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Imputation of individual level genotypes at untyped markers using an external reference panel of genotyped or sequenced individuals has become standard practice in genetic association studies. Direct imputation of summary statistics can also be valuable, for example in meta-analyses where individual level genotype data are not available.
(Xu et al., 2015) DISSCO: direct imputation of summary statistics allowing covariates. Bioinformatics.