Towards a robust algorithm to determine topological domains from colocalization data

One of the most important tasks in understanding the complex spatial organization of the genome consists in extracting information about this spatial organization, the function and structure of chromatin topological domains from existing experimental data, in particular, from genome colocalization (...

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Main Authors: Alexander P. Moscalets, Leonid I. Nazarov, Mikhail V. Tamm
Format: Article
Language:English
Published: AIMS Press 2015-09-01
Series:AIMS Biophysics
Subjects:
Online Access:http://www.aimspress.com/biophysics/article/432/fulltext.html
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spelling doaj-13c7853fc1624ea391ebc277f927833f2020-11-25T01:28:26ZengAIMS PressAIMS Biophysics2377-90982015-09-012450351610.3934/biophy.2015.4.503201504503Towards a robust algorithm to determine topological domains from colocalization dataAlexander P. MoscaletsLeonid I. Nazarov0Mikhail V. TammPhysics Department, Moscow State University, 119991, Moscow, RussiOne of the most important tasks in understanding the complex spatial organization of the genome consists in extracting information about this spatial organization, the function and structure of chromatin topological domains from existing experimental data, in particular, from genome colocalization (Hi-C) matrices. Here we present an algorithm allowing to reveal the underlying hierarchical domain structure of a polymer conformation from analyzing the modularity of colocalization matrices. We also test this algorithm on several model polymer structures: equilibrium globules, random fractal globules and regular fractal (Peano) conformations. We define what we call a spectrum of cluster borders, and show that these spectra behave strikingly di erently for equilibrium and fractal conformations, allowing us to suggest an additional criterion to identify fractal polymer conformations.http://www.aimspress.com/biophysics/article/432/fulltext.htmlchromatin structurefractal globuleHi-C mapscomplex networkscommunity detection
collection DOAJ
language English
format Article
sources DOAJ
author Alexander P. Moscalets
Leonid I. Nazarov
Mikhail V. Tamm
spellingShingle Alexander P. Moscalets
Leonid I. Nazarov
Mikhail V. Tamm
Towards a robust algorithm to determine topological domains from colocalization data
AIMS Biophysics
chromatin structure
fractal globule
Hi-C maps
complex networks
community detection
author_facet Alexander P. Moscalets
Leonid I. Nazarov
Mikhail V. Tamm
author_sort Alexander P. Moscalets
title Towards a robust algorithm to determine topological domains from colocalization data
title_short Towards a robust algorithm to determine topological domains from colocalization data
title_full Towards a robust algorithm to determine topological domains from colocalization data
title_fullStr Towards a robust algorithm to determine topological domains from colocalization data
title_full_unstemmed Towards a robust algorithm to determine topological domains from colocalization data
title_sort towards a robust algorithm to determine topological domains from colocalization data
publisher AIMS Press
series AIMS Biophysics
issn 2377-9098
publishDate 2015-09-01
description One of the most important tasks in understanding the complex spatial organization of the genome consists in extracting information about this spatial organization, the function and structure of chromatin topological domains from existing experimental data, in particular, from genome colocalization (Hi-C) matrices. Here we present an algorithm allowing to reveal the underlying hierarchical domain structure of a polymer conformation from analyzing the modularity of colocalization matrices. We also test this algorithm on several model polymer structures: equilibrium globules, random fractal globules and regular fractal (Peano) conformations. We define what we call a spectrum of cluster borders, and show that these spectra behave strikingly di erently for equilibrium and fractal conformations, allowing us to suggest an additional criterion to identify fractal polymer conformations.
topic chromatin structure
fractal globule
Hi-C maps
complex networks
community detection
url http://www.aimspress.com/biophysics/article/432/fulltext.html
work_keys_str_mv AT alexanderpmoscalets towardsarobustalgorithmtodeterminetopologicaldomainsfromcolocalizationdata
AT leonidinazarov towardsarobustalgorithmtodeterminetopologicaldomainsfromcolocalizationdata
AT mikhailvtamm towardsarobustalgorithmtodeterminetopologicaldomainsfromcolocalizationdata
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