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慢性肾脏病视觉障碍预测列线图的开发与验证:1999 - 2008年美国国家健康与营养检查调查

Development and validation of a visual impairment prediction nomogram in chronic kidney diseases: the National Health and Nutrition Examination Survey, 1999-2008.

作者信息

Tan Yu-He, Li Jia-Qi, Sun Xu-Fang

机构信息

Department of Ophthalmology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Hubei Key Laboratory of Otolaryngologic and Ophthalmic Diseases, Wuhan 430030, Hubei Province, China.

出版信息

Int J Ophthalmol. 2025 May 18;18(5):919-924. doi: 10.18240/ijo.2025.05.19. eCollection 2025.

Abstract

AIM

To develop a nomogram to predict the risk of visual impairment (VI) in patients with chronic kidney disease (CKD).

METHODS

Totally 897 patients with CKD were selected from the National Health and Nutrition Examination Survey (NHANES). The training and validation sets were divided in a 7:3 ratio. Multivariate logistic regression and bidirectional stepwise regression was used to select the factor of developing nomogram. The performance of the nomogram was evaluated by receiver operator characteristic curve, calibration curve and decision curve analysis (DCA).

RESULTS

Age, diastolic blood pressure, glucose, serum creatinine, income at or above poverty, and history of smoking were included in the nomogram. And the area under the receiver operating characteristic curve of the training and validation sets were 0.684 and 0.640, respectively. The fit of the model was demonstrated the calibration curve, and DCA showed the value of clinical application.

CONCLUSION

The nomogram may help to screening the probability of VI in patients with CKD. Larger samples are needed to validate and improve the model to increase its efficacy.

摘要

目的

开发一种列线图以预测慢性肾脏病(CKD)患者视力损害(VI)的风险。

方法

从国家健康与营养检查调查(NHANES)中选取897例CKD患者。训练集和验证集按7:3的比例划分。采用多因素逻辑回归和双向逐步回归来选择列线图的构建因素。通过受试者工作特征曲线、校准曲线和决策曲线分析(DCA)评估列线图的性能。

结果

列线图纳入了年龄、舒张压、血糖、血清肌酐、贫困线及以上收入和吸烟史。训练集和验证集的受试者工作特征曲线下面积分别为0.684和0.640。校准曲线证明了模型的拟合度,DCA显示了其临床应用价值。

结论

该列线图可能有助于筛查CKD患者发生VI的概率。需要更大样本量来验证和改进该模型以提高其效能。

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