ReviewBMC endocrine disorders2020
Sociodemographic and lifestyle-related risk factors for identifying vulnerable groups for type 2 diabetes: a narrative review with emphasis on data from Europe.
Review in BMC endocrine disorders, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 141 papers, 8 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.
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Who cites it
141 citing papers in PubMed, 8 syntheses or guidelines pooled it, 285 citations in OpenAlex.
- The influence of culture and religion on the self-management of type 2 diabetes in South Asian migrants: a systematic review.BMC public health · 2026Pooled it
- A systematic review and meta-analysis of the association between low socioeconomic status and all-cause mortality in patients with diabetes.Frontiers in public health · 2026Pooled it
- Vitamin D deficiency and its associated factors among patients with type 2 diabetes mellitus: a systematic review and meta-analysis.BMJ open · 2023Pooled it
- Adverse childhood experiences and risk of diabetes: A systematic review and meta-analysis.Journal of global health · 2022Pooled it
- Association Between Physical Exercise Interventions Participation and Functional Capacity in Individuals with Type 2 Diabetes: A Systematic Review and Meta-Analysis of Controlled Trials.Sports medicine - open · 2022Pooled it
- The effectiveness of patient-centered care vs. usual care in type 2 diabetes self-management: A systematic review and meta-analysis.Frontiers in public health · 2022Pooled it
- The epidemiology, pathophysiological mechanisms, and management toward COVID-19 patients with Type 2 diabetes: A systematic review.Primary care diabetes · 2021Pooled it
- Relationship Between Type 2 Diabetes and White Matter Hyperintensity: A Systematic Review.Frontiers in endocrinology · 2020Pooled it
- mHealth-Based Diabetes Prevention Program for Chinese Mothers With Abdominal Obesity: Randomized Controlled Trial.JMIR mHealth and uHealth · 2025Trial
- Type 2 Diabetes Mellitus in Class II and III Obesity: Prevalence, Associated Factors, and Correlation between Glycemic Parameters and Body Mass Index.International journal of environmental research and public health · 2020Trial
- Lifestyle Combination Patterns as Key Modifiable Factors for Type 2 Diabetes Mellitus Risk among Middle-Aged Korean Men.Diabetes & metabolism journal · 2026Article
- A Critical Review on Covalent Organic Frameworks as Emerging Electrocatalysts for Electrochemical Glucose Sensing.Chemistry, an Asian journal · 2026Review
- Type 2 diabetes risk and health-promoting behaviours among health sciences students: a cross-sectional analysis using FINDRISC and HPLP-II.BMC public health · 2026Article
- Racial and Ethnic Differences in Diabetes Treatment Modality Selection: The Role of Income and Sociodemographic Factors in NHANES 2017-2023, A Cross-Sectional Study.Journal of racial and ethnic health disparities · 2026Article
- Diabetes care performance across Europe: a cascade of care approach accounting for population diversity in 10 countries.BMC public health · 2026Article
- Effectiveness of nutrition education program and omega-3 supplementation on body weight, liver enzyme, lipid profile among non-alcoholic fatty liver disease patients.BMC nutrition · 2026Article
- The public health burden of diabetes mellitus and thyroid disease: twin epidemics.Nature reviews. Endocrinology · 2026Review
- Comparative Analysis of Oral Microbiome in Indian Type 2 Diabetes Mellitus (T2DM) and Periodontitis Cohorts.Diseases (Basel, Switzerland) · 2026Article
- Understanding type 2 diabetes self-management in the Marshall Islands: A mixed-methods exploration of sociocultural and structural barriers.PLOS global public health · 2026Article
- Analysis of C-Reactive Protein and Nitric Oxide Serum Levels in Hypertensive Incidence of Aceh Population, Indonesia.International journal of preventive medicine · 2026Article
81 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
21 authors at 10 institutions in 9 countries.
Funding
Abstract
backgroundType 2 diabetes mellitus (T2DM) comprises the vast majority of all diabetes cases in adults, with alarmingly increasing prevalence over the past few decades worldwide. A particularly heavy healthcare burden of diabetes is noted in Europe, where 8.8% of the population aged 20-79 years is estimated to have diabetes according to the International Diabetes Federation. Multiple risk factors are implicated in the pathogenesis of T2DM with complex underlying interplay and intricate gene-environment interactions. Thus, intense research has been focused on studying the role of T2DM risk factors and on identifying vulnerable groups for T2DM in the general population which can then be targeted for prevention interventions.
methodsFor this narrative review, we conducted a comprehensive search of the existing literature on T2DM risk factors, focusing on studies in adult cohorts from European countries which were published in English after January 2000.
resultsMultiple lifestyle-related and sociodemographic factors were identified as related to high T2DM risk, including age, ethnicity, family history, low socioeconomic status, obesity, metabolic syndrome and each of its components, as well as certain unhealthy lifestyle behaviors. As Europe has an increasingly aging population, multiple migrant and ethnic minority groups and significant socioeconomic diversity both within and across different countries, this review focuses not only on modifiable T2DM risk factors, but also on the impact of pertinent demographic and socioeconomic factors.
conclusionIn addition to other T2DM risk factors, low socioeconomic status can significantly increase the risk for prediabetes and T2DM, but is often overlooked. In multinational and multicultural regions such as Europe, a holistic approach, which will take into account both traditional and socioeconomic/socioecological factors, is becoming increasingly crucial in order to implement multidimensional public health programs and integrated community-based interventions for effective T2DM prevention.
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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.