A targeted real-time early warning score (TREWScore) for septic shock

被引:343
作者
Henry, Katharine E. [1 ]
Hager, David N. [2 ]
Pronovost, Peter J. [3 ,4 ,5 ]
Saria, Suchi [1 ,3 ,5 ,6 ]
机构
[1] Johns Hopkins Univ, Dept Comp Sci, Baltimore, MD 21218 USA
[2] Johns Hopkins Univ, Sch Med, Dept Med, Div Pulm & Crit Care Med, Baltimore, MD 21205 USA
[3] Johns Hopkins Univ, Armstrong Inst Patient Safety & Qual, Baltimore, MD 21202 USA
[4] Johns Hopkins Univ, Sch Med, Dept Anesthesiol & Crit Care Med, Baltimore, MD 21202 USA
[5] Johns Hopkins Univ, Bloomberg Sch Publ Hlth, Dept Hlth Policy & Management, Baltimore, MD 21205 USA
[6] Johns Hopkins Univ, Dept Appl Math & Stat, Baltimore, MD 21218 USA
基金
美国国家科学基金会;
关键词
GOAL-DIRECTED RESUSCITATION; SEVERE SEPSIS; SURVIVING SEPSIS; REGULARIZATION PATHS; RESPONSE SYSTEM; PREDICTION; MORTALITY; THERAPY; RISK; IMPLEMENTATION;
D O I
10.1126/scitranslmed.aab3719
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Sepsis is a leading cause of death in the United States, with mortality highest among patients who develop septic shock. Early aggressive treatment decreases morbidity and mortality. Although automated screening tools can detect patients currently experiencing severe sepsis and septic shock, none predict those at greatest risk of developing shock. We analyzed routinely available physiological and laboratory data from intensive care unit patients and developed "TREWScore," a targeted real-time early warning score that predicts which patients will develop septic shock. TREWScore identified patients before the onset of septic shock with an area under the ROC (receiver operating characteristic) curve (AUC) of 0.83 [95% confidence interval (CI), 0.81 to 0.85]. At a specificity of 0.67, TREWScore achieved a sensitivity of 0.85 and identified patients a median of 28.2 [interquartile range (IQR), 10.6 to 94.2] hours before onset. Of those identified, two-thirds were identified before any sepsis-related organ dysfunction. In comparison, the Modified Early Warning Score, which has been used clinically for septic shock prediction, achieved a lower AUC of 0.73 (95% CI, 0.71 to 0.76). A routine screening protocol based on the presence of two of the systemic inflammatory response syndrome criteria, suspicion of infection, and either hypotension or hyperlactatemia achieved a lower sensitivity of 0.74 at a comparable specificity of 0.64. Continuous sampling of data from the electronic health records and calculation of TREWScore may allow clinicians to identify patients at risk for septic shock and provide earlier interventions that would prevent or mitigate the associated morbidity and mortality.
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页数:9
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