# Prevalence and associated factors of thyroid nodules in a health examination cohort: an ultrasound-based cross-sectional study using electronic health records

**Authors:** Lele Meng, Xueying Zhang

PMC · DOI: 10.3389/fpubh.2026.1752140 · Frontiers in Public Health · 2026-03-04

## TL;DR

This study found that thyroid nodules are common in a Chinese population and identified factors like age, sex, and lifestyle that are linked to their presence.

## Contribution

The study provides a comprehensive analysis of thyroid nodule prevalence and correlates in a large cohort using EHRs and ultrasound data.

## Key findings

- Thyroid nodules were present in 35.36% of the population, with most being benign.
- Female sex, older age, and family history were strong non-modifiable risk factors.
- Modifiable factors like insufficient iodine intake, obesity, and physical inactivity were also associated with thyroid nodules.

## Abstract

This large-scale cross-sectional study utilized electronic health records (EHRs) to determine the prevalence, sonographic characteristics, and independent correlates of thyroid nodules in a Chinese health examination cohort, with comprehensive adjustment for iodine status, thyroid function, and autoantibodies.

We analyzed data from 12,468 adults undergoing routine check-ups in 2024. Thyroid nodules were assessed via ultrasonography and classified using TI-RADS. Multivariable logistic regression identified factors independently associated with nodule presence.

The prevalence of thyroid nodules was 35.36%, with the vast majority (96.01%) being benign or probably benign (TI-RADS 2–3). Independent correlates included female sex (OR = 1.65, 95% CI:1.51–1.80), older age (per 10-year increment, OR = 1.55, 95% CI:1.47–1.64), family history of thyroid disease (OR = 2.31, 95% CI:2.04–2.61), insufficient iodine intake (OR = 1.38, 95% CI:1.23–1.55), obesity (OR = 1.35, 95% CI:1.21–1.50), abnormal TSH (OR = 1.32, 95% CI:1.19–1.46), and TPOAb positivity (OR = 1.28, 95% CI:1.13–1.45). Regular moderate-to-vigorous physical activity was protective (OR = 0.73, 95% CI:0.66–0.81).

Thyroid nodules are highly prevalent in this population. We identified a profile of both non-modifiable (e.g., sex, age) and modifiable (e.g., iodine nutrition, obesity, physical activity) correlates. These findings highlight targets for preventive health strategies, though future prospective studies in the general population are warranted to confirm causality.

## Full-text entities

- **Diseases:** obesity (MESH:D009765), Thyroid nodules (MESH:D016606), thyroid disease (MESH:D013959)
- **Chemicals:** iodine (MESH:D007455)

## Full text

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## References

30 references — full list in the complete paper: https://tomesphere.com/paper/PMC12996051/full.md

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Source: https://tomesphere.com/paper/PMC12996051