Publication:
A Causal Analysis of the Effect of Age and Sex Differences on Brain Atrophy in the Elderly Brain.

dc.contributor.authorGomez-Ramirez, Jaime
dc.contributor.authorFernandez-Blazquez, Miguel A
dc.contributor.authorGonzalez-Rosa, Javier J
dc.contributor.funderSpanish Ministry of Science, Innovation and Universities
dc.contributor.funderSpanish Ministry of Economy, Industry and Competitiveness (MINECO)
dc.contributor.funderEuropean Regional Development Fund through the Andalusian Ministry of Health and Families
dc.date.accessioned2023-05-03T14:13:14Z
dc.date.available2023-05-03T14:13:14Z
dc.date.issued2022-09-18
dc.description.abstractWe studied how brain volume loss in old age is affected by age, the APOE gene, sex, and the level of education completed. The quantitative characterization of brain volume loss at an old age relative to a young age requires-at least in principle-two MRI scans, one performed at a young age and one at an old age. There is, however, a way to address this problem when having only one MRI scan obtained at an old age. We computed the total brain losses of elderly subjects as a ratio between the estimated brain volume and the estimated total intracranial volume. Magnetic resonance imaging (MRI) scans of 890 healthy subjects aged 70 to 85 years were assessed. A causal analysis of factors affecting brain atrophy was performed using probabilistic Bayesian modelling and the mathematics of causal inference. We found that both age and sex were causally related to brain atrophy, with women reaching an elderly age with a 1% larger brain volume relative to their intracranial volume than men. How the brain ages and the rationale for sex differences in brain volume losses during the adult lifespan are questions that need to be addressed with causal inference and empirical data. The graphical causal modelling presented here can be instrumental in understanding a puzzling scientific area of study-the biological aging of the brain.
dc.description.versionSi
dc.identifier.citationGómez-Ramírez J, Fernández-Blázquez MA, González-Rosa JJ. A Causal Analysis of the Effect of Age and Sex Differences on Brain Atrophy in the Elderly Brain. Life (Basel). 2022 Oct 12;12(10):1586
dc.identifier.doi10.3390/life12101586
dc.identifier.issn2075-1729
dc.identifier.pmcPMC9656120
dc.identifier.pmid36295023
dc.identifier.pubmedURLhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9656120/pdf
dc.identifier.unpaywallURLhttps://www.mdpi.com/2075-1729/12/10/1586/pdf?version=1665576090
dc.identifier.urihttp://hdl.handle.net/10668/21407
dc.issue.number10
dc.journal.titleLife (Basel, Switzerland)
dc.language.isoen
dc.organizationInstituto de Investigación e Innovación en Ciencias Biomédicas
dc.page.number15
dc.provenanceRealizada la curación de contenido 28/08/2024
dc.publisherMDPI
dc.pubmedtypeJournal Article
dc.relation.projectIDRTI2018-098762-B-C31
dc.relation.projectIDRYC-2015-18467
dc.relation.projectIDPI-0034-2019
dc.relation.publisherversionhttps://www.mdpi.com/2075-1729/12/10/1586
dc.rightsAttribution 4.0 International
dc.rights.accessRightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectCausal inference
dc.subjectMCMC sex differences
dc.subjectMRI
dc.subjectBrain atrophy
dc.subjectProbabilistic Bayesian modelling
dc.subject.decsAtrofia
dc.subject.decsCaracteres sexuales
dc.subject.decsEncefalopatías
dc.subject.decsEncéfalo
dc.subject.meshSex characteristics
dc.subject.meshBrain
dc.subject.meshAtrophy
dc.subject.meshBrain diseases
dc.titleA Causal Analysis of the Effect of Age and Sex Differences on Brain Atrophy in the Elderly Brain.
dc.typeresearch article
dc.type.hasVersionVoR
dc.volume.number12
dspace.entity.typePublication

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