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Comparison of Random Trees and Hierarchical Structure of Chromatin Domains

Student: Chkheidze Agata

Supervisor: Mikhail Tamm

Faculty: HSE Tikhonov Moscow Institute of Electronics and Mathematics (MIEM HSE)

Educational Programme: Mathematical Methods of Modelling and Computer Technologies (Master)

Final Grade: 8

Year of Graduation: 2019

The object of research of this work is the graphs - hierarchical trees, describing the domain structure of Hi-C chromatin maps. The purpose of the research is to develop an algorithm for quantitative comparison of such hierarchical trees. In this paper, a quantitative measure of proximity of two hierarchical trees (“distance”) was proposed, an algorithm was developed for its calculation, implemented in a console application in the C ++ programming language. A detailed statistical analysis of the proposed proximity measure was carried out for random trees of various sizes, correlated trees and trees obtained from each other by a given number of small elementary perturbations. The dependence of distances and their distributions on the parameters of the problem was analyzed, a number of hypotheses about the scaling behavior of the corresponding dependences were put forward. The results obtained in this work can serve as a basis for comparing the hierarchical trees obtained by analyzing experimental Hi-C maps

Full text (added May 19, 2019)

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