Rapid semi-automated segmentation and analysis of neuronal morphology and function from confocal image data

D.R. Holmes1,2, M.J. Moore3, C.B. Mantilla3, G.C. Sieck3, R.A. Robb2
1Biomedical Imaging Resource, Mayo Foundation, Rochester, MN, USA
2Biomedical Imaging Resource
3Anesthesia Research Mayo Foundation, Rochester, MN, USA

Tóm tắt

Confocal microscopy combined with cellular labeling techniques can be an effective method for imaging the morphology of a cell as well as various functional characteristics in vivo. Current analysis methods are manual, and therefore, time-consuming and prone to error. Through the development of custom algorithms and application design, the analysis process can be improved to decrease analysis time and increase reproducibility. Utilizing off-the-self PC hardware and software, a custom application was designed that would provide useful three-dimensional (3D) segmentation and analysis tools to analyze confocal image data of neurons. Techniques such as dynamic thresholding, adaptive filtering, and morphological processing were implemented to provide a robust and efficient analysis package. The automated method was compared with the standard manual method using two metrics - reproducibility and overall time necessary for analysis. The semi-automated method was more time efficient with very high reproducibility. Additional studies are necessary to further assess and improve upon the automated technique.

Từ khóa

#Image segmentation #Image analysis #Morphology #Algorithm design and analysis #Reproducibility of results #Application software #Microscopy #Labeling #In vivo #Process design

Tài liệu tham khảo

prakash, 2000, Phrenic motoneuron morphology during rapid diaphragm muscle growth, J Appl Physiol, 89, 563, 10.1152/jappl.2000.89.2.563 zhan, 2000, Regional differences in serotonergic input to canine parasternal intercostal motoneurons, J Appl Physiol, 88, 1581, 10.1152/jappl.2000.88.5.1581 10.1109/42.759114 mantilla, 2000, Plasticity of hypoglossal motoneurons following chronic cervical dorsal rhizotomy in rats, Soc Neurosci Abstr, 26, 1372 mantilla, 2000, Cervical dorsal rhizotomy results in increased serotonergic input to phrenic motoneurons, FASEB J, 14, 73a 10.1109/VBC.1990.109363 10.1109/42.34710 10.1016/S0076-6879(99)07019-6 10.1007/BF03168711 10.1126/science.126.3287.1345