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
PreBMI This study aimed to explore predictors of gestational diabetes mellitus (GDM) by… GDM(n=124),Normal Glucose Tolerance(n=248)
11th to 13th? gestational weeks First-trimester prediction of gestational diabetes mellitus: examining the potential of combining maternal characteristics and laboratory measures 2010 Diabetes 20876721 Risk factor
hsa-miR-132-3p "The study aimed to explore the role of placenta-derived miRNAs in the deve… Serum Extracellular Vesicles GDM(n=23),Normal Glucose Tolerance(n=46)
qPCR 6th to 15th gestational weeks miRNA Profiles in Extracellular Vesicles From Serum Early in Pregnancies Complicated by Gestational Diabetes Mellitus 2019 Journal of Clinical Endocrinology & Metabolism (J Clin Endocrinol Metab) 31058973 Risk factor
DEFA3 This study explores the use of machine learning and low-coverage genome-wide seq… Plasma GDM(n=1942),Normal Glucose Tolerance(n=3143)
Whole Genome Sequencing 12th to 18th gestational weeks A deep neural network with an attention architecture was used for binary classification Identify gestational diabetes mellitus by deep learning model from cell-free DNA at the early gestation stage 2024 Briefings in Bioinformatics 38168840 Risk factor
hsa-miR-520h "The study aimed to explore the role of placenta-derived miRNAs in the deve… Serum Extracellular Vesicles GDM(n=23),Normal Glucose Tolerance(n=46)
qPCR 6th to 15th gestational weeks miRNA Profiles in Extracellular Vesicles From Serum Early in Pregnancies Complicated by Gestational Diabetes Mellitus 2019 Journal of Clinical Endocrinology & Metabolism (J Clin Endocrinol Metab) 31058973 Risk factor
APTT This research evaluated the predictive value of maternal coagulation function an… Plasma GDM(n=142),Normal Glucose Tolerance(n=442)
Coagulation Method 10th to 13th gestational weeks Logistic Regression Application Value of Predictive Model Based on Maternal Coagulation Function and Glycolipid Metabolism Indicators in Early Diagnosis of Gestational Diabetes Mellitus 2022 Frontiers in Public Health 35387184 Risk factor
GPNMB Metabolism in mammals is regulated by the complex interplay between different or… Gpnmb secreted from liver promotes lipogenesis in white adipose tissue and aggravates obesity and insulin resistance 2019 Nat Metab 32694855 Mechanism
MMP8 The study explores the potential of cell-free DNA and RNA from maternal plasma a… Maternal plasma and cord blood plasma GDM(n=13),Normal Glucose Tolerance(n=99)
qRT-PCR During the first trimester of pregnancy Expectation-Maximization Cell-free DNA Methylation and Transcriptomic Signature Prediction of Pregnancies with Adverse Outcomes 2021 Epigenetics 33045922 Risk factor
GPNMB This study investigated the role of glycoprotein non-metastatic melanoma protein… Serum GDM(n=47),Normal Glucose Tolerance(n=55)
ELISA 13th to 23th gestational weeks Logistic Regression Elevated Circulating Levels of Glycoprotein Non-Metastatic Melanoma Protein B as a Predictor of Gestational Diabetes Mellitus 2021 Clinical Laboratory 34542985 Risk factor
MMP8 This study investigates the relationship between early pregnancy levels of MMP-8… Gingival Crevicular Fluid (GCF) GDM(n=45),Normal Glucose Tolerance(n=269)
Multiplex Elisa Assays 11th to 14th gestational weeks Early pregnancy levels of gingival crevicular fluid matrix metalloproteinases-8 and -9 are associated with the severity of periodontitis and the development of gestational diabetes mellitus 2020 Journal of Periodontology 32789908 Risk factor
Fe-A The study investigates the relationship between serum fetuin-A levels during ear… Serum GDM(n=332),Normal Glucose Tolerance(n=664)
Human Quantikine Enzyme-Linked Immunosorbent Assay Kits 6th to 15th gestational weeks Multivariable conditional logistic regression Serum Fetuin-A and Risk of Gestational Diabetes Mellitus: An Observational Study and Mendelian Randomization Analysis 2022 The Journal of Clinical Endocrinology & Metabolism 35640639 Risk factor