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Research ArticleFEATURED BASIC SCIENCE ARTICLE

RadioFlow Cytometry Reveals That [18F]FDG Uptake in K-RAS Lung Cancer Is Driven by Immune Cells: An Analysis on a Single-Cell Level

Chrysoula Vraka, Monika Homolya, Öykü Özer, Andreas Spittler, Michael Machtinger, Herwig P. Moll, Emilio Casanova, Claudia Kuntner, Stefan Grünert, Marcus Hacker and Cécile Philippe
Journal of Nuclear Medicine February 2025, 66 (2) 215-222; DOI: https://doi.org/10.2967/jnumed.124.268799
Chrysoula Vraka
1Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria;
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Monika Homolya
2Institute of Pharmacology, Center of Physiology and Pharmacology and Comprehensive Cancer Center, Medical University of Vienna, Vienna, Austria;
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Öykü Özer
1Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria;
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Andreas Spittler
3Core Facility Flow Cytometry and Surgical Research Laboratories, Medical University of Vienna, Vienna, Austria;
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Michael Machtinger
2Institute of Pharmacology, Center of Physiology and Pharmacology and Comprehensive Cancer Center, Medical University of Vienna, Vienna, Austria;
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Herwig P. Moll
2Institute of Pharmacology, Center of Physiology and Pharmacology and Comprehensive Cancer Center, Medical University of Vienna, Vienna, Austria;
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Emilio Casanova
2Institute of Pharmacology, Center of Physiology and Pharmacology and Comprehensive Cancer Center, Medical University of Vienna, Vienna, Austria;
4Ludwig Boltzmann Institute for Hematology and Oncology, Medical University of Vienna, Vienna, Austria; and
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Claudia Kuntner
1Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria;
5Medical Imaging Cluster, Medical University of Vienna, Vienna, Austria
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Stefan Grünert
1Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria;
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Marcus Hacker
1Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria;
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Cécile Philippe
1Department of Biomedical Imaging and Image-Guided Therapy, Medical University of Vienna, Vienna, Austria;
5Medical Imaging Cluster, Medical University of Vienna, Vienna, Austria
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  • FIGURE 1.
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    FIGURE 1.

    In vivo and ex vivo analyses of healthy (WT) and tumor-bearing (KPr and KPAr) lungs. Representative [18F]FDG small-animal PET/CT images of thorax (upper left, axial; upper right, sagittal; lower left, coronal). Images 50–60 min post tracer administration. Regions corresponding to lungs, heart, and tumor lesions are highlighted (A). (B) Image-based quantification of lung volume, n ≥ 3; (C) ex vivo determination of lung weights, n ≥ 3; (D) [18F]FDG whole-lung uptake, n ≥ 3, (E) metabolic tumor volume (MTV), n ≥ 24; and (F) TLG (SUVmean* MTV), n ≥ 24. *P < 0.05, **P < 0.01, ***P < 0.001, ****P < 0.0001.

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    FIGURE 2.

    (A and D) Key results of radioFlow analyses. Sorted cell type distribution within lungs of WT, KPr, and KPAr mice, expressed in percent from all sorted cell populations. (B and E) In vivo [18F]FDG distribution in sorted cells from whole lung of KPr and KPAr mice, expressed as percentage of total radioactivity in percentage of counts per minute (%CPM). (C and F) In vivo [18F]FDG uptake normalized to sorted cell number from whole lung of KPr and KPAr mice (%CPM/105 cells); n ≥ 3. CPM measured in γ-counter. *P < 0.05, **P < 0.01, ***P < 0.001, ****P < 0.0001.

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    FIGURE 3.

    Ex vivo autoradiography and immunofluorescence of lung tissue. (A) Quantification of [18F]FDG uptake per lung slide (20 μm) used for autoradiography, n ≥ 5. Representative immunofluorescence (left; 20 μm) and vicinal autoradiography slide (right; 20 μm) of KPAr lung. (B) Immunofluorescence signal of tdTom+ in red. (C) Representative immunofluorescence staining of KPAr lung tissue slides (10 μm). Left: tdTom+ in red; middle: MΦ (F4/80+) in green; right: merged image of tumor cells and MΦ. %ID = percentage injected dose.

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    TABLE 1.

    Cocktail 1 Cell Sorting and RadioFlow Results

    Cocktail 1tdTom+ (tumor cells)CD45+ F4/80− (immune cells without MΦ)CD45− tdTom− (structural cells)F4/80+ (MΦ)
    WT (n = 4)
     %Cell number—23 ± 1270 ± 120.3 ± 0.1
     %CPM—<LOQ<LOQ<LOQ
     %CPM/105 cells—<LOQ<LOQ<LOQ
    KPr (n = 4)
     %Cell number15 ± 1560 ± 914 ± 74 ± 1
     %CPM3 ± 178 ± 65 ± 514 ± 4
     %CPM/105 cells6 ± 327 ± 16 ± 162 ± 3
    KPAr (n = 7)
     %Cell number9 ± 663 ± 320 ± 913 ± 4
     %CPM4 ± 467 ± 43 ± 226 ± 5
     %CPM/105 cells11 ± 1227 ± 47 ± 355 ± 9
    • LOQ: Limit of quantification.

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    TABLE 2.

    Cocktail 2 Cell Sorting and RadioFlow Results

    Cocktail 2tdTom+ (tumor cells)CD8+ (cytotoxic T cells)CD4+ (T helper cells)F4/80+ (MΦ)
    KPr (n = 4)
     %Cell number61 ± 2015 ± 1016 ± 128 ± 3
     %CPM31 ± 2722 ± 931 ± 2216 ± 10
     %CPM/105 cells16 ± 422 ± 1715 ± 547 ± 22
    KPAr (n = 3)
     %Cell number50 ± 511 ± 15 ± 235 ± 6
     %CPM16 ± 613 ± 27 ± 564 ± 5
     %CPM/105 cells9 ± 123 ± 620 ± 548 ± 10

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Journal of Nuclear Medicine: 66 (2)
Journal of Nuclear Medicine
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February 1, 2025
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RadioFlow Cytometry Reveals That [18F]FDG Uptake in K-RAS Lung Cancer Is Driven by Immune Cells: An Analysis on a Single-Cell Level
Chrysoula Vraka, Monika Homolya, Öykü Özer, Andreas Spittler, Michael Machtinger, Herwig P. Moll, Emilio Casanova, Claudia Kuntner, Stefan Grünert, Marcus Hacker, Cécile Philippe
Journal of Nuclear Medicine Feb 2025, 66 (2) 215-222; DOI: 10.2967/jnumed.124.268799

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RadioFlow Cytometry Reveals That [18F]FDG Uptake in K-RAS Lung Cancer Is Driven by Immune Cells: An Analysis on a Single-Cell Level
Chrysoula Vraka, Monika Homolya, Öykü Özer, Andreas Spittler, Michael Machtinger, Herwig P. Moll, Emilio Casanova, Claudia Kuntner, Stefan Grünert, Marcus Hacker, Cécile Philippe
Journal of Nuclear Medicine Feb 2025, 66 (2) 215-222; DOI: 10.2967/jnumed.124.268799
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Keywords

  • [18F]FDG
  • immunometabolism
  • radioactive cell sorting
  • K-RAS lung cancer
  • radioFlow
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