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spinDrop: a droplet microfluidic platform to maximise single-cell sequencing information content

Author

Listed:
  • Joachim Jonghe

    (University of Cambridge
    Francis Crick Institute)

  • Tomasz S. Kaminski

    (University of Cambridge
    University of Warsaw)

  • David B. Morse

    (University of Cambridge)

  • Marcin Tabaka

    (International Centre for Translational Eye Research
    Institute of Physical Chemistry, Polish Academy of Sciences)

  • Anna L. Ellermann

    (University of Cambridge)

  • Timo N. Kohler

    (University of Cambridge)

  • Gianluca Amadei

    (University of Cambridge)

  • Charlotte E. Handford

    (University of Cambridge)

  • Gregory M. Findlay

    (Francis Crick Institute)

  • Magdalena Zernicka-Goetz

    (University of Cambridge
    California Institute of Technology, Division of Biology and Biological Engineering)

  • Sarah A. Teichmann

    (Wellcome Sanger Institute, Wellcome Genome Campus)

  • Florian Hollfelder

    (University of Cambridge)

Abstract

Droplet microfluidic methods have massively increased the throughput of single-cell sequencing campaigns. The benefit of scale-up is, however, accompanied by increased background noise when processing challenging samples and the overall RNA capture efficiency is lower. These drawbacks stem from the lack of strategies to enrich for high-quality material or specific cell types at the moment of cell encapsulation and the absence of implementable multi-step enzymatic processes that increase capture. Here we alleviate both bottlenecks using fluorescence-activated droplet sorting to enrich for droplets that contain single viable cells, intact nuclei, fixed cells or target cell types and use reagent addition to droplets by picoinjection to perform multi-step lysis and reverse transcription. Our methodology increases gene detection rates fivefold, while reducing background noise by up to half. We harness these properties to deliver a high-quality molecular atlas of mouse brain development, despite starting with highly damaged input material, and provide an atlas of nascent RNA transcription during mouse organogenesis. Our method is broadly applicable to other droplet-based workflows to deliver sensitive and accurate single-cell profiling at a reduced cost.

Suggested Citation

  • Joachim Jonghe & Tomasz S. Kaminski & David B. Morse & Marcin Tabaka & Anna L. Ellermann & Timo N. Kohler & Gianluca Amadei & Charlotte E. Handford & Gregory M. Findlay & Magdalena Zernicka-Goetz & Sa, 2023. "spinDrop: a droplet microfluidic platform to maximise single-cell sequencing information content," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-40322-w
    DOI: 10.1038/s41467-023-40322-w
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    References listed on IDEAS

    as
    1. Johannes W. Bagnoli & Christoph Ziegenhain & Aleksandar Janjic & Lucas E. Wange & Beate Vieth & Swati Parekh & Johanna Geuder & Ines Hellmann & Wolfgang Enard, 2018. "Sensitive and powerful single-cell RNA sequencing using mcSCRB-seq," Nature Communications, Nature, vol. 9(1), pages 1-8, December.
    2. Gioele La Manno & Ruslan Soldatov & Amit Zeisel & Emelie Braun & Hannah Hochgerner & Viktor Petukhov & Katja Lidschreiber & Maria E. Kastriti & Peter Lönnerberg & Alessandro Furlan & Jean Fan & Lars E, 2018. "RNA velocity of single cells," Nature, Nature, vol. 560(7719), pages 494-498, August.
    3. Gianluca Amadei & Charlotte E. Handford & Chengxiang Qiu & Joachim De Jonghe & Hannah Greenfeld & Martin Tran & Beth K. Martin & Dong-Yuan Chen & Alejandro Aguilera-Castrejon & Jacob H. Hanna & Michae, 2022. "Embryo model completes gastrulation to neurulation and organogenesis," Nature, Nature, vol. 610(7930), pages 143-153, October.
    4. Nadim Aizarani & Antonio Saviano & Sagar & Laurent Mailly & Sarah Durand & Josip S. Herman & Patrick Pessaux & Thomas F. Baumert & Dominic Grün, 2019. "A human liver cell atlas reveals heterogeneity and epithelial progenitors," Nature, Nature, vol. 572(7768), pages 199-204, August.
    5. Junyue Cao & Malte Spielmann & Xiaojie Qiu & Xingfan Huang & Daniel M. Ibrahim & Andrew J. Hill & Fan Zhang & Stefan Mundlos & Lena Christiansen & Frank J. Steemers & Cole Trapnell & Jay Shendure, 2019. "The single-cell transcriptional landscape of mammalian organogenesis," Nature, Nature, vol. 566(7745), pages 496-502, February.
    6. Gioele La Manno & Kimberly Siletti & Alessandro Furlan & Daniel Gyllborg & Elin Vinsland & Alejandro Mossi Albiach & Christoffer Mattsson Langseth & Irina Khven & Alex R. Lederer & Lisa M. Dratva & An, 2021. "Molecular architecture of the developing mouse brain," Nature, Nature, vol. 596(7870), pages 92-96, August.
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