Systematic mapping between dendritic function and structure

作者: Benjamin Torben-Nielsen , Klaus M. Stiefel

DOI: 10.1080/09548980902984833

关键词: Artificial neural networkDistribution functionAlgorithmInverseNeuronFunction spaceMathematicsFunction (mathematics)Models of neural computationFree parameter

摘要: For many classes of neurons, the relationship between computational function and dendritic morphology remains unclear. To gain insights into this relationship, we utilize an inverse approach in which optimize model neurons with realistic morphologies ion channel distributions (of IKA ICaT) to perform a function. In study, desired is input-order detection: have respond differentially arrival two inputs different temporal order. There single free parameter function, namely, time lag arrivals inputs. Systematically varying allowed us map one axis space structure space. Because optimized known certainty, their thorough analysis provides neurons’ functions, morphologies, distributions, electrophysiological dynamics. Finally, discuss issues optimality nervous systems.

参考文章(50)
Michael L. Hines, Nicholas T. Carnevale, The NEURON Book ,(2006)
Dax A. Hoffman, Jeffrey C. Magee, Costa M. Colbert, Daniel Johnston, K+ channel regulation of signal propagation in dendrites of hippocampal pyramidal neurons Nature. ,vol. 387, pp. 869- 875 ,(1997) , 10.1038/43119
David A. Van Veldhuizen, Gary B. Lamont, Evolutionary algorithms for solving multi-objective problems ,(2002)
Benjamin Torben-Nielsen, Evolving Virtual Neuronal Morphologies: A Case Study in Genetic L-Systems Programming Advances in Artificial Life. pp. 1089- 1099 ,(2007) , 10.1007/978-3-540-74913-4_109
Greg Stuart, Nelson Spruston, Determinants of voltage attenuation in neocortical pyramidal neuron dendrites The Journal of Neuroscience. ,vol. 18, pp. 3501- 3510 ,(1998) , 10.1523/JNEUROSCI.18-10-03501.1998
Hagai Agmon-Snir, Catherine E. Carr, John Rinzel, The role of dendrites in auditory coincidence detection Nature. ,vol. 393, pp. 268- 272 ,(1998) , 10.1038/30505
Stephen L. Hoffman, William H. Bancroft, Gottlieb Michael, Stephanie L. James, Enriqueta C. Bond Burroughs, John R. Stephenson, Michael J. Morgan, Funding for malaria genome sequencing Nature. ,vol. 387, pp. 647- 647 ,(1997) , 10.1038/42571