SCnorm allows for robust normalization of scRNA-seq data when the count–depth relationship is common across genes, as in a bulk RNA-seq experiment (or a deeply sequenced scRNA-seq experiment ...

This Perspective examines single-cell RNA-seq data challenges and the need for normalization methods designed specifically for single-cell data in order to remove technical biases.