Continuous Glucose Monitoring Prediction of Gestational Diabetes Mellitus and Perinatal Complications.

IF 5.7 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM
Zoey Li, Roy Beck, Celeste Durnwald, Anders Carlson, Elizabeth Norton, Richard Bergenstal, Mary Johnson, Sean Dunnigan, Matthew Banfield, Katie Krumwiede, Judy Sibayan, Peter Calhoun
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Abstract

Objective: To assess the performance of continuous glucose monitoring (CGM)-measured glycemic metrics in predicting development of gestational diabetes mellitus (GDM) and select perinatal complications. Research Methods: In a prospective observational study, CGM data were collected from 760 pregnant females throughout gestation after study enrollment. GDM was diagnosed using the oral glucose tolerance test (OGTT) at 24-34 weeks of gestation. Predictive models were built using logistic and elastic net regression. Predictive performance was assessed by the area under the receiver-operating characteristic (AUROC) curve. Results: The AUROCs of using second trimester percent time >140 mg/dL (TA140) and week 13-14 TA140 in predicting GDM were 0.81 and 0.74, respectively. The AUROCs for predicting large-for-gestational-age (LGA) births and hypertensive disorders of pregnancy (HDP) using second trimester TA140 were both 0.58. When matching the specificity of OGTT, a model using TA140 in weeks 13-14 achieved similar sensitivity to OGTT in predicting HDP (13% vs. 10%, respectively) and LGA (6% for both methods). Elastic net also demonstrated similar AUROC and diagnostic performance with no meaningful improvement by using multiple predictors. Conclusion: CGM-measured hyperglycemic metrics such as TA140 predicted GDM with high AUROCs as early as 13-14 weeks of gestation. These metrics were also similar statistically to the OGTT at 24-34 weeks in predicting perinatal complications, although sensitivity was low for both. CGM could potentially be used as an early screening tool for elevated hyperglycemia during gestation, which could be used in addition to or instead of the OGTT.

连续血糖监测对妊娠糖尿病和围产期并发症的预测。
目的评估连续血糖监测仪(CGM)测量的血糖指标在预测妊娠糖尿病(GDM)发展和某些围产期并发症方面的性能。研究方法:在一项前瞻性观察研究中,收集了 760 名孕妇在研究注册后整个妊娠期的 CGM 数据。在妊娠 24-34 周时通过口服葡萄糖耐量试验 (OGTT) 诊断出 GDM。使用逻辑回归和弹性净回归建立了预测模型。预测效果通过接收者操作特征曲线下面积 (AUROC) 进行评估。结果显示使用孕期后三个月大于 140 mg/dL 的百分比时间(TA140)和第 13-14 周 TA140 预测 GDM 的 AUROC 分别为 0.81 和 0.74。使用第二孕期 TA140 预测胎龄过大(LGA)新生儿和妊娠高血压疾病(HDP)的 AUROC 均为 0.58。当与 OGTT 的特异性相匹配时,在第 13-14 周使用 TA140 预测 HDP(分别为 13% 对 10%)和 LGA(两种方法均为 6%)的灵敏度与 OGTT 相似。弹性网也显示出相似的AUROC和诊断性能,使用多个预测因子也没有明显改善。结论CGM 测量的高血糖指标(如 TA140)可预测早在妊娠 13-14 周的 GDM,且具有较高的 AUROC。在预测围产期并发症方面,这些指标在统计学上与 24-34 周的 OGTT 相似,但两者的灵敏度都很低。CGM 可作为妊娠期高血糖的早期筛查工具,可作为 OGTT 的补充或替代。
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来源期刊
Diabetes technology & therapeutics
Diabetes technology & therapeutics 医学-内分泌学与代谢
CiteScore
10.60
自引率
14.80%
发文量
145
审稿时长
3-8 weeks
期刊介绍: Diabetes Technology & Therapeutics is the only peer-reviewed journal providing healthcare professionals with information on new devices, drugs, drug delivery systems, and software for managing patients with diabetes. This leading international journal delivers practical information and comprehensive coverage of cutting-edge technologies and therapeutics in the field, and each issue highlights new pharmacological and device developments to optimize patient care.
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