Detection and removal of barcode swapping in single-cell RNA-seq data

被引:179
作者
Griffiths, Jonathan A. [1 ]
Richard, Arianne C. [1 ,2 ]
Bach, Karsten [3 ]
Lun, Aaron T. L. [1 ]
Marioni, John C. [1 ,4 ,5 ]
机构
[1] Univ Cambridge, Canc Res UK Cambridge Inst, Cambridge CB2 0RE, England
[2] Univ Cambridge, Cambridge Inst Med Res, Cambridge CB2 0XY, England
[3] Univ Cambridge, Dept Pharmacol, Cambridge CB2 1PD, England
[4] EBI, EMBL, Wellcome Genome Campus, Hinxton CB10 1SD, England
[5] Wellcome Sanger Inst, Wellcome Genome Campus, Hinxton CB10 1SA, England
基金
英国惠康基金;
关键词
STEM;
D O I
10.1038/s41467-018-05083-x
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Barcode swapping results in the mislabelling of sequencing reads between multiplexed samples on patterned flow-cell Illumina sequencing machines. This may compromise the validity of numerous genomic assays; however, the severity and consequences of barcode swapping remain poorly understood. We have used two statistical approaches to robustly quantify the fraction of swapped reads in two plate-based single-cell RNA-sequencing datasets. We found that approximately 2.5% of reads were mislabelled between samples on the HiSeq 4000, which is lower than previous reports. We observed no correlation between the swapped fraction of reads and the concentration of free barcode across plates. Furthermore, we have demonstrated that barcode swapping may generate complex but artefactual cell libraries in droplet-based single-cell RNA-sequencing studies. To eliminate these artefacts, we have developed an algorithm to exclude individual molecules that have swapped between samples in 10x Genomics experiments, allowing the continued use of cutting-edge sequencing machines for these assays.
引用
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页数:6
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