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Prognostic Models for Global Functional Outcome and Post-Concussion Symptoms Following Mild Traumatic Brain Injury: A Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) Study
Authors :
Mikolic, A Steyerberg, E Polinder, S Wilson, L Zeldovich, M von Steinbueche, N Newcombe, V Menon, D van der Naalt, J Lingsma, H Maas, A van Klaveren, D Akerlund, C Amrein, K Andelic, N Andreassen, L Anke, A Antoni, A Audibert, G Azouvi, P Azzolini, M Bartels, R Barzo, P Beauvais, R Beer, R Bellander, B Belli, A Benali, H Berardino, M Beretta, L Blaabjerg, M Bragge, P Brazinova, A Brinck, V Brooker, J Brorsson, C Buki, A Bullinger, M Cabeleira, M Caccioppola, A Calappi, E Calvi, M Cameron, P Carbayo Lozano, G Carbonara, M Cavallo, S Chevallard, G Chieregato, A Citerio, G Clusmann, H Coburn, M Coles, J Cooper, J Correia, M Covic, A Curry, N Czeiter, E Czosnyka, M Fizelier, C Dark, P Dawes, H De Keyser, V Degos, V Della Corte, F den Boogert, H Depreitere, B Dilvesi, D Dixit, A Donoghue, E Dreier, J Duliere, G Ercole, A Esser, P Ezer, E Fabricius, M Feigin, V Foks, K Frisvold, S Furmanov, A Gagliardo, P Galanaud, D Gantner, D Gao, G George, P Ghuysen, A Giga, L Glocker, B Golubovic, J Gomez, P Gratz, J Gravesteijn, B Grossi, F Gruen, R Gupta, D Haagsma, J Haitsma, I Helbok, R Helseth, E Horton, L Huijben, J Hutchinson, P Jacobs, B Jankowski, S Jarrett, M Jiang, J Johnson, F Jones, K Karan, M Kolias, A Kompanje, E Kondziella, D Kornaropoulos, E Koskinen, L Kovacs, N Kowark, A Lagares, A Lanyon, L Laureys, S Lecky, F Ledoux, D Lefering, R Legrand, V Lejeune, A Levi, L Lightfoot, R Castano Leon, A Maegele, M Majdan, M Manara, A Manley, G Martino, C Marechal, H Mattern, J Mcmahon, C Melegh, B Menovsky, T Misset, B Muraleedharan, V Murray, L Negru, A Nelson, D Nieboer, D Nyiradi, J Olubukola, O Oresic, M Ortolano, F Palotie, A Parizel, P Payen, J Perera, N Perlbarg, V Persona, P Peul, W Piippo-Karjalainen, A Pirinen, M Pisica, D Ples, H Pomposo, I Posti, J Puybasset, L Radoi, A Ragauskas, A Raj, R Rambadagalla, M Retel Helmrich, I Rhodes, J Richardson, S Richter, S Ripatti, S Rocka, S Roe, C Roise, O Rosand, J Rosenfeld, J Rosenlund, C Rosenthal, G Rossaint, R Rossi, S Rueckert, D Rusnak, M Sahuquillo, J Sakowitz, O Sanchez Porras, R Sandor, J Schafer, N Schmidt, S Schoechl, H Schoonman, G Schou, R Schwendenwein, E Sewalt, C Skandsen, T Smielewski, P Sorinola, A Stamatakis, E Stanworth, S Stevens, R Stewart, W Stocchetti, N Sundstrom, N Takala, R Tamas, V Tamosuitis, T Taylor, M Te Ao, B Tenovuo, O Theadom, A Thomas, M Tibboel, D Timmers, M Tolias, C Trapani, T Tudora, C Unterberg, A Vajkoczy, P Vallance, S Valeinis, E Vamos, Z van Der Jagt, M Van Der Steen, G van Der Naalt, J van Dijck, J van Essen, T Van Hecke, W van Heugten, C Van Praag, D van Veen, E Vande Vyvere, T van Wijk, R Vargiolu, A Vega, E Velt, K Verheyden, J Vespa, P Vik, A Vilcinis, R Volovici, V von Steinbuchel, N Voormolen, D Vulekovic, P Wang, K Wiegers, E Williams, G Winzeck, S Wolf, S Yang, Z Ylen, P Younsi, A Zeiler, F Zelinkova, V Ziverte, A Zoerle, T Mikolic A. Steyerberg E. W. Polinder S. Wilson L. Zeldovich M. von Steinbueche N. Newcombe V. F. J. Menon D. K. van der Naalt J. Lingsma H. F. Maas A. I. R. van Klaveren D. Akerlund C. Amrein K. Andelic N. Andreassen L. Anke A. Antoni A. Audibert G. Azouvi P. Azzolini M. L. Bartels R. Barzo P. Beauvais R. Beer R. Bellander B. -M. Belli A. Benali H. Berardino M. Beretta L. Blaabjerg M. Bragge P. Brazinova A. Brinck V. Brooker J. Brorsson C. Buki A. Bullinger M. Cabeleira M. Caccioppola A. Calappi E. Calvi M. R. Cameron P. Carbayo Lozano G. Carbonara M. Cavallo S. Chevallard G. Chieregato A. Citerio G. Clusmann H. Coburn M. Coles J. Cooper J. D. Correia M. Covic A. Curry N. Czeiter E. Czosnyka M. Fizelier C. D. Dark P. Dawes H. De Keyser V. Degos V. Della Corte F. den Boogert H. Depreitere B. Dilvesi D. Dixit A. Donoghue E. Dreier J. Duliere G. L. Ercole A. Esser P. Ezer E. Fabricius M. Feigin V. L. Foks K. Frisvold S. Furmanov A. Gagliardo P. Galanaud D. Gantner D. Gao G. George P. Ghuysen A. Giga L. Glocker B. Golubovic J. Gomez P. A. Gratz J. Gravesteijn B. Grossi F. Gruen R. L. Gupta D. Haagsma J. A. Haitsma I. Helbok R. Helseth E. Horton L. Huijben J. Hutchinson P. J. Jacobs B. Jankowski S. Jarrett M. Jiang J. Johnson F. Jones K. Karan M. Kolias A. G. Kompanje E. Kondziella D. Kornaropoulos E. Koskinen L. O. Kovacs N. Kowark A. Lagares A. Lanyon L. Laureys S. Lecky F. Ledoux D. Lefering R. Legrand V. Lejeune A. Levi L. Lightfoot R. Lingsma H. Castano Leon A. M. Maegele M. Majdan M. Manara A. Manley G. Martino C. Marechal H. Mattern J. McMahon C. Melegh B. Menon D. Menovsky T. Misset B. Muraleedharan V. Murray L. Negru A. Nelson D. Newcombe V. Nieboer D. Nyiradi J. Olubukola O. Oresic M. Ortolano F. Palotie A. Parizel P. M. Payen J. F. Perera N. Perlbarg V. Persona P. Peul W. Piippo-Karjalainen A. Pirinen M. Pisica D. Ples H. Pomposo I. Posti J. P. Puybasset L. Radoi A. Ragauskas A. Raj R. Rambadagalla M. Retel Helmrich I. Rhodes J. Richardson S. Richter S. Ripatti S. Rocka S. Roe C. Roise O. Rosand J. Rosenfeld J. V. Rosenlund C. Rosenthal G. Rossaint R. Rossi S. Rueckert D. Rusnak M. Sahuquillo J. Sakowitz O. Sanchez Porras R. Sandor J. Schafer N. Schmidt S. Schoechl H. Schoonman G. Schou R. F. Schwendenwein E. Sewalt C. Skandsen T. Smielewski P. Sorinola A. Stamatakis E. Stanworth S. Stevens R. Stewart W. Stocchetti N. Sundstrom N. Takala R. Tamas V. Tamosuitis T. Taylor M. S. Te Ao B. Tenovuo O. Theadom A. Thomas M. Tibboel D. Timmers M. Tolias C. Trapani T. Tudora C. M. Unterberg A. Vajkoczy P. Vallance S. Valeinis E. Vamos Z. van Der Jagt M. Van Der Steen G. van Der Naalt J. van Dijck J. T. J. M. van Essen T. A. Van Hecke W. van Heugten C. Van Praag D. van Veen E. Vande Vyvere T. van Wijk R. P. J. Vargiolu A. Vega E. Velt K. Verheyden J. Vespa P. M. Vik A. Vilcinis R. Volovici V. von Steinbuchel N. Voormolen D. Vulekovic P. Wang K. W. Wiegers E. Williams G. Winzeck S. Wolf S. Yang Z. Ylen P. Younsi A. Zeiler F. A. Zelinkova V. Ziverte A. Zoerle T. Mikolic, A Steyerberg, E Polinder, S Wilson, L Zeldovich, M von Steinbueche, N Newcombe, V Menon, D van der Naalt, J Lingsma, H Maas, A van Klaveren, D Akerlund, C Amrein, K Andelic, N Andreassen, L Anke, A Antoni, A Audibert, G Azouvi, P Azzolini, M Bartels, R Barzo, P Beauvais, R Beer, R Bellander, B Belli, A Benali, H Berardino, M Beretta, L Blaabjerg, M Bragge, P Brazinova, A Brinck, V Brooker, J Brorsson, C Buki, A Bullinger, M Cabeleira, M Caccioppola, A Calappi, E Calvi, M Cameron, P Carbayo Lozano, G Carbonara, M Cavallo, S Chevallard, G Chieregato, A Citerio, G Clusmann, H Coburn, M Coles, J Cooper, J Correia, M Covic, A Curry, N Czeiter, E Czosnyka, M Fizelier, C Dark, P Dawes, H De Keyser, V Degos, V Della Corte, F den Boogert, H Depreitere, B Dilvesi, D Dixit, A Donoghue, E Dreier, J Duliere, G Ercole, A Esser, P Ezer, E Fabricius, M Feigin, V Foks, K Frisvold, S Furmanov, A Gagliardo, P Galanaud, D Gantner, D Gao, G George, P Ghuysen, A Giga, L Glocker, B Golubovic, J Gomez, P Gratz, J Gravesteijn, B Grossi, F Gruen, R Gupta, D Haagsma, J Haitsma, I Helbok, R Helseth, E Horton, L Huijben, J Hutchinson, P Jacobs, B Jankowski, S Jarrett, M Jiang, J Johnson, F Jones, K Karan, M Kolias, A Kompanje, E Kondziella, D Kornaropoulos, E Koskinen, L Kovacs, N Kowark, A Lagares, A Lanyon, L Laureys, S Lecky, F Ledoux, D Lefering, R Legrand, V Lejeune, A Levi, L Lightfoot, R Castano Leon, A Maegele, M Majdan, M Manara, A Manley, G Martino, C Marechal, H Mattern, J Mcmahon, C Melegh, B Menovsky, T Misset, B Muraleedharan, V Murray, L Negru, A Nelson, D Nieboer, D Nyiradi, J Olubukola, O Oresic, M Ortolano, F Palotie, A Parizel, P Payen, J Perera, N Perlbarg, V Persona, P Peul, W Piippo-Karjalainen, A Pirinen, M Pisica, D Ples, H Pomposo, I Posti, J Puybasset, L Radoi, A Ragauskas, A Raj, R Rambadagalla, M Retel Helmrich, I Rhodes, J Richardson, S Richter, S Ripatti, S Rocka, S Roe, C Roise, O Rosand, J Rosenfeld, J Rosenlund, C Rosenthal, G Rossaint, R Rossi, S Rueckert, D Rusnak, M Sahuquillo, J Sakowitz, O Sanchez Porras, R Sandor, J Schafer, N Schmidt, S Schoechl, H Schoonman, G Schou, R Schwendenwein, E Sewalt, C Skandsen, T Smielewski, P Sorinola, A Stamatakis, E Stanworth, S Stevens, R Stewart, W Stocchetti, N Sundstrom, N Takala, R Tamas, V Tamosuitis, T Taylor, M Te Ao, B Tenovuo, O Theadom, A Thomas, M Tibboel, D Timmers, M Tolias, C Trapani, T Tudora, C Unterberg, A Vajkoczy, P Vallance, S Valeinis, E Vamos, Z van Der Jagt, M Van Der Steen, G van Der Naalt, J van Dijck, J van Essen, T Van Hecke, W van Heugten, C Van Praag, D van Veen, E Vande Vyvere, T van Wijk, R Vargiolu, A Vega, E Velt, K Verheyden, J Vespa, P Vik, A Vilcinis, R Volovici, V von Steinbuchel, N Voormolen, D Vulekovic, P Wang, K Wiegers, E Williams, G Winzeck, S Wolf, S Yang, Z Ylen, P Younsi, A Zeiler, F Zelinkova, V Ziverte, A Zoerle, T Mikolic A. Steyerberg E. W. Polinder S. Wilson L. Zeldovich M. von Steinbueche N. Newcombe V. F. J. Menon D. K. van der Naalt J. Lingsma H. F. Maas A. I. R. van Klaveren D. Akerlund C. Amrein K. Andelic N. Andreassen L. Anke A. Antoni A. Audibert G. Azouvi P. Azzolini M. L. Bartels R. Barzo P. Beauvais R. Beer R. Bellander B. -M. Belli A. Benali H. Berardino M. Beretta L. Blaabjerg M. Bragge P. Brazinova A. Brinck V. Brooker J. Brorsson C. Buki A. Bullinger M. Cabeleira M. Caccioppola A. Calappi E. Calvi M. R. Cameron P. Carbayo Lozano G. Carbonara M. Cavallo S. Chevallard G. Chieregato A. Citerio G. Clusmann H. Coburn M. Coles J. Cooper J. D. Correia M. Covic A. Curry N. Czeiter E. Czosnyka M. Fizelier C. D. Dark P. Dawes H. De Keyser V. Degos V. Della Corte F. den Boogert H. Depreitere B. Dilvesi D. Dixit A. Donoghue E. Dreier J. Duliere G. L. Ercole A. Esser P. Ezer E. Fabricius M. Feigin V. L. Foks K. Frisvold S. Furmanov A. Gagliardo P. Galanaud D. Gantner D. Gao G. George P. Ghuysen A. Giga L. Glocker B. Golubovic J. Gomez P. A. Gratz J. Gravesteijn B. Grossi F. Gruen R. L. Gupta D. Haagsma J. A. Haitsma I. Helbok R. Helseth E. Horton L. Huijben J. Hutchinson P. J. Jacobs B. Jankowski S. Jarrett M. Jiang J. Johnson F. Jones K. Karan M. Kolias A. G. Kompanje E. Kondziella D. Kornaropoulos E. Koskinen L. O. Kovacs N. Kowark A. Lagares A. Lanyon L. Laureys S. Lecky F. Ledoux D. Lefering R. Legrand V. Lejeune A. Levi L. Lightfoot R. Lingsma H. Castano Leon A. M. Maegele M. Majdan M. Manara A. Manley G. Martino C. Marechal H. Mattern J. McMahon C. Melegh B. Menon D. Menovsky T. Misset B. Muraleedharan V. Murray L. Negru A. Nelson D. Newcombe V. Nieboer D. Nyiradi J. Olubukola O. Oresic M. Ortolano F. Palotie A. Parizel P. M. Payen J. F. Perera N. Perlbarg V. Persona P. Peul W. Piippo-Karjalainen A. Pirinen M. Pisica D. Ples H. Pomposo I. Posti J. P. Puybasset L. Radoi A. Ragauskas A. Raj R. Rambadagalla M. Retel Helmrich I. Rhodes J. Richardson S. Richter S. Ripatti S. Rocka S. Roe C. Roise O. Rosand J. Rosenfeld J. V. Rosenlund C. Rosenthal G. Rossaint R. Rossi S. Rueckert D. Rusnak M. Sahuquillo J. Sakowitz O. Sanchez Porras R. Sandor J. Schafer N. Schmidt S. Schoechl H. Schoonman G. Schou R. F. Schwendenwein E. Sewalt C. Skandsen T. Smielewski P. Sorinola A. Stamatakis E. Stanworth S. Stevens R. Stewart W. Stocchetti N. Sundstrom N. Takala R. Tamas V. Tamosuitis T. Taylor M. S. Te Ao B. Tenovuo O. Theadom A. Thomas M. Tibboel D. Timmers M. Tolias C. Trapani T. Tudora C. M. Unterberg A. Vajkoczy P. Vallance S. Valeinis E. Vamos Z. van Der Jagt M. Van Der Steen G. van Der Naalt J. van Dijck J. T. J. M. van Essen T. A. Van Hecke W. van Heugten C. Van Praag D. van Veen E. Vande Vyvere T. van Wijk R. P. J. Vargiolu A. Vega E. Velt K. Verheyden J. Vespa P. M. Vik A. Vilcinis R. Volovici V. von Steinbuchel N. Voormolen D. Vulekovic P. Wang K. W. Wiegers E. Williams G. Winzeck S. Wolf S. Yang Z. Ylen P. Younsi A. Zeiler F. A. Zelinkova V. Ziverte A. Zoerle T.
Publication Year :
2023
Abstract
After mild traumatic brain injury (mTBI), a substantial proportion of individuals do not fully recover on the Glasgow Outcome Scale Extended (GOSE) or experience persistent post-concussion symptoms (PPCS). We aimed to develop prognostic models for the GOSE and PPCS at 6 months after mTBI and to assess the prognostic value of different categories of predictors (clinical variables; questionnaires; computed tomography [CT]; blood biomarkers). From the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) study, we included participants aged 16 or older with Glasgow Coma Score (GCS) 13-15. We used ordinal logistic regression to model the relationship between predictors and the GOSE, and linear regression to model the relationship between predictors and the Rivermead Post-concussion Symptoms Questionnaire (RPQ) total score. First, we studied a pre-specified Core model. Next, we extended the Core model with other clinical and sociodemographic variables available at presentation (Clinical model). The Clinical model was then extended with variables assessed before discharge from hospital: early post-concussion symptoms, CT variables, biomarkers, or all three categories (extended models). In a subset of patients mostly discharged home from the emergency department, the Clinical model was extended with 2-3–week post-concussion and mental health symptoms. Predictors were selected based on Akaike’s Information Criterion. Performance of ordinal models was expressed as a concordance index (C) and performance of linear models as proportion of variance explained (R2). Bootstrap validation was used to correct for optimism. We included 2376 mTBI patients with 6-month GOSE and 1605 patients with 6-month RPQ. The Core and Clinical models for GOSE showed moderate discrimination (C = 0.68 95% confidence interval 0.68 to 0.70 and C = 0.70[0.69 to 0.71], respectively) and injury severity was the strongest predictor. The extended models had better
Details
Database :
OAIster
Notes :
STAMPA, English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1434547593
Document Type :
Electronic Resource