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Comparison of Compression-Based Measures with Application to the Evolution of Primate Genomes
An efficient DNA compressor furnishes an approximation to measure and compare information quantities present in, between and across DNA sequences, regardless of the characteristics of the sources. In this paper, we compare directly two information measures, the Normalized Compression Distance (NCD)...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512912/ https://www.ncbi.nlm.nih.gov/pubmed/33265483 http://dx.doi.org/10.3390/e20060393 |
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author | Pratas, Diogo Silva, Raquel M. Pinho, Armando J. |
author_facet | Pratas, Diogo Silva, Raquel M. Pinho, Armando J. |
author_sort | Pratas, Diogo |
collection | PubMed |
description | An efficient DNA compressor furnishes an approximation to measure and compare information quantities present in, between and across DNA sequences, regardless of the characteristics of the sources. In this paper, we compare directly two information measures, the Normalized Compression Distance (NCD) and the Normalized Relative Compression (NRC). These measures answer different questions; the NCD measures how similar both strings are (in terms of information content) and the NRC (which, in general, is nonsymmetric) indicates the fraction of one of them that cannot be constructed using information from the other one. This leads to the problem of finding out which measure (or question) is more suitable for the answer we need. For computing both, we use a state of the art DNA sequence compressor that we benchmark with some top compressors in different compression modes. Then, we apply the compressor on DNA sequences with different scales and natures, first using synthetic sequences and then on real DNA sequences. The last include mitochondrial DNA (mtDNA), messenger RNA (mRNA) and genomic DNA (gDNA) of seven primates. We provide several insights into evolutionary acceleration rates at different scales, namely, the observation and confirmation across the whole genomes of a higher variation rate of the mtDNA relative to the gDNA. We also show the importance of relative compression for localizing similar information regions using mtDNA. |
format | Online Article Text |
id | pubmed-7512912 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75129122020-11-09 Comparison of Compression-Based Measures with Application to the Evolution of Primate Genomes Pratas, Diogo Silva, Raquel M. Pinho, Armando J. Entropy (Basel) Article An efficient DNA compressor furnishes an approximation to measure and compare information quantities present in, between and across DNA sequences, regardless of the characteristics of the sources. In this paper, we compare directly two information measures, the Normalized Compression Distance (NCD) and the Normalized Relative Compression (NRC). These measures answer different questions; the NCD measures how similar both strings are (in terms of information content) and the NRC (which, in general, is nonsymmetric) indicates the fraction of one of them that cannot be constructed using information from the other one. This leads to the problem of finding out which measure (or question) is more suitable for the answer we need. For computing both, we use a state of the art DNA sequence compressor that we benchmark with some top compressors in different compression modes. Then, we apply the compressor on DNA sequences with different scales and natures, first using synthetic sequences and then on real DNA sequences. The last include mitochondrial DNA (mtDNA), messenger RNA (mRNA) and genomic DNA (gDNA) of seven primates. We provide several insights into evolutionary acceleration rates at different scales, namely, the observation and confirmation across the whole genomes of a higher variation rate of the mtDNA relative to the gDNA. We also show the importance of relative compression for localizing similar information regions using mtDNA. MDPI 2018-05-23 /pmc/articles/PMC7512912/ /pubmed/33265483 http://dx.doi.org/10.3390/e20060393 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Pratas, Diogo Silva, Raquel M. Pinho, Armando J. Comparison of Compression-Based Measures with Application to the Evolution of Primate Genomes |
title | Comparison of Compression-Based Measures with Application to the Evolution of Primate Genomes |
title_full | Comparison of Compression-Based Measures with Application to the Evolution of Primate Genomes |
title_fullStr | Comparison of Compression-Based Measures with Application to the Evolution of Primate Genomes |
title_full_unstemmed | Comparison of Compression-Based Measures with Application to the Evolution of Primate Genomes |
title_short | Comparison of Compression-Based Measures with Application to the Evolution of Primate Genomes |
title_sort | comparison of compression-based measures with application to the evolution of primate genomes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512912/ https://www.ncbi.nlm.nih.gov/pubmed/33265483 http://dx.doi.org/10.3390/e20060393 |
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