Identifying biomarker-driven subphenotypes of cardiogenic shock: analysis of prospective cohorts and randomized controlled trials

被引:8
作者
Soussi, Sabri [1 ,2 ]
Tarvasmaki, Tuukka [3 ,4 ]
Kimmoun, Antoine [5 ,6 ]
Ahmadiankalati, Mojtaba [8 ]
Azibani, Feriel [2 ]
dos Santos, Claudia C. [9 ,10 ]
Duarte, Kevin [7 ]
Gayat, Etienne [2 ,11 ]
Jentzer, Jacob C. [12 ]
Harjola, Veli-Pekka [13 ]
Hibbert, Benjamin [12 ,14 ]
Jung, Christian [15 ]
Johan, Lassus [3 ,4 ]
Levy, Bruno [5 ,6 ,21 ]
Lu, Zihang [8 ]
Lawler, Patrick R. [16 ,22 ]
Marshall, John C. [9 ,10 ]
Poess, Janine [17 ,18 ]
Sadoune, Malha [2 ]
Nguyen, Alexis [2 ]
Raynor, Alexandre [19 ]
Peoc'h, Katell [19 ,20 ]
Thiele, Holger [17 ,18 ]
Mathew, Rebecca [14 ]
Mebazaa, Alexandre [2 ,11 ]
机构
[1] Univ Toronto, Dept Anesthesiol & Pain Med, Toronto, ON, Canada
[2] Univ Paris Cite, Cardiovasc Markers Stress Condit MASCOT, UMR S 942, INSERM, F-75010 Paris, France
[3] Univ Helsinki, Heart & Lung Ctr, Cardiol, Helsinki, Finland
[4] Univ Helsinki, Helsinki, Finland
[5] CHRU Nancy, Serv Reanimat Med Brabois, Nancy, Grand Est, France
[6] Univ Paris Saclay, U1433 CIC P, F-92140 Paris, Ile De France, France
[7] Univ Lorraine, Inst Natl Sante & Rech Med U1116, Nancy, France
[8] Queens Univ, Dept Publ Hlth Sci, Kingston, ON, Canada
[9] Univ Toronto, St Michaels Hosp, Fac Med, Keenan Res Ctr Biomed Sci,Interdept Div Crit Care, Toronto, ON, Canada
[10] Univ Toronto, Inst Med Sci, Fac Med, Toronto, ON, Canada
[11] Univ Paris Cite, Lariboisiere St Louis Hosp, Dept Anesthesiol & Crit Care, Dept Anaesthesiol,Crit Care,DMU Parabol, Paris, France
[12] Mayo Clin Rochester, Dept Cardiovasc Med, Rochester, MN 55905 USA
[13] Univ Helsinki, Helsinki Univ Hosp, Helsinki Univ Hosp, Helsinki, Finland
[14] Univ Ottawa, Heart Inst, Dept Med, Div Cardiol,CAPITAL Res Grp, Ottawa, ON, Canada
[15] Univ Hosp, Dept Cardiol Pulmonol & Angiol, Dusseldorf, Germany
[16] McGill Univ, Hlth Ctr, Montreal, PQ, Canada
[17] Univ Leipzig, Heart Ctr Leipzig, Leipzig, Germany
[18] Leipzig Heart Sci, Leipzig, Germany
[19] Hosp Bichat, AP HP, Clin Biochem Lab, Paris, France
[20] Univ Paris Cite, INSERM, UMR 1149, CRI, F-75018 Paris, France
[21] Univ Lorraine, CHRU Nancy, Nancy, Grand Est, France
[22] Univ Toronto, Toronto, ON, Canada
基金
加拿大健康研究院;
关键词
Cardiogenic shock; Unsupervised learning; Critical care; Heterogeneity of treatment effect; Precision medicine; INTERLEUKIN-6; EPIDEMIOLOGY; MORTALITY;
D O I
10.1016/j.eclinm.2024.103013
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Cardiogenic shock (CS) is a heterogeneous clinical syndrome, making it challenging to predict patient trajectory and response to treatment. This study aims to identify biological/molecular CS subphenotypes, evaluate their association with outcome, and explore their impact on heterogeneity of treatment effect (ShockCO-OP, NCT06376318). Methods We used unsupervised clustering to integrate plasma biomarker data from two prospective cohorts of CS patients: CardShock (N = 205 [2010-2012, NCT01374867]) and the French and European Outcome reGistry in Intensive Care Units (FROG-ICU) (N = 228 [2011-2013, NCT01367093]) to determine the optimal number of classes. Thereafter, a simplified classifier (Euclidean distances) was used to assign the identified CS subphenotypes in three completed randomized controlled trials (RCTs) (OptimaCC, N = 57 [2011-2016, NCT01367743]; DOREMI, N = 192 [2017-2020, NCT03207165]; and CULPRIT-SHOCK, N = 434 [2013-2017, NCT01927549]) and explore heterogeneity of treatment effect with respect to 28-day mortality (primary outcome). Findings Four biomarker-driven CS subphenotypes ('adaptive', ' non-inflammatory', ' cardiopathic ' , and ' in fl ammatory ' ) were identified separately in the two cohorts. Patients in the inflammatory and cardiopathic subphenotypes had the highest 28-day mortality (p (log-rank test) = 0.0099 and 0.0055 in the CardShock and FROG-ICU cohorts, respectively). Subphenotype membership significantly improved risk stratification when added to traditional risk factors including the Society for Cardiovascular Angiography and Interventions (SCAI) shock stages (increase in Harrell's C-index by 4% (p = 0.033) and 6% (p = 0.0068) respectively in the CardShock and the FROG-ICU cohorts). The simplified classifier identified CS subphenotypes with similar biological/molecular and outcome characteristics in the three independent RCTs. No significant interaction was observed between treatment effect and subphenotypes. Interpretation Subphenotypes with the highest concentration of biomarkers of endothelial dysfunction and inflam- mation (inflammatory) or myocardial injury/fibrosis (cardiopathic) were associated with mortality independently from the SCAI shock stages. Funding Dr Sabri Soussi was awarded the Canadian Institutes of Health Research (CIHR) Doctoral Foreign Study Award (DFSA) and the Merit Awards Program (Department of Anesthesiology and Pain Medicine, University of Toronto, Canada) for the current study. Copyright (c) 2024 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
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