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
IGFBP-1 This study aimed to investigate the relationship between circulating concentrati… Plasma GDM(n=47),Normal Glucose Tolerance(n=757)
Enzyme Immunoassay 8th to 16th gestational weeks Maternal plasma concentrations of IGF-1, IGFBP-1, and C-peptide in early pregnancy and subsequent risk of gestational diabetes mellitus 2005 American Journal of Obstetrics And Gynecology 16260212 Risk factor
RBC This study aimed to investigate the dynamic changes in hematological parameters… Whole Blood GDM(n=258),Normal Glucose Tolerance(n=769)
Impedance Method 6th to 12th gestational weeks The Association of Hematological Parameters in Early and Middle Pregnancy with the Risk of Gestational Diabetes Mellitus 2024 Diabetes Metabolic Syndrome And Obesity-targets And Therapy 38343583 Risk factor
BUN This study aimed to develop and evaluate a predictive nomogram for early assessm… Serum training cohort:824 pregnant women(620 Non-GDM, 204GDM);validation dataset:392 pregnant women(196 Non-GDM, 196GDM)
Urea (BUN) Colorimetric Assay Kit 12th to 16th gestational weeks LASSO Regression Establishment and validation of a predictive nomogram for gestational diabetes mellitus during early pregnancy term: A retrospective study 2023 Frontiers in Endocrinology 36909340 Risk factor
LDL to HDL ratio This study investigated the associations between lipid profiles in early pregnan… Serum GDM(n=379),Normal Glucose Tolerance(n=2166)
Two Point End Method 6th to 15th gestational weeks Early Pregnancy Maternal Lipid Profiles and the Risk of Gestational Diabetes Mellitus Stratified for Body Mass Index 2015 Reproductive Sciences 25394643 Risk factor
BUN This study aimed to investigate the association between blood urea nitrogen (BUN… Serum GDM(n=2973),Normal Glucose Tolerance(n=10475);BUN levels: Q1=3209, <2.40 mmol/L; Q2=3509, ≥2.40 and <2.91 mmol/L; Q3=3225, ≥2.91 and <3.50 mmol/L; and Q4=3505, ≥3.50 mmol/L
Urea (BUN) Colorimetric Assay Kit around 14 gestational weeks Logistic Regression First-trimester blood urea nitrogen and risk of gestational diabetes mellitus 2020 Journal of Cellular And Molecular Medicine 31925909 Risk factor
sCD163 This study investigated the dysregulation of adipokines and monocyte/macrophage… Plasma GDM(n=48),Normal Glucose Tolerance(n=225)
ELISA 14th to 16th gestational weeks Logistic Regression Adipokines and macrophage markers during pregnancy-Possible role for sCD163 in prediction and progression of gestational diabetes mellitus 2019 J Endocrinol Invest 30548982 Risk factor
SCHE This study aimed to investigate the association between chemerin levels in the f… Serum GDM(n=19),Normal Glucose Tolerance(n=20)
ELISA 8th to 12th gestational weeks Serum chemerin level during the first trimester of pregnancy and the risk of gestational diabetes mellitus 2017 Gynecological Endocrinology 28454507 Risk factor
FT3 to FT4 ratio This case-control study aimed to examine the associations between free triiodoth… Plasma GDM(n=107),Normal Glucose Tolerance(n=214)
Electrochemiluminescence Immunoassay method 10 to 14, 15 to 26, 24 to 31, and 33 to 39 gestational weeks A Longitudinal Study of Thyroid Markers Across Pregnancy and the Risk of Gestational Diabetes 2018 Journal of Clinical Endocrinology & Metabolism 29889229 Risk factor
t-PA This prospective study examined the relationship between endothelial dysfunction… Tissue plasminogen activator, von Willebrand factor, and risk of type 2 diabetes in older men 2008 Diabetes Care 18235054 Mechanism
Vit B12 This study aimed to assess the association between maternal B vitamins in early… Serum GDM(n=121),Normal Glucose Tolerance(n=944)
Electrochemiluminescence Assays 8th to 15th gestational weeks & 24th to 28th gestational weeks & 29th to 34th gestational weeks The Association between Maternal B Vitamins in Early Pregnancy and Gestational Diabetes Mellitus: A Prospective Cohort Study 2022 Nutrients 36501046 Risk factor