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1.
Infect Genet Evol ; 39: 201-211, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26829384

ABSTRACT

Insertions and deletions (indels) are important sequence variants that are considered as phylogenetic markers that reflect evolutionary adaptations in different species. In an effort to systematically study indels specific to the phylum Nematoda and their structural impact on the proteins bearing them, we examined over 340,000 polypeptides from 21 nematode species spanning the phylum, compared them to non-nematodes and identified indels unique to nematode proteins in more than 3000 protein families. Examination of the amino acid composition revealed uneven usage of amino acids for insertions and deletions. The amino acid composition and cost, along with the secondary structure constitution of the indels, were analyzed in the context of their biological pathway associations. Species-specific indels could enable indel-based targeting for drug design in pathogens/parasites. Therefore, we screened the spatial locations of the indels in the parasite's protein 3D structures, determined the location of the indel and identified potential unique drug targeting sites. These indels could be confirmed by RNA-Seq data. Examples are presented illustrating the close proximity of some indels to established small-molecule binding pockets that can potentially facilitate selective targeting to the parasites and bypassing their host, thus reducing or eliminating the toxicity of the potential drugs. This study presents an approach for understanding the adaptation of pathogens/parasites at a molecular level, and outlines a strategy to identify such nematode-selective targets that remain essential to the organism. With further experimental characterization and validation, it opens a possible channel for the development of novel treatments with high target specificity, addressing both host toxicity and resistance concerns.


Subject(s)
Drug Discovery , Helminthiasis/parasitology , Helminths/drug effects , Helminths/genetics , Amino Acid Sequence , Animals , Computational Biology , Databases, Genetic , Helminthiasis/drug therapy , Humans , INDEL Mutation , Models, Molecular , Nematoda , Protein Conformation , Protozoan Proteins/chemistry , Protozoan Proteins/genetics
2.
Electrophoresis ; 35(21-22): 3096-101, 2014 Nov.
Article in English | MEDLINE | ID: mdl-24981896

ABSTRACT

The ability to determine the tissue source of biological materials from evidence samples can be highly informative for interpreting forensic data. In this study, a previously published CE-based method to probe locus-specific DNA methylation was modified to accommodate detection using next-generation sequencing (NGS) to perform tissue source attribution. DNA samples (1 ng) from each of four different tissue types were digested with the methylation sensitive restriction endonuclease Hha1 and PCR was used to amplify an optimized subset of ten methylated loci, including positive and negative control loci. The products were prepared as NGS libraries, pooled in a multiplex assay with sample-specific barcodes, sequenced with an Illumina MiSeq, and analyzed using a k-Nearest Neighbor algorithm. With this initial effort a concordance rate of 15/16 was demonstrated from samples of varying types: semen, saliva, skin epidermis, and blood. This method also was designed to be compatible with the workflows published to date for NGS of STRs. Thus, the methylation approach described here is highly accurate and upon further validation and testing may be potentially used in practice as a confirmatory test in conjunction with other NGS protocols used in forensic laboratories.


Subject(s)
DNA Methylation/genetics , Epigenesis, Genetic/genetics , Forensic Genetics/methods , High-Throughput Nucleotide Sequencing/methods , Body Fluids/chemistry , Genetic Markers/genetics , Humans , Organ Specificity
3.
PLoS One ; 9(5): e97699, 2014.
Article in English | MEDLINE | ID: mdl-24846174

ABSTRACT

Human saliva is clinically informative of both oral and general health. Since next generation shotgun sequencing (NGS) is now widely used to identify and quantify bacteria, we investigated the bacterial flora of saliva microbiomes of two healthy volunteers and five datasets from the Human Microbiome Project, along with a control dataset containing short NGS reads from bacterial species representative of the bacterial flora of human saliva. GENIUS, a system designed to identify and quantify bacterial species using unassembled short NGS reads was used to identify the bacterial species comprising the microbiomes of the saliva samples and datasets. Results, achieved within minutes and at greater than 90% accuracy, showed more than 175 bacterial species comprised the bacterial flora of human saliva, including bacteria known to be commensal human flora but also Haemophilus influenzae, Neisseria meningitidis, Streptococcus pneumoniae, and Gamma proteobacteria. Basic Local Alignment Search Tool (BLASTn) analysis in parallel, reported ca. five times more species than those actually comprising the in silico sample. Both GENIUS and BLAST analyses of saliva samples identified major genera comprising the bacterial flora of saliva, but GENIUS provided a more precise description of species composition, identifying to strain in most cases and delivered results at least 10,000 times faster. Therefore, GENIUS offers a facile and accurate system for identification and quantification of bacterial species and/or strains in metagenomic samples.


Subject(s)
Metagenome , Metagenomics/methods , Microbiota/genetics , Saliva/microbiology , Sequence Analysis, DNA/methods , Adult , Female , Humans , Male
4.
Nat Genet ; 46(3): 261-269, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24441737

ABSTRACT

The hookworm Necator americanus is the predominant soil-transmitted human parasite. Adult worms feed on blood in the small intestine, causing iron-deficiency anemia, malnutrition, growth and development stunting in children, and severe morbidity and mortality during pregnancy in women. We report sequencing and assembly of the N. americanus genome (244 Mb, 19,151 genes). Characterization of this first hookworm genome sequence identified genes orchestrating the hookworm's invasion of the human host, genes involved in blood feeding and development, and genes encoding proteins that represent new potential drug targets against hookworms. N. americanus has undergone a considerable and unique expansion of immunomodulator proteins, some of which we highlight as potential treatments against inflammatory diseases. We also used a protein microarray to demonstrate a postgenomic application of the hookworm genome sequence. This genome provides an invaluable resource to boost ongoing efforts toward fundamental and applied postgenomic research, including the development of new methods to control hookworm and human immunological diseases.


Subject(s)
Genome, Helminth , Necator americanus/genetics , Animals , Caenorhabditis elegans/genetics , Female , Gene Expression Regulation, Developmental , Host-Parasite Interactions/immunology , Humans , Male , Molecular Sequence Data , Necator americanus/growth & development , Necator americanus/immunology , Necatoriasis/immunology , Necatoriasis/parasitology , Necatoriasis/prevention & control , Pregnancy , Species Specificity
5.
BMC Genomics ; 14: 118, 2013 Feb 22.
Article in English | MEDLINE | ID: mdl-23432754

ABSTRACT

BACKGROUND: Cooperia oncophora and Ostertagia ostertagi are among the most important gastrointestinal nematodes of cattle worldwide. The economic losses caused by these parasites are on the order of hundreds of millions of dollars per year. Conventional treatment of these parasites is through anthelmintic drugs; however, as resistance to anthelmintics increases, overall effectiveness has begun decreasing. New methods of control and alternative drug targets are necessary. In-depth analysis of transcriptomic data can help provide these targets. RESULTS: The assembly of 8.7 million and 11 million sequences from C. oncophora and O. ostertagi, respectively, resulted in 29,900 and 34,792 transcripts. Among these, 69% and 73% of the predicted peptides encoded by C. oncophora and O. ostertagi had homologues in other nematodes. Approximately 21% and 24% were constitutively expressed in both species, respectively; however, the numbers of transcripts that were stage specific were much smaller (~1% of the transcripts expressed in a stage). Approximately 21% of the transcripts in C. oncophora and 22% in O. ostertagi were up-regulated in a particular stage. Functional molecular signatures were detected for 46% and 35% of the transcripts in C. oncophora and O. ostertagi, respectively. More in-depth examinations of the most prevalent domains led to knowledge of gene expression changes between the free-living (egg, L1, L2 and L3 sheathed) and parasitic (L3 exsheathed, L4, and adult) stages. Domains previously implicated in growth and development such as chromo domains and the MADF domain tended to dominate in the free-living stages. In contrast, domains potentially involved in feeding such as the zinc finger and CAP domains dominated in the parasitic stages. Pathway analyses showed significant associations between life-cycle stages and peptides involved in energy metabolism in O. ostertagi whereas metabolism of cofactors and vitamins were specifically up-regulated in the parasitic stages of C. oncophora. Substantial differences were observed also between Gene Ontology terms associated with free-living and parasitic stages. CONCLUSIONS: This study characterized transcriptomes from multiple life stages from both C. oncophora and O. ostertagi. These data represent an important resource for studying these parasites. The results of this study show distinct differences in the genes involved in the free-living and parasitic life cycle stages. The data produced will enable better annotation of the upcoming genome sequences and will allow future comparative analyses of the biology, evolution and adaptation to parasitism in nematodes.


Subject(s)
Gene Expression Profiling , Helminth Proteins/chemistry , Helminth Proteins/genetics , Ostertagia/growth & development , Ostertagia/genetics , Animals , Female , Helminth Proteins/metabolism , Life Cycle Stages/genetics , Male , Ostertagia/metabolism , Protein Structure, Tertiary , RNA, Messenger/genetics , RNA, Messenger/metabolism , Sequence Homology, Nucleic Acid
6.
J Mol Evol ; 74(3-4): 206-16, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22538926

ABSTRACT

Metabolic efficiency, as a selective force shaping proteomes, has been shown to exist in Escherichia coli and Bacillus subtilis and in a small number of organisms with photoautotrophic and thermophilic lifestyles. Earlier attempts at larger-scale analyses have utilized proxies (such as molecular weight) for biosynthetic cost, and did not consider lifestyle or auxotrophy. This study extends the analysis to all currently sequenced microbial organisms that are amenable to these analyses while utilizing lifestyle specific amino acid biosynthesis pathways (where possible) to determine protein production costs and compensating for auxotrophy. The tendency for highly expressed proteins (with adherence to codon usage bias as a proxy for expressivity) to utilize less biosynthetically expensive amino acids is taken as evidence of cost selection. A comprehensive analysis of sequenced genomes to identify those that exhibit strong translational efficiency bias (389 out of 1,700 sequenced organisms) is also presented.


Subject(s)
Bacteria/metabolism , Bacterial Proteins/metabolism , Genome, Bacterial , Protein Biosynthesis , Amino Acids/chemistry , Amino Acids/metabolism , Bacteria/genetics , Bacterial Proteins/chemistry , Bacterial Proteins/genetics , Codon , Evolution, Molecular , Metabolic Networks and Pathways , Phylogeny
7.
Nucleic Acids Res ; 40(Database issue): D720-8, 2012 Jan.
Article in English | MEDLINE | ID: mdl-22139919

ABSTRACT

Nematode.net (http://nematode.net) has been a publicly available resource for studying nematodes for over a decade. In the past 3 years, we reorganized Nematode.net to provide more user-friendly navigation through the site, a necessity due to the explosion of data from next-generation sequencing platforms. Organism-centric portals containing dynamically generated data are available for over 56 different nematode species. Next-generation data has been added to the various data-mining portals hosted, including NemaBLAST and NemaBrowse. The NemaPath metabolic pathway viewer builds associations using KOs, rather than ECs to provide more accurate and fine-grained descriptions of proteins. Two new features for data analysis and comparative genomics have been added to the site. NemaSNP enables the user to perform population genetics studies in various nematode populations using next-generation sequencing data. HelmCoP (Helminth Control and Prevention) as an independent component of Nematode.net provides an integrated resource for storage, annotation and comparative genomics of helminth genomes to aid in learning more about nematode genomes, as well as drug, pesticide, vaccine and drug target discovery. With this update, Nematode.net will continue to realize its original goal to disseminate diverse bioinformatic data sets and provide analysis tools to the broad scientific community in a useful and user-friendly manner.


Subject(s)
Databases, Genetic , High-Throughput Nucleotide Sequencing , Nematoda/genetics , Animals , Data Mining , Genome, Helminth , Genomics , Metabolic Networks and Pathways , Nematoda/metabolism , Polymorphism, Single Nucleotide , Sequence Analysis, DNA , Software
8.
J Mol Evol ; 72(5-6): 466-73, 2011 Jun.
Article in English | MEDLINE | ID: mdl-21604162

ABSTRACT

Protein products of highly expressed genes tend to favor amino acids that have lower average biosynthetic costs (i.e., they exhibit metabolic efficiency). While this trend has been observed in several studies, the specific sites where cost-reducing substitutions accumulate have not been well characterized. Toward that end, weighted costs in conserved and variable positions were evaluated across a total of 9,119 homologous proteins in four mammalian orders (primate, carnivore, rodent, and artiodactyls), which together contain a total of 20,457,072 amino acids. Degree of conservation at homologous positions in these mammalian proteins and average-weighted cost across all positions within a single protein are significantly correlated. Dividing human genes into two classes (those with and those without CpG islands in their promoters) suggests that humans also preferentially utilize less costly amino acids in highly expressed genes. In contrast to the intuitive expectation that the relatively weak selective force associated with metabolic efficiency would be a selection pressure in complex multicellular organisms, the overall level of selective constraint within the variable regions of mammalian proteins allows the metabolic efficiency to derive a reduction of overall biosynthetic cost, particularly in genes with the highest levels of expression.


Subject(s)
Amino Acids/biosynthesis , Amino Acids/chemistry , Proteins/chemistry , Proteins/genetics , Amino Acid Substitution/genetics , Animals , Base Composition , Cattle , CpG Islands/genetics , Dogs , Humans , Mice
9.
J Mol Evol ; 67(6): 621-30, 2008 Dec.
Article in English | MEDLINE | ID: mdl-18937004

ABSTRACT

Prokaryotic organisms preferentially utilize less energetically costly amino acids in highly expressed genes. Studies have shown that the proteome of Saccharomyces cerevisiae also exhibits this behavior, but only in broad terms. This study examines the question of metabolic efficiency as a proteome-shaping force at a finer scale, examining whether trends consistent with cost minimization as an evolutionary force are present independent of protein function and amino acid physicochemical property, and consistently with respect to amino acid biosynthetic costs. Inverse correlations between the average amino acid biosynthetic cost of the protein product and the levels of gene expression in S. cerevisiae are consistent with natural selection to minimize costs. There are, however, patterns of amino acid usage that raise questions about the strength (and possibly the universality) of this selective force in shaping S. cerevisiae's proteome.


Subject(s)
Amino Acids/biosynthesis , Evolution, Molecular , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Amino Acids/chemistry , Anaerobiosis , Gene Expression Regulation, Fungal , Hydrophobic and Hydrophilic Interactions , Proteome/genetics , Proteome/metabolism , Water/chemistry
10.
Mol Biol Evol ; 23(9): 1670-80, 2006 Sep.
Article in English | MEDLINE | ID: mdl-16754641

ABSTRACT

For most prokaryotic organisms, amino acid biosynthesis represents a significant portion of their overall energy budget. The difference in the cost of synthesis between amino acids can be striking, differing by as much as 7-fold. Two prokaryotic organisms, Escherichia coli and Bacillus subtilis, have been shown to preferentially utilize less costly amino acids in highly expressed genes, indicating that parsimony in amino acid selection may confer a selective advantage for prokaryotes. This study confirms those findings and extends them to 4 additional prokaryotic organisms: Chlamydia trachomatis, Chlamydophila pneumoniae AR39, Synechocystis sp. PCC 6803, and Thermus thermophilus HB27. Adherence to codon-usage biases for each of these 6 organisms is inversely correlated with a coding region's average amino acid biosynthetic cost in a fashion that is independent of chemoheterotrophic, photoautotrophic, or thermophilic lifestyle. The obligate parasites C. trachomatis and C. pneumoniae AR39 are incapable of synthesizing many of the 20 common amino acids. Removing auxotrophic amino acids from consideration in these organisms does not alter the overall trend of preferential use of energetically inexpensive amino acids in highly expressed genes.


Subject(s)
Adaptation, Biological , Bacterial Proteins/genetics , Codon , Energy Metabolism , Genome, Bacterial , Amino Acids , Bacillus subtilis/chemistry , Bacillus subtilis/genetics , Bacterial Proteins/chemistry , Base Composition , Bias , Chlamydiaceae/chemistry , Chlamydiaceae/genetics , Escherichia coli/chemistry , Escherichia coli/genetics , Protein Biosynthesis , Selection, Genetic , Synechocystis/chemistry , Synechocystis/genetics , Thermus thermophilus/chemistry , Thermus thermophilus/genetics
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