Related Experiment Video
Updated: May 6, 2026

A High-Throughput Multiplexed Screening for Type 1 Diabetes, Celiac Diseases, and COVID-19
Published on: July 5, 2022
Association of first-trimester inflammatory markers with gestational diabetes mellitus subtypes and patterns: a
Jingyi Wang1, Liying Jing1, Bixuan Liu1
1Department of Epidemiology and Health Statistics, School of Public Health, Qingdao University, NO. 308 Ningxia Road, Qingdao, 266071, Shandong Province, China.
Purpose:
To evaluate the associations between first-trimester inflammatory markers and gestational diabetes mellitus (GDM), including its subtypes and patterns, and to explore the role of these markers in the early identification of GDM risk.
Methods:
This cohort study included pregnant women aged ≥ 18 years and < 16 weeks of gestation, based on their first antenatal registration date, at a tertiary hospital from March to December 2023 retrospectively and from December 2023 to August 2024 prospectively. Inflammatory markers, calculated from peripheral blood cell counts, included the neutrophil-to-lymphocyte ratio (NLR), platelet-to-lymphocyte ratio, monocyte-to-lymphocyte ratio, systemic immune-inflammation index (SII), systemic inflammation response index (SIRI), and aggregated immune-inflammation index (AISI). Outcomes were GDM and its subtypes (isolated fasting hyperglycemia [IFH], isolated post-load hyperglycemia [IPH], and combined hyperglycemia [CH]), as well as patterns identified through latent class trajectory modeling based on blood glucose change during the OGTT.
Results:
Among 4,426 eligible women, 821 developed GDM. Elevated first-trimester NLR, SII, SIRI, and AISI were significantly associated with higher GDM risk. Compared with non-GDM pregnant women, these markers were positively associated with both IPH (ORs range: 1.16-1.22) and CH (ORs range: 1.28-1.54), but not IFH, and with two OGTT glucose trajectories (medium-speed increase-rapid decrease group [ORs range: 1.20-1.25] and rapid increase-slow decrease group [ORs range: 1.31-1.68]), while no significant associations were observed for the other two trajectories.
Conclusion:
First-trimester inflammatory markers are associated with more severe GDM phenotypes and may serve as potential biomarkers to inform the early identification of higher-risk GDM phenotypes.
Related Concept Videos
Pathophysiology of Diabetes
Type 1 diabetes is characterized by autoimmune-mediated destruction of pancreatic β cells, with environmental factors potentially triggering this process in genetically susceptible individuals. Despite many not having a family history, certain genes increase susceptibility,...
Diabetes Mellitus: Type 2 and Gestational
Diabetes Mellitus: Overview and Type I Subtype
Type 1 diabetes is an autoimmune disease in which the immune system mistakenly attacks and destroys the insulin-producing beta cells in the pancreas. As a result, the body is unable to produce sufficient insulin, and individuals with...
Diabetes Mellitus: Introduction
Type II Diabetes Mellitus III: Clinical Manifestations and Diagnosis
Type I Diabetes I: Introduction
