paper-with-me

홈 › Papers

Multicellular simulations with shape and volume constraints using optimal transport

2024-02-26 · Antoine Diez, Jean Feydy

Many living and physical systems such as cell aggregates, tissues or bacterial colonies behave as unconventional systems of particles that are strongly constrained by volume exclusion and shape interactions. Understanding how these constraints lead to macroscopic self-organized structures is a fundamental question in e.g. developmental biology. To this end, various types of computational models have been developed. Here, we introduce a new framework based on optimal transport theory to model particle systems with arbitrary dynamical shapes and deformability properties. Our method builds upon the pioneering work of Brenier on incompressible fluids and its recent applications to materials science. It lets us specify the shapes and volumes of individual cells and supports a wide range of interaction mechanisms, while automatically taking care of the volume exclusion constraint at an affordable numerical cost. We showcase the versatility of this approach by reproducing several classical systems in computational biology. Our Python code is freely available at \url{https://iceshot.readthedocs.io/}.

📄 PDF Abstract BibTeX arXiv:2402.17086

Code (1)

antoinediez/iceshot 공식 구현 pytorch

Similar Papers 제목 키워드 기반

Relative Volume Constraints for Single View 3D Reconstruction

2013-06-01 · CVPR 2013 6 · Eno Toppe, Claudia Nieuwenhuis, Daniel Cremers

We introduce the concept of relative volume constraints in order to account for insufficient information in the reconstruction of 3D objects from a single image. The key idea is to formulate a variational reconstruction …

3D ReconstructionObjectSingle-View 3D Reconstruction

Chemotaxis-Driven Instabilities Govern Size, Shape and Migration Efficiency of Multicellular Clusters

2025-05-30 · Monika Sanoria, Gema Malet-Engra, Giorgio Scita, Nir Gov 외

The collective chemotaxis of multicellular clusters is an important phenomenon in various physiological contexts, ranging from embryonic development to cancer metastasis. Such clusters often display interesting shape dyn…

Life history evolution and the origin of multicellularity: differentiation of types, energy constraints, non-linear curvatures of trade-off functions

2015-01-24

A fundamental issue discussed in evolutionary biology is the transition from unicellular to multicellular organisms. Here we develop non-robust models provided in [1] and attempt to get robust models investigated how dif…

Diversity

Translating and evaluating single-cell Boolean network interventions in the multiscale setting

2025-01-27 · John Metzcar, Katie Pletz, Heber L. Rocha, Jordan C Rozum

Intracellular networks process cellular-level information and control cell fate. They can be computationally modeled using Boolean networks, which are implicit-time causal models of discrete binary events. These networks…

Mechanochemical bistability of intestinal organoids enables robust morphogenesis

2024-03-29 · Shi-Lei Xue, Qiutan Yang, Prisca Liberali, Edouard Hannezo

How pattern and form are generated in a reproducible manner during embryogenesis remains poorly understood. Intestinal organoid morphogenesis involves a number of mechanochemical regulators, including cell-type specific …