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Orthogonal CRISPR screens to identify transcriptional and epigenetic regulators of human CD8 T cell function

Sean R. McCutcheon, Adam M. Swartz, Michael C. Brown, Alejandro Barrera, Christian McRoberts Amador, Keith Siklenka, Lucas Humayun, James M. Isaacs, Timothy E. Reddy, Smita Nair, Scott Antonia, View ORCID ProfileCharles A. Gersbach
doi: https://doi.org/10.1101/2023.05.01.538906
Sean R. McCutcheon
1Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
2Center for Advanced Genomic Technologies, Duke University, Durham, NC 27708, USA
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Adam M. Swartz
3Department of Surgery, Duke University Medical Center, Durham, NC 27710, USA
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Michael C. Brown
4Department of Neurosurgery, Duke University School of Medicine, Durham, NC 27710, USA
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Alejandro Barrera
2Center for Advanced Genomic Technologies, Duke University, Durham, NC 27708, USA
5Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC 27710, USA
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Christian McRoberts Amador
2Center for Advanced Genomic Technologies, Duke University, Durham, NC 27708, USA
6Department of Pharmacology and Cancer Biology, Durham, NC 27710, USA
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Keith Siklenka
2Center for Advanced Genomic Technologies, Duke University, Durham, NC 27708, USA
5Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC 27710, USA
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Lucas Humayun
1Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
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James M. Isaacs
7Duke Cancer Institute Center for Cancer Immunotherapy, Duke University School of Medicine, Durham, NC 27710, USA
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Timothy E. Reddy
1Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
2Center for Advanced Genomic Technologies, Duke University, Durham, NC 27708, USA
5Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC 27710, USA
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Smita Nair
3Department of Surgery, Duke University Medical Center, Durham, NC 27710, USA
7Duke Cancer Institute Center for Cancer Immunotherapy, Duke University School of Medicine, Durham, NC 27710, USA
8Department of Pathology, Duke University School of Medicine, Durham, NC 27710, USA
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Scott Antonia
7Duke Cancer Institute Center for Cancer Immunotherapy, Duke University School of Medicine, Durham, NC 27710, USA
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Charles A. Gersbach
1Department of Biomedical Engineering, Duke University, Durham, NC 27708, USA
2Center for Advanced Genomic Technologies, Duke University, Durham, NC 27708, USA
3Department of Surgery, Duke University Medical Center, Durham, NC 27710, USA
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  • ORCID record for Charles A. Gersbach
  • For correspondence: charles.gersbach@duke.edu
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Abstract

The clinical response to adoptive T cell therapies is strongly associated with transcriptional and epigenetic state. Thus, technologies to discover regulators of T cell gene networks and their corresponding phenotypes have great potential to improve the efficacy of T cell therapies. We developed pooled CRISPR screening approaches with compact epigenome editors to systematically profile the effects of activation and repression of 120 transcription factors and epigenetic modifiers on human CD8+ T cell state. These screens nominated known and novel regulators of T cell phenotypes with BATF3 emerging as a high confidence gene in both screens. We found that BATF3 overexpression promoted specific features of memory T cells such as increased IL7R expression and glycolytic capacity, while attenuating gene programs associated with cytotoxicity, regulatory T cell function, and T cell exhaustion. In the context of chronic antigen stimulation, BATF3 overexpression countered phenotypic and epigenetic signatures of T cell exhaustion. CAR T cells overexpressing BATF3 significantly outperformed control CAR T cells in both in vitro and in vivo tumor models. Moreover, we found that BATF3 programmed a transcriptional profile that correlated with positive clinical response to adoptive T cell therapy. Finally, we performed CRISPR knockout screens with and without BATF3 overexpression to define co-factors and downstream factors of BATF3, as well as other therapeutic targets. These screens pointed to a model where BATF3 interacts with JUNB and IRF4 to regulate gene expression and illuminated several other novel targets for further investigation.

Competing Interest Statement

S.R.M. and C.A.G. are named inventors on patent applications related to epigenome engineering technologies in primary human T cells. S.R.M. is a consultant for Tune Therapeutics. C.A.G. is a co-founder of Tune Therapeutics and Locus Biosciences, and is an advisor to Sarepta Therapeutics.

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 4.0 International license.
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Posted May 01, 2023.
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Orthogonal CRISPR screens to identify transcriptional and epigenetic regulators of human CD8 T cell function
Sean R. McCutcheon, Adam M. Swartz, Michael C. Brown, Alejandro Barrera, Christian McRoberts Amador, Keith Siklenka, Lucas Humayun, James M. Isaacs, Timothy E. Reddy, Smita Nair, Scott Antonia, Charles A. Gersbach
bioRxiv 2023.05.01.538906; doi: https://doi.org/10.1101/2023.05.01.538906
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Orthogonal CRISPR screens to identify transcriptional and epigenetic regulators of human CD8 T cell function
Sean R. McCutcheon, Adam M. Swartz, Michael C. Brown, Alejandro Barrera, Christian McRoberts Amador, Keith Siklenka, Lucas Humayun, James M. Isaacs, Timothy E. Reddy, Smita Nair, Scott Antonia, Charles A. Gersbach
bioRxiv 2023.05.01.538906; doi: https://doi.org/10.1101/2023.05.01.538906

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