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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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de Boo L, Cimino-Mathews A, Lubeck Y, Daletzakis A, Opdam M, Sanders J, Hooijberg E, van Rossum A, Loncova Z, Rieder D, Trajanoski Z, Vollebergh M, Sobral-Leite M, van de Vijver K, Broeks A, van der Wiel R, van Tinteren H, Linn S, Horlings HM, Kok M. Tumour-infiltrating lymphocytes (TILs) and BRCA-like status in stage III breast cancer patients randomised to adjuvant intensified platinum-based chemotherapy versus conventional chemotherapy. Eur J Cancer 2020; 127:240-250. [PMID: 31956037 DOI: 10.1016/j.ejca.2019.12.003] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Revised: 11/26/2019] [Accepted: 12/05/2019] [Indexed: 12/11/2022]
Abstract
BACKGROUND The prognostic value of tumour-infiltrating lymphocytes (TILs) differs by breast cancer (BC) subtype. The aim of this study was to evaluate TILs in stage III BC in the context of BRCA1/2-like phenotypes and association with outcome and benefit of intensified platinum-based chemotherapy. PATIENTS AND METHODS Patients participated in a randomised controlled trial of adjuvant intensified platinum-based chemotherapy versus conventional anthracycline-based chemotherapy carried out between 1993 and 1999 in stage III BC. Stromal TILs were scored according to International guidelines in these human epidermal growth factor receptor 2 (HER2)-negative tumours. BRCA-profiles were determined using Comparative Genomic Hybridization. RESULTS TIL levels were evaluated in 248 BCs. High TILs were associated with Triple Negative BC (TNBC). BRCA-like tumours harboured higher TILs compared to non-BRCA-like tumours (median TILs of 20% versus 10%, p < 0.01). TIL levels in BRCA1-like tumours were higher compared to BRCA2-like tumours (median TILs of 20% versus 10%, p < 0.001). These correlations remained significant within the oestrogen (ER)-positive subgroup, however not within the TNBC subgroup. In this stage III BC cohort, high TIL level was associated with favourable outcome (TILs per 10% increment, recurrence-free survival (RFS): multivariate hazard ratio (HR) 0.82, 95% confidence interval (CI) 0.71-0.94, p = 0.01; overall survival (OS): multivariate HR 0.80, 95% CI 0.68-0.94, p = 0.01). There was no significant interaction between TILs and benefit of intensified platinum-based chemotherapy. CONCLUSION In this high-risk breast cancer cohort, high TILs were associated with TNBC and BRCA1-like status. Within the ER-positive subgroup, TIL levels were higher in BRCA1-like compared to BRCA2-like tumours. When adjusted for clinical characteristics, TILs were significantly associated with a more favourable outcome in stage III BC patients.
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MESH Headings
- Adult
- Antineoplastic Combined Chemotherapy Protocols/therapeutic use
- BRCA1 Protein/genetics
- BRCA2 Protein/genetics
- Biomarkers, Tumor/genetics
- Biomarkers, Tumor/metabolism
- Carboplatin/administration & dosage
- Carcinoma, Ductal, Breast/drug therapy
- Carcinoma, Ductal, Breast/genetics
- Carcinoma, Ductal, Breast/immunology
- Carcinoma, Ductal, Breast/pathology
- Carcinoma, Lobular/drug therapy
- Carcinoma, Lobular/genetics
- Carcinoma, Lobular/immunology
- Carcinoma, Lobular/pathology
- Chemotherapy, Adjuvant
- Cyclophosphamide/administration & dosage
- Epirubicin/administration & dosage
- Female
- Fluorouracil/administration & dosage
- Follow-Up Studies
- Humans
- Lymphocytes, Tumor-Infiltrating/immunology
- Mutation
- Neoplasm Recurrence, Local/drug therapy
- Neoplasm Recurrence, Local/genetics
- Neoplasm Recurrence, Local/immunology
- Neoplasm Recurrence, Local/pathology
- Neoplasm Staging
- Receptor, ErbB-2/metabolism
- Receptors, Estrogen/metabolism
- Receptors, Progesterone/metabolism
- Retrospective Studies
- Survival Rate
- Thiotepa/administration & dosage
- Triple Negative Breast Neoplasms/drug therapy
- Triple Negative Breast Neoplasms/genetics
- Triple Negative Breast Neoplasms/immunology
- Triple Negative Breast Neoplasms/pathology
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Affiliation(s)
- Leonora de Boo
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | | | - Yoni Lubeck
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Antonios Daletzakis
- Biometrics Department, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Mark Opdam
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Joyce Sanders
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Erik Hooijberg
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Annelot van Rossum
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Zuzana Loncova
- Division of Bioinformatics, Medical University of Innsbruck, Innsbruck, Austria
| | - Dietmar Rieder
- Division of Bioinformatics, Medical University of Innsbruck, Innsbruck, Austria
| | - Zlatko Trajanoski
- Division of Bioinformatics, Medical University of Innsbruck, Innsbruck, Austria
| | - Marieke Vollebergh
- Department of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Marcelo Sobral-Leite
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands; Coordenação de Pesquisa, Instituto Nacional de Câncer, Rio de Janeiro, RJ, Brazil
| | - Koen van de Vijver
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands; Department of Pathology, Ghent University Hospital, Ghent, Belgium
| | - Annegien Broeks
- Core Facility Molecular Pathology and Biobanking, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Rianne van der Wiel
- Core Facility Molecular Pathology and Biobanking, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Harm van Tinteren
- Biometrics Department, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Sabine Linn
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands; Department of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, the Netherlands; Department of Pathology, University Medical Centre, Utrecht, the Netherlands
| | - Hugo Mark Horlings
- Division of Molecular Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands; Department of Pathology, The Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Marleen Kok
- Department of Medical Oncology, The Netherlands Cancer Institute, Amsterdam, the Netherlands; Division of Molecular Oncology & Immunology, The Netherlands Cancer Institute, Amsterdam, the Netherlands.
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De Boo L, Cimino-Mathews A, Lubeck Y, Daletzakis A, Opdam M, Sanders J, Hooijberg E, van Rossum A, Loncova Z, Rieder D, Trajanoski Z, Vollebergh M, Sobral-Leite M, Van de Vijver K, Broeks A, van der Wiel R, van Tinteren H, Linn S, Horlings H, Kok M. Tumour-infiltrating lymphocytes and BRCA-like status in stage III breast cancer patients treated with intensified carboplatin-based chemotherapy. Ann Oncol 2019. [DOI: 10.1093/annonc/mdz240.063] [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: 11/14/2022] Open
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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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5
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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: 615] [Impact Index Per Article: 123.0] [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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