Lipid metabolism profiles as predictors of gestational diabetes mellitus risk: A retrospective study.
Аннотация
OBJECTIVE
Gestational diabetes mellitus (GDM) is one of the most common metabolic disorders in pregnancy and is associated with significant maternal and fetal risks. The study aims to investigate lipid metabolism profiles associated with GDM to identify independent risk factors.
METHODS
Clinical data from 17,452 women with singleton pregnancies who received regular prenatal care and nutritional assessment at Fujian Maternity and Child Health Hospital between December 2011 and December 2019 were analyzed. Participants were divided into GDM and control groups based on diagnosis. Gestational age was confirmed by first-trimester ultrasound, and lipid profiles were measured in early (10-13 weeks) and late pregnancy (28-32 weeks). GDM was diagnosed using either a two-step approach (2011-2014) or the International Association of Diabetes and Pregnancy Study Groups (IADPSG) one-step 75-g oral glucose tolerance test. Maternal characteristics, pregnancy outcomes, and lipid indicators-including total cholesterol (TC), triglycerides (TG), LDL-C, HDL-C, and apolipoproteins (Apo-A1, Apo-B)-were extracted. Feature selection was performed using LASSO regression and the Boruta algorithm.
RESULTS
Age, TG/HDL-C ratio, TG, pre-pregnancy BMI, and HDL-C were identified as independent risk factors for GDM. Levels of ALT, HGB, Apo-B, TC, TG, and TG/HDL-C ratio were significantly higher in the GDM group, while HDL-C was lower (P < 0.05). Threshold analysis indicated that first-trimester HDL-C and TG/HDL-C ratio critical cut-off points were 2.37 and 1.33, respectively.
CONCLUSION
Abnormal lipid metabolism is a hallmark of GDM and may serve as a predictive biomarker. Assessment of TG/HDL-C ratio and HDL-C in early pregnancy could improve risk stratification and facilitate early interventions.
Предметные рубрики MeSH
Подготовка и перевод публикации
Обработка статьи · этапы, ошибки и управление
Ошибки и ограничения
История · было → стало
Состояние обновляется каждые 5 секунд, пока блок открыт. Процент показывается только там, где известен объём работы. Пауза останавливает продолжение этапа; текущий запрос к источнику может завершиться.
Тип публикации указан по данным источника. Уровень доказательности автоматически не присваивается.