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开发和验证一种列线图预测免疫检查点抑制剂治疗后肾功能障碍发生的方法:一项回顾性病例对照研究。

Development and validation of a nomogram for predicting the occurrence of renal dysfunction after treatment of immune checkpoint inhibitor: a retrospective case-control study.

机构信息

Department of Nephrology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.

Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, China.

出版信息

BMJ Open. 2024 May 17;14(5):e082484. doi: 10.1136/bmjopen-2023-082484.

DOI:10.1136/bmjopen-2023-082484
PMID:38760047
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11103235/
Abstract

PURPOSE

The administration of immune checkpoint inhibitors (ICIs) may lead to renal adverse events, notably including renal dysfunction. To early predict the probability of renal dysfunction after ICIs therapy, a retrospective case-control study was conducted.

METHODS

Clinical information on ICIs-treated patients was collected. Multivariable logistic regression was applied to identify risk factors for renal dysfunction after ICIs treatment. Moreover, a nomogram model was developed and validated internally.

RESULTS

A total of 442 patients were included, among which 35 (7.9%) experienced renal dysfunction after ICIs treatment. Lower baseline estimated glomerular filtration rate (eGFR) (OR 0.941; 95% CI 0.917 to 0.966; p<0.001), concurrent exposure of platinum(OR 4.014; 95% CI 1.557 to 10.346; p=0.004), comorbidities of hypertension (OR 3.478; 95% CI 1.600 to 7.562; p=0.002) and infection (OR 5.402; 95% CI 1.544 to 18.904; p=0.008) were found to be independent associated with renal dysfunction after ICIs treatment. To develop a predictive nomogram for the occurrence of renal dysfunction after ICIs treatment, the included cases were divided into training and validation groups in a ratio of 7:3 randomly. The above four independent risk factors were included in the model. The area under the receiver operating characteristic curves of the predictiive model were 0.822 (0.723-0.922) and 0.815 (0.699-0.930) in the training and validation groups, respectively.

CONCLUSIONS

Lower baseline eGFR, platinum exposure, comorbidities of hypertension and infection were predictors of renal dysfunction in ICIs-treated patients with cancer. A nomogram was developed to predict the probability of renal dysfunction after ICIs treatment, which might be operable and valuable in clinical practice.

摘要

目的

免疫检查点抑制剂(ICI)的给药可能导致肾脏不良事件,特别是包括肾功能障碍。为了尽早预测 ICI 治疗后肾功能障碍的概率,进行了一项回顾性病例对照研究。

方法

收集接受 ICI 治疗的患者的临床信息。多变量逻辑回归用于确定 ICI 治疗后肾功能障碍的危险因素。此外,还开发并内部验证了一个列线图模型。

结果

共纳入 442 例患者,其中 35 例(7.9%)在接受 ICI 治疗后出现肾功能障碍。较低的基线估算肾小球滤过率(eGFR)(OR 0.941;95%CI 0.917 至 0.966;p<0.001)、同时暴露于铂类(OR 4.014;95%CI 1.557 至 10.346;p=0.004)、合并高血压(OR 3.478;95%CI 1.600 至 7.562;p=0.002)和感染(OR 5.402;95%CI 1.544 至 18.904;p=0.008)被发现是 ICI 治疗后肾功能障碍的独立相关因素。为了开发预测 ICI 治疗后肾功能障碍发生的预测列线图,将纳入的病例以 7:3 的比例随机分为训练组和验证组。该模型纳入了上述四个独立的危险因素。预测模型的受试者工作特征曲线下面积在训练组和验证组分别为 0.822(0.723-0.922)和 0.815(0.699-0.930)。

结论

较低的基线 eGFR、铂类暴露、合并高血压和感染是癌症患者接受 ICI 治疗后发生肾功能障碍的预测因素。开发了一个预测 ICI 治疗后肾功能障碍概率的列线图,该列线图在临床实践中可能具有操作性和价值。

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本文引用的文献

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Immunological mechanisms underlying clinical phenotypes and noninvasive diagnosis of immune checkpoint inhibitor-induced kidney disease.免疫检查点抑制剂相关性肾疾病的临床表型及无创诊断的免疫学机制。
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