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Functional metabolic phenotyping of human pancreatic ductal adenocarcinoma

Irina Heid, Sinan Karakaya, Corinna Münch, Smiths S. Lueong, Alina M. Winkelkotte, Sven T. Liffers, Laura Godfrey, Phyllis FY Cheung, Konstatinos Savvatakis, Geoffrey J. Topping, Florian Englert, Lukas Kritzner, Martin Grashei, Thomas Kunzke, Na Sun, Axel Walch, Andrea Tannapfel, Richard Viebahn, Heiner Wolters, Waldemar Uhl, Deepak Vangala, Esther M.M. Smeets, Erik H.J.G. Aarntzen, Daniel Rauh, Jörg D. Hoheisel, Doris Hellerschmied, Stephan A. Hahn, Franz Schilling, Rickmer Braren, Marija Trajkovic-Arsic, Jens T. Siveke
doi: https://doi.org/10.1101/2021.07.23.452145
Irina Heid
1Technical University of Munich, School of Medicine; Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar, Munich, Germany
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Sinan Karakaya
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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Corinna Münch
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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Smiths S. Lueong
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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Alina M. Winkelkotte
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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Sven T. Liffers
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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Laura Godfrey
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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Phyllis FY Cheung
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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Konstatinos Savvatakis
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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Geoffrey J. Topping
4Department of Nuclear Medicine, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
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Florian Englert
1Technical University of Munich, School of Medicine; Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar, Munich, Germany
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Lukas Kritzner
1Technical University of Munich, School of Medicine; Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar, Munich, Germany
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Martin Grashei
4Department of Nuclear Medicine, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
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Thomas Kunzke
5Research Unit Analytical Pathology, Helmholtz Zentrum Munich, Munich, Germany
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Na Sun
5Research Unit Analytical Pathology, Helmholtz Zentrum Munich, Munich, Germany
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Axel Walch
5Research Unit Analytical Pathology, Helmholtz Zentrum Munich, Munich, Germany
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Andrea Tannapfel
6Institute of Pathology, Ruhr University of Bochum, Bochum, Germany
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Richard Viebahn
7Ruhr University Bochum, Knappschaftskrankenhaus, Department of Surgery, Bochum, Germany
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Heiner Wolters
8Department of Visceral and General Surgery, St. Josef Hospital, Dortmund, Germany
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Waldemar Uhl
9Clinic for General and Visceral Surgery, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany
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Deepak Vangala
10Ruhr University Bochum, Department of Medicine, University Klinik Knappschaftskrankenhaus Bochum GmbH, Germany
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Esther M.M. Smeets
11Medical Imaging, Radboud University Medical Center, Nijmegen, The Netherlands
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Erik H.J.G. Aarntzen
11Medical Imaging, Radboud University Medical Center, Nijmegen, The Netherlands
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Daniel Rauh
12Faculty of Chemistry and Chemical Biology, TU Dortmund University, Dortmund, Germany and Drug Discovery Hub Dortmund (DDHD) am Zentrum für Integrierte Wirkstoffforschung (ZIW), Dortmund, Germany
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Jörg D. Hoheisel
13Division of Functional Genome Analysis, German Cancer Research Center, DKFZ, Heidelberg, Germany
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Doris Hellerschmied
14Faculty of Biology, Center of Medical Biotechnology, University Duisburg-Essen, Essen, Germany
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Stephan A. Hahn
15Ruhr University Bochum, Faculty of Medicine, Department of Molecular GI Oncology, 44780 Bochum, Germany
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Franz Schilling
4Department of Nuclear Medicine, School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
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Rickmer Braren
1Technical University of Munich, School of Medicine; Institute of Diagnostic and Interventional Radiology, Klinikum rechts der Isar, Munich, Germany
16German Cancer Consortium (DKTK, partner Site Munich), Munich, Germany
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Marija Trajkovic-Arsic
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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  • For correspondence: m.trajkovic-arsic@dkfz.de j.siveke@dkfz.de
Jens T. Siveke
2Bridge Institute of Experimental Tumor Therapy, West German Cancer Center, University Hospital Essen, Essen, Germany
3Division of Solid Tumor Translational Oncology, German Cancer Consortium (DKTK, partner site Essen) and German Cancer Research Center, DKFZ, Heidelberg, Germany
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  • For correspondence: m.trajkovic-arsic@dkfz.de j.siveke@dkfz.de
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Abstract

Pancreatic Ductal Adenocarcinoma (PDAC) lacks targeted treatment options. Although subtypes with transcriptome-based distinct lineage and differentiation features have been identified, deduced clinically actionable targets remain elusive. We here investigate functional metabolic features of the classical and QM (quasi-mesenchymal)/basal-like PDAC subtypes potentially exploitable for non-invasive subtype differentiation and therapeutic intervention.

A collection of human PDAC cell lines, primary patient derived cells (PDC), patient derived xenografts (PDX) and patient PDAC samples were transcriptionally stratified into the classical and QM subtype. Functional metabolic analyses including targeted and non-targeted metabolite profiling (matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI-MSI)), seahorse metabolic flux assays and metabolic drug targeting were performed. Hyperpolarized 13C-magnetic resonance spectroscopy (HP-MRS) of PDAC xenografts was used for in vivo detection of intra-tumoral [1-13C]pyruvate and [1-13C]lactate metabolism.

We identified glycolysis and lipid metabolism/fatty acid oxidation as transcriptionally preserved metabolic pathways in QM and classical PDAC subtype respectively. However, these metabolic cues were not unambiguously functionally linked to one subtype. Striking functional metabolic heterogeneity was observed especially in primary patient derived cells with only individual samples representing high dependence on glycolysis or mitochondrial oxidation. Of note, QM cells actively use the glycolytic product lactate as oxidative mitochondrial fuel. Using HP-MRS, we were able to non-invasively differentiate glycolytic tumor xenografts with high intratumoral [1-13C]pyruvate to [1-13C]lactate conversion in vivo.

Although PDAC transcriptomes indicate molecular subtype-associated distinct metabolic pathways, we found substantial functional metabolic heterogeneity independent of the molecular subtype. Non-invasive identification of highly glycolytic tumors by [1-13C]pyruvate/lactate HP-MRS support individualized metabolic targeting approaches.

Competing Interest Statement

JTS reports the following disclosures: Bristol Myers Squibb, Celgene, Roche (Research Funding); AstraZeneca, Bayer, Bristol Myers Squibb, Celgene, Immunocore, Novartis, Roche, Shire (Consulting or advisory role); AstraZeneca, Aurikamed, Baxalta, Bristol Myers Squibb, Celgene, Falk Foundation, iomedico, Immunocore, Novartis, Roche, Shire (honoraria); minor equity in iTheranostics and Pharma15 (< 3%) and member of the Board of Directors for Pharma15, all outside the submitted work. D.R. received consultant and lecture fees from Astra-Zeneca, Merck-Serono, Takeda, Pfizer, Novartis, Boehringer Ingelheim, Sanofi-Aventis and BMS. D.R. is a fo.under and consultants of PearlRiver Bio GmbH and shareholder of Centessa Pharmaceuticals plc. DV reports Bristol Myers Squibb (Advisory Board), Roche and Falk Foundation (Speakers honoraria), Gilead and Celgene (Travel support and Congress registration fees).

Footnotes

  • ↵Financial support:This work was supported by the grant of Wilhelm-Sander Stiftung (grant number: 2019.008.1) to M.T-A and J.S and the German Research Foundation (DFG) within the SFB-Initiative 824 (collaborative research center), “Imaging for Selection, Monitoring and Individualization of Cancer Therapies” (SFB824; projects C4, C6, Z2 and A7); J.T.S is supported by the German Cancer Consortium (DKTK), SI1549/3-1 (Clinical Research Unit KFO337) and SI1549/4-1; the Deutsche Krebshilfe (German Cancer Aid) through #70112505, PIPAC and #70113834, PREDICT-PACA; P.FY.C is supported by the DFG (CH 2320/2-3). D.H. is supported by the Kovalevskaja Award by the Alexander von Humboldt Foundation.

  • Declaration of interest:JTS reports the following disclosures: Bristol Myers Squibb, Celgene, Roche (Research Funding); AstraZeneca, Bayer, Bristol Myers Squibb, Celgene, Immunocore, Novartis, Roche, Shire (Consulting or advisory role); AstraZeneca, Aurikamed, Baxalta, Bristol Myers Squibb, Celgene, Falk Foundation, iomedico, Immunocore, Novartis, Roche, Shire (honoraria); minor equity in iTheranostics and Pharma15 (< 3%) and member of the Board of Directors for Pharma15, all outside the submitted work. D.R. received consultant and lecture fees from Astra-Zeneca, Merck-Serono, Takeda, Pfizer, Novartis, Boehringer Ingelheim, Sanofi-Aventis and BMS. D.R. is a founder and consultants of PearlRiver Bio GmbH and shareholder of Centessa Pharmaceuticals plc. DV reports :Bristol Myer Squibb (Advisory Board), Roche and Falk Foundation (Speaker’s honoraria), Gilead and Celgene (Travel support and Congress registration fees).

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Functional metabolic phenotyping of human pancreatic ductal adenocarcinoma
Irina Heid, Sinan Karakaya, Corinna Münch, Smiths S. Lueong, Alina M. Winkelkotte, Sven T. Liffers, Laura Godfrey, Phyllis FY Cheung, Konstatinos Savvatakis, Geoffrey J. Topping, Florian Englert, Lukas Kritzner, Martin Grashei, Thomas Kunzke, Na Sun, Axel Walch, Andrea Tannapfel, Richard Viebahn, Heiner Wolters, Waldemar Uhl, Deepak Vangala, Esther M.M. Smeets, Erik H.J.G. Aarntzen, Daniel Rauh, Jörg D. Hoheisel, Doris Hellerschmied, Stephan A. Hahn, Franz Schilling, Rickmer Braren, Marija Trajkovic-Arsic, Jens T. Siveke
bioRxiv 2021.07.23.452145; doi: https://doi.org/10.1101/2021.07.23.452145
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Functional metabolic phenotyping of human pancreatic ductal adenocarcinoma
Irina Heid, Sinan Karakaya, Corinna Münch, Smiths S. Lueong, Alina M. Winkelkotte, Sven T. Liffers, Laura Godfrey, Phyllis FY Cheung, Konstatinos Savvatakis, Geoffrey J. Topping, Florian Englert, Lukas Kritzner, Martin Grashei, Thomas Kunzke, Na Sun, Axel Walch, Andrea Tannapfel, Richard Viebahn, Heiner Wolters, Waldemar Uhl, Deepak Vangala, Esther M.M. Smeets, Erik H.J.G. Aarntzen, Daniel Rauh, Jörg D. Hoheisel, Doris Hellerschmied, Stephan A. Hahn, Franz Schilling, Rickmer Braren, Marija Trajkovic-Arsic, Jens T. Siveke
bioRxiv 2021.07.23.452145; doi: https://doi.org/10.1101/2021.07.23.452145

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