Optimizing micropattern geometries for cell shape and migration with genetic algorithms

作者: Philipp J. Albert , Ulrich S. Schwarz

DOI: 10.1039/C6IB00061D

关键词: Cellular Potts modelBiocompatible materialCell divisionCell densityRatchetBiologyFunction (mathematics)Cell shapeControl cellBiological system

摘要: Adhesive micropatterns have become a standard tool to control cell shape and function in culture. However, the variety of possible patterns is infinitely large experiments often restrict themselves established designs. Here we suggest systematic method establish novel for desired functions using genetic algorithms. The evolutionary fitness certain pattern computed cellular Potts model that describes behavior on micropattern. We first predict optimal shape. then optimize ratchet geometries bias migration direction find asymmetric triangles are superior over symmetric ones used experiments. Finally design which reverse cells when density increases due division.

参考文章(59)
Guojun Lu, Dengsheng Zhang, An integrated approach to shape based image retrieval asian conference on computer vision. pp. 652- 657 ,(2002)
Felix J. Segerer, Florian Thüroff, Alicia Piera Alberola, Erwin Frey, Joachim O. Rädler, Emergence and Persistence of Collective Cell Migration on Small Circular Micropatterns. Physical Review Letters. ,vol. 114, pp. 228102- ,(2015) , 10.1103/PHYSREVLETT.114.228102
Matthias L. Zorn, Anna-Kristina Marel, Felix J. Segerer, Joachim O. Rädler, Phenomenological approaches to collective behavior in epithelial cell migration. Biochimica et Biophysica Acta. ,vol. 1853, pp. 3143- 3152 ,(2015) , 10.1016/J.BBAMCR.2015.05.021
Agoston E. Eiben, J. E. Smith, Introduction to evolutionary computing ,(2003)
Michael Affenzeller, Stefan Wagner, Stephan Winkler, Andreas Beham, Genetic Algorithms and Genetic Programming: Modern Concepts and Practical Applications Chapman and Hall/CRC. ,(2009) , 10.1201/9781420011326
Shijie He, Chenglin Liu, Xiaojun Li, Shaopeng Ma, Bo Huo, Baohua Ji, Dissecting Collective Cell Behavior in Polarization and Alignment on Micropatterned Substrates. Biophysical Journal. ,vol. 109, pp. 489- 500 ,(2015) , 10.1016/J.BPJ.2015.06.058
Natalia Grafeeva, Natalia Kalinina-Shuvalova, Lyudmila Grigorieva, Genetic algorithms and genetic programming International journal of advanced computer science. ,vol. 3, ,(2013)
Riccardo Poli, William B. Langdon, Foundations of Genetic Programming ,(2002)
Ulrich S. Schwarz, Samuel A. Safran, Physics of adherent cells Reviews of Modern Physics. ,vol. 85, pp. 1327- 1381 ,(2013) , 10.1103/REVMODPHYS.85.1327