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Gung-Wei Chirn

Publications and source records attributed to Gung-Wei Chirn.

4 recordsLinked to original sources

Clustering protein sequences with a novel metric transformed from sequence similarity scores and sequence alignments with neural networks.

BACKGROUND: The sequencing of the human genome has enabled us to access a comprehensive list of genes (both experimental and predicted) for further analysis. While a majority of the approximately 30,000 known and predicted human coding genes are characterized and have been assigned at least one function, there remains a fair number of genes (about 12,000) for which no annotation has been made. The recent sequencing of other genomes has provided us with a huge amount of auxiliary sequence data which could help in the characterization of the human genes. Clustering these sequences into families is one of the first steps to perform comparative studies across several genomes. RESULTS: Here we report a novel clustering algorithm (CLUGEN) that has been used to cluster sequences of experimentally verified and predicted proteins from all sequenced genomes using a novel distance metric which is a neural network score between a pair of protein sequences. This distance metric is based on the pairwise sequence similarity score and the similarity between their domain structures. The distance metric is the probability that a pair of protein sequences are of the same Interpro family/domain, which facilitates the modelling of transitive homology closure to detect remote homologues. The hierarchical average clustering method is applied with the new distance metric. CONCLUSION: Benchmarking studies of our algorithm versus those reported in the literature shows that our algorithm provides clustering results with lower false positive and false negative rates. The clustering algorithm is applied to cluster several eukaryotic genomes and several dozens of prokaryotic genomes.

Algorithms↗

Multiple retropseudogenes from pluripotent cell-specific gene expression indicates a potential signature for novel gene identification.

Oct4, Nanog, and Stella are transcription factors specifically expressed in embryonic stem (ES) cells and germ lineage cells that impart critical functions in the maintenance of pluripotency. Here, we report the excessive frequency and apparent selectivity of retrotransposition of ES cell-specific genes. Six highly homologous pseudogenes for Oct4, 10 for Nanog, and 16 for Stella were identified by nucleotide BLAST (basic local alignment sequence tool) searches against the respective gene mRNA transcripts. Of 15 non-ES cell-specific transcription factor genes, only one had a single pseudogene hit in our screen, emphasizing the apparent selectivity. We present a hypothesis whereby retrotransposition of ES or germ cell-specific genes may reflect an innate predisposition. This is based on the increased probability of germ-line transmission when retrotransposition occurs at a very early stage of development within cells known to contribute to the germ cell lineage. The parental genes for Nanog, Stella, and another embryonic gene, GDF3 are all located on chromosome 12p13 of the human genome, and on chromosome 6 in mouse. Here, we identified an Oct4 pseudogene at the same respective loci in both human and mouse genomes, suggesting functional relevance and indicative of epigenetic regulation. We tested whether the apparent susceptibility for ES cell-specific gene retrotransposition may be extrapolated to a more unified phenomenon, such that a bioinformatic approach may represent a potentially novel strategy for identification of genes with embryonic cell-specific functionality. A preliminary investigation indeed revealed a single gene, previously demonstrated to be responsible for multiple retropseudogenes via germ cell-specific expression in Xenopus.

Chromosomal Proteins, Non-Histone↗

Identification of a family of cAMP response element-binding protein coactivators by genome-scale functional analysis in mammalian cells.

This report describes an unbiased method for systematically determining gene function in mammalian cells. A total of 20,704 predicted human full-length cDNAs were tested for induction of the IL-8 promoter. A number of genes, including those for cytokines, receptors, adapters, kinases, and transcription factors, were identified that induced the IL-8 promoter through known regulatory sites. Proteins that acted through a cooperative interaction between an AP-1 and an unrecognized cAMP response element (CRE)-like site were also identified. A protein, termed transducer of regulated cAMP response element-binding protein (CREB) (TORC1), was identified that activated expression through the variant CRE and consensus CRE sites. TORC1 potently induced known CREB1 target genes, bound CREB1, and activated expression through a potent transcription activation domain. A functional Drosophila TORC gene was also identified. Thus, TORCs represent a family of highly conserved CREB coactivators that may control the potency and specificity of CRE-mediated responses.

Amino Acid Sequence↗

Rapid expression cloning of receptors using epitope-tagged ligands and high-speed cell sorting.

BACKGROUND: In this study we describe a new approach for expression cloning of receptors. METHODS: Our approach was based on highly efficient transfer of retroviral cDNA libraries into target cells and detection of receptor-ligand interaction with the use of an antibody directed against an epitope tag on recombinant ligands. Detection of the complex and isolation of receptor-transduced cells were achieved by flow cytometry and rare event high-speed cell sorting. Recovery of the cDNA coding for the receptor(s) was achieved by polymerase chain reaction. RESULTS: As a proof-of-concept study we set out to clone the receptor for B-lymphocyte stimulator protein (BlyS), not known at the start of the project but reported while this work was in progress. First, we detected binding of epitope-tagged BlyS to IM9 cells. Second, human T-lymphoblasts (CEM cells), which do not bind BlyS, were transduced with a retroviral cDNA library generated from IM9 cells. Transduced CEM cells binding epitope-tagged BlyS protein were identified by flow cytometry. After three sequential rounds of cell sorting, transduced CEM cell populations with high binding capacity for BlyS were identified. To determine the cDNAs conferring binding to the transduced CEM cells, the integrated proviral DNAs were amplified by polymerase chain reaction and analyzed by DNA sequencing. Rescued cDNAs contained Transmembrane Activator and calcium-modulator and cyclophilin ligand (CAML) Interactor (TACI) and B-Cell Maturation factor (BCMA) sequences, representing two published receptors of BlyS. CONCLUSIONS: Our data demonstrated that flow cytometry and high-speed cell sorting combined with transduction of retroviral cDNA libraries and binding of epitope-tagged orphan ligands as a selectable phenotype can be used efficiently for expression cloning of receptors. Of particular interest was our finding that apparently it is not necessary to purify the ligand but that conditioned medium containing the ligand can be used instead. Thus we concluded that our approach shortens the time to identify receptors for many orphan ligands and helps to exploit these receptors as drug targets.

Antibodies↗