The effects of cellular interactions on the sizes, composition, and dynamics of migrating cancer cell clusters

被引:1
作者
Tan, Rui Zhen [1 ]
机构
[1] Singapore Inst Technol, Engn Cluster, 10 Dover Dr, Singapore 138683, Singapore
关键词
Mathematical modelling; Collective migration; Epithelial-mesenchymal plasticity; Computational simulations; Cellular Potts model; TO-MESENCHYMAL TRANSITION; STEM-CELLS; GROWTH-FACTOR; METASTASIS; INVASION; EMT; EXPRESSION; RESISTANCE; MODEL;
D O I
10.1016/j.jocs.2024.102237
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Collective migration plays an important role in metastasis, promoting survival of migrating clusters and increasing malignancy. Hybrid cells in intermediate EMT states have been attributed to be responsible for collective migration. These are cells with both epithelial and mesenchymal characteristics allowing them to migrate while maintaining interactions with other cells. While the benefits of collective migration are known, it is unclear what determines the sizes and compositions of the resulting clusters. Here, we present a cellular Potts model that models cellular adhesions and chemotactic responses of cancer cells to understand how these physical properties affect the sizes and composition of migrating clusters. From our simulations, we find that high chemotactic response drives individualistic behavior and promotes smaller clusters, whereas high cellular adhesion drives collective behavior and results in larger clusters. Epithelial cells are found to metastasize in heterogenous clusters consisting of both hybrid and epithelial cells. In heterogenous clusters, hybrid cells serve as leader cells and epithelial cells act as followers. However, heterogenous clusters are less stable than homogenous ones consisting of only hybrid cells as they often undergo further dissociation. Although hybrid cells bring epithelial cells along in a migrating cluster, increasing the fraction of hybrid cells leads to an overall decrease in the number of migrating epithelial cells. This highlights the interplay between competition and collaboration of the two cell types. Lastly, the motility and detachment timings of the clusters are characterized. Detachment timings are highly stochastic whereas motility correlates positively with the number of hybrid cells and negatively with the number of epithelial cells in a cluster. Overall, our model provides a framework to study the effects of cellular interactions on collective migration.
引用
收藏
页数:11
相关论文
共 60 条
[1]   Multicellular detachment generates metastatic spheroids during intra-abdominal dissemination in epithelial ovarian cancer [J].
Al Habyan, Sara ;
Kalos, Christina ;
Szymborski, Joseph ;
McCaffrey, Luke .
ONCOGENE, 2018, 37 (37) :5127-5135
[2]   Prospective identification of tumorigenic breast cancer cells [J].
Al-Hajj, M ;
Wicha, MS ;
Benito-Hernandez, A ;
Morrison, SJ ;
Clarke, MF .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (07) :3983-3988
[3]  
[Anonymous], 1953, Postgraduate Medical Journal, V29, P160
[4]  
[Anonymous], Multipotentiality of Single Embryonal Carcinoma Cells
[5]   Cancer stem cells revisited [J].
Batlle, Eduard ;
Clevers, Hans .
NATURE MEDICINE, 2017, 23 (10) :1124-1134
[6]   Highly tumorigenic lung cancer CD133+ cells display stem-like features and are spared by cisplatin treatment [J].
Bertolini, Giulia ;
Roz, Luca ;
Perego, Paola ;
Tortoreto, Monica ;
Fontanella, Enrico ;
Gatti, Laura ;
Pratesi, Graziella ;
Fabbri, Alessandra ;
Andriani, Francesca ;
Tinelli, Stella ;
Roz, Elena ;
Caserini, Roberto ;
Lo Vullo, Salvatore ;
Camerini, Tiziana ;
Mariani, Luigi ;
Delia, Domenico ;
Calabro, Elisa ;
Pastorino, Ugo ;
Sozzi, Gabriella .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (38) :16281-16286
[7]   A Biophysical Model Uncovers the Size Distribution of Migrating Cell Clusters across Cancer Types [J].
Bocci, Federico ;
Jolly, Mohit Kumar ;
Onuchic, Jose Nelson .
CANCER RESEARCH, 2019, 79 (21) :5527-5535
[8]   Human acute myeloid leukemia is organized as a hierarchy that originates from a primitive hematopoietic cell [J].
Bonnet, D ;
Dick, JE .
NATURE MEDICINE, 1997, 3 (07) :730-737
[9]   Cancer cell invasion and EMT marker expression: a three-dimensional study of the human cancer-host interface [J].
Bronsert, P. ;
Enderle-Ammour, K. ;
Bader, M. ;
Timme, S. ;
Kuehs, M. ;
Csanadi, A. ;
Kayser, G. ;
Kohler, I. ;
Bausch, D. ;
Hoeppner, J. ;
Hopt, U. T. ;
Keck, T. ;
Stickeler, E. ;
Passlick, B. ;
Schilling, O. ;
Reiss, C. P. ;
Vashist, Y. ;
Brabletz, T. ;
Berger, J. ;
Lotz, J. ;
Olesch, J. ;
Werner, M. ;
Wellner, U. F. .
JOURNAL OF PATHOLOGY, 2014, 234 (03) :410-422
[10]   Leader cell positioning drives wound-directed collective migration in TGFβ-stimulated epithelial sheets [J].
Chapnick, Douglas A. ;
Liu, Xuedong .
MOLECULAR BIOLOGY OF THE CELL, 2014, 25 (10) :1586-1593