SynthesisInternational journal of obesity (2005)2025
Combined lifestyle factors and metabolic syndrome risk: a systematic review and meta-analysis.
Synthesis in International journal of obesity (2005), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
What it found
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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
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Digital Marketing Strategies for Sustainable Food and Beverage Brands: A Bibliometric Systematic Literature Review.F1000Research · 2026Pooled it
- Metabolic Age as a Potential Marker of Cardiometabolic Vulnerability in Institutionalised Older Adults: A Cross-Sectional Study.Journal of clinical medicine · 2026Article
- Article
- Associations between lifestyle, genetic liability for severe mental illness and risk of incident somatic illnesses.Translational psychiatry · 2026Article
- Associations between Sugar-Sweetened Beverage Intake and Metabolic Syndrome among Postmenopausal Black Women with Obesity and a Family History of Breast Cancer.Cancer research communications · 2026Article
- Metabolic Reprogramming Driven by Modifiable Lifestyle Factors in Metabolic Syndrome and Alcohol-Related Liver Disease: A Narrative Review.Metabolites · 2026Review
- Lifestyle factors and cardiometabolic risk.Chinese medical journal · 2026Review
- Article
- High-fat diet-induced gut microbiota functional reprogramming is associated with metabolic inflammation and cardiac remodeling through the gut-heart axis in mice.Frontiers in immunology · 2026Article
- Metabolic syndrome among adults aged 18-40 years in the United Arab Emirates: prevalence and associated factors using harmonized criteria.Frontiers in public health · 2026Article
- Integrated metabolomics reveals lipid mediators and food-associated chemicals associated with metabolic syndrome.Frontiers in nutrition · 2026Article
- Modifiable psychosocial risk factors for depression among cancer survivors in the United States.PloS one · 2026Article
- Association of the dietary-behavioral risk index with metabolic syndrome and its components: a cross-sectional study in rural China.Frontiers in endocrinology · 2026Article
- TREM2: A Potential Target for the Targeted Therapy of Metabolic Diseases.Mediators of inflammation · 2026Review
- Article
- Triglycerides to high-density lipoprotein cholesterol ratio and its association with periodontitis-a systematic review.BDJ open · 2025Article
- Obesity, Knowledge, and Perceived Risk: Insights from the ObeCare Project Across Italian Territorial Pharmacies.Healthcare (Basel, Switzerland) · 2025Article
- The role of insulin resistance in the longitudinal progression from NAFLD to cardiovascular-kidney-metabolic disease.Cardiovascular diabetology · 2025Article
- Predictors of Metabolic Syndrome in Polish Women-The Role of Body Composition and Sociodemographic Factors.Journal of clinical medicine · 2025Article
- Association between the psychological frailty index and stroke: a cohort study from CHARLS.Scientific reports · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
BACKGROUND/
objectivesThe metabolic syndrome is a complex condition influenced by many factors including lifestyle. Recently, more and more studies explored the relationships between combined lifestyle factors (often measured as lifestyle scores/indices) and metabolic syndrome due to the co-occurrence of these factors. These scores/indices considered potential interactions among lifestyle factors, offering a more comprehensive understanding of their relationship with metabolic syndrome. However, no review/meta-analysis has been conducted to summarize existing evidence. Thus, this study aimed to synthesize the associations between lifestyle scores/indices and metabolic syndrome in cross-sectional and cohort studies. SUBJECTS/
methodsA literature search was performed in Embase and Medline. Multivariable-adjusted estimates were synthesized using random-effects models. In research where higher scores indicated better health, we used original estimates directly. In studies where higher scores denoted poorer health, we first calculated the coefficients and standard errors based on original estimates. Afterward, we reversed coefficients' directions and recalculated new estimates. Thus, the pooled estimates compared the healthiest with the least-healthy lifestyles (the highest vs. lowest scores/indices). Subgroup analyses were conducted based on study design, region, baseline time, baseline age, sex, health status, metabolic syndrome diagnosis, and lifestyles' number. Sensitivity analyses were performed by including only high-quality studies and employing leave-one-out analyses.
resultsNineteen studies from 16 publications were included. Physical activity, diet, and smoking were the top three included lifestyle factors. Compared to participants with the least-healthy lifestyles, those with the healthiest lifestyles had a 43% lower metabolic syndrome risk (95% confidence interval = 0.41-0.73). In subgroup analyses, healthy lifestyle scores/indices were inversely associated with both metabolic syndrome prevalence in cross-sectional studies (Odds ratio = 0.62; 95% confidence interval = 0.51-0.73) and metabolic syndrome incidence in cohort studies (Odds ratio = 0.40; 95% confidence interval = 0.11-0.68). The inverse association was consistent in other subgroup and sensitivity analyses.
conclusionsAdherence to a healthy lifestyle pattern was beneficial to metabolic syndrome 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.