CELL-MIGRATION ANALYSIS AFTER IN-VITRO WOUNDING INJURY WITH A MULTIAGENT APPROACH

Citation
A. Boucher et al., CELL-MIGRATION ANALYSIS AFTER IN-VITRO WOUNDING INJURY WITH A MULTIAGENT APPROACH, Artificial intelligence review, 12(1-3), 1998, pp. 137-162
Citations number
46
Categorie Soggetti
Computer Science Artificial Intelligence","Computer Science Artificial Intelligence
ISSN journal
02692821
Volume
12
Issue
1-3
Year of publication
1998
Pages
137 - 162
Database
ISI
SICI code
0269-2821(1998)12:1-3<137:CAAIWI>2.0.ZU;2-P
Abstract
This paper presents a multiagent system for studying in vitro cell mot ion. A typical application on the wound closure process is presented t o illustrate the possibilities of the system, where different image se quences will be treated. The motion issue involves three aspects: imag e segmentation, object tracking and motion analysis. The current syste m version focuses mainly on the image segmentation aspect. A general a gent model has been designed, which will be further expanded to includ e tracking and motion analysis behaviors as well. The agents integrate three basic behaviors: perception, interaction and reproduction. The perception evaluates pixels upon static and motion-based criteria. The interaction behavior allows two agents to merge or to negotiate parts of regions. The negotiation can be seen as a segmentation refinement process done by the agents. Finally, the reproduction behavior defines an exploration strategy of the images. Agents can start other agents around them, or they can duplicate themselves in the next frame. The f rames are processed in pipeline, where previous information is used to treat the current frame. One unique agent model exist. Agents are spe cialized on execution time according to their goals. The results, comi ng from an existing prototype, show different types of cell behavior d uring cell migration, based on cell nuclei analysis.