2014 · 14 citations · 30 references
Life SciencesBioinformaticsGenome AssemblyGenomic Data AnalysisSequence AnalysisDna AssemblyDna SequencingEvolutionary OptimizationGenetic AlgorithmsMetaheuristic OptimizationOverlap-layout-consensus AssemblyBenchmarking Of MetaheuristicsDna Fragment AssemblyFragment AssemblyGenetic Algorithm OptimizationHeuristics
The Fragment Assembly Problem is a major component of the DNA sequencing process that is identified as being NP-Hard. A variety of approaches to this problem have been used, including overlap-layout-consensus, de Bruijn graphs, and greedy graph based algorithms. The overlap-layout-consensus approach is one of the more popular strategies which has been studied on a collection of heuristics and metaheuristics. In this study heuristics and Genetic Algorithm variations are combined to exploit their respective benefits. These algorithms were able to produce results that surpassed the best results obtained by a collection of state-of-the-art metaheuristics on ten of sixteen popular benchmark data sets.
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The Sequence of the Human Genome
J. Craig Venter, Mark D. Adams, Eugene W. Myers et al. · Science · 2001 · 13.7K citations
Velvet: Algorithms for de novo short read assembly using de Bruijn graphs
Daniel R. Zerbino, Ewan Birney · Genome Research · 2008 · 9.7K citations · Full text
Initial sequencing and comparative analysis of the mouse genome