Evidence map›Paper›PMID 41102715›Full record

ArticleBMC public health2025

The predictive value of family income to poverty ratio and diabetic retinopathy in adults aged 20 years and above in the United States: a cross-sectional study based on NHANES 1999-2020.

Yanzheng Song, Yaohui Qu, Lin Liu, Zhaoyang Li, Ruopu Xiao, Xinyu Zhang, Xin Wang, Donghan Zhang, Liangqing Guo, Hongxing Zhang and 1 more

Abstract read
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Article in BMC public health, 2025. 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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4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Yanzheng Song *First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China.
Yaohui Qu *First Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China.
Lin LiuSpecial Examination Department, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China.
Zhaoyang LiFirst Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China.
Ruopu XiaoCollege of Acupuncture and Massology, Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China.
Xinyu ZhangFirst Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China.
Xin WangFirst Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China.
Donghan ZhangFirst Clinical Medical College, Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China.
Liangqing GuoDepartment of Endocrine, Affiliated Hospital of Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China. glq5028@163.com.
Hongxing Zhang *Traditional Chinese medicine Ophthalmology Department, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan, Shandong, China. drzhanghongxing@163.com.
Xiaochun Han *School of Health, Shandong University of Traditional Chinese Medicine, Jinan, Shandong, China. hanxch002@163.com.

Funding

2022 Traditional Chinese Medicine literature and characteristic technology inheritance project 0686-2211CA080200ZShandong Geriatric Society LKJGG2021W110the Key Research and Development in Shandong Province 2019GSF108210the National Natural Science Foundation of China 81703838the Natural Science Foundation of Shandong province ZR2022MH054, ZR2019MH064Traditional Chinese Medicine science and technology project of Shandong Province 2021Z044
6 · The paper itself

Abstract

introductionThe prevalence of diabetes and its complications is an important global health problem. Diabetic retinopathy (DR), a common and specific microvascular complication of diabetes, has seriously affected socioeconomic factors and individual quality of life. This cross-sectional study utilized data from NHANES 1999-2020 to investigate the association between family income to poverty ratio (PIR) and DR prevalence among U.S. adults aged 20 years and above.

methodsData from the National Health and Nutrition Examination Survey (NHANES) in 1999-2020, which included 39,210 participants, were utilized for this study. They were divided into two groups according to PIR < 5 or PIR ≥ 5. The baseline characteristics were described to show the distribution of each characteristic. Multiple linear regression and curve fitting were used to study the linear and nonlinear correlations between PIR and DR prevalence. Subgroup analysis and interaction tests were performed to test the stability of the relationship between PIR and DR prevalence. ROC analysis was performed to evaluate predictive performance.

resultsAmong 39,210 adults aged 20 years and above, 31,907 (81.37%) were in Group 1 (PIR < 5), and 7,303 (18.63%) were in Group 2 (PIR ≥ 5). Compared with the prevalence of DR in Group 1 (2.7%), the prevalence of DR in Group 2 (1.5%) was lower. After adjusting for all covariates, a significant negative correlation was found between PIR and the prevalence of DR (OR: 0.91, 95% CI: [0.86 ~ 0.97], p = 0.002). Non-Hispanic Whites showing significant benefit (OR: 0.87, 95% CI: [0.80 ~ 0.96], p = 0.005, P for interaction = 0.017). After adjusting for age, the ROC analysis demonstrated a discriminative ability of the model with AUC of 0.747(95% CI: [0.74 ~ 0.76]).

conclusionThe results of this study indicate that an increase in PIR is correlated with a decrease in the likelihood of DR occurrence, suggesting its potential application value as an indicator for predicting the likelihood of DR occurrence. More screening and attention should be provided to low-income populations to reduce preventable social burdens.

Indexed as

Diabetic RetinopathyIncomePovertyAdultAgedCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysPrevalenceUnited StatesYoung AdultDiabetes mellitusDiabetic retinopathyFamily income to poverty ratio (PIR)NHANESPrevalence

Identifiers

PMID41102715
PMCPMC12532826

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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.