Optimizing micropattern geometries for cell shape and migration with genetic algorithms

被引:10
作者
Albert, Philipp J. [1 ]
Schwarz, Ulrich S. [1 ]
机构
[1] Heidelberg Univ, Inst Theoret Phys & BioQuant, Philosophenweg 19, D-69120 Heidelberg, Germany
关键词
CONTRACTILITY DETERMINE CELL; POTTS-MODEL; ADHERENT CELLS; BEHAVIOR; ORGANIZATION; MOTILITY; ADHESION; FORCES; ORIENTATION; SIMULATION;
D O I
10.1039/c6ib00061d
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Adhesive micropatterns have become a standard tool to control cell shape and function in cell culture. However, the variety of possible patterns is infinitely large and experiments often restrict themselves to established designs. Here we suggest a systematic method to establish novel micropatterns for desired functions using genetic algorithms. The evolutionary fitness of a certain pattern is computed using a cellular Potts model that describes cell behavior on micropattern. We first predict optimal patterns for a desired cell shape. We then optimize ratchet geometries to bias cell migration in a certain direction and find that asymmetric triangles are superior over the symmetric ones often used in experiments. Finally we design geometries which reverse the migration direction of cells when cell density increases due to cell division.
引用
收藏
页码:741 / 750
页数:10
相关论文
共 59 条
[41]   Polarizing cytoskeletal tension to induce leader cell formation during collective cell migration [J].
Rausch, Sebastian ;
Das, Tamal ;
Soine, Jerome R. D. ;
Hofmann, Tobias W. ;
Boehm, Christian H. J. ;
Schwarz, Ulrich S. ;
Boehm, Heike ;
Spatz, Joachim P. .
BIOINTERPHASES, 2013, 8
[42]   Patterns of molecular motors that guide and sort filaments [J].
Rupp, Beat ;
Nedelec, Francois .
LAB ON A CHIP, 2012, 12 (22) :4903-4910
[43]   Physics of adherent cells [J].
Schwarz, Ulrich S. ;
Safran, Samuel A. .
REVIEWS OF MODERN PHYSICS, 2013, 85 (03) :1327-1381
[44]   MULTISCALE DEVELOPMENTS OF THE CELLULAR POTTS MODEL [J].
Scianna, M. ;
Preziosi, L. .
MULTISCALE MODELING & SIMULATION, 2012, 10 (02) :342-382
[45]   Emergence and Persistence of Collective Cell Migration on Small Circular Micropatterns [J].
Segerer, Felix J. ;
Thueroff, Florian ;
Alberola, Alicia Piera ;
Frey, Erwin ;
Raedler, Joachim O. .
PHYSICAL REVIEW LETTERS, 2015, 114 (22)
[46]   In silico evolution of guiding track designs for molecular shuttles powered by kinesin motors [J].
Sunagawa, Takuya ;
Tanahashi, Akihito ;
Downs, Matthew E. ;
Hess, Henry ;
Nitta, Takahiro .
LAB ON A CHIP, 2013, 13 (14) :2827-2833
[47]   Cellular Potts modeling of tumor growth, tumor invasion, and tumor evolution [J].
Szabo, Andras ;
Merks, Roeland M. H. .
FRONTIERS IN ONCOLOGY, 2013, 3
[48]   Dynamics of Traction Stress Field during Cell Division [J].
Tanimoto, Hirokazu ;
Sano, Masaki .
PHYSICAL REVIEW LETTERS, 2012, 109 (24)
[49]   The extracellular matrix guides the orientation of the cell division axis [J].
Théry, M ;
Racine, V ;
Pépin, A ;
Piel, M ;
Chen, Y ;
Sibarita, JB ;
Bornens, M .
NATURE CELL BIOLOGY, 2005, 7 (10) :947-U29
[50]   Anisotropy of cell adhesive microenvironment governs cell internal organization and orientation of polarity [J].
Thery, Manuel ;
Racine, Victor ;
Piel, Matthieu ;
Pepin, Anne ;
Dimitrov, Ariane ;
Chen, Yong ;
Sibarita, Jean-Baptiste ;
Bornens, Michel .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2006, 103 (52) :19771-19776