Automated tracking of unmarked cells migrating in three-dimensional matrices applied to anti-cancer drug screening

被引:22
作者
Adanja, Ivan [1 ]
Debeir, Olivier [1 ]
Megalizzi, Veronique [2 ]
Kiss, Robert [2 ]
Warzee, Nadine [1 ]
Decaestecker, Christine [1 ,2 ]
机构
[1] Univ Libre Bruxelles, LISA, Fac Sci Appl, B-1050 Brussels, Belgium
[2] Univ Libre Bruxelles, Toxicol Lab, Inst Pharm, B-1050 Brussels, Belgium
关键词
3D cell migration; Drug screening; Image analysis; Phase-contrast microscopy; Time-lapse imaging; MEAN-SHIFT; MICROSCOPY; LOCOMOTION; MOTILITY; ACTIN; MODEL;
D O I
10.1016/j.yexcr.2009.10.004
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
In oncology, combating the spread of tumor cells is a clinical need which currently remains unsatisfied. Identifying anti-migratory compounds usually requires in vitro screening of a large number of molecules. Efficient and realistic (i.e., preferably 3D) in vitro tests are thus required in order to quantify the anti-migratory effects of anti-cancer drugs. To remain compatible with high-throughput screening, we focus on assays where unlabeled cells are migrating in 3D transparent gels and are observed under time-lapse 3D phase-contrast microscopy. In this context, we present a method for automatically tracking cells that combines a template matching preprocessing step with a mean-shift process. The preprocessing step consists in performing a correlation of a cell template with each observed volume in order to provide a phase-contrast artifact-free volume where the cells appear as correlation peaks surrounded by smooth gradients. This transformation enables the cells to be efficiently tracked by a mean-shift process. Robustness and efficiency of this approach are qualitatively and quantitatively shown in various experiments. Finally, we successfully applied our method to the quantitative characterization of the anti-migratory impact of cytochalasin-D on cancer cells. in conclusion, our method can efficiently be used for drug screening aiming to evidence drug-induced effects on cell migration in 3D transparent environments, such as matrix gels. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:181 / 193
页数:13
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