TY - JOUR
T1 - Clinical descriptors of disease trajectories in patients with traumatic brain injury in the intensive care unit (CENTER-TBI)
T2 - a multicentre observational cohort study
AU - CENTER-TBI Participants and Investigators
AU - Åkerlund, Cecilia
AU - Holst, Anders
AU - Bhattacharyay, Shubhayu
AU - Stocchetti, Nino
AU - Steyerberg, Ewout W.
AU - Smielewski, Peter
AU - Menon, David
AU - Ercole, Ari
AU - Nelson, David W.
AU - Åkerlund, Cecilia
AU - Amrein, Krisztina
AU - Andelic, Nada
AU - Andreassen, Lasse
AU - Anke, Audny
AU - Antoni, Anna
AU - Audibert, Gérard
AU - Azouvi, Philippe
AU - Azzolini, Maria Luisa
AU - Bartels, Ronald
AU - Barzó, Pál
AU - Beauvais, Romuald
AU - Beer, Ronny
AU - Bellander, Bo Michael
AU - Belli, Antonio
AU - Benali, Habib
AU - Berardino, Maurizio
AU - Beretta, Luigi
AU - Blaabjerg, Morten
AU - Bragge, Peter
AU - Brazinova, Alexandra
AU - Brinck, Vibeke
AU - Brooker, Joanne
AU - Brorsson, Camilla
AU - Buki, Andras
AU - Bullinger, Monika
AU - Cabeleira, Manuel
AU - Caccioppola, Alessio
AU - Calappi, Emiliana
AU - Calvi, Maria Rosa
AU - Cameron, Peter
AU - Carbayo Lozano, Guillermo
AU - Carbonara, Marco
AU - Cavallo, Simona
AU - Chevallard, Giorgio
AU - Chieregato, Arturo
AU - Citerio, Giuseppe
AU - Clusmann, Hans
AU - Coburn, Mark
AU - Coles, Jonathan
AU - Cooper, Jamie D.
AU - Correia, Marta
AU - Čović, Amra
AU - Curry, Nicola
AU - Czeiter, Endre
AU - Czosnyka, Marek
AU - DahyotFizelier, Claire
AU - Dark, Paul
AU - Dawes, Helen
AU - De Keyser, Véronique
AU - Degos, Vincent
AU - Della Corte, Francesco
AU - den Boogert, Hugo
AU - Depreitere, Bart
AU - Đilvesi, Đula
AU - Dixit, Abhishek
AU - Donoghue, Emma
AU - Dreier, Jens
AU - Dulière, Guy Loup
AU - Esser, Patrick
AU - Ezer, Erzsébet
AU - Fabricius, Martin
AU - Feigin, Valery L.
AU - Foks, Kelly
AU - Frisvold, Shirin
AU - Furmanov, Alex
AU - Gagliardo, Pablo
AU - Galanaud, Damien
AU - Gantner, Dashiell
AU - Gao, Guoyi
AU - George, Pradeep
AU - Ghuysen, Alexandre
AU - Giga, Lelde
AU - Glocker, Ben
AU - Golubovic, Jagoš
AU - Gomez, Pedro A.
AU - Gratz, Johannes
AU - Gravesteijn, Benjamin
AU - Grossi, Francesca
AU - Gruen, Russell L.
AU - Gupta, Deepak
AU - Haagsma, Juanita A.
AU - Haitsma, Iain
AU - Helbok, Raimund
AU - Helseth, Eirik
AU - Horton, Lindsay
AU - Huijben, Jilske
AU - Hutchinson, Peter J.
AU - Jacobs, Bram
AU - Jankowski, Stefan
AU - Jarrett, Mike
AU - Jiang, Jiyao
AU - Johnson, Faye
AU - Jones, Kelly
AU - Karan, Mladen
AU - Kolias, Angelos G.
AU - Kompanje, Erwin
AU - Kondziella, Daniel
AU - Kornaropoulos, Evgenios
AU - Koskinen, Lars Owe
AU - Kovács, Noémi
AU - Kowark, Ana
AU - Lagares, Alfonso
AU - Lanyon, Linda
AU - Laureys, Steven
AU - Lecky, Fiona
AU - Ledoux, Didier
AU - Lefering, Rolf
AU - Legrand, Valerie
AU - Lejeune, Aurelie
AU - Levi, Leon
AU - Lightfoot, Roger
AU - Lingsma, Hester
AU - Maas, Andrew I.R.
AU - CastañoLeón, Ana M.
AU - Maegele, Marc
AU - Majdan, Marek
AU - Manara, Alex
AU - Manley, Geoffrey
AU - Martino, Costanza
AU - Maréchal, Hugues
AU - Mattern, Julia
AU - McMahon, Catherine
AU - Melegh, Béla
AU - Menon, David
AU - Menovsky, Tomas
AU - Mikolic, Ana
AU - Misset, Benoit
AU - Muraleedharan, Visakh
AU - Murray, Lynnette
AU - Negru, Ancuta
AU - Nelson, David W.
AU - Newcombe, Virginia
AU - Nieboer, Daan
AU - Nyirádi, József
AU - Olubukola, Otesile
AU - Oresic, Matej
AU - Ortolano, Fabrizio
AU - Palotie, Aarno
AU - Parizel, Paul M.
AU - Payen, Jean François
AU - Perera, Natascha
AU - Perlbarg, Vincent
AU - Persona, Paolo
AU - Peul, Wilco
AU - Piippo-Karjalainen, Anna
AU - Pirinen, Matti
AU - Pisica, Dana
AU - Ples, Horia
AU - Polinder, Suzanne
AU - Pomposo, Inigo
AU - Posti, Jussi P.
AU - Puybasset, Louis
AU - Radoi, Andreea
AU - Ragauskas, Arminas
AU - Raj, Rahul
AU - Rambadagalla, Malinka
AU - Retel Helmrich, Isabel
AU - Rhodes, Jonathan
AU - Richardson, Sylvia
AU - Richter, Sophie
AU - Ripatti, Samuli
AU - Rocka, Saulius
AU - Roe, Cecilie
AU - Roise, Olav
AU - Rosand, Jonathan
AU - Rosenfeld, Jeffrey V.
AU - Rosenlund, Christina
AU - Rosenthal, Guy
AU - Rossaint, Rolf
AU - Rossi, Sandra
AU - Rueckert, Daniel
AU - Rusnák, Martin
AU - Sahuquillo, Juan
AU - Sakowitz, Oliver
AU - SanchezPorras, Renan
AU - Sandor, Janos
AU - Schäfer, Nadine
AU - Schmidt, Silke
AU - Schoechl, Herbert
AU - Schoonman, Guus
AU - Schou, Rico Frederik
AU - Schwendenwein, Elisabeth
AU - Sewalt, Charlie
AU - Singh, Ranjit D.
AU - Skandsen, Toril
AU - Sorinola, Abayomi
AU - Stamatakis, Emmanuel
AU - Stanworth, Simon
AU - Stevens, Robert
AU - Stewart, William
AU - Steyerberg, Ewout W.
AU - Sundström, Nina
AU - Takala, Riikka
AU - Tamás, Viktória
AU - Tamosuitis, Tomas
AU - Taylor, Mark Steven
AU - Ao, Braden Te
AU - Tenovuo, Olli
AU - Theadom, Alice
AU - Thomas, Matt
AU - Tibboel, Dick
AU - Timmers, Marjolein
AU - Tolias, Christos
AU - Trapani, Tony
AU - Tudora, Cristina Maria
AU - Unterberg, Andreas
AU - Vajkoczy, Peter
AU - Vallance, Shirley
AU - Valeinis, Egils
AU - Vámos, Zoltán
AU - van der Jagt, Mathieu
AU - Van der Steen, Gregory
AU - van der Naalt, Joukje
AU - van Dijck, Jeroen T.J.M.
AU - van Erp, Inge A.M.
AU - van Essen, Thomas A.
AU - Van Hecke, Wim
AU - van Heugten, Caroline
AU - Van Praag, Dominique
AU - van Veen, Ernest
AU - Vande Vyvere, Thijs
AU - van Wijk, Roel P.J.
AU - Vargiolu, Alessia
AU - Vega, Emmanuel
AU - Velt, Kimberley
AU - Verheyden, Jan
AU - Vespa, Paul M.
AU - Vik, Anne
AU - Vilcinis, Rimantas
AU - Volovici, Victor
AU - von Steinbüchel, Nicole
AU - Voormolen, Daphne
AU - Vulekovic, Petar
AU - Wang, Kevin K.W.
AU - Whitehouse, Daniel
AU - Wiegers, Eveline
AU - Williams, Guy
AU - Wilson, Lindsay
AU - Winzeck, Stefan
AU - Wolf, Stefan
PY - 2024/1
Y1 - 2024/1
N2 - 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, NFL, tau, UCH-L1, and GFAP) were consistently found to be the main clinical descriptors of disease trajectories (ie, the leading variables contributing to the distinguishing clusters) in patients with traumatic brain injury in the ICU. The disease trajectory cluster to which a patient was assigned in a model was analysed as a predictor together with variables from the IMPACT model, and prediction of both mortality and unfavourable outcome (dichotomised GOS-E ≤4) was improved. Interpretation: First-day ICU admission data are not the only clinical descriptors of disease trajectories in patients with traumatic brain injury. By analysing temporal variables in our study, variation of glucose was identified as the most important clinical descriptor that might distinguish disease trajectories in the ICU, which should direct further research. Biomarkers of brain injury (S100B, NSE, NFL, tau, UCH-L1, and GFAP) were also top clinical descriptors over time, suggesting they might be important in future clinical practice. Funding: European Union 7th Framework program, Hannelore Kohl Stiftung, OneMind, Integra LifeSciences Corporation, and NeuroTrauma Sciences.
AB - 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, NFL, tau, UCH-L1, and GFAP) were consistently found to be the main clinical descriptors of disease trajectories (ie, the leading variables contributing to the distinguishing clusters) in patients with traumatic brain injury in the ICU. The disease trajectory cluster to which a patient was assigned in a model was analysed as a predictor together with variables from the IMPACT model, and prediction of both mortality and unfavourable outcome (dichotomised GOS-E ≤4) was improved. Interpretation: First-day ICU admission data are not the only clinical descriptors of disease trajectories in patients with traumatic brain injury. By analysing temporal variables in our study, variation of glucose was identified as the most important clinical descriptor that might distinguish disease trajectories in the ICU, which should direct further research. Biomarkers of brain injury (S100B, NSE, NFL, tau, UCH-L1, and GFAP) were also top clinical descriptors over time, suggesting they might be important in future clinical practice. Funding: European Union 7th Framework program, Hannelore Kohl Stiftung, OneMind, Integra LifeSciences Corporation, and NeuroTrauma Sciences.
KW - Humans
KW - Biomarkers
KW - Brain Injuries, Traumatic/diagnosis
KW - Glial Fibrillary Acidic Protein
KW - Glucose
KW - Intensive Care Units
KW - Prospective Studies
KW - Ubiquitin Thiolesterase
KW - Adolescent
KW - Adult
UR - http://www.scopus.com/inward/record.url?scp=85176941494&partnerID=8YFLogxK
U2 - 10.1016/S1474-4422(23)00358-7
DO - 10.1016/S1474-4422(23)00358-7
M3 - Article
C2 - 37977157
SN - 1474-4422
VL - 23
SP - 71
EP - 80
JO - The Lancet Neurology
JF - The Lancet Neurology
IS - 1
ER -