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Multimodal and spatially resolved profiling identifies distinct patterns of T-cell infiltration in nodal B-cell lymphoma entities

View ORCID ProfileTobias Roider, Marc A. Baertsch, Donnacha Fitzgerald, View ORCID ProfileHarald Voehringer, View ORCID ProfileBerit J. Brinkmann, View ORCID ProfileFelix Czernilofsky, Mareike Knoll, Laura Llaó-Cid, View ORCID ProfilePeter-Martin Bruch, Nora Liebers, View ORCID ProfileChristian M. Schürch, Verena Passerini, Alexander Brobeil, Gunhild Mechtersheimer, View ORCID ProfileCarsten Müller-Tidow, View ORCID ProfileOliver Weigert, View ORCID ProfileMartina Seiffert, View ORCID ProfileGarry P. Nolan, View ORCID ProfileWolfgang Huber, View ORCID ProfileSascha Dietrich
doi: https://doi.org/10.1101/2022.11.04.514366
Tobias Roider
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
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  • ORCID record for Tobias Roider
  • For correspondence: tobias.roider@embl.de sascha.dietrich@embl.de
Marc A. Baertsch
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
4Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA
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Donnacha Fitzgerald
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
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Harald Voehringer
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
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Berit J. Brinkmann
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
5Clinical Cooperation Unit Molecular Hematology/Oncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
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  • ORCID record for Berit J. Brinkmann
Felix Czernilofsky
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
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Mareike Knoll
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
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Laura Llaó-Cid
6Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
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Peter-Martin Bruch
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
7Department of Hematology and Oncology, University Hospital Düsseldorf, Düsseldorf, Germany
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  • ORCID record for Peter-Martin Bruch
Nora Liebers
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
8National Center for Tumor Diseases (NCT), Heidelberg, Germany
9German Cancer Research Center (DKFZ), Heidelberg, Germany
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Christian M. Schürch
4Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA
10Department of Pathology and Neuropathology, University Hospital and Comprehensive Cancer Center Tübingen, Tübingen, Germany
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  • ORCID record for Christian M. Schürch
Verena Passerini
11Department of Medicine III, Laboratory for Experimental Leukemia and Lymphoma Research (ELLF), Ludwig-Maximilians-University (LMU) Hospital, Munich, Germany
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Alexander Brobeil
12Department of Pathology, University of Heidelberg, Heidelberg, Germany
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Gunhild Mechtersheimer
12Department of Pathology, University of Heidelberg, Heidelberg, Germany
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Carsten Müller-Tidow
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
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Oliver Weigert
9German Cancer Research Center (DKFZ), Heidelberg, Germany
11Department of Medicine III, Laboratory for Experimental Leukemia and Lymphoma Research (ELLF), Ludwig-Maximilians-University (LMU) Hospital, Munich, Germany
13German Cancer Consortium (DKTK), Munich, Germany
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Martina Seiffert
6Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
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  • ORCID record for Martina Seiffert
Garry P. Nolan
14Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
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Wolfgang Huber
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
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Sascha Dietrich
1European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
2Molecular Medicine Partnership Unit (MMPU), Heidelberg, Germany
3Department of Medicine V, Hematology, Oncology and Rheumatology, University of Heidelberg, Heidelberg, Germany
7Department of Hematology and Oncology, University Hospital Düsseldorf, Düsseldorf, Germany
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  • ORCID record for Sascha Dietrich
  • For correspondence: tobias.roider@embl.de sascha.dietrich@embl.de
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Summary

T-cell-engaging immunotherapies have improved the treatment of nodal B-cell lymphoma, but responses vary highly. Future improvements of such therapies require better understanding of the variety of lymphoma-infiltrating T-cells. We employed single-cell RNA and T-cell receptor sequencing alongside quantification of surface proteins, flow cytometry and multiplexed immunofluorescence on 101 lymph nodes from healthy controls, and patients with diffuse large B-cell, mantle cell, follicular, or marginal zone lymphoma. This multimodal resource revealed entity-specific quantitative and spatial aberrations of the T-cell microenvironment. Clonal PD1+ TCF7- but not PD1+ TCF7+ cytotoxic T-cells converged into terminally exhausted T-cells, the proportions of which were variable across entities and linked to inferior prognosis. In follicular and marginal zone lymphoma, we observed expansion of follicular helper and IKZF3+ regulatory T-cells, which were clonally related and inversely associated with tumor grading. Overall, we portray lymphoma-infiltrating T-cells with unprecedented comprehensiveness and decipher both beneficial and adverse dimensions of T-cell response.

Competing Interest Statement

C.M.S. is a scientific advisor to, has stock options in, and has received research funding from Enable Medicine, Inc. G.P.N. is a co-founder and stockholder of Akoya Biosciences, Inc. and inventor on patent US9909167 (On-slide staining by primer extension).

Footnotes

  • ↵17 Lead contact

  • Updating author list and minor changes of the method section.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Multimodal and spatially resolved profiling identifies distinct patterns of T-cell infiltration in nodal B-cell lymphoma entities
Tobias Roider, Marc A. Baertsch, Donnacha Fitzgerald, Harald Voehringer, Berit J. Brinkmann, Felix Czernilofsky, Mareike Knoll, Laura Llaó-Cid, Peter-Martin Bruch, Nora Liebers, Christian M. Schürch, Verena Passerini, Alexander Brobeil, Gunhild Mechtersheimer, Carsten Müller-Tidow, Oliver Weigert, Martina Seiffert, Garry P. Nolan, Wolfgang Huber, Sascha Dietrich
bioRxiv 2022.11.04.514366; doi: https://doi.org/10.1101/2022.11.04.514366
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Multimodal and spatially resolved profiling identifies distinct patterns of T-cell infiltration in nodal B-cell lymphoma entities
Tobias Roider, Marc A. Baertsch, Donnacha Fitzgerald, Harald Voehringer, Berit J. Brinkmann, Felix Czernilofsky, Mareike Knoll, Laura Llaó-Cid, Peter-Martin Bruch, Nora Liebers, Christian M. Schürch, Verena Passerini, Alexander Brobeil, Gunhild Mechtersheimer, Carsten Müller-Tidow, Oliver Weigert, Martina Seiffert, Garry P. Nolan, Wolfgang Huber, Sascha Dietrich
bioRxiv 2022.11.04.514366; doi: https://doi.org/10.1101/2022.11.04.514366

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