SynthesisBMC public health2025
Risk factors for progression to type 2 diabetes in prediabetes: a systematic review and meta-analysis.
Synthesis in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers, 3 of them syntheses that pooled it.
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Who cites it
36 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- 2026 AHA/ACC/ADA/ASN Guideline for the Prevention, Detection, Evaluation, and Management of Cardiovascular-Kidney-Metabolic Syndrome: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines.Journal of the American College of Cardiology · 2026Guideline
- eHealth Literacy and Type 2 Diabetes Prevention Among At-Risk Populations: Mechanistic Systematic Review Using Theory-Driven Thematic Analysis.Journal of medical Internet research · 2026Pooled it
- The association between prediabetes and obstructive sleep apnea syndrome: a meta-analysis.Frontiers in endocrinology · 2026Pooled it
- Effects of Specific Carob (Nutrients · 2026Trial
- Tirzepatide and the 10-year predicted risk of cardiovascular disease and type 2 diabetes in adults with obesity and prediabetes: A post hoc analysis from the three-year SURMOUNT-1 trial.Diabetes, obesity & metabolism · 2025 · on this mapTrial
- [Progress and controversies in prediabetes. Is a more holistic approach needed?]Atencion primaria · 2026Article
- Joint Association of Hydration Status and Sleep Quality with Type 2 Diabetes Mellitus in a Population-Based Study.Nutrients · 2026Article
- Associations of eHealth Literacy with Diabetes Self-Efficacy and Glycemic Parameters in Individuals with Type 2 Diabetes and Prediabetes: A Cross-Sectional Study.Healthcare (Basel, Switzerland) · 2026Article
- Integrative Clinical and Functional Characterization of theDiagnostics (Basel, Switzerland) · 2026Article
- Article
- Risk of Diabetes Mellitus and Its Association with Cardiorespiratory Endurance in Zenú Indigenous People in Momil, Córdoba, Colombia.International journal of environmental research and public health · 2026Article
- Insulin resistance: current methods of predicting and need for improved models.Pediatric research · 2026Article
- Association of healthy lifestyle and dietary practices with prediabetes among young Korean adults: sex-specific findings from KNHANES 2020-2024.Nutrition research and practice · 2026Article
- Real-world predictors of progression to type 2 diabetes among adults with prediabetes.Diabetes, obesity & metabolism · 2026Article
- Development of a biochemical model for identifying prediabetes in Chinese adults: a case-control study.BMC endocrine disorders · 2026Article
- Metabolic plasticity in pancreatic ductal adenocarcinoma progression and response to treatment.Molecular cancer · 2026Review
- Type 2 Diabetes Mellitus as a Multisystem Disease: From Insulin Resistance to Organ Crosstalk-A Narrative Review.Biomedicines · 2026Review
- Interpretable Machine Learning with SHAP Identifies Key Biomarkers in a Multi-Factorial Spectrum of Age-Related Neurological and Metabolic Conditions.International journal of molecular sciences · 2026Article
- Family history of diabetes and glycemic progression: A propensity score-based analysis using health checkup data.PloS one · 2026Article
- From Engel's Bio-Psycho-Social model to the personalized health determinants model: a comprehensive framework and illustrative operationalization for precision health.Frontiers in digital health · 2026Article
Corrections and comments
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPrediabetes is the earliest identifiable stage of glycemic dysregulation, and its progression can be delayed by effective control of risk factors. Currently, various risk factors for the progression from prediabetes to type 2 diabetes mellitus (T2DM) need to be further summarized.
objectiveThis systematic evaluation of the risk factors for the progression of prediabetes to type 2 diabetes mellitus provides a theoretical basis for early recognition and intervention. The meta-analysis identifies the Fatty Liver Index as a significant risk factor [OR = 6.14, 95% CI (5.22, 7.22)] for the progression from prediabetes to type 2 diabetes, highlighting its predictive value.
methodsPubMed, Web of Science, Embase, The Cochrane Library, CNKI, WANFANG, and VIP databases were searched to collect cohort studies on risk factors for progressing to type 2 diabetes in prediabetes from inception to February 15, 2024. STATA 17.0 was used for Meta-analysis.
resultsA total of 59 studies were included, all of which were of medium to high quality. The factors were categorized into four major groups: sociodemographic factors, lifestyle factors, psychosocial factors, and comorbidities and clinical indicators. Meta-analysis results showed that sociodemographic factors [age [OR = 1.03, 95% CI (1.01, 1.04)], family history [OR = 1.48, 95% CI (1.36, 1.61)], male sex [OR = 1.13, 95% CI (1.08, 1.19)], high BMI [OR = 1.21, 95% CI (1.15, 1.27)], high waist circumference [OR = 1.49, 95% CI (1.23, 1.79)], and high waist-to-hip ratio [OR = 2.44, 95% CI (2.17, 2.74)]]. Lifestyle factors included a lack of physical exercise [OR = 1.86, 95% CI (1.19, 2.88)], smoking [OR = 1.31, 95% CI (1.22, 1.41)], and moderate physical activity [OR = 0.24, 95% CI (0.09, 0.67)]. Psychosocial factors included anxiety [OR = 2.61, 95% CI (1.36, 5.00)], depression [OR = 1.88, 95% CI (1.35, 2.61)], and social deprivation level 4 [OR = 1.15, 95% CI (1.13, 1.18)]. Comorbidities and clinical indicators included hypertension [OR = 1.41, 95% CI (1.33, 1.50)], high triglycerides [OR = 1.25, 95% CI (1.10, 1.43)], high cholesterol [OR = 1.09, 95% CI (1.06, 1.12)], fatty liver index [OR = 6.14, 95% CI (5.22, 7.22)], low HDL-C [OR = 1.13, 95% CI (1.09, 1.36)], and high blood glucose levels [OR = 1.01, 95% CI (1.01, 1.02)].
conclusionsThis study found that age, male sex, positive family history of type 2 diabetes, high BMI, unhealthy lifestyle, anxiety, depression, high blood pressure, high triglycerides, and a high fatty liver index are risk factors for the progression from prediabetes to type 2 diabetes and should be given sufficient attention. Moderate physical activity and Low HDL-C are protective factors. Future studies should also increase follow-up, explore the best diagnostic criteria for prediabetes, and fully consider the definitions of various factors. The study was registered in PROSPERO (CRD42024513931).
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