SynthesisDiabetes care2015
Definitions of Metabolic Health and Risk of Future Type 2 Diabetes in BMI Categories: A Systematic Review and Network Meta-analysis.
Synthesis in Diabetes care, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
42 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Association Between Visceral Obesity Index and Diabetes: A Systematic Review and Meta-analysis.The Journal of clinical endocrinology and metabolism · 2024Pooled it
- Incidence and temporal trends in type 2 diabetes by weight status: A systematic review and meta-analysis of prospective cohort studies.Journal of global health · 2023Pooled it
- Association of weight status and the risks of diabetes in adults: a systematic review and meta-analysis of prospective cohort studies.International journal of obesity (2005) · 2022Pooled it
- Metabolic phenotypes of obese, overweight, and normal weight individuals and risk of chronic kidney disease: a systematic review and meta-analysis.Archives of endocrinology and metabolism · 2019Pooled it
- Metabolic phenotypes of obesity: frequency, correlates and change over time in a cohort of postmenopausal women.International journal of obesity (2005) · 2017Trial
- Risk factors for cardiovascular disease, chronic kidney disease, and type 2 diabetes in populations with overweight and obesity: an umbrella review and cohort analysis.Acta diabetologica · 2026Article
- Development and Application of a Metabolic Health Index for the Chinese Population Aged 18 Years and Above.China CDC weekly · 2026Article
- The association of incident abdominal obesity with diet and unfavorable lifestyle factors in Korean adults: A prospective cohort study.Medicine · 2026Observational
- Elevated cardiometabolic risk markers in evening chronotype shift workers: a case-control study in male workers.The British journal of nutrition · 2025Article
- Bridging the gap in obesity research: A consensus statement from the European Society for Clinical Investigation.European journal of clinical investigation · 2025Review
- Use of the FHTHWA Index as a Novel Approach for Predicting the Incidence of Diabetes in a Japanese Population Without Diabetes: Data Analysis Study.JMIR medical informatics · 2025Article
- Quantitative CT Assessment of Skeletal Muscle and Abdominal Fat Distribution: Predictive Value for Type 2 Diabetes Mellitus.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Empowering Advanced Practice Nurses: A Review of Addressing Global Health Needs.Annals of global health · 2025Review
- Multivariate genomic analysis of 5 million people elucidates the genetic architecture of shared components of the metabolic syndrome.Nature genetics · 2024Article
- Plaque Psoriasis Exacerbation and COVID-19 Vaccination: Assessing the Characteristics of the Flare and the Exposome Parameters.Vaccines · 2024Review
- Evaluation of gut microbiota alterations following orlistat administration in obese mice.Frontiers in endocrinology · 2024Article
- Metabolically defined body size and body shape phenotypes and risk of postmenopausal breast cancer in the European Prospective Investigation into Cancer and Nutrition.Cancer medicine · 2023Article
- Mediterranean Diet Adherence and Its Relationship to Metabolic Markers and Body Composition in Portuguese University Students.Nutrients · 2023Article
- BMI-adjusted adipose tissue volumes exhibit depot-specific and divergent associations with cardiometabolic diseases.Nature communications · 2023Article
- Health-Related Quality of Life in Those with Persistent or Transient Obesity Phenotypes during Two Decades: Tehran Lipid and Glucose Study.Obesity facts · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
Abstract
objectiveVarious definitions of metabolic health have been proposed to explain differences in the risk of type 2 diabetes within BMI categories. The goal of this study was to assess their predictive relevance. RESEARCH DESIGN AND
methodsWe performed systematic searches of MEDLINE records for prospective cohort studies of type 2 diabetes risk in categories of BMI and metabolic health. In a two-stage meta-analysis, relative risks (RRs) specific to each BMI category were derived by network meta-analysis and the resulting RRs of each study were pooled using random-effects models. Hierarchical summary receiver operating characteristic curves were used to assess predictive performance.
resultsIn a meta-analysis of 140,845 participants and 5,963 incident cases of type 2 diabetes from 14 cohort studies, classification as metabolically unhealthy was associated with higher RR of diabetes in all BMI categories (lean RR compared with healthy individuals 4.0 [95% CI 3.0-5.1], overweight 3.4 [2.8-4.3], and obese 2.5 [2.1-3.0]). Metabolically healthy obese individuals had a high absolute risk of type 2 diabetes (10-year cumulative incidence 3.1% [95% CI 2.6-3.5]). Current binary definitions of metabolic health had high specificity (pooled estimate 0.88 [95% CI 0.84-0.91]) but low sensitivity (0.40 [0.31-0.49]) in lean individuals and satisfactory sensitivity (0.81 [0.76-0.86]) but low specificity (0.42 [0.35-0.49]) in obese individuals. However, positive (<3.3 in all BMI categories) and negative (>0.4) likelihood ratios were consistent with insignificant to small improvements in prediction.
conclusionsAlthough individuals classified as metabolically unhealthy have a higher RR of type 2 diabetes compared with individuals classified as healthy in all BMI categories, current binary definitions of metabolic health have limited relevance to the prediction of future type 2 diabetes.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.