Title :
An association rule-based CLIPS program for interactive prediction of MSC differentiation in vitro
Author :
Wang, Weiqi ; Bañares-Alcántara, René ; Cui, Zhanfeng ; Wang, Yanbo J. ; Coenen, Frans
Author_Institution :
Dept. of Eng. Sci., Univ. of Oxford, Oxford, UK
Abstract :
In this paper, a software toolkit has been developed for in silica prediction of the differentiation destiny of Mesenchymal Stem Cells (MSCs) in vitro. The software toolkit was developed in CLIPS (C Language Integrated Production System) as an expert system, with a java-based GUI. This toolkit utilizes the rules obtained from previous experimental data via data mining techniques, based on which the prediction is to be made. Thus, the prediction accuracy can be affected by the amount and quality of the rules, which can be improved by both manual adjustment and expansion of the MSC differentiation database in future.
Keywords :
C language; data mining; expert systems; software tools; tissue engineering; C language integrated production system; CLIPS program; Java-based GUI; MSC differentiation database; Mesenchymal Stem Cells; association rules; data mining techniques; expert system; interactive prediction; silica prediction; software toolkit; Graphical user interfaces; Software; Substrates; CLIPS; cell differentiation; data mining; mesenchymal stem cell; rule based;
Conference_Titel :
Computer Application and System Modeling (ICCASM), 2010 International Conference on
Conference_Location :
Taiyuan
Print_ISBN :
978-1-4244-7235-2
Electronic_ISBN :
978-1-4244-7237-6
DOI :
10.1109/ICCASM.2010.5620726