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Automated high content image analysis of dendritic arborization in primary mouse hippocampal and rat cortical neurons in culture
•OmniBrain performs manual, semi- and fully automated Sholl analysis.•Manual cell selection and tracing increases inter-researcher variability.•OmniBrain eliminated researcher bias from neuron selection and image thresholding.•OmniBrain provides medium to high throughput analysis of dendritic morpho...
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Published in: | Journal of neuroscience methods 2020-07, Vol.341, p.108793-108793, Article 108793 |
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Main Authors: | , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | •OmniBrain performs manual, semi- and fully automated Sholl analysis.•Manual cell selection and tracing increases inter-researcher variability.•OmniBrain eliminated researcher bias from neuron selection and image thresholding.•OmniBrain provides medium to high throughput analysis of dendritic morphology.
Primary neuronal cell cultures are useful for studying mechanisms that influence dendritic morphology during normal development and in response to various stressors. However, analyzing dendritic morphology is challenging, particularly in cultures with high cell density, and manual methods of selecting neurons and tracing dendritic arbors can introduce significant bias, and are labor-intensive. To overcome these challenges, semi-automated and automated methods are being developed, with most software solutions requiring computer-assisted dendrite tracing with subsequent quantification of various parameters of dendritic morphology, such as Sholl analysis. However fully automated approaches for classic Sholl analysis of dendritic complexity are not currently available.
The previously described Omnisphero software, was extended by adding new functions to automatically assess dendritic mass, total length of the dendritic arbor and the number of primary dendrites, branch points, and terminal tips, and to perform Sholl analysis.
The new functions for assessing dendritic morphology were validated using primary mouse hippocampal and rat cortical neurons transfected with a fluorescently tagged MAP2 cDNA construct. These functions allow users to select specific populations of neurons as a training set for subsequent automated selection of labeled neurons in high-density cultures.
Compared to manual or semi-automated analyses of dendritic arborization, the new functions increase throughput while significantly decreasing researcher bias associated with neuron selection, tracing, and thresholding.
These results demonstrate the importance of using unbiased automated methods to mitigate experimenter-dependent bias in analyzing dendritic morphology. |
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ISSN: | 0165-0270 1872-678X |
DOI: | 10.1016/j.jneumeth.2020.108793 |