A Machine Learning Approach for Identifying Amino Acid Signatures in the HIV Env Gene Predictive of Dementia

The identification of nucleotide sequence variations in viral pathogens linked to disease and clinical outcomes is important for developing vaccines and therapies. However, identifying these genetic variations in rapidly evolving pathogens adapting to selection pressures unique to each host presents several challenges. Machine learning tools provide new opportunities to address these challenges. In HIV infection, virus replicating within the brain causes HIV-associated dementia (HAD) and milder forms of neurocognitive impairment in 20–30% of patients with unsuppressed viremia. HIV neurotropism is primarily determined by the viral envelope (env) gene. To identify amino acid signatures in the HIV env gene predictive of HAD, we developed a machine learning pipeline using the PART rule-learning algorithm and C4.5 decision tree inducer to train a classifier on a meta-dataset (n = 860 env sequences from 78 patients: 40 HAD, 38 non-HAD). To increase the flexibility and biological relevance of our analysis, we included 4 numeric factors describing amino acid hydrophobicity, polarity, bulkiness, and charge, in addition to amino acid identities. The classifier had 75% predictive accuracy in leave-one-out cross-validation, and identified 5 signatures associated with HAD diagnosis (p<0.05, Fisher’s exact test). These HAD signatures were found in the majority of brain sequences from 8 of 10 HAD patients from an independent cohort. Additionally, 2 HAD signatures were validated against env sequences from CSF of a second independent cohort. This analysis provides insight into viral genetic determinants associated with HAD, and develops novel methods for applying machine learning tools to analyze the genetics of rapidly evolving pathogens.     

Bacterial Biosynthetic Gene Clusters Encoding the Anti-cancer Haterumalide Class of Molecules: BIOGENESIS OF THE BROAD SPECTRUM ANTIFUNGAL AND ANTI-OOMYCETE COMPOUND,OOCYDIN A

Haterumalides are halogenated macrolides with strong antitumor properties, making them attractive targets for chemical synthesis. Unfortunately, current synthetic routes to these molecules are inefficient. The potent haterumalide, oocydin A, was previously identified from two plant-associated bacteria through its high bioactivity against plant pathogenic fungi and oomycetes. In this study, we describe oocydin A (ooc) biosynthetic gene clusters identified by genome sequencing, comparative genomics, and chemical analysis in four plant-associated enterobacteria of the Serratia and Dickeya genera. Disruption of the ooc gene cluster abolished oocydin A production and bioactivity against fungi and oomycetes. The ooc gene clusters span between 77 and 80 kb and encode five multimodular polyketide synthase (PKS) proteins, a hydroxymethylglutaryl-CoA synthase cassette and three flavin-dependent tailoring enzymes. The presence of two free-standing acyltransferase proteins classifies the oocydin A gene cluster within the growing family of trans-AT PKSs. The amino acid sequences and organization of the PKS domains are consistent with the chemical predictions and functional peculiarities associated with trans-acyltransferase PKS. Based on extensive in silico analysis of the gene cluster, we propose a biosynthetic model for the production of oocydin A and, by extension, for other members of the haterumalide family of halogenated macrolides exhibiting anti-cancer, anti-fungal, and other interesting biological properties.     

Expression of amino acid transporter genes in developmental stages and adult tissues of Antarctic echinoderms

Epithelial cells in the body wall of adult and developmental stages of marine invertebrates absorb dissolved organic material directly from seawater. Despite over a century of study, little is known about the molecular biological mechanisms responsible for this transport process. Previous studies on embryonic and larval Antarctic echinoderms show that amino acid uptake could provide an important supplement of metabolic substrates. In the present study, partial cDNA sequences of 11 putative amino acid transporter genes were isolated from six species of Antarctic echinoderms including the Antarctic sea stars Acodontaster hodgsoni, Diplasterias brucei, Odontaster meridionalis, Odontaster validus, and Perknaster fuscus, and the Antarctic sea urchin Sterechinus neumayeri. Conserved domains of cDNA-deduced amino acid sequences characterized these genes as being members of a family of amino acid transporters (solute carrier family 6). Expression of these genes was detected throughout embryonic and larval development of two species that have contrasting developmental modes (A. hodgsoni: lecithotrophic; O. meridionalis: planktotrophic). In all six species studied, the expression of amino acid transporter genes was detected in tube feet and digestive organs of adult animals, demonstrating that members of a single amino acid transporter gene family are expressed during the entire life history of a marine invertebrate. The identification of these genes is an important step toward developing a mechanistic understanding of amino acid transport capacities in Antarctic marine invertebrates.     

Purification of oligonucleotides with streptolysin S inducer activity and de Novo synthesis of the hemolysin

The oligoribonucleotide fraction containing the Streptolysin S inducer activity from the RNase digest of yeast RNA (active fraction; A. W. Bernheimer and M. J. Rodbart, 1948, J. Exp. Med., 80, 149–168) was purified by the oligo(dC)-cellulose affinity chromatography based on its high guanine content. A 20-fold purification of the inducer activity over that of AF the active fraction, and approximately 2000-fold over that of yeast RNA has been obtained. The purification oligonucleotide was found to contain several molecular species with 7–10 nucleotide residues, all apparently with inducer activity. Streptolysin S induced with this oligonucleotide preparation and gel filtered has a specific activity comparable to the highest value reported previously. Incorporation of amino acids into streptolysin S was observed upon induction with the purified oligonucleotide and paralleled the increase in the hemolysin activity. This and experiments with chloramphenicol indicated that streptolysin was synthesized de novo on stimulation with the oligonucleotide inducer. The pattern of amino acid incorporation was in good agreement with the amino acid composition of purified streptolysin reported earlier. No incorporation of glucose or mannose was observed.     

VCRPs,small cysteine-rich proteins,might be involved in extracellular signaling in the green alga Volvox

The sex-inducer of the spherical green alga Volvox carteri is one of the most potent biological effector molecules known: it is released into the medium by sexual males and triggers the switch to the sexual cleavage program in the reproductive cells of vegetatively grown males and females even at concentrations as low as 10^-16 M. In an adult Volvox alga, all cells are embedded in an extensive extracellular matrix (ECM), which constitutes >99% of the volume of the spheroid. There exist no cytoplasmic connections between the cells in an adult alga, so any signal transduction between different cells or from the organism''s environment to a reproductive cell must involve the ECM. Recently, a small cysteine-rich extracellular protein, VCRP, was identified in Volvox and shown to be quickly synthesized by somatic cells in response to the sex-inducer. Due to its characteristics, VCRP was speculated to be an extracellular second messenger from somatic cells to reproductive cells. Here a related protein, VCRP2, is presented, exhibiting a 56% amino acid sequence identity with VCRP. Two possible scenarios for signal transduction from the sex-inducer to the reproductive cell are discussed.Key words: cell wall, extracellular matrix, extracellular second messenger, green algae, sex-inducer, sex inducing pheromone, sexual development, stress response, Volvocaceae, wounding     

Molecular Cloning and Expression in Saccharomyces cerevisiae of a Laccase Gene from the Ascomycete Melanocarpus albomyces

The lac1 gene encoding an extracellular laccase was isolated from the thermophilic fungus Melanocarpus albomyces. This gene has five introns, and it encodes a protein consisting of 623 amino acids. The deduced amino acid sequence of the laccase was shown to have high homology with laccases from other ascomycetes. In addition to removal of a putative 22-amino-acid signal sequence and a 28-residue propeptide, maturation of the translation product of lac1 was shown to involve cleavage of a C-terminal 14-amino-acid extension. M. albomyces lac1 cDNA was expressed in Saccharomyces cerevisiae under the inducible GAL1 promoter. Extremely low production was obtained with the expression construct containing laccase cDNA with its own signal and propeptide sequences. The activity levels were significantly improved by replacing these sequences with the prepro sequence of the S. cerevisiae α-factor gene. The role of the C-terminal extension in laccase production in S. cerevisiae was also studied. Laccase production was increased sixfold with the modified cDNA that had a stop codon after the native processing site at the C terminus.     

Density,parasitism, and sexual reproduction are strongly correlated in lake Daphnia populations

Many organisms can reproduce both asexually and sexually. For cyclical parthenogens, periods of asexual reproduction are punctuated by bouts of sexual reproduction, and the shift from asexual to sexual reproduction has large impacts on fitness and population dynamics. We studied populations of Daphnia dentifera to determine the amount of investment in sexual reproduction as well as the factors associated with variation in investment in sex. To do so, we tracked host density, infections by nine different parasites, and sexual reproduction in 15 lake populations of D. dentifera for 3 years. Sexual reproduction was seasonal, with male and ephippial female production beginning as early as late September and generally increasing through November. However, there was substantial variation in the prevalence of sexual individuals across populations, with some populations remaining entirely asexual throughout the study period and others shifting almost entirely to sexual females and males. We found strong relationships between density, prevalence of infection, parasite species richness, and sexual reproduction in these populations. However, strong collinearity between density, parasitism, and sexual reproduction means that further work will be required to disentangle the causal mechanisms underlying these relationships.     

Recovery and succession in a multi-species tropical seagrass meadow following experimental disturbance: the role of sexual and asexual reproduction

Recolonisation and succession in a multi-species tropical seagrass meadow was examined by creating gaps (50×50 cm) in the meadow and manipulating the supply of sexual and asexual propagules. Measurements of leaf shoot density and estimates of above-ground biomass were conducted monthly to measure recovery of gaps between September 1995 and November 1997. Measurements of the seeds stored in the sediment (seed bank) and horizontal rhizome growth of colonising species were also conducted to determine their role in the recovery process.Asexual colonisation through horizontal rhizome growth from the surrounding meadow was the main mechanism for colonisation of gaps created in the meadow. The seed bank played no role in recolonisation of cleared plots. Total shoot density and above-ground biomass (all species pooled) of cleared plots recovered asexually to the level of the undisturbed controls in 10 and 7 months, respectively. There was some sexual recruitment into cleared plots where asexual colonisation was prevented but seagrass abundance (shoot density and biomass) did not reach the level of unmanipulated controls. Seagrass species did not appear to form seed banks despite some species being capable of producing long-lived seeds.The species composition of cleared plots remained different to the undisturbed controls throughout the 26-month experiment. Syringodium isoetifolium was a rapid asexual coloniser of disturbed plots and remained at higher abundances than in the control treatments for the duration of the study. S. isoetifolium had the fastest horizontal rhizome growth of species asexually colonising cleared plots (6.9 mm day⁻¹). Halophila ovalis was the most successful sexual coloniser but was displaced by asexually colonising species. H. ovalis was the only species observed to produce fruits during the study.Small disturbances in the meadow led to long-term (>2 years) changes in community composition. This study demonstrated that succession in tropical seagrass communities was not a deterministic process. Variations in recovery observed for different tropical seagrass communities highlighted the importance of understanding life history characteristics of species within individual communities to effectively predict their response to disturbance. A reproductive strategy involving clonal growth and production of long-lived, locally dispersed seeds is suggested which may provide an evolutionary advantage to plants growing in tropical environments subject to temporally unpredictable major disturbances such as cyclones.     

Rise and fall of the delta globin gene

The complete nucleotide sequence of the gene phoE, which codes for the phosphate limitation inducible outer membrane pore protein of Escherichia coli K12 was established. The results show that PhoE protein is synthesized in a precursor form with a 21 amino acid residue amino-terminal extension. This peptide has the general characteristics of a signal sequence. The promoter region of phoE has no homlogy with the consensus sequence of E. coli promoter regions, but homologous sequences with the promoter region of phoA, the structural gene for alkaline phosphatase, were observed. The deduced amino acid sequence showed that the mature PhoE protein is composed of 330 amino acid residues with a calculated molecular weight of 36,782. A number of 81 charged amino acids was found scattered throughout the protein while no large stretches of hydrophobic amino acids were observed. Hydrophobicity and hydration profiles of PhoE protein showed five pronounced hydrophilic maxima which are all located in the region from the amino terminus to residue 212.When the deduced amino acid sequence of PhoE protein was compared with the established sequence of the OmpF pore protein, a number of 210 identical residues was found. Some aspects of the structure-function relationship of PhoE protein are discussed in view of the hydrophobicity and hydration profiles, and the homology between PhoE protein and OmpF protein.     

Dockerin-like sequences in cellulases and xylanases from the rumen cellulolytic bacterium Ruminococcus flavefaciens

Recent analysis of the endA cellulase gene from Ruminococcus flavefaciens 17 has revealed that it encodes a product of 759 amino acids that provides the first example of a multidomain cellulase from a Ruminococcus sp. Following the family 5 catalytic domain in the predicted EndA enzyme is a 282 amino acid domain of unknown function for which no close relationship was found to other protein sequences. However, the C-terminal sequences of EndA contain a 34 amino acid threonine-rich linker connected to an 81 amino acid region, both of which show strong similarities to sequences present in two xylanases from R. flavefaciens 17. A distant relationship is evident between regions of the 80 amino acid sequences of EndA, XynD and XynB and the duplicated 23 amino acid dockerin sequences found in cellulolytic Clostridium sp., suggesting that as in Clostridium sp. these sequences could mediate the binding of enzymatic polypeptides to another component in the cell surface enzyme complex of R. flavefaciens.     

Genome Sequence of the Pea Aphid Acyrthosiphon pisum

Aphids are important agricultural pests and also biological models for studies of insect-plant interactions, symbiosis, virus vectoring, and the developmental causes of extreme phenotypic plasticity. Here we present the 464 Mb draft genome assembly of the pea aphid Acyrthosiphon pisum. This first published whole genome sequence of a basal hemimetabolous insect provides an outgroup to the multiple published genomes of holometabolous insects. Pea aphids are host-plant specialists, they can reproduce both sexually and asexually, and they have coevolved with an obligate bacterial symbiont. Here we highlight findings from whole genome analysis that may be related to these unusual biological features. These findings include discovery of extensive gene duplication in more than 2000 gene families as well as loss of evolutionarily conserved genes. Gene family expansions relative to other published genomes include genes involved in chromatin modification, miRNA synthesis, and sugar transport. Gene losses include genes central to the IMD immune pathway, selenoprotein utilization, purine salvage, and the entire urea cycle. The pea aphid genome reveals that only a limited number of genes have been acquired from bacteria; thus the reduced gene count of Buchnera does not reflect gene transfer to the host genome. The inventory of metabolic genes in the pea aphid genome suggests that there is extensive metabolite exchange between the aphid and Buchnera, including sharing of amino acid biosynthesis between the aphid and Buchnera. The pea aphid genome provides a foundation for post-genomic studies of fundamental biological questions and applied agricultural problems.     

Identification, sequence, and expression of Treponema denticola mcpA, a putative chemoreceptor gene

The nucleotide sequence of a methyl-accepting chemotaxis protein gene, mcpA, from Treponema denticola has been determined. The mcpA gene encodes a 729-amino acid protein whose deduced amino acid sequence has significant homology with several bacterial MCPs. T. denticola McpA contains two N-terminal transmembrane regions and two C-terminal putative methylation sequences that are separated by a highly conserved signaling domain. The organization of these structural features is characteristic of MCPs. The observed molecular mass of the in vitro synthesized McpA (76.0 kDa) correlates with the predicted molecular mass of the protein (80.1 kDa).     

Purification and characterization of a pheromone that induces sexual cell division in the unicellular green alga Closterium ehrenbergii

Closterium ehrenbergii is a unicellular charophycean alga consisting of two sexes: mating type plus (mt⁺) and minus (mt^–). The sexual reproductive process consists of five steps: formation of sexual pairs, cell division of each member of a pair, formation of conjugation papillae, release of protoplasts from gametangial cells, and fusion of protoplasts to form a zygote. The second step, called sexual cell division (SCD), produces two gametangial cells from one vegetative mother cell. The SCD of mt⁺ cell is mediated by a diffusible sex pheromone, named SCD-inducing pheromone (SCD-IP). This pheromone is released from mt^– cells in the light, and the presence of mt⁺ cells stimulates its secretion from mt^– cells. SCD-IP was purified by sequential column-chromatographic fractionation from culture medium in which both mating type cells had been co-cultured. Purified SCD-IP is a glycoprotein with an apparent molecular mass of 20 kDa. The molecular mass of the SCD-IP was estimated to be 18 kDa by mass spectrometry. Amino-terminal and two internal amino acid sequences of the pheromone revealed significant similarity to another Closterium pheromone, protoplast release-inducing protein (PR-IP) inducer of Closterium peracerosum-strigosum-littorale complex (C. pslc). These two pheromones induced different morphological reactions in each Closterium species. Based on these results, the diversity of sex pheromones is discussed.     

Synthetic analogues of antimicrobial peptides from the venom of the Central Asian spider <Emphasis Type="Italic">Lachesana tarabaevi</Emphasis>

Analogues of latarcins Ltc1 and Ltc3b, antimicrobial peptides from the venom of the Central Asian spider Lachesana tarabaevi capable of formation of amphiphilic structures in membranes without involvement of disulfide bonds, were synthesized. The amino acid sequences of the analogues correspond to immature forms of these peptides, each of them containing an additional C-terminal amino acid residue. It is concluded from the study of the biological activity of the synthesized peptides that the posttranslational C-terminal amidation of Ltc3b is a functionally important modification that ensures a high activity of the mature peptide. The lipid composition was shown to affect the interaction of synthesized peptides with artificial membranes. The analogue of Ltc3b manifested the highest activity on cholesterol-containing membranes. The mechanism of action of the studied antimicrobial peptides on membranes is discussed.     

Cloning and nucleotide sequence of the urea amidolyase gene from Candida utilis

Urea amidolyase (EC 3.5.1.45) is an important multi-functional enzyme for the degradation of urea. The urea amidolyase gene from Candida utilis CA(u)-37 (DUR1,2^c) was cloned by plaque hybridization, and the nucleotide sequences of DUR1, 2^c and its flanking regions were determined. DUR1, 2^c was found to be composed of 5,490 base pairs and 1,830 amino acid residues. Using Edman degradation of the purified enzyme, it was revealed that the amino-terminal residue (methionine) was processed for maturation. A TATA-box like sequence was found 112 bases upstream from the translation start site (ATG). The site of the poly (A) tail was found 54 bases downstream from the translation stop site (TGA), since cDNA of DUR1, 2^c was synthesized from mRNA and sequenced. The nucleotide sequences of the urea amidolyase gene from Saccharomyces cerevisiae and DUR1, 2^c were very similar to each other (65.3%), as were the deduced amino acid sequences (67.2%). The molecular weight of DUR1, 2^c was calculated to be 200,700. This value corresponded to the result obtained from SDS-polyacrylamide gel electrophoresis of the purified enzyme. The enzyme functions in a dimeric form. Three important regions were found in the amino acid sequence of urea amidolyase through the homology search. It was predicted that each region was equivalent to the active site of allophanate hydrolase, that of urea carboxylase, and the biotin-binding site. This was verified by deletion analysis of the DUR1, 2^c gene in S. cerevisiae. The function of the upstream region of the C. utilis gene is also discussed.