Evidence map›Paper›PMID 41859269›Full record

ArticleFrontiers in public health2026

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

Lele Meng, Xueying Zhang

Abstract read
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Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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2citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

2 authors.

Lele Meng *Health Management Center of the First Affiliated Hospital of Henan Polytechnic University (Jiaozuo Second People's Hospital), Jiaozuo, Henan, China.
Xueying Zhang *Department of Dermatology, Jiaozuo City Hospital of Traditional Chinese Medicine, Jiaozuo, Henan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objectives: 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. Methods: 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. Results: 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). Conclusion: 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.

Indexed as

Electronic Health RecordsThyroid NoduleAdultChinaCross-Sectional StudiesFemaleHumansMaleMiddle AgedPrevalenceRisk FactorsUltrasonographycross-sectional studyiodineprevalencerisk factorsthyroid functionthyroid nodules

Identifiers

PMID41859269
PMCPMC12996051

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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.