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
FABP4 This study examined the association between first-trimester plasma fatty acid-bi… Plasma GDM(n=135),Normal Glucose Tolerance(n=1015)
Human FABP4 ELISA 10th to 14th gestational weeks&15th to 26th gestational weeks Logistic Regression Adipokines in early and mid-pregnancy and subsequent risk of gestational diabetes: a longitudinal study in a multiracial cohort 2020 Bmj Open Diabetes Research & Care 32747382 Risk factor
CHO This study aimed to investigate the role of lipid profiles and inflammatory biom… Serum GDM(n=58),Normal Glucose Tolerance(n=158)
Enzymatic Methods 14th to 18th gestational weeks&24th to 28th gestational weeks Early pregnancy biochemical markers of placentation for screening of gestational diabetes mellitus (GDM) 2019 Diabetes & Metabolic Syndrome-clinical Research & Reviews 31405642 Risk factor
Res This study investigated the role of adipocytokines (adiponectin, resistin, inter… Serum GDM(n=38),Normal Glucose Tolerance(n=38)
ELISA 12th to 14th gestational weeks & 24th to 28th gestational weeks Maternal circulating levels of Adipocytokines and insulin resistance as predictors of gestational diabetes mellitus: preliminary findings of a longitudinal descriptive study 2020 Journal of Diabetes And Metabolic Disorders 33553034 Risk factor
ANT This study explored the predictive role of inflammatory blood cell parameters in… Whole Blood GDM(n=258),Normal Glucose Tolerance(n=1154);lowest group (<5.30 × 10^9/L), middle group (5.30–6.80 × 10^9/L), and highest group (>6.80 × 10^9/L)
Flow Cytometry & fluorescent labeling first antenatal visit Elevated First-Trimester Neutrophil Count Is Closely Associated With the Development of Maternal Gestational Diabetes Mellitus and Adverse Pregnancy Outcomes 2020 Diabetes 32332157 Risk factor
ANT This study investigated the predictive value of first-trimester maternal neutrop… Whole Blood GDM(n=123),Normal Glucose Tolerance(n=608);T1(1.47-4.82)=245,T2(4.83–6.27)=243,T3(6.28–14.73)=243
Flow Cytometry & Fluorescent Labeling before 12th gestational weeks Association of maternal neutrophil count in early pregnancy with the development of gestational diabetes mellitus: a prospective cohort study in China 2022 Gynecological Endocrinology 35000498 Risk factor
C-Pep This study investigated the relationship between early-pregnancy serum C-peptide… Serum GDM(n=332),Normal Glucose Tolerance(n=664)
Electrochemiluminescence Immunoassay, ECLIA before 15th gestational weeks Logistic Regression Association between early-pregnancy serum C-peptide and risk of gestational diabetes mellitus: a nested case-control study among Chinese women 2022 Nutrition & Metabolism 35996181 Risk factor
RC This study examined the relationship between serum remnant cholesterol (RC) leve… Serum GDM(n=37),Normal Glucose Tolerance(n=553);assigned to quintile groups according RC levels
Enzymatic Methods 12th to 14th gestational weeks Remnant cholesterol, but not other cholesterol parameters, is associated with gestational diabetes mellitus in pregnant women: a prospective cohort study 2023 Journal of Translational Medicine 37544989 Risk factor
PLT This study investigated the potential of early pregnancy platelet parameters to… Whole Blood GDM(n=192),Normal Glucose Tolerance(n=996)
Impedance Method 11th to 13th (+6day)? gestational weeks The value of first-trimester platelet parameters in predicting gestational diabetes mellitus 2022 Journal of Maternal-fetal & Neonatal Medicine 32594791 Risk factor
PLT Gestational diabetes mellitus (GDM) affects a significant proportion of pregnanc… Whole Blood GDM(n=49661),Normal Glucose Tolerance(n=137821)
Impedance Method 8th to 12th gestational weeks Logistic Regression Association of pre- and early-pregnancy factors with the risk for gestational diabetes mellitus in a large Chinese population 2021 Scientific Reports 33795771 Risk factor
NLR This study explored the relationship between inflammatory blood cell parameters… Whole Blood GDM(n=44),Normal Glucose Tolerance(n=5909)
Impedance Method & Optical Scatter Method before 15 gestational weeks & 16th to 28th gestational weeks Blood Cell Parameters From Early to Middle Pregnancy and Risk of Gestational Diabetes Mellitus 2023 Journal of Clinical Endocrinology & Metabolism 37279929 Risk factor