The former analysis will detect significant association in genes with a single strong signal, while the latter analysis will highlight genes with several independent signals, even if each of these is of modest significance individually.
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Genetic evidence implicates the immune system and cholesterol metabolism in the aetiology of Alzheimer's disease.
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