Literature DB >> 31216360

In Vivo Assay of Cortical Microcircuitry in Frontotemporal Dementia: A Platform for Experimental Medicine Studies.

Alexander D Shaw1, Laura E Hughes2,3, Rosalyn Moran4, Ian Coyle-Gilchrist2, Tim Rittman2, James B Rowe2,3.   

Abstract

The analysis of neural circuits can provide crucial insights into the mechanisms of neurodegeneration and dementias, and offer potential quantitative biological tools to assess novel therapeutics. Here we use behavioral variant frontotemporal dementia (bvFTD) as a model disease. We demonstrate that inversion of canonical microcircuit models to noninvasive human magnetoencephalography, using dynamic causal modeling, can identify the regional- and laminar-specificity of bvFTD pathophysiology, and their parameters can accurately differentiate patients from matched healthy controls. Using such models, we show that changes in local coupling in frontotemporal dementia underlie the failure to adequately establish sensory predictions, leading to altered prediction error responses in a cortical information-processing hierarchy. Using machine learning, this model-based approach provided greater case-control classification accuracy than conventional evoked cortical responses. We suggest that this approach provides an in vivo platform for testing mechanistic hypotheses about disease progression and pharmacotherapeutics.
© The Author(s) 2019. Published by Oxford University Press.

Entities:  

Keywords:  DCM; MEG; dementia; machine learning; microcircuitry

Mesh:

Year:  2021        PMID: 31216360      PMCID: PMC7869085          DOI: 10.1093/cercor/bhz024

Source DB:  PubMed          Journal:  Cereb Cortex        ISSN: 1047-3211            Impact factor:   5.357


  61 in total

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2.  Modelling thalamocortical circuitry shows that visually induced LTP changes laminar connectivity in human visual cortex.

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  7 in total

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