[Clinical features and complication rates in type 2 diabetes mellitus clusters on five variables: glycated hemoglobin, age at diagnosis, body mass index, HOMA-IR, HOMA-B].

I A Bondar, O Y Shabelnikova
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Abstract

Background: Diabetes mellitus (T2DM) is a serious medical and social problem. Now they are studying the possibility of a new stratification of diabetes. The possibility of cluster analysis for different durations of diabetes, in different cohorts to identify phenotypic clusters of T2DM and validation by reproducing clusters is relevant.

Aim: Identify clusters of type 2 diabetes mellitus in patients with different disease duration based on five variables: HbA1c, age at diagnosis, BMI, HOMA-IR, HOMA-B and study the clinical features and complication rates in each cluster in the Novosibirsk region.

Materials and methods: Cluster analysis of K-means was performed in 2131 patients with T2DM, aged 44 to 70 years, with a duration of diabetes of 6.42±5.66 years, living in the Novosibirsk region based on 5 variables - HbA1c, age at -diagnosis, BMI, HOMA-IR, HOMA-B. All patients a complete clinical and laboratory examination. The insulin resistance index in the HOMA (HOMA-IR, u) and the β-cell function assessment index (HOMA-B) were calculated using the calculator -version 2.2.3 at www.dtu.ox.ac.uk.

Results: Cluster analysis revealed: Cluster 1 included 455 patients with preserved β-cell function (HOMA-B 82.97±23.28%), moderate insulin resistance (HOMA-IR 5.57±4.72) and higher diastolic BP; Cluster 2 in 1658 patients with reduced function of β-cells (HOMA-B 21.71±12.51%), the lowest indices of insulin resistance (HOMA-IR 3.50±2.48) and was characterized by a longer duration of diabetes, high fasting glycemia , HbA1c, higher eGFR and MAU, men compared with women had a 31% higher risk of developing diabetic neuropathy and 28% more diabetic nephropathy; Cluster 3 in 18 patients with high function of β-cells (HOMA-B 228.53±63.32%), severe insulin resistance (HOMA-IR 6.92±4.77), features were high incidence of men, shorter duration of diabetes, lower fasting glycemia and HbA1c, lower diastolic BP and eGFR, high incidence of early development of diabetic retinopathy after 4.00±3.6 years.

Conclusion: Cluster analysis in patients with different durations of diabetes mellitus confirmed the possibility of using cluster analysis to identify T2DM phenotypes in the Russian population. The clusters differed in the clinical characteristics of patients, the frequency and risk of diabetic complications. These results have potential value for early stratification of therapy.

[2型糖尿病的临床特征及并发症发生率在糖化血红蛋白、诊断年龄、体重指数、HOMA-IR、HOMA-B 5个变量上聚集]。
背景:糖尿病(T2DM)是一个严重的医学和社会问题。现在他们正在研究一种新的糖尿病分层的可能性。在不同的队列中,对不同病程的糖尿病进行聚类分析,以确定T2DM的表型聚类,并通过重复聚类进行验证的可能性是相关的。目的:根据HbA1c、诊断年龄、BMI、HOMA-IR、HOMA-B 5个变量,识别不同病程的2型糖尿病患者的聚类,研究新西伯利亚地区各聚类的临床特征及并发症发生率。材料与方法:以HbA1c、诊断年龄、BMI、HOMA-IR、HOMA-B 5个变量为基础,对生活在新西伯利亚地区的2131例年龄44 ~ 70岁、糖尿病病程6.42±5.66年的T2DM患者进行K-means聚类分析。所有患者均进行了完整的临床和实验室检查。采用2.2.3版计算器(www.dtu.ox.ac.uk.Results)计算HOMA胰岛素抵抗指数(HOMA- ir, u)和β细胞功能评估指数(HOMA- b)。聚类分析显示:聚类1包括455例β细胞功能保持(HOMA- b为82.97±23.28%)、中度胰岛素抵抗(HOMA- ir为5.57±4.72)、舒张压较高的患者;第2组1658例β-细胞功能降低(HOMA-B 21.71±12.51%),胰岛素抵抗指数最低(HOMA-IR 3.50±2.48),糖尿病持续时间更长,空腹血糖、HbA1c较高,eGFR和MAU较高,男性发生糖尿病神经病变的风险比女性高31%,糖尿病肾病的风险比女性高28%;第3组18例β-细胞功能高(HOMA-B 228.53±63.32%),胰岛素抵抗严重(HOMA-IR 6.92±4.77),特征为男性发病率高,糖尿病持续时间短,空腹血糖和HbA1c较低,舒张压和eGFR较低,4.00±3.6年后早期发展为糖尿病视网膜病变的发病率高。结论:对不同病程的糖尿病患者进行聚类分析,证实了利用聚类分析识别俄罗斯人群中T2DM表型的可能性。这些集群在患者的临床特征、糖尿病并发症的频率和风险方面存在差异。这些结果对早期分层治疗具有潜在的价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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