Derivation of data-driven triggers for palliative care consultation in critically ill patients

被引:7
|
作者
Hua, May S. [1 ]
Ma, Xiaoyue [2 ]
Li, Guohua [2 ,3 ]
Wunsch, Hannah [4 ,5 ,6 ]
机构
[1] Columbia Univ Coll Phys & Surg, Dept Anesthesiol, 622 West 168th St PH5,Room 527-D, New York, NY 10032 USA
[2] Columbia Univ Coll Phys & Surg, Dept Anesthesiol, Ctr Hlth Policy & Outcomes Anesthesia & Crit Care, New York, NY 10032 USA
[3] Columbia Univ, Mailman Sch Publ Hlth, Dept Epidemiol, New York, NY USA
[4] Columbia Univ, Dept Anesthesiol, New York, NY USA
[5] Sunnybrook Hlth Sci Ctr, Dept Crit Care Med, Toronto, ON, Canada
[6] Univ Toronto, Dept Anesthesia, Toronto, ON, Canada
基金
美国国家卫生研究院;
关键词
Critical illness; Palliative care; Intensive care units; Sepsis; Neoplasms; INTENSIVE-CARE; CRITICAL ILLNESS; OUTCOMES; QUALITY; UNIT; ICU; BENEFICIARIES; INTEGRATION; IMPACT; CANCER;
D O I
10.1016/j.jcrc.2018.04.014
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Purpose: To examine the ability of existing triggers for intensive care unit (ICU) palliative care consultation to predict 6-month mortality, and derive new triggers for consultation based on risk factors for 6-month mortality. Materials and methods: Retrospective cohort study of NY state residents who received intensive care, 2008-2013. We examined sensitivity and specificity of existing triggers for predicting 6-month mortality and used logistic regression to generate patient subgroups at high-risk for 6-month mortality as potential novel triggers for ICU palliative care consultation. Results: Of 1,019,849 patients, 195,847 (19.2%) died within 6 months of admission. Existing triggers were specific but not sensitive for predicting 6-month mortality, (sensitivity 0.3%-11.1%, specificity 96.5-99.9% for individual triggers). Using logistic regression, patient subgroups with the highest predicted probability of 6-month mortality were older patients admitted with sepsis (age 70-79 probability 49.7%, [49.5-50.0]) or cancer (non-metastatic cancer, age 70-79 probability 51.5%, [51.1-51.9]; metastatic cancer, age 70-79 probability 60.3%, [59.9-60.6]). Sensitivity and specificity of novel triggers ranged from 0.05% to 9.2% and 98.6% to 99.9%, respectively. Conclusions: Existing triggers for palliative care consultation are specific, but insensitive for 6-month mortality. Using a data-driven approach to derive novel triggers may identify subgroups of patients at high-risk of 6-month mortality. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:79 / 83
页数:5
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