Postpartum glucose intolerance after gestational diabetes mellitus: tailored prediction according to data-driven clusters and BMI-categories

Anna Lesniara-Stachon, Emmanuel Cosson, Alain Lacroix, Sybille Schenk, D. Quansah, J. J. Puder
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Abstract

To account for the heterogeneity of gestational diabetes (GDM), this study investigated tailored predictors during pregnancy and at 6-8 weeks postpartum of glucose intolerance (GI) at 1-year postpartum. We identified predictors according to data-driven clusters, analogous to the newly proposed diabetes classification, and for clinical ease also based on BMI-categories.This is a secondary analysis of the MySweetheart trial. It included 179 women with GDM who underwent a 75g oral glucose tolerance test and HbA1c measurement at 1-year postpartum. Predictors were determined according to: a) cluster analysis based on age, BMI, HOMA-IR and HOMA-B; and b) BMI-categories (normal weight [NW], and overweight/obesity [OW/OB]).We identified two clusters during pregnancy and at 6-8 weeks postpartum (for both time points an “insulin-resistant”, and an “insulin-deficient” cluster). The “insulin-resistant” cluster was associated with a 2.9-fold (CI: 1.46-5.87; pregnancy) and 3.5-fold (CI: 1.63-7.52; at 6-8 weeks postpartum) increased risk of GI at 1-year postpartum. During pregnancy, the most relevant predictors of GI were history of previous GDM and fasting glucose for the “insulin-deficient” and NW category and HOMA-IR for the “insulin-resistant” and OW/OB category (all p ≤0.035). In the postpartum, predictors were more heterogenous and included the insulin-sensitivity-adjusted-secretion index and 1-h glucose in the “insulin-deficient” and NW women.In women with GDM, we identified “insulin-resistant” and “insulin-deficient” clusters with distinct risks of future GI. Predictors varied according to clusters or BMI-categories emphasizing the need for tailored risk assessments.
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妊娠糖尿病产后血糖不耐受:根据数据驱动的分组和体重指数类别进行定制预测
为了考虑妊娠期糖尿病(GDM)的异质性,本研究对孕期和产后 6-8 周的血糖不耐受(GI)和产后 1 年的血糖不耐受(GI)进行了有针对性的预测。我们根据数据驱动的群组确定了预测因素,类似于新提出的糖尿病分类,为了临床方便,我们还根据 BMI 分类确定了预测因素。该研究包括 179 名患有 GDM 的妇女,她们在产后 1 年接受了 75g 口服葡萄糖耐量试验和 HbA1c 测量。我们根据以下方法确定了预测因素:a)基于年龄、体重指数、HOMA-IR 和 HOMA-B 的聚类分析;b)体重指数类别(正常体重 [NW] 和超重/肥胖 [OW/OB])。胰岛素抵抗 "群组与产后 1 年时 GI 风险增加 2.9 倍(CI:1.46-5.87;孕期)和 3.5 倍(CI:1.63-7.52;产后 6-8 周)有关。在妊娠期间,与 GI 最相关的预测因素是 "胰岛素缺乏 "和 NW 类别的既往 GDM 史和空腹血糖,以及 "胰岛素抵抗 "和 OW/OB 类别的 HOMA-IR(所有 p 均小于 0.035)。在 GDM 妇女中,我们发现 "胰岛素抵抗 "和 "胰岛素缺乏 "群组具有不同的未来 GI 风险。不同群组或 BMI 类别的预测因素各不相同,这强调了进行有针对性的风险评估的必要性。
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