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A Data Warehouse Approach to Semantic Integration of Pseudomonas Data

机译:假单胞菌数据语义整合的数据仓库方法

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摘要

Biological research and development are routinely producing terabytes of data that need to be organized, queried and reduced to useful scientific knowledge. Even though data integration can provide solutions to such biological problems, it is often problematic due to the sources' heterogeneity and their semantic and structural diversity. Moreover, necessary updates of both structure and content of databases provide further challenges for an integration process. We present a new biological data warehouse for Pseudomonas species "Pseu-domonasDW" to integrate annotation and pathway data from highly different resources. The combination of knowledge from multiple disciplines and sources should advance the understanding of cellular processes and lead to the prediction of cellular behavior in its entirety. The key aspect of our approach is the combination of a materialized and a virtual data integration to exploit their advantages in a new hybrid approach. The data are extracted from the original data sources using SB-KOM (System Biology Khaos Ontology-based Mediator) and then stored locally in the data warehouse to ensure a fast performance and data consistency.
机译:生物研究与开发通常会产生数TB的数据,需要对其进行组织,查询并将其简化为有用的科学知识。即使数据集成可以为此类生物学问题提供解决方案,但由于源的异质性以及它们的语义和结构多样性,通常也存在问题。此外,数据库结构和内容的必要更新为集成过程提出了进一步的挑战。我们为假单胞菌(Pseudomonas)物种“ Pseu-domonasDW”提供了一个新的生物数据仓库,以整合来自高度不同资源的注释和途径数据。来自多个学科和不同来源的知识的结合应该促进对细胞过程的理解,并导致对细胞行为的整体预测。我们方法的关键方面是将物化和虚拟数据集成相结合,以在新的混合方法中发挥其优势。使用SB-KOM(基于System Biology Khaos本体论的介体)从原始数据源中提取数据,然后将其本地存储在数据仓库中,以确保快速的性能和数据一致性。

著录项

  • 来源
  • 会议地点 Gothenburg(SE);Gothenburg(SE)
  • 作者单位

    Department of Biology, Faculty of Sciences and Techniques, BP: 416 - University Abdelmalek Essaadi, Tangier, Morocco;

    Department of Biology, Faculty of Sciences and Techniques, BP: 416 - University Abdelmalek Essaadi, Tangier, Morocco;

    Department of Computer Languages and Computing Science, Higher Technical School of Computer Science Engineering University of Malaga, 29071, Malaga, Spain;

    Department of Computer Languages and Computing Science, Higher Technical School of Computer Science Engineering University of Malaga, 29071, Malaga, Spain;

    Department of Computer Languages and Computing Science, Higher Technical School of Computer Science Engineering University of Malaga, 29071, Malaga, Spain;

    Department of Biology, Faculty of Sciences Dhar-Mahraz, Sidi Med Ben Abdellah University, B.P. 1796 Atlas, Fez, morocco;

    Department of Biology, Faculty of Sciences and Techniques, BP: 416 - University Abdelmalek Essaadi, Tangier, Morocco;

    Department of Biology, Faculty of Sciences and Techniques, BP: 416 - University Abdelmalek Essaadi, Tangier, Morocco;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 生物工程学(生物技术);
  • 关键词

    data integration; data warehouse; web services; ontology; pseudomonas.;

    机译:数据整合;数据仓库;网页服务;本体假单胞菌。;

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