ArticleJournal of cachexia, sarcopenia and muscle2020
Fat-to-muscle ratio as a predictor of insulin resistance and metabolic syndrome in Korean adults.
Article in Journal of cachexia, sarcopenia and muscle, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 67 papers.
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
67 citing papers in PubMed, 93 citations in OpenAlex.
- Effects of plyometric-based high-intensity interval training on muscle-to-fat ratio in children: protocol for a randomized controlled trial in primary school settings.World journal of pediatrics : WJP · 2026Trial
- Association of Waist Circumference and Body Composition Indices with Insulin Resistance in Prepubertal Children with Obesity.Metabolites · 2026Article
- Muscle quality index and phase angle responses to matched-volume resistance training at different frequencies in older women.Physical activity and nutrition · 2026Article
- [Total and regional fat-to-muscle mass ratio and risk of incident benign ovarian neoplasm].Beijing da xue xue bao. Yi xue ban = Journal of Peking University. Health sciences · 2026Article
- Development and external validation of a composite biomarker-based machine learning model for sarcopenia risk stratification in patients with cardiovascular disease.Frontiers in cardiovascular medicine · 2026Article
- Association of cigarette smoking intensity and pack-years with metabolic syndrome: A cross-sectional study.Bioinformation · 2026Article
- The Association between Triglycerides to High-density Lipoprotein Cholesterol (TG/HDL-C) Ratio and 10-year Prospective Risk of Type 2 Diabetes Mellitus: Yazd Healthy Heart Project.Advanced biomedical research · 2026Article
- Association of Physical Activity with Dementia Risk in Cancer Survivors: A Korean Nationwide Cohort Study.Cancer research and treatment · 2026Article
- Association between fat-to-muscle mass ratio and depressive symptoms in U.S. adults: evidence from a nationally representative cross-sectional study.European journal of medical research · 2025Article
- Body Muscle-to-Fat Ratio (BMFR) as a Promising Anthropometric Index for Use in the Evaluation of Insulin Resistance and Metabolic Disease Risk: a Narrative Review.Current obesity reports · 2025Review
- Peripheral Thyroid Hormone Sensitivity Mediates the Association Between Body Composition and Diabetes in Euthyroid Adults.Journal of cachexia, sarcopenia and muscle · 2025Article
- Dual Roles of HbA1c Variability and Body Composition for Cardiovascular Risk: A Cohort Study of 8224 Adults With Type 2 Diabetes Mellitus.Journal of cachexia, sarcopenia and muscle · 2025Article
- Serum essential elements and muscle health in Chinese adults: a community-based study.Nutrition & metabolism · 2025Article
- High muscle-to-fat ratio predicts slow muscle strength decline in middle-aged and older adults: Longitudinal aging study of Taipei.Journal of the Chinese Medical Association : JCMA · 2025Article
- Effect of gold nanoparticles treatment on rats-induced obesity by evaluating body-composition directly and indirectly via bioelectric impedance analysis.Scientific reports · 2025Article
- DXA-Measured Total and Regional Body Composition in Female Athletes with a Physical Impairment.Journal of functional morphology and kinesiology · 2025Article
- The lean body mass to visceral fat mass ratio is negatively associated with cardiometabolic disorders: a cross-sectional study.Scientific reports · 2025Article
- Relationship Between Fat-to-Muscle Ratio and Nonalcoholic Fatty Liver Disease in Middle-Aged and Older Adults with Type 2 Diabetes: Cross-Sectional Study.Diabetes, metabolic syndrome and obesity : targets and therapy · 2025Article
- Associations Between Total and Regional Fat-to-Muscle Mass Ratio with the Prevalence of Infertility: A Cross-Sectional Study.Journal of multidisciplinary healthcare · 2025Article
- Prevalence of Chronic Kidney Disease and Its Association with Fat-to-Muscle Ratio in Ethnic Minority Areas of Southern China: A Cross-Sectional Study.International journal of general medicine · 2025Article
7 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
3 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe present study evaluated the associations of the fat-to-muscle ratio (FMR) with metabolic syndrome (MetS) and insulin resistance (IR) in Korean adults using nationally representative survey data.
methodsA two-stage stratified sampling method was reflected in a cross-sectional study involving a total of 13 032 participants aged ≥ 19 years who participated in the fourth and fifth Korea National Health and Nutrition Examination Surveys. The homeostasis model assessment for IR (HOMA-IR) was used to evaluate IR and was calculated as follows: [fasting plasma glucose level (mg/dL) × fasting plasma insulin level (uIU/mL)]/405. MetS was defined using the 2006 International Diabetes Federation criteria, and FMR was measured using whole-body dual-energy X-ray absorptiometry and calculated as follows: total fat mass (kg) divided by total lean mass (kg). In addition, the optimal FMR cut-off values for detecting MetS and the odds ratios (ORs) for MetS risk were determined according to the FMR quartile and sex.
resultsAmong all participants, the proportion of women was 58.4%, and the mean age was 44.22 ± 0.26 years. The FMR significantly differed between men and women (0.30 ± 0.002 vs. 0.53 ± 0.003, respectively, P < 0.001), and the prevalence of MetS and IR gradually increased as FMR increased (P for trend: <0.001). The optimal FMR cut-off value for detecting MetS was higher in women than in men (0.555 vs. 0.336, respectively). The negative predictive value was the highest in normal-weight participants (0.9992 in women and 0.9986 in men), while the positive predictive value was the highest in obese participants (0.5994 in women and 0.5428 in men). Based on the derived cut-off FMR, a high FMR was associated with poor outcomes in terms of cardiometabolic risk markers (P < 0.001). The multivariable-adjusted ORs for MetS, abdominal obesity, and IR (HOMA-IR ≥ 3) were 5.35 [95% confidence interval (CI): 4.39-6.52], 7.67 (95% CI: 6.33-9.30), and 3.25 (95% CI: 2.70-3.92), respectively, in men and 5.59 (95% CI: 4.66-6.72), 7.48 (95% CI: 6.35-8.82), and 2.55 (95% CI: 2.17-3.00), respectively, in women.
conclusionsIn the present study, a high FMR was significantly associated with the prevalence of MetS and IR. The present findings also showed that FMR can be a novel indicator for detecting the absence or presence of MetS, particularly in metabolically healthy normal-weight individuals and metabolically obese obese-weight individuals.
Indexed as
Identifiers
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.