Title :
Multiscale Modeling and Analysis of Planar Cell Polarity in the Drosophila Wing
Author :
Qian Gao ; Gilbert, David ; Heiner, Monika ; Fei Liu ; Maccagnola, Daniele ; Tree, David
Author_Institution :
Sch. of Inf. Syst., Comput., & Math., Brunel Univ., Uxbridge, UK
Abstract :
Modeling across multiple scales is a current challenge in Systems Biology, especially when applied to multicellular organisms. In this paper, we present an approach to model at different spatial scales, using the new concept of Hierarchically Colored Petri Nets (HCPN). We apply HCPN to model a tissue comprising multiple cells hexagonally packed in a honeycomb formation in order to describe the phenomenon of Planar Cell Polarity (PCP) signaling in Drosophila wing. We have constructed a family of related models, permitting different hypotheses to be explored regarding the mechanisms underlying PCP. In addition our models include the effect of well-studied genetic mutations. We have applied a set of analytical techniques including clustering and model checking over time series of primary and secondary data. Our models support the interpretation of biological observations reported in the literature.
Keywords :
bioinformatics; biological techniques; biological tissues; cellular biophysics; data analysis; formal verification; genetics; pattern clustering; physiological models; time series; Drosophila wing; HCPN; Hierarchically Colored Petri Nets; Systems Biology; analytical technique; biological observation; genetic mutation; honeycomb formation; model checking; multicellular organism; multiple cell; multiscale modeling; pattern clustering; planar cell polarity analysis; planar cell polarity signaling; primary data time series; secondary data time series; tissue model; Analytical models; Biological system modeling; Color; Image color analysis; Mathematical model; Petri nets; Proteins; Analytical models; Biological system modeling; Color; Hierarchically colored Petri nets; Image color analysis; Mathematical model; Petri nets; Proteins; cluster analysis; continuous Petri nets; continuous simulation; model checking; multiscale modeling; ordinary differential equations; planar cell polarity; Animals; Cell Polarity; Cluster Analysis; Drosophila; Models, Biological; Mutation; Systems Biology; Wing;
Journal_Title :
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
DOI :
10.1109/TCBB.2012.101