ArticleCardiovascular diabetology2024
Longitudinal economic burden of incident complications among metabolic syndrome populations.
Article in Cardiovascular diabetology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers, 1 of them a synthesis that pooled it.
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Who cites it
20 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Association of priori dietary patterns with metabolic syndrome and its components: a systematic review and meta-analysis.Frontiers in nutrition · 2026Pooled it
- Trial
- Food Security and Cardio-Metabolic Risk in Individuals with Metabolic Syndrome.International journal of environmental research and public health · 2024Trial
- Assessing the reliability and validity for metabolic syndrome diagnosis using point-of-care analyzers in a mobile setup - a pilot study.BMC primary care · 2026Article
- Ultrasound and MRI abdominal fat distribution and its associations with metabolic conditions in adults with abdominal obesity.Diabetes, obesity & metabolism · 2026Article
- Depressive symptoms and cardiometabolic diseases in Chinese middle-aged and older adults: a longitudinal cross-lagged analysis.BMC public health · 2026Article
- Feeding the invaders: how metabolic imbalance shapes infection and biofilm development.FEMS microbiology reviews · 2026Review
- Editorial: Functional foods for metabolic health.Frontiers in nutrition · 2026Article
- Occurrence of metabolic syndrome in young adults and inequalities according to sex, skin color, and socioeconomic status: evidence from two birth cohorts in Southern Brazil.Cadernos de saude publica · 2026Article
- Article
- Associations between self-reported and actigraphy measured sleep duration with metabolic syndrome: evidence from NHANES 2011-2014.Journal of behavioral medicine · 2025Article
- The Economic Cost of Type 2 Diabetes in Indonesia: A Systematic Review.Iranian journal of public health · 2025Review
- Influence of lifestyle risk factors and genetic predisposition on metabolic syndrome risk in Korean adults.Scientific reports · 2025Article
- The association between duration of metformin and sulfonylurea treatment and microvascular complications in patients with incident type 2 diabetes: a pooled cohort analysis.Journal of diabetes and metabolic disorders · 2025Article
- MicroRNAs as Epigenetic Biomarkers of Pathogenetic Mechanisms of the Metabolic Syndrome Induced by Antiseizure Medications: Systematic Review.Journal of clinical medicine · 2025Review
- Higher hemoglobin levels are associated with impaired left ventricular global strains in metabolic syndrome: a 3.0 T CMR feature tracking study.Cardiovascular diabetology · 2025Article
- Depressive symptom trajectories and incident metabolic syndrome in middle-aged and older adults: A longitudinal analysis of the ELSA study.Frontiers in psychiatry · 2025Article
- Association between the dietary inflammatory index and depressive symptoms in adults with metabolic syndrome: a cross-sectional study from the NHANES database.Frontiers in nutrition · 2025Article
- Diagnostic value and mediation effects of the visceral adiposity index, triglyceride-glucose index, and platelet-to-HDL ratio in young overweight and obese Chinese adults.Frontiers in nutrition · 2025Article
- Dose-response relationship between the triglyceride-glucose index and metabolic syndrome risk in patients with type 2 diabetes: a cross-sectional analysis of 1,560 cases.Frontiers in endocrinology · 2025Article
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6 authors.
Funding
Abstract
backgroundThis study quantifies the longitudinal economic burden for a wide spectrum of incident complications, metabolic syndrome (MS)-related risk factors, and comorbidities in patients with MS.
methodsThis retrospective study utilized linked data from the 2013 National Health Interview Survey and the 2012-2021 National Health Insurance Research Database to identify MS individuals and their characteristics. The incidence rate of each complication was calculated as the number of complication events in the study period divided by the total person-years during follow-up. The healthcare costs of complications were analyzed using a generalized estimating equation model to determine the cost impact of complications after adjustment for patients' characteristics. Sensitivity analyses on variables with high missing rates (i.e., cause of death, body mass index) were performed.
resultsAmong 837 identified MS individuals over 8.28 (± 1.35) years of follow-up, the most frequent complications were microvascular diseases (incidence rate for nephropathy/retinopathy/neuropathy: 6.49/2.64/2.08 events per 100 person-years), followed by cardiovascular diseases (2.47), peripheral vascular diseases (2.01), and cancers (1.53). Death was the costliest event (event-year cost per person: USD 16,429) and cancers were the most expensive complications (USD 9,127-11,083 for non-MS- and MS-related cancers). Developing non-MS/MS-related cancers, cardiovascular diseases, and obesity-related medical conditions increased annual costs by 273% (95% CI: 181-397%)/175% (105-269%), 159% (118-207%), and 140% (84-214%), respectively. Microvascular diseases had the lowest cost impact on annual costs (i.e., 27% [17-39%]/27% [11-46%]/24% [11-37%] increases for nephropathy/neuropathy/retinopathy, respectively). Having existing comorbidities increased annual costs by 20% (osteoarthritis) to 108% (depression). Having morbid obesity (i.e., body mass index ≥ 35 kg/m
conclusionsThe economic burden from costly incident complications (i.e., cardiovascular diseases, peripheral vascular diseases, cancers), MS-related risk factors (i.e., morbid obesity), and comorbidities (i.e., depression) highlight the urgent need for early intervention to prevent MS and its progression. The comprehensive cost estimates reported in this study can facilitate the parameterization of economic analyses to identify cost-effective interventions for these patients.
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