Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysis

BackgroundThe aim of this study was to explore the genetic level association between obesity, lipids, adipokines, and cognitive ability using bidirectional Mendelian randomization (MR) strategies.MethodsSummary data for three obesity indicators [body mass index (BMI), body fat percentage (BFP) and w...

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Main Authors: Meng Gong, Haichao Liu, Zhixiang Liu, Yongshen Wang, Shiyi Qi, Hong Guo, Song Jin
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-02-01
Series:Frontiers in Endocrinology
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Online Access:https://www.frontiersin.org/articles/10.3389/fendo.2025.1439341/full
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author Meng Gong
Haichao Liu
Zhixiang Liu
Yongshen Wang
Shiyi Qi
Hong Guo
Song Jin
author_facet Meng Gong
Haichao Liu
Zhixiang Liu
Yongshen Wang
Shiyi Qi
Hong Guo
Song Jin
author_sort Meng Gong
collection DOAJ
description BackgroundThe aim of this study was to explore the genetic level association between obesity, lipids, adipokines, and cognitive ability using bidirectional Mendelian randomization (MR) strategies.MethodsSummary data for three obesity indicators [body mass index (BMI), body fat percentage (BFP) and waist-hip ratio (WHR)], three lipid indicators [HDL cholesterol (HDL), LDL cholesterol (LDL) and triglycerides (TG)], three adipokines [circulating leptin (LEP), Agouti-related protein (AgRP) and Adiponectin (APDN)], and four cognitive ability indicators [cognitive function (CF), cognitive performance (CP), simple reaction time (SRT) and fluid intelligence score (FIS)] were collected. Bidirectional inverse-variance weighted Mendelian randomization (MR) was employed to evaluate the relationship between adiposity and cognitive function. We employed genetic instruments for adiposity indicators as exposures in one direction, and repeated the analysis in the opposite direction using instruments for cognitive function. Sensitivity analyses were conducted to explore heterogeneity and potential horizontal pleiotropy.ResultsGenetically predicted adiposity showed robust associations with markers of cognitive ability. Higher genetically predicted obesity indicators (such as BMI, BFP and WHR), and lipid and adipokineslevels (such as HDL and AgRP) with reduced cognitive ability indicators (such as CF and CP). In the opposite direction, FIS and SRT may influence BMI and HDL respectively. MR estimates for the effects of cognition ability on all obesity, lipids and adipokines measures indicated worse FIS and SRT were associated with higher BMI and lower HDL.ConclusionsOur MR reveals that high BMI, BFP, WHR and AgRP have negative causal direct effects with cognitive ability, while high HDL and ADPN have positive causal direct effects with cognitive ability. For the reverse causal direction, our consistent findings that worse cognitive function such as SRT and FIS may influence serum HDL level and BMI.
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spelling doaj-art-08f16849dc2048ec9fe7e3adcb8bd0a22025-02-10T14:25:22ZengFrontiers Media S.A.Frontiers in Endocrinology1664-23922025-02-011610.3389/fendo.2025.14393411439341Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysisMeng Gong0Haichao Liu1Zhixiang Liu2Yongshen Wang3Shiyi Qi4Hong Guo5Song Jin6School of Acupuncture and Tuina, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaCollege of Traditional Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, ChinaSchool of Health Preservation and Rehabilitation, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Health Preservation and Rehabilitation, Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaSchool of Acupuncture, Fujian University of Traditional Chinese Medicine, Fuzhou, ChinaDepartment of Rehabilitation, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaDepartment of Rehabilitation, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, ChinaBackgroundThe aim of this study was to explore the genetic level association between obesity, lipids, adipokines, and cognitive ability using bidirectional Mendelian randomization (MR) strategies.MethodsSummary data for three obesity indicators [body mass index (BMI), body fat percentage (BFP) and waist-hip ratio (WHR)], three lipid indicators [HDL cholesterol (HDL), LDL cholesterol (LDL) and triglycerides (TG)], three adipokines [circulating leptin (LEP), Agouti-related protein (AgRP) and Adiponectin (APDN)], and four cognitive ability indicators [cognitive function (CF), cognitive performance (CP), simple reaction time (SRT) and fluid intelligence score (FIS)] were collected. Bidirectional inverse-variance weighted Mendelian randomization (MR) was employed to evaluate the relationship between adiposity and cognitive function. We employed genetic instruments for adiposity indicators as exposures in one direction, and repeated the analysis in the opposite direction using instruments for cognitive function. Sensitivity analyses were conducted to explore heterogeneity and potential horizontal pleiotropy.ResultsGenetically predicted adiposity showed robust associations with markers of cognitive ability. Higher genetically predicted obesity indicators (such as BMI, BFP and WHR), and lipid and adipokineslevels (such as HDL and AgRP) with reduced cognitive ability indicators (such as CF and CP). In the opposite direction, FIS and SRT may influence BMI and HDL respectively. MR estimates for the effects of cognition ability on all obesity, lipids and adipokines measures indicated worse FIS and SRT were associated with higher BMI and lower HDL.ConclusionsOur MR reveals that high BMI, BFP, WHR and AgRP have negative causal direct effects with cognitive ability, while high HDL and ADPN have positive causal direct effects with cognitive ability. For the reverse causal direction, our consistent findings that worse cognitive function such as SRT and FIS may influence serum HDL level and BMI.https://www.frontiersin.org/articles/10.3389/fendo.2025.1439341/fulladipokinesbidirectionalcognitive abilitygenetic correlationlipidsMendelian randomization
spellingShingle Meng Gong
Haichao Liu
Zhixiang Liu
Yongshen Wang
Shiyi Qi
Hong Guo
Song Jin
Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysis
Frontiers in Endocrinology
adipokines
bidirectional
cognitive ability
genetic correlation
lipids
Mendelian randomization
title Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysis
title_full Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysis
title_fullStr Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysis
title_full_unstemmed Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysis
title_short Causal links between obesity, lipids, adipokines, and cognition: a bidirectional Mendelian-randomization analysis
title_sort causal links between obesity lipids adipokines and cognition a bidirectional mendelian randomization analysis
topic adipokines
bidirectional
cognitive ability
genetic correlation
lipids
Mendelian randomization
url https://www.frontiersin.org/articles/10.3389/fendo.2025.1439341/full
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