Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1782344350273896448 |
---|---|
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. |
format | Online Article Text |
id | pubmed-4230918 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT borrayoernesto genomicsignalprocessingmethodsforcomputationofalignmentfreedistancesfromdnasequences AT mendizabalruizegerardo genomicsignalprocessingmethodsforcomputationofalignmentfreedistancesfromdnasequences AT velezperezhugo genomicsignalprocessingmethodsforcomputationofalignmentfreedistancesfromdnasequences AT romovazquezrebeca genomicsignalprocessingmethodsforcomputationofalignmentfreedistancesfromdnasequences AT mendizabaladrianap genomicsignalprocessingmethodsforcomputationofalignmentfreedistancesfromdnasequences AT moralesjalejandro genomicsignalprocessingmethodsforcomputationofalignmentfreedistancesfromdnasequences |