Evidence map›Paper›PMID 42541683›Full record

ArticleClinical rheumatology2026

Metabolic-inflammatory phenotypes, osteoarthritis, and lower-extremity functional limitation in US adults: a NHANES 2007-2018 study.

Haotian Yang, Kuike Yu, Yu Chen, Zhenlin Sun, Wei Wang, Ran Tao

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Article in Clinical rheumatology, 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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5 · Who and what money

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6 authors.

Haotian YangMedical School of Nantong University, Nantong, Jiangsu, China.ORCID http://orcid.org/0009-0007-8279-9862
Kuike YuMedical School of Nantong University, Nantong, Jiangsu, China.ORCID http://orcid.org/0009-0008-5395-7021
Yu ChenMedical School of Nantong University, Nantong, Jiangsu, China.ORCID http://orcid.org/0009-0009-0288-7323
Zhenlin SunMedical School of Nantong University, Nantong, Jiangsu, China.ORCID http://orcid.org/0009-0008-3507-9261
Wei WangMedical School of Nantong University, Nantong, Jiangsu, China.ORCID http://orcid.org/0009-0009-2459-8207
Ran TaoDepartment of Orthopaedics, Affiliated Hospital of Nantong University, Nantong, Jiangsu, China. nigetr007@163.com.ORCID http://orcid.org/0000-0002-1883-0251

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionTo identify metabolic-inflammatory profiles in US adults and assess their cross-sectional associations with self-reported osteoarthritis (OA) and lower-extremity functional limitation.

methodsWe analyzed six National Health and Nutrition Examination Survey cycles from 2007-2008 to 2017-2018. Latent class analysis used body mass index, waist circumference, systolic blood pressure, diabetes, and log-transformed neutrophil-to-lymphocyte ratio. Survey-weighted logistic regression assessed prevalent OA in 9770 adults and lower-extremity functional limitation in 2189 adults with available Physical Functioning Questionnaire data.

resultsAmong 9770 participants, 559 met the study definition of OA. Three profiles were identified: relatively healthy, intermediate metabolic, and highest metabolic-inflammatory burden. After full adjustment, the intermediate profile was not associated with OA (OR 1.34, 95% CI 0.93-1.95), whereas the highest-burden profile was associated with higher odds of OA (OR 1.76, 95% CI 1.34-2.32). Among 2189 participants with functional data, 1239 had functional limitation; the highest-burden profile was associated with this outcome (OR 3.25, 95% CI 2.39-4.41). Seven-indicator and leave-one-adiposity-indicator-out analyses retained positive associations for the highest-burden profile, although class distributions and intermediate-profile estimates varied.

conclusionsThe highest-burden profile was associated with prevalent self-reported OA and lower-extremity functional limitation in this nationally representative cross-sectional sample. These findings do not establish temporality or causality. Prospective studies with joint-specific OA ascertainment are needed to determine whether combined systemic risk profiling can inform prevention, rehabilitation, or risk stratification. Key Points • NHANES data identified three metabolic-inflammatory profiles among US adults. • The profile with the highest combined systemic burden was associated with prevalent self-reported osteoarthritis. • The same profile was associated with lower-extremity functional limitation among 2,189 participants with available questionnaire data. • The cross-sectional design precludes causal inference; longitudinal, joint-specific validation is required.

Indexed as

InflammationLower ExtremityOsteoarthritisAdultAgedBody Mass IndexCross-Sectional StudiesFemaleHumansLogistic ModelsMaleMiddle AgedNutrition SurveysPhenotypePrevalenceUnited StatesFunctional limitationLatent class analysisMetabolic inflammationNHANESOsteoarthritisPhenotype

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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.