Evidence map›Paper›PMID 42828513›Full record

ArticleAnnals of medicine2026

Routine health examination indicators for fatty liver disease risk stratification in adults with thyroid dysfunction: a cross-sectional study of 46,311 individuals.

Chaochao Wang, Huiting Rao, Xuefei Zhang, Guibiao Zhang, Guodong Xia, Li Zhang

Abstract read
In one paragraph

Article in Annals of 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.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

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

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Chaochao WangDepartment of Emergency Medicine, The Affiliated Hospital, Southwest Medical University, Luzhou, China.
Huiting RaoDepartment of Gastroenterology, The Fourth Affiliated Hospital, Southwest Medical University, Meishan, China.
Xuefei ZhangHealth Management Center, The Affiliated Hospital, Southwest Medical University, Luzhou, China.
Guibiao ZhangHealth Management Center, The Affiliated Hospital, Southwest Medical University, Luzhou, China.
Guodong XiaHealth Management Center, The Affiliated Hospital, Southwest Medical University, Luzhou, China.
Li ZhangHealth Management Center, The Affiliated Hospital, Southwest Medical University, Luzhou, China.ORCID 0000-0001-9446-6415

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundFatty liver disease is frequently identified during routine health examinations, but practical strategies for risk stratification in adults with thyroid dysfunction remain limited. This study evaluated metabolic dysfunction-associated fatty liver disease (MAFLD) prevalence across thyroid function categories and developed health examination-based risk stratification models.

methodsThis retrospective cross-sectional study included 46,311 adults who underwent routine health examinations from November 2019 to February 2025. Participants were classified as euthyroid, hypothyroid, or hyperthyroid. MAFLD was defined as ultrasound-confirmed hepatic steatosis plus overweight/obesity, diabetes, or metabolic dysregulation. Logistic regression and restricted cubic spline analyses assessed thyroid-related associations. Least absolute shrinkage and selection operator regression and multivariable logistic regression were used to develop models for adults with hypothyroidism or hyperthyroidism. Discrimination, calibration, and utility for post-examination risk stratification were evaluated.

resultsAmong 46,311 participants, 42,978 were euthyroid, 2,645 had hypothyroidism, and 688 had hyperthyroidism. MAFLD prevalence was 33.0%, 35.5%, and 19.9%, respectively. FT3 was positively associated with MAFLD, whereas FT4 was inversely associated; TSH was not independently associated after full adjustment. The hypothyroid model retained age, BMI, ALT, TG, and HDL-C, with AUCs of 0.906 and 0.901 in the training and validation sets. The hyperthyroid model retained age, BMI, FT4, ALT, and HDL-C, with AUCs of 0.918 and 0.932. Both models showed good calibration and potential utility for post-examination risk stratification.

conclusionsRoutine health examination indicators can stratify fatty liver risk among adults with thyroid dysfunction and may help identify individuals requiring targeted liver-metabolic follow-up. External validation and prospective evaluation are needed.

Indexed as

Fatty LiverHyperthyroidismHypothyroidismThyroid DiseasesAdultCross-Sectional StudiesFemaleHumansMaleMiddle AgedPrevalenceRetrospective StudiesRisk AssessmentRisk Factorsclinical prediction modelmetabolic dysfunction-associated fatty liver diseaserisk stratificationRoutine health examinationthyroid dysfunction

Identifiers

PMID42828513
PMCPMC13644438

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.