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It is well known that nucleotide diversity varies across the genomes of eukaryotic species in ways consistent with the effects of natural selection. However, the contribution of selection on advantageous and deleterious mutations to the observed variation is not well understood. In this thesis, I aim to disentangle the contribution of background selection and selective sweeps to patterns of genetic diversity in the mouse genome, thus furthering our understanding of natural selection in mammals. In chapter 1, I introduce core concepts in evolutionary genetics and describe how recombination and selection interact to shape patterns of genetic diversity. I will then describe three projects in which I examine aspects of molecular evolution in house mice. In the first of these, I estimate the landscape of recombination rate variation in wild mice using population genomic data. In the second, I estimate the distribution of fitness effects for new mutations, based on the site frequency spectrum, then analyse population genomic simulations parametrized using my estimates. In the third, I use a model of selective sweeps to estimate and compare the strength of selection in protein-coding and regulatory regions of the mouse genome. This thesis demonstrates that selective sweeps are responsible for a large amount of the variation in genetic diversity across the mouse genome.

Thesis (Ph. D.)--University of Washington, 2006. / Vita. Includes bibliographical references (leaves 90-119).

Thesis (Ph. D.)--University of Washington, 2007. / Vita. Includes bibliographical references (p. 79-94).

Thesis (Ph. D.)--University of Washington, 2008. / Vita. Includes bibliographical references (p. 80-97).

The mammalian odorant receptor (OR) repertoire is an attractive model to study evolution, because ORs have been subjected to rapid evolution between species, presumably caused by changes of the olfactory system to adapt to the environment. However, functional assessment of ORs in related species remains largely untested. Here we investigated the functional properties of primate and rodent ORs to determine how well evolutionary distance predicts functional characteristics. Using human and mouse ORs with previously identified ligands, we cloned 18 OR orthologs from chimpanzee and rhesus macaque and 17 mouse-rat orthologous pairs that are broadly representative of the OR repertoire. We functionally characterized the in vitro responses of ORs to a wide panel of odors and found similar ligand selectivity but dramatic differences in response magnitude. 87% of human-primate orthologs and 94% of mouse-rat orthologs showed differences in receptor potency (EC50) and/or efficacy (dynamic range) to an individual ligand. Notably dN/dS ratio, an indication of selective pressure during evolution, does not predict functional similarities between orthologs. Additionally, we found that orthologs responded to a common ligand 82% of the time, while human OR paralogs of the same subfamily responded to the common ligand only 33% of the time. Our results suggest that, while OR orthologs tend to show conserved ligand selectivity, their potency and/or efficacy dynamically change during evolution, even in closely related species. These functional changes in orthologs provide a platform for examining how the evolution of ORs can meet species-specific demands. / Dissertation

This thesis analyzes the human action recognition problem. Human actions are modeled as a time evolving temporal texture. Gabor filters, which are proved to be a robust 2D texture representation tool by detecting spatial points with high variation, is extended to 3D domain to capture motion texture features. A well known filtering algorithm and a recent unsupervised clustering algorithm, the Genetic Chromodynamics, are combined to select salient spatio-temporal features of the temporal texture and to segment the activity sequence into temporal texture primitives. Each activity sequence is represented as a composition of temporal texture primitives with its salient spatio-temporal features, which are also the symbols of our codebook. To overcome temporal variation between different performances of the same action, a Profile Hidden Markov Model is applied with Viterbi Path Counting (ensemble training). Not only parameters and structure but also codebook is learned during training.

As sequencing technology continues to produce better quality genomes at decreasing costs, there has been a recent surge in the variety of data that we are now able to analyze. This is particularly true with regards to our understanding of the human genome—where the last decade has seen data advances in primate epigenomics, ancient hominid genomics, and a proliferation of human polymorphism data from multiple populations. In order to utilize such data however, it has become critical to develop increasingly sophisticated tools spanning both bioinformatics and statistical inference. In population genetics particularly, new statistical approaches for analyzing population data are constantly being developed—unfortunately, often without proper model testing and evaluation of type-I and type-II error. Because the common Wright-Fisher assumptions underlying such models are generally violated in natural populations, this statistical testing is critical. Thus, my dissertation has two distinct but related themes: 1) evaluating methods of statistical inference in population genetics, and 2) utilizing these methods to analyze the evolutionary history of humans and our closest relatives. The resulting collection of work has not only provided important biological insights (including some of the first strong evidence of selection on human-specific epigenetic modifications (Shulha, Crisci, Reshetov, Tushir et al. 2012, PLoS Bio), and a characterization of human-specific genetic changes distinguishing modern humans from Neanderthals (Crisci et al. 2011, GBE)), but also important insights in to the performance of population genetic methodologies which will motivate the future development of improved approaches for statistical inference (Crisci et al, in review).

Este trabalho está inserido no programa de melhoramento genético de Capsicum da Embrapa Hortaliças. Teve como principal objetivo investigar a base genética e a variabilidade de uma população segregante de Capsicum em relação à pungência e a alguns caracteres do fruto para, fornecer informações úteis ao programa. Os genótipos utilizados compreenderam dois genitores homozigóticos contrastantes para o caráter principal, a pungência, bem como as respectivas gerações F1, RC11 e progênies F4.3. Estas últimas num total de 100, foram obtidas pelo método SSD (single seed descent). Empregou-se delineamento em blocos casualizados com três repetições e dez plantas por parcela. As análises biométricas foram feitas com base em médias de parcelas. Os caracteres avaliados foram: pungência, produtividade, largura, comprimento, número e peso médio dos frutos e espessura da polpa. Investigou-se a segregação fenotípica das progênies F4.3, classificando-as em pungentes e doces. Estimou-se o coeficiente de herdabilidade na base de médias de progênies em todos os caracteres. Simulando uma seleção entre progênies somente para a pungência, tanto para aumento como redução deste caráter, estimou-se o ganho esperado (Gs) sob intensidades de 20%, 10% e 5%. Calculou-se a resposta correlacionada desta seleção sobre os demais caracteres. Paralelamente verificou-se a acuidade de avaliar a pungência utilizando métodos sensoriais, em comparação com o processo cromatográfico (CLAE). Estimaram-se os componentes genéticos das médias dos caracteres nas cinco gerações, considerando modelo aditivo-dominante e, quando necessário, incluindo componente epistático aditivo x aditivo. Verificou-se que, os genitores são contrastantes para todos os caracteres com exceção da espessura da polpa. O genitor doce deve conter genes para pungência não expressos. Os dados sugerem que, na população estudada, este caráter deve ser controlado por dois locos epistáticos, duplo-dominantes (9 pungentes : 7 doces em F2) e genes modificadores. Os coeficientes de herdabilidade variaram de intermediários (66%) a altos (92%). Isso explicou os elevados ganhos esperados com a seleção para incrementar ou diminuir a pungência. Pelas respostas correlacionadas, verificou-se que, uma seleção para aumento da pungência deverá levar a uma redução na produtividade, sendo a recíproca também verdadeira. A avaliação da pungência por método cromatográfico foi de aproximadamente 30% mais eficiente do que o método sensorial. Pelos componentes de média observou-se a existência de heterose em todos os caracteres avaliados. O modelo incluindo efeitos epistáticos foi o mais adequado para explicar as médias das gerações, na maioria dos caracteres. Podem surgir indivíduos com frutos pungentes ao cruzar genitores doces. A segregação transgressiva em F4 é indicador de que tipos mais pungentes que o genitor pungente podem ser selecionados a partir desta população segregante. O melhoramento genético deste caráter pode ser estruturado tanto para explorar as variâncias genéticas aditiva e aditiva x aditiva em linhagens superiores como pode ser conduzido para capitalizar a heterose em híbridos de linhagens. Em programas iniciados cruzando-se linhagens, é fundamental identificar a constituição alélica dos genitores. É preciso monitorar a pressão seletiva numa seleção visando a pungência para evitar repostas correlacionadas indesejáveis. Para atingir máximos seletivos, para este caráter, é necessário levar em conta a existência de genes modificadores. / This work is part of the Capsicum plant breeding program at Embrapa Hortaliças. The main objective was to investigate the genetic basis and variability of a segregating population of Capsicum, related to pungency and to some characteristics of the fruit, to provide information for the program. The genotypes that were used had two homozygotic parents, contrasting in their main characteristic, pungency, as well as the respective generations F1, RC11 and progenies F3.4. The latter, totaling 100, were obtained using the SSD method (single seed descent). Randomized complete block design was used with three repetitions and ten plants per plots. The biometric analyses were based on a plot mean basis. The characters evaluated were pungency, productivity, width, length, number and average weight of the fruits and the thickness of the pulp. The fenotypical segregation of the F3.4 progenies were studied, being classified in pungent and sweet. The coefficient of heritability on a progeny mean basis were estimated in all the characters. Simulating a selection among progenies, only for pungency, for the increase as well as the reduction of this character, the expected gain (Gs) was estimated under intensities of 20%, 10% and 5%. The correlated response of this selection was calculated over the remaining characters. Parallel to this, the acuity of evaluating the pungency, using sensorial methods, in comparison to the high pressure liquid chromatographic process (HPLC) was investigated. The genetic components of the trait means of the five generations, were estimated considering the additive dominant model, and, when necessary, including an additive x additive epistatic component. Results indicated that the parents are contrasting for all characters, with the exception of pulp thickness. The sweet parent should contain genes for pungency wich are not expressed. The data suggests that, in the population studied, this character is controlled by two doubly dominant epistatic loci, (9 pungent ones : 7 sweet ones in F2) and modifier genes. Coefficients of heritabilty varied from intermediate (66%) to high (92%). This explained the elevated expected gains from selection, to increase or decrease pungency. From the correlated responses, one could see that, selecting to increase pungency should lead to a reduction in productivity, being the reciprocal also true. The evaluation of pungency by a chromatographic method was approximately 30% more efficient than the sensorial method. By the genetic components of means, the existence of heterosis was observed in all the characters evaluated. The model which included epistatic effects was the most adequate to explain the average generation means in most of the characters. Individuals with pungent fruits can appear on crossing sweet parents. The transgressive segregation in F4 is an indicator that more pungent types than the pungent parent can be selected from this segregating population. Plant breeding of this character can be structured for the exploration of additive and additive x additive genetic variances in superior lines, or to capitalize the heterosis in hybrid of inbred lines. In programs initiated by crossing lines, it is fundamental to identify the allelic constitution of the parents. It is necessary to monitor the selective pressure in selection aiming at pungency, to avoid undesired correlated responses. To attain selective maximums, for this character, it is necessary to take into account the existence of modifier genes.

Este trabalho está inserido no programa de melhoramento genético de Capsicum da Embrapa Hortaliças. Teve como principal objetivo investigar a base genética e a variabilidade de uma população segregante de Capsicum em relação à pungência e a alguns caracteres do fruto para, fornecer informações úteis ao programa. Os genótipos utilizados compreenderam dois genitores homozigóticos contrastantes para o caráter principal, a pungência, bem como as respectivas gerações F1, RC11 e progênies F4.3. Estas últimas num total de 100, foram obtidas pelo método SSD (single seed descent). Empregou-se delineamento em blocos casualizados com três repetições e dez plantas por parcela. As análises biométricas foram feitas com base em médias de parcelas. Os caracteres avaliados foram: pungência, produtividade, largura, comprimento, número e peso médio dos frutos e espessura da polpa. Investigou-se a segregação fenotípica das progênies F4.3, classificando-as em pungentes e doces. Estimou-se o coeficiente de herdabilidade na base de médias de progênies em todos os caracteres. Simulando uma seleção entre progênies somente para a pungência, tanto para aumento como redução deste caráter, estimou-se o ganho esperado (Gs) sob intensidades de 20%, 10% e 5%. Calculou-se a resposta correlacionada desta seleção sobre os demais caracteres. Paralelamente verificou-se a acuidade de avaliar a pungência utilizando métodos sensoriais, em comparação com o processo cromatográfico (CLAE). Estimaram-se os componentes genéticos das médias dos caracteres nas cinco gerações, considerando modelo aditivo-dominante e, quando necessário, incluindo componente epistático aditivo x aditivo. Verificou-se que, os genitores são contrastantes para todos os caracteres com exceção da espessura da polpa. O genitor doce deve conter genes para pungência não expressos. Os dados sugerem que, na população estudada, este caráter deve ser controlado por dois locos epistáticos, duplo-dominantes (9 pungentes : 7 doces em F2) e genes modificadores. Os coeficientes de herdabilidade variaram de intermediários (66%) a altos (92%). Isso explicou os elevados ganhos esperados com a seleção para incrementar ou diminuir a pungência. Pelas respostas correlacionadas, verificou-se que, uma seleção para aumento da pungência deverá levar a uma redução na produtividade, sendo a recíproca também verdadeira. A avaliação da pungência por método cromatográfico foi de aproximadamente 30% mais eficiente do que o método sensorial. Pelos componentes de média observou-se a existência de heterose em todos os caracteres avaliados. O modelo incluindo efeitos epistáticos foi o mais adequado para explicar as médias das gerações, na maioria dos caracteres. Podem surgir indivíduos com frutos pungentes ao cruzar genitores doces. A segregação transgressiva em F4 é indicador de que tipos mais pungentes que o genitor pungente podem ser selecionados a partir desta população segregante. O melhoramento genético deste caráter pode ser estruturado tanto para explorar as variâncias genéticas aditiva e aditiva x aditiva em linhagens superiores como pode ser conduzido para capitalizar a heterose em híbridos de linhagens. Em programas iniciados cruzando-se linhagens, é fundamental identificar a constituição alélica dos genitores. É preciso monitorar a pressão seletiva numa seleção visando a pungência para evitar repostas correlacionadas indesejáveis. Para atingir máximos seletivos, para este caráter, é necessário levar em conta a existência de genes modificadores. / This work is part of the Capsicum plant breeding program at Embrapa Hortaliças. The main objective was to investigate the genetic basis and variability of a segregating population of Capsicum, related to pungency and to some characteristics of the fruit, to provide information for the program. The genotypes that were used had two homozygotic parents, contrasting in their main characteristic, pungency, as well as the respective generations F1, RC11 and progenies F3.4. The latter, totaling 100, were obtained using the SSD method (single seed descent). Randomized complete block design was used with three repetitions and ten plants per plots. The biometric analyses were based on a plot mean basis. The characters evaluated were pungency, productivity, width, length, number and average weight of the fruits and the thickness of the pulp. The fenotypical segregation of the F3.4 progenies were studied, being classified in pungent and sweet. The coefficient of heritability on a progeny mean basis were estimated in all the characters. Simulating a selection among progenies, only for pungency, for the increase as well as the reduction of this character, the expected gain (Gs) was estimated under intensities of 20%, 10% and 5%. The correlated response of this selection was calculated over the remaining characters. Parallel to this, the acuity of evaluating the pungency, using sensorial methods, in comparison to the high pressure liquid chromatographic process (HPLC) was investigated. The genetic components of the trait means of the five generations, were estimated considering the additive dominant model, and, when necessary, including an additive x additive epistatic component. Results indicated that the parents are contrasting for all characters, with the exception of pulp thickness. The sweet parent should contain genes for pungency wich are not expressed. The data suggests that, in the population studied, this character is controlled by two doubly dominant epistatic loci, (9 pungent ones : 7 sweet ones in F2) and modifier genes. Coefficients of heritabilty varied from intermediate (66%) to high (92%). This explained the elevated expected gains from selection, to increase or decrease pungency. From the correlated responses, one could see that, selecting to increase pungency should lead to a reduction in productivity, being the reciprocal also true. The evaluation of pungency by a chromatographic method was approximately 30% more efficient than the sensorial method. By the genetic components of means, the existence of heterosis was observed in all the characters evaluated. The model which included epistatic effects was the most adequate to explain the average generation means in most of the characters. Individuals with pungent fruits can appear on crossing sweet parents. The transgressive segregation in F4 is an indicator that more pungent types than the pungent parent can be selected from this segregating population. Plant breeding of this character can be structured for the exploration of additive and additive x additive genetic variances in superior lines, or to capitalize the heterosis in hybrid of inbred lines. In programs initiated by crossing lines, it is fundamental to identify the allelic constitution of the parents. It is necessary to monitor the selective pressure in selection aiming at pungency, to avoid undesired correlated responses. To attain selective maximums, for this character, it is necessary to take into account the existence of modifier genes.