The positioning of nucleosomes along chromatin has been implicated in the regulation of gene expression in eukaryotic cells, because packaging DNA into nucleosomes affects sequence accessibility. In this paper we propose a new model (called MLM) for the identification of nucleosomes and linker regions across DNA, consisting in a thresholding technique based on cut-set conditions. For this purpose we have defined a method to generate synthetic microarray data fully inspired from the approach that has been used by Yuan et al. Results have shown a good recognition rate on synthetic data, moreover, the $MLM$ shows a good agreement with the recently published method based on Hidden Markov Model when tested on Saccharomyces cerevisiae chromosomes microarray data.

Corona, D., Di Gesù, V., Lo Bosco, G., Pinello, L., Collesano, M., Yuan, G.C. (2008). A Multi-layer model to study Genome-Scale Positions of Nucleosomes. In V. Di Gesù, G. Lo Bosco, M. Maccarone (a cura di), Modelling and Simulation in Science (pp. 169-177). Singapore : World Scientific.

A Multi-layer model to study Genome-Scale Positions of Nucleosomes

CORONA, Davide;DI GESU', Vito;LO BOSCO, Giosue';PINELLO, Luca;
2008-01-01

Abstract

The positioning of nucleosomes along chromatin has been implicated in the regulation of gene expression in eukaryotic cells, because packaging DNA into nucleosomes affects sequence accessibility. In this paper we propose a new model (called MLM) for the identification of nucleosomes and linker regions across DNA, consisting in a thresholding technique based on cut-set conditions. For this purpose we have defined a method to generate synthetic microarray data fully inspired from the approach that has been used by Yuan et al. Results have shown a good recognition rate on synthetic data, moreover, the $MLM$ shows a good agreement with the recently published method based on Hidden Markov Model when tested on Saccharomyces cerevisiae chromosomes microarray data.
2008
Settore INF/01 - Informatica
Settore BIO/10 - Biochimica
981-277-944-2
Corona, D., Di Gesù, V., Lo Bosco, G., Pinello, L., Collesano, M., Yuan, G.C. (2008). A Multi-layer model to study Genome-Scale Positions of Nucleosomes. In V. Di Gesù, G. Lo Bosco, M. Maccarone (a cura di), Modelling and Simulation in Science (pp. 169-177). Singapore : World Scientific.
File in questo prodotto:
File Dimensione Formato  
A Multi-Layer Model to Study Genome-Scale Positions of Nucleosomes.pdf

Solo gestori archvio

Tipologia: Versione Editoriale
Dimensione 486.75 kB
Formato Adobe PDF
486.75 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10447/40104
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact