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基于主成分分析的葡萄糖稳态新指标:在妊娠代谢评估中的应用。

Novel Indices of Glucose Homeostasis Derived from Principal Component Analysis: Application for Metabolic Assessment in Pregnancy.

机构信息

Department of Gynecology and Obstetrics, Division of Feto-Maternal Medicine, Medical University of Vienna, Vienna, Austria.

Wunschbaby Institut Feichtinger, Vienna, Austria.

出版信息

J Diabetes Res. 2020 Mar 30;2020:4950584. doi: 10.1155/2020/4950584. eCollection 2020.

DOI:10.1155/2020/4950584
PMID:32337294
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7150715/
Abstract

AIMS

This study is aimed at assessing the association of previously developed indices of glucose homeostasis derived from principal component analysis (PCA) with parameters of insulin action, secretion, and beta cell function during pregnancy.

METHODS

In this prospective longitudinal study, an oral glucose tolerance test was performed in sixty-seven pregnant women at two prepartum (12+0 to 22+6 and 24+0 to 28+6) and one postpartum (2 to 11 months) visits. Three principal component scores (PCS) were calculated based on measurements of glucose, insulin, C-peptide, age, and BMI to assess their association with fasting and dynamic indices of insulin action, secretion, and -cell function.

RESULTS

PCS1 was positively associated with fasting and dynamic parameters of insulin sensitivity (Matsuda index: = 0.93, < 0.001), whereas a strong negative association was observed for early, late, and total insulin response. PCS2 was associated with higher mean glucose but negatively related to parameters of insulin secretion. PCS3 was significantly associated with fasting indices of insulin sensitivity. PCS1 to 3 assessed at early pregnancy were also associated with development of GDM, whereby random forest analysis revealed the highest variable importance for PCS1. PCS1 to 3 were significantly related to the oral disposition index explaining 49.0% of its variance.

CONCLUSIONS

PCS1 to 3 behaved similarly as compared to previous observations in nonpregnant women and were furthermore associated with the development of GDM. These findings support our hypothesis that PCS1 to 3 could be used as novel indices of glucose disposal during pregnancy.

摘要

目的

本研究旨在评估基于主成分分析(PCA)得出的葡萄糖稳态先前开发的指数与妊娠期间胰岛素作用、分泌和β细胞功能的参数之间的关联。

方法

在这项前瞻性纵向研究中,对 67 名孕妇在两个产前(12+0 至 22+6 和 24+0 至 28+6)和一个产后(2 至 11 个月)就诊时进行口服葡萄糖耐量试验。根据葡萄糖、胰岛素、C 肽、年龄和 BMI 的测量值计算了三个主成分得分(PCS),以评估它们与空腹和动态胰岛素作用、分泌和β细胞功能的指标之间的关联。

结果

PCS1 与空腹和胰岛素敏感性的动态参数呈正相关(Matsuda 指数:=0.93,<0.001),而与早期、晚期和总胰岛素反应呈强烈负相关。PCS2 与较高的平均血糖水平相关,但与胰岛素分泌参数呈负相关。PCS3 与空腹胰岛素敏感性的指数显著相关。早期妊娠时评估的 PCS1 至 3 也与 GDM 的发生相关,其中随机森林分析显示 PCS1 的变量重要性最高。PCS1 至 3 与口服处置指数显著相关,解释了其方差的 49.0%。

结论

与非妊娠女性的先前观察结果相比,PCS1 至 3 的行为相似,并且与 GDM 的发生相关。这些发现支持我们的假设,即 PCS1 至 3 可作为妊娠期间葡萄糖处置的新指标。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/47e1/7150715/b82526366085/JDR2020-4950584.001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/47e1/7150715/b82526366085/JDR2020-4950584.001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/47e1/7150715/b82526366085/JDR2020-4950584.001.jpg

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