VALIDATION

ID GPT's Summary Sample's type Experimental grouping Experiemental methods Gestational weeks Machine learning algorithms Article's title Year Journal PMID Evidence type
VitA This prospective cohort study aimed to investigate the relationship between earl… Serum GDM(n=93),Normal Glucose Tolerance(n=574)
HPLC 8th to 10th gestational weeks The association of maternal fat-soluble antioxidants in early pregnancy with gestational diabetes mellitus: a prospective cohort study 2022 Nutrition & Diabetes 36494332 Risk factor
FABP4 Uncontrolled or chronic lipolysis, often associated with insulin resistance and/… A hormone complex of FABP4 and nucleoside kinases regulates islet function 2021 Nature 34880500 Mechanism
RBP4 This study aimed to explore the relationship between retinol-binding protein 4 (… Plasma GDM(n=101),Normal Glucose Tolerance(n=726)
ELISA 4th to 10th gestational weeks A Prospective Study of Maternal Plasma Concentrations of Retinol-Binding Protein 4 and Risk of Gestational Diabetes Mellitus 2019 Annals of Nutrition And Metabolism 30428456 Risk factor
RBP4 This study aimed to investigate the relationship between circulating retinol-bin… Serum GDM(n=332),Normal Glucose Tolerance(n=664)
ELISA before 15th gestational weeks Serum retinol-binding protein 4 levels and risk of gestational diabetes mellitus: A nested case-control study in Chinese women and an updated meta-analysis 2022 Diabetes-metabolism Research And Reviews 34537998 Risk factor
RBP4 This study examined the association between maternal retinol-binding protein 4 (… Serum GDM(n=173),Normal Glucose Tolerance(n=187)
ELISA around 16th gestational weeks Association of retinol binding protein 4 with risk of gestational diabetes 2013 Diabetes Research And Clinical Practice 23153527 Risk factor
TyG This prospective cohort study aimed to explore the association between the trigl… Serum GDM(n=447),Normal Glucose Tolerance(n=1177)
Enzymatic Methods before 14th gestational weeks Logistic Regression Triglyceride-glucose index in early pregnancy predicts the risk of gestational diabetes: a prospective cohort study 2024 Lipids in Health And Disease 38528508 Risk factor
TyG This study aimed to evaluate the association of maternal first-trimester plasma… Serum GDM(n=176),Normal Glucose Tolerance(n=778)
Enzymatic Methods First prenatal visit Association of first-trimester maternal lipid profiles and triglyceride-glucose index with the risk of gestational diabetes mellitus and large for gestational age newborn 2019 Journal of Maternal-fetal & Neonatal Medicine 29157043 Risk factor
t-PA This study aimed to explore predictors of gestational diabetes mellitus (GDM) by… Serum GDM(n=124),Normal Glucose Tolerance(n=248)
ELISA 11th to 13th gestational weeks Logistic Regression First-trimester prediction of gestational diabetes mellitus: examining the potential of combining maternal characteristics and laboratory measures 2010 Diabetes 20876721 Risk factor
TyG This study aimed to evaluate the potential of early pregnancy triglyceride-gluco… Serum GDM(n=201),Normal Glucose Tolerance(n=872)
Enzymatic Methods 8th to 12th gestational weeks First-Trimester Triglyceride-Glucose Index and Triglyceride/High-Density Lipoprotein Cholesterol are Predictors of Gestational Diabetes Mellitus Among the Four Surrogate Biomarkers of Insulin Resistance 2024 Diabetes Metabolic Syndrome And Obesity-targets And Therapy 38616992 Risk factor
TG to HDL-C ratio This study aimed to assess the potential of early pregnancy lipid ratios and the… Serum GDM(n=201),Normal Glucose Tolerance(n=872)
Enzymatic Methods 8th to 12th gestational weeks First-Trimester Triglyceride-Glucose Index and Triglyceride/High-Density Lipoprotein Cholesterol are Predictors of Gestational Diabetes Mellitus Among the Four Surrogate Biomarkers of Insulin Resistance 2024 Diabetes Metabolic Syndrome And Obesity-targets And Therapy 38616992 Risk factor