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Title: MECHANISMS UNDERLYING DESICCATION RESISTANCE IN DROSOPHILA SPECIES
Creator: Wang, Zinan
Date: 2021
Collection: Electronic Theses & Dissertations
Description: Adaptation to various and extreme environments is key to long-term species persistence. Reducing water loss is important for organisms adapting to different terrestrial environments. In Drosophila fruit flies and other terrestrial insects, their small body size and large surface areas to volume ratios make them vulnerable to desiccation stress. Their ability to prevent water loss is crucial for their survival. Previous studies have suggested that cuticular water loss accounts for the majority...
Show moreAdaptation to various and extreme environments is key to long-term species persistence. Reducing water loss is important for organisms adapting to different terrestrial environments. In Drosophila fruit flies and other terrestrial insects, their small body size and large surface areas to volume ratios make them vulnerable to desiccation stress. Their ability to prevent water loss is crucial for their survival. Previous studies have suggested that cuticular water loss accounts for the majority of water loss in insects and hypothesized that differences in cuticular hydrocarbon (CHC) content accounted for differences in desiccation resistance between mesic and desert species. However, the specific association between different CHC components and desiccation has not been established, and the genetic mechanisms underlying the evolution of these CHC components that confer high desiccation resistance have not been elucidated. This dissertation investigated how the evolution of CHCs in insects affected desiccation resistance and elucidates the genetic mechanisms underlying their evolution. With a comprehensive association study of desiccation resistance and CHCs in 46 Drosophila species and 4 species in closely-related genera, the analyses showed that mbCHC chain lengths were important predictors of desiccation resistance and longer mbCHCs contributed to higher desiccation resistance. This dissertation further investigated the genetic and molecular mechanisms underlying longer chain mbCHCs and higher desiccation resistance in a desert Drosophila species, Drosophila mojavensis. A fatty acyl-CoA elongase gene, mElo (methyl-branched CHC Elongase), was identified in Drosophila species for the elongation of mbCHCs. Overexpression experiments in D. melanogaster demonstrated that coding changes in mElo from D. mojavensis lead to longer mbCHCs and higher desiccation resistance. Further experiments using CRISPR-Cas9 to knock out mElo from D. mojavensis showed that knockout of this gene decreased the production of the longest mbCHCs and significantly reduced desiccation resistance at their ecological-relevant temperature. Results from this dissertation elucidate the molecular and evolutionary mechanisms that enable species to reduce water loss and maintain water balance as our planet gets warmer and more arid in the next few decades.
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Title: Understanding the role of standing genetic variation in functional genetics and compensatory evolution
Creator: Chari, Sudarshan R.
Date: 2014
Collection: Electronic Theses & Dissertations
Description: Conventionally the phenotypic outcome of a mutation is considered to be due to a specific DNA lesion. But it has long been known that mutational effects can be conditional on environment (GxE) and genetic background (GxG). Thus it is standard practice to perform experiments by controlling for rearing environment and using co-isogenic strains. Though such a controlled approach has been very successful in enabling many discoveries, by not considering conditional effects our understanding of...
Show moreConventionally the phenotypic outcome of a mutation is considered to be due to a specific DNA lesion. But it has long been known that mutational effects can be conditional on environment (GxE) and genetic background (GxG). Thus it is standard practice to perform experiments by controlling for rearing environment and using co-isogenic strains. Though such a controlled approach has been very successful in enabling many discoveries, by not considering conditional effects our understanding of biological systems is incomplete. My research utilized conditionality in terms of genetic background and standing genetic variation therein to understand whether mutational interactions can themselves be background dependent. I demonstrated that a majority of mutational interactions identified via a dominant modifier screen are background dependent. Extending this idea of contingency in terms of standing genetic variation to the phenomenon of compensatory evolution in the presence of deleterious mutations, I demonstrated that natural populations of Drosophila melanogaster possess standing genetic variation for compensatory alleles to ameliorate even severe phenotypic defects. I further demonstrated that, despite considerable standing variation to ameliorate the focal phenotype perturbed by the mutation, natural selection exploits alternative evolutionary trajectories to recover fitness. Additionally this model system also allowed me to understand that loss of sexual signaling can be compensated by modulating behavioural and life history traits.
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Title: Assessing the viability of the shifting balance process
Creator: Moore, Francis B.,-G
Date: 1996
Collection: Electronic Theses & Dissertations

Title: The role of evolutionary history and niche differentiation in structuring species co-occurrence in New Zealand Pittosporum (Pittosporaceae)
Creator: Nolting, Kristen Marie
Date: 2014
Collection: Electronic Theses & Dissertations
Description: Understanding the processes that shape the spatial distribution of species, and their co-existence in communities, remains one of the biggest challenges that ecologists face today. Investigations of co-existence typically treat species as independent entities, thereby ignoring their shared evolutionary history, niche preferences and functional similarity. This limits the ability of ecologists to make strong inferences regarding co-existence mechanisms. It is more useful to employ a...
Show moreUnderstanding the processes that shape the spatial distribution of species, and their co-existence in communities, remains one of the biggest challenges that ecologists face today. Investigations of co-existence typically treat species as independent entities, thereby ignoring their shared evolutionary history, niche preferences and functional similarity. This limits the ability of ecologists to make strong inferences regarding co-existence mechanisms. It is more useful to employ a pluralistic approach that integrates phylogenetic information and species-specific environmental and trait associations. In this study I evaluated the role of evolutionary history and environmental and functional trait differentiation in predicting species co-occurrence in the New Zealand plant genus Pittosporum. I hypothesized that co-occurring species would be more distantly related than non co-occurring species, given that closely related species are likely to be more ecologically similar as a result of their shared ancestry, and thus competitive interactions would preclude them from co-occurring. Similarly, I predicted that co-occurring species would be more divergent in their functional traits to enable co-existence. I found that co-occurring species were no different than non co-occurring species with respect to their phylogenetic dissimilarity, that co-occurring species had higher environmental niche overlap than non co-occurring species, and that for most traits measured there was no difference in trait dissimilarity among co-occurring and non co-occurring species. Approximate maximum vessel length and leaf nitrogen content, however, showed convergence among co-occurring species.
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Title: IDENTIFICATION OF LTR RETROTRANSPOSONS, EVALUATION OF GENOME ASSEMBLY, AND MODELING RICE DOMESTICATION
Creator: Ou, Shujun
Date: 2018
Collection: Electronic Theses & Dissertations
Description: The majority of fundamental theories in genetics and evolution were proposed prior to the discovery of DNA as the genetic material in 1952. Those include Darwin’s theory of evolution (1859), Mendelian genetics (1865), Wright and Fisher’s population genetics (1918), and McClintock’s transposition of genetic elements (1951). Nevertheless, the underlining mechanisms of those theories were not fully elucidated till the appearance of DNA sequencing technology. At present, technological advances...
Show moreThe majority of fundamental theories in genetics and evolution were proposed prior to the discovery of DNA as the genetic material in 1952. Those include Darwin’s theory of evolution (1859), Mendelian genetics (1865), Wright and Fisher’s population genetics (1918), and McClintock’s transposition of genetic elements (1951). Nevertheless, the underlining mechanisms of those theories were not fully elucidated till the appearance of DNA sequencing technology. At present, technological advances have minimized the cost for sequencing genomes. The real bottleneck to establish genomic resources is the annotation of genomic sequences. Long Terminal Repeat (LTR) retrotransposon is a major type of transposable genetic elements and dominating plant genomes. We developed a new method called LTR_retriever for accurate annotation of LTR retrotransposons. Further, we studied genome dynamics, genome size variation, and polyploidy origin using LTR retrotransposons. The presence of LTR retrotransposons challenges current sequencing and assembly techniques due to their size and repetitiveness. We proposed an unbiased metric called LTR Assembly Index (LAI) which utilizes the assembled LTR retrotransposons to evaluate continuity of genome assembly. We revealed the massive gain of continuity for assembly sequenced based on long-read techniques over short-read methods, and further proposed a standardized classification system for genome quality based on LAI. With high-quality genomes, we can extend our knowledge about microevolution events using a population of genomes. The domestication history of rice is still unresolved due to its complicated demographic history. We collected, re-mapped, and re-analyzed 3,485 cultivated and wild rice resequencing accessions. With data imputation, a total of 17.7 million high-quality single-nucleotide polymorphisms (SNPs) were identified. Our dataset is highly accurate as verified by cross-platform Affymetrix Microarray data, with a pairwise concordance rate of 99%. Combining phylogeny, PCA, and ADMIXTURE analyses, we present profound diversification among rice ecotypes.
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Title: Biodiversity of tropical Scolytinae (Coleoptera: Curculionidae)
Creator: Dole, Stephanie Alexandra
Date: 2008
Collection: Electronic Theses & Dissertations

Title: Species pluralism
Creator: Holmes, John Alan
Date: 2000
Collection: Electronic Theses & Dissertations

Title: Microbial diversity and metabolic potential of the serpentinite subsurface environment
Creator: Twing, Katrina Irene
Date: 2015
Collection: Electronic Theses & Dissertations
Description: Serpentinization is the hydrous alteration of mafic rocks to form serpentine minerals and magnetite. The reactions of this alteration result in elevated pH of the surrounding fluids, abiotic generation of H2, CH4 (and other organic molecules), and depletion of dissolved inorganic carbon. Thus, serpentinization has implications for the origin of life on Earth and possibly Mars and other planetary bodies with water. The microbial diversity of continental serpentinite systems consistently shows...
Show moreSerpentinization is the hydrous alteration of mafic rocks to form serpentine minerals and magnetite. The reactions of this alteration result in elevated pH of the surrounding fluids, abiotic generation of H2, CH4 (and other organic molecules), and depletion of dissolved inorganic carbon. Thus, serpentinization has implications for the origin of life on Earth and possibly Mars and other planetary bodies with water. The microbial diversity of continental serpentinite systems consistently shows communities that are dominated by two major taxa – microaerophilic Betaproteobacteria and anaerobic Clostridia. Previous studies relied on few samples collected from natural springs or seeps, meaning that the flow path of fluids from the subsurface process of serpentinization was unknown. The Coast Range Ophiolite Microbial Observatory (CROMO), a set of wells drilled into the actively serpentinizing subsurface environment in northern California, was established in northern California to gain a better understanding of the habitability and microbial functions within the serpentinite subsurface environment. This dissertation represents a culmination of microbiological investigations into the serpentinite subsurface environment at CROMO to identify the microbial inhabitants of subsurface fluids, rocks, and in situ colonization experiments using molecular methods and high-throughput sequencing. The CROMO wells represent a broad range of geochemical gradients and pH and the concentrations of carbon monoxide and methane have the strongest correlation with microbial community composition. The most extremely high pH wells were inhabited exclusively by a single operational taxonomic unit (OTU) of Betaproteobacteria and a few OTUs of Clostridia, while more moderate pH wells exhibited greater diversity. Genes involved in the metabolism of hydrogen, carbon monoxide, and carbon fixation were abundant in the extreme pH fluids, while genes for metabolizing methane were exclusively in the moderate pH wells. The subsurface environment is an amalgamation of fluids and rocks, and as such, studying fluids alone only gives half the story. CROMO represents the first drill campaign into the continental serpentinite environment and the microbial diversity of serpentinite cores to a depth of 45 meters below surface suggests that specific geological features harbor different microbial communities. Archaea, previously undetected at CROMO, dominated cores containing magnetite-bearing serpentine, while bacteria were more abundant in layers containing clay particles. Additionally, organisms involved in the cycling of nitrogen and methane were found associated with core materials, indicating core-associated communities may have strong biogeochemical roles within the serpentinite subsurface environment. Given that microbial communities appear to vary with geological composition and that serpentinite fluids are a challenging habitat for life, depleted in inorganic carbon and electron acceptors, microbe-mineral interactions within the serpentinite subsurface environment through the use of in situ colonization devices to see if communities were able to utilize inorganic carbon in calcite or ferric iron as a terminal electron acceptor from magnetite. In the highest pH well, calcite led to an increased abundance of Clostridia and Deinococcus, while magnetite led to an increase in diversity, including Alphaproteobacteria, Gammaproteobacteria, and Actinobacteria, suggesting further that mineralogical composition of solids within the subsurface impact community composition. The data discussed here further our understanding of life associated with serpentinite fluids and minerals within the subsurface environment.
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Title: Evolution of laboratory and natural populations of Escherichia coli
Creator: Maddamsetti, Rohan
Date: 2016
Collection: Electronic Theses & Dissertations
Description: My dissertation spans two dichotomies: evolution in the laboratory versus evolution in nature, and asexual versus sexual evolutionary dynamics. In Chapter 1 I describe asexual evolutionary dynamics in one population of Lenski’s long-term evolution experiment with Escherichia coli. I describe cohorts of mutations that sweep to fixation together as characteristic of clonal interference dynamics. I also describe an ecological interaction that evolved and then went extinct after thousands of...
Show moreMy dissertation spans two dichotomies: evolution in the laboratory versus evolution in nature, and asexual versus sexual evolutionary dynamics. In Chapter 1 I describe asexual evolutionary dynamics in one population of Lenski’s long-term evolution experiment with Escherichia coli. I describe cohorts of mutations that sweep to fixation together as characteristic of clonal interference dynamics. I also describe an ecological interaction that evolved and then went extinct after thousands of generations, and discuss how such interactions affect cohorts of mutations. In Chapter 2 I report that conserved core genes tend to be targets of selection in the long-term experiment. In Chapter 3, I investigate the surprising observation that synonymous genetic diversity is not uniform across the genomes of natural E. coli isolates. This observation is surprising because in clonal organisms with a constant point mutation rate, synonymous diversity should be constant across the genome. I use patterns of synonymous mutations in the long-term experiment to argue that genome-wide variation in the mutation rate does not adequately explain patterns of synonymous genetic diversity. In Chapter 4, I propose that recombination and gene flow could account for genome-wide variation in synonymous genetic diversity. In Chapter 5, I analyze E. coli genomes isolated from an evolution experiment with recombination in which E. coli K-12 with known growth defects could donate genetic material to recipient populations founded by long-term experiment clones. The degree of recombination varied dramatically across sequenced clones. The strongest predictor of successful transfer was proximity to the oriT origin of transfer in the K-12 donors. Donor alleles close to oriT replaced their recipient counterparts at a high rate, and in many of those cases, known beneficial mutations in the recipients were replaced by donor alleles.
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Title: The evolutionary origins of memory use in navigation
Creator: Grabowski, Laura M.
Date: 2009
Collection: Electronic Theses & Dissertations

Title: FITNESS EFFECTS OF KINSHIP DEPEND ON ECOLOGICAL CONTEXT IN THE AMERICAN TOAD (ANAXYRUS AMERICANUS)
Creator: Garnett, Sara Christine
Date: 2018
Collection: Electronic Theses & Dissertations
Description: Studies of cooperation often ask how variation in kinship impacts the inclusive fitness payoffs of altruism. Hamilton’s rule defines this as a function of cooperation's costs and benefits, which in principle can vary widely across ecological contexts. In this dissertation, I address how kinship influences fitness, how selection balances fitness costs and benefits, and how the effects of kinship modulate the effects of other aspects of an organism’s environment using the American toad system....
Show moreStudies of cooperation often ask how variation in kinship impacts the inclusive fitness payoffs of altruism. Hamilton’s rule defines this as a function of cooperation's costs and benefits, which in principle can vary widely across ecological contexts. In this dissertation, I address how kinship influences fitness, how selection balances fitness costs and benefits, and how the effects of kinship modulate the effects of other aspects of an organism’s environment using the American toad system. I first asked whether tadpoles use chemical cues to perceive differences in relatedness and whether this variation affects the response of several fitness proxies to environmental cues. I found that tadpole growth rates differed in response to cues of resource and kinship environment. In another experiment, growth rate differed based on cues of relative size, with larger tadpoles outperforming smaller partners. This was affected by kinship, at least for smaller tadpoles, who grew more rapidly with a sibling. This indicates that chemical cues communicate information necessary for tadpoles to perceive aspects of their environment, which interact with relatedness to affect fitness.I then investigated whether relatedness influences growth and development in experimental groups of tadpoles, and whether other factors – such as density and nutrient availability – impact the fitness benefits of grouping with kin. In our experiments, groups composed of full-sib kin reached metamorphosis faster and at a larger size than mixtures of different sib groups. The benefits of these fitness components were significant in more competitive, resource-scarce environments, but negligible in less-competitive, resource-abundant environments. Kinship and resource abundance have an interactive effect on the fitness components we measured. Finally, I assessed tadpole aggregation preferences for kin compared to non-kin in the presence and absence of predator cues. In the presence of predator cues, tadpoles may be more likely to choose kin over non-kin. While increased body mass might result in a tadpole being more likely to avoid conspecifics in the presence of predator cues, we saw that larger tadpoles potentially increased the probability of choosing kin over non-kin. While these results were not significant, indicating that predator avoidance is likely not the primary driver of kin aggregation behavior in this species, they are suggestive of a kin-selected benefit to grouping.Taken together, these results help us understand the contexts in which we might expect relatedness to affect fitness, which could further contribute to our understanding of the evolution of social behavior. This emphasizes that the fitness benefits of kin-directed behavior are not identical in all circumstances, and that the ratio of costs to benefits may drive the evolution of different strategies depending on the environment.
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Title: Evolutionarily adaptive mechanisms to biliary atresia in the sea lamprey
Creator: Yeh, Chu-Yin
Date: 2014
Collection: Electronic Theses & Dissertations
Description: Lamprey species appeared over 500 million years and are therefore important evolutionary models for research interests ranging from neuronal signaling, genetics, to organ development. Among this group of jawless vertebrates, the sea lamprey is the largest and most widely distributed. It experiences a drastic life history, which includes a complete metamorphosis. During sea lamprey metamorphosis, the biliary tree and the gallbladder degenerate, in a process referred as biliary atresia. Atresia...
Show moreLamprey species appeared over 500 million years and are therefore important evolutionary models for research interests ranging from neuronal signaling, genetics, to organ development. Among this group of jawless vertebrates, the sea lamprey is the largest and most widely distributed. It experiences a drastic life history, which includes a complete metamorphosis. During sea lamprey metamorphosis, the biliary tree and the gallbladder degenerate, in a process referred as biliary atresia. Atresia of the biliary system occurs as a rare disease in human while it is a programmed developmental event in the sea lamprey. The sea lamprey can be used as a model to study the etiology and the adaptive mechanisms of biliary atresia, and the compensatory and adaptive mechanisms in cholestasis based on its various life events including biliary atresia. In this dissertation, I hypothesized that the sea lamprey had evolved unique mechanisms in both liver and intestine in adaption to biliary atresia. To test this hypothesis, I examined sea lamprey liver throughout metamorphic stages at the levels of morphology, histology, mRNA transcripts, and bile salt composition. My results indicate that the sea lamprey has evolved several possible adaptive mechanisms in coping with its developmental biliary atresia. As expected, the enterohepatic circulation is conserved in this basal vertebrate before its metamorphosis. However, the intestine synthesizes and secretes bile salts during and after metamorphosis, or biliary atresia. It is further elucidated that the metamorphic sea lamprey reversed enterohepatic circulation by in vivo perfusion and ex vivo intestine transport assays. It may be an adaptation to the lack of biliary system. Another adaptive mechanism in coping with the aductular life appeared to be dramatic changes in bile salt composition. Also, the down-regulation of cyp7a1, which encodes the rate limiting enzyme of bile acid synthesis, in liver during lamprey biliary atresia resembles the compensatory mechanism in many cholestatic animal models. All of the findings show that the sea lamprey has evolved to cope with biliary atresia and cholestasis. Understanding these mechanisms can shed light on developing treatment and management for patients suffering from biliary atresia and cholestasis.
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Title: Adaptation and specialization in biological and digital organisms
Creator: Ostrowski, Elizabeth Anne
Date: 2005
Collection: Electronic Theses & Dissertations

Title: Evolution of distributed behavior
Creator: Knoester, David B.
Date: 2011
Collection: Electronic Theses & Dissertations
Description: In this dissertation, we describe a study in the evolution of distributed behavior, where evolutionary algorithms are used to discover behaviors for distributed computing systems. We define distributed behavior as that in which groups of individuals must both cooperate in working towards a common goal and coordinate their activities in a harmonious fashion. As such, communication among individuals is necessarily a key component of distributed behavior, and we have identified three classes of...
Show moreIn this dissertation, we describe a study in the evolution of distributed behavior, where evolutionary algorithms are used to discover behaviors for distributed computing systems. We define distributed behavior as that in which groups of individuals must both cooperate in working towards a common goal and coordinate their activities in a harmonious fashion. As such, communication among individuals is necessarily a key component of distributed behavior, and we have identified three classes of distributed behavior that require communication: data-driven behaviors, where semantically meaningful data is transmitted between individuals; temporal behaviors, which are based on the relative timing of individuals' actions; and structural behaviors, which are responsible for maintaining the underlying communication network connecting individuals. Our results demonstrate that evolutionary algorithms can discover groups of individuals that exhibit each of these different classes of distributed behavior, and that these behaviors can be discovered both in isolation (e.g., evolving a purely data-driven algorithm) and in concert (e.g., evolving an algorithm that includes both data-driven and structural behaviors). As part of this research, we show that evolutionary algorithms can discover novel heuristics for distributed computing, and hint at a new class of distributed algorithm enabled by such studies.The majority of this research was conducted with the Avida platform for digital evolution, a system that has been proven to aid researchers in understanding the biological process of evolution by natural selection. For this reason, the results presented in this dissertation provide the foundation for future studies that examine how distributed behaviors evolved in nature. The close relationship between evolutionary biology and evolutionary algorithms thus aids our study of evolving algorithms for the next generation of distributed computing systems.
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Title: Increasing student comprehension of evolution through laboratory investigations and simulations
Creator: McClintock, Steven W.
Date: 2008
Collection: Electronic Theses & Dissertations

Title: Coexistence in temporally variable environments : eco-evolutionary perspectives
Creator: Kremer, Colin T.
Date: 2014
Collection: Electronic Theses & Dissertations
Description: Ecological systems are rarely constant through time. The abundances of predators & prey and competitors & mutualists fluctuate, driven by biotic interactions and underlying variation in precipitation, nutrients, and temperature. This reality challenges our ability to study ecology and disentangle its underlying mechanisms, both empirically and theoretically. Temporal variation is more than just a nuisance: it contributes to creating and maintaining the diversity of ecological communities, as...
Show moreEcological systems are rarely constant through time. The abundances of predators & prey and competitors & mutualists fluctuate, driven by biotic interactions and underlying variation in precipitation, nutrients, and temperature. This reality challenges our ability to study ecology and disentangle its underlying mechanisms, both empirically and theoretically. Temporal variation is more than just a nuisance: it contributes to creating and maintaining the diversity of ecological communities, as changing environmental conditions favor different species at different times. Tradeoffs limit the ability of individual species to perform optimally in every situation; as a consequence, times that are the best for some species are likely to be the worst for others. Temporal variation can also drive evolution by imposing selective pressures on the traits that allow species to succeed under particular conditions. Together, the interaction of ecological and evolutionary processes influences how many species can coexist and their identity and traits. To better understand the diversity, composition, and function of communities, I adopt a synthetic, eco-evolutionary approach to studying coexistence in temporally variable environments. I seek to understand how evolution modifies the functioning of ecological communities and under what conditions this is possible. My work includes both theoretical investigations, applying mathematical tools and approximations to the dissection, analysis, and interpretation of models, and efforts to create models that generate testable predictions.
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Title: Evolutionary dynamics of 3D digital constructs
Creator: Stredwick, Jason Michael
Date: 2005
Collection: Electronic Theses & Dissertations

Title: Factors influencing morphological evolution of the limbs in fossorial mammals (sciuridae and soricidae)
Creator: Swiderski, Donald L.
Date: 1990
Collection: Electronic Theses & Dissertations

Title: Evolution and evolvability in changing environments
Creator: Canino-Koning, Rosangela
Date: 2017
Collection: Electronic Theses & Dissertations
Description: "The specific meaning of the term 'evolvability' is heavily debated, but most definitions can be summarized as: the potential of populations and genomes to produce adaptive variation and complex structures in response to mutation and selection. Changing environments are thought to play a significant role in shaping and promoting evolvability through alternating selective pressures. In this dissertation, I will discuss my recent research on the interplay between changing environments,...
Show more"The specific meaning of the term 'evolvability' is heavily debated, but most definitions can be summarized as: the potential of populations and genomes to produce adaptive variation and complex structures in response to mutation and selection. Changing environments are thought to play a significant role in shaping and promoting evolvability through alternating selective pressures. In this dissertation, I will discuss my recent research on the interplay between changing environments, evolvability, genetic architecture, and the evolution of horizontal gene transfer (HGT), an information-rich mutagenic function that is ubiquitous in nature. Before delving into my own research, however, I begin in the first chapter by providing a survey of current literature on each of these topics, with emphases on how they are believed to arise, how they affect subsequent evolution, and how they relate to each other. Genetic architecture and population dynamics clearly have a complex interplay in ongoing evolutionary dynamics. Evolutionary history, population diversity, modularity, and task size all play a role in determining the location and characteristics of populations in genotype space, and alter the genotype to phenotype map that permits neutral genetic variation. All of these features contribute to evolvability. In Chapter 2, I demonstrate how changing environments provided a sufficient selective pressure to produce quasi-modular genetic architectures that allow for rapid adaptation to the meta-environment of environmental change. Horizontal gene transfer is a highly regulated, ubiquitous, and ancient mechanism for exchanging genetic material between unrelated organisms. In the third chapter, I explore conditions which may have led to the evolution of horizontal gene transfer through transformation, and identify mechanisms that might support its continued performance. In Chapter 4, I compare the fitness and phenotypic effects of the HGT process against other types of increasingly less information rich mutational operators. I demonstrate that not only is HGT selected for in harsh changing environments, but that other mutagenic instructions that contain less information, or provide lesser fitness benefits are not similarly selected for. In the fifth chapter, I explore the long-term evolutionary potential of populations evolved in changing environments by evolving two different populations, one evolved in a minimal changing environment, and the other in a rich changing environment, and exposing them to a brand new environment. I demonstrate that while populations adapted to harsh changing environments are indeed able to adapt quickly to previously seen environmental changes, that these populations do not fare as well in brand new environments. Rather, benign changing environments perform best in measures of task discovery and exploration. In the final chapter, I conclude with a synthesis of my results, along with implications for the field, as well as identification of some new directions for pursuing my research into changing environments."--Pages ii-iii.
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Title: A differential evolution approach to feature selection in genomic prediction
Creator: Whalen, Ian
Date: 2018
Collection: Electronic Theses & Dissertations
Description: The use of genetic markers has become widespread for prediction of genetic merit in agricultural applications and is a beginning to show promise for estimating propensity to disease in human medicine. This process is known as genomic prediction and attempts to model the mapping between an organism's genotype and phenotype. In practice, this process presents a challenging problem. Sequencing and recording phenotypic traits are often expensive and time consuming. This leads to datasets often...
Show moreThe use of genetic markers has become widespread for prediction of genetic merit in agricultural applications and is a beginning to show promise for estimating propensity to disease in human medicine. This process is known as genomic prediction and attempts to model the mapping between an organism's genotype and phenotype. In practice, this process presents a challenging problem. Sequencing and recording phenotypic traits are often expensive and time consuming. This leads to datasets often having many more features than samples. Common models for genomic prediction often fall victim to overfitting due to the curse of dimensionality. In this domain, only a fraction of the markers that are present significantly affect a particular trait. Models that fit to non-informative markers are in effect fitting to statistical noise, leading to a decrease in predictive performance. Therefore, feature selection is desirable to remove markers that do not appear to have a significant effect on the trait being predicted. The method presented here uses differential evolution based search for feature selection. This study will characterize differential evolution's efficacy in feature selection for genomic prediction and present several extensions to the base search algorithm in an attempt to apply domain knowledge to guide the search toward better solutions.
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