A shape analysis framework for neuromorphometry

被引:55
作者
Costa, LD
Manoel, ETM
Faucereau, F
Chelly, J
van Pelt, J
Ramakers, G
机构
[1] Univ Sao Paulo, Inst Fis Sao Carlos, Cybernet Vis Res Grp, BR-13560970 Sao Carlos, SP, Brazil
[2] CHU Cochin Port Royal, INSERM U129, ICGM, Paris, France
[3] Netherlands Inst Brain Res, NL-1105 AZ Amsterdam, Netherlands
关键词
D O I
10.1088/0954-898X/13/3/303
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper addresses in an integrated and systematic fashion the relatively overlooked but increasingly important issue of measuring and characterizing the geometrical properties of nerve cells and structures, an area often called neuromorphology. After discussing the main motivation for such an endeavour, a comprehensive mathematical framework for characterizing neural shapes, capable of expressing variations over time, is presented and used to underline the main issues in neuromorphology. Three particularly powerful and versatile families of neuromorphological approaches, including differential measures, symmetry axes/skeletons, and complexity, are presented and their respective potentials for applications in neuroscience are identified. Examples of applications of such measures are provided based on experimental investigations related to automated dendrogram extraction, mental-retardation characterization, and axon growth analysis.
引用
收藏
页码:283 / 310
页数:28
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