A Mathematical Modelling Study of Chemotactic Dynamics in Cell Cultures: The Impact of Spatio-temporal Heterogeneity

被引:0
|
作者
Ayensa-Jimenez, Jacobo [1 ,3 ]
Doweidar, Mohamed H. [1 ,2 ]
Doblare, Manuel [1 ,2 ,3 ,5 ]
Gaffney, Eamonn A. [4 ]
机构
[1] Univ Zaragoza, Aragon Inst Engn Res, Mariano Esquillor S-N, Zaragoza 50018, Spain
[2] Univ Zaragoza, Sch Engn & Architecture EINA, Mech Engn Dept, Maria de Luna S-N, Zaragoza 50018, Spain
[3] Inst Hlth Res Aragon, Tissue Microenvironm Lab, TME Lab, San Juan Bosco 13, Zaragoza 50009, Spain
[4] Univ Oxford, Math Inst, Wolfson Ctr Math Biol, Woodstock Rd, Oxford OX2 6GG, England
[5] Nanjing Tech Univ, 30 South Puzhu Rd, Nanjing 211816, Peoples R China
关键词
Cell culture; Heterogeneous stimuli; Method of characteristics; Perturbation theory; Glioblastoma cell progression; Microfluidics; CANCER; GLIOBLASTOMA; MICROFLUIDICS; MIGRATION; TENSION; WAVES; GROW; GO;
D O I
10.1007/s11538-023-01194-9
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
As motivated by studies of cellular motility driven by spatiotemporal chemotactic gradients in microdevices, we develop a framework for constructing approximate analytical solutions for the location, speed and cellular densities for cell chemotaxis waves in heterogeneous fields of chemoattractant from the underlying partial differential equation models. In particular, such chemotactic waves are not in general translationally invariant travelling waves, but possess a spatial variation that evolves in time, and may even oscillate back and forth in time, according to the details of the chemotactic gradients. The analytical framework exploits the observation that unbiased cellular diffusive flux is typically small compared to chemotactic fluxes and is first developed and validated for a range of exemplar scenarios. The framework is subsequently applied to more complex models considering the chemoattractant dynamics under more general settings, potentially including those of relevance for representing pathophysiology scenarios in microdevice studies. In particular, even though solutions cannot be constructed in all cases, a wide variety of scenarios can be considered analytically, firstly providing global insight into the important mechanisms and features of cell motility in complex spatiotemporal fields of chemoattractant. Such analytical solutions also provide a means of rapid evaluation of model predictions, with the prospect of application in computationally demanding investigations relating theoretical models and experimental observation, such as Bayesian parameter estimation.
引用
收藏
页数:48
相关论文
共 50 条
  • [41] SPATIO-TEMPORAL MODELLING OF EXTREME STORMS
    Economou, Theodoros
    Stephenson, David B.
    Ferro, Christopher A. T.
    ANNALS OF APPLIED STATISTICS, 2014, 8 (04): : 2223 - 2246
  • [42] Modelling of spatio-temporal variation of snowcover
    Schaumberger, Andreas
    Formayer, Herbert
    Tiefenbach, Priska
    Grillenberger, Joerg
    Strobl, Josef
    MITTEILUNGEN DER OSTERREICHISCHEN GEOGRAPHISCHEN GESELLSCHAFT, 2008, 150 : 163 - 182
  • [43] Modelling spatio-temporal variability of temperature
    Cao, Xiaofeng
    Okhrin, Ostap
    Odening, Martin
    Ritter, Matthias
    COMPUTATIONAL STATISTICS, 2015, 30 (03) : 745 - 766
  • [44] A simulation study of the spatio-temporal dynamics of the unionid mussels
    Lee, HL
    DeAngelis, DL
    ECOLOGICAL MODELLING, 1997, 95 (2-3) : 171 - 180
  • [45] Chromatin structure exhibits spatio-temporal heterogeneity within the cell nucleus
    Banerjee, Bidisha
    Bhattacharya, Dipanjan
    Shivashankar, G. V.
    BIOPHYSICAL JOURNAL, 2006, 91 (06) : 2297 - 2303
  • [46] Spatio-temporal heterogeneity in the tumor microenvironment influences the evolutionary dynamics of drug resistance
    Mumenthaler, Shannon
    Foo, Jasmine
    Choi, Nathan
    Pao, William
    Agus, David
    Michor, Franziska
    Mallick, Parag
    CANCER RESEARCH, 2015, 75 (01)
  • [47] Evolution of dispersal under spatio-temporal heterogeneity
    Parvinen, Kalle
    Ohtsuki, Hisashi
    Wakano, Joe Yuichiro
    JOURNAL OF THEORETICAL BIOLOGY, 2023, 574
  • [48] Modelling the Spatio-Temporal Cell Dynamics Reveals Novel Insights on Cell Differentiation and Proliferation in the Small Intestinal Crypt
    Pin, Carmen
    Watson, Alastair J. M.
    Carding, Simon R.
    PLOS ONE, 2012, 7 (05):
  • [49] Spatio-temporal modelling of temperature time series: A comparative study
    Rao, TS
    Antunes, AMC
    TIME SERIES ANALYSIS AND APPLICATIONS TO GEOPHYSICAL SYSTEMS, 2004, : 123 - 150
  • [50] Spatio-temporal dynamics of a three interacting species mathematical model inspired in physics
    Sanchez-Garduno, Faustino
    Brena-Medina, Victor E.
    BIOLOGICAL PHYSICS, 2008, 978 : 115 - 134