1. Clinical descriptors of disease trajectories in patients with traumatic brain injury in the intensive care unit (CENTER-TBI): a multicentre observational cohort study
- Author
-
Akerlund, C, Holst, A, Bhattacharyay, S, Stocchetti, N, Steyerberg, E, Smielewski, P, Menon, D, Ercole, A, Nelson, D, 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, Dahyotfizelier, C, Dark, P, Dawes, H, De Keyser, V, Degos, V, Della Corte, F, den Boogert, H, Depreitere, B, Dilvesi, Dixit, A, Donoghue, E, Dreier, J, Duliere, G, 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, Lingsma, H, Maas, A, Castanoleon, A, Maegele, M, Majdan, M, Manara, A, Manley, G, Martino, C, Marechal, H, Mattern, J, Mcmahon, C, Melegh, B, Menovsky, T, Mikolic, A, Misset, B, Muraleedharan, V, Murray, L, Negru, A, Newcombe, V, 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, Polinder, S, 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, Sanchezporras, R, Sandor, J, Schafer, N, Schmidt, S, Schoechl, H, Schoonman, G, Schou, R, Schwendenwein, E, Sewalt, C, Singh, R, Skandsen, T, Sorinola, A, Stamatakis, E, Stanworth, S, Stevens, R, Stewart, W, Sundstrom, N, Takala, R, Tamas, V, Tamosuitis, T, Taylor, M, 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 Erp, I, 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, Whitehouse, D, Wiegers, E, Williams, G, Wilson, L, Winzeck, S, Wolf, S, Yang, Z, Ylen, P, Younsi, A, Zeiler, F, Zelinkova, V, Ziverte, A, Zoerle, T, Akerlund C. A. I., Holst A., Bhattacharyay S., Stocchetti N., Steyerberg E., Smielewski P., Menon D. K., Ercole A., Nelson D. W., 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., DahyotFizelier C., Dark P., Dawes H., De Keyser V., Degos V., Della Corte F., den Boogert H., Depreitere B., Dixit A., Donoghue E., Dreier J., Duliere G., 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., 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., Maas A. I. R., CastanoLeon A. M., Maegele M., Majdan M., Manara A., Manley G., Martino C., Marechal H., Mattern J., McMahon C., Melegh B., Menon D., Menovsky T., Mikolic A., 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., Perera N., Perlbarg V., Persona P., Peul W., Piippo-Karjalainen A., Pirinen M., Pisica D., Ples H., Polinder S., 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., SanchezPorras R., Sandor J., Schafer N., Schmidt S., Schoechl H., Schoonman G., Schou R. F., Schwendenwein E., Sewalt C., Singh R. D., Skandsen T., Sorinola A., Stamatakis E., Stanworth S., Stevens R., Stewart W., Steyerberg E. W., Sundstrom N., Takala R., Tamas V., Tamosuitis T., Taylor M. S., Ao B. T., 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 Erp I. A. 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. K. W., Whitehouse D., Wiegers E., Williams G., Wilson L., Winzeck S., Wolf S., Yang Z., Ylen P., Younsi A., Zeiler F. A., Zelinkova V., Ziverte A., Zoerle T., Akerlund, C, Holst, A, Bhattacharyay, S, Stocchetti, N, Steyerberg, E, Smielewski, P, Menon, D, Ercole, A, Nelson, D, 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, Dahyotfizelier, C, Dark, P, Dawes, H, De Keyser, V, Degos, V, Della Corte, F, den Boogert, H, Depreitere, B, Dilvesi, Dixit, A, Donoghue, E, Dreier, J, Duliere, G, 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, Lingsma, H, Maas, A, Castanoleon, A, Maegele, M, Majdan, M, Manara, A, Manley, G, Martino, C, Marechal, H, Mattern, J, Mcmahon, C, Melegh, B, Menovsky, T, Mikolic, A, Misset, B, Muraleedharan, V, Murray, L, Negru, A, Newcombe, V, 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, Polinder, S, 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, Sanchezporras, R, Sandor, J, Schafer, N, Schmidt, S, Schoechl, H, Schoonman, G, Schou, R, Schwendenwein, E, Sewalt, C, Singh, R, Skandsen, T, Sorinola, A, Stamatakis, E, Stanworth, S, Stevens, R, Stewart, W, Sundstrom, N, Takala, R, Tamas, V, Tamosuitis, T, Taylor, M, 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 Erp, I, 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, Whitehouse, D, Wiegers, E, Williams, G, Wilson, L, Winzeck, S, Wolf, S, Yang, Z, Ylen, P, Younsi, A, Zeiler, F, Zelinkova, V, Ziverte, A, Zoerle, T, Akerlund C. A. I., Holst A., Bhattacharyay S., Stocchetti N., Steyerberg E., Smielewski P., Menon D. K., Ercole A., Nelson D. W., 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., DahyotFizelier C., Dark P., Dawes H., De Keyser V., Degos V., Della Corte F., den Boogert H., Depreitere B., Dixit A., Donoghue E., Dreier J., Duliere G., 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., 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., Maas A. I. R., CastanoLeon A. M., Maegele M., Majdan M., Manara A., Manley G., Martino C., Marechal H., Mattern J., McMahon C., Melegh B., Menon D., Menovsky T., Mikolic A., 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., Perera N., Perlbarg V., Persona P., Peul W., Piippo-Karjalainen A., Pirinen M., Pisica D., Ples H., Polinder S., 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., SanchezPorras R., Sandor J., Schafer N., Schmidt S., Schoechl H., Schoonman G., Schou R. F., Schwendenwein E., Sewalt C., Singh R. D., Skandsen T., Sorinola A., Stamatakis E., Stanworth S., Stevens R., Stewart W., Steyerberg E. W., Sundstrom N., Takala R., Tamas V., Tamosuitis T., Taylor M. S., Ao B. T., 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 Erp I. A. 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. K. W., Whitehouse D., Wiegers E., Williams G., Wilson L., Winzeck S., Wolf S., Yang Z., Ylen P., Younsi A., Zeiler F. A., Zelinkova V., Ziverte A., and Zoerle T.
- Abstract
Background: Patients with traumatic brain injury are a heterogeneous population, and the most severely injured individuals are often treated in an intensive care unit (ICU). The primary injury at impact, and the harmful secondary events that can occur during the first week of the ICU stay, will affect outcome in this vulnerable group of patients. We aimed to identify clinical variables that might distinguish disease trajectories among patients with traumatic brain injury admitted to the ICU. Methods: We used data from the Collaborative European NeuroTrauma Effectiveness Research in Traumatic Brain Injury (CENTER-TBI) prospective observational cohort study. We included patients aged 18 years or older with traumatic brain injury who were admitted to the ICU at one of the 65 CENTER-TBI participating centres, which range from large academic hospitals to small rural hospitals. For every patient, we obtained pre-injury data and injury features, clinical characteristics on admission, demographics, physiological parameters, laboratory features, brain biomarkers (ubiquitin carboxy-terminal hydrolase L1 [UCH-L1], S100 calcium-binding protein B [S100B], tau, neurofilament light [NFL], glial fibrillary acidic protein [GFAP], and neuron-specific enolase [NSE]), and information about intracranial pressure lowering treatments during the first 7 days of ICU stay. To identify clinical variables that might distinguish disease trajectories, we applied a novel clustering method to these data, which was based on a mixture of probabilistic graph models with a Markov chain extension. The relation of clusters to the extended Glasgow Outcome Scale (GOS-E) was investigated. Findings: Between Dec 19, 2014, and Dec 17, 2017, 4509 patients with traumatic brain injury were recruited into the CENTER-TBI core dataset, of whom 1728 were eligible for this analysis. Glucose variation (defined as the difference between daily maximum and minimum glucose concentrations) and brain biomarkers (S100B, NSE
- Published
- 2024