Substituting missing data in compositional analysis

► Missing values in multivariate data sets must be substituted prior to analysis. ► The substituted values can modify the structure of the data set. ► We developed a method to estimate the magnitude of the alterations. ► The method is simple and based on the Mantel test. ► The method allowed the identification of problematic variables in a sample data set.