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
WBC This study aimed to develop a risk prediction model for gestational diabetes mel… Whole Blood GDM(n=561),Normal Glucose Tolerance(n=2702)
 Coulter Principle 11th to 20th gestational weeks A clinical model and nomogram for early prediction of gestational diabetes based on common maternal demographics and routine clinical parameters 2022 Journal of Obstetrics And Gynaecology Research 35909297 Risk factor
WBC This study investigated the relationship between early pregnancy peripheral whit… Whole Blood 570 women with WBC gravidas，575 WBC normal women
Coulter Principle before 14th gestational weeks Comparison of gestational diabetes mellitus rates in women with increased and normal white blood cell counts in early pregnancy 2014 Journal of Obstetrics And Gynaecology Research 24612458 Risk factor
TPOAb This study examined the relationship between thyroid markers during pregnancy an… Serum GDM(n=699),Normal Glucose Tolerance(n=768)
Chemiluminescent Microparticle Immunoassay 8th to 11th gestational weeks & 13th to 21th gestational weeks & 29th to 34th gestational weeks A longitudinal study of thyroid markers during pregnancy and the risk of gestational diabetes mellitus and post-partum glucose metabolism 2021 Diabetes-metabolism Research And Reviews 33486811 Risk factor
TPOAb Leptin, an adipocyte-derived hormone, plays a crucial role in regulating immune… Serum A type 1 diabetes subgroup with a female bias is characterised by failure in tolerance to thyroid peroxidase at an early age and a strong association with the cytotoxic T-lymphocyte-associated antigen-4 gene 2007 Diabetologia 17334650 Mechanism
TPOAb This study investigates the role of fatty acid oxidation in the pathogenesis of… Serum The immune mechanism of the mTOR/ACC1/CPT1A fatty acid oxidation signaling pathway in Hashimoto's thyroiditis 2024 J Endocrinol Invest 39641893 Mechanism
TPOAb This prospective cohort study aimed to develop a predictive model for gestationa… Serum GDM(n=116),Normal Glucose Tolerance(n=297)
Electrochemiluminescence and Competition Method 12th to 16th gestational weeks & 24th to 26th gestational weeks Logistic Regression A Novel Nomogram for Predicting Gestational Diabetes Mellitus During Early Pregnancy 2021 Frontiers in Endocrinology 34956091 Risk factor
HDL-C This nested case-control study examined longitudinal changes in lipid profiles d… Plasma GDM(n=107),Normal Glucose Tolerance(n=214)
Enzymatic Methods 10th to 14th gestational weeks Plasma concentrations of lipids during pregnancy and the risk of gestational diabetes mellitus: A longitudinal study 2018 Journal of Diabetes 28436169 Risk factor
HDL-C This study developed and validated an early pregnancy risk prediction model for… Serum Modeling training set(4200 cases,GDM(n=1225),Normal Glucose Tolerance(n=2975) and a validation set (1800 cases,GDM(n=519),Normal Glucose Tolerance(n=1281)
 Enzymatic Methods 8th to 12th gestational weeks Logistic Regression Establishment of gestational diabetes risk prediction model and clinical verification 2024 Journal of Endocrinological Investigation 38085430 Risk factor
HDL-C This nested case-control study investigated the relationship between lipid profi… Fasting Blood GDM(n=741),Normal Glucose Tolerance(n=845)
Enzymatic Methods before 14th gestational weeks Association between maternal lipid profiles and lipid ratios in early to middle pregnancy as well as their dynamic changes and gestational diabetes mellitus 2024 Bmc Pregnancy And Childbirth 39075387 Risk factor
GGT Obesity induces chronic systemic inflammation, which plays a central role in the… Serum Inflammation in obesity, diabetes, and related disorders 2022 Immunity 35021057 Mechanism