SampleQC: SampleQC: robust multivariate, multi-celltype, multi-sample...

SampleQCR Documentation

SampleQC: robust multivariate, multi-celltype, multi-sample quality control for single cell RNA-seq

Description

SampleQC is an R package for robust multivariate, multi- celltype, multi-sample quality control for single cell RNA-seq. Unimodal approaches to QC, such as scater, may preferentially remove healthy cells from celltypes with extreme QC statistics, introducing bias. SampleQC removes this bias by fitting a Gaussian mixture model. The fit is done across multiple celltypes simultaneously, and using robust estimators allows it to find the distributions in the (expected) presence of outliers.


wmacnair/SampleQC documentation built on Nov. 18, 2022, 5 p.m.