Using GPUs for the exact alignment of short-read genetic sequences by means of the Burrows-Wheeler transform |
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Authors: | Salavert Torres José Blanquer Espert Ignacio Domínguez Andrés Tomás Hernández García Vicente Medina Castelló Ignacio Tárraga Giménez Joaquín Dopazo Blázquez Joaquín |
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Affiliation: | Centro Mixto CSIC, Instituto de Instrumentación para Imagen Molecular Valencia-I3M, Universitat Politècnica de València-CIEMAT, Camino de Vera s/n, València 46022, Spain. josator@i3m.upv.es |
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Abstract: | General Purpose Graphic Processing Units (GPGPUs) constitute an inexpensive resource for computing-intensive applications that could exploit an intrinsic fine-grain parallelism. This paper presents the design and implementation in GPGPUs of an exact alignment tool for nucleotide sequences based on the Burrows-Wheeler Transform. We compare this algorithm with state-of-the-art implementations of the same algorithm over standard CPUs, and considering the same conditions in terms of I/O. Excluding disk transfers, the implementation of the algorithm in GPUs shows a speedup larger than 12, when compared to CPU execution. This implementation exploits the parallelism by concurrently searching different sequences on the same reference search tree, maximizing memory locality and ensuring a symmetric access to the data. The paper describes the behavior of the algorithm in GPU, showing a good scalability in the performance, only limited by the size of the GPU inner memory. |
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