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ISGE: A Conceptual Model-Based Method to Correctly Manage Genome Data

机译:ISGE:一种基于概念模型的正确管理基因组数据的方法

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Understanding the Human Genome is one of the most relevant challenges under current investigation. The ongoing genomics revolution promises to change the diagnosis, treatment, and prevention of disease, providing long-term benefits and a transformative impact on personal health. It also has wealth and productivity implications. However, genomics is one of the most complex and data-intensive domains. Fuzzy definitions, data diversity, data heterogeneity, and continuous evolution of knowledge are responsible for an inadequate and inaccurate understanding of the domain, which hinders the unleashing of its full potential. A sound conceptual modeling-practice is essential in achieving the required shared understanding of the domain. This paper presents ISGE, which is a conceptual model-based method to improve genomic data management from two perspectives: first, by performing a sound, new characterization of genomic data; and second, by providing a framework that encourages applying CM techniques and reusing their generated artifacts in order to take advantage of all of the previously accumulated knowledge. Better abstraction capabilities and efficient reuse are intended to facilitate the work of domain experts.
机译:了解人类基因组是目前研究中最相关的挑战之一。正在进行的基因组学革命有望改变疾病的诊断、治疗和预防,为个人健康带来长期益处和变革性影响。它还对财富和生产率产生影响。然而,基因组学是最复杂和数据密集的领域之一。模糊的定义、数据多样性、数据异质性和知识的不断演化是对该领域理解不足和不准确的原因,阻碍了其充分发挥潜力。良好的概念建模实践对于实现对领域的必要共享理解至关重要。本文介绍了ISGE,这是一种基于概念模型的方法,可以从两个角度改进基因组数据管理:第一,通过对基因组数据进行合理的新表征;第二,通过提供一个框架,鼓励应用CM技术并重用其生成的工件,以利用之前积累的所有知识。更好的抽象能力和高效的重用旨在促进领域专家的工作。

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