Muscle quality index is associated with advanced stages in patients with cardiovascular-kidney-metabolic syndrome: A

Huang Yu1

  • 1Department of Cardiovascular Medicine, Xinfeng County People's Hospital, Ganzhou, Jiangxi, China.

Medicine
|June 23, 2026
PubMed

Insights

Higher muscle quality index (MQI) is linked to lower odds of advanced Cardiovascular-Kidney-Metabolic (CKM) syndrome. This protective effect is more pronounced in males and high-income individuals, suggesting muscle quality is a key factor.

Area of Science:

  • Cardiology
  • Nephrology
  • Metabolic Health
  • Muscle Physiology

Background:

  • Cardiovascular-Kidney-Metabolic (CKM) syndrome is a complex condition with significant health and economic impacts.
  • Muscle mass and strength are established prognostic indicators in CKM-related diseases.
  • The association between muscle quality index (MQI) and advanced CKM syndrome is not well-defined.

Purpose of the Study:

  • To investigate the relationship between the muscle quality index (MQI) and the prevalence of advanced Cardiovascular-Kidney-Metabolic (CKM) syndrome.
  • To explore potential threshold effects and effect modifications by demographic factors.

Main Methods:

  • Cross-sectional analysis of National Health and Nutrition Examination Survey (NHANES) data (2011-2014).
  • MQI calculated as handgrip strength divided by appendicular skeletal muscle mass.
  • Advanced CKM syndrome defined by American Heart Association criteria (stages 3-4).
  • Multivariable logistic regression, restricted cubic splines, and stratified analyses were used.

Main Results:

  • Among 2012 participants, 4.7% had advanced CKM syndrome.
  • An elevated MQI was associated with reduced odds of advanced CKM syndrome (OR=0.54 per unit increase).
  • A threshold effect was observed at MQI=2.66, with stronger inverse association below this value.
  • Significant effect modification by sex and income was noted; the inverse association was primarily observed in males and high-income individuals.

Conclusions:

  • Muscle quality, assessed by MQI, demonstrates a threshold-dependent inverse association with advanced CKM syndrome.
  • The protective effect of muscle quality is more pronounced in males and higher socioeconomic groups.
  • Maintaining muscle quality may be a clinically relevant strategy for managing advanced CKM syndrome.

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