The effect of healthy eating index-2015 in the associations of biological aging and non-alcoholic fatty liver disease: an interaction and mediation analysis

Abstract Background The present study explored the association between biological aging (BA), healthy eating index-2015 (HEI-2015) and non-alcoholic fatty liver disease (NAFLD) in the general population of the United States. Methods We used data from the NHANES database between 2017–2018 years to co...

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Main Authors: Xiang Zhang, Zhijie Ding, Yong Yan, Weiming Yang, Xiaoming Ai, Yongping Zhou
Format: Article
Language:English
Published: BMC 2025-01-01
Series:Journal of Health, Population and Nutrition
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Online Access:https://doi.org/10.1186/s41043-025-00755-z
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author Xiang Zhang
Zhijie Ding
Yong Yan
Weiming Yang
Xiaoming Ai
Yongping Zhou
author_facet Xiang Zhang
Zhijie Ding
Yong Yan
Weiming Yang
Xiaoming Ai
Yongping Zhou
author_sort Xiang Zhang
collection DOAJ
description Abstract Background The present study explored the association between biological aging (BA), healthy eating index-2015 (HEI-2015) and non-alcoholic fatty liver disease (NAFLD) in the general population of the United States. Methods We used data from the NHANES database between 2017–2018 years to conduct the study. Weighted multivariable logistic regression analysis, restricted cubic spline (RCS), and subgroup analysis were performed to analyze the association of BA and HEI-2015 with prevalence of NAFLD and the mediation effect of HEI-2015 was also discussed. Additionally, generalized additive model was conducted to investigate the association of BA and HEI-2015 with ZJU index, BARD score, and NAFLD fibrosis score. Results There was a total of 2,421 individuals. RCS shown that BA was positively correlated with prevalence of NAFLD, while HEI-2015 was negative correlated with NAFLD risk. After adjusting for interfering factors, compared with the lowest quartiles of BA and HEI-2015, the odds ratios with 95% confidence intervals for NAFLD across the quartiles were (1.24 (0.84, 1.84), 2.07 (1.15, 3.73) and 2.49 (1.16, 5.38)) and (0.89 (0.66, 1.18), 0.87 (0.65, 1.16) and 0.64 (0.46, 0.87)), respectively. The BA was linear positive with ZJU index, BARD score and NAFLD fibrosis score. However, the linear negative correlation existed between HEI-2015 and ZJU index, BARD score and NAFLD fibrosis score. Mediation analysis showed that the positive correlation between BA and NAFLD could be mediated and weakened by HEI-2015. Conclusions The prevalence of NAFLD gradually increases with BA, but this positive association can be weakened by the healthy diet.
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spelling doaj-art-bd2d495a2c3b442382863a79cb6038742025-01-26T12:39:19ZengBMCJournal of Health, Population and Nutrition2072-13152025-01-0144111210.1186/s41043-025-00755-zThe effect of healthy eating index-2015 in the associations of biological aging and non-alcoholic fatty liver disease: an interaction and mediation analysisXiang Zhang0Zhijie Ding1Yong Yan2Weiming Yang3Xiaoming Ai4Yongping Zhou5Department of General Surgery, Wuxi No.2 People’s HospitalDepartment of Hepatobiliary Surgery, The Affiliated Wuxi No.2 People’s Hospital of Nanjing Medical UniversityDepartment of Hepatobiliary Surgery, The Affiliated Wuxi No.2 People’s Hospital of Nanjing Medical UniversityDepartment of Hepatobiliary Surgery, The Affiliated Wuxi No.2 People’s Hospital of Nanjing Medical UniversityDepartment of General Surgery, The Affiliated Hospital of Jiangsu UniversityDepartment of Hepatobiliary Surgery, The Affiliated Wuxi No.2 People’s Hospital of Nanjing Medical UniversityAbstract Background The present study explored the association between biological aging (BA), healthy eating index-2015 (HEI-2015) and non-alcoholic fatty liver disease (NAFLD) in the general population of the United States. Methods We used data from the NHANES database between 2017–2018 years to conduct the study. Weighted multivariable logistic regression analysis, restricted cubic spline (RCS), and subgroup analysis were performed to analyze the association of BA and HEI-2015 with prevalence of NAFLD and the mediation effect of HEI-2015 was also discussed. Additionally, generalized additive model was conducted to investigate the association of BA and HEI-2015 with ZJU index, BARD score, and NAFLD fibrosis score. Results There was a total of 2,421 individuals. RCS shown that BA was positively correlated with prevalence of NAFLD, while HEI-2015 was negative correlated with NAFLD risk. After adjusting for interfering factors, compared with the lowest quartiles of BA and HEI-2015, the odds ratios with 95% confidence intervals for NAFLD across the quartiles were (1.24 (0.84, 1.84), 2.07 (1.15, 3.73) and 2.49 (1.16, 5.38)) and (0.89 (0.66, 1.18), 0.87 (0.65, 1.16) and 0.64 (0.46, 0.87)), respectively. The BA was linear positive with ZJU index, BARD score and NAFLD fibrosis score. However, the linear negative correlation existed between HEI-2015 and ZJU index, BARD score and NAFLD fibrosis score. Mediation analysis showed that the positive correlation between BA and NAFLD could be mediated and weakened by HEI-2015. Conclusions The prevalence of NAFLD gradually increases with BA, but this positive association can be weakened by the healthy diet.https://doi.org/10.1186/s41043-025-00755-zBiological agingHealthy eating index-2015Non-alcoholic fatty liver diseaseUnited States
spellingShingle Xiang Zhang
Zhijie Ding
Yong Yan
Weiming Yang
Xiaoming Ai
Yongping Zhou
The effect of healthy eating index-2015 in the associations of biological aging and non-alcoholic fatty liver disease: an interaction and mediation analysis
Journal of Health, Population and Nutrition
Biological aging
Healthy eating index-2015
Non-alcoholic fatty liver disease
United States
title The effect of healthy eating index-2015 in the associations of biological aging and non-alcoholic fatty liver disease: an interaction and mediation analysis
title_full The effect of healthy eating index-2015 in the associations of biological aging and non-alcoholic fatty liver disease: an interaction and mediation analysis
title_fullStr The effect of healthy eating index-2015 in the associations of biological aging and non-alcoholic fatty liver disease: an interaction and mediation analysis
title_full_unstemmed The effect of healthy eating index-2015 in the associations of biological aging and non-alcoholic fatty liver disease: an interaction and mediation analysis
title_short The effect of healthy eating index-2015 in the associations of biological aging and non-alcoholic fatty liver disease: an interaction and mediation analysis
title_sort effect of healthy eating index 2015 in the associations of biological aging and non alcoholic fatty liver disease an interaction and mediation analysis
topic Biological aging
Healthy eating index-2015
Non-alcoholic fatty liver disease
United States
url https://doi.org/10.1186/s41043-025-00755-z
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