320 research outputs found

    Development of mathematical methods for modeling biological systems

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    Sexual Recombination and the Development of Complex Phenotypes

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    Adaptive laboratory evolution facilitates the development and study of complex phenotypes. In an evolving population, individuals with mutations conveying a fitness benefit are selected for, and become enriched, in the environment. However, the rate of adaptation can be limited by the frequency of beneficial mutations; and competition amongst co-occurring beneficial mutations can lead to a loss of information. In this work, we describe the use of horizontal gene transfer (HGT) in conjunction with modulating mutation rate to more rapidly develop complex phenotypes in E. coli. We first characterize a previously developed “genderless” strain of E. coli proficient in continuous HGT during liquid culture. We next examine a few steps that can be taken to broaden and enhance the characteristics of this strain. We then introduced an inducible mutator system to the genderless strain in order allow modulation of mutation rate to enhance the supply of mutations during ALE. The strain was evolved in several well-characterized experimental environments to determine the influences of HGT and mutation rate on the rate of adaptation. The results indicate HGT and increasing mutation rate can act together to speed adaptive laboratory evolution, in many adaptive landscapes (environment). We then leveraged the HGT to more rapidly combine different complex phenotypes, to help expedite strain development of more industrially focused phenotypes. Finally, less developed works, which focus on applying different aspects of ALE toward strain development, are briefly discussed

    Molecular mechanisms of sexual development in basidiomycetes: exploring connections with lifestyles

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    Dissertação para obtenção do Grau de Doutor em BiologiaThis work concerns the investigation of the molecular mechanisms of sexual reproduction in fungi and their possible implication for fungal lifestyles (parasitic vs. saprobic) and for the emergence of asexual fungal lineages. The association between pathogenicity and sexuality is well-known in the basidiomycete plant parasite Ustilago maydis (subphylum Ustilaginomycotina), an economically important smut fungus. However, Ustilago species are phylogenetically interspersed with species of the genus Pseudozyma, which are considered saprobic and asexual. In this work, a study focused on genes involved in determining sexual identity (mating type or MAT genes), showed that Pseudozyma prolifica retains full sexual competence and pathogenicity, being therefore indistinguishable from U. maydis. For other Pseudozyma species, molecular analyses of PRF1, a gene that encodes a master regulator of sexual reproduction in U. maydis, showed no substantial evidence of loss of sexual reproduction. However, some clues were also found suggesting that some Pseudozyma species may be evolving towards a saprobic lifestyle. The earliest derived lineage of Basidiomycota (subphylum Pucciniomycotina) includes also important plant pathogens (rust and anther smut fungi) as well as lineages composed solely of saprobic organisms. Among the latter, the red yeasts of the order Sporidiobolales have the advantage of completing their life cycle in culture media, but have remained very little explored concerning the characterization of mating systems, the identification of MAT genes and the evolutionary relationships between sexual and asexual species. A comprehensive analysis of more than 200 strains belonging to 32 species of the Sporidiobolales indicated that asexuality seems to originate frequently from sexual lineages, but does not seem to persist long enough to form truly asexual species devoid of MAT genes. A more in-depth investigation of the red yeasts Rhodosporidium toruloides and Sporidiobolus salmonicolor allowed the identification for the first time in the Pucciniomycotina of the complete set of MAT genes. A detailed and multidisciplinary characterization of the mating system in the latter species yielded surprising results. A novel mating system that differs substantially from the two mating paradigms in basidiomycetes, the bipolar and tetrapolar systems, was brought to light. Given the basal phylogenetic position of the Pucciniomycotina within the Basidiomycota, this new system designated pseudo-bipolar, constitutes a significant contribution to the study of the evolution of MAT systems in fungi.Fundação para a CiĂȘncia e a Tecnologia - PhD grant(SFRH/BD/29580/2006

    From CoA ester supply to a yeast communication toolkit in Saccharomyces cerevisiae

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    Saccharomyces cerevisiae is the most widely used eukaryotic chassis in synthetic biology, as hu-manity and yeast share a long and fruitful history. For synthetic biology applications, S. cerevisiae was extensively used for metabolic engineering as well as for the construction of artificial net-works. To contribute to the metabolic engineering achievements conducted in S. cerevisiae, we extended its metabolic capacities by providing non-native short-chain acyl-coenzyme A esters as metabolic precursors. In order to advance the construction of artificial networks to multicel-lular systems we provided a comprehensive yeast communication toolkit (YCTK), and demon-strated its usability for the rapid assembly of synthetic cell-cell communication systems. Engineered production of short-chain acyl-coenzyme A esters in Saccharomyces cerevisiae Globally, S. cerevisiae is one of the most commonly used chassis organisms in modern biotech-nology and constitutes a high economic value to the growing bioecomomy. With the objective to produce novel natural products in S. cerevisiae a bottleneck of the chassis was uncovered. Short-chain acyl-coenzyme A esters serve as intermediate compounds in fatty acid biosynthesis, and are building blocks for the production of polyketides, biopolymers, and other value-added chemicals. However, S. cerevisiae’s limited repertoire of short-chain acyl-CoAs effectively pre-vents its application as a production host for a plethora of natural products. To address and re-solve this limitation, we introduced metabolic pathways to five different acyl-CoA esters into S. cerevisiae. We engineered plasmid-based yeast strains that provide propionyl-CoA, methylmalonyl-CoA, n-butyryl-CoA, isovaleryl-CoA, and n-hexanoyl-CoA. For the production of propionyl-CoA and methylmalonyl-CoA, we reestablished a published feeding-dependent pro-duction route using the PrpE and Pcc enzymes to serve as benchmark for our feeding-independent production pathways that provided in our study comparable product concentra-tions. To ensure efficient extraction of the produced metabolites we established a yeast-specific metabolite extraction protocol to determine the intracellular acyl-CoA concentrations in the engineered strains. For the production of isovaleryl-CoA, we tested two different pathways but only obtained product formation from the alternative isovaleryl-CoA biosynthetic (AIB) pathway originating from Myxococcus xanthus and obtained 5.5±1.2 ”M isovaleryl-CoA. To our knowledge, this is the first reported functional heterologous expression of this pathway in S. cerevisiae. For the production of n-butyryl-CoA and n-hexanoyl-CoA, we adapted the butanol production pathway for our purposes and measured approximately 6 ”M intracellular concen-tration of butyryl-CoA and hexanoyl-CoA. For the feeding-dependent pathway towards propio-nyl-CoA we obtained intracellular concentrations of 5.3 ± 2.4 ”M while the feeding independ-ent 3-hydroxypropionate (3HP) pathway produced 8.5 ± 3.7 ”M. The extension of both propio-nyl-CoA pathways to produce methylmalonyl-CoA resulted only into production of 0.5 ± 0.1 ”M and 0.3 ± 0.3 ”M methylmalonyl-CoA. Not only but particularly for the production of methylmalonyl-CoA further optimization is required. To allow rapid pathway prototyping, op-timization and testing of alternative enzymes, we established a short-chain acyl-CoA Golden Gate collection. This collection enables together with the well-known Dueber yeast toolkit YTK collection the examination of different enzymes variants and to investigate optimized expres-sion of the corresponding genes. We conclude that the acyl-CoAs produced here, that are common building blocks of secondary metabolites, prepared the ground for prospective engineered production of a variety of natural products in S. cerevisiae. These acyl-CoA producing strains together with the short-chain acyl-CoA collection lay the foundation to further explore S. cerevisiae as a heterologous production host for high-value secondary metabolite production. Yeast communication toolkit The construction of multicellular networks was a proposed aim already early on in synthetic biology. Today, they still hold many promises like the division of labor or the performance of more complex tasks. Most of the systems so far were implemented in bacterial chassis and only a few examples exist for the eukaryotic chassis S. cerevisiae. Especially for gram-negative bacterial chassis, the quorum sensing system provides a large diversity of ready to use communication systems. Also, yeast species evolved a communication system using peptide-based pheromones to interact with the opposite mating type. Here, we employed the natural diversity of the pep-tide α-factor pheromones, the corresponding GPCR receptors, as well as of barrier proteases, that function similarly to quorum quenching enzymes. With the establishment of the Golden Gate yeast communication toolkit (YCTK) we provide a standardized collection of parts that al-low the rapid construction of multicellular networks in the model organism S. cerevisiae. The feasible designs are limitless as well as the number of envisioned applications. The YCTK collec-tion consists of responder (pheromone-responsive promoters), sender (mfα1 genes – α-factors), receiver (Ste2 receptors) and barrier (Bar1 proteases) parts. We characterized the dynamics of the pheromone-inducible promoters in the different mating-type strain backgrounds and de-termined the dose-response to the α-factor as well as their temporal response. The different promoters exhibited a range of different dynamics and properties that enable the implementa-tion of different prospective network design motives. The characterization results of the Ste2 receptors indicated that our collection is comprised of receptors with high α-factor promiscuity and of receptors with high substrate specificity for their cognate α-factor. Further we found that different Ste2 receptors exhibit different sensitivities towards the cognate as well as to non-cognate α-factors. The promiscuity of the Ste2 receptors did not correlate with the α-factor se-quences. Our likelihood analysis of the Ste2 receptors indicated that the ones closer related to S. cerevisiae tend to be stimulated by the α-factors of related species. Our likelihood analysis of the Ste2 receptors coincided with the phylogenetic relationships of the species. Interesting is also the finding that α-factors of species for which the receptor exhibited high α-factor promis-cuity stimulated only a few receptors. Even though only five of the selected barrier proteases were functionally expressed the characterization of the protease promiscuity was to our knowledge the most comprehensive study of its kind so far. Similar to the receptors we identi-fied promiscuous and substrate specific barrier proteases. The proposed model of a coevolution between the receptor and barrier proteases to recognize similar sequence motives of the α-factor was partly validated, however, the model is not universally applicable according to our results. The extended knowledge of the pheromone-inducible promoters, the crosstalk be-tween α-factors, receptors and barrier proteases, and an initial tunability test enabled proof of principle construction of multicellular systems using the YTCK collection. We engineered mul-ticellular logic gate-like population networks that allow the receiver cells to conditionally re-spond to the population composition. While the α-factor signaling motif is functional and was used to successfully establish OR and AND gate-like systems, signal disruption by a barrier pro-tease of a self-stimulating or a signaling motif requires further optimization. Overall, the reali-zation of multicellular networks using the YCTK was proven to be successful. To summarize, with the YCTK we provide a set of comprehensively characterized sender, re-ceiver, and barrier parts to facilitate the implementation of cell-cell and thus multicellular communication networks in S. cerevisiae

    Practical Approaches to Biological Network Discovery

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    This dissertation addresses a current outstanding problem in the field of systems biology, which is to identify the structure of a transcriptional network from high-throughput experimental data. Understanding of the connectivity of a transcriptional network is an important piece of the puzzle, which relates the genotype of an organism to its phenotypes. An overwhelming number of computational approaches have been proposed to perform integrative analyses on large collections of high-throughput gene expression datasets to infer the structure of transcriptional networks. I put forth a methodology by which these tools can be evaluated and compared against one another to better understand their strengths and weaknesses. Next I undertake the task of utilizing high-throughput datasets to learn new and interesting network biology in the pathogenic fungus Cryptococcus neoformans. Finally I propose a novel computational method for mapping out transcriptional networks that unifies two orthogonal strategies for network inference. I apply this method to map out the transcriptional network of Saccharomyces cerevisiae and demonstrate how network inference results can complement chromatin immunoprecipitation: ChIP) experiments, which directly probe the binding events of transcriptional regulators. Collectively, my contributions improve both the accessibility and practicality of network inference methods

    28th Fungal Genetics Conference

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    Full abstracts from the 28th Fungal Genetics Conference Asilomar, March 17-22, 2015

    GPCR Genes Are Preferentially Retained after Whole Genome Duplication

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    One of the most interesting questions in biology is whether certain pathways have been favored during evolution, and if so, what properties could cause such a preference. Due to the lack of experimental evidence, whether select gene families have been preferentially retained over time after duplication in metazoan organisms remains unclear. Here, by syntenic mapping of nonchemosensory G protein-coupled receptor genes (nGPCRs which represent half the receptome for transmembrane signaling) in the vertebrate genomes, we found that, as opposed to the 8–15% retention rate for whole genome duplication (WGD)-derived gene duplicates in the entire genome of pufferfish, greater than 27.8% of WGD-derived nGPCRs which interact with a nonpeptide ligand were retained after WGD in pufferfish Tetraodon nigroviridis. In addition, we show that concurrent duplication of cognate ligand genes by WGD could impose selection of nGPCRs that interact with a polypeptide ligand. Against less than 2.25% probability for parallel retention of a pair of WGD-derived ligands and a pair of cognate receptor duplicates, we found a more than 8.9% retention of WGD-derived ligand-nGPCR pairs–threefold greater than one would surmise. These results demonstrate that gene retention is not uniform after WGD in vertebrates, and suggest a Darwinian selection of GPCR-mediated intercellular communication in metazoan organisms

    A Review of Evolution, Behavior, and Vision with an Experimental Evolution Study on Color Vision in Drosophila melanogaster

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    The first chapter of this thesis is to take a piece by piece look at the factors that contributed to the experimental evolution study that will be discussed in Chapter 2. Behavior, how that can affect experimental studies, and how biases can affect sensory systems and preference in subject species. Specifically visual sensory systems are described in detail, from the possible evolutionary histories, to major components that contribute to eye structure, form, and/or abilities. We discuss how to define color vision, and what are the prerequisites for color vision in species

    26th Fungal Genetics Conference at Asilomar

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    Program and abstracts from the 26th Fungal Genetics Conference, March 15-20, 2011

    Abstracts from the 25th Fungal Genetics Conference

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    Abstracts from the 25th Fungal Genetics Conferenc
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