4.6 Article

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

期刊

CEREBRAL CORTEX
卷 31, 期 3, 页码 1837-1847

出版社

OXFORD UNIV PRESS INC
DOI: 10.1093/cercor/bhz024

关键词

DCM; dementia; machine learning; MEG; microcircuitry

资金

  1. Wellcome Trust [103838]
  2. Medical Research Council [SUAG/004 RG91365]
  3. National Institute for Health Research (NIHR) Biomedical Research Centre Dementia and Neurodegeneration Theme [146281]
  4. Wellcome Trust Strategic Award [104943/Z/14/Z]
  5. MRC [MC_UU_00005/12] Funding Source: UKRI

向作者/读者索取更多资源

The study focuses on using dynamic causal modeling to transfer canonical microcircuit models into noninvasive human magnetoencephalography for investigating regional- and laminar-specific changes in frontotemporal dementia. The model-based approach demonstrates accurate differentiation between patients and healthy controls, providing a potential platform for testing disease progression hypotheses and pharmacotherapeutics.
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.

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