Increased fruit intake is associated with reduced risk of depression: evidence from cross-sectional and Mendelian randomization analyses
BackgroundThe association between dietary patterns and depression has gained significant attention, but the relationship between fruit intake and depression remains unclear. This study aimed to investigate the role of fruit intake in the risk of depression using data from the National Health and Nut...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Frontiers Media S.A.
2023-12-01
|
Series: | Frontiers in Public Health |
Subjects: | |
Online Access: | https://www.frontiersin.org/articles/10.3389/fpubh.2023.1276326/full |
_version_ | 1827585858499248128 |
---|---|
author | Zhaoqi Yan Yifeng Xu Keke Li Liangji Liu |
author_facet | Zhaoqi Yan Yifeng Xu Keke Li Liangji Liu |
author_sort | Zhaoqi Yan |
collection | DOAJ |
description | BackgroundThe association between dietary patterns and depression has gained significant attention, but the relationship between fruit intake and depression remains unclear. This study aimed to investigate the role of fruit intake in the risk of depression using data from the National Health and Nutrition Examination Survey (NHANES) and Mendelian randomization (MR) analysis, and further explore the causal relationship between them.Materials and methodsCross-sectional analysis was conducted using the 2005–2018 NHANES data. Specialized weighted complex survey design analysis software was used for multivariate logistic analysis. Additionally, genetic variants for fruit intake and depression, as well as its related neuroticism traits, from the GWAS were used as instrumental variables in MR analysis. The inverse variance weighted (IVW) method was employed as the primary analysis method to evaluate the causal relationship between them. MR-Egger regression, MR-PRESSO test, and leave-one-out analysis were conducted to assess heterogeneity and pleiotropy.ResultsIn NHANES, compared to the lowest quartile (Q1, <0.12 cup], the highest quartile (Q4, >1.49 cups) of fruit intake showed a significant reduction in the risk of depression after adjusting for relevant covariates. Model 3, after rigorous adjustment for multiple covariates, demonstrated improved predictive performance in both Receiver operating characteristic (ROC) curve and Decision curve analysis (DCA). In Model 3, the proportion of reduced depression risk associated with fruit intake reached 31% (OR = 0.69, 95% CI: 0.50–0.95). This association remained significant in the MR analysis (OR = 0.92, 95% CI = 0.87–0.96; p = 5.09E-04). Fruit intake was also associated with a decreased risk of neuroticism traits related to depression, including feeling lonely (OR = 0.82, 95% CI = 0.74–0.90; p = 2.91E-05), feeling miserable (OR = 0.79, 95% CI = 0.72–0.87; p = 2.35E-06), feeling fed-up (OR = 0.75, 95% CI = 0.68–0.83; p = 2.78E-08), irritable mood (OR = 0.89, 95% CI = 0.79–0.99; p = 0.03), and neuroticism (OR = 0.85, 95% CI = 0.76–0.96; p = 9.94E-03). The causal relationship between feeling lonely and fruit intake was bidirectional.ConclusionIncreased fruit intake has a causal effect in reducing the risk of depression and is beneficial for related psychological well-being. |
first_indexed | 2024-03-08T23:52:39Z |
format | Article |
id | doaj.art-4857c12a42684ad49fc965307f566b98 |
institution | Directory Open Access Journal |
issn | 2296-2565 |
language | English |
last_indexed | 2024-03-08T23:52:39Z |
publishDate | 2023-12-01 |
publisher | Frontiers Media S.A. |
record_format | Article |
series | Frontiers in Public Health |
spelling | doaj.art-4857c12a42684ad49fc965307f566b982023-12-13T09:54:38ZengFrontiers Media S.A.Frontiers in Public Health2296-25652023-12-011110.3389/fpubh.2023.12763261276326Increased fruit intake is associated with reduced risk of depression: evidence from cross-sectional and Mendelian randomization analysesZhaoqi Yan0Yifeng Xu1Keke Li2Liangji Liu3Graduate School, Jiangxi University of Traditional Chinese Medicine, Nanchang, Jiangxi, ChinaGraduate School, Jiangxi University of Traditional Chinese Medicine, Nanchang, Jiangxi, ChinaGraduate School, Jiangxi University of Traditional Chinese Medicine, Nanchang, Jiangxi, ChinaDepartment of Respiratory and Critical Care Medicine, Hospital of Jiangxi University of Traditional Chinese Medicine, Nanchang, Jiangxi, ChinaBackgroundThe association between dietary patterns and depression has gained significant attention, but the relationship between fruit intake and depression remains unclear. This study aimed to investigate the role of fruit intake in the risk of depression using data from the National Health and Nutrition Examination Survey (NHANES) and Mendelian randomization (MR) analysis, and further explore the causal relationship between them.Materials and methodsCross-sectional analysis was conducted using the 2005–2018 NHANES data. Specialized weighted complex survey design analysis software was used for multivariate logistic analysis. Additionally, genetic variants for fruit intake and depression, as well as its related neuroticism traits, from the GWAS were used as instrumental variables in MR analysis. The inverse variance weighted (IVW) method was employed as the primary analysis method to evaluate the causal relationship between them. MR-Egger regression, MR-PRESSO test, and leave-one-out analysis were conducted to assess heterogeneity and pleiotropy.ResultsIn NHANES, compared to the lowest quartile (Q1, <0.12 cup], the highest quartile (Q4, >1.49 cups) of fruit intake showed a significant reduction in the risk of depression after adjusting for relevant covariates. Model 3, after rigorous adjustment for multiple covariates, demonstrated improved predictive performance in both Receiver operating characteristic (ROC) curve and Decision curve analysis (DCA). In Model 3, the proportion of reduced depression risk associated with fruit intake reached 31% (OR = 0.69, 95% CI: 0.50–0.95). This association remained significant in the MR analysis (OR = 0.92, 95% CI = 0.87–0.96; p = 5.09E-04). Fruit intake was also associated with a decreased risk of neuroticism traits related to depression, including feeling lonely (OR = 0.82, 95% CI = 0.74–0.90; p = 2.91E-05), feeling miserable (OR = 0.79, 95% CI = 0.72–0.87; p = 2.35E-06), feeling fed-up (OR = 0.75, 95% CI = 0.68–0.83; p = 2.78E-08), irritable mood (OR = 0.89, 95% CI = 0.79–0.99; p = 0.03), and neuroticism (OR = 0.85, 95% CI = 0.76–0.96; p = 9.94E-03). The causal relationship between feeling lonely and fruit intake was bidirectional.ConclusionIncreased fruit intake has a causal effect in reducing the risk of depression and is beneficial for related psychological well-being.https://www.frontiersin.org/articles/10.3389/fpubh.2023.1276326/fulldepressionfruit intakethe National Health and Nutrition Examination SurveyMendelian randomizationcausal relationship |
spellingShingle | Zhaoqi Yan Yifeng Xu Keke Li Liangji Liu Increased fruit intake is associated with reduced risk of depression: evidence from cross-sectional and Mendelian randomization analyses Frontiers in Public Health depression fruit intake the National Health and Nutrition Examination Survey Mendelian randomization causal relationship |
title | Increased fruit intake is associated with reduced risk of depression: evidence from cross-sectional and Mendelian randomization analyses |
title_full | Increased fruit intake is associated with reduced risk of depression: evidence from cross-sectional and Mendelian randomization analyses |
title_fullStr | Increased fruit intake is associated with reduced risk of depression: evidence from cross-sectional and Mendelian randomization analyses |
title_full_unstemmed | Increased fruit intake is associated with reduced risk of depression: evidence from cross-sectional and Mendelian randomization analyses |
title_short | Increased fruit intake is associated with reduced risk of depression: evidence from cross-sectional and Mendelian randomization analyses |
title_sort | increased fruit intake is associated with reduced risk of depression evidence from cross sectional and mendelian randomization analyses |
topic | depression fruit intake the National Health and Nutrition Examination Survey Mendelian randomization causal relationship |
url | https://www.frontiersin.org/articles/10.3389/fpubh.2023.1276326/full |
work_keys_str_mv | AT zhaoqiyan increasedfruitintakeisassociatedwithreducedriskofdepressionevidencefromcrosssectionalandmendelianrandomizationanalyses AT yifengxu increasedfruitintakeisassociatedwithreducedriskofdepressionevidencefromcrosssectionalandmendelianrandomizationanalyses AT kekeli increasedfruitintakeisassociatedwithreducedriskofdepressionevidencefromcrosssectionalandmendelianrandomizationanalyses AT liangjiliu increasedfruitintakeisassociatedwithreducedriskofdepressionevidencefromcrosssectionalandmendelianrandomizationanalyses |