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Systematic determination of the mitochondrial proportion in human and mice tissues for single-cell RNA-sequencing data quality control
Author(s) -
Daniel Osorio,
James J. Cai
Publication year - 2020
Publication title -
bioinformatics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 3.599
H-Index - 390
eISSN - 1367-4811
pISSN - 1367-4803
DOI - 10.1093/bioinformatics/btaa751
Subject(s) - mitochondrial dna , computational biology , metric (unit) , biology , filter (signal processing) , cell , rna , quality (philosophy) , computer science , genetics , gene , physics , engineering , operations management , quantum mechanics , computer vision
Quality control (QC) is a critical step in single-cell RNA-seq (scRNA-seq) data analysis. Low-quality cells are removed from the analysis during the QC process to avoid misinterpretation of the data. An important QC metric is the mitochondrial proportion (mtDNA%), which is used as a threshold to filter out low-quality cells. Early publications in the field established a threshold of 5% and since then, it has been used as a default in several software packages for scRNA-seq data analysis, and adopted as a standard in many scRNA-seq studies. However, the validity of using a uniform threshold across different species, single-cell technologies, tissues and cell types has not been adequately assessed.

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