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1.
BMC Genomics ; 5(1): 38, 2004 Jun 29.
Article in English | MEDLINE | ID: mdl-15222896

ABSTRACT

BACKGROUND: High-density DNA microarrays require automatic feature extraction methodologies and softwares. These can be a potential source of non-reproducibility of gene expression measurements. Variation in feature location or in signal integration methodology may be a significant contribution to the observed variance in gene expression levels. RESULTS: We explore sources of variability in feature extraction from DNA microarrays on Nylon membrane with radioactive detection. We introduce a mathematical model of the signal emission and derive methods for correcting biases such as overshining, saturation or variation in probe amount. We also provide a quality metric which can be used qualitatively to flag weak or untrusted signals or quantitatively to modulate the weight of each experiment or gene in higher level analyses (clustering or discriminant analysis). CONCLUSIONS: Our novel feature extraction methodology, based on a mathematical model of the radioactive emission, reduces variability due to saturation, neighbourhood effects and variable probe amount. Furthermore, we provide a fully automatic feature extraction software, BZScan, which implements the algorithms described in this paper.


Subject(s)
Gene Expression Profiling/instrumentation , Oligonucleotide Array Sequence Analysis , Algorithms , Animals , Arabidopsis Proteins/genetics , Bias , Breast Neoplasms/chemistry , Carbon-Oxygen Ligases/genetics , Cluster Analysis , DNA, Neoplasm/genetics , DNA, Plant/genetics , Densitometry , Discriminant Analysis , Humans , Image Processing, Computer-Assisted , Mice , Nylons , Phosphorus Radioisotopes/analysis , Polymerase Chain Reaction , RNA, Messenger/genetics , Reproducibility of Results , Signal Processing, Computer-Assisted , Software
2.
Bioinformatics ; 18(5): 763-4, 2002 May.
Article in English | MEDLINE | ID: mdl-12050074

ABSTRACT

UNLABELLED: The submission of multiple sequence alignment data to EMBL has grown 30-fold in the past 10 years, creating a problem of archiving them. The EBI has developed a new public database of multiple sequence alignments called EMBL-Align. It has a dedicated web-based submission tool, Webin-Align. Together they represent a comprehensive data management solution for alignment data. Webin-Align accepts all the common alignment formats and can display data in CLUSTALW format as well as a new standard EMBL-Align flat file format. The alignments are stored in the EMBL-Align database and can be queried from the EBI SRS (Sequence Retrieval System) server. AVAILABILITY: Webin-Align: http://www.ebi.ac.uk/embl/Submission/align_top.html, EMBL-Align: ftp://ftp.ebi.ac.uk/pub/databases/embl/align, http://srs.ebi.ac.uk/


Subject(s)
Database Management Systems , Databases, Nucleic Acid , Databases, Protein , Information Storage and Retrieval/methods , Sequence Alignment/methods , Amino Acid Sequence , Base Sequence , Genome , Internet , Molecular Sequence Data , National Library of Medicine (U.S.) , United States
3.
Nat Genet ; 29(4): 365-71, 2001 Dec.
Article in English | MEDLINE | ID: mdl-11726920

ABSTRACT

Microarray analysis has become a widely used tool for the generation of gene expression data on a genomic scale. Although many significant results have been derived from microarray studies, one limitation has been the lack of standards for presenting and exchanging such data. Here we present a proposal, the Minimum Information About a Microarray Experiment (MIAME), that describes the minimum information required to ensure that microarray data can be easily interpreted and that results derived from its analysis can be independently verified. The ultimate goal of this work is to establish a standard for recording and reporting microarray-based gene expression data, which will in turn facilitate the establishment of databases and public repositories and enable the development of data analysis tools. With respect to MIAME, we concentrate on defining the content and structure of the necessary information rather than the technical format for capturing it.


Subject(s)
Computational Biology , Oligonucleotide Array Sequence Analysis/standards , Gene Expression Profiling/methods
4.
Mol Cell Biol ; 20(17): 6568-78, 2000 Sep.
Article in English | MEDLINE | ID: mdl-10938131

ABSTRACT

Ubiquitin-specific processing proteases (UBPs) presently form the largest enzyme family in the ubiquitin system, characterized by a core region containing conserved motifs surrounded by divergent sequences, most commonly at the N-terminal end. The functions of these divergent sequences remain unclear. We identified two isoforms of a novel testis-specific UBP, UBP-t1 and UBP-t2, which contain identical core regions but distinct N termini, thereby permitting dissection of the functions of these two regions. Both isoforms were germ cell specific and developmentally regulated. Immunocytochemistry revealed that UBP-t1 was induced in step 16 to 19 spermatids while UBP-t2 was expressed in step 18 to 19 spermatids. Immunoelectron microscopy showed that UBP-t1 was found in the nucleus while UBP-t2 was extranuclear and was found in residual bodies. For the first time, we show that the differential subcellular localization was due to the distinct N-terminal sequences. When transfected into COS-7 cells, the core region was expressed throughout the cell but the UBP-t1 and UBP-t2 isoforms were concentrated in the nucleus and the perinuclear region, respectively. Fusions of each N-terminal end with green fluorescent protein yielded the same subcellular localization as the native proteins, indicating that the N-terminal ends were sufficient for determining differential localization. Interestingly, UBP-t2 colocalized with anti-gamma-tubulin immunoreactivity, indicating that like several other components of the ubiquitin system, a deubiquitinating enzyme is associated with the centrosome. Regulated expression and alternative N termini can confer specificity of UBP function by restricting its temporal and spatial loci of action.


Subject(s)
Endopeptidases/metabolism , Spermatids/metabolism , Testis/metabolism , Age Factors , Amino Acid Sequence , Animals , Blotting, Northern , COS Cells , Cell Nucleus/metabolism , Centrosome/metabolism , DNA, Complementary/metabolism , Endopeptidases/chemistry , Endopeptidases/genetics , Green Fluorescent Proteins , Immunohistochemistry , Isoenzymes/chemistry , Isoenzymes/genetics , Isoenzymes/metabolism , Luminescent Proteins/metabolism , Male , Microscopy, Immunoelectron , Molecular Sequence Data , Muscle Proteins , RNA, Messenger/metabolism , Rats , Rats, Sprague-Dawley , Recombinant Fusion Proteins/metabolism , Time Factors , Tissue Distribution , Ubiquitin Thiolesterase
5.
Nucleic Acids Res ; 28(1): 19-23, 2000 Jan 01.
Article in English | MEDLINE | ID: mdl-10592171

ABSTRACT

The European Molecular Biology Laboratory (EMBL) Nucleotide Sequence Database (http://www.ebi.ac. uk/embl/index.html ) is maintained at the European Bioinformatics Institute (EBI) in an international collaboration with the DNA Data Bank of Japan (DDBJ) and GenBank (USA). Data is exchanged amongst the collaborative databases on a daily basis. The major contributors to the EMBL database are individual authors and genome project groups. WEBIN is the preferred web-based submission system for individual submitters, whilst automatic procedures allow incorporation of sequence data from large-scale genome sequencing centres and from the European Patent Office (EPO). Database releases are produced quarterly. Network services allow free access to the most up-to-date data collection via Internet and WWW interfaces. EBI's Sequence Retrieval System (SRS) is a network browser for databanks in molecular biology, integrating and linking the main nucleotide and protein databases plus many specialised databases. For sequence similarity searching a variety of tools (e.g., BLITZ, FASTA, BLAST) are available which allow external users to compare their own sequences against the most currently available data in the EMBL Nucleotide Sequence Database and SWISS-PROT.


Subject(s)
Databases, Factual , Nucleotides/genetics , Classification , Confidentiality , Genome , Internet , Nucleotides/chemistry , Protein Biosynthesis , Proteins/genetics , Sequence Alignment , Systems Integration
6.
Mol Biotechnol ; 12(3): 255-67, 1999 Oct.
Article in English | MEDLINE | ID: mdl-10631682

ABSTRACT

The European Molecular Biology Laboratory Nucleotide Sequence Database receives sequence and sequence annotation data from genome projects, sequencing centers, individual scientists, and patent offices. Data may be most efficiently submitted to the database using the Internet based submission tool WEBIN or via previously established genome project accounts. Biologist curators will review the data and provide accession numbers within two working days. Non-confidential data are exchanged daily in an international collaboration between EMBL. DDBJ (the DNA Databank of Japan) and GenBank (USA) and may be accessed and retrieved via the Internet with the Sequence Retrieval System (SRS). Sequence database searching algorithms (e.g., Blitz, Fasta, Blast) are available for comparison of query to database sequences.


Subject(s)
Base Sequence , Databases, Factual , Software , Amino Acid Sequence , Databases, Factual/legislation & jurisprudence , Genome , International Cooperation , Internet , Molecular Sequence Data , Privacy , Sequence Alignment , User-Computer Interface
7.
Mol Cell Biol ; 16(8): 4064-72, 1996 Aug.
Article in English | MEDLINE | ID: mdl-8754804

ABSTRACT

The Saccharomyces cerevisiae ubiquitin-conjugating enzymes (E2s) UBC4 and UBC5 are essential for degradation of short-lived and abnormal proteins. We previously identified rat cDNAs encoding two E2s with strong sequence similarity to UBC4 and UBC5. These E2 isoforms are widely expressed in rat tissues, consistent with a fundamental cellular function for these E2s. We now report a new isoform, 8A, which despite having >91% amino acid identity with the other isoforms, shows several novel features. Expression of the 8A isoform appears restricted to the testis, is absent in early life, but is induced during puberty. Hypophysectomy reduced expression of the 8A isoform. In situ hybridization studies indicated that 8A mRNA is expressed mainly in round spermatids. Immunoblot analyses showed that 8A protein is found not only in subfractions of germ cells enriched in round spermatids but also in subfractions containing residual bodies extruded from more mature elongated spermatids, indicating that the protein possesses a longer half-life than the mRNA. Unlike all previously identified mammalian and plant homologs of S. cerevisiae UBC4, which possess a basic pI, the 8A isoform is unique in possessing an acidic pI. The small differences in sequence between the 8A isoform and other rat isoforms conferred differences in biochemical function. The 8A isoform was less effective than an isoform with a basic pI or ineffective in conjugating ubiquitin to certain fractions of testis proteins. Thus, although multiple isoforms of a specific E2 may exist to ensure performance of a critical cellular function, our data demonstrate, for the first time, that multiple genes also permit highly specialized regulation of expression of specific isoforms and that subtle differences in E2 primary structure can dictate conjugation of ubiquitin to different subsets of cellular proteins.


Subject(s)
Gene Expression Regulation, Developmental , Ligases/genetics , Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae/genetics , Spermatogenesis , Testis/enzymology , Ubiquitin-Conjugating Enzymes , Ubiquitins/physiology , Amino Acid Sequence , Animals , DNA, Complementary/genetics , Gene Expression Regulation, Enzymologic , Isoenzymes/genetics , Male , Molecular Sequence Data , Proteins/metabolism , RNA, Messenger/genetics , Rats , Sequence Alignment , Sequence Homology, Amino Acid , Spermatids/enzymology
8.
J Virol ; 69(3): 1785-93, 1995 Mar.
Article in English | MEDLINE | ID: mdl-7853518

ABSTRACT

An antiserum was raised against the African swine fever virus (ASFV)-encoded ubiquitin-conjugating enzyme (UBCv1) and used to demonstrate by Western blotting (immunoblotting) and immunofluorescence that the enzyme is present in purified extracellular virions, is expressed both early and late after infection of cells with ASFV, and is cytoplasmically located. Antiubiquitin serum was used to identify novel ubiquitin conjugates present during ASFV infections. This antiserum stained virus factories late after infection, suggesting that virion proteins may be ubiquitinated. This possibility was confirmed by Western blotting, which identified three major antiubiquitin-immunoreactive proteins with molecular masses of 5, 18, and 58 kDa in purified extracellular virions. The 18-kDa protein was solubilized from virions at relatively low concentrations of the detergent n-octyl-beta-D-glucopyranoside, indicating that it is externally located and is possibly in the virus capsid. The 18-kDa protein was purified, and N-terminal amino acid sequencing confirmed that the protein was ubiquitinated and was ASFV encoded. The ASFV gene encoding this protein (PIG1) was sequenced, and the encoded protein expressed in an Escherichia coli expression vector. Recombinant PIG1 was ubiquitinated in the presence of E. coli expressed UBCv1 in vitro. These results suggest that PIG1 may be a substrate for UBCv1. The predicted molecular masses of the PIG1 protein and recombinant ubiquitinated protein were larger than the 18-kDa molecular mass of the ubiquitinated protein present in virions. Therefore, during viral replication, a precursor protein may undergo limited proteolysis to generate the ubiquitinated 18-kDa protein.


Subject(s)
African Swine Fever Virus/ultrastructure , Ligases/metabolism , Ubiquitin-Conjugating Enzymes , Ubiquitins/metabolism , Viral Proteins/genetics , Viral Proteins/metabolism , Virion/ultrastructure , Amino Acid Sequence , Base Sequence , Genes, Viral , Immunohistochemistry , Molecular Sequence Data , Molecular Weight , Protein Processing, Post-Translational , Viral Proteins/chemistry , Viral Structural Proteins/genetics
9.
Arch Virol Suppl ; 7: 185-99, 1993.
Article in English | MEDLINE | ID: mdl-8219803

ABSTRACT

A 55 kilobase pair (kb) region from the right end of the virulent African swine fever virus isolate, Malawi LIL20/1, has been sequenced. The 68 major open reading frames (ORFs) encoded are generally closely spaced and read from both DNA strands across the complete sequence. Comparison of the amino acid sequences of predicted ORFs with sequence databases identified 15 ORFs which encode proteins that are similar to proteins of known function. Two ORFs are homologous to copies of multigene family 360 (MGF360) and one ORF is homologous to copies of multigene family 110 (MGF110). Both of these multigene families have been described previously.


Subject(s)
African Swine Fever Virus/genetics , Genetic Variation , Genome, Viral , Cloning, Molecular , Multigene Family , Open Reading Frames , Polymerase Chain Reaction , Protein Sorting Signals/genetics , Repetitive Sequences, Nucleic Acid , Sequence Homology, Amino Acid , Transcription, Genetic , Viral Matrix Proteins/genetics
10.
EMBO J ; 11(1): 361-6, 1992 Jan.
Article in English | MEDLINE | ID: mdl-1310934

ABSTRACT

The post-translational modification of proteins by covalent attachment of ubiquitin occurs in all eukaryotes by a multi-step process. A family of E2 or ubiquitin conjugating (UBC) enzymes catalyse one step of this process and these have been implicated in several diverse regulatory functions. We report here the sequence of a gene encoded by African swine fever virus (ASFV) which has high homology with UBC enzymes. This ASFV encoded enzyme has UBC activity when expressed in Escherichia coli since it forms thiolester bonds with [125I]ubiquitin in the presence of purified ubiquitin activating enzyme (E1) and ATP, and subsequently transfers [125I]ubiquitin to specific protein substrates. These substrates include histones, ubiquitin and the UBC enzyme itself. The ASFV encoded UBC enzyme is similar in structure and enzyme activity to the yeast ubiquitin conjugating enzymes UBC2 and UBC3. This is the first report of a virus encoding a functionally active UBC enzyme and provides an example of the exploitation of host regulatory mechanisms by viruses.


Subject(s)
African Swine Fever Virus/genetics , Ligases/genetics , Viral Proteins/genetics , African Swine Fever Virus/enzymology , Amino Acid Sequence , Base Sequence , Chromosome Mapping , Cloning, Molecular , Escherichia coli/genetics , Gene Expression , Genome, Viral , Molecular Sequence Data , Repetitive Sequences, Nucleic Acid , Ubiquitin-Conjugating Enzymes , Ubiquitins/metabolism
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