Literature DB >> 25925319

Feedback to distal dendrites links fMRI signals to neural receptive fields in a spiking network model of the visual cortex.

Hanna Heikkinen1, Fariba Sharifian2, Ricardo Vigario3, Simo Vanni4.   

Abstract

The blood oxygenation level-dependent (BOLD) response has been strongly associated with neuronal activity in the brain. However, some neuronal tuning properties are consistently different from the BOLD response. We studied the spatial extent of neural and hemodynamic responses in the primary visual cortex, where the BOLD responses spread and interact over much longer distances than the small receptive fields of individual neurons would predict. Our model shows that a feedforward-feedback loop between V1 and a higher visual area can account for the observed spread of the BOLD response. In particular, anisotropic landing of inputs to compartmental neurons were necessary to account for the BOLD signal spread, while retaining realistic spiking responses. Our work shows that simple dendrites can separate tuning at the synapses and at the action potential output, thus bridging the BOLD signal to the neural receptive fields with high fidelity.
Copyright © 2015 the American Physiological Society.

Keywords:  BOLD; BOLD simulation; Brian simulator; V1; conductance-based model; dendritic processing; fMRI; hemodynamic coupling; recurrent neural network; visual cortex

Mesh:

Substances:

Year:  2015        PMID: 25925319      PMCID: PMC4507964          DOI: 10.1152/jn.00169.2015

Source DB:  PubMed          Journal:  J Neurophysiol        ISSN: 0022-3077            Impact factor:   2.714


  58 in total

1.  A qualitative test of the balloon model for BOLD-based MR signal changes at 3T.

Authors:  T Mildner; D G Norris; C Schwarzbauer; C J Wiggins
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2.  Dependence of EPSP efficacy on synapse location in neocortical pyramidal neurons.

Authors:  Stephen R Williams; Greg J Stuart
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3.  Quantifying the spatial resolution of the gradient echo and spin echo BOLD response at 3 Tesla.

Authors:  Laura M Parkes; Jens V Schwarzbach; Annemieke A Bouts; Roel H R Deckers; Pim Pullens; Christian M Kerskens; David G Norris
Journal:  Magn Reson Med       Date:  2005-12       Impact factor: 4.668

4.  Multifocal fMRI mapping of visual cortical areas.

Authors:  S Vanni; L Henriksson; A C James
Journal:  Neuroimage       Date:  2005-08-01       Impact factor: 6.556

Review 5.  Cortical region interactions and the functional role of apical dendrites.

Authors:  M W Spratling
Journal:  Behav Cogn Neurosci Rev       Date:  2002-09

6.  Comparative electrophysiology of pyramidal and sparsely spiny stellate neurons of the neocortex.

Authors:  D A McCormick; B W Connors; J W Lighthall; D A Prince
Journal:  J Neurophysiol       Date:  1985-10       Impact factor: 2.714

7.  The relationship between cortical magnification factor and population receptive field size in human visual cortex: constancies in cortical architecture.

Authors:  Ben M Harvey; Serge O Dumoulin
Journal:  J Neurosci       Date:  2011-09-21       Impact factor: 6.167

8.  Cortical point-spread function and long-range lateral interactions revealed by real-time optical imaging of macaque monkey primary visual cortex.

Authors:  A Grinvald; E E Lieke; R D Frostig; R Hildesheim
Journal:  J Neurosci       Date:  1994-05       Impact factor: 6.167

9.  Stimulus-induced dissociation of neuronal firing rates and local field potential gamma power and its relationship to the resonance blood oxygen level-dependent signal in macaque primary visual cortex.

Authors:  M J Bartolo; M A Gieselmann; V Vuksanovic; D Hunter; L Sun; X Chen; L S Delicato; A Thiele
Journal:  Eur J Neurosci       Date:  2011-11-14       Impact factor: 3.386

10.  Visual interactions conform to pattern decorrelation in multiple cortical areas.

Authors:  Fariba Sharifian; Lauri Nurminen; Simo Vanni
Journal:  PLoS One       Date:  2013-07-10       Impact factor: 3.240

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  4 in total

Review 1.  Modeling fMRI signals can provide insights into neural processing in the cerebral cortex.

Authors:  Simo Vanni; Fariba Sharifian; Hanna Heikkinen; Ricardo Vigário
Journal:  J Neurophysiol       Date:  2015-05-13       Impact factor: 2.714

2.  Radial Frequency Analysis of Contour Shapes in the Visual Cortex.

Authors:  Viljami R Salmela; Linda Henriksson; Simo Vanni
Journal:  PLoS Comput Biol       Date:  2016-02-11       Impact factor: 4.475

3.  BOLD Monitoring in the Neural Simulator ANNarchy.

Authors:  Oliver Maith; Helge Ülo Dinkelbach; Javier Baladron; Julien Vitay; Fred H Hamker
Journal:  Front Neuroinform       Date:  2022-03-22       Impact factor: 4.081

4.  Contextual Modulation is Related to Efficiency in a Spiking Network Model of Visual Cortex.

Authors:  Fariba Sharifian; Hanna Heikkinen; Ricardo Vigário; Simo Vanni
Journal:  Front Comput Neurosci       Date:  2016-01-19       Impact factor: 2.380

  4 in total

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