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Sex-specific genomic biomarkers for individualized treatment of life-threatening diseases.


ABSTRACT: Numerous studies have demonstrated sex differences in drug reactions to the same drug treatment, steering away from the traditional view of one-size-fits-all medicine. A premise of this study is that the sex of a patient influences difference in disease characteristics and risk factors. In this study, we intend to exploit and to obtain better sex-specific biomarkers from gene-expression data. We propose a procedure to isolate a set of important genes as sex-specific genomic biomarkers, which may enable more effective patient treatment. A set of sex-specific genes is obtained by a variable importance ranking using a combination of cross-validation methods. The proposed procedure is applied to three gene-expression datasets.

SUBMITTER: Moon H 

PROVIDER: S-EPMC3834650 | biostudies-literature | 2013

REPOSITORIES: biostudies-literature

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Sex-specific genomic biomarkers for individualized treatment of life-threatening diseases.

Moon Hojin H   Lopez Karen L KL   Lin Grace I GI   Chen James J JJ  

Disease markers 20131105 6


Numerous studies have demonstrated sex differences in drug reactions to the same drug treatment, steering away from the traditional view of one-size-fits-all medicine. A premise of this study is that the sex of a patient influences difference in disease characteristics and risk factors. In this study, we intend to exploit and to obtain better sex-specific biomarkers from gene-expression data. We propose a procedure to isolate a set of important genes as sex-specific genomic biomarkers, which may  ...[more]

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