Sepsis is a serious complication of liver cirrhosis. This study aimed to develop a risk prediction model for sepsis among patients with liver cirrhosis. A total of 3130 patients with liver cirrhosis were enrolled from the Medical Information Mart for Intensive Care IV database, and randomly assigned into training and validation cohorts in a 7:3 ratio. The least absolute shrinkage and selection operator (LASSO) regression was used to filter variables and select predictor variables. Multivariate logistic regression was used to establish the prediction model. Based on LASSO and multivariate logistic regression, gender, base excess, bicarbonate, white blood cells, potassium, fibrinogen, systolic blood pressure, mechanical ventilation, and vasopressor use were identified as independent risk variables, and then a nomogram was constructed and validated. The consistency index (C-index), receiver operating characteristic curve, calibration curve, and decision curve analysis (DCA) were used to measure the predictive performance of the nomogram. As a result of the nomogram, good discrimination was achieved, with C-indexes of 0.814 and 0.828 for the training and validation cohorts, respectively, and an area under the curve of 0.849 in the training cohort and 0.821 in the validation cohort. The calibration curves demonstrated good agreement between the predictions and observations. The DCA curves showed the nomogram had significant clinical value. We developed and validated a risk-prediction model for sepsis in patients with liver cirrhosis. This model can assist clinicians in the early detection and prevention of sepsis in patients with liver cirrhosis.
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Qinhuangdao Jungong Hosp, Dept Intens Care Unit, Qinhuangdao, Hebei, Peoples R ChinaQinhuangdao Jungong Hosp, Dept Intens Care Unit, Qinhuangdao, Hebei, Peoples R China
Gai, Xiaowei
Wang, Yanan
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Qinhuangdao Jungong Hosp, Dept Operating Room, Qinhuangdao, Hebei, Peoples R ChinaQinhuangdao Jungong Hosp, Dept Intens Care Unit, Qinhuangdao, Hebei, Peoples R China
Wang, Yanan
Gao, Dan
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Qinhuangdao Jungong Hosp, Dept Operating Room, Qinhuangdao, Hebei, Peoples R ChinaQinhuangdao Jungong Hosp, Dept Intens Care Unit, Qinhuangdao, Hebei, Peoples R China
Gao, Dan
Ma, Jia
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Qinhuangdao Jungong Hosp, Dept Gen Surg, Qinhuangdao, Hebei, Peoples R ChinaQinhuangdao Jungong Hosp, Dept Intens Care Unit, Qinhuangdao, Hebei, Peoples R China
Ma, Jia
Zhang, Caijuan
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Tangshan Gongren Hosp, Dept Anesthesiol, Tangshan, Hebei, Peoples R ChinaQinhuangdao Jungong Hosp, Dept Intens Care Unit, Qinhuangdao, Hebei, Peoples R China
Zhang, Caijuan
Wang, Qiuyan
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Qinhuangdao Jungong Hosp, Dept Intens Care Unit, Qinhuangdao, Hebei, Peoples R ChinaQinhuangdao Jungong Hosp, Dept Intens Care Unit, Qinhuangdao, Hebei, Peoples R China
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Hebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R China
Hebei Chest Hosp, Dept Intens Care Unit, Shijiazhuang, Hebei, Peoples R ChinaHebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R China
Wang, X.
Wei, Y-X
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Hebei Chest Hosp, Dept Intens Care Unit, Shijiazhuang, Hebei, Peoples R ChinaHebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R China
Wei, Y-X
Yan, L. -J
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Hebei Chest Hosp, Dept Intens Care Unit, Shijiazhuang, Hebei, Peoples R ChinaHebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R China
Yan, L. -J
Qie, D. -L
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Hebei Chest Hosp, Dept Intens Care Unit, Shijiazhuang, Hebei, Peoples R ChinaHebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R China
Qie, D. -L
Shao, L. -J
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Hebei Chest Hosp, Dept Intens Care Unit, Shijiazhuang, Hebei, Peoples R ChinaHebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R China
Shao, L. -J
Li, N.
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Hebei Chest Hosp, Dept Intens Care Unit, Shijiazhuang, Hebei, Peoples R ChinaHebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R China
Li, N.
Chen, G.
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Hebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R ChinaHebei Med Univ, Hosp 3, Dept Resp Med, Shijiazhuang, Hebei, Peoples R China
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Sichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Yang, Jie
Zhou, Yongfang
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Sichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Zhou, Yongfang
Kang, Yan
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Sichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Kang, Yan
Xu, Binbin
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Sichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Xu, Binbin
Wang, Peng
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机构:
Sichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Wang, Peng
Lv, Yinxia
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Sichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
Lv, Yinxia
Wang, Zhen
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Sichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R ChinaSichuan Univ, Dept Crit Care Med, West China Hosp, Chengdu 610041, Sichuan, Peoples R China