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Structural Brain MRI Trait Polygenic Score Prediction of Cognitive Abilities
Michelle Luciano1, Riccardo E Marioni1, Maria Valdés Hernández1
1Centre for Cognitive Ageing and Cognitive Epidemiology,University of Edinburgh,Edinburgh,UK.
Genetic factors influence brain structure and cognition. This study used polygenic scores to predict brain imaging traits and cognitive abilities, finding a link between hippocampal volume polygenic scores and cognitive function.
Area of Science:
- Neurogenetics
- Cognitive Neuroscience
- Medical Imaging
Background:
- Genetic variance in brain structure and cognitive function is shared.
- Genome-wide association studies (GWA) provide insights into genetic underpinnings of complex traits.
- Polygenic scores (PS) aggregate effects of many genetic variants.
Purpose of the Study:
- To estimate polygenic scores for five brain magnetic resonance imaging (MRI) traits.
- To predict brain MRI traits and cognitive abilities using these polygenic scores.
- To investigate the genetic overlap between brain structure and cognitive function.
Main Methods:
- Utilized genetic association data from GWA meta-analyses for brain infarcts, white matter hyperintensities, intracranial volume, hippocampal volume, and total brain volume.
- Calculated polygenic scores for these five MRI traits in three Scottish cohorts (GS:SFHS, LBC1936, LBC1921).
- Assessed prediction of MRI traits in LBC1936 and cognitive traits across all cohorts.
Main Results:
- Polygenic prediction of intracranial volume was observed in the LBC1936 cohort.
- A significant negative correlation was found between hippocampal volume polygenic scores and global cognitive ability measures in the Lothian Birth Cohorts.
- The strength of associations varied, suggesting potential demographic influences on prediction accuracy.
Conclusions:
- Genetic influences on brain structure traits are partially shared with cognitive abilities.
- Polygenic scores can predict certain brain MRI traits and show correlations with cognitive measures.
- Further research in larger, well-matched samples is needed to confirm findings and explore genetic relationships between brain structure and cognition.
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