4.5 Article

Addressing the Challenges of Obtaining Functional Outcomes in Traumatic Brain Injury Research: Missing Data Patterns, Timing of Follow-Up, and Three Prognostic Models

Journal

JOURNAL OF NEUROTRAUMA
Volume 31, Issue 11, Pages 1029-1038

Publisher

MARY ANN LIEBERT, INC
DOI: 10.1089/neu.2013.3122

Keywords

clinical trial design; functional outcomes; prognostic models; traumatic brain injury

Funding

  1. University of Washington Data Coordinating Center from the National Heart, Lung and Blood Institute (NHLBI) [5U01 HL077863]
  2. University of Iowa from the National Heart, Lung and Blood Institute (NHLBI) [HL077865]
  3. Medical College of Wisconsin from the National Heart, Lung and Blood Institute (NHLBI) [HL077866]
  4. University of Washington from the National Heart, Lung and Blood Institute (NHLBI) [HL077867]
  5. University of Pittsburgh from the National Heart, Lung and Blood Institute (NHLBI) [HL077871]
  6. St. Michael's Hospital from the National Heart, Lung and Blood Institute (NHLBI) [HL077872]
  7. Oregon Health & Science University from the National Heart, Lung and Blood Institute (NHLBI) [HL077873]
  8. University of Alabama at Birmingham from the National Heart, Lung and Blood Institute (NHLBI) [HL077881]
  9. Ottawa Hospital Research Institute from the National Heart, Lung and Blood Institute (NHLBI) [HL077885]
  10. University of Texas SW Medical Center Dallas from the National Heart, Lung and Blood Institute (NHLBI) [HL077887]
  11. University of California San Diego from the National Heart, Lung and Blood Institute (NHLBI) [HL077908]
  12. National Institute of Neurological Disorders and Stroke
  13. U.S. Army Medical Research and Material Command
  14. Canadian Institutes of Health Research (CIHR)
  15. Institute of Circulatory and Respiratory Health
  16. Defense Research and Development Canada
  17. Heart, Stroke Foundation of Canada
  18. American Heart Association
  19. ROC
  20. NovoNordisk
  21. National Institutes of Health (NIH) [T32 CA09168]

Ask authors/readers for more resources

Traumatic brain injury (TBI) is common and debilitating. Randomized trials of interventions for TBI ideally assess effectiveness by using long-term functional neurological outcomes, but such outcomes are difficult to obtain and costly. If there is little change between functional status at hospital discharge versus 6 months, then shorter-term outcomes may be adequate for use in future clinical trials. Using data from a previously published multi-center, randomized, placebo-controlled TBI clinical trial, we evaluated patterns of missing outcome data, changes in functional status between hospital discharge and 6 months, and three prognostic models to predict long-term functional outcome from covariates available at hospital discharge (functional measures, demographics, and injury characteristics). The Resuscitation Outcomes Consortium Hypertonic Saline trial enrolled 1282 TBI patients, obtaining the primary outcome of 6-month Glasgow Outcome Score Extended (GOSE) for 85% of patients, but missing the primary outcome for the remaining 15%. Patients with missing outcomes had less-severe injuries, higher neurological function at discharge (GOSE), and shorter hospital stays than patients whose GOSE was obtained. Of 1066 (83%) patients whose GOSE was obtained both at hospital discharge and at 6-months, 71% of patients had the same dichotomized functional status (severe disability/death vs. moderate/no disability) after 6 months as at discharge, 28% had an improved functional status, and 1% had worsened. Performance was excellent (C-statistic between 0.88 and 0.91) for all three prognostic models and calibration adequate for two models (p values, 0.22 and 0.85). Our results suggest that multiple imputation of the standard 6-month GOSE may be reasonable in TBI research when the primary outcome cannot be obtained through other means.

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