10XGenomics / cellranger

10x Genomics Single Cell Analysis
https://www.10xgenomics.com/support/software/cell-ranger
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high variable genes #108

Closed wangjiawen2013 closed 3 years ago

wangjiawen2013 commented 3 years ago

Hi, Seurat and scanpy often select high variable genes for the downstream analysis. Which genes cellranger uses to perfrom dimensionality reduction ?

evolvedmicrobe commented 3 years ago

Cell Ranger uses all genes with effectively non-zero UMI counts in the matrix for downstream dimensionality reduction. The PCA methods it uses can perform dimensionality reduction on full matrices, and in general genes with little variance do not contribute much to the top PCs relative to those that do.