Automated Algorithms for Multiscale Morphometry of Neuronal Dendrites
- 1 July 2004
- journal article
- research article
- Published by MIT Press in Neural Computation
- Vol. 16 (7) , 1353-1383
- https://doi.org/10.1162/089976604323057425
Abstract
We describe the synthesis of automated neuron branching morphology and spine detection algorithms to provide multiscale three-dimensional morphological analysis of neurons. The resulting software is applied to the analysis of a high-resolution (0.098 μm × 0.098 μm × 0.081 μ m) image of an entire pyramidal neuron from layer III of the superior temporal cortex in rhesus macaque monkey. The approach provides a highly automated, complete morphological analysis of the entire neuron; each dendritic branch segment is characterized by several parameters, including branch order, length, and radius as a function of distance along the branch, as well as by the locations, lengths, shape classification (e.g., mushroom, stubby, thin), and density distribution of spines on the branch. Results for this automated analysis are compared to published results obtained by other computer-assisted manual means.Keywords
This publication has 54 references indexed in Scilit:
- Age-related Dendritic and Spine Changes in Corticocortically Projecting Neurons in Macaque MonkeysCerebral Cortex, 2003
- > effects of early environment on pyramidal neuron morphology in field CA1 of the guinea-pigNeuroscience, 2003
- Quantitative analysis of the dendritic morphology of corticocortical projection neurons in the macaque monkey association cortexNeuroscience, 2002
- Rapid automated three-dimensional tracing of neurons from confocal image stacksIEEE Transactions on Information Technology in Biomedicine, 2002
- Pyramidal Cells of the Frontal Lobe: All the More Spinous to Think WithJournal of Neuroscience, 2000
- An on-line archive of reconstructed hippocampal neuronsJournal of Neuroscience Methods, 1998
- Automated tracing and volume measurements of neurons from 3‐D confocal fluorescence microscopy dataJournal of Microscopy, 1994
- The pyramidal neuron of the cerebral cortex: Morphological and chemical characteristics of the synaptic inputsProgress in Neurobiology, 1992
- Propagation of dendritic spikes mediated by excitable spines: a continuum theoryJournal of Neurophysiology, 1991
- Morphology of the cells within the inferior temporal gyrus that project to the prefrontal cortex in the macaque monkeyJournal of Comparative Neurology, 1990