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The body mass index-glucose index as a new tool for early detection of the risk of dysglycemia in patients with hypertension and obstructive sleep apnea

Wenbo Yang et al · BMC · 2026

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Abstract Purpose Currently, there is a lack of early biomarkers to identify the risk of dysglycemia in patients with concurrent hypertension and obstructive sleep apnea (OSA). The aim of our study is to evaluate the efficacy of the recently proposed Body Mass Index (BMI)-Glucose (ByG) index in identifying the risk of dysglycemia in patients with hypertension and OSA. Methods A retrospective cohort study of 1,759 adults with hypertension and OSA from the Urumqi Research on Sleep Apnea and Hypertension study (UROSAH) was conducted. Cox proportional hazards models were used to assess the associations between the ByG index and new-onset dysglycemia, diabetes, and prediabetes. Time-dependent receiver operating characteristic (ROC) curves were constructed to compare the efficacy of the ByG index with traditional insulin resistance indicators. Results During a median follow-up of 7.25 years, 212 cases of dysglycemia (157 diabetes, 55 prediabetes) were identified. Participants in the highest ByG tertile had a significantly increased risk of dysglycemia (HR 3.20; 95% CI: 2.13–4.80), diabetes (HR 3.38; 95% CI: 2.02–5.66), and prediabetes (HR 2.95; 95% CI: 1.44–6.06) compared to the lowest tertile, after full adjustment. Time-dependent ROC showed the ByG index was more discriminative in predicting dysglycemia (including diabetes and prediabetes) events at 3, 5 and 7 years compared to BMI, TyG, TyG-BMI indices, waist circumference, and waist-to-height ratio. Conclusion The ByG index serves as an independent predictor of dysglycemia, encompassing diabetes and prediabetes, among patients with hypertension and OSA. As a simple, accessible, and reliable tool for early risk stratification, it demonstrates application potential but requires validation through prospective studies. Trial registration Not applicable.

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APA 7

al, W. Y. E. (2026). The body mass index-glucose index as a new tool for early detection of the risk of dysglycemia in patients with hypertension and obstructive sleep apnea. https://doi.org/10.1186/s12902-026-02226-w

MLA

al, Wenbo Yang et. "The body mass index-glucose index as a new tool for early detection of the risk of dysglycemia in patients with hypertension and obstructive sleep apnea." 2026. https://doi.org/10.1186/s12902-026-02226-w.

Chicago

al, Wenbo Yang et. 2026. "The body mass index-glucose index as a new tool for early detection of the risk of dysglycemia in patients with hypertension and obstructive sleep apnea.". https://doi.org/10.1186/s12902-026-02226-w.

Harvard

al, W. Y. E. 2026, The body mass index-glucose index as a new tool for early detection of the risk of dysglycemia in patients with hypertension and obstructive sleep apnea, BMC, available at: https://doi.org/10.1186/s12902-026-02226-w [Accessed 23 Jun. 2026].

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Título
The body mass index-glucose index as a new tool for early detection of the risk of dysglycemia in patients with hypertension and obstructive sleep apnea
Autor / colaboradores
Wenbo Yang et al
Editorial
BMC
Año de publicación
2026
ISSN
1472-6823
ISSN
1472-6823
Idioma
eng

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