Repulsive force based snake model to segment and track neuronal axons in 3D microscopy image stacks

被引:46
作者
Cai, Hongmin
Xu, Xiaoyin [1 ]
Lu, Ju
Lichtman, Jeff W.
Yung, S. P.
Wong, Stephen T. C.
机构
[1] Brigham & Womens Hosp, Dept Radiol, Boston, MA 02114 USA
[2] Harvard Univ, Ctr Bioinformat, Ctr Neurodegenerat & Repair, Boston, MA 02114 USA
[3] Univ Hong Kong, Dept Math, Hong Kong, Hong Kong, Peoples R China
[4] Harvard Univ, Dept Mol & Cellular Biol, Boston, MA 02114 USA
关键词
D O I
10.1016/j.neuroimage.2006.05.036
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The branching patterns of axons and dendrites are fundamental structural properties that affect the synaptic connectivity of axons. Although today three-dimensional images of fluorescently labeled processes can be obtained to study axonal branching, there are no robust methods of tracing individual axons. This paper describes a repulsive force based snake model to segment and track axonal profiles in 3D images. This new method segments all the axonal profiles in a 2D image and then uses the results obtained from that image as prior information to help segment the adjacent 2D image. In this way, the segmentation successfully connects axonal profiles over hundreds of images in a 3D image stack. Individual axons can then be extracted based on the segmentation results. The utility and performance of the method are demonstrated using 3D axonal images obtained from transgenic mice that express flourescent protein. (c) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:1608 / 1620
页数:13
相关论文
共 29 条
[1]   Multigrid anisotropic diffusion [J].
Acton, ST .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (03) :280-291
[2]   Median-based robust algorithms for tracing neurons from noisy confocal microscope images [J].
Al-Kofahi, KA ;
Can, A ;
Lasek, S ;
Szarowski, DH ;
Dowell-Mesfin, N ;
Shain, W ;
Turner, JT ;
Roysam, B .
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2003, 7 (04) :302-317
[3]   Rapid automated three-dimensional tracing of neurons from confocal image stacks [J].
Al-Kofahi, KA ;
Lasek, S ;
Szarowski, DH ;
Pace, CJ ;
Nagy, G ;
Turner, JN ;
Roysam, B .
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2002, 6 (02) :171-187
[4]  
AMADIEU O, 1999, INT C IM PROC KOB JA
[5]   B-Spline snakes: A flexible tool for parametric contour detection [J].
Brigger, P ;
Hoeg, J ;
Unser, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (09) :1484-1496
[6]   Nonlinear anisotropic diffusion filtering of three-dimensional image data from two-photon microscopy [J].
Broser, PJ ;
Schulte, R ;
Lang, S ;
Roth, A ;
Helmchen, F ;
Waters, J ;
Sakmann, B ;
Wittum, G .
JOURNAL OF BIOMEDICAL OPTICS, 2004, 9 (06) :1253-1264
[7]   Adaptive smoothing respecting feature directions [J].
Carmona, RA ;
Zhong, SF .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (03) :353-358
[8]   A GEOMETRIC MODEL FOR ACTIVE CONTOURS IN IMAGE-PROCESSING [J].
CASELLES, V ;
CATTE, F ;
COLL, T ;
DIBOS, F .
NUMERISCHE MATHEMATIK, 1993, 66 (01) :1-31
[9]   Deformable boundary finding in medical images by integrating gradient and region information [J].
Chakraborty, A ;
Staib, LH ;
Duncan, JS .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1996, 15 (06) :859-870
[10]   Automatic segmentation and skeletonization of neurons from confocal microscopy images based on the 3-D wavelet transform [J].
Dima, A ;
Scholz, M ;
Obermayer, K .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (07) :790-801