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(2016)\n to genome and transcriptome wide\nassociation study, which is aimed at revealing the association\nrelationship between phenotype and molecular markers,\nexpression levels, molecular markers nested within different\nrelated expression effect and expression effect nested within\ndifferent related molecular marker effect. F test based on full\nand reduced model are performed to obtain p value or likelihood\nratio statistic. 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