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我们应该如何评估 1 型糖尿病患者的血糖变异性?主成分分析对 142 名儿童间质葡萄糖指数的贡献。

How Should We Assess Glycemic Variability in Type 1 Diabetes? Contribution of Principal Component Analysis for Interstitial Glucose Indices in 142 Children.

机构信息

1 AP-HP, Hôpital Universitaire Robert Debré , Departement of Pediatric Endocrinology and Diabetology and Centre de référence des Maladies Endocriniennes Rares de la Croissance, Paris, France .

2 APHP, Hôpital Universitaire Robert Debré, Unit of Clinical Epidemiology , Paris, France .

出版信息

Diabetes Technol Ther. 2018 Jun;20(6):440-447. doi: 10.1089/dia.2017.0404.

DOI:10.1089/dia.2017.0404
PMID:29923773
Abstract

BACKGROUND

Glycemic variability (GV) can be used to assess glycemic control in diabetes, but there is no clear consensus concerning the methods to use for its assessment. Methodological differences have resulted in differences in the outcome of GV metrics used in research studies, controversies over clinical impact, and an absence of integration into routine care.

AIM

To identify the indicators of GV most meaningful for clinicians, patients, and clinical researchers.

MATERIALS AND METHODS

Continuous glucose monitoring data were collected during the first 3 months of a pediatric diabetes clinical trial (Start-In!; n = 142). We used principal component analysis (PCA) to analyze weekly averages for 22 parameters relating to GV.

RESULTS

PCA identified five groups of parameters and three components explaining 85.7% of the variance. These components represented the amplitude, direction (hypoglycemia vs. hyperglycemia), and timing (within-day vs. between-days) of glucose excursions.

CONCLUSIONS

This study provides elements that could make GV parameters more useful in clinical practice and research. No single parameter was sufficient to represent the complexity of GV, but it was possible to restrict the number of indicators required. The five groups of parameters identified by PCA could facilitate the choice of the most relevant outcomes for GV analysis in pediatric diabetes according to the purpose of the analysis (e.g., exploration of GV associated with hypo- or hyperglycemia, with short- or long-term periodicity, or GV in its entirety).

摘要

背景

血糖变异(GV)可用于评估糖尿病患者的血糖控制情况,但在评估方法上尚未达成明确共识。方法学差异导致研究中使用的 GV 指标的结果存在差异,对其临床影响存在争议,并且无法将其纳入常规护理中。

目的

确定对临床医生、患者和临床研究人员最有意义的 GV 指标。

材料和方法

在一项儿科糖尿病临床试验(Start-In!)的前 3 个月中收集了连续血糖监测数据(n=142)。我们使用主成分分析(PCA)分析了与 GV 相关的 22 个参数的每周平均值。

结果

PCA 确定了五组参数和三个解释 85.7%方差的成分。这些成分代表了血糖波动的幅度、方向(低血糖与高血糖)和时间(日内与日间)。

结论

本研究为使 GV 参数在临床实践和研究中更具实用性提供了一些依据。没有单个参数足以代表 GV 的复杂性,但可以限制所需指标的数量。PCA 确定的五组参数可以根据分析目的(例如,探索与低血糖或高血糖、短期或长期周期性或整体 GV 相关的 GV),方便选择儿科糖尿病 GV 分析中最相关的结果。

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