Exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits.

Several studies have demonstrated significant phenotypic and genetic correlations between body mass index (BMI) and brain morphological traits derived from structural magnetic resonance imaging (sMRI). We use the sMRI, BMI, and genetic data collected by the UK Biobank to systematically compute the g...

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Main Authors: Daniela Fusco, Camilla Marinelli, Mathilde André, Lucia Troiani, Martina Noè, Fabrizio Pizzagalli, Davide Marnetto, Paolo Provero
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-04-01
Series:PLoS Genetics
Online Access:https://doi.org/10.1371/journal.pgen.1011658
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author Daniela Fusco
Camilla Marinelli
Mathilde André
Lucia Troiani
Martina Noè
Fabrizio Pizzagalli
Davide Marnetto
Paolo Provero
author_facet Daniela Fusco
Camilla Marinelli
Mathilde André
Lucia Troiani
Martina Noè
Fabrizio Pizzagalli
Davide Marnetto
Paolo Provero
author_sort Daniela Fusco
collection DOAJ
description Several studies have demonstrated significant phenotypic and genetic correlations between body mass index (BMI) and brain morphological traits derived from structural magnetic resonance imaging (sMRI). We use the sMRI, BMI, and genetic data collected by the UK Biobank to systematically compute the genetic correlations between area, volume, and thickness measurements of hundreds of brain structures on one hand, and BMI on the other. In agreement with previous literature, we find many such measurements to have negative genetic correlation with BMI. We then dissect the molecular mechanisms underlying such correlations using brain eQTL data and summary-based Mendelian randomization, thus producing an atlas of genes whose genetically regulated expression in brain tissues is pleiotropic with brain morphology and BMI. Fine-mapping followed by colocalization analysis allows, in several cases, the identification of credible sets of variants likely to be causal for both the macroscopic phenotypes and for gene expression. In particular, epigenetic fine mapping identifies variant rs7187776 in the 5' UTR of the TUFM gene as likely to be causal of increased BMI and decreased caudate volume, possibly through the creation, by the alternate allele, of an ETS binding site leading to increased chromatin accessibility, specifically in microglial cells.
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spelling doaj-art-5184dc2f78794388bc017eb78587e5292025-08-20T02:57:02ZengPublic Library of Science (PLoS)PLoS Genetics1553-73901553-74042025-04-01214e101165810.1371/journal.pgen.1011658Exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits.Daniela FuscoCamilla MarinelliMathilde AndréLucia TroianiMartina NoèFabrizio PizzagalliDavide MarnettoPaolo ProveroSeveral studies have demonstrated significant phenotypic and genetic correlations between body mass index (BMI) and brain morphological traits derived from structural magnetic resonance imaging (sMRI). We use the sMRI, BMI, and genetic data collected by the UK Biobank to systematically compute the genetic correlations between area, volume, and thickness measurements of hundreds of brain structures on one hand, and BMI on the other. In agreement with previous literature, we find many such measurements to have negative genetic correlation with BMI. We then dissect the molecular mechanisms underlying such correlations using brain eQTL data and summary-based Mendelian randomization, thus producing an atlas of genes whose genetically regulated expression in brain tissues is pleiotropic with brain morphology and BMI. Fine-mapping followed by colocalization analysis allows, in several cases, the identification of credible sets of variants likely to be causal for both the macroscopic phenotypes and for gene expression. In particular, epigenetic fine mapping identifies variant rs7187776 in the 5' UTR of the TUFM gene as likely to be causal of increased BMI and decreased caudate volume, possibly through the creation, by the alternate allele, of an ETS binding site leading to increased chromatin accessibility, specifically in microglial cells.https://doi.org/10.1371/journal.pgen.1011658
spellingShingle Daniela Fusco
Camilla Marinelli
Mathilde André
Lucia Troiani
Martina Noè
Fabrizio Pizzagalli
Davide Marnetto
Paolo Provero
Exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits.
PLoS Genetics
title Exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits.
title_full Exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits.
title_fullStr Exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits.
title_full_unstemmed Exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits.
title_short Exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits.
title_sort exploring the molecular basis of the genetic correlation between body mass index and brain morphological traits
url https://doi.org/10.1371/journal.pgen.1011658
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