Epithelial-to-mesenchymal transition proceeds through directional destabilization of multidimensional attractor
ORAL
Abstract
How a cell changes from one stable phenotype to another one is a fundamental problem in developmental and cell biology. Currently biologists tackle this problem mainly through trial-and-error. We established a quantitative experimental-theoretical framework to formulate the problem as transitions between nonequilibrium attractors. With the framework we applied modern reaction rate theories in the field. Specifically a central theoretical concept is the reaction coordinate. With our framework we demonstrated that one can perform transition path analyses on measured multi-dimensional transition paths for a cellular system.
Epithelial-to-mesenchymal transition (EMT) is a phenotypic transition process extensively studied recently but mechanistic details remain elusive. Through time-lapse imaging we recorded single cell trajectories of human A549/Vim-RFP cells undergoing EMT induced by different concentrations of TGF-β in a multi-dimensional cell feature space. The trajectories cluster into two distinct groups, indicating that the transition dynamics proceeds through parallel paths. We then reconstructed the reaction coordinates and corresponding pseudo-potentials from the trajectories. The potentials reveal a plausible mechanism for the emergence of the two paths as the original stable epithelial attractor collides with two saddle points sequentially with increased TGF-β concentration, and relaxes to a new one. Functionally the directional saddle-node bifurcation ensures a CPT proceeds towards a specific cell type, as a mechanistic realization of the canalization idea proposed by Waddington.
Epithelial-to-mesenchymal transition (EMT) is a phenotypic transition process extensively studied recently but mechanistic details remain elusive. Through time-lapse imaging we recorded single cell trajectories of human A549/Vim-RFP cells undergoing EMT induced by different concentrations of TGF-β in a multi-dimensional cell feature space. The trajectories cluster into two distinct groups, indicating that the transition dynamics proceeds through parallel paths. We then reconstructed the reaction coordinates and corresponding pseudo-potentials from the trajectories. The potentials reveal a plausible mechanism for the emergence of the two paths as the original stable epithelial attractor collides with two saddle points sequentially with increased TGF-β concentration, and relaxes to a new one. Functionally the directional saddle-node bifurcation ensures a CPT proceeds towards a specific cell type, as a mechanistic realization of the canalization idea proposed by Waddington.
–
Publication: Wang, W., Poe, D., Yang, Y., Hyatt, T. & Xing, J. Epithelial-to-mesenchymal transition proceeds through directional destabilization of multidimensional attractor. bioRxiv, 2020.2001.2027.920371, doi:10.1101/2020.01.27.920371 (2020).
Presenters
-
Weikang Wang
University of Pittsburgh
Authors
-
Jianhua Xing
University of Pittsburgh
-
Weikang Wang
University of Pittsburgh
-
Dante Poe
Univeristy of Pittsburgh, University of Pittsburgh
-
Yaxuan Yang
University of Pittsburgh
-
Thomas Hyatt
University of Pittsburgh