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Characterisation of tumour microenvironment remodelling following oncogene inhibition in preclinical studies with imaging mass cytometry

Author

Listed:
  • Febe Maldegem

    (Oncogene Biology Laboratory, The Francis Crick Institute
    Amsterdam UMC, Vrije Universiteit Amsterdam)

  • Karishma Valand

    (Oncogene Biology Laboratory, The Francis Crick Institute)

  • Megan Cole

    (Oncogene Biology Laboratory, The Francis Crick Institute)

  • Harshil Patel

    (Bioinformatics and Biostatistics Science Technology Platform, The Francis Crick Institute)

  • Mihaela Angelova

    (Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute)

  • Sareena Rana

    (Oncogene Biology Laboratory, The Francis Crick Institute
    Institute of Cancer Research)

  • Emma Colliver

    (Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute)

  • Katey Enfield

    (Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute)

  • Nourdine Bah

    (Bioinformatics and Biostatistics Science Technology Platform, The Francis Crick Institute)

  • Gavin Kelly

    (Bioinformatics and Biostatistics Science Technology Platform, The Francis Crick Institute)

  • Victoria Siu Kwan Tsang

    (Oncogene Biology Laboratory, The Francis Crick Institute)

  • Edurne Mugarza

    (Oncogene Biology Laboratory, The Francis Crick Institute)

  • Christopher Moore

    (Oncogene Biology Laboratory, The Francis Crick Institute)

  • Philip Hobson

    (Flow Cytometry Science Technology Platform, The Francis Crick Institute)

  • Dina Levi

    (Flow Cytometry Science Technology Platform, The Francis Crick Institute)

  • Miriam Molina-Arcas

    (Oncogene Biology Laboratory, The Francis Crick Institute)

  • Charles Swanton

    (Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute
    Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute)

  • Julian Downward

    (Oncogene Biology Laboratory, The Francis Crick Institute
    Institute of Cancer Research)

Abstract

Mouse models are critical in pre-clinical studies of cancer therapy, allowing dissection of mechanisms through chemical and genetic manipulations that are not feasible in the clinical setting. In studies of the tumour microenvironment (TME), multiplexed imaging methods can provide a rich source of information. However, the application of such technologies in mouse tissues is still in its infancy. Here we present a workflow for studying the TME using imaging mass cytometry with a panel of 27 antibodies on frozen mouse tissues. We optimise and validate image segmentation strategies and automate the process in a Nextflow-based pipeline (imcyto) that is scalable and portable, allowing for parallelised segmentation of large multi-image datasets. With these methods we interrogate the remodelling of the TME induced by a KRAS G12C inhibitor in an immune competent mouse orthotopic lung cancer model, highlighting the infiltration and activation of antigen presenting cells and effector cells.

Suggested Citation

  • Febe Maldegem & Karishma Valand & Megan Cole & Harshil Patel & Mihaela Angelova & Sareena Rana & Emma Colliver & Katey Enfield & Nourdine Bah & Gavin Kelly & Victoria Siu Kwan Tsang & Edurne Mugarza &, 2021. "Characterisation of tumour microenvironment remodelling following oncogene inhibition in preclinical studies with imaging mass cytometry," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:12:y:2021:i:1:d:10.1038_s41467-021-26214-x
    DOI: 10.1038/s41467-021-26214-x
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    Cited by:

    1. Alastair Magness & Emma Colliver & Katey S. S. Enfield & Claudia Lee & Masako Shimato & Emer Daly & David A. Moore & Monica Sivakumar & Karishma Valand & Dina Levi & Crispin T. Hiley & Philip S. Hobso, 2024. "Deep cell phenotyping and spatial analysis of multiplexed imaging with TRACERx-PHLEX," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    2. Michele Bortolomeazzi & Lucia Montorsi & Damjan Temelkovski & Mohamed Reda Keddar & Amelia Acha-Sagredo & Michael J. Pitcher & Gianluca Basso & Luigi Laghi & Manuel Rodriguez-Justo & Jo Spencer & Fran, 2022. "A SIMPLI (Single-cell Identification from MultiPLexed Images) approach for spatially-resolved tissue phenotyping at single-cell resolution," Nature Communications, Nature, vol. 13(1), pages 1-14, December.

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