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表征孕妇血糖控制:一种使用半参数回归的更具信息量的方法。

Characterizing maternal glycemic control: a more informative approach using semiparametric regression.

作者信息

Vandyke Rhonda, Ren Yan, Sucharew Heidi J, Miodovnik Menachem, Rosenn Barak, Khoury Jane C

机构信息

Division of Biostatistics and Epidemiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45208, USA.

出版信息

J Matern Fetal Neonatal Med. 2012 Jan;25(1):15-9. doi: 10.3109/14767058.2012.626922. Epub 2011 Nov 2.

Abstract

OBJECTIVE

To characterize glucose concentrations measured throughout pregnancy in women with type 1 diabetes using semiparametric regression analysis to examine the gestational time-specific association with fetal outcome.

METHODS

We conducted a secondary analysis of data from an interdisciplinary program of diabetes in pregnancy of women with type 1 diabetes. Semiparametric regression was used to characterize glucose concentrations measured using reflectance meters throughout pregnancy by examining the time-specific association of maternal glucose with delivery of a large for gestational age (LGA) baby.

RESULTS

The optimal model demonstrated that time-specific differences in glycemic profiles of mothers who had LGA versus AGA babies changed at various rates across gestation (p = 0.0007). AGA glucose profiles exceeded LGA profiles in the first trimester and mid pregnancy; conversely LGA glucose profiles exceeded AGA profiles initially during the third trimester. Differences were based on examination of 95% simultaneous confidence bands.

CONCLUSIONS

Semiparametric regression techniques enabled synchronous inclusion of all glucose concentrations using multi-step modeling. We identified specific periods of gestation where maternal glucose concentrations differ for the LGA and AGA developing fetus, with greatest distinctions appearing in first and third trimesters. Novel statistical approaches that examine time-specific behavior garner insight into longitudinal assessment of maternal glycemic control.

摘要

目的

使用半参数回归分析来描述1型糖尿病女性整个孕期的血糖浓度,以研究特定孕周与胎儿结局之间的关联。

方法

我们对一项针对1型糖尿病女性的孕期糖尿病跨学科项目的数据进行了二次分析。通过检查母亲血糖与大于胎龄(LGA)儿分娩之间的特定时间关联,使用半参数回归来描述整个孕期使用反射仪测量的血糖浓度。

结果

最佳模型表明,LGA婴儿母亲与适于胎龄(AGA)婴儿母亲的血糖谱在特定时间的差异在整个孕期以不同速率变化(p = 0.0007)。在孕早期和孕中期,AGA血糖谱超过LGA血糖谱;相反,在孕晚期初期,LGA血糖谱超过AGA血糖谱。差异基于对95%同步置信带的检查。

结论

半参数回归技术通过多步建模能够同步纳入所有血糖浓度。我们确定了LGA胎儿和AGA胎儿发育过程中母亲血糖浓度存在差异的特定孕周,最大差异出现在孕早期和孕晚期。研究特定时间行为的新统计方法有助于深入了解母亲血糖控制的纵向评估。

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