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Plattner C, Lamberti G, Blattmann P, Kirchmair A, Rieder D, Loncova Z, Sturm G, Scheidl S, Ijsselsteijn M, Fotakis G, Noureen A, Lisandrelli R, Böck N, Nemati N, Krogsdam A, Daum S, Finotello F, Somarakis A, Schäfer A, Wilflingseder D, Gonzalez Acera M, Öfner D, Huber LA, Clevers H, Becker C, Farin HF, Greten FR, Aebersold R, de Miranda NF, Trajanoski Z. Functional and spatial proteomics profiling reveals intra- and intercellular signaling crosstalk in colorectal cancer. iScience 2023; 26:108399. [PMID: 38047086 PMCID: PMC10692669 DOI: 10.1016/j.isci.2023.108399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Revised: 04/21/2023] [Accepted: 11/02/2023] [Indexed: 12/05/2023] Open
Abstract
Precision oncology approaches for patients with colorectal cancer (CRC) continue to lag behind other solid cancers. Functional precision oncology-a strategy that is based on perturbing primary tumor cells from cancer patients-could provide a road forward to personalize treatment. We extend this paradigm to measuring proteome activity landscapes by acquiring quantitative phosphoproteomic data from patient-derived organoids (PDOs). We show that kinase inhibitors induce inhibitor- and patient-specific off-target effects and pathway crosstalk. Reconstruction of the kinase networks revealed that the signaling rewiring is modestly affected by mutations. We show non-genetic heterogeneity of the PDOs and upregulation of stemness and differentiation genes by kinase inhibitors. Using imaging mass-cytometry-based profiling of the primary tumors, we characterize the tumor microenvironment (TME) and determine spatial heterocellular crosstalk and tumor-immune cell interactions. Collectively, we provide a framework for inferring tumor cell intrinsic signaling and external signaling from the TME to inform precision (immuno-) oncology in CRC.
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Affiliation(s)
- Christina Plattner
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Giorgia Lamberti
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Peter Blattmann
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8092 Zurich, Switzerland
| | - Alexander Kirchmair
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Dietmar Rieder
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Zuzana Loncova
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Gregor Sturm
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Stefan Scheidl
- Department of Visceral, Transplant and Thoracic Surgery, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Marieke Ijsselsteijn
- Department of Pathology, Leiden University Medical Center, 2333 ZA Leiden, the Netherlands
| | - Georgios Fotakis
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Asma Noureen
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Rebecca Lisandrelli
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Nina Böck
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Niloofar Nemati
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Anne Krogsdam
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Sophia Daum
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Francesca Finotello
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Antonios Somarakis
- Department of Radiology, Leiden University Medical Center, 2333 ZA Leiden, the Netherlands
| | - Alexander Schäfer
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8092 Zurich, Switzerland
| | - Doris Wilflingseder
- Institute of Hygiene and Medical Microbiology, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Miguel Gonzalez Acera
- Department of Medicine 1, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU) and Universitätsklinikum Erlangen, 91054 Erlangen, Germany
| | - Dietmar Öfner
- Department of Visceral, Transplant and Thoracic Surgery, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Lukas A. Huber
- Biocenter, Institute of Cell Biology, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Hans Clevers
- Hubrecht Institute, 3584 CT Utrecht, the Netherlands
| | - Christoph Becker
- Department of Medicine 1, Friedrich-Alexander Universität Erlangen-Nürnberg (FAU) and Universitätsklinikum Erlangen, 91054 Erlangen, Germany
| | - Henner F. Farin
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, 60596 Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, 60596 Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), partner site Frankfurt/Mainz, a partnership with DKFZ Heidelberg, Frankfurt/Mainz, Germany
| | - Florian R. Greten
- Institute for Tumor Biology and Experimental Therapy, Georg-Speyer-Haus, 60596 Frankfurt am Main, Germany
- Frankfurt Cancer Institute, Goethe University, 60596 Frankfurt am Main, Germany
- German Cancer Consortium (DKTK), partner site Frankfurt/Mainz, a partnership with DKFZ Heidelberg, Frankfurt/Mainz, Germany
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, 8092 Zurich, Switzerland
| | - Noel F.C.C. de Miranda
- Department of Pathology, Leiden University Medical Center, 2333 ZA Leiden, the Netherlands
| | - Zlatko Trajanoski
- Biocenter, Institute of Bioinformatics, Medical University of Innsbruck, 6020 Innsbruck, Austria
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Van De Haar J, de Vries N, Veninga V, Chalabi M, Ijsselsteijn M, van der Ploeg M, van den Bulk J, Ruano D, Haanen J, Schumacher T, Wessels L, Koning F, de Miranda N, Voest E. 733MO γδT cells are effectors of immune checkpoint blockade in mismatch repair-deficient colon cancers with antigen presentation defects. Ann Oncol 2022. [DOI: 10.1016/j.annonc.2022.07.859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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Abdulrahman Z, Santegoets S, Sturm G, Charoentong P, Ijsselsteijn M, Somarakis A, Höllt T, Finotello F, Trajanoski Z, Egmond SV, Mustafa D, Welters M, Miranda ND, Burg SVD. 35 Chemokine-driven spatial organization of immune cell microaggregates marks oropharyngeal squamous cell carcinomas containing tumor-specific T cells. J Immunother Cancer 2021. [DOI: 10.1136/jitc-2021-sitc2021.035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
BackgroundOropharyngeal squamous cell carcinoma (OPSCC) is the most prevalent type of head and neck cancer. The survival of patients with OPSCC is tightly linked to the intratumoral presence of tumor-specific CD4+ and CD8+ T cells. Yet, immunotherapy is currently far from effective in OPSCC partly due to our limited understanding of its immune microenvironment.MethodsHere a multi-modal, high-dimensional approach was used to dissect the immune landscape in a unique cohort of pre-therapy OPSCC patient samples (n=20) in which intratumoral tumor-specific T cells were either detected (immune response positive, IR+) or not (IR-). This included imaging mass cytometry (Hyperion) for high-dimensional phenotyping, spatial localization and interaction analyses of the cells in the tumor mircoenvironment with our newly developed imaging processing pipeline employing machine learning, Nanostring PanCancer IO360 panel analysis of immune signaling pathways, and combined single-cell gene expression profiling and T cell receptor sequencing (scRNAseq) to characterize the transcriptional states of clonally expanded tumor-infiltrating T cells.ResultsImmune cell infiltration in IR+ tumors is stronger and highly coordinated, with a distinct spatial phenotypic signature characterized by microaggregates of tumor-resident (CD103+) CD8+ and CD4+ T cells and dendritic cells within the tumor cell beds, which retained after permutation based correction for differences in cell frequencies. Furthermore, the increased expression of CXCL12 and LTB produced by CD4+ T cells, both involved in the spatial organization of immune cell infiltration, and the clonal expansion of CD8+ T cells producing the DC-attracting chemokines CCL4 or XCL1 in IR+ OPSCC, indicate that tumor-reactive T cells act as a positive feedback loop in the formation of these aggregates. The impact of these chemokines on local immunity and clinical outcome was confirmed in an independent TCGA OPSCC cohort. In contrast, the IR- OPSCC signature comprised spatial interactions between lymphocytes and different subpopulations of immunosuppressive myeloid cells.ConclusionsOur study reveals that the chemokine-driven spatial immune signature of OPSCC has strong potential as a prognostic and predictive biomarker. While the immune signature of IR+ OPSCC suggests potential benefit from neoadjuvant immunotherapeutic approaches to limit the side effects of current radio(chemo)therapy, that of IR- OPSCC calls for strategies focused on stimulating T cells and counteracting immune suppressive mechanisms.
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Finotello F, Mayer C, Plattner C, Laschober G, Rieder D, Hackl H, Krogsdam A, Loncova Z, Posch W, Wilflingseder D, Sopper S, Ijsselsteijn M, Brouwer TP, Johnson D, Xu Y, Wang Y, Sanders ME, Estrada MV, Ericsson-Gonzalez P, Charoentong P, Balko J, da Cunha Carvalho de Miranda NF, Trajanoski Z. Correction to: Molecular and pharmacological modulators of the tumor immune contexture revealed by deconvolution of RNA-seq data. Genome Med 2019; 11:50. [PMID: 31358023 PMCID: PMC6661746 DOI: 10.1186/s13073-019-0655-5] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Accepted: 07/08/2019] [Indexed: 11/30/2022] Open
Affiliation(s)
- Francesca Finotello
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Clemens Mayer
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Christina Plattner
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Gerhard Laschober
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Dietmar Rieder
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Hubert Hackl
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Anne Krogsdam
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Zuzana Loncova
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Wilfried Posch
- Division of Hygiene and Medical Microbiology, Medical University of Innsbruck, Innsbruck, Austria
| | - Doris Wilflingseder
- Division of Hygiene and Medical Microbiology, Medical University of Innsbruck, Innsbruck, Austria
| | - Sieghart Sopper
- Department of Haematology and Oncology, Medical University of Innsbruck, Innsbruck, Austria
| | - Marieke Ijsselsteijn
- Department of Pathology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Thomas P Brouwer
- Department of Pathology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Douglas Johnson
- Vanderbilt University, Nashville, TN, USA.,Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Yaomin Xu
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Yu Wang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Melinda E Sanders
- Department Pathology Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Monica V Estrada
- Department Pathology Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Paula Ericsson-Gonzalez
- Department Pathology Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Pornpimol Charoentong
- Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany.,Division of Translational Immunotherapy, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Justin Balko
- Vanderbilt University, Nashville, TN, USA.,Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Zlatko Trajanoski
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria. .,Austrian Drug Screening Institute, Innrain 66A, Innsbruck, Austria.
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Finotello F, Mayer C, Plattner C, Laschober G, Rieder D, Hackl H, Krogsdam A, Loncova Z, Posch W, Wilflingseder D, Sopper S, Ijsselsteijn M, Brouwer TP, Johnson D, Xu Y, Wang Y, Sanders ME, Estrada MV, Ericsson-Gonzalez P, Charoentong P, Balko J, de Miranda NFDCC, Trajanoski Z. Molecular and pharmacological modulators of the tumor immune contexture revealed by deconvolution of RNA-seq data. Genome Med 2019; 11:34. [PMID: 31126321 PMCID: PMC6534875 DOI: 10.1186/s13073-019-0638-6] [Citation(s) in RCA: 636] [Impact Index Per Article: 127.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2018] [Accepted: 04/09/2019] [Indexed: 12/26/2022] Open
Abstract
We introduce quanTIseq, a method to quantify the fractions of ten immune cell types from bulk RNA-sequencing data. quanTIseq was extensively validated in blood and tumor samples using simulated, flow cytometry, and immunohistochemistry data.quanTIseq analysis of 8000 tumor samples revealed that cytotoxic T cell infiltration is more strongly associated with the activation of the CXCR3/CXCL9 axis than with mutational load and that deconvolution-based cell scores have prognostic value in several solid cancers. Finally, we used quanTIseq to show how kinase inhibitors modulate the immune contexture and to reveal immune-cell types that underlie differential patients' responses to checkpoint blockers.Availability: quanTIseq is available at http://icbi.at/quantiseq .
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Affiliation(s)
- Francesca Finotello
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Clemens Mayer
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Christina Plattner
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Gerhard Laschober
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Dietmar Rieder
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Hubert Hackl
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Anne Krogsdam
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Zuzana Loncova
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria
| | - Wilfried Posch
- Division of Hygiene and Medical Microbiology, Medical University of Innsbruck, Innsbruck, Austria
| | - Doris Wilflingseder
- Division of Hygiene and Medical Microbiology, Medical University of Innsbruck, Innsbruck, Austria
| | - Sieghart Sopper
- Department of Haematology and Oncology, Medical University of Innsbruck, Innsbruck, Austria
| | - Marieke Ijsselsteijn
- Department of Pathology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Thomas P Brouwer
- Department of Pathology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Douglas Johnson
- Vanderbilt University, Nashville, TN, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Yaomin Xu
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Yu Wang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Melinda E Sanders
- Department Pathology Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Monica V Estrada
- Department Pathology Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Paula Ericsson-Gonzalez
- Department Pathology Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Pornpimol Charoentong
- Department of Medical Oncology and Internal Medicine VI, National Center for Tumor Diseases, University Hospital Heidelberg, Heidelberg, Germany
- Division of Translational Immunotherapy, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Justin Balko
- Vanderbilt University, Nashville, TN, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Zlatko Trajanoski
- Biocenter, Division of Bioinformatics, Medical University of Innsbruck, Innrain 80, Innsbruck, Austria.
- Austrian Drug Screening Institute, Innrain 66A, Innsbruck, Austria.
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