Structural equation modeling of sleep apnea, inflammation, and metabolic dysfunction in children
Karen A Waters1, Benjamin T Mast, Silvano Vella
1Department of Pediatrics, Division of Pediatric Sleep Medicine and Kosair Children's Hospital Research Institute, University of Louisville, 571 S. Preston Street, Louisville, KY 40202, USA. kaw@med.usyd.edu.au
Insights
Childhood obesity and obstructive sleep apnea (OSA) are linked to metabolic syndrome through inflammation. This study reveals that obesity, arousal, and inflammatory markers play roles in this association, starting in childhood.
Area of Science:
- Pediatric Endocrinology
- Sleep Medicine
- Metabolic Health
Background:
- Obstructive sleep apnea (OSA) is frequently observed with obesity and elevates the risk of metabolic syndrome.
- Inflammatory pathway upregulation is a potential mechanism linking OSA, obesity, and metabolic dysfunction.
Purpose of the Study:
- To investigate the interrelations between childhood obesity, OSA, inflammation, and metabolic dysfunction using structural equation modeling.
- To explore the role of arousal indices and specific cytokine markers in the association between OSA and metabolic dysfunction.
Main Methods:
- Structural equation modeling (SEM) was employed to analyze data from 184 children (mean age 8.5 years).
- Measurements included height, weight, overnight polysomnography, and fasting blood analysis for glucose, insulin, lipids, leptin, and various cytokines.
- Two cytokine factors and one metabolic factor were derived for SEM analysis.
Main Results:
- Obesity, measured by body mass index z-score, significantly influences metabolic dysfunction in children with OSA.
- Arousal indices and specific cytokine markers were also found to influence the association between OSA and metabolic dysfunction.
- The SEM model demonstrated a good fit, indicating significant associations between the studied variables.
Conclusions:
- Obstructive sleep apnea contributes to the mechanisms linking sleep disturbances, systemic inflammation, and insulin resistance.
- These complex interrelations, involving obesity, inflammation, and metabolic dysfunction, appear to originate in childhood.
- Early identification and intervention for OSA in obese children may be crucial for preventing metabolic syndrome.
Abstract:
Obstructive sleep apnea (OSA), often concomitant with obesity, increases the risk for the metabolic syndrome. One mechanism that may participate in this association is upregulation of inflammatory pathways. We used structural equation modeling to assess the interrelations between childhood obesity, OSA, inflammation, and metabolic dysfunction. One hundred and eighty-four children (127 boys, mean age: 8.5 +/- 4.1 years) had height and weight measured, underwent overnight polysomnography and had fasting blood taken. The blood was analyzed for insulin, glucose, lipids, leptin, and cytokines [interferon (IFN)-gamma, granulocyte macrophage-colony stimulating factor, interleukin (IL)-1beta, IL-2, IL-4, IL-6, IL-8, IL-10, IL-12, tumor necrosis factor-alpha]. Structural equation modeling (SEM) was used to evaluate associations between the outcomes of interest including hypoxia, arousal (related to respiratory and spontaneous), obesity, metabolic dysfunction, and inflammatory markers. Two cytokine factors and one metabolic factor were derived for the SEM. These factors provided good fit in the structural equation model (chi(2)/df = 2.855; comparative fit index = 0.90, root mean squared error of approximation = 0.10) and all factor loadings were significantly different from zero (P < or = 0.01). Overall, our results indicate that while obesity (as measured by body mass index z-score) has a major influence on the metabolic dysfunction associated with OSA, arousal indices, and cytokine markers may also influence this association. Our results support the hypothesis that OSA is a contributor to the mechanisms that link sleep, systemic inflammation and insulin resistance, and show that the interrelations may begin in childhood.
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