Automated 5-D analysis of cell migration and interaction in the thymic cortex from time-lapse sequences of 3-D multi-channel multi-photon images

被引:34
作者
Chen, Ying [1 ]
Ladi, Ena [2 ]
Herzmark, Paul [2 ]
Robey, Ellen [2 ]
Roysam, Badrinath [1 ]
机构
[1] Rensselaer Polytech Inst, Dept Elect Comp & Syst Engn, Troy, NY 12180 USA
[2] Univ Calif Berkeley, Dept Mol & Cell Biol, Div Immunol, Berkeley, CA 94720 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
5-D image analysis; 2-photon laser scanning microscopy (TPLSM); Thymocyte; Dendritic cell (DC); Cell migration; Cellular interaction; Edit-based validation; MEAN-SHIFT; IN-VIVO; TRACKING; MOTILITY; MICROSCOPY; BEHAVIOR; QUANTIFICATION; SEGMENTATION; DYNAMICS;
D O I
10.1016/j.jim.2008.09.024
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
This paper presents automated methods to quantify dynamic phenomena such as cell-cell interactions and cell migration patterns from time-lapse series of multi-channel three-dimensional image stacks of living specimens. Various 5-dimensional (x, y, z, t, lambda) images containing dendritic cells (DC), and T-cells or thymocytes in the developing mouse thymic cortex and lymph node were acquired by two-photon laser scanning microscopy (TPLSM). The cells were delineated automatically using a mean-shift clustering algorithm. This enables morphological measurements to be computed. A robust multiple-hypothesis tracking algorithm was used to track thymocytes (the DC were stationary). The tracking data enable dynamic measurements to be computed, including migratory patterns of thymocytes, and duration of thymocyte-DC contacts. Software was developed for efficient inspection, corrective editing, and validation of the automated analysis results. Our software-generated results agreed with manually generated measurements to within 8%. (c) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:65 / 80
页数:16
相关论文
共 40 条
[1]   Automated cell lineage construction - A rapid method to analyze clonal development established with murine neural progenitor cells [J].
Al-Kofahi, O ;
Radke, RJ ;
Goderie, SK ;
Shen, Q ;
Temple, S ;
Roysam, B .
CELL CYCLE, 2006, 5 (03) :327-335
[2]   Automated semantic analysis of changes in image sequences of neurons in culture [J].
Al-Kofahi, Omar ;
Radke, Richard J. ;
Roysam, Badrinath ;
Banker, Gary .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2006, 53 (06) :1109-1123
[3]   Automated cell lineage tracing in Caenorhabditis elegans [J].
Bao, ZR ;
Murray, JI ;
Boyle, T ;
Ooi, SL ;
Sandel, MJ ;
Waterston, RH .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (08) :2707-2712
[4]   Associative image analysis: A method for automated quantification of 3D multi-parameter images of brain tissue [J].
Bjornsson, Christopher S. ;
Lin, Gang ;
Al-Kofahi, Yousef ;
Narayanaswamy, Arunachalam ;
Smith, Karen L. ;
Shain, William ;
Roysam, Badrinath .
JOURNAL OF NEUROSCIENCE METHODS, 2008, 170 (01) :165-178
[5]   Dynamic behavior of T cells and thymocytes in lymphoid organs as revealed by two-photon microscopy [J].
Bousso, P ;
Robey, EA .
IMMUNITY, 2004, 21 (03) :349-355
[6]   Dynamics of CD8+ T cell priming by dendritic cells in intact lymph nodes [J].
Bousso, P ;
Robey, E .
NATURE IMMUNOLOGY, 2003, 4 (06) :579-585
[7]   Two-photon tissue imaging: Seeing the immune system in a fresh light [J].
Cahalan, MD ;
Parker, I ;
Wei, SH ;
Miller, MJ .
NATURE REVIEWS IMMUNOLOGY, 2002, 2 (11) :872-880
[8]   Choreography of cell motility and interaction dynamics imaged by two-photon microscopy in lymphoid organs [J].
Cahalan, Michael D. ;
Parker, Ian .
ANNUAL REVIEW OF IMMUNOLOGY, 2008, 26 :585-626
[9]   MEAN SHIFT, MODE SEEKING, AND CLUSTERING [J].
CHENG, YZ .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (08) :790-799
[10]  
Collins RT, 2003, PROC CVPR IEEE, P234