Analytic Pearson residuals for normalization of single-cell RNA-seq UMI data

Standard preprocessing of single-cell RNA-seq UMI data includes normalization by sequencing depth to remove this technical variability, and nonlinear transformation to stabilize the variance across genes with different expression levels.