Population Genetic Consequences of Recent Explosive Population Growth in Humans
Population Genetic Consequences of Recent Explosive Population Growth in Humans
批准号:
8613540
负责人:
ANDREW G CLARK
金额:
$58.89万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2014
资助国家:
美国
项目状态:
已结题
起止时间:
2014-05-10 至 2018-04-30
关键词:
AllelesArchitectureCohort StudiesCommunitiesComplexComputational TechniqueComputer softwareDataData SetDevelopmentEquilibriumEventFoundationsFrequenciesGene FrequencyGenealogyGenerationsGenesGeneticGenetic VariationGoalsGrowthHaplotypesHumanIndividualLarge-Scale SequencingLeadLearningLengthLinkLinkage DisequilibriumMethodsModelingMutationNatural SelectionsOutcomes ResearchPatternPlayPopulationPopulation GeneticsPopulation GrowthPopulation SizesProceduresProcessPublished CommentRoleSample SizeSamplingShapesSiteStable PopulationsStochastic ProcessesStructureTestingTimeTreesVariantWorkdensitydisorder riskexpectationfitnessgenetic analysishuman diseasehuman population growthimprovedinsightnovelrapid growthrare variantsimulationstatisticstheoriestrait
中文摘要
点击翻译按钮获取中文摘要
英文摘要
The human global population has expanded more than 1000-fold in the last 400 generations, resulting in a
state that is profoundly out of equilibrium with respect to genetic variation. The recent growth produces a
large excess of rare variation, which has important consequences for finding genes that underlie complex
disease risk. Our overall objective is to develop and test methods of population genetic analysis to understand
the role of rapid population expansion in shaping patterns of genetic variation. In Aim 1 we will develop
theoretical approaches to understand how and why explosive growth impacts patterns of genetic
variation. We will also derive the analytical implications of using samples that are so large as to
violate assumptions of the neutral coalescent. We have shown how large samples can result in multiple
mergers, and so both rapid growth and large sample sizes distort the topology of the gene genealogies of a
sample so as to make standard coalescent theory invalid. We will replace this with new methods that generate
the appropriate sample site frequency spectrum under models with both rapid growth and large samples.
Given large data sets, we want to make inference about population genetic parameters, and such estimates
generally require an appropriate model relating population size and mutation rates to levels of variation. In
Aim 2 we will develop novel statistical and computational inference methods to accommodate growing
populations and apply them to large-scale data. We will thoroughly test our inference methods using
simulation data generated under appropriate demographic models. This aim will generate novel software
packages with broad utility for the community. In Aim 3 we will learn how natural selection in a rapidly
growing population impacts population genetic variation and the architecture of complex traits. This
goal will be accomplished through extensive forward-in-time simulations. Among other things, results will tell
us conditions under which rapid growth inflates the individual mutation load. By developing an understanding
of the way that such rapid growth has impacted genetic variation in humans, we anticipate that these results
will provide a more accurate picture of the expected genetic architecture of disease risk, which will in turn guide
methods for improved association testing.
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海外基金