TopoLoop: A new tool for chromatin loop detection in live cells via single-particle tracking

We present a novel method for identifying topological features of chromatin domains in live cells using single-particle tracking and topological data analysis (TDA). By applying TDA to particle trajectories, we can effectively detect complex spatial patterns, such as loops, that are often missed by traditional time series analysis. Using simulations of polymer bead-spring chains, we have validated the accuracy of our method and determined its limitations for detecting loops. Our approach offers a promising avenue for exploring the topological complexity of chromatin in living cells using TDA techniques.

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Institutions

Publication Details

Journal
The Journal of Chemical Physics
Published
2024-11-22
DOI
https://doi.org/10.1063/5.0236090
Citations
2
Primary Topic
Topological and Geometric Data Analysis
Type
article
Field-Weighted Citation Impact
0.72

Funders

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article

TopoLoop: A new tool for chromatin loop detection in live cells via single-particle tracking

Daniel Kolbin, David Adalsteinsson, Paula A. Vásquez, Kerry Bloom et al.
2 citations
The Journal of Chemical Physics
Topological and Geometric Data Analysis
0.72
article

TopoLoop: A new tool for chromatin loop detection in live cells via single-particle tracking

Daniel Kolbin, David Adalsteinsson, Paula A. Vásquez, Kerry Bloom, Aryan Kokkanti, Andrew T. Atanasiu
article en
2 citations

Abstract

We present a novel method for identifying topological features of chromatin domains in live cells using single-particle tracking and topological data analysis (TDA). By applying TDA to particle trajectories, we can effectively detect complex spatial patterns, such as loops, that are often missed by traditional time series analysis. Using simulations of polymer bead-spring chains, we have validated the accuracy of our method and determined its limitations for detecting loops. Our approach offers a promising avenue for exploring the topological complexity of chromatin in living cells using TDA techniques.

The Journal of Chemical PhysicsVol. 161(20)
University of North Carolina at Chapel Hill (US), University of South Carolina (US)
National Science Foundation, National Institutes of Health
Openalex Percentile: Top 25%
Topological and Geometric Data Analysis
0.72
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