Common laboratory tests predict imminent medical emergency team calls, intensive care unit admission or death in emergency department patients

被引:11
|
作者
Loekito, Elsa [1 ]
Bailey, James [1 ]
Bellomo, Rinaldo [2 ,3 ]
Hart, Graeme K. [2 ]
Hegarty, Colin [2 ]
Davey, Peter [4 ]
Bain, Christopher [5 ,6 ]
Pilcher, David [7 ]
Schneider, Hans [8 ]
机构
[1] Univ Melbourne, Dept Comp & Informat Syst, Melbourne, Vic, Australia
[2] Austin Hlth, Dept Intens Care, Heidelberg, Vic 3084, Australia
[3] Monash Univ, Sch Publ Hlth & Prevent Med, Australian & New Zealand Intens Care Res Ctr, Melbourne, Vic 3004, Australia
[4] Austin Hosp, Dept Adm Informat, Melbourne, Vic 3084, Australia
[5] Alfred Hosp, Dept Hlth Informat, Melbourne, Vic, Australia
[6] Australian Ctr Hlth Innovat, Melbourne, Vic, Australia
[7] Alfred Hosp, Dept Intens Care Med, Melbourne, Vic, Australia
[8] Alfred Hosp, Dept Pathol Serv, Melbourne, Vic, Australia
关键词
biochemistry; emergency department; laboratory; medical emergency team; mortality; outcome; CRITICALLY-ILL PATIENTS; IN-HOSPITAL MORTALITY; CARDIAC TROPONIN-I; ACUTE PHYSIOLOGY; OUTCOME PREDICTION; SCORE; PERFORMANCE; ALERTS; MODELS; ARREST;
D O I
10.1111/1742-6723.12040
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Objective To estimate the ability of commonly measured laboratory variables to predict imminent (within the same or next calendar day) medical emergency team (MET) calls, ICU admission or death. Methods We performed a retrospective observational study of ED patients. We estimated the ability of each laboratory variable or combination of variables together with patient age to predict imminent MET calls, ICU admission or death. We externally validated our findings in patients from a different hospital. Results We studied 160341 batches in 71453 ED patients (average age: 59.9 +/- 22.1 years) for a total of 1 million individual measurements. There were 341 MET calls, 160 ICU admissions from the wards and 858 deaths. Multivariable modelling achieved a receiver operating characteristic area under the curve (ROC-AUC) of 0.69 (95% CI 0.630.74) for imminent MET call with prediction occurring a mean of 11.9h before the call. Additionally, it achieved a ROC-AUC of 0.82 (95% CI 0.730.87) for imminent ICU admission. Finally, it achieved a ROC-AUC of 0.90 (95% CI 0.870.91) for imminent death. When tested using an additional 37367 batches from a cohort of 21430 ED patients from a second teaching hospital, the multivariate model achieved a ROC-AUC of 0.70 (95% CI 0.660.73) for imminent MET call, a ROC-AUC of 0.84 (95% CI 0.780.90) for imminent ICU admission. Finally, it achieved a ROC-AUC of 0.89 (95% CI 0.860.91) for imminent death. Conclusions Commonly performed laboratory tests can help predict imminentMET calls, ICU admission or death in ED patients. Prospective investigations of the clinical utility of such predictions appear desirable.
引用
收藏
页码:132 / 139
页数:8
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