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

被引:160
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
来源
NATURE COMMUNICATIONS | 2018年 / 9卷
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
07 ; 0710 ; 09 ;
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
收藏
页数:6
相关论文
共 18 条
  • [1] Differentiation dynamics of mammary epithelial cells revealed by single-cell RNA sequencing
    Bach, Karsten
    Pensa, Sara
    Grzelak, Marta
    Hadfield, James
    Adams, David J.
    Marioni, John C.
    Khaled, Walid T.
    [J]. NATURE COMMUNICATIONS, 2017, 8
  • [2] Characterization and remediation of sample index swaps by non-redundant dual indexing on massively parallel sequencing platforms
    Costello, Maura
    Fleharty, Mark
    Abreu, Justin
    Farjoun, Yossi
    Ferriera, Steven
    Holmes, Laurie
    Granger, Brian
    Green, Lisa
    Howd, Tom
    Mason, Tamara
    Vicente, Gina
    Dasilva, Michael
    Brodeur, Wendy
    DeSmet, Timothy
    Dodge, Sheila
    Lennon, Niall J.
    Gabriel, Stacey
    [J]. BMC GENOMICS, 2018, 19
  • [3] Perturb-Seq: Dissecting Molecular Circuits with Scalable Single-Cell RNA Profiling of Pooled Genetic Screens
    Dixit, Atray
    Pamas, Oren
    Li, Biyu
    Chen, Jenny
    Fulco, Charles P.
    Jerby-Amon, Livnat
    Marjanovic, Nemanja D.
    Dionne, Danielle
    Burks, Tyler
    Raychowdhury, Raktima
    Adamson, Britt
    Norman, Thomas M.
    Lander, Eric S.
    Weissman, Jonathan S.
    Friedman, Nir
    Regev, Aviv
    [J]. CELL, 2016, 167 (07) : 1853 - +
  • [4] CEL-Seq2: sensitive highly-multiplexed single-cell RNA-Seq
    Hashimshony, Tamar
    Senderovich, Naftalie
    Avital, Gal
    Klochendler, Agnes
    de Leeuw, Yaron
    Anavy, Leon
    Gennert, Dave
    Li, Shuqiang
    Livak, Kenneth J.
    Rozenblatt-Rosen, Orit
    Dor, Yuval
    Regev, Aviv
    Yanai, Itai
    [J]. GENOME BIOLOGY, 2016, 17
  • [5] Massively Parallel Single-Cell RNA-Seq for Marker-Free Decomposition of Tissues into Cell Types
    Jaitin, Diego Adhemar
    Kenigsberg, Ephraim
    Keren-Shaul, Hadas
    Elefant, Naama
    Paul, Franziska
    Zaretsky, Irina
    Mildner, Alexander
    Cohen, Nadav
    Jung, Steffen
    Tanay, Amos
    Amit, Ido
    [J]. SCIENCE, 2014, 343 (6172) : 776 - 779
  • [6] Computational correction of index switching in multiplexed sequencing libraries
    Larsson, Anton J. M.
    Stanley, Geoff
    Sinha, Rahul
    Weissman, Irving L.
    Sandberg, Rickard
    [J]. NATURE METHODS, 2018, 15 (05) : 305 - 307
  • [7] Lun Aaron T L, 2016, F1000Res, V5, P2122
  • [8] Lun ATL, 2018, DISTINGUISHING CELLS, P234872
  • [9] Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets
    Macosko, Evan Z.
    Basu, Anindita
    Satija, Rahul
    Nemesh, James
    Shekhar, Karthik
    Goldman, Melissa
    Tirosh, Itay
    Bialas, Allison R.
    Kamitaki, Nolan
    Martersteck, Emily M.
    Trombetta, John J.
    Weitz, David A.
    Sanes, Joshua R.
    Shalek, Alex K.
    Regev, Aviv
    McCarroll, Steven A.
    [J]. CELL, 2015, 161 (05) : 1202 - 1214
  • [10] A single-cell resolution map of mouse hematopoietic stem and progenitor cell differentiation
    Nestorowa, Sonia
    Hamey, Fiona K.
    Sala, Blanca Pijuan
    Diamanti, Evangelia
    Shepherd, Mairi
    Laurenti, Elisa
    Wilson, Nicola K.
    Kent, David G.
    Gottgens, Berthold
    [J]. BLOOD, 2016, 128 (08) : E20 - E31