Sex-specific prediction of cardiogenic shock after acute coronary syndromes: the SEX-SHOCK score

被引:6
|
作者
Wang, Yifan [1 ]
Zeller, Marianne [2 ,3 ]
Auffret, Vincent [4 ]
Georgiopoulos, Georgios [5 ,6 ,7 ]
Raber, Lorenz [8 ]
Roffi, Marco [9 ]
Templin, Christian [10 ,11 ]
Muller, Olivier [12 ]
Liberale, Luca [13 ,14 ]
Ministrini, Stefano [1 ]
Stamatelopoulos, Kimon [6 ]
Stellos, Konstantinos [15 ,16 ,17 ,18 ,19 ]
Camici, Giovanni G. [1 ]
Montecucco, Fabrizio [13 ,14 ]
Rickli, Hans [20 ]
Maza, Maud [2 ]
Radovanovic, Dragana [21 ]
Cottin, Yves [2 ]
Chague, Frederic [2 ]
Niederseer, David [22 ,23 ]
Luscher, Thomas F. [1 ,24 ,25 ]
Kraler, Simon [1 ,26 ]
机构
[1] Univ Zurich, Ctr Mol Cardiol, Wagist 12, CH-8952 Schlieren, Switzerland
[2] CHU Dijon Bourgogne, Dept Cardiol, Dijon, France
[3] Univ Bourgogne, Physiolopathol & Epidemiol Cerebrocardiovasc PEC2, EA 7460, Dijon, France
[4] Univ Rennes 1, CHU Rennes, Inserm, U1099,LTSI,Serv Cardiol, Rennes, France
[5] Univ Patras, Sch Med, Dept Physiol, Patras, Greece
[6] Natl & Kapodistrian Univ Athens, Alexandra Hosp, Med Sch, Dept Clin Therapeut, Athens, Greece
[7] Kings Coll London, Sch Biomed Engn & Imaging Sci, London, England
[8] Inselspital Bern, Swiss Heart Ctr, Dept Cardiol, Bern, Switzerland
[9] Geneva Univ Hosp, Dept Cardiol, Geneva, Switzerland
[10] Univ Med Greifswald, Dept Internal Med B, Greifswald, Germany
[11] Univ Zurich, Univ Hosp Zurich, Univ Heart Ctr, Dept Cardiol, Zurich, Switzerland
[12] Lausanne Univ Hosp CHUV, Dept Cardiol, Lausanne, Switzerland
[13] Univ Genoa, Dept Internal Med, Clin Internal Med 1, Genoa, Italy
[14] IRCCS Osped Policlin San Martino Genoa, Italian Cardiovasc Network, Genoa, Italy
[15] Heidelberg Univ, Med Fac Mannheim, European Ctr Angioscience ECAS, Dept Cardiovasc Res, Mannheim, Germany
[16] Heidelberg Univ, Univ Med Ctr Mannheim, Med Fac Mannheim, Dept Cardiol Angiol Haemostaseol & Med Intens Care, Mannheim, Germany
[17] German Ctr Cardiovasc Res DZHK, Partner Site Heidelberg Mannheim, Mannheim, Germany
[18] Heidelberg Univ, Helmholtz Inst Translat AngioCardioSci HI TAC, MDC, Heidelberg, Germany
[19] Newcastle Univ, Biosci Inst, Fac Med Sci, Vasc Biol & Med Theme, Newcastle Upon Tyne, England
[20] Cantonal Hosp St Gallen, Cardiol Dept, St Gallen, Switzerland
[21] Univ Zurich, AMIS Plus Data Ctr, Epidemiol Biostat & Prevent Inst, Zurich, Switzerland
[22] Med Campus Davos, Hochgebirgsklin, Herman Burchard Str 1, CH-7270 Davos, Switzerland
[23] Med Campus Davos, Christine Kuhne Ctr Allergy Res & Educ CK CARE, Davos, Switzerland
[24] Guys & St Thomas NHS Fdn Trust, Royal Brompton & Harefield Hosp, Heart Div, London, England
[25] Kings Coll London, Cardiovasc Acad Grp, London, England
[26] Cantonal Hosp Baden, Dept Cardiol & Internal Med, Ergel 1, CH-5404 Baden, Switzerland
基金
新加坡国家研究基金会;
关键词
Cardiogenic shock; Acute coronary syndromes; Atherosclerosis; Personalized risk prediction; Inflammation; C-reactive protein; LVEF; Percutaneous coronary intervention; Machine learning; Random forest; Multilayer perceptron; Gender medicine; Precision medicine; ACUTE MYOCARDIAL-INFARCTION; 30-DAY MORTALITY; OUTCOMES; CLASSIFICATION; TRIAL; ECMO;
D O I
10.1093/eurheartj/ehae593
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background and Aims Cardiogenic shock (CS) remains the primary cause of in-hospital death after acute coronary syndromes (ACS), with its plateauing mortality rates approaching 50%. To test novel interventions, personalized risk prediction is essential. The ORBI (Observatoire R & eacute;gional Breton sur l'Infarctus) score represents the first-of-its-kind risk score to predict in-hospital CS in ACS patients undergoing percutaneous coronary intervention (PCI). However, its sex-specific performance remains unknown, and refined risk prediction strategies are warranted. Methods This multinational study included a total of 53 537 ACS patients without CS on admission undergoing PCI. Following sex-specific evaluation of ORBI, regression and machine-learning models were used for variable selection and risk prediction. By combining best-performing models with highest-ranked predictors, SEX-SHOCK was developed, and internally and externally validated. Results The ORBI score showed lower discriminative performance for the prediction of CS in females than males in Swiss (area under the receiver operating characteristic curve [95% confidence interval]: 0.78 [0.76-0.81] vs. 0.81 [0.79-0.83]; P =.048) and French ACS patients (0.77 [0.74-0.81] vs. 0.84 [0.81-0.86]; P = .002). The newly developed SEX-SHOCK score, now incorporating ST-segment elevation, creatinine, C-reactive protein, and left ventricular ejection fraction, outperformed ORBI in both sexes (females: 0.81 [0.78-0.83]; males: 0.83 [0.82-0.85]; P < .001), which prevailed following internal and external validation in RICO (females: 0.82 [0.79-0.85]; males: 0.88 [0.86-0.89]; P < .001) and SPUM-ACS (females: 0.83 [0.77-0.90], P = .004; males: 0.83 [0.80-0.87], P = .001). Conclusions The ORBI score showed modest sex-specific performance. The novel SEX-SHOCK score provides superior performance in females and males across the entire spectrum of ACS, thus providing a basis for future interventional trials and contemporary ACS management.
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页数:15
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