SynthesisPloS one2018
Risk factors for type 2 diabetes mellitus: An exposure-wide umbrella review of meta-analyses.
Synthesis in PloS one, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06330727 (Effects of Three-Month Coffee Consumption on Metabolic Biomarkers in Adults With Prediabetes and Obesity), which is not on this map. Cited by 352 papers, 22 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.
Effects of Three-Month Coffee Consumption on Metabolic Biomarkers in Adults With Prediabetes and Obesity: a Randomized, Double-blind, Placebo-controlled Clinical Trial
Who cites it
352 citing papers in PubMed, 22 syntheses or guidelines pooled it, 705 citations in OpenAlex.
- The oral und systemic health risks of sugar consumption: an umbrella review.Clinical oral investigations · 2026Pooled it
- From Molecules to Biomarkers: Nogo Proteins and Receptors in the Early Detection of Type 2 Diabetes Complications: A Systematic Review.International journal of molecular sciences · 2026Pooled it
- Efficacy and safety of GLP-1 receptor agonists in patients with metabolic-associated fatty liver diseases: an umbrella review.Frontiers in medicine · 2026Pooled it
- Risk and protective factors for postoperative anastomotic leakage in esophageal and gastrointestinal surgery: an umbrella review of meta-analyses and systematic reviews.International journal of surgery (London, England) · 2026Pooled it
- Recent Perspectives on the Physiological and Therapeutic Benefits of Placental Extracts in Chronic Noninfectious Diseases and Aging.Current medicinal chemistry · 2026Pooled it
- Evidence of ethnic variations in the relationships between routinely recorded clinical factors and T2D: a systematic review and meta-analysis.International journal of obesity (2005) · 2025Pooled it
- Dairy Consumption and Risk of Cardiovascular and Bone Health Outcomes in Adults: An Umbrella Review and Updated Meta-Analyses.Nutrients · 2025Pooled it
- Efficacy and safety of therapeutic means for postoperative ileus: an umbrella review of meta-analyses.Langenbeck's archives of surgery · 2025Pooled it
- An evidence-based assessment of the nutritional recommendations for the prevention of diabetes mellitus.Hormones (Athens, Greece) · 2025Pooled it
- Antibiotics in periodontal treatment: an umbrella review.Frontiers in cellular and infection microbiology · 2025Pooled it
- Photobiomodulation therapy on chemo- and radiotherapy induced oral conditions: an umbrella review.BMC oral health · 2024Pooled it
- Pooled it
- The association between air pollution and obesity: an umbrella review of meta-analyses and systematic reviews.BMC public health · 2024Pooled it
- Association between pregnancy-related complications and development of type 2 diabetes and hypertension in women: an umbrella review.BMC medicine · 2024Pooled it
- Protein intake and type 2 diabetes mellitus: an umbrella review of systematic reviews for the evidence-based guideline for protein intake of the German Nutrition Society.European journal of nutrition · 2024Pooled it
- Association between the MCP-1 -2518 A > G (rs1024611) polymorphism and susceptibility to type 2 diabetes mellitus and diabetic nephropathy: a meta-analysis.BMC endocrine disorders · 2023Pooled it
- Effects of size at birth on health, growth and developmental outcomes in children up to age 18: an umbrella review.Archives of disease in childhood · 2023Pooled it
- Association of Vitamin D Genetic Risk Score with Noncommunicable Diseases: A Systematic Review.Nutrients · 2023Pooled it
- Tools for assessing quality and risk of bias in Mendelian randomization studies: a systematic review.International journal of epidemiology · 2023Pooled it
- Clinical Inertia in the Management of Type 2 Diabetes Mellitus: A Systematic Review.Medicina (Kaunas, Lithuania) · 2023Pooled it
292 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 1 institution in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundType 2 diabetes mellitus (T2DM) is a global epidemic associated with increased health expenditure, and low quality of life. Many non-genetic risk factors have been suggested, but their overall epidemiological credibility has not been assessed.
methodsWe searched PubMed to capture all meta-analyses and Mendelian randomization studies for risk factors of T2DM. For each association, we estimated the summary effect size, its 95% confidence and prediction interval, and the I2 metric. We examined the presence of small-study effects and excess significance bias. We assessed the epidemiological credibility through a set of predefined criteria.
resultsWe captured 86 eligible papers (142 associations) covering a wide range of biomarkers, medical conditions, and dietary, lifestyle, environmental and psychosocial factors. Adiposity, low hip circumference, serum biomarkers (increased level of alanine aminotransferase, gamma-glutamyl transferase, uric acid and C-reactive protein, and decreased level of adiponectin and vitamin D), an unhealthy dietary pattern (increased consumption of processed meat and sugar-sweetened beverages, decreased intake of whole grains, coffee and heme iron, and low adherence to a healthy dietary pattern), low level of education and conscientiousness, decreased physical activity, high sedentary time and duration of television watching, low alcohol drinking, smoking, air pollution, and some medical conditions (high systolic blood pressure, late menarche age, gestational diabetes, metabolic syndrome, preterm birth) presented robust evidence for increased risk of T2DM.
conclusionsA healthy lifestyle pattern could lead to decreased risk for T2DM. Future randomized clinical trials should focus on identifying efficient strategies to modify harmful daily habits and predisposing dietary patterns.
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What OpenQuestion holds
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.