Integrating diverse genomic data using gene sets

利用基因集整合多样化的基因组数据

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作者:Svitlana Tyekucheva ,Luigi Marchionni, Rachel Karchin, Giovanni Parmigiani

Abstract

We introduce and evaluate data analysis methods to interpret simultaneous measurement of multiple genomic features made on the same biological samples. Our tools use gene sets to provide an interpretable common scale for diverse genomic information. We show we can detect genetic effects, although they may act through different mechanisms in different samples, and show we can discover and validate important disease-related gene sets that would not be discovered by analyzing each data type individually.

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