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向远端树突的反馈将功能磁共振成像信号与视觉皮层脉冲发放网络模型中的神经感受野联系起来。

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

作者信息

Heikkinen Hanna, Sharifian Fariba, Vigario Ricardo, Vanni Simo

机构信息

Department of Neuroscience and Biomedical Engineering, School of Science, Aalto University, Espoo, Finland; Aalto Neuroimaging, Aalto University School of Science, Espoo, Finland;

Department of Neuroscience and Biomedical Engineering, School of Science, Aalto University, Espoo, Finland; Aalto Neuroimaging, Aalto University School of Science, Espoo, Finland; Clinical Neurosciences, Neurology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.

出版信息

J Neurophysiol. 2015 Jul;114(1):57-69. doi: 10.1152/jn.00169.2015. Epub 2015 Apr 29.

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.

摘要

血氧水平依赖(BOLD)反应与大脑中的神经元活动密切相关。然而,一些神经元调谐特性与BOLD反应始终存在差异。我们研究了初级视觉皮层中神经反应和血液动力学反应的空间范围,在该区域,BOLD反应的传播和相互作用距离比单个神经元的小感受野所预测的要长得多。我们的模型表明,V1和更高视觉区域之间的前馈-反馈回路可以解释观察到的BOLD反应传播。特别是,隔室神经元输入的各向异性着陆对于解释BOLD信号传播是必要的,同时保留现实的尖峰反应。我们的工作表明,简单的树突可以在突触处和动作电位输出处分离调谐,从而以高保真度将BOLD信号与神经感受野联系起来。

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