Phenotype experts who know the studies and the data well are responsible for phenotype-standardization across cohorts. The coordinated prospectively planned meta-analyses of CHARGE provide results that are virtually identical to a cohort-adjusted pooled analysis of individual level data. This approach--the within-study analysis followed by a between-study meta-analysis--avoids the human subjects issues associated with individual-level data sharing.