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ChromStruct 4: a Python code to estimate the chromatin structure from Hi-C data

Academic Article
Publication Date:
2019
abstract:
A method and a stand-alone Python(TM) code to estimate the 3D chromatin structure from chromosome conformation capture data are presented. The method is based on a multiresolution, modified-bead-chain chromatin model, evolved through quaternion operators in a Monte Carlo sampling. The solution space to be sampled is generated by a score function with a data-fit part and a constraint part where the available prior knowledge is implicitly coded. The final solution is a set of 3D configurations that are compatible with both the data and the prior knowledge. The iterative code, provided here as additional material, is equipped with a graphical user interface and stores its results in standard-format files for 3D visualization. We describe the mathematical-computational aspects of the method and explain the details of the code. Some experimental results are reported, with a demonstration of their fit to the data.
Iris type:
01.01 Articolo in rivista
Keywords:
Chromosome conformation capture; Chromatin configuration; Bayesian estimation
List of contributors:
Caudai, Claudia; Zoppe', MONICA MARIA; Merelli, Ivan; Salerno, Emanuele; Tonazzini, Anna
Authors of the University:
CAUDAI CLAUDIA
MERELLI IVAN
ZOPPE' MONICA MARIA
Handle:
https://iris.cnr.it/handle/20.500.14243/372431
Full Text:
https://iris.cnr.it//retrieve/handle/20.500.14243/372431/44937/prod_387460-doc_133285.pdf
https://iris.cnr.it//retrieve/handle/20.500.14243/372431/44938/prod_387460-doc_166313.pdf
Published in:
IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS (ONLINE)
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