Life SciencesBiologyGeneticsGenomic Data AnalysisGenomicsPopulation GeneticsGenetic MappingHaplotype AnalysisPopulation Genetics InferenceHaplotype InferenceHaplotype MappingHaplotype ReconstructionHaplotype StructureHaplotype-based Association MappingHaplotype-based InferenceInfinite Sites ModelPopulation Genetic Structure
The next high-priority phase of human genomics will involve the development of a full Haplotype Map of the human genome [12]. It will be used in large-scale screens of populations to associate specific haplotypes with specific complex genetic-influenced diseases. A prototype Haplotype Mapping strategy is presently being finalized by an NIH working-group. The biological key to that strategy is the surprising fact that genomic DNA can be partitioned into long where genetic recombination has been rare, leading to strikingly fewer distinct haplotypes in the population than previously expected [12, 6, 21, 7].In this paper we explore the algorithmic implications of the key (and now realistic) in long blocks observation, for the problem of inferring haplotypes in populations. We observe that the no-recombination assumption is very powerful. This assumption, along with the standard population-genetic assumption of infinite sites [23, 14] imposes severe combinatorial constraints on the permitted solutions to the haplotype inference problem, leading to an efficient deterministic algorithm to deduce all features of the permitted haplotype solution(s) that can be known with certainty. The technical key is to view haplotype data as disguised information about paths in an unknown tree, and the haplotype deduction problem as a problem of reconstructing the tree from that path information. This formulation allows us to exploit deep theorems and algorithms from graph and matroid theory to efficiently find one permitted solution to the haplotype problem; it gives a simple test to determine if it is the unique solution; if not, we can implicitly represent the set of all permitted solutions so that each can be efficiently created.
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Gene genealogies and the coalescent process.
R R Hudson · Medical Entomology and Zoology · 1990 · 1.8K citations
High-resolution haplotype structure in the human genome
Mark J. Daly, John D. Rioux, S. F. Schaffner et al. · Nature Genetics · 2001 · 1.7K citations
Haplotype Variation and Linkage Disequilibrium in 313 Human Genes
Jonathan Stephens, Julie A. Schneider, Debra A. Tanguay et al. · Science · 2001 · 875 citations
Congruent Graphs and the Connectivity of Graphs
Hassler Whitney · American Journal of Mathematics · 1932 · 855 citations