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

Author

Listed:
  • Jonathan A. Griffiths

    (University of Cambridge)

  • Arianne C. Richard

    (University of Cambridge
    University of Cambridge)

  • Karsten Bach

    (University of Cambridge)

  • Aaron T. L. Lun

    (University of Cambridge)

  • John C. Marioni

    (University of Cambridge
    Wellcome Genome Campus
    Wellcome Genome Campus)

Abstract

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.

Suggested Citation

  • Jonathan A. Griffiths & Arianne C. Richard & Karsten Bach & Aaron T. L. Lun & John C. Marioni, 2018. "Detection and removal of barcode swapping in single-cell RNA-seq data," Nature Communications, Nature, vol. 9(1), pages 1-6, December.
  • Handle: RePEc:nat:natcom:v:9:y:2018:i:1:d:10.1038_s41467-018-05083-x
    DOI: 10.1038/s41467-018-05083-x
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    Cited by:

    1. Karina F. Rodriguez & Paula R. Brown & Ciro M. Amato & Barbara Nicol & Chia-Feng Liu & Xin Xu & Humphrey Hung-Chang Yao, 2022. "Somatic cell fate maintenance in mouse fetal testes via autocrine/paracrine action of AMH and activin B," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    2. Jixing Zhong & Rita Aires & Georgios Tsissios & Evangelia Skoufa & Kerstin Brandt & Tatiana Sandoval-Guzmán & Can Aztekin, 2023. "Multi-species atlas resolves an axolotl limb development and regeneration paradox," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    3. Arthur Dondi & Ulrike Lischetti & Francis Jacob & Franziska Singer & Nico Borgsmüller & Ricardo Coelho & Viola Heinzelmann-Schwarz & Christian Beisel & Niko Beerenwinkel, 2023. "Detection of isoforms and genomic alterations by high-throughput full-length single-cell RNA sequencing in ovarian cancer," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    4. Zijian Ni & Aman Prasad & Shuyang Chen & Richard B. Halberg & Lisa M. Arkin & Beth A. Drolet & Michael A. Newton & Christina Kendziorski, 2022. "SpotClean adjusts for spot swapping in spatial transcriptomics data," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    5. Hiroki Furuya & Yosuke Toda & Arifumi Iwata & Mizuki Kanai & Kodai Kato & Takashi Kumagai & Takahiro Kageyama & Shigeru Tanaka & Lisa Fujimura & Akemi Sakamoto & Masahiko Hatano & Akira Suto & Kotaro , 2024. "Stage-specific GATA3 induction promotes ILC2 development after lineage commitment," Nature Communications, Nature, vol. 15(1), pages 1-16, December.

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