Construction and validation of an early warning model for predicting the acute kidney injury in elderly patients with sepsis

被引:13
作者
Xin, Qi [1 ]
Xie, Tonghui [1 ]
Chen, Rui [1 ]
Wang, Hai [1 ]
Zhang, Xing [1 ]
Wang, Shufeng [3 ]
Liu, Chang [1 ,2 ]
Zhang, Jingyao [1 ,2 ]
机构
[1] Xi An Jiao Tong Univ, Dept Hepatobiliary Surg, Affiliated Hosp 1, Xian 710061, Shaanxi, Peoples R China
[2] Xi An Jiao Tong Univ, Dept SICU, Affiliated Hosp 1, Xian 710061, Shaanxi, Peoples R China
[3] Xi An Jiao Tong Univ, Dept Gen Surg, Affiliated Hosp 1, 277 Yanta West Rd, Xian 710061, Peoples R China
关键词
Acute kidney injury; Elderly sepsis patients; Early warning; Nomogram; GLOBULIN RATIO; ALBUMIN; EPIDEMIOLOGY; BIOMARKERS; MORTALITY; EVENTS; AKI;
D O I
10.1007/s40520-022-02236-3
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
Background Sepsis-induced acute kidney injury (S-AKI) is a significant complication and is associated with an increased risk of mortality, especially in elderly patients with sepsis. However, there are no reliable and robust predictive models to identify high-risk patients likely to develop S-AKI. We aimed to develop a nomogram to predict S-AKI in elderly sepsis patients and help physicians make personalized management within 24 h of admission. Methods A total of 849 elderly sepsis patients from the First Affiliated Hospital of Xi'an Jiaotong University were identified and randomly divided into a training set (75%, n = 637) and a validation set (25%, n = 212). Univariate and multivariate logistic regression analyses were performed to identify the independent predictors of S-AKI. The corresponding nomogram was constructed based on those predictors. The calibration curve, receiver operating characteristics (ROC)curve, and decision curve analysis were performed to evaluate the nomogram. The secondary outcome was 30-day mortality and major adverse kidney events within 30 days (MAKE30). MAKE30 were a composite of death, new renal replacement therapy (RRT), or persistent renal dysfunction (PRD). Results The independent predictors for nomogram construction were mean arterial pressure (MAP), serum procalcitonin (PCT), and platelet (PLT), prothrombin time activity (PTA), albumin globulin ratio (AGR), and creatinine (Cr). The predictive model had satisfactory discrimination with an area under the curve (AUC) of 0.852-0.858 in the training and validation cohorts, respectively. The nomogram showed good calibration and clinical application according to the calibration curve and decision curve analysis. Furthermore, the prediction model had perfect predictive power for predicting 30-day mortality (AUC = 0.813) and MAKE30 (AUC = 0.823) in elderly sepsis patients. Conclusion The proposed nomogram can quickly and effectively predict S-AKI risk in elderly sepsis patients within 24 h after admission, providing information for clinicians to make personalized interventions.
引用
收藏
页码:2993 / 3004
页数:12
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