DocumentCode
3520094
Title
Genome Alignments Using MPI-LAGAN
Author
Zhang, Ruinan ; Rangwala, Huzefa ; Karypis, George
Author_Institution
Comput. Sci., Univ. of Minnesota, Minneapolis, MN
fYear
2008
fDate
3-5 Nov. 2008
Firstpage
437
Lastpage
440
Abstract
We develop a parallel algorithm for a widely used whole genome alignment method called LAGAN. We use the MPI-based protocol to develop parallel solutions for two phases of the algorithm which take up a significant portion of the total runtime, and also have a high memory requirement. The serial LAGAN program uses CHAOS to quickly determine initial anchor or seeds, which are extended using a sparse dynamic programming based longest-increasing subsequence method. Our work involves parallelizing the CHAOS and LIS phases of the algorithm using a one-dimensional block cyclic partitioning of the computation. This leads to development of an efficient algorithm that utilizes the processors in a balanced way. We also ensure minimum time spent in communication or transfer of information across processors.We also report experimental evaluation of our parallel implementation using pairs of human contigs of varying lengths. We discuss and illustrate the challenges faced in parallelizing a sparse dynamic programming formulation as in this work, and show equivalent to theoretical speedups for our parallelized phases of the LAGAN algorithm.
Keywords
biology computing; block codes; cyclic codes; dynamic programming; genomics; parallel algorithms; 1D block cyclic partitioning; CHAOS phase; LIS phase; MPI-LAGAN program; genome alignments; parallel algorithm; sparse dynamic programming; Bioinformatics; Chaotic communication; Concurrent computing; Dynamic programming; Genomics; Humans; Parallel algorithms; Partitioning algorithms; Protocols; Runtime; MPI-LAGAN; parallel genome alignment;
fLanguage
English
Publisher
ieee
Conference_Titel
Bioinformatics and Biomedicine, 2008. BIBM '08. IEEE International Conference on
Conference_Location
Philadelphia, PA
Print_ISBN
978-0-7695-3452-7
Type
conf
DOI
10.1109/BIBM.2008.8
Filename
4684935
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