In the standard application of variancePartition, these fractions sum to 1 and are always positive by definition. Moreover, the fraction of variation is also interpretable in terms of intra-class correlation, a metric used to assess biological and technical reproducibility [31, 36]. Each gene is processed separately so that only visualization and reporting of genome-wide summary statistics use the results from multiple genes.