Prognostic Models in Severe Traumatic Brain Injury: A Systematic Review and Meta-analysis

被引:21
作者
Almeida Vieira, Rita de Cassia [1 ,2 ,3 ]
Pereira Silveira, Juliana Cristina [1 ]
Paiva, Wellingson Silva [4 ]
de Oliveira, Daniel Vieira [4 ]
Estevam de Souza, Camila Pedroso [5 ]
Santana-Santos, Eduesley [3 ]
Cardoso de Sousa, Regina Marcia [1 ]
机构
[1] CAPES Fdn, Minist Educ, Brasilia, DF, Brazil
[2] Univ Sao Paulo, Sch Nursing, Sao Paulo, Brazil
[3] Univ Sergipe, Nursing Postgrad Program, Sao Cristovao, Sergipe, Brazil
[4] Univ Sao Paulo, Sch Med, Sao Paulo, Brazil
[5] Univ Western Ontario, Dept Stat & Actuarial Sci, London, ON, Canada
关键词
Brain injury; Outcome assessment; Predictive modeling; Prognostic modeling; SEVERE HEAD-INJURY; EXTERNAL VALIDATION; INTERNATIONAL MISSION; CLINICAL-TRIALS; PREDICTION MODELS; IMPACT MODELS; CRASH; MORTALITY; RANDOMIZATION; SCORE;
D O I
10.1007/s12028-022-01547-7
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
This review aimed to analyze the results of investigations that performed external validation or that compared prognostic models to identify the models and their variations that showed the best performance in predicting mortality, survival, and unfavorable outcome after severe traumatic brain injury. Pubmed, Embase, Scopus, Web of Science, Cumulative Index to Nursing and Allied Health Literature, Google Scholar, TROVE, and Open Grey databases were searched. A total of 1616 studies were identified and screened, and 15 studies were subsequently included for analysis after applying the selection criteria. The Corticosteroid Randomization After Significant Head Injury (CRASH) and International Mission for Prognosis and Analysis of Clinical Trials in Traumatic Brain Injury (IMPACT) models were the most externally validated among studies of severe traumatic brain injury. The results of the review showed that most publications encountered an area under the curve >= 0.70. The area under the curve meta-analysis showed similarity between the CRASH and IMPACT models and their variations for predicting mortality and unfavorable outcomes. Calibration results showed that the variations of CRASH and IMPACT models demonstrated adequate calibration in most studies for both outcomes, but without a clear indication of uncertainties in the evaluations of these models. Based on the results of this meta-analysis, the choice of prognostic models for clinical application may depend on the availability of predictors, characteristics of the population, and trauma care services.
引用
收藏
页码:790 / 805
页数:16
相关论文
共 43 条
[1]   Discrimination and Calibration of Clinical Prediction Models Users' Guides to the Medical Literature [J].
Alba, Ana Carolina ;
Agoritsas, Thomas ;
Walsh, Michael ;
Hanna, Steven ;
Iorio, Alfonso ;
Devereaux, P. J. ;
McGinn, Thomas ;
Guyatt, Gordon .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2017, 318 (14) :1377-1384
[2]   Frailty, functional decline and mortality in hospitalized older adults [J].
Baztan, Juan J. ;
De la Puente, Maria ;
Socorro, Alberto .
GERIATRICS & GERONTOLOGY INTERNATIONAL, 2017, 17 (04) :664-666
[3]   EVALUATING TRAUMA CARE - THE TRISS METHOD [J].
BOYD, CR ;
TOLSON, MA ;
COPES, WS .
JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE, 1987, 27 (04) :370-378
[4]   Traumatic Brain Injury An Overview of Epidemiology, Pathophysiology, and Medical Management [J].
Capizzi, Allison ;
Woo, Jean ;
Verduzco-Gutierrez, Monica .
MEDICAL CLINICS OF NORTH AMERICA, 2020, 104 (02) :213-+
[5]   A REVISION OF THE TRAUMA SCORE [J].
CHAMPION, HR ;
SACCO, WJ ;
COPES, WS ;
GANN, DS ;
GENNARELLI, TA ;
FLANAGAN, ME .
JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE, 1989, 29 (05) :623-629
[6]   THE MAJOR TRAUMA OUTCOME STUDY - ESTABLISHING NATIONAL NORMS FOR TRAUMA CARE [J].
CHAMPION, HR ;
COPES, WS ;
SACCO, WJ ;
LAWNICK, MM ;
KEAST, SL ;
BAIN, LW ;
FLANAGAN, ME ;
FREY, CF .
JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE, 1990, 30 (11) :1356-1365
[7]   Predicted Unfavorable Neurologic Outcome Is Overestimated by the Marshall Computed Tomography Score, Corticosteroid Randomization After Significant Head Injury (CRASH), and International Mission for Prognosis and Analysis of Clinical Trials in Traumatic Brain Injury (IMPACT) Models in Patients with Severe Traumatic Brain Injury Managed with Early Decompressive Craniectomy [J].
Charry, Jose D. ;
Tejada, Jorman H. ;
Pinzon, Miguel A. ;
Tejada, Wilson A. ;
Ochoa, Juan D. ;
Falla, Manuel ;
Tovar, Jesus H. ;
Cuellar-Bahamon, Ana M. ;
Solano, Juan P. .
WORLD NEUROSURGERY, 2017, 101 :554-558
[8]  
Collins GS, 2015, ANN INTERN MED, V162, P55, DOI [10.1002/bjs.9736, 10.1038/bjc.2014.639, 10.7326/M14-0697, 10.1016/j.jclinepi.2014.11.010, 10.7326/M14-0698, 10.1136/bmj.g7594, 10.1111/eci.12376, 10.1016/j.eururo.2014.11.025, 10.1186/s12916-014-0241-z]
[9]   Prognosis following severe head injury: Development and validation of a model for prediction of death, disability, and functional recovery [J].
Cremer, Olaf L. ;
Moons, Karel G. M. ;
van Dijk, Gert W. ;
van Balen, Peter ;
Kalkman, Cor J. .
JOURNAL OF TRAUMA-INJURY INFECTION AND CRITICAL CARE, 2006, 61 (06) :1484-1491
[10]   Assessing calibration of prognostic risk scores [J].
Crowson, Cynthia S. ;
Atkinson, Elizabeth J. ;
Therneau, Terry M. .
STATISTICAL METHODS IN MEDICAL RESEARCH, 2016, 25 (04) :1692-1706