Cargando…

Genome-wide analysis of regions similar to promoters of histone genes

BACKGROUND: The purpose of this study is to: i) develop a computational model of promoters of human histone-encoding genes (shortly histone genes), an important class of genes that participate in various critical cellular processes, ii) use the model so developed to identify regions across the human...

Descripción completa

Detalles Bibliográficos
Autores principales: Chowdhary, Rajesh, Bajic, Vladimir B, Dong, Difeng, Wong, Limsoon, Liu, Jun S
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2880410/
https://www.ncbi.nlm.nih.gov/pubmed/20522254
http://dx.doi.org/10.1186/1752-0509-4-S1-S4
_version_ 1782182024632598528
author Chowdhary, Rajesh
Bajic, Vladimir B
Dong, Difeng
Wong, Limsoon
Liu, Jun S
author_facet Chowdhary, Rajesh
Bajic, Vladimir B
Dong, Difeng
Wong, Limsoon
Liu, Jun S
author_sort Chowdhary, Rajesh
collection PubMed
description BACKGROUND: The purpose of this study is to: i) develop a computational model of promoters of human histone-encoding genes (shortly histone genes), an important class of genes that participate in various critical cellular processes, ii) use the model so developed to identify regions across the human genome that have similar structure as promoters of histone genes; such regions could represent potential genomic regulatory regions, e.g. promoters, of genes that may be coregulated with histone genes, and iii/ identify in this way genes that have high likelihood of being coregulated with the histone genes. RESULTS: We successfully developed a histone promoter model using a comprehensive collection of histone genes. Based on leave-one-out cross-validation test, the model produced good prediction accuracy (94.1% sensitivity, 92.6% specificity, and 92.8% positive predictive value). We used this model to predict across the genome a number of genes that shared similar promoter structures with the histone gene promoters. We thus hypothesize that these predicted genes could be coregulated with histone genes. This hypothesis matches well with the available gene expression, gene ontology, and pathways data. Jointly with promoters of the above-mentioned genes, we found a large number of intergenic regions with similar structure as histone promoters. CONCLUSIONS: This study represents one of the most comprehensive computational analyses conducted thus far on a genome-wide scale of promoters of human histone genes. Our analysis suggests a number of other human genes that share a high similarity of promoter structure with the histone genes and thus are highly likely to be coregulated, and consequently coexpressed, with the histone genes. We also found that there are a large number of intergenic regions across the genome with their structures similar to promoters of histone genes. These regions may be promoters of yet unidentified genes, or may represent remote control regions that participate in regulation of histone and histone-coregulated gene transcription initiation. While these hypotheses still remain to be verified, we believe that these form a useful resource for researchers to further explore regulation of human histone genes and human genome. It is worthwhile to note that the regulatory regions of the human genome remain largely un-annotated even today and this study is an attempt to supplement our understanding of histone regulatory regions.
format Text
id pubmed-2880410
institution National Center for Biotechnology Information
language English
publishDate 2010
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-28804102010-06-04 Genome-wide analysis of regions similar to promoters of histone genes Chowdhary, Rajesh Bajic, Vladimir B Dong, Difeng Wong, Limsoon Liu, Jun S BMC Syst Biol Research BACKGROUND: The purpose of this study is to: i) develop a computational model of promoters of human histone-encoding genes (shortly histone genes), an important class of genes that participate in various critical cellular processes, ii) use the model so developed to identify regions across the human genome that have similar structure as promoters of histone genes; such regions could represent potential genomic regulatory regions, e.g. promoters, of genes that may be coregulated with histone genes, and iii/ identify in this way genes that have high likelihood of being coregulated with the histone genes. RESULTS: We successfully developed a histone promoter model using a comprehensive collection of histone genes. Based on leave-one-out cross-validation test, the model produced good prediction accuracy (94.1% sensitivity, 92.6% specificity, and 92.8% positive predictive value). We used this model to predict across the genome a number of genes that shared similar promoter structures with the histone gene promoters. We thus hypothesize that these predicted genes could be coregulated with histone genes. This hypothesis matches well with the available gene expression, gene ontology, and pathways data. Jointly with promoters of the above-mentioned genes, we found a large number of intergenic regions with similar structure as histone promoters. CONCLUSIONS: This study represents one of the most comprehensive computational analyses conducted thus far on a genome-wide scale of promoters of human histone genes. Our analysis suggests a number of other human genes that share a high similarity of promoter structure with the histone genes and thus are highly likely to be coregulated, and consequently coexpressed, with the histone genes. We also found that there are a large number of intergenic regions across the genome with their structures similar to promoters of histone genes. These regions may be promoters of yet unidentified genes, or may represent remote control regions that participate in regulation of histone and histone-coregulated gene transcription initiation. While these hypotheses still remain to be verified, we believe that these form a useful resource for researchers to further explore regulation of human histone genes and human genome. It is worthwhile to note that the regulatory regions of the human genome remain largely un-annotated even today and this study is an attempt to supplement our understanding of histone regulatory regions. BioMed Central 2010-05-28 /pmc/articles/PMC2880410/ /pubmed/20522254 http://dx.doi.org/10.1186/1752-0509-4-S1-S4 Text en Copyright ©2010 Chowdhary 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
Chowdhary, Rajesh
Bajic, Vladimir B
Dong, Difeng
Wong, Limsoon
Liu, Jun S
Genome-wide analysis of regions similar to promoters of histone genes
title Genome-wide analysis of regions similar to promoters of histone genes
title_full Genome-wide analysis of regions similar to promoters of histone genes
title_fullStr Genome-wide analysis of regions similar to promoters of histone genes
title_full_unstemmed Genome-wide analysis of regions similar to promoters of histone genes
title_short Genome-wide analysis of regions similar to promoters of histone genes
title_sort genome-wide analysis of regions similar to promoters of histone genes
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2880410/
https://www.ncbi.nlm.nih.gov/pubmed/20522254
http://dx.doi.org/10.1186/1752-0509-4-S1-S4
work_keys_str_mv AT chowdharyrajesh genomewideanalysisofregionssimilartopromotersofhistonegenes
AT bajicvladimirb genomewideanalysisofregionssimilartopromotersofhistonegenes
AT dongdifeng genomewideanalysisofregionssimilartopromotersofhistonegenes
AT wonglimsoon genomewideanalysisofregionssimilartopromotersofhistonegenes
AT liujuns genomewideanalysisofregionssimilartopromotersofhistonegenes