Trafficking Coordinate Description of Intracellular Transport Control of Signaling Networks
Jose M. G. Vilar, Leonor Saiz

TL;DR
This paper introduces a novel trafficking coordinate approach to model continuous changes in cellular compartments, providing accurate insights into TGF-β signaling dynamics in normal and cancerous cells, and predicting effects of chemical perturbations.
Contribution
It develops a new method based on trafficking coordinates to describe cellular transport processes that change continuously, improving understanding of signaling networks like TGF-β.
Findings
Accurately captures TGF-β signaling dynamics in different cell types.
Predicts cellular responses to chemical perturbations.
Differentiates signaling behaviors between normal and cancerous cells.
Abstract
Many cellular networks rely on the regulated transport of their components to transduce extracellular information into precise intracellular signals. The dynamics of these networks is typically described in terms of compartmentalized chemical reactions. There are many important situations, however, in which the properties of the compartments change continuously in a way that cannot naturally be described by chemical reactions. Here, we develop an approach based on transport along a trafficking coordinate to precisely describe these processes and we apply it explicitly to the TGF-{\beta} signal transduction network, which plays a fundamental role in many diseases and cellular processes. The results of this newly introduced approach accurately capture for the first time the distinct TGF-{\beta} signaling dynamics of cells with and without cancerous backgrounds and provide an avenue to…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
