Topological Analysis of Multi-Network Threading in the Pancreas

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Authors: Vira Raichenko, Rebin Maaruf, Pia Nyeng, Myfanwy E. Evans
Cited by: 0
References: 26

Abstract

Abstract The pancreas is a complex inner organ that develops through the concurrent formation of multiple interacting biological networks, but the geometric principles governing their spatial organization remain poorly understood. Here, we study pancreatic development by analysing loop structures in ductal, neuronal, and vascular networks using tools from topological data analysis. In particular, we employ the application of chromatic persistence, which is designed to detect topological interactions between distinct subsets of a structure; this is used to quantify how loops from different networks become spatially entangled. Our analysis reveals distinct developmental timelines for loop formation, progressive entanglement between ducts and vasculature, and spatial concentration of threading toward the organ interior, providing a geometric characterisation of coordinated network development in the pancreas.

Fields of Study & Subjects

Topological and Geometric Data Analysis Pancreatic function and diabetes Cell Image Analysis Techniques

Publication details

Journal / source
bioRxiv (Cold Spring Harbor Laboratory)
Publication date
3 March 2026
Language
EN
Document type
Preprint