scholarly journals A tumor growth model of Hele-Shaw type as a gradient flow

2020 ◽  
Vol 26 ◽  
pp. 103
Author(s):  
Simone Di Marino ◽  
Lénaïc Chizat

In this paper, we characterize a degenerate PDE as the gradient flow in the space of nonnegative measures endowed with an optimal transport-growth metric. The PDE of concern, of Hele-Shaw type, was introduced by Perthame et. al. as a mechanical model for tumor growth and the metric was introduced recently in several articles as the analogue of the Wasserstein metric for nonnegative measures. We show existence of solutions using minimizing movements and show uniqueness of solutions on convex domains by proving the Evolutional Variational Inequality. Our analysis does not require any regularity assumption on the initial condition. We also derive a numerical scheme based on the discretization of the gradient flow and the idea of entropic regularization. We assess the convergence of the scheme on explicit solutions. In doing this analysis, we prove several new properties of the optimal transport-growth metric, which generally have a known counterpart for the Wasserstein metric.

2014 ◽  
Vol 30 (7) ◽  
pp. 726-754 ◽  
Author(s):  
Ying Chen ◽  
Steven M. Wise ◽  
Vivek B. Shenoy ◽  
John S. Lowengrub

2021 ◽  
Vol 410 ◽  
pp. 126482
Author(s):  
Kaouther Moussa ◽  
Mirko Fiacchini ◽  
Mazen Alamir

2017 ◽  
Vol 36 (3) ◽  
pp. 815-825 ◽  
Author(s):  
Matthieu Le ◽  
Herve Delingette ◽  
Jayashree Kalpathy-Cramer ◽  
Elizabeth R. Gerstner ◽  
Tracy Batchelor ◽  
...  

2012 ◽  
Vol 22 (06) ◽  
pp. 1250003 ◽  
Author(s):  
THIERRY COLIN ◽  
ANGELO IOLLO ◽  
DAMIANO LOMBARDI ◽  
OLIVIER SAUT

A tumor growth model based on a parametric system of partial differential equations is considered. The system corresponds to a phenomenological description of a multi-species population evolution. A velocity field taking into account the volume increase due to cellular division is introduced and the mechanical closure is provided by a Darcy-type law. The complexity of the biological phenomenon is taken into account through a set of parameters included in the model that need to be calibrated. To this end, a system identification method based on a low-dimensional representation of the solution space is introduced. We solve several idealized identification cases corresponding to typical situations where the information is scarce in time and in terms of observable fields. Finally, applications to actual clinical data are presented.


Author(s):  
Matthieu Lê ◽  
Hervé Delingette ◽  
Jayashree Kalpathy-Cramer ◽  
Elizabeth R. Gerstner ◽  
Tracy Batchelor ◽  
...  

2018 ◽  
Vol 45 (2) ◽  
pp. 155-159 ◽  
Author(s):  
I. A. Ratnikova ◽  
N. N. Gavrilova ◽  
K. Bayakyshova ◽  
Z. Zh. Turlybaeva ◽  
L. A. Kosheleva ◽  
...  

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