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Rigorous quantitative sciences integration—the foundation of high-dimensional genomic research

机译:严格的定量科学整合-高维基因组研究的基础

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With the recent rapid increases in the high-dimensionality of genomic data generation comes an increased burden on the biostatisticians and bioinformaticians who process and analyze this data. Study designs must be adapted to the volume of data now available, eliminating designs that rely on fishing and taking advantage of the massive amounts of publically available genomic data through data-mining. Most importantly, it is no longer sufficient to have a single person handling the data analysis. To get the breadth of expertise needed to analyze high-dimensional data and to have the appropriate checks to eliminate the costly mistakes that are so easy to make when handling this volume of data, specialists from many different areas of quantitative sciences must be brought together to approach high-dimensional data analysis as an integrated team.
机译:随着近来基因组数据生成高维度的快速增长,处理和分析该数据的生物统计学家和生物信息学家的负担也增加了。研究设计必须适应当前可用的数据量,消除依赖捕鱼的设计,并通过数据挖掘利用大量公开可用的基因组数据。最重要的是,仅由一个人来处理数据分析已不再足够。为了获得分析高维数据所需的专业知识的广度,并进行适当的检查以消除在处理如此大量的数据时容易犯的代价高昂的错误,必须将来自许多不同定量科学领域的专家集中在一起将高维数据分析作为一个集成团队进行。

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