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Perturb-map enables CRISPR genomics with spatial resolution and identifies regulators of tumor immune composition

View ORCID ProfileMaxime Dhainaut, Samuel A Rose, Guray Akturk, Aleksandra Wroblewska, Eun Sook Park, Sebastian R Nielsen, Mark Buckup, Vladimir Roudko, Luisanna Pia, Jessica Le Berichel, Anela Bektesevic, Brian H Lee, Alessia Baccarini, Nina Bhardwaj, Adeeb H Rahman, Sacha Gnjatic, Dana Pe’er, Miriam Merad, Brian D Brown
doi: https://doi.org/10.1101/2021.07.13.451021
Maxime Dhainaut
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
3Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
4Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
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  • ORCID record for Maxime Dhainaut
Samuel A Rose
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
5Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY
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Guray Akturk
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
3Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Aleksandra Wroblewska
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Eun Sook Park
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
4Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
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Sebastian R Nielsen
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Mark Buckup
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Vladimir Roudko
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
3Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Luisanna Pia
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Jessica Le Berichel
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Anela Bektesevic
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Brian H Lee
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Alessia Baccarini
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
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Nina Bhardwaj
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
3Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Adeeb H Rahman
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
3Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Sacha Gnjatic
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
3Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Dana Pe’er
5Computational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY
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Miriam Merad
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
3Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Brian D Brown
1Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY
2Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY
3Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
4Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY
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  • For correspondence: brian.brown@mssm.edu
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SUMMARY

The cellular architecture of a tumor, particularly immune composition, has a major impact on cancer outcome, and thus there is an interest in identifying genes that control the tumor microenvironment (TME). While CRISPR screens are helping uncover genes regulating many cell-intrinsic processes, existing approaches are suboptimal for identifying gene functions operating extracellularly or within a tissue context. To address this, we developed an approach for spatial functional genomics called Perturb-map, which utilizes protein barcodes (Pro-Code) to enable spatial detection of barcoded cells within tissue. We show >120 Pro-Codes can be imaged within a tumor, facilitating spatial mapping of 100s of cancer clones. We applied Perturb-map to knockout dozens of genes in parallel in a mouse model of lung cancer and simultaneously assessed how each knockout influenced tumor growth, histopathology, and immune composition. Additionally, we paired Perturb-map and spatial transcriptomics for unbiased molecular analysis of Pro-Code/CRISPR lesions. Our studies found in Tgfbr2 knockout lesions, the TME was converted to a mucinous state and T-cells excluded, which was concomitant with increased TGFβ expression and pathway activation, suggesting Tgfbr2 loss on lung cancer cells enhanced suppressive effects of TGFβ on the TME. These studies establish Perturb-map for functional genomics within a tissue at single cell-resolution with spatial architecture preserved.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted July 14, 2021.
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Perturb-map enables CRISPR genomics with spatial resolution and identifies regulators of tumor immune composition
Maxime Dhainaut, Samuel A Rose, Guray Akturk, Aleksandra Wroblewska, Eun Sook Park, Sebastian R Nielsen, Mark Buckup, Vladimir Roudko, Luisanna Pia, Jessica Le Berichel, Anela Bektesevic, Brian H Lee, Alessia Baccarini, Nina Bhardwaj, Adeeb H Rahman, Sacha Gnjatic, Dana Pe’er, Miriam Merad, Brian D Brown
bioRxiv 2021.07.13.451021; doi: https://doi.org/10.1101/2021.07.13.451021
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Perturb-map enables CRISPR genomics with spatial resolution and identifies regulators of tumor immune composition
Maxime Dhainaut, Samuel A Rose, Guray Akturk, Aleksandra Wroblewska, Eun Sook Park, Sebastian R Nielsen, Mark Buckup, Vladimir Roudko, Luisanna Pia, Jessica Le Berichel, Anela Bektesevic, Brian H Lee, Alessia Baccarini, Nina Bhardwaj, Adeeb H Rahman, Sacha Gnjatic, Dana Pe’er, Miriam Merad, Brian D Brown
bioRxiv 2021.07.13.451021; doi: https://doi.org/10.1101/2021.07.13.451021

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