Mejdl S. Safran, Saad Al-qahtani, Michelle Zhu, D. Che
{"title":"Development of MapReduce and MPI Programs for Motif Search","authors":"Mejdl S. Safran, Saad Al-qahtani, Michelle Zhu, D. Che","doi":"10.1109/CLUSTER.2015.82","DOIUrl":null,"url":null,"abstract":"As one of the important problems in molecular biology, motif search is computationally expensive, especially when the size of DNA sequences is large. Extended from a graduate course project in parallel and distributed computing (PDC), this paper investigates two different programming frameworks, namely MapReduce and MPI on motif finding. We implemented a serial algorithm, a MapReduce based algorithm, and a MPI program to calculate the best motif in given DNA sequences. The experimental results demonstrate that our MPI program outperformed both the MapReduce-based algorithm and the serial program with superior efficiency.","PeriodicalId":187042,"journal":{"name":"2015 IEEE International Conference on Cluster Computing","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 IEEE International Conference on Cluster Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CLUSTER.2015.82","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
As one of the important problems in molecular biology, motif search is computationally expensive, especially when the size of DNA sequences is large. Extended from a graduate course project in parallel and distributed computing (PDC), this paper investigates two different programming frameworks, namely MapReduce and MPI on motif finding. We implemented a serial algorithm, a MapReduce based algorithm, and a MPI program to calculate the best motif in given DNA sequences. The experimental results demonstrate that our MPI program outperformed both the MapReduce-based algorithm and the serial program with superior efficiency.