Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Jul 3:12:1539022.
doi: 10.3389/fnut.2025.1539022. eCollection 2025.

Body roundness index, thyroid hormones, and threshold effects in US adults: a cross-sectional study from NHANES

Affiliations

Body roundness index, thyroid hormones, and threshold effects in US adults: a cross-sectional study from NHANES

Sijia Yang et al. Front Nutr. .

Abstract

Background: The correlation between visceral adipose tissue and thyroid hormones is debated, and the conventional body mass index (BMI) is insufficient for differentiating fat distribution patterns. This study investigates the nonlinear relationship and threshold effects of the Body Roundness Index (BRI), a geometric metric of visceral fat (BRI = 364.2-365.5 × [1 - (waist circumference/2π)2/(0.5 × √height)2]), on thyroid hormone levels, hypothesizing that BRI influences thyroid hormone concentrations through a specific threshold.

Methods: This study analyzes cross-sectional data from 10,086 participants in the National Health and Nutrition Examination Survey (NHANES) obtained between 2007 and 2012. Participants underwent anthropometric measurements and thyroid hormone assessments. We employed multiple linear and piecewise regressions to examine associations between BRI and the following thyroid hormones: free triiodothyronine (FT3), total triiodothyronine (TT3), free thyroxine (FT4), total thyroxine (TT4), and thyroid-stimulating hormone (TSH). We assessed nonlinearity and threshold effects and reported 95% confidence intervals and p-values.

Results: The median age of participants was 43 years, with a BRI ranging from 0.77 to 19.33. After adjustments, a positive correlation was found between BRI and both TT3 (β = 0.95, 95% CI: 0.68-1.23) and TT4 (β = 0.06, 95% CI: 0.04-0.08). In contrast, a negative correlation was observed between BRI and FT4 (β = -0.03, 95% CI: -0.04 to -0.01). Threshold analysis revealed that when BRI was below 7.21, FT3 and TT3 increased with rising BRI, but this effect weakened or reversed beyond this threshold.

Conclusion: In the American population, BRI is associated with non-linear relationships and threshold effects regarding thyroid hormone levels. Positive correlations exist between BRI and TT3/TT4, while a negative correlation is noted with FT4. Moreover, the dynamic threshold effect of BRI on FT3 and TSH indicates that visceral fat distribution characteristics should be considered when evaluating thyroid hormones.

Keywords: NHANES; body roundness index; cross-sectional study; obesity; thyroid hormones.

PubMed Disclaimer

Conflict of interest statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Figures

Figure 1
Figure 1
The flowchart of participant selection.
Figure 2
Figure 2
Smooth curve fitting of the association between BRI and thyroid hormones. (a) FT3 vs. BRI; (b) FT4 vs. BRI; (c) TSH vs. BRI; (d) TT3 vs. BRI; (e) TT4 vs. BRI. Note: The curves are based on Model 3 (adjusted for age, sex, race, education level, hypertension, poverty-to-income ratio (PIR), diabetes, triglycerides (TG), thyroid peroxidase antibodies (TPOAB), diet, total cholesterol, HDL-C, etc.). Axis units: BRI; thyroid hormones are measured in pg./ml (FT3), ng/dl (FT4), mIU/L (TSH), ng/dl (TT3), and μg/dl (TT4).

Similar articles

References

    1. Babić Leko M, Gunjača I, Pleić N, Zemunik T. Environmental factors affecting thyroid-stimulating hormone and thyroid hormone levels. Int J Mol Sci. (2021) 22. doi: 10.3390/ijms22126521 - DOI - PMC - PubMed
    1. Mullur R, Liu Y, Brent GA. Thyroid hormone regulation of metabolism. Physiol Rev. (2014) 94:355–82. doi: 10.1152/physrev.00030.2013, PMID: - DOI - PMC - PubMed
    1. Rodondi N, Den Elzen WP, Bauer DC, Cappola AR, Razvi S, Walsh JP, et al. Subclinical hypothyroidism and the risk of coronary heart disease and mortality. JAMA. (2010) 304:1365–74. doi: 10.1001/jama.2010.1361, PMID: - DOI - PMC - PubMed
    1. Frost L, Vestergaard P, Mosekilde L. Hyperthyroidism and risk of atrial fibrillation or flutter: a population-based study. Arch Intern Med. (2004) 164:1675. doi: 10.1001/archinte.164.15.1675, PMID: - DOI - PubMed
    1. Biondi B. Mechanisms in endocrinology: heart failure and thyroid dysfunction. Eur J Endocrinol. (2012) 167:609–18. doi: 10.1530/EJE-12-0627, PMID: - DOI - PubMed

LinkOut - more resources