Department of Nephrology, The Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, China.
BMC Nephrol. 2020 May 14;21(1):181. doi: 10.1186/s12882-020-01839-0.
We aimed to develop a nomogram based on preprocedural features for early prediction of acute kidney injury (AKI) and to assess the prognosis in patients after radical and partial nephrectomy.
The study included a development cohort of 1111 patients who were treated between June 2012 and June 2017 and an additional validation cohort of 356 patients who were treated between July 2017 and June 2018. Stepwise regression and logistic regression analyses were used to evaluate the association between predictors and AKI. Incorporating all independent predictors, a nomogram for postoperative AKI was developed and externally validated. Patients were followed up for 5 years to assess renal function, acute kidney disease (AKD), chronic kidney disease (CKD), hospital readmission and mortality were key prognosis we focused on.
After multivariate logistic regression, radical nephrectomy (odds ratio (OR) = 3.57, p < 0.001), aspirin (OR = 1.79, p = 0.008), systolic blood pressure (OR = 1.41, p = 0.004), triglyceride (OR = 1.26, p = 0.024), and alkaline phosphatase (OR = 1.75, p = 0.034) were independent risk factors for postoperative AKI, while albumin (OR = 0.72, p = 0.031) was a protective factor for postoperative AKI. Patients with a higher estimated glomerular filtration rate (eGFR) (60-90 ml/min/1.73 m, OR = 0.41, p = 0.004; ≥ 90 ml/min/1.73 m, OR = 0.37, p < 0.001) were less prone to AKI than those with a lower eGFR (< 15 ml/min/1.73 m). These predictors were all included in the final nomogram. The area under the receiver operating characteristics curve for the model were 0.77 (p < 0.001) in the development cohort and 0.72 (p < 0.001) in the validation cohort. The incidence of AKD and CKD were 27.12 and 18.64% in AKI group, which were much higher than those in no AKI group (p < 0.001).
The nomogram had excellent predictive ability and might have significant clinical implications for the early detection of AKI in patients undergoing nephrectomy.
我们旨在建立一个基于术前特征的列线图,以早期预测接受根治性和部分肾切除术患者的急性肾损伤(AKI),并评估其预后。
本研究纳入了 2012 年 6 月至 2017 年 6 月期间治疗的 1111 例患者的开发队列和 2017 年 7 月至 2018 年 6 月期间治疗的另外 356 例患者的验证队列。采用逐步回归和逻辑回归分析评估预测因子与 AKI 之间的关联。纳入所有独立预测因子后,建立并外部验证了术后 AKI 的列线图。对患者进行了 5 年随访,以评估肾功能、急性肾损伤(AKD)、慢性肾脏病(CKD)、医院再入院和死亡率等关键预后。
多变量逻辑回归后,根治性肾切除术(比值比(OR)=3.57,p<0.001)、阿司匹林(OR=1.79,p=0.008)、收缩压(OR=1.41,p=0.004)、甘油三酯(OR=1.26,p=0.024)和碱性磷酸酶(OR=1.75,p=0.034)是术后 AKI 的独立危险因素,而白蛋白(OR=0.72,p=0.031)是术后 AKI 的保护因素。估计肾小球滤过率(eGFR)较高的患者(60-90ml/min/1.73m,OR=0.41,p=0.004;≥90ml/min/1.73m,OR=0.37,p<0.001)发生 AKI 的风险低于 eGFR 较低的患者(<15ml/min/1.73m)。这些预测因子均包含在最终的列线图中。模型在开发队列中的受试者工作特征曲线下面积为 0.77(p<0.001),在验证队列中的面积为 0.72(p<0.001)。AKI 组 AKD 和 CKD 的发生率分别为 27.12%和 18.64%,明显高于无 AKI 组(p<0.001)。
该列线图具有良好的预测能力,对于早期发现接受肾切除术患者的 AKI 可能具有重要的临床意义。