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Dear all,
We are excited to announce an upcoming Research Topic, jointly within Frontiers in Neuroinformatics and Frontiers in Computational Neuroscience, on “Neuroinformatics of Large-Scale Brain Modelling”.
This Research Topic will document the various ways in which neuroinformatics approaches are being applied in large-scale brain modelling, informing readers on both established practices and emerging techniques. We seek Original Research, Review, Mini-Review, Hypothesis and Theory, Perspective, and Opinion articles that cover, but are not limited to, the following topics:
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Ontologies, systems, and tools for definition and specification of large-scale neural models -
New approaches to parameter optimization, parameter space exploration, and systematic tracking of simulation behaviour across parameter combinations -
Informing neural models with genetic and multi-omic data from large-scale databases and individual patients/subjects -
Systematic computational modelling studies on large numbers of subjects, and/or using large-scale open-access datasets (HCP, ABCD, etc.) -
‘Hybrid’ modelling schemes that combine mean-field with spiking network models -
‘Hybrid’ approaches to defining connectivity in large-scale brain models (e.g. supplementing tractography with microscopy data for higher-resolution subcortical connectivity structure) -
Simulations using high-resolution neuroanatomical data from initiatives such as BigBrain, Allen Institute, etc. -
‘High-density’ (large number of regions; small parcels) connectome-based neural mass modelling -
Other neuroinformatics challenges and solutions in large-scale brain simulations -
Comparisons between detailed spiking/morphological simulations and neural mass model simulations -
Comparisons between models based on high-resolution and low-resolution Allen atlas connectivities
Full details can be found on the research topic webpage at: http://secure-web.cisco.com/1hZHhtpRj8gVeM6_xqJvzBhQrTxasC-rAndyi5BIYUI9fpW6...
If you are considering submitting, please submit an abstract by Fri 26 Feb 2021. Deadline for submission of full manuscripts is Fri 30th July 2021.
We look forward to your hearing from you and sharing this exciting work with the community.
Your Research Topic co-editors,
John Griffiths
Padraig Gleeson
Kelly Shen