A large number of weakly associated SNPs could result in a highly significant segment-wise association while each individual SNP would fail to survive multiple testing correction.
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Segment-wise genome-wide association analysis identifies a candidate region associated with schizophrenia in three independent samples.
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The sentences
An association test was performed for each SNP and the number of nominally significant tests in a segment was counted.