Care 2023; 1:100025. [PMID: 38434477 PMCID: PMC10907009 DOI: 10.1016/j.chstcc.2023.100025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 03/05/2024]
Abstract
BACKGROUND Postoperative respiratory failure (PRF) is associated with increased hospital charges and worse patient outcomes. Reliable prediction models can help to guide postoperative planning to optimize care, to guide resource allocation, and to foster shared decision-making with patients. RESEARCH QUESTION Can a predictive model be developed to accurately identify patients at high risk of PRF? STUDY DESIGN AND METHODS In this single-site proof-of-concept study, we used structured query language to extract, transform, and load electronic health record data from 23,999 consecutive adult patients admitted for elective surgery (2014-2021). Our primary outcome was PRF, defined as mechanical ventilation after surgery of > 48 h. Predictors of interest included demographics, comorbidities, and intraoperative factors. We used logistic regression to build a predictive model and the least absolute shrinkage and selection operator procedure to select variables and to estimate model coefficients. We evaluated model performance using optimism-corrected area under the receiver operating curve and area under the precision-recall curve and calculated sensitivity, specificity, positive and negative predictive values, and Brier scores. RESULTS Two hundred twenty-five patients (0.94%) demonstrated PRF. The 18-variable predictive model included: operations on the cardiovascular, nervous, digestive, urinary, or musculoskeletal system; surgical specialty orthopedic (nonspine); Medicare or Medicaid (as the primary payer); race unknown; American Society of Anesthesiologists class ≥ III; BMI of 30 to 34.9 kg/m2; anesthesia duration (per hour); net fluid at end of the operation (per liter); median intraoperative FIO2, end title CO2, heart rate, and tidal volume; and intraoperative vasopressor medications. The optimism-corrected area under the receiver operating curve was 0.835 (95% CI,0.808-0.862) and the area under the precision-recall curve was 0.156 (95% CI, 0.105-0.203). INTERPRETATION This single-center proof-of-concept study demonstrated that a structured query language extract, transform, and load process, based on readily available patient and intraoperative variables, can be used to develop a prediction model for PRF. This PRF prediction model is scalable for multicenter research. Clinical applications include decision support to guide postoperative level of care admission and treatment decisions.
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Affiliation(s)
- Jacqueline C Stocking
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Sandra L Taylor
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Sili Fan
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Theodora Wingert
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Christiana Drake
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - J Matthew Aldrich
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Michael K Ong
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Alpesh N Amin
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Rebecca A Marmor
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Laura Godat
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Maxime Cannesson
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Michael A Gropper
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Garth H Utter
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Christian E Sandrock
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Christian Bime
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Jarrod Mosier
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Vignesh Subbian
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Jason Y Adams
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Nicholas J Kenyon
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Timothy E Albertson
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Joe G N Garcia
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
| | - Ivo Abraham
- Division of Pulmonary, Critical Care and Sleep Medicine (J. C. S., C. E. S., J. Y. A., N. J. K., and T. E. A.), Department of Internal Medicine, the Department of Public Health Sciences (S. L. T. and S. F.), the Outcomes Research Group (G. H. U.), Department of Surgery, University of California Davis, Sacramento, the Department of Anesthesiology and Perioperative Medicine (T. W. and M. C.), University of California Los Angeles, the Department of Medicine (M. K. O.), University of California Los Angeles, the VA Greater Los Angeles Healthcare System (M. K. O.), Los Angeles, the Department of Statistics (C. D.), University of California Davis, Davis, the Department of Anesthesia and Perioperative Care (J. M. A. and M. A. G.), University of California, San Francisco, San Francisco, the Department of Medicine (A. N. A.), University of California Irvine, Irvine, the Department of Surgery (R. A. M. and L. G.), University of California San Diego, San Diego, the College of Medicine (C. B. and J. M.), University of Arizona Health Sciences, the Department of Biomedical Engineering (V. S.), College of Engineering, the Center for Health Outcomes and PharmacoEconomic Research (I. A.), University of Arizona, Tucson, AZ, and The University of Florida-Scripps Research Institute (J. G. N. G.), Jupiter, FL
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Hughes CG, Mailloux PT, Devlin JW, Swan JT, Sanders RD, Anzueto A, Jackson JC, Hoskins AS, Pun BT, Orun OM, Raman R, Stollings JL, Kiehl AL, Duprey MS, Bui LN, O'Neal HR, Snyder A, Gropper MA, Guntupalli KK, Stashenko GJ, Patel MB, Brummel NE, Girard TD, Dittus RS, Bernard GR, Ely EW, Pandharipande PP. Dexmedetomidine or Propofol for Sedation in Mechanically Ventilated Adults with Sepsis. N Engl J Med 2021; 384:1424-1436. [PMID: 33528922 PMCID: PMC8162695 DOI: 10.1056/nejmoa2024922] [Citation(s) in RCA: 107] [Impact Index Per Article: 35.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND Guidelines currently recommend targeting light sedation with dexmedetomidine or propofol for adults receiving mechanical ventilation. Differences exist between these sedatives in arousability, immunity, and inflammation. Whether they affect outcomes differentially in mechanically ventilated adults with sepsis undergoing light sedation is unknown. METHODS In a multicenter, double-blind trial, we randomly assigned mechanically ventilated adults with sepsis to receive dexmedetomidine (0.2 to 1.5 μg per kilogram of body weight per hour) or propofol (5 to 50 μg per kilogram per minute), with doses adjusted by bedside nurses to achieve target sedation goals set by clinicians according to the Richmond Agitation-Sedation Scale (RASS, on which scores range from -5 [unresponsive] to +4 [combative]). The primary end point was days alive without delirium or coma during the 14-day intervention period. Secondary end points were ventilator-free days at 28 days, death at 90 days, and age-adjusted total score on the Telephone Interview for Cognitive Status questionnaire (TICS-T; scores range from 0 to 100, with a mean of 50±10 and lower scores indicating worse cognition) at 6 months. RESULTS Of 432 patients who underwent randomization, 422 were assigned to receive a trial drug and were included in the analyses - 214 patients received dexmedetomidine at a median dose of 0.27 μg per kilogram per hour, and 208 received propofol at a median dose of 10.21 μg per kilogram per minute. The median duration of receipt of the trial drugs was 3.0 days (interquartile range, 2.0 to 6.0), and the median RASS score was -2.0 (interquartile range, -3.0 to -1.0). We found no difference between dexmedetomidine and propofol in the number of days alive without delirium or coma (adjusted median, 10.7 vs. 10.8 days; odds ratio, 0.96; 95% confidence interval [CI], 0.74 to 1.26), ventilator-free days (adjusted median, 23.7 vs. 24.0 days; odds ratio, 0.98; 95% CI, 0.63 to 1.51), death at 90 days (38% vs. 39%; hazard ratio, 1.06; 95% CI, 0.74 to 1.52), or TICS-T score at 6 months (adjusted median score, 40.9 vs. 41.4; odds ratio, 0.94; 95% CI, 0.66 to 1.33). Safety end points were similar in the two groups. CONCLUSIONS Among mechanically ventilated adults with sepsis who were being treated with recommended light-sedation approaches, outcomes in patients who received dexmedetomidine did not differ from outcomes in those who received propofol. (Funded by the National Institutes of Health; ClinicalTrials.gov number, NCT01739933.).
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Affiliation(s)
- Christopher G Hughes
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Patrick T Mailloux
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - John W Devlin
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Joshua T Swan
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Robert D Sanders
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Antonio Anzueto
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - James C Jackson
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Aimee S Hoskins
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Brenda T Pun
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Onur M Orun
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Rameela Raman
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Joanna L Stollings
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Amy L Kiehl
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Matthew S Duprey
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Lan N Bui
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Hollis R O'Neal
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Allison Snyder
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Michael A Gropper
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Kalpalatha K Guntupalli
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Gregg J Stashenko
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Mayur B Patel
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Nathan E Brummel
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Timothy D Girard
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Robert S Dittus
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Gordon R Bernard
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - E Wesley Ely
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
| | - Pratik P Pandharipande
- From the Critical Illness, Brain Dysfunction, and Survivorship Center (C.G.H., J.C.J., A.S.H., B.T.P., O.M.O., R.R., J.L.S., A.L.K, M.B.P., N.E.B., T.D.G., R.S.D., G.R.B., E.W.E., P.P.P.), the Center for Health Services Research (C.G.H., J.C.J., R.R., M.B.P., T.D.G., R.S.D., E.W.E., P.P.P.), the Division of Anesthesiology Critical Care Medicine, Department of Anesthesiology (C.G.H., P.P.P.), the Division of Allergy, Pulmonary, and Critical Care Medicine (J.C.J., B.T.P., G.R.B., E.W.E.), and the Division of General Internal Medicine and Public Health (R.S.D.), Department of Medicine, the Departments of Biostatistics (O.M.O., R.R.) and Pharmaceutical Services (J.L.S.), and Division of Trauma and Surgical Critical Care, Department of Surgery (M.B.P.), Vanderbilt University Medical Center, and the Anesthesia Service (C.G.H., P.P.P.), Research Service (J.C.J.), Surgical Service (M.B.P.), and Geriatric Research, Education and Clinical Center (R.S.D., E.W.E.), Department of Veterans Affairs Medical Center, Tennessee Valley Healthcare System - both in Nashville; the Neuroscience Institute and Department of Critical Care Medicine, Maine Medical Center, Portland (P.T.M.); the Department of Pharmacy and Health Systems Sciences, Bouve College of Health Sciences, Northeastern University, Boston (J.W.D., M.S.D.); the Departments of Pharmacy (J.T.S., L.N.B.) and Surgery (J.T.S.) and the Center for Outcomes Research (J.T.S.), Houston Methodist, and the Pulmonary, Critical Care and Sleep Medicine Section, Ben Taub Hospital, Baylor College of Medicine (K.K.G.), Houston; the Division of Pulmonary/Critical Care Medicine, University of Texas Health, and the South Texas Veterans Health Care System, San Antonio (A.A.); and Texas Health Harris Methodist Hospital Fort Worth, Fort Worth (A.S.) - all in Texas; the University of Sydney, and the Department of Anaesthetics, Royal Prince Alfred Hospital, Sydney, and the Department of Anesthesiology, University of Wisconsin, Madison (R.D.S.); Pulmonary and Critical Care Medicine, Baton Rouge General Medical Center and Our Lady of the Lake Regional Medical Center, Baton Rouge, LA (H.R.O.); the Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco (M.A.G.); Pulmonary and Critical Care, Mission Hospital, Asheville, NC (G.J.S.); the Division of Pulmonary, Critical Care and Sleep Medicine, Department of Internal Medicine, Ohio State University Wexner Medical Center, Columbus (N.E.B.); and Clinical Research, Investigation, and Systems Modeling of Acute Illness Center, Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh (T.D.G.)
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