Evidence map›Paper›PMID 41652579›Full record

ArticleBMC urology2026

Association between polyunsaturated fatty acid intake and proteinuria in the US adult population: a study from the NHANES database.

Hao Zhang, Qi Yu Zeng, Ping Zhang

Abstract read
In one paragraph

Article in BMC urology, 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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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Hao ZhangDepartment of Pharmacy, Chengdu Seventh People's Hospital (Affiliated Cancer Hospital of Chengdu Medical College), No.1188 Shuangxing Avenue, Shuangliu District, Chengdu, Sichuan, 610213, China.
Qi Yu ZengDepartment of Pharmacy, Chengdu Seventh People's Hospital (Affiliated Cancer Hospital of Chengdu Medical College), No.1188 Shuangxing Avenue, Shuangliu District, Chengdu, Sichuan, 610213, China.
Ping ZhangDepartment of Pharmacy, Chengdu Seventh People's Hospital (Affiliated Cancer Hospital of Chengdu Medical College), No.1188 Shuangxing Avenue, Shuangliu District, Chengdu, Sichuan, 610213, China. ZH06162025@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundModerate consumption of polyunsaturated fatty acids has been shown to confer a protective effect against proteinuria and to slow the progression of chronic kidney disease.

objectiveThis study aimed to systematically examine the relationship between polyunsaturated fatty acid intake and proteinuria in the U.S. population, with the goal of providing a foundation for dietary interventions in patients with kidney disease. METHDS: This study utilized data from the National Health and Nutrition Examination Survey (NHANES) conducted between 2009 and 2012 and 2015–2018. Various statistical methods, including descriptive analysis, multivariate logistic regression, the XGBoost machine learning model, and receiver operating characteristic (ROC) curves, were employed to evaluate the relationship between polyunsaturated fatty acid intake and the risk of proteinuria.

resultsAn analysis of the NHANES database, after controlling for various variables such as demographic characteristics and lifestyle factors, revealed that polyunsaturated fatty acid intake was significantly associated with the risk of proteinuria (OR = 0.99; 95% CI: 0.98–0.99; p < 0.001). These findings suggest that moderate intake of polyunsaturated fatty acids may have a protective effect against proteinuria.

conclusionThe results of this study, derived from a comprehensive analysis of NHANES data, suggest that moderate intake of polyunsaturated fatty acids may help delay the progression of renal disease and could serve as a potential dietary intervention strategy for patients with renal disease.

Indexed as

Fatty Acids, UnsaturatedProteinuriaAdultDatabases, FactualFemaleHumansMaleMiddle AgedNutrition SurveysUnited StatesFatty Acids, UnsaturatedChronic kidney diseaseNHANESPolyunsatuated fatty acidsProteinuriaXGBoost

Identifiers

PMID41652579
PMCPMC12977745

What Socratic holds

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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.