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Distributed gene clinical decision support system based on cloud computing

  • Bo Xu
  • , Changlong Li
  • , Hang Zhuang
  • , Jiali Wang
  • , Qingfeng Wang
  • , Chao Wang
  • , Xuehai Zhou
  • University of Science and Technology of China

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

The clinical decision support system can effectively solve the limitations of doctors' knowledge, reduce misdiagnosis and help enhance health. The traditional genetic data storage and analysis technology based on the stand-alone environment have limited scalability, which has been difficult to meet the computational requirements of rapid genetic data growth. In this paper, we propose a distributed gene clinical decision support system, which is named as GCDSS. We implemented a prototype based on cloud computing. To speed up the data processing of GCDSS, we present a novel distributed read mapping algorithm CloudBWA that leverages batch processing strategy to map reads on Apache Spark. Evaluations show that GCDSS and its component CloudBWA achieve outstanding performance and excellent scalability. Compared with distributed algorithms, CloudBWA achieves up to 2.63 times speedup over SparkBWA.

源语言英语
主期刊名Proceedings - 2017 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2017
编辑Illhoi Yoo, Jane Huiru Zheng, Yang Gong, Xiaohua Tony Hu, Chi-Ren Shyu, Yana Bromberg, Jean Gao, Dmitry Korkin
出版商Institute of Electrical and Electronics Engineers Inc.
页485-490
页数6
ISBN(电子版)9781509030491
DOI
出版状态已出版 - 15 12月 2017
已对外发布是
活动2017 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2017 - Kansas City, 美国
期限: 13 11月 2017 → 16 11月 2017

丛书

姓名Proceedings - 2017 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2017
卷2017-January

会议

会议2017 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2017
国家/地区美国
市Kansas City
时期13/11/17 → 16/11/17

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