# The simplified method for quantifying metabolic syndrome (siMS) score reflects an increased cardiometabolic burden: adiposity, hemodynamics, and HRV findings in young adults

**Authors:** Christopher J. Kotarsky, Jillian M. Lang, Elena S. Shostak, William Quinn, Valerie Chervinskaya, Elisa Fioraso, Everett Smith, Justin A. DeBlauw, Jennifer Lloyd, Stephen J. Ives

PMC · DOI: 10.1007/s40200-026-01870-2 · Journal of Diabetes and Metabolic Disorders · 2026-02-19

## TL;DR

The siMS score identifies early signs of cardiometabolic risk in young adults through body fat, blood pressure, and heart rate variability, even before metabolic syndrome develops.

## Contribution

The siMS score is shown to detect early cardiometabolic burden in healthy young adults through hemodynamic and autonomic markers.

## Key findings

- Higher siMS scores correlate with increased body fat, blood pressure, and visceral fat in young adults.
- HMS group showed reduced heart rate variability, indicating increased cardiometabolic risk.
- No differences in blood glucose, lipids, or microvascular reactivity were observed between groups.

## Abstract

Metabolic Syndrome (MetS) increases cardiovascular disease risk, yet early identification of pre-MetS remains challenging. The Simple Method for Quantifying MetS (siMS) score offers potential for detecting cardiometabolic burden in younger and middle-aged, relatively healthy populations.

We stratified 51 healthy adults (aged 18–60 years) into Low siMS (LMS, siMS < 2.085, n = 25) and High siMS (HMS, siMS ≥ 2.085, n = 26) groups based on the median siMS score and compared central hemodynamic parameters, heart rate variability (HRV), and microvascular function as independent predictors of cardiometabolic risk between these groups. Anthropometrics, body composition, hemodynamics (e.g., central blood pressure [BP], mean arterial pressure [MAP]), HRV (e.g., %R-R intervals > 50 msec, pNN50; high-frequency power), microvascular reactivity (near-infrared spectroscopy vascular occlusion test), blood glucose and lipid profiles, and dietary intake were assessed using established protocols.

The HMS group exhibited significantly higher body mass, body mass index (BMI), waist and hip circumferences, fat mass, visceral fat, central and peripheral BP, MAP, and augmentation index adjusted to 75 bpm (all p ≤ 0.004), alongside lower HRV metrics (pNN50, high-frequency power, low-frequency power, and total power, p ≤ 0.003), indicating increased cardiometabolic burden. No differences were observed in blood glucose, lipids, dietary intakes, or microvascular reactivity.

These findings suggest that higher siMS scores reflect early cardiometabolic risk through adverse hemodynamic and autonomic profiles, even in the absence of overt MetS, metabolic abnormalities, or detectable microvascular dysfunction. The siMS score may serve as a proactive tool for identifying at-risk individuals, supporting targeted interventions to mitigate long-term cardiometabolic risk.

## Linked entities

- **Diseases:** Metabolic Syndrome (MONDO:0000816), cardiovascular disease (MONDO:0004995)

## Full-text entities

- **Diseases:** abdominal obesity (MESH:D056128), chronic diseases (MESH:D002908), adiposity (MESH:D018205), eating disorders (MESH:D001068), LMS (MESH:D009800), CVD (MESH:D002318), myocardial infarction (MESH:D009203), end-organ damage (MESH:C564816), compromised immune systems (MESH:D007154), microvascular dysfunction (MESH:D017566), hypothyroidism (MESH:D007037), occlusion (MESH:D001157), hypertension (MESH:D006973), metabolic abnormalities (MESH:D008659), amenorrhea (MESH:D000568), smoking (MESH:D015208), obesity (MESH:D009765), cardiovascular strain (MESH:D013180), cancer (MESH:D009369), Diabetes (MESH:D003920), hyperglycemia (MESH:D006943), HMS (MESH:D024821), dyslipidemia (MESH:D050171), coronary heart disease (MESH:D003327)
- **Chemicals:** alcohol (MESH:D000438), glucose (MESH:D005947), lipid (MESH:D008055), carbohydrates (MESH:D002241), Carbs carbohydrates (-), levothyroxine (MESH:D013974), caffeine (MESH:D002110), cholesterol (MESH:D002784), Blood glucose (MESH:D001786), water (MESH:D014867), TG (MESH:D014280), oxygen (MESH:D010100), TC (MESH:D013667)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

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## References

13 references — full list in the complete paper: https://tomesphere.com/paper/PMC12920865/full.md

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Source: https://tomesphere.com/paper/PMC12920865