Development and validation of prognostic nomogram for cirrhotic patients with acute kidney injury upon ICU admission

被引:0
作者
Tianbao Liao
Yanyan Lu
Tingting Su
Liyuan Bei
Xian Li
Yang Lu
Shuang Ren
Lina Huang
Lu-Huai Feng
机构
[1] Youjiang Medical University for Nationalities,Department of President’s Office
[2] The Affiliated Tumor Hospital of Guangxi Medical University,Department of Comprehensive Internal Medicine
[3] The People’s Hospital of Guangxi Zhuang Autonomous Region,Department of ECG Diagnostics
[4] The First Affiliated Hospital of Guangxi Medical University,Department of Nephrology
来源
Internal and Emergency Medicine | 2024年 / 19卷
关键词
Acute kidney injury; Prognosis; Model; Intensive care unit; Nomogram;
D O I
暂无
中图分类号
学科分类号
摘要
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.
引用
收藏
页码:49 / 58
页数:9
相关论文
共 165 条
  • [1] Mokdad AH(2016)Global burden of diseases, injuries, and risk factors for young people's health during 1990–2013: a systematic analysis for the Global Burden of Disease Study 2013 Lancet (Lond Engl) 387 2383-2401
  • [2] Forouzanfar MH(2018)Disease burden and costs from excess alcohol consumption, obesity, and viral hepatitis: fourth report of the Lancet Standing Commission on Liver Disease in the UK Lancet (Lond Engl) 391 1097-1107
  • [3] Daoud F(2019)Burden of liver diseases in the world J Hepatol 70 151-171
  • [4] Mokdad AA(2021)Liver cirrhosis Lancet (Lond Engl) 398 1359-1376
  • [5] El Bcheraoui C(2019)Cirrhosis: diagnosis and management Am Family Phys 100 759-770
  • [6] Moradi-Lakeh M(2016)Hepatorenal syndrome in cirrhosis: diagnostic, pathophysiological, and therapeutic aspects Expert Rev Gastroenterol Hepatol 10 1153-1161
  • [7] Kyu HH(2015)Diagnosis and management of acute kidney injury in patients with cirrhosis: revised consensus recommendations of the International Club of Ascites Gut 64 531-537
  • [8] Barber RM(2020)Renal trajectory patterns are associated with postdischarge mortality in patients with cirrhosis and acute kidney injury Clin Gastroenterol Hepatol 18 1858-1866.e1856
  • [9] Wagner J(2009)Renal failure in cirrhosis N Engl J Med 361 1279-1290
  • [10] Cercy K(2015)International Society of Nephrology's 0by25 initiative for acute kidney injury (zero preventable deaths by 2025): a human rights case for nephrology Lancet (Lond Engl) 385 2616-2643