Evidence map›Paper›PMID 42056948›Full record

ArticleBMC public health2026

Prevalence and comorbidity burden of clinical obesity in US adults.

Tuo Xiao, Le Yang, Congying Fan, Yanna Dou, Jin Shang

Abstract read
In one paragraph

Article in BMC public health, 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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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

5 authors.

Tuo XiaoDepartment of Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China.
Le YangDepartment of Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China.
Congying FanThe First Clinical School of Zhengzhou University, Zhengzhou University College of Medicine, Zhengzhou, Henan, 450052, China.
Yanna DouDepartment of Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China. fccdouyn@zzu.edu.cn.
Jin ShangDepartment of Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, 450052, China. vera0405@126.com.

Funding

National Natural Science Foundation of China General Program Project 82170738
6 · The paper itself

Abstract

backgroundThis study aimed to estimate the prevalence and comorbidity burden of clinical obesity among US adults.

methodsAnalyzing data from 53,333 US adults (NHANES, 1999–2018), we stratified participants into no obesity, preclinical obesity, and clinical obesity based on BMI, waist circumference, and presence of organ dysfunction or functional limitations. Mortality risks were assessed via survey-weighted Cox proportional hazards regression, Fine-Gray subdistribution hazard model, and Kaplan–Meier curves. Latent class analysis (LCA) identified distinct comorbidity clusters.

findingsOverall obesity prevalence rose from 46.7% to 61.7%, with clinical obesity (from 34.6% to 46.6%) constituting the dominant type. Clinical obesity was associated with significantly higher risks of all-cause (HR 1.46, 95% CI 1.29–1.66) and cardiovascular (HR 1.65, 95% CI 1.29–2.10) mortality versus preclinical obesity. Within clinical obesity, individuals with ≥ 5 comorbidities had an increased all-cause mortality 3.0-fold (25.4 vs 7.8 per 1000 person-years) and cardiovascular mortality 3.4-fold (5.1 vs 1.6 per 1000 person-years) compared to a single comorbidity. LCA revealed three distinct comorbidity clusters with prognostic heterogeneity; the renal dysfunction-dominant cluster exhibited the poorest survival.

conclusionThe expanding US obesity epidemic is predominantly characterized by a growing burden of high-risk clinical obesity, signifying a shift towards more severe disease phenotypes. Accurate comorbidity quantification in clinical obesity is crucial for refining prognostic assessment and optimizing treatment strategies.

Indexed as

ObesityAdultAgedComorbidityFemaleHumansMaleMiddle AgedNutrition SurveysPrevalenceUnited StatesClinical obesityComorbidityNational Health and Nutrition Examination Survey

Identifiers

PMID42056948
PMCPMC13274020

What Socratic holds

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Registered trials

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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 Socratic graph.