Plasma metabolites mediate the association of total and specific fruit intake with incident chronic kidney disease risk

<i>Background</i>: The relationship between total and specific fruit consumption and chronic kidney disease (CKD) risk remains unclear, and the underlying mechanisms are poorly understood. This study aimed to investigate the association between fruit intake and incident CKD risk and explore the mediating role of metabolic signatures. <i>Methods</i>: We analyzed data of 98 065 CKD-free participants from the UK Biobank with nuclear magnetic resonance metabolomics data. Fruit consumption (total fruit, citrus fruits, berries, apples/pears, dried fruits, stewed fruits, and other fruits) was assessed using a 24-hour dietary questionnaire. Metabolic signatures were identified using LASSO regression. <i>Results</i>: Over a median follow-up of 12.2 years, 2716 participants developed CKD. Higher intake of total fruits (per 1 SD increment: adjusted HR, 0.94; 95% CI, 0.90-0.97), citrus fruits (per 1 SD increment: adjusted HR, 0.92; 95% CI, 0.88-0.96), and berries (per 1 SD increment: adjusted HR, 0.95; 95% CI, 0.91-0.99) was significantly associated with a reduced risk of incident CKD. No significant associations were observed for apples and pears, dried fruits, or stewed fruits. CKD risk-specific metabolic signature scores for total fruits, citrus fruits, and berries were constructed, including the glutamine level, the 3-hydroxybutyrate level, the degree of unsaturation, the ratio of polyunsaturated to monounsaturated fatty acids, and the omega-3 and docosahexaenoic acid percentages. These scores mediated 25.5%, 8.6%, and 15.8% of the associations between total fruit, citrus fruit, and berry consumption and CKD risk, respectively. <i>Conclusions</i>: The protective effects of total fruits, citrus fruits, and berries on CKD risk are partially mediated by metabolic signatures. Monitoring plasma metabolites may enhance precision in dietary recommendations for CKD prevention.

Authors

Institutions

Publication Details

Journal
Food & Function
Published
2025-01-01
DOI
https://doi.org/10.1039/d5fo01906k
Citations
3
Primary Topic
Nutritional Studies and Diet
Type
article
Field-Weighted Citation Impact
5.64

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Plasma metabolites mediate the association of total and specific fruit intake with incident chronic kidney disease risk

Xiaoqin Gan, Xianhui Qin, Fan Fan Hou, Yiting Wu et al.
3 citations
Food & Function
Nutritional Studies and Diet
5.64
article

Plasma metabolites mediate the association of total and specific fruit intake with incident chronic kidney disease risk

Xiaoqin Gan, Xianhui Qin, Fan Fan Hou, Yiting Wu, Ziliang Ye, Sisi Yang, Yuanyuan Zhang, Yu Huang, Yiwei Zhang, Yanjun Zhang, Hao Xiang
article en
3 citations

Abstract

<i>Background</i>: The relationship between total and specific fruit consumption and chronic kidney disease (CKD) risk remains unclear, and the underlying mechanisms are poorly understood. This study aimed to investigate the association between fruit intake and incident CKD risk and explore the mediating role of metabolic signatures. <i>Methods</i>: We analyzed data of 98 065 CKD-free participants from the UK Biobank with nuclear magnetic resonance metabolomics data. Fruit consumption (total fruit, citrus fruits, berries, apples/pears, dried fruits, stewed fruits, and other fruits) was assessed using a 24-hour dietary questionnaire. Metabolic signatures were identified using LASSO regression. <i>Results</i>: Over a median follow-up of 12.2 years, 2716 participants developed CKD. Higher intake of total fruits (per 1 SD increment: adjusted HR, 0.94; 95% CI, 0.90-0.97), citrus fruits (per 1 SD increment: adjusted HR, 0.92; 95% CI, 0.88-0.96), and berries (per 1 SD increment: adjusted HR, 0.95; 95% CI, 0.91-0.99) was significantly associated with a reduced risk of incident CKD. No significant associations were observed for apples and pears, dried fruits, or stewed fruits. CKD risk-specific metabolic signature scores for total fruits, citrus fruits, and berries were constructed, including the glutamine level, the 3-hydroxybutyrate level, the degree of unsaturation, the ratio of polyunsaturated to monounsaturated fatty acids, and the omega-3 and docosahexaenoic acid percentages. These scores mediated 25.5%, 8.6%, and 15.8% of the associations between total fruit, citrus fruit, and berry consumption and CKD risk, respectively. <i>Conclusions</i>: The protective effects of total fruits, citrus fruits, and berries on CKD risk are partially mediated by metabolic signatures. Monitoring plasma metabolites may enhance precision in dietary recommendations for CKD prevention.

Food & FunctionVol. 16(16)
Southern Medical University (CN)
National Natural Science Foundation of China, Southern Medical University, National Key Research and Development Program of China, Project 211
Good health and well-being
Openalex Percentile: Top 4%
Nutritional Studies and Diet
5.64
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.