Development of a Predictive Model for Mortality in Hospitalized Patients With COVID-19

被引:6
作者
Niu, Yuanyuan [1 ]
Zhan, Zan [2 ]
Li, Jianfeng [3 ]
Shui, Wei [1 ]
Wang, Changfeng [2 ]
Xing, Yanli [1 ]
Zhang, Changran [1 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 1, Eastern Hosp, Dept Resp Med, Guangzhou, Guangdong, Peoples R China
[2] Huanggang Cent Hosp, Dept Resp Med, Huanggang, Hubei, Peoples R China
[3] Guangzhou Med Univ, Affiliated Hosp 1, Dept Radiat Oncol, Guangzhou, Guangdong, Peoples R China
关键词
COVID-19; risk factors; predictive model; in-hospital death; mortality; PNEUMONIA; SEVERITY; SEPSIS;
D O I
10.1017/dmp.2021.8
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Introduction: Early identification of patients with novel corona virus disease 2019 (COVID-19) who may be at high mortality risk is of great importance. Methods: In this retrospective study, we included all patients with COVID-19 at Huanggang Central Hospital from January 23 to March 5, 2020. Data on clinical characteristics and outcomes were compared between survivors and nonsurvivors. Univariable and multivariable logistic regression were used to explore risk factors associated with in-hospital death. A nomogram was established based on the risk factors selected by multivariable analysis. Results: A total of 150 patients were enrolled, including 31 nonsurvivors and 119 survivors. The multivariable logistic analysis indicated that increasing the odds of in-hospital death associated with higher Sequential Organ Failure Assessment score (odds ratio [OR], 3.077; 95% confidence interval [CI]: 1.848-5.122; P < 0.001), diabetes (OR, 10.474; 95% CI: 1.554-70.617; P = 0.016), and lactate dehydrogenase greater than 245 U/L (OR, 13.169; 95% CI: 2.934-59.105; P = 0.001) on admission. A nomogram was established based on the results of the multivariable analysis. The AUC of the nomogram was 0.970 (95% CI: 0.947-0.992), showing good accuracy in predicting the risk of in-hospital death. Conclusions: This finding would facilitate the early identification of patients with COVID-19 who have a high-risk for fatal outcome.
引用
收藏
页码:1398 / 1406
页数:9
相关论文
共 25 条
[1]   Clinical management of severe acute respiratory infection (SARI) when COVID-19 disease is suspected. Interim guidance [J].
不详 .
PEDIATRIA I MEDYCYNA RODZINNA-PAEDIATRICS AND FAMILY MEDICINE, 2020, 16 (01) :9-26
[2]  
[Anonymous], 2021, Situation Report-22, DOI DOI 10.1056/NEJMOA2001316.5
[3]   Early Predictors of Clinical Deterioration in a Cohort of 239 Patients Hospitalized for Covid-19 Infection in Lombardy, Italy [J].
Cecconi, Maurizio ;
Piovani, Daniele ;
Brunetta, Enrico ;
Aghemo, Alessio ;
Greco, Massimiliano ;
Ciccarelli, Michele ;
Angelini, Claudio ;
Voza, Antonio ;
Omodei, Paolo ;
Vespa, Edoardo ;
Pugliese, Nicola ;
Parigi, Tommaso Lorenzo ;
Folci, Marco ;
Danese, Silvio ;
Bonovas, Stefanos .
JOURNAL OF CLINICAL MEDICINE, 2020, 9 (05)
[4]  
Cummings Matthew J, 2020, Lancet, V395, P1763, DOI [10.1101/2020.04.15.20067157, 10.1016/S0140-6736(20)31189-2]
[5]   A prediction rule to identify low-risk patients with community-acquired pneumonia [J].
Fine, MJ ;
Auble, TE ;
Yealy, DM ;
Hanusa, BH ;
Weissfeld, LA ;
Singer, DE ;
Coley, CM ;
Marrie, TJ ;
Kapoor, WN .
NEW ENGLAND JOURNAL OF MEDICINE, 1997, 336 (04) :243-250
[6]  
Guan WJ, 2020, EUR RESPIR J, V55, DOI [10.1183/13993003.00597-2020, 10.1183/13993003.00547-2020, 10.1371/journal.pone.0240308]
[7]   Risk Factors Associated With Clinical Outcomes in 323 Coronavirus Disease 2019 (COVID-19) Hospitalized Patients in Wuhan, China [J].
Hu, Ling ;
Chen, Shaoqiu ;
Fu, Yuanyuan ;
Gao, Zitong ;
Long, Hui ;
Ren, Hong-wei ;
Zuo, Yi ;
Wang, Jie ;
Li, Huan ;
Xu, Qing-bang ;
Yu, Wen-xiong ;
Liu, Jia ;
Shao, Chen ;
Hao, Jun-jie ;
Wang, Chuan-zhen ;
Ma, Yao ;
Wang, Zhanwei ;
Yanagihara, Richard ;
Deng, Youping .
CLINICAL INFECTIOUS DISEASES, 2020, 71 (16) :2089-2098
[8]   Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China [J].
Huang, Chaolin ;
Wang, Yeming ;
Li, Xingwang ;
Ren, Lili ;
Zhao, Jianping ;
Hu, Yi ;
Zhang, Li ;
Fan, Guohui ;
Xu, Jiuyang ;
Gu, Xiaoying ;
Cheng, Zhenshun ;
Yu, Ting ;
Xia, Jiaan ;
Wei, Yuan ;
Wu, Wenjuan ;
Xie, Xuelei ;
Yin, Wen ;
Li, Hui ;
Liu, Min ;
Xiao, Yan ;
Gao, Hong ;
Guo, Li ;
Xie, Jungang ;
Wang, Guangfa ;
Jiang, Rongmeng ;
Gao, Zhancheng ;
Jin, Qi ;
Wang, Jianwei ;
Cao, Bin .
LANCET, 2020, 395 (10223) :497-506
[9]   KDIGO Clinical Practice Guidelines for Acute Kidney Injury [J].
Khwaja, Arif .
NEPHRON CLINICAL PRACTICE, 2012, 120 (04) :C179-C184
[10]   APACHE-II - A SEVERITY OF DISEASE CLASSIFICATION-SYSTEM [J].
KNAUS, WA ;
DRAPER, EA ;
WAGNER, DP ;
ZIMMERMAN, JE .
CRITICAL CARE MEDICINE, 1985, 13 (10) :818-829