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Geometric construction of viral genome space and its applications
Understanding the relationships between genomic sequences is essential to the classification and characterization of living beings. The classes and characteristics of an organism can be identified in the corresponding genome space. In the genome space, the natural metric is important to describe the...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8353408/ https://www.ncbi.nlm.nih.gov/pubmed/34429843 http://dx.doi.org/10.1016/j.csbj.2021.07.028 |
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author | Sun, Nan Pei, Shaojun He, Lily Yin, Changchuan He, Rong Lucy Yau, Stephen S.-T. |
author_facet | Sun, Nan Pei, Shaojun He, Lily Yin, Changchuan He, Rong Lucy Yau, Stephen S.-T. |
author_sort | Sun, Nan |
collection | PubMed |
description | Understanding the relationships between genomic sequences is essential to the classification and characterization of living beings. The classes and characteristics of an organism can be identified in the corresponding genome space. In the genome space, the natural metric is important to describe the distribution of genomes. Therefore, the similarity of two biological sequences can be measured. Here, we report that all of the viral genomes are in 32-dimensional Euclidean space, in which the natural metric is the weighted summation of Euclidean distance of k-mer natural vectors. The classification of viral genomes in the constructed genome space further proves the convex hull principle of taxonomy, which states that convex hulls of different families are mutually disjoint. This study provides a novel geometric perspective to describe the genome sequences. |
format | Online Article Text |
id | pubmed-8353408 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-83534082021-08-23 Geometric construction of viral genome space and its applications Sun, Nan Pei, Shaojun He, Lily Yin, Changchuan He, Rong Lucy Yau, Stephen S.-T. Comput Struct Biotechnol J Research Article Understanding the relationships between genomic sequences is essential to the classification and characterization of living beings. The classes and characteristics of an organism can be identified in the corresponding genome space. In the genome space, the natural metric is important to describe the distribution of genomes. Therefore, the similarity of two biological sequences can be measured. Here, we report that all of the viral genomes are in 32-dimensional Euclidean space, in which the natural metric is the weighted summation of Euclidean distance of k-mer natural vectors. The classification of viral genomes in the constructed genome space further proves the convex hull principle of taxonomy, which states that convex hulls of different families are mutually disjoint. This study provides a novel geometric perspective to describe the genome sequences. Research Network of Computational and Structural Biotechnology 2021-07-27 /pmc/articles/PMC8353408/ /pubmed/34429843 http://dx.doi.org/10.1016/j.csbj.2021.07.028 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Sun, Nan Pei, Shaojun He, Lily Yin, Changchuan He, Rong Lucy Yau, Stephen S.-T. Geometric construction of viral genome space and its applications |
title | Geometric construction of viral genome space and its applications |
title_full | Geometric construction of viral genome space and its applications |
title_fullStr | Geometric construction of viral genome space and its applications |
title_full_unstemmed | Geometric construction of viral genome space and its applications |
title_short | Geometric construction of viral genome space and its applications |
title_sort | geometric construction of viral genome space and its applications |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8353408/ https://www.ncbi.nlm.nih.gov/pubmed/34429843 http://dx.doi.org/10.1016/j.csbj.2021.07.028 |
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