评估25(OH)D缺乏在2型糖尿病视网膜病变进展中的预后意义的数学模型

L. Netrebin, V. Pankiv, M. Kyryliuk
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Aim of the study is to develop an adequate mathematical model for assessing the prognostic significance of 25(OH)D deficiency in the progression of diabetic retinopathy in patients with type 2 diabetes. Materials and methods. An open observational single-center one-stage selective study was conducted. It was approved by the Local Ethics Committee. Seventy-one patients (138 eyes) with T2DM and DR (men and women; mean age 61.9 ± 2.4 years; mean HbA1c 8.12 ± 0.91 %) were divided into 3 groups, based on the stage of DR (according to fundus instrumental examination). The inclusion of patients in groups with DR was carried out in accordance with the ETDRS protocol (2019). Statistical processing included ANOVA, MANOVA and regression analysis with the construction of logistic regression models. Results. 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引用次数: 0

摘要

背景。在现代医学中,病理过程的建模正在临床内分泌和眼科中积极实施。这一过程为预测2型糖尿病(T2DM),特别是糖尿病视网膜病变(DR)的发生、病程、预后和并发症发展的风险提供了机会。目前,在维生素D缺乏的背景下,DR的病程受到了特别的关注。但在科学文献中,没有数学模型来评估维生素D缺乏背景下2型糖尿病患者糖尿病进展的风险。该研究的目的是建立一个适当的数学模型来评估25(OH)D缺乏在2型糖尿病患者糖尿病视网膜病变进展中的预后意义。材料和方法。进行了一项开放观察性单中心单阶段选择性研究。经当地伦理委员会批准。T2DM合并DR患者71例(138眼)(男女均有);平均年龄61.9±2.4岁;平均糖化血红蛋白(HbA1c)为8.12±0.91%),根据DR分期(根据眼底仪器检查)分为3组。根据ETDRS方案(2019)将患者纳入DR组。统计处理包括方差分析、方差分析和回归分析,并建立了logistic回归模型。结果。血浆中25(OH)D浓度每增加1 ng/ml,发生高度DR的风险显著降低(p < 0.001)(优势比= 0.46(0.32-0.67))。伪相关指数(Nagelkerke) R2为0.54,受试者工作特征曲线下面积为0.92(95%可信区间(CI) 0.85 ~ 0.97),表明高DR风险与血液中25(OH)D浓度、性别、HbA1c水平存在较强的相关性。得到的多因子模型用适当的数学公式表示。所得logistic回归模型的敏感性为84.4% (95% CI 73.1 ~ 92.2),特异性为92.3% (95% CI 74.9 ~ 99.1)。结论。建立了一个适当的逻辑回归数学模型来评估总维生素D缺乏在T2DM患者DR进展中的预后意义。其预后意义为96.4% (95% CI 87.7 ~ 99.0)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mathematical model for assessing the prognostic significance of 25(OH)D deficiency in the progression of diabetic retinopathy in type 2 diabetes patients
Background. In modern medicine, modeling of pathological processes is actively implementing in clinical endocrinology and ophthalmology. This process provides an opportunity to predict the risk of occurrence, course, prognosis and development of complications of type 2 diabetes mellitus (T2DM), in particular diabetic retinopathy (DR). Nowadays, special attention is paid to the course of DR against the background of vitamin D deficiency. But in the scientific literature, there are no mathematical models for assessing the risk of DM progression in patients with type 2 diabetes against the background of vitamin D deficiency. Aim of the study is to develop an adequate mathematical model for assessing the prognostic significance of 25(OH)D deficiency in the progression of diabetic retinopathy in patients with type 2 diabetes. Materials and methods. An open observational single-center one-stage selective study was conducted. It was approved by the Local Ethics Committee. Seventy-one patients (138 eyes) with T2DM and DR (men and women; mean age 61.9 ± 2.4 years; mean HbA1c 8.12 ± 0.91 %) were divided into 3 groups, based on the stage of DR (according to fundus instrumental examination). The inclusion of patients in groups with DR was carried out in accordance with the ETDRS protocol (2019). Statistical processing included ANOVA, MANOVA and regression analysis with the construction of logistic regression models. Results. A statistically significant (p < 0.001) decrease in the risk of a high degree of DR was found with an increasing concentration of 25(OH)D in the blood plasma for each 1 ng/ml (odds ratio = 0.46 (0.32–0.67)). The pseudocorrelation index (Nagelkerke) R2 is 0.54, area under a receiver operating characteristic curve is 0.92 (95% confidence interval (CI) 0.85–0.97), which indicates the presence of a strong relationship between the risk of a high degree of DR and the concentration of 25(OH)D in the blood, gender and HbA1c level. The obtained multifactorial model was represented by the appropriate mathematical formula. The sensitivity (according to the Youden index) of the obtained logistic regression model is 84.4 % (95% CI 73.1–92.2), specificity is 92.3% (95% CI 74.9–99.1). Conclusions. An adequate mathematical model of logistic regression was developed to assess the prognostic significance of total vitamin D deficiency in the progression of DR in patients with T2DM. Its prognostic significance is 96.4 % (95% CI 87.7–99.0).
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