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PubMed2005

Classification using functional data analysis for temporal gene expression data.

MOTIVATION: Temporal gene expression profiles provide an important characterization of gene function, as biological systems are predominantly developmental and dynamic. We propose a method of classifying collections of temporal gene expression curves in which individual expression profiles are modeled as independent realizations of a stochastic process. The method uses a recently developed functional logistic regression tool based on functional principal components, aimed at classifying gene expression curves into known gene groups. The number of eigenfunctions in the classifier can be chosen by leave-one-out cross-validation with the aim of minimizing the classification error. RESULTS: We demonstrate that this methodology provides low-error-rate classification for both yeast cell-cycle gene expression profiles and Dictyostelium cell-type specific gene expression patterns. It also works well in simulations. We compare our functional principal components approach with a B-spline implementation of functional discriminant analysis for the yeast cell-cycle data and simulations. This indicates comparative advantages of our approach which uses fewer eigenfunctions/base functions. The proposed methodology is promising for the analysis of temporal gene expression data and beyond. AVAILABILITY: MATLAB programs are available upon request.

Algorithms↗

PubMed2006

Genetic redundancy masks diverse functions of the tumor suppressor gene PTEN during C. elegans development.

Genetic redundancy is associated with a large percentage of genes. We investigated PTEN (phosphatase and tensin homolog deleted on chromosome 10) tumor suppressor gene functions that eluded single mutant analyses, using a Caenorhabditis elegans genome-wide screen. We show that at least 27 genes collaborate with the worm PTEN homolog daf-18 for various functions previously concealed by genetic redundancy, including embryogenesis, cuticle turnover, egg laying, and oocyte maturation. In one example, daf-18 appears to constitute a cell-autonomous germline signal that converges with a somatic gonad signal mediated by ceh-18 at a kinase inhibition. We provide evidence that daf-18 elicits some functions independent of the downstream gene daf-16.

Animals↗

PubMedDate not supplied

Correlation between gene expression and GO semantic similarity.

This research analyzes some aspects of the relationship between gene expression, gene function, and gene annotation. Many recent studies are implicitly based on the assumption that gene products that are biologically and functionally related would maintain this similarity both in their expression profiles as well as in their Gene Ontology (GO) annotation. We analyze how accurate this assumption proves to be using real publicly available data. We also aim to validate a measure of semantic similarity for GO annotation. We use the Pearson correlation coefficient and its absolute value as a measure of similarity between expression profiles of gene products. We explore a number of semantic similarity measures (Resnik, Jiang, and Lin) and compute the similarity between gene products annotated using the GO. Finally, we compute correlation coefficients to compare gene expression similarity against GO semantic similarity. Our results suggest that the Resnik similarity measure outperforms the others and seems better suited for use in Gene Ontology. We also deduce that there seems to be correlation between semantic similarity in the GO annotation and gene expression for the three GO ontologies. We show that this correlation is negligible up to a certain semantic similarity value; then, for higher similarity values, the relationship trend becomes almost linear. These results can be used to augment the knowledge provided by clustering algorithms and in the development of bioinformatic tools for finding and characterizing gene products.

Algorithms↗

PubMed2003

The MADS box gene FBP2 is required for SEPALLATA function in petunia.

The ABC model, which was accepted for almost a decade as a paradigm for flower development in angiosperms, has been subjected recently to a significant modification with the introduction of the new class of E-function genes. This function is required for the proper action of the B- and C-class homeotic proteins and is provided in Arabidopsis by the SEPALLATA1/2/3 MADS box transcription factors. A triple mutant in these partially redundant genes displays homeotic conversion of petals, stamens, and carpels into sepaloid organs and loss of determinacy in the center of the flower. A similar phenotype was obtained by cosuppression of the MADS box gene FBP2 in petunia. Here, we provide evidence that this phenotype is caused by the downregulation of both FBP2 and the paralog FBP5. Functional complementation of the sepallata mutant by FBP2 and our finding that the FBP2 protein forms multimeric complexes with other floral homeotic MADS box proteins indicate that FBP2 represents the same E function as SEP3 in Arabidopsis.

Amino Acid Sequence↗

PubMed1981

Extraordinarily high evolutionary rate of pseudogenes: evidence for the presence of selective pressure against changes between synonymous codons.

Comparisons of nucleotide sequences of several pseudogenes described to date, including alpha- and beta-globin and immunoglobulin kappa-type variable domain pseudogenes, with those of functional counterparts revealed that pseudogenes accumulate mutations at an extremely high rate uniformly over their entirety. It is remarkable that the evolutionary rate exceeds the rate of changes between synonymous codons, the highest known rate, in functional genes. Because no pseudogenes appear to function, this result strongly supports the neutral theory. In addition this result apparently indicates the presence of selective pressure against changes between synonymous codons in functional genes. Close examinations of codon utilization patterns in pseudogenes and functional genes revealed a significant correlation between the rate of changes at synonymous codon sites and the strength of bias in code word usage. This implies that even synonymous codon changes are not completely free from selective pressure but are constrained in part, although presumably weakly, depending on the degree of bias in code word usage. We also reexamined alignment between mouse beta h3 (pseudogene) and beta maj sequences and found a unique structure of the beta h3 that is homologous in sequence to the beta maj gene overall but contains a long deletion (about 150 base pairs) in the middle of the gene.

Animals↗

PubMed1994

In vivo and in vitro analyses of recombinant baculoviruses lacking a functional cg30 gene.

The cg30 gene of Autographa californica nuclear polyhedrosis virus (AcMNPV) encodes two sequence motifs, a zinc finger-like motif and a leucine zipper, found in other polypeptides known to be involved in gene regulation. To gain insight into the function of the cg30 product, CG30, we constructed and characterized recombinant viruses lacking a functional cg30 gene. We found that cg30 mutants had no striking phenotype in cell lines derived from Spodoptera frugiperda or Trichoplusia ni or in T. ni larvae. Although cg30 is known to be transcribed as an early monocistronic RNA and as the second cistron of an abundant late bicistronic RNA, production of a CG30-beta-galactosidase fusion protein was observed mainly at early times postinfection. Viruses containing cg30 had a subtle growth advantage over those lacking cg30 after several viral passages in cell culture. We employed transient expression assays to determine whether cg30 and pe-38, an AcMNPV gene that encodes a polypeptide with zinc finger-like and leucine zipper motifs similar to those of cg30, have redundant functions. Although pe-38 may have a role in AcMNPV gene expression, there was no indication that cg30 and pe-38 are functionally redundant.

Alleles↗

PubMed2001

The two PDGF receptors maintain conserved signaling in vivo despite divergent embryological functions.

Gene targeting studies have indicated that the two receptors for PDGF, alpha and beta, direct unique functions during development. Distinct ligand affinities, patterns of gene expression, and/or mechanisms of signal relay may account for functional specificity of the two PDGF receptor isoforms. To distinguish between these factors, we have created two complementary lines of knockin mice in which the intracellular signaling domains of one PDGFR have been removed and replaced by those of the other PDGFR. While both lines demonstrated substantial rescue of normal development, substitution of the PDGFbetaR signaling domains with those of the PDGFalphaR resulted in varying degrees of vascular disease. This observation provides a framework for discussing the evolution of receptor tyrosine kinase functional specificity.

Animals↗

PubMed2002

A screen for genes that function in abscisic acid signaling in Arabidopsis thaliana.

The plant hormone abscisic acid (ABA) controls many aspects of plant growth and development under a diverse range of environmental conditions. To identify genes functioning in ABA signaling, we have carried out a screen for mutants that takes advantage of the ability of wild-type Arabidopsis seeds to respond to (-)-(R)-ABA, an enantiomer of the natural (+)-(S)-ABA. The premise of the screen was to identify mutations that preferentially alter their germination response in the presence of one stereoisomer vs. the other. Twenty-six mutants were identified and genetic analysis on 23 lines defines two new loci, designated CHOTTO1 and CHOTTO2, and a collection of new mutant alleles of the ABA-insensitive genes, ABI3, ABI4, and ABI5. The abi5 alleles are less sensitive to (+)-ABA than to (-)-ABA. In contrast, the abi3 alleles exhibit a variety of differences in response to the ABA isomers. Genetic and molecular analysis of these alleles suggests that the ABI3 transcription factor may perceive multiple ABA signals.

Abscisic Acid↗

PubMed2005

Assigning functions to genes: identification of S-phase expressed genes in Leishmania major based on post-transcriptional control elements.

Assigning functions to genes is one of the major challenges of the post-genomic era. Usually, functions are assigned based on similarity of the coding sequences to sequences of known genes, or by identification of transcriptional cis-regulatory elements that are known to be associated with specific pathways or conditions. In trypanosomatids, where regulation of gene expression takes place mainly at the post-transcriptional level, new approaches for function assignment are needed. Here we demonstrate the identification of novel S-phase expressed genes in Leishmania major, based on a post-transcriptional control element that was recognized in Crithidia fasciculata as involved in the cell cycle-dependent expression of several nuclear and mitochondrial S-phase expressed genes. Hypothesizing that a similar regulatory mechanism is manifested in L.major, we have applied a computational search for similar control elements in the genome of L.major. Our computational scan yielded 132 genes, of which 33% are homologues of known DNA metabolism genes and 63% lack any annotation. Experimental testing of seven of these genes revealed that their mRNAs cycle throughout the cell cycle, reaching a maximum level during S-phase or just prior to it. It is suggested that screening for post-transcriptional control elements associated with a specific function provides an efficient method for assigning functions to trypanosomatid genes.

Animals↗

PubMed2005

Genome-wide analysis of mammalian DNA segment fusion/fission.

As a powerful tool for gene function prediction, gene fusion has been widely studied in prokaryotes and certain groups of eukaryotes, but it has been little applied in studies of mammalian genomes. With the first fully sequenced mammalian genomes (human, mouse, rat) now available, we defined and collected a set of fusion/fission event-linked segments (FFLS) based on structured organized genomic alignment. The statistics of the sequence features highlighted the FFLSs against their random context. We found that there are three groups of FFLSs with different component pairs (i.e. gene-gene, gene-noncoding and noncoding-noncoding) in all three mammalian genomes. The proteins encoded by the components of FFLSs in the first group shown a strong tendency to interact with each other. The segmental components in the last two groups which did not contain any protein-coding genes, were found not only to be transcribed to some level, but also more conserved than the random background. Thus, these segments are possibly carrying certain biologically functional elements. We propose that FFLS may be a potential tool for prediction and analysis of function and functional interaction of genetic elements, including both genes and noncoding elements, in mammalian genomes. The full list of the FFLSs in the genomes of the three mammals is available as supporting information at doi:10.1016/j.jtbi.2005.09.016.

Animals↗

PubMed1991

A genetic mosaic screen of essential zygotic genes in Caenorhabditis elegans.

We have devised a simple genetic mosaic screen, which circumvents the difficulties posed by phenotypic analysis of early lethal mutants, to analyze essential zygotic genes in Caenorhabditis elegans. The screen attempts to distinguish genes involved in cell type and/or lineage specific processes such as determination, differentiation or morphogenesis from genes involved in general processes such as intermediary metabolism by using the pattern of gene function to classify genes: genes required in one or a subset of early blastomeres may have specific functions, whereas genes required in all early blastomeres may have general functions. We found that 12 of 17 genes examined function in specific early blastomeres, suggesting that many zygotic genes contribute to specific early processes. We discuss the advantages and limitations of this screen, which is applicable to other regions of the C. elegans genome.

Alleles↗

PubMed2005

Understanding the global properties of functionally-related gene networks using the gene ontology.

The global behavior of interactions between genes can be investigated by forming the network of functionally-related genes using the annotations based on the Gene Ontology. We define two genes to be connected when the pair of genes is involved in the same biological process. There has been other work on the analysis of different kinds of cellular and metabolic networks, such as gene coexpression network, in which genes are paired when they are found to be coexpressed in the microarray experiments. We observe that our functionally-related gene networks among humans, fruit flies, worms and yeast exhibit the small-world property, but all except the network of worms show the existence of the scale-free property.

Animals↗

PubMed1990

The product of the H19 gene may function as an RNA.

The mouse H19 gene was identified as an abundant hepatic fetal-specific mRNA under the transcriptional control of a trans-acting locus termed raf. The protein this gene encoded was not apparent from an analysis of its nucleotide sequence, since the mRNA contained multiple translation termination signals in all three reading frames. As a means of assessing which of the 35 small open reading frames might be important to the function of the gene, the human H19 gene was cloned and sequenced. Comparison of the two homologs revealed no conserved open reading frame. Cellular fractionation showed that H19 RNA is cytoplasmic but not associated with the translational machinery. Instead, it is located in a particle with a sedimentation coefficient of approximately 28S. Despite the fact that it is transcribed by RNA polymerase II and is spliced and polyadenylated, we suggest that the H19 RNA is not a classical mRNA. Instead, the product of this unusual gene may be an RNA molecule.

Amino Acid Sequence↗

PubMed2026

High-throughput recovery of integron cassettes for gene discovery screens.

Integrons capture functional genes in mobile genetic elements called integron cassettes, which represent an untapped source of genes of biotechnological interest. Here we present two tools, cassette gatherer and cassette hunter, that enable high-throughput establishment of gene libraries either from genetically tractable strains or directly from DNA. We re-engineered a class 1 integron into counterselection markers on a plasmid or on the chromosome of a naturally competent Vibrio cholerae, which enabled capture of single cassettes in a sequence- and function-independent manner. When applied to Vibrio strains and genomic libraries, our tools recovered hundreds of single cassettes per assay with more than 99% specificity. We further subjected the library of cassettes generated by the hunter and gatherer tools to screens against phages ICP2 and T4, and identified nine phage-defence systems, including five previously undescribed. These tools enable rapid and large-scale recovery of integron cassettes that could be leveraged for functional gene discovery.

Journal Article↗

PubMed2023

Diverse evolutionary rates and gene duplication patterns among families of functional olfactory receptor genes in humans.

In humans, odors are detected by ~400 functional olfactory receptor (OR) genes. The superfamily of functional OR genes can be further divided into tens of families. In large part, the OR genes have experienced extensive tandem duplications, which have led to gene gains and losses. However, whether different OR gene families have experienced distinct modes of gene duplication has yet to be reported. We conducted comparative genomic and evolutionary analyses for human functional OR genes. Based on analysis of human-mouse 1-1 orthologs, we found that human functional OR genes show higher-than-average evolutionary rates, and there are significant differences among families of functional OR genes. Via comparison with seven vertebrate outgroups, families of human functional OR genes show different extents of gene synteny conservation. Although the superfamily of human functional OR genes is enriched in tandem and proximal duplications, there are particular families which are enriched in segmental duplications. These findings suggest that human functional OR genes may be governed by different evolutionary mechanisms and that large-scale gene duplications have contributed to the early evolution of human functional OR genes.

Humans↗

PubMed1998

Rodent Y chromosome TSPY gene is functional in rat and non-functional in mouse.

Recombination is believed to prevent genetic deterioration in sexual populations because it allows conservation of functional genotypes by removing deleterious mutations. Moreover, evidence that non-recombining segments of a genome deteriorate is provided by genetic experiments in Drosophila and yeast. Y chromosomes generally do not recombine along most of their length, and thus Y chromosome genes, despite having been selectively maintained for their function, could be lost from the genome. Here we present definitive evidence that functional Y genes can be lost from the mammalian genome. TSPY genes must have been selectively maintained on the mammalian Y chromosome since before the radiation of eutheria, 80 million years ago, as they are found conserved on the Y chromosome in two mammalian orders: primate and artiodactyl. We have now identified TSPY on the rodent Y chromosome, in mouse and rat. The gene structure and expression of rat TSPY suggest that it is a functional, testis-specific gene, but the closely related mouse gene, Tspy, has clearly become non-functional, producing only low levels of aberrantly spliced transcripts. Thus TSPY lost its function in the mouse lineage after its divergence from the rat lineage. So, in the case of Tspy at least, the absence of recombination does appear to have led to the loss of a functional gene.

Animals↗

PubMed1997

The nuclear autoantigen La/SS-associated antigen B: one gene, three functional mRNAs.

Transcription of the gene encoding for the nuclear autoantigen La resulted in three mRNA forms. A promoter switching combined with an alternative splicing pathway replaced exon 1 with either exon 1' or exon 1'. The exon 1' donor splice site was located 4 nts downstream of the exon 1' donor splice site. All three La mRNA forms were expressed in all the tissues analysed including peripheral blood lymphocytes, liver, fetal spleen, cultured primary endothelial cells, and mouse LTA cell lines permanently transfected with the human La gene. Both the exons 1' and 1' had unusual structures. They contained GC-rich regions and an oligo(U)-tail of 23 uridine residues. Moreover, they encoded for three open reading frames upstream of the La protein reading frame. In spite of this unusual structure, when exon 1' or exon 1' La mRNAs were expressed in transfected mouse LTA cells, both La mRNAs were translated to nuclear La protein, indicating that all La mRNA forms are functional mRNAs.

Adenosine Triphosphatases↗

PubMed2000

Activation of mitogen-activated protein kinase cascade regulates pituitary tumor-transforming gene transactivation function.

Pituitary tumor-transforming gene (PTTG) is a recently characterized oncogene that can act as a transcriptional activator. In this study, we have characterized the transactivation domain of PTTG. Transient transfection of fusion constructs containing GAL4 DNA-binding domain and different parts of PTTG indicated the transactivation domain of PTTG is located between amino acids 119 and 164. Mitogen-activated protein (MAP) kinase cascade is important in the regulation of cell growth, apoptosis, and differentiation. Therefore, we have explored the possibility that this kinase cascade plays a role in regulating PTTG transactivation function. Activation of the MAP kinase cascade by epidermal growth factor or an expression vector for a constitutively active form of the MAP kinase kinase (MEK1) led to stimulation of PTTG transactivation activity. We showed that PTTG is phosphorylated in vitro on Ser(162) by MAP kinase and that this phosphorylation site plays an essential role in PTTG transactivation function. We demonstrated that PTTG interacts directly with MEK1 through a putative SH3 domain-binding site located between amino acids 51 and 54 and that this interaction is crucial for PTTG transactivation function. In addition, we showed that activation of MAP kinase phosphorylation cascade resulted in nuclear translocation of PTTG. Together, our data establish that a growth factor-stimulated MAP kinase plays an important role in modulating PTTG function.

3T3 Cells↗