Reproducibility of scratch assays is affected by the initial degree of confluence: Experiments, modelling and model selection

被引:79
作者
Jin, Wang [1 ]
Shah, Esha T. [2 ]
Penington, Catherine J. [1 ]
McCue, Scott W. [1 ]
Chopin, Lisa K. [2 ]
Simpson, Matthew J. [1 ,2 ]
机构
[1] Queensland Univ Technol QUT Brisbane, Sch Math Sci, Brisbane, Qld, Australia
[2] QUT, Ghrelin Res Grp, Translat Res Inst, Woolloongabba, Qld, Australia
基金
澳大利亚研究理事会;
关键词
Scratch assay; Reproducibility; Cell diffusivity; Cell proliferation rate; CELL-MIGRATION ASSAY; TRAVELING-WAVES; WOUND CLOSURE; IN-VITRO; DIFFUSION; EQUATION; GROWTH;
D O I
10.1016/j.jtbi.2015.10.040
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Scratch assays are difficult to reproduce. Here we identify a previously overlooked source of variability which could partially explain this difficulty. We analyse a suite of scratch assays in which we vary the initial degree of confluence (initial cell density). Our results indicate that the rate of re-colonisation is very sensitive to the initial density. To quantify the relative roles of cell migration and proliferation, we calibrate the solution of the Fisher-Kolmogorov model to cell density profiles to provide estimates of the cell diffusivity, D, and the cell proliferation rate, lambda. This procedure indicates that the estimates of D and A are very sensitive to the initial density. This dependence suggests that the Fisher-Kolmogorov model does not accurately represent the details of the collective cell spreading process, since this model assumes that D and lambda are constants that ought to be independent of the initial density. Since higher initial cell density leads to enhanced spreading, we also calibrate the solution of the Porous-Fisher model to the data as this model assumes that the cell flux is an increasing function of the cell density. Estimates of D and lambda associated with the Porous-Fisher model are less sensitive to the initial density, suggesting that the Porous-Fisher model provides a better description of the experiments. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:136 / 145
页数:10
相关论文
共 39 条
[1]   A one-dimensional model of cell diffusion and aggregation, incorporating volume filling and cell-to-cell adhesion [J].
Anguige, K. ;
Schmeiser, C. .
JOURNAL OF MATHEMATICAL BIOLOGY, 2009, 58 (03) :395-427
[2]  
[Anonymous], 1937, MOSCOW U B MATH
[3]   Established and novel methods of interrogating two-dimensional cell migration [J].
Ashby, William J. ;
Zijlstra, Andries .
INTEGRATIVE BIOLOGY, 2012, 4 (11) :1338-1350
[4]   Spectral analysis of pair-correlation bandwidth: application to cell biology images [J].
Binder, Benjamin J. ;
Simpson, Matthew J. .
ROYAL SOCIETY OPEN SCIENCE, 2015, 2 (02)
[5]   Sulforaphane induces cell cycle arrest by protecting RB-E2F-1 complex in epithelial ovarian cancer cells [J].
Bryant, Christopher S. ;
Kumar, Sanjeev ;
Chamala, Sreedhar ;
Shah, Jay ;
Pal, Jagannath ;
Haider, Mahdi ;
Seward, Shelly ;
Qazi, Aamer M. ;
Morris, Robert ;
Semaan, Assaad ;
Shammas, Masood A. ;
Steffes, Christopher ;
Potti, Ravindra B. ;
Prasad, Madhu ;
Weaver, Donald W. ;
Batchu, Ramesh B. .
MOLECULAR CANCER, 2010, 9
[6]   Multi-scale modeling of a wound-healing cell migration assay [J].
Cai, Anna Q. ;
Landman, Kerry A. ;
Hughes, Barry D. .
JOURNAL OF THEORETICAL BIOLOGY, 2007, 245 (03) :576-594
[7]   Modeling chemotaxis of adhesive cells: stochastic lattice approach and continuum description [J].
Charteris, Nicholas ;
Khain, Evgeniy .
NEW JOURNAL OF PHYSICS, 2014, 16
[8]   An interior trust region approach for nonlinear minimization subject to bounds [J].
Coleman, TF ;
Li, YY .
SIAM JOURNAL ON OPTIMIZATION, 1996, 6 (02) :418-445
[9]   Propagation of fronts in the Fisher-Kolmogorov equation with spatially varying diffusion [J].
Curtis, Christopher W. ;
Bortz, David M. .
PHYSICAL REVIEW E, 2012, 86 (06)
[10]   Modeling tumor cell migration: From microscopic to macroscopic models [J].
Deroulers, Christophe ;
Aubert, Marine ;
Badoual, Mathilde ;
Grammaticos, Basil .
PHYSICAL REVIEW E, 2009, 79 (03)