Neuroanatomical algorithms for dendritic modelling

被引:36
作者
Ascoli, GA
机构
[1] George Mason Univ, Krasnow Inst Adv Study, Fairfax, VA 22030 USA
[2] George Mason Univ, Dept Psychol, Fairfax, VA 22030 USA
关键词
D O I
10.1088/0954-898X/13/3/301
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The complexity and variability of dendritic morphology constitutes a fascinating challenge to the investigation of the structure-activity-function relationship in the nervous system. Computational modelling has recently emerged as a powerful approach for the quantitative anatomical characterization of dendrites. The key idea is to design a stochastic algorithm to generate digital structures that are statistically indistinguishable from those of real neurons of a given morphological class. The set of parameters used by this algorithm would then constitute a complete and accurate description of that morphological class. We review the strengths and weaknesses of the major types of algorithms used to model dendrogram properties, including those based on branch diameter and on distance from the soma. We also describe some approaches to the simulation of dendritic orientation and three-dimensional geometry. Finally, we discuss the environmental influences on dendritic morphology (especially the presence of axons, other neurons, and anatomical boundaries) and thus the need to include models of the tissue volume in the algorithmic description of dendrites.
引用
收藏
页码:247 / 260
页数:14
相关论文
共 67 条
[1]  
[Anonymous], COMPUTATIONAL NEUROA
[2]  
[Anonymous], LECT NOTES COMP SCI
[3]  
Ascoli GA, 1999, ANAT REC, V257, P195, DOI 10.1002/(SICI)1097-0185(19991215)257:6<195::AID-AR5>3.0.CO
[4]  
2-H
[5]   Computer generation and quantitative morphometric analysis of virtual neurons [J].
Ascoli, GA ;
Krichmar, JL ;
Scorcioni, R ;
Nasuto, SJ ;
Senft, SL .
ANATOMY AND EMBRYOLOGY, 2001, 204 (04) :283-301
[6]   Generation, description and storage of dendritic morphology data [J].
Ascoli, GA ;
Krichmar, JL ;
Nasuto, SJ ;
Senft, SL .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2001, 356 (1412) :1131-1145
[7]  
ASCOLI GA, 2002, IN PRESS ADV NEURAL
[8]   Establishment of neuronal polarity: lessons from cultured hippocampal neurons [J].
Bradke, F ;
Dotti, CG .
CURRENT OPINION IN NEUROBIOLOGY, 2000, 10 (05) :574-581
[9]  
BURKE RE, 1992, J NEUROSCI, V12, P2403
[10]  
Cajal S. R. Y., 1904, TEXTURA SISTEMA NERV