Maria Valdés Hernández
Row Fogo Lecturer in Medical Image Analysis
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Articles (15)
Gene expression varies across the brain. This spatial patterning denotes specialised support for particular brain functions. However, the way that a given gene's expression fluctuates across the brain may be governed by general rules. Quantifying patterns of spatial covariation across genes would offer insights into the molecular characteristics of brain areas supporting, for example, complex cognitive functions. Here, we use principal component analysis to separate general and unique gene regulatory associations with cortical substrates of cognition. We find that the region‐to‐region variation in cortical expression profiles of 8235 genes covaries across two major principal components: gene ontology analysis suggests these dimensions are characterised by downregulation and upregulation of cell‐signalling/modification and transcription factors. We validate these patterns out‐of‐sample and across different data processing choices. Brain regions more strongly implicated in general cognitive functioning ( g ; 3 cohorts, total meta‐analytic N = 39,519) tend to be more balanced between downregulation and upregulation of both major components (indicated by regional component scores). We then identify a further 29 genes as candidate cortical spatial correlates of g , beyond the patterning of the two major components (| β | range = 0.18 to 0.53). Many of these genes have been previously associated with clinical neurodegenerative and psychiatric disorders, or with other health‐related phenotypes. The results provide insights into the cortical organisation of gene expression and its association with individual differences in cognitive functioning.
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2024
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2024
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2024
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2024
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2024
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2023
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2023
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2023
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2022
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2022
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2021
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2021
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2021
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2021
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2021
Collaborators (17)
Petroula Proitsi
King’s College London
Stefanie Schreiber
Otto-von-Guericke Universität Magdeburg
Tom C. Russ
University of Edinburgh
Carmen Arteaga-Reyes
University of Edinburgh
Joanna Wardlaw
Professor of Applied Neuroimaging and Honorary Consultant Neuroradiologist
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Mark Bastin
Reader
University of Edinburgh
Alexander Dityatev
Head of Laboratory, Full Professor
Deutsches Zentrum für Neurodegenerative Erkrankungen
Simon R. Cox
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Anca-Larisa Sandu
University of Aberdeen
Stephen Makin
University of Aberdeen
Lars T. Westlye
Associate professor
University of Oslo
Jose Bernal
Junior (Assistant) Professor
Friedrich-Alexander Universität Erlangen-Nürnberg
Shahzad Ahmad
University of Oxford
Ian Deary
University of Edinburgh
Lucia Ballerini
University for Foreigners Perugia
Susana Muñoz Maniega
University of Edinburgh
Angela Jochems
University of Edinburgh
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