Evidence map›Paper›PMID 42798075›Full record

ArticleMedicine2026

Association between ln(FPG/HDL-C) × BMI and self-reported obstructive sleep apnea: A cross-sectional study using NHANES data.

Yunzhou Zheng, Shanshan Zhang

Abstract read
In one paragraph

Article in Medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

2 authors.

Yunzhou ZhengClinical Laboratory, Bethune International Peace Hospital, Shijiazhuang, China.ORCID 0009-0007-3179-894
Shanshan ZhangDepartment of Procurement, Bethune International Peace Hospital, Shijiazhuang, China.

Funding

Medical Science Research Project of Hebei 20231340
6 · The paper itself

Abstract

Obstructive sleep apnea (OSA) is linked to fasting plasma glucose, high-density lipoprotein cholesterol, and body mass index. However, the association between OSA and the ln[(fasting plasma glucose)/(high-density lipoprotein cholesterol)] × body mass index (FHB) index: calculated as ln(FPG/HDL-C) × BMI: has not been extensively investigated in US adults. This research aims to investigate whether the FHB index is associated with the risk of self-reported OSA symptoms among US adults. The analysis utilized National Health and Nutrition Examination Survey datasets collected during the 2005 to 2008 and 2015 to 2018 survey cycles. Weighted multivariable regression and curve fitting were applied to explore the FHB index-OSA correlation, while subgroup and sensitivity analyses were conducted to evaluate the consistency of this relationship. Among 7414 study subjects, 3694 reported symptoms of OSA. Curve fitting showed a nonlinear positive relationship of the FHB index for OSA risk (P for nonlinearity <.001), with an identified threshold of 25.84. Below this value, each 1-unit increase in the FHB index was linked to a 5.2% increase in OSA risk (odds ratio [OR] = 1.052; 95% confidence interval [CI]: 1.009-1.096). Above this value, each 1-unit increase was linked to a 2.6% increase (OR = 1.026; 95% CI: 1.022-1.031). When the FHB index was analyzed as a categorical variable, individuals in the third tertile of the FHB index had odds of OSA that were 211.9% higher than those in the first tertile (OR = 3.119; 95% CI: 2.675-3.635). Subgroup and sensitivity analyses confirmed the robustness of this association. This cross-sectional study revealed a nonlinear positive relationship between the FHB index and self-reported OSA among US adults. The FHB index may serve as a novel and convenient candidate marker for identifying individuals at high-risk of OSA, meriting further investigation. However, before considering clinical application, these findings require validation through longitudinal studies.

Indexed as

Blood GlucoseBody Mass IndexCholesterol, HDLSleep Apnea, ObstructiveAdultCross-Sectional StudiesFastingFemaleHumansMaleMiddle AgedNutrition SurveysRisk FactorsSelf ReportUnited StatesBlood GlucoseCholesterol, HDLbody mass indexfasting plasma glucosehigh-density lipoprotein cholesterolNHANESobstructive sleep apnea

Identifiers

PMID42798075
PMCPMC13619220

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.