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基于数据的聚类分析:二甲双胍治疗 2 型糖尿病患者的氧化应激指标与维生素 D 水平、年龄和代谢控制的关系。

Data-Driven Cluster Analysis of Oxidative Stress Indexes in relation to Vitamin D Level, Age, and Metabolic Control in Patients with Type 2 Diabetes on Metformin Therapy.

机构信息

Primary Health Care Center, University of Montenegro, Faculty of Medicine, Podgorica, Montenegro.

Clinic for Endocrinology, Faculty of Medicine, University of Nis, Nis, Serbia.

出版信息

Oxid Med Cell Longev. 2021 Jun 21;2021:7942716. doi: 10.1155/2021/7942716. eCollection 2021.

DOI:10.1155/2021/7942716
PMID:34239695
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8241498/
Abstract

Recent advances in vitamin D research indicate that patients with type 2 diabetes mellitus (T2DM) are suffering from vitamin D deficiency and increased oxidative stress to a variable extent, which could produce different health impacts for each individual. The novel multivariate statistical method applied in the present study allows metabolic phenotyping of T2DM individuals based on vitamin D status, metabolic control, and oxidative stress status in order to identify effectively different subtypes in our type 2 DM study population. Data-driven statistical cluster analysis was performed with 95 patients with T2DM, treated with metformin. Clusters were based on 12 variables-age, disease duration, vitamin D level, insulin, fasting glycemia (FG), glycated hemoglobin (HbA1c), high-density and low-density lipoprotein, total cholesterol (TC), triglycerides (TG), body mass index (BMI), and triglycerides/glucose index (TYG). The analysis revealed four unique clusters which differed significantly in terms of vitamin D status, with a mean 25 (OH) D level in cluster 1 (57.84 ± 11.46 nmol/L) and cluster 4 (53.78 ± 22.36 nmol/L), falling within the insufficiency range. Cluster 2 had the highest mean level of 25 (OH) D (84.55 ± 22.66 nmol/L), indicative of vitamin D sufficiency. Cluster 3 had a mean vitamin D level below 50 nmol/L (49.27 ± 16.95), which is considered deficient. Patients in the vitamin D sufficient cluster had a significantly better glycemic and metabolic control as well as a lower level of lipid peroxidation compared to other clusters. The patients from the vitamin D sufficient cluster also had a significantly higher level of vitamin D/MPO, vitamin D/XO, vitamin D/MDA, vitamin D/CAT, and vitamin D/TRC than that in the vitamin deficient and insufficient clusters. The vitamin D deficient cluster included significantly younger patients and had a significantly lower level of AOPP/TRC and albumin/TRC than the vitamin D sufficient cluster. The evidence from our cluster analysis in the context of separated T2DM demonstrates beneficial effects of optimal vitamin D status on metabolic control and oxidative stress in T2DM patients. Older T2DM patients require higher vitamin D levels in order to achieve good metabolic control and favorable antioxidant protection. Since protein damage is more pronounced in these patients, adding water-soluble antioxidant in addition to higher doses of vitamin D should be considered.

摘要

最近的维生素 D 研究进展表明,2 型糖尿病(T2DM)患者存在不同程度的维生素 D 缺乏和氧化应激增加,这可能对每个人的健康产生不同的影响。本研究应用的新型多变量统计方法允许根据维生素 D 状态、代谢控制和氧化应激状态对 T2DM 个体进行代谢表型分析,以便有效地识别我们的 2 型 DM 研究人群中的不同亚型。对 95 名接受二甲双胍治疗的 T2DM 患者进行数据驱动的统计聚类分析。聚类基于 12 个变量-年龄、疾病持续时间、维生素 D 水平、胰岛素、空腹血糖(FG)、糖化血红蛋白(HbA1c)、高密度和低密度脂蛋白、总胆固醇(TC)、甘油三酯(TG)、体重指数(BMI)和甘油三酯/葡萄糖指数(TYG)。分析显示,四个独特的聚类在维生素 D 状态方面存在显著差异,第 1 组(57.84 ± 11.46nmol/L)和第 4 组(53.78 ± 22.36nmol/L)的 25(OH)D 水平平均值均处于不足范围内。第 2 组的 25(OH)D 水平最高(84.55 ± 22.66nmol/L),表明维生素 D 充足。第 3 组的维生素 D 水平低于 50nmol/L(49.27 ± 16.95),被认为是不足的。与其他聚类相比,维生素 D 充足聚类的患者血糖和代谢控制更好,脂质过氧化水平更低。与维生素 D 缺乏和不足聚类相比,维生素 D 充足聚类的患者维生素 D/MPO、维生素 D/XO、维生素 D/MDA、维生素 D/CAT 和维生素 D/TRC 水平显著更高。维生素 D 缺乏聚类包括年龄明显较小的患者,维生素 D 充足聚类的 AOPP/TRC 和白蛋白/TRC 水平明显低于维生素 D 缺乏聚类。我们在单独的 T2DM 背景下进行的聚类分析的证据表明,最佳维生素 D 状态对 T2DM 患者的代谢控制和氧化应激具有有益影响。年龄较大的 T2DM 患者需要更高的维生素 D 水平才能实现良好的代谢控制和有利的抗氧化保护。由于这些患者的蛋白质损伤更为明显,除了更高剂量的维生素 D 外,还应考虑添加水溶性抗氧化剂。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fa77/8241498/f39b65d5a4d9/OMCL2021-7942716.001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fa77/8241498/f39b65d5a4d9/OMCL2021-7942716.001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fa77/8241498/f39b65d5a4d9/OMCL2021-7942716.001.jpg

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