How can we learn tissue mechanics directly from patterns and images?
In our new preprint, we introduce VertAX, a differentiable vertex-model framework in JAX for simulating epithelia, inferring parameters, and designing target tissue behaviors.
shorturl.at/PUzT0
1/5
Very happy to have this work finally published! How do embryos sculpt their shape? We map the contractile & adhesive forces shaping early C. elegans embryos.
With K. Yamamoto @Kazu_YAMAMOTO4 G. Charras' lab and my team
shorturl.at/xv7G51/6
A central result: cadherin-dependent adhesion contributes significantly to cell-cell tension in C. elegans, with a highly non-linear, Hill-like dependence. Adhesion is not just a small correction to contractility.
6/6
Very excited to be sharing our new paper, just out in Nature Cell Biology! nature.com/articles/s41556-0…
The big question we investigate: How do migrating cells put their front 🔴 and back 🔵 in the right place?
A true computational tour de force by Eric Neiva during his Marie Skłodowska-Curie postdoctoral fellowship in the team, now published in Journal Computational Physics: urlr.me/AuzK86
Congratulations, Eric!
@CNRSbiologie
Grateful to @EU_Commission for funding support
How can we learn tissue mechanics directly from patterns and images?
In our new preprint, we introduce VertAX, a differentiable vertex-model framework in JAX for simulating epithelia, inferring parameters, and designing target tissue behaviors.
shorturl.at/PUzT0
1/5
Beyond synthetic benchmarks, we show applications to mechanical parameter inference from microscopy images and to inverse design problems in epithelial tissues. 4/5
We hope VertAX can help make inverse problems & differential programming more accessible in tissue mechanics.
Thanks to @appasqui, @MaxenceErnoult, Italian colleagues, & other members of the team for this collaboration.
Comments very welcome.
Code github.com/VirtualEmbryo/Ver…
5/5
Conference Alert🚨 16-21 Feb 2025
From Soft Matter to Biophysics @ Les Houches FR
t.ly/GXhPL
Apply by Dec 15 to explore the latest in soft matter & biophysics, focusing on functional materials & synthetic biology!
@karen_alim@Karin__Jacobs@MartinLenz
@HerveTurlier
Registrations are open for the Qlife Quantitative Biology spring school on Cell Dynamics in Developmental System March 3-April 04 2025. Great line of talks, lectures and hands-on practicals on omics, image analysis, modeling and inference: shorturl.at/Ygthh
We recapitulate our findings in a mathematical model and show that this creates a feedback loop, where the front and back communicate through mechanical signals. @virtual_embryo@andreu_gallen
It ensures that the cell can move forward in a coordinated way.
Our workshop on Finite Elements for Cell & Tissue Morphogenesis at Villa Clythia @caescnrs was a great success !
Congratulations to @ericnumerics for the perfect organisation and looking forward to a next edition.