A fast, fully automated cell segmentation algorithm for high-throughput and high-content screening

被引:38
作者
Fenistein, D. [1 ]
Lenseigne, B. [1 ]
Christophe, T. [2 ]
Brodin, P. [3 ]
Genovesio, A. [1 ]
机构
[1] Inst Pasteur Korea, Image Min Grp, Seoul 136791, South Korea
[2] Inst Pasteur Korea, Screening Technol & Pharmacol Grp, Seoul 136791, South Korea
[3] Inst Pasteur Korea, Inserm Equipe Avenir Biol Intracellular Pathogen, Seoul 136791, South Korea
关键词
image analysis; biological image processing; automation; cytometry; object detection; segmentation; high-content screening;
D O I
10.1002/cyto.a.20627
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
High-throughput, high-content screening (HT-HCS) of large compound libraries for drug discovery imposes new constraints on image analysis algorithms. Time and robustness are paramount while accuracy is intrinsically statistical. In this article, a fast and fully automated algorithm for cell segmentation is proposed. The algorithm is based on a strong attachment to the data that provide robustness and have been validated on the HT-HCS of large compound libraries and different biological assays. We present the algorithm and its performance, a description of its advantages and limitations, and a discussion of its range of application. (C) 2008 International Society for Advancement of Cytometry.
引用
收藏
页码:958 / 964
页数:7
相关论文
共 23 条
[1]   High content screening applied to large-scale cell biology [J].
Abraham, VC ;
Taylor, DL ;
Haskins, JR .
TRENDS IN BIOTECHNOLOGY, 2004, 22 (01) :15-22
[2]  
[Anonymous], 2012, Computer Vision: A Modern Approach
[3]   Whole cell segmentation in solid tissue sections [J].
Baggett, D ;
Nakaya, MA ;
McAuliffe, M ;
Yamaguchi, TP ;
Lockett, S .
CYTOMETRY PART A, 2005, 67A (02) :137-143
[4]   Confocal DNA cytometry:: A contour-based segmentation algorithm for automated three-dimensional image segmentation [J].
Beliën, JAM ;
van Ginkel, HAHM ;
Tekola, P ;
Ploeger, LS ;
Poulin, NM ;
Baak, JPA ;
van Diest, PJ .
CYTOMETRY, 2002, 49 (01) :12-21
[5]   CellProfiler: image analysis software for identifying and quantifying cell phenotypes [J].
Carpenter, Anne E. ;
Jones, Thouis Ray ;
Lamprecht, Michael R. ;
Clarke, Colin ;
Kang, In Han ;
Friman, Ola ;
Guertin, David A. ;
Chang, Joo Han ;
Lindquist, Robert A. ;
Moffat, Jason ;
Golland, Polina ;
Sabatini, David M. .
GENOME BIOLOGY, 2006, 7 (10)
[6]  
CASTLEMAN K. R., 1996, Digital image processing
[7]  
DORVAL T, 2007, 4 IEEE INT S BIOM IM
[8]  
DORVAL T, 2006, P 5 INT WORKSH INF O, P463
[9]  
Kiger A A, 2003, J Biol, V2, P27, DOI 10.1186/1475-4924-2-27
[10]  
Kim JK, 2005, SCIENCE, V308, P1164, DOI 10.1126/science.1109267