Development and validation of prognostic nomogram for cirrhotic patients with acute kidney injury upon ICU admission
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作者:
Liao, Tianbao
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机构:
YouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Liao, Tianbao
[1
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Lu, Yanyan
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机构:
Guangxi Med Univ, Dept Comprehens Internal Med, Affiliated Tumor Hosp, Nanning, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Lu, Yanyan
[2
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Su, Tingting
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机构:
Peoples Hosp Guangxi Zhuang Autonomous Reg, Dept ECG Diagnost, Nanning, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Su, Tingting
[3
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Bei, Liyuan
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机构:
Guangxi Med Univ, Affiliated Hosp 1, Dept Nephrol, Nanning, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Bei, Liyuan
[4
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Li, Xian
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Guangxi Med Univ, Affiliated Hosp 1, Dept Nephrol, Nanning, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Li, Xian
[4
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Lu, Yang
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Guangxi Med Univ, Dept Comprehens Internal Med, Affiliated Tumor Hosp, Nanning, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Lu, Yang
[2
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Ren, Shuang
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Guangxi Med Univ, Dept Comprehens Internal Med, Affiliated Tumor Hosp, Nanning, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Ren, Shuang
[2
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Huang, Lina
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Guangxi Med Univ, Dept Comprehens Internal Med, Affiliated Tumor Hosp, Nanning, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Huang, Lina
[2
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Feng, Lu-Huai
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Guangxi Med Univ, Dept Comprehens Internal Med, Affiliated Tumor Hosp, Nanning, Peoples R ChinaYouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
Feng, Lu-Huai
[2
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机构:
[1] YouJiang Med Univ Nationalities, Dept Presidents Off, Baise, Peoples R China
[2] Guangxi Med Univ, Dept Comprehens Internal Med, Affiliated Tumor Hosp, Nanning, Peoples R China
[3] Peoples Hosp Guangxi Zhuang Autonomous Reg, Dept ECG Diagnost, Nanning, Peoples R China
[4] Guangxi Med Univ, Affiliated Hosp 1, Dept Nephrol, Nanning, Peoples R China
This study aims to develop and validate a prognostic nomogram that accurately predicts the short-term survival rate of cirrhotic patients with acute kidney damage (AKI) upon ICU admission. For this purpose, we examined the admission data of 3060 cirrhosis patients with AKI from 2008 to 2019 in the MIMIC-IV database. All included patients were randomly assigned to derivation and validation cohorts in a 7:3 ratio. The derivation cohort used the least absolute shrinkage and selection operator (LASSO) regression model to identify independent predictors of AKI. A prognostic nomogram was constructed via multivariate logistic regression analysis in the derivation cohort and subsequently verified in the validation cohort. Nomogram's discrimination, calibration, and clinical utility were evaluated using the C-index, calibration plot, and decision curve analysis (DCA). A total of 2138 patients were enrolled in the derivation cohort, with a median follow-up period of 15 days, a median survival time of 41 days, and a death rate of 568 patients (26.6%). The cumulative survival rates at 15 and 30 days were 75.8% and 57.5%, respectively. The results of the multivariate analysis indicated that advanced AKI stage, use of vasoactive drugs, advanced age, lower levels of ALB, lower mean sBp, longer INR, and longer PT were all independent risk factors that significantly influenced the all-cause mortality of cirrhosis patients with AKI (all p < 0.01). The C-indices for the derivation and the validation cohorts were 0.821 (95% CI 0.800-0.842) and 0.831 (95% CI 0.810-0.852), respectively. The model's calibration plot demonstrated high consistency between predicted and actual probabilities. Furthermore, the DCA showed that the nomogram was clinically valuable. Therefore, the developed and internally validated prognostic nomogram exhibited favorable discrimination, calibration, and clinical utility in forecasting the 15-day and 30-day survival rates of cirrhosis patients with AKI upon admission to the ICU.
机构:
Med Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Chinese Peoples Liberat Army Gen Hosp, Dept Anesthesiol, Med Ctr 1, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Yu, Yao
Zhang, Changsheng
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Chinese Peoples Liberat Army Gen Hosp, Dept Anesthesiol, Med Ctr 1, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Zhang, Changsheng
Zhang, Faqiang
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机构:
Nankai Univ, Coll Med, 94th Weijin Rd, Tianjin 300074, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Zhang, Faqiang
Liu, Chang
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机构:
Med Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Liu, Chang
Li, Hao
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机构:
Chinese Peoples Liberat Army Gen Hosp, Dept Anesthesiol, Med Ctr 1, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Li, Hao
Lou, Jingsheng
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Chinese Peoples Liberat Army Gen Hosp, Dept Anesthesiol, Med Ctr 1, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Lou, Jingsheng
Xu, Zhipeng
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Chinese Peoples Liberat Army Gen Hosp, Dept Anesthesiol, Med Ctr 1, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Xu, Zhipeng
Liu, Yanhong
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Chinese Peoples Liberat Army Gen Hosp, Dept Anesthesiol, Med Ctr 1, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Liu, Yanhong
Cao, Jiangbei
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Chinese Peoples Liberat Army Gen Hosp, Dept Anesthesiol, Med Ctr 1, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Cao, Jiangbei
Mi, Weidong
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机构:
Med Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
Chinese Peoples Liberat Army Gen Hosp, Dept Anesthesiol, Med Ctr 1, 28th Fuxing Rd, Beijing 100853, Peoples R ChinaMed Sch Chinese PLA, 28th Fuxing Rd, Beijing 100853, Peoples R China
机构:
908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China
Nanchang Hongdu Hosp Tradit Chinese Med, Intens Care Unit, Nanchang, Peoples R China908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China
Zeng, Qingbo
Lin, Qingwei
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908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China
Lin, Qingwei
Zhong, Lincui
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908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China
Zhong, Lincui
He, Longping
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908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China
He, Longping
Zhang, Nianqing
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Nanchang Hongdu Hosp Tradit Chinese Med, Intens Care Unit, Nanchang, Peoples R China908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China
Zhang, Nianqing
Song, Jingchun
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908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China908th Hosp Chinese PLA Logist Support Force, Intens Care Unit, Nanchang, Peoples R China