Can We Trust Observational Studies Using Propensity Scores in the Critical Care Literature? A Systematic Comparison With Randomized Clinical Trials*
Authors:
- Georgios D. KitsiosGKGeorgios D. Kitsios
- Issa J. DahabrehIDIssa J. Dahabreh
- Sean CallahanSCSean Callahan
- Jessica K. PaulusJPJessica K. Paulus
- Anthony C. CampagnaACAnthony C. Campagna
- James M. DarginJDJames M. Dargin
- 1 September 2015
- journal article
- research article
- Published by Wolters Kluwer Health in Critical Care Medicine
- Vol. 43 (9) , 1870-1879
Abstract
To assess the degree of agreement between propensity score studies and randomized clinical trials in critical care research. Propensity score studies published in highly cited critical care or general medicine journals or included in a previous systematic review; corresponding randomized clinical trials included in Cochrane Systematic Reviews or published in PubMed. We identified propensity score studies of the effects of therapeutic interventions on short- or long-term mortality. We systematically matched propensity score studies to randomized clinical trials based on patient selection criteria, interventions, and outcomes. We appraised the methods of included studies and extracted treatment effect estimates to compare the results of propensity score studies and randomized clinical trials. When multiple studies were identified for the same topic, we performed meta-analyses to obtain summary treatment effect estimates. We matched 21 propensity score studies with 58 randomized clinical trials in 18 distinct comparisons (median, one propensity score study and two randomized clinical trials per comparison), for short- and long-term mortality. We found one statistically significant difference between designs (hyperoncotic albumin vs crystalloid fluids) among these 18 comparisons. Propensity score studies did not produce systematically higher (or lower) treatment effect estimates compared with randomized clinical trials, but estimates from the two designs differed by more than 30% in one third of the comparisons examined. Observational studies in critical care met widely accepted methodological standards for propensity score analyses. Across diverse critical care topics, propensity score studies published in high-impact journals produced results that were generally consistent with the findings of randomized clinical trials. However, caution is needed when interpreting propensity score studies because occasionally their results contradict those of randomized clinical trials and there is no reliable way to predict disagreements.Keywords
This publication has 45 references indexed in Scilit:
- The Cochrane Collaboration's tool for assessing risk of bias in randomised trialsBMJ, 2011
- Protecting Vulnerable Research Subjects in Critical Care Trials: Enhancing the Informed Consent Process and Recommendations for SafeguardsAnnals of Intensive Care, 2011
- Long-term Acute Care Hospital Utilization After Critical IllnessJAMA, 2010
- The international PROGRESS registry of patients with severe sepsis: drotrecogin alfa (activated) use and patient outcomesCritical Care, 2009
- Drotrecogin alfa (activated): real-life use and outcomes for the UKCritical Care, 2008
- Observational Research, Randomised Trials, and Two Views of Medical SciencePLOS Medicine, 2008
- A critical appraisal of propensity‐score matching in the medical literature between 1996 and 2003Statistics in Medicine, 2007
- A review of the application of propensity score methods yielded increasing use, advantages in specific settings, but not substantially different estimates compared with conventional multivariable methodsJournal of Clinical Epidemiology, 2006
- Indications for Propensity Scores and Review of their Use in PharmacoepidemiologyBasic & Clinical Pharmacology & Toxicology, 2006
- The central role of the propensity score in observational studies for causal effectsBiometrika, 1983