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Genomic Signal Processing Methods for Computation of Alignment-Free Distances from DNA Sequences

Genomic signal processing (GSP) refers to the use of digital signal processing (DSP) tools for analyzing genomic data such as DNA sequences. A possible application of GSP that has not been fully explored is the computation of the distance between a pair of sequences. In this work we present GAFD, a...

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Autores principales: Borrayo, Ernesto, Mendizabal-Ruiz, E. Gerardo, Vélez-Pérez, Hugo, Romo-Vázquez, Rebeca, Mendizabal, Adriana P., Morales, J. Alejandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4230918/
https://www.ncbi.nlm.nih.gov/pubmed/25393409
http://dx.doi.org/10.1371/journal.pone.0110954
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author Borrayo, Ernesto
Mendizabal-Ruiz, E. Gerardo
Vélez-Pérez, Hugo
Romo-Vázquez, Rebeca
Mendizabal, Adriana P.
Morales, J. Alejandro
author_facet Borrayo, Ernesto
Mendizabal-Ruiz, E. Gerardo
Vélez-Pérez, Hugo
Romo-Vázquez, Rebeca
Mendizabal, Adriana P.
Morales, J. Alejandro
author_sort Borrayo, Ernesto
collection PubMed
description Genomic signal processing (GSP) refers to the use of digital signal processing (DSP) tools for analyzing genomic data such as DNA sequences. A possible application of GSP that has not been fully explored is the computation of the distance between a pair of sequences. In this work we present GAFD, a novel GSP alignment-free distance computation method. We introduce a DNA sequence-to-signal mapping function based on the employment of doublet values, which increases the number of possible amplitude values for the generated signal. Additionally, we explore the use of three DSP distance metrics as descriptors for categorizing DNA signal fragments. Our results indicate the feasibility of employing GAFD for computing sequence distances and the use of descriptors for characterizing DNA fragments.
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spelling pubmed-42309182014-11-18 Genomic Signal Processing Methods for Computation of Alignment-Free Distances from DNA Sequences Borrayo, Ernesto Mendizabal-Ruiz, E. Gerardo Vélez-Pérez, Hugo Romo-Vázquez, Rebeca Mendizabal, Adriana P. Morales, J. Alejandro PLoS One Research Article Genomic signal processing (GSP) refers to the use of digital signal processing (DSP) tools for analyzing genomic data such as DNA sequences. A possible application of GSP that has not been fully explored is the computation of the distance between a pair of sequences. In this work we present GAFD, a novel GSP alignment-free distance computation method. We introduce a DNA sequence-to-signal mapping function based on the employment of doublet values, which increases the number of possible amplitude values for the generated signal. Additionally, we explore the use of three DSP distance metrics as descriptors for categorizing DNA signal fragments. Our results indicate the feasibility of employing GAFD for computing sequence distances and the use of descriptors for characterizing DNA fragments. Public Library of Science 2014-11-13 /pmc/articles/PMC4230918/ /pubmed/25393409 http://dx.doi.org/10.1371/journal.pone.0110954 Text en © 2014 Borrayo et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Borrayo, Ernesto
Mendizabal-Ruiz, E. Gerardo
Vélez-Pérez, Hugo
Romo-Vázquez, Rebeca
Mendizabal, Adriana P.
Morales, J. Alejandro
Genomic Signal Processing Methods for Computation of Alignment-Free Distances from DNA Sequences
title Genomic Signal Processing Methods for Computation of Alignment-Free Distances from DNA Sequences
title_full Genomic Signal Processing Methods for Computation of Alignment-Free Distances from DNA Sequences
title_fullStr Genomic Signal Processing Methods for Computation of Alignment-Free Distances from DNA Sequences
title_full_unstemmed Genomic Signal Processing Methods for Computation of Alignment-Free Distances from DNA Sequences
title_short Genomic Signal Processing Methods for Computation of Alignment-Free Distances from DNA Sequences
title_sort genomic signal processing methods for computation of alignment-free distances from dna sequences
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4230918/
https://www.ncbi.nlm.nih.gov/pubmed/25393409
http://dx.doi.org/10.1371/journal.pone.0110954
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