Cargando…
Hierarchical structure of cascade of primary and secondary periodicities in Fourier power spectrum of alphoid higher order repeats
BACKGROUND: Identification of approximate tandem repeats is an important task of broad significance and still remains a challenging problem of computational genomics. Often there is no single best approach to periodicity detection and a combination of different methods may improve the prediction acc...
Autores principales: | , , , , , |
---|---|
Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2008
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2661002/ https://www.ncbi.nlm.nih.gov/pubmed/18980673 http://dx.doi.org/10.1186/1471-2105-9-466 |
_version_ | 1782165772110397440 |
---|---|
author | Paar, Vladimir Pavin, Nenad Basar, Ivan Rosandić, Marija Glunčić, Matko Paar, Nils |
author_facet | Paar, Vladimir Pavin, Nenad Basar, Ivan Rosandić, Marija Glunčić, Matko Paar, Nils |
author_sort | Paar, Vladimir |
collection | PubMed |
description | BACKGROUND: Identification of approximate tandem repeats is an important task of broad significance and still remains a challenging problem of computational genomics. Often there is no single best approach to periodicity detection and a combination of different methods may improve the prediction accuracy. Discrete Fourier transform (DFT) has been extensively used to study primary periodicities in DNA sequences. Here we investigate the application of DFT method to identify and study alphoid higher order repeats. RESULTS: We used method based on DFT with mapping of symbolic into numerical sequence to identify and study alphoid higher order repeats (HOR). For HORs the power spectrum shows equidistant frequency pattern, with characteristic two-level hierarchical organization as signature of HOR. Our case study was the 16 mer HOR tandem in AC017075.8 from human chromosome 7. Very long array of equidistant peaks at multiple frequencies (more than a thousand higher harmonics) is based on fundamental frequency of 16 mer HOR. Pronounced subset of equidistant peaks is based on multiples of the fundamental HOR frequency (multiplication factor n for nmer) and higher harmonics. In general, nmer HOR-pattern contains equidistant secondary periodicity peaks, having a pronounced subset of equidistant primary periodicity peaks. This hierarchical pattern as signature for HOR detection is robust with respect to monomer insertions and deletions, random sequence insertions etc. For a monomeric alphoid sequence only primary periodicity peaks are present. The 1/f(β )– noise and periodicity three pattern are missing from power spectra in alphoid regions, in accordance with expectations. CONCLUSION: DFT provides a robust detection method for higher order periodicity. Easily recognizable HOR power spectrum is characterized by hierarchical two-level equidistant pattern: higher harmonics of the fundamental HOR-frequency (secondary periodicity) and a subset of pronounced peaks corresponding to constituent monomers (primary periodicity). The number of lower frequency peaks (secondary periodicity) below the frequency of the first primary periodicity peak reveals the size of nmer HOR, i.e., the number n of monomers contained in consensus HOR. |
format | Text |
id | pubmed-2661002 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-26610022009-03-26 Hierarchical structure of cascade of primary and secondary periodicities in Fourier power spectrum of alphoid higher order repeats Paar, Vladimir Pavin, Nenad Basar, Ivan Rosandić, Marija Glunčić, Matko Paar, Nils BMC Bioinformatics Research Article BACKGROUND: Identification of approximate tandem repeats is an important task of broad significance and still remains a challenging problem of computational genomics. Often there is no single best approach to periodicity detection and a combination of different methods may improve the prediction accuracy. Discrete Fourier transform (DFT) has been extensively used to study primary periodicities in DNA sequences. Here we investigate the application of DFT method to identify and study alphoid higher order repeats. RESULTS: We used method based on DFT with mapping of symbolic into numerical sequence to identify and study alphoid higher order repeats (HOR). For HORs the power spectrum shows equidistant frequency pattern, with characteristic two-level hierarchical organization as signature of HOR. Our case study was the 16 mer HOR tandem in AC017075.8 from human chromosome 7. Very long array of equidistant peaks at multiple frequencies (more than a thousand higher harmonics) is based on fundamental frequency of 16 mer HOR. Pronounced subset of equidistant peaks is based on multiples of the fundamental HOR frequency (multiplication factor n for nmer) and higher harmonics. In general, nmer HOR-pattern contains equidistant secondary periodicity peaks, having a pronounced subset of equidistant primary periodicity peaks. This hierarchical pattern as signature for HOR detection is robust with respect to monomer insertions and deletions, random sequence insertions etc. For a monomeric alphoid sequence only primary periodicity peaks are present. The 1/f(β )– noise and periodicity three pattern are missing from power spectra in alphoid regions, in accordance with expectations. CONCLUSION: DFT provides a robust detection method for higher order periodicity. Easily recognizable HOR power spectrum is characterized by hierarchical two-level equidistant pattern: higher harmonics of the fundamental HOR-frequency (secondary periodicity) and a subset of pronounced peaks corresponding to constituent monomers (primary periodicity). The number of lower frequency peaks (secondary periodicity) below the frequency of the first primary periodicity peak reveals the size of nmer HOR, i.e., the number n of monomers contained in consensus HOR. BioMed Central 2008-11-03 /pmc/articles/PMC2661002/ /pubmed/18980673 http://dx.doi.org/10.1186/1471-2105-9-466 Text en Copyright © 2008 Paar et al., licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Paar, Vladimir Pavin, Nenad Basar, Ivan Rosandić, Marija Glunčić, Matko Paar, Nils Hierarchical structure of cascade of primary and secondary periodicities in Fourier power spectrum of alphoid higher order repeats |
title | Hierarchical structure of cascade of primary and secondary periodicities in Fourier power spectrum of alphoid higher order repeats |
title_full | Hierarchical structure of cascade of primary and secondary periodicities in Fourier power spectrum of alphoid higher order repeats |
title_fullStr | Hierarchical structure of cascade of primary and secondary periodicities in Fourier power spectrum of alphoid higher order repeats |
title_full_unstemmed | Hierarchical structure of cascade of primary and secondary periodicities in Fourier power spectrum of alphoid higher order repeats |
title_short | Hierarchical structure of cascade of primary and secondary periodicities in Fourier power spectrum of alphoid higher order repeats |
title_sort | hierarchical structure of cascade of primary and secondary periodicities in fourier power spectrum of alphoid higher order repeats |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2661002/ https://www.ncbi.nlm.nih.gov/pubmed/18980673 http://dx.doi.org/10.1186/1471-2105-9-466 |
work_keys_str_mv | AT paarvladimir hierarchicalstructureofcascadeofprimaryandsecondaryperiodicitiesinfourierpowerspectrumofalphoidhigherorderrepeats AT pavinnenad hierarchicalstructureofcascadeofprimaryandsecondaryperiodicitiesinfourierpowerspectrumofalphoidhigherorderrepeats AT basarivan hierarchicalstructureofcascadeofprimaryandsecondaryperiodicitiesinfourierpowerspectrumofalphoidhigherorderrepeats AT rosandicmarija hierarchicalstructureofcascadeofprimaryandsecondaryperiodicitiesinfourierpowerspectrumofalphoidhigherorderrepeats AT gluncicmatko hierarchicalstructureofcascadeofprimaryandsecondaryperiodicitiesinfourierpowerspectrumofalphoidhigherorderrepeats AT paarnils hierarchicalstructureofcascadeofprimaryandsecondaryperiodicitiesinfourierpowerspectrumofalphoidhigherorderrepeats |