In GSEAPreranked, permutations are always done by gene set. In standard GSEA you can choose to set the parameter Permutation type to ‘phenotype’ (the default) or ‘gene set’, but this option is not available in GSEAPreranked.
https://www.gsea-msigdb.org/gsea/doc/GSEAUserGuideFrame.html?_GSEAPreranked_Page
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