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Spatially resolved transcriptomics of benign and malignant peripheral nerve sheath tumors

Neuro-Oncology, vol. 27, pp. 2073–2087

Abstract

BACKGROUND: Peripheral nerve sheath tumors (PNSTs) encompass entities with different cellular differentiation and degrees of malignancy. Spatial heterogeneity complicates the diagnosis and grading of PNSTs in some cases. In malignant PNST (MPNST) for example, single-cell sequencing data has shown dissimilar differentiation states of tumor cells. Here, we aimed to determine the spatial and biological heterogeneity of PNSTs. METHODS: We performed spatial transcriptomics on formalin-fixed paraffin-embedded diseased peripheral nerve tissue. We used spatial clustering and weighted correlation network analysis to construct niche-similarity networks and gene expression modules. We determined differential expression in primary pathologies, analyzed pathways to investigate the biological significance of identified meta-signatures, integrated the transcriptional data with histological features and existing single-cell data, and validated expression data by immunohistochemistry. RESULTS: We identified distinct transcriptional signatures differentiating PNSTs. Immune cell infiltration, APOD, and perineurial fibroblast marker expression highlighted the neurofibroma component of hybrid PNSTs (HPNSTs). While APOD was evenly expressed in neurofibromatous tumor tissue in both, HPNST and pure neurofibromas, perineurial fibroblast markers were evenly expressed in HPNST, but restricted to the periphery in plexiform neurofibromas. Furthermore, we provide a spatial cellular differentiation map for MPNST, locating Schwann cell precursor and neural crest-like cells as well as those with mesenchymal transition. CONCLUSIONS: This pilot study shows that applying spatial transcriptomics to PNSTs provides important insight into their biology. It helps establish new markers and provides spatial information about the cellular composition and distribution of cellular differentiation states. By integrating morphological and high-dimensional molecular data it can improve PNSTs classification in the future.

Authors 17

  1. Universitätsklinikum Aachen

    Affiliation as printed

    Institute of Neuropathology, Uniklinik RWTH Aachen , Aachen ,

    Institute of Neuropathology, Uniklinik RWTH Aachen, Aachen , Germany

  2. Friedrich-Alexander-Universität Erlangen-Nürnberg · Universitätsklinikum Erlangen

    Affiliation as printed

    Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg

  3. University of Freiburg · University Medical Center Freiburg

    Affiliation as printed

    Department of Neurosurgery, Medical Center, University of Freiburg , Freiburg ,

    Faculty of Medicine, Freiburg University , Freiburg ,

    Microenvironment and Immunology Research Laboratory, Medical Center, University of Freiburg , Freiburg ,

    Department of Neurosurgery, Medical Center, University of Freiburg , Germany

    Faculty of Medicine, Freiburg University, Germany

    Microenvironment and Immunology Research Laboratory, Medical Center, University of Freiburg

  4. Universitätsklinikum Aachen

    Affiliation as printed

    Institute of Neuropathology, Uniklinik RWTH Aachen , Aachen ,

    Institute of Neuropathology, Uniklinik RWTH Aachen, Aachen , Germany

  5. Universitätsklinikum Aachen

    Affiliation as printed

    Institute of Neuropathology, Uniklinik RWTH Aachen , Aachen ,

    Institute of Neuropathology, Uniklinik RWTH Aachen, Aachen , Germany

  6. Universitätsklinikum Aachen

    Affiliation as printed

    Institute of Neuropathology, Uniklinik RWTH Aachen , Aachen ,

    Institute of Neuropathology, Uniklinik RWTH Aachen, Aachen , Germany

  7. Universitätsklinikum Aachen

    Affiliation as printed

    Institute of Neuropathology, Uniklinik RWTH Aachen , Aachen ,

    Institute of Neuropathology, Uniklinik RWTH Aachen, Aachen , Germany

  8. Technical University of Munich

    Affiliation as printed

    Institute of Pathology, Technical University Munich , Munich ,

    Institute of Pathology , Technical University Munich, Germany

  9. University Hospital Ulm

    Affiliation as printed

    Department of Neurosurgery, University Hospital Ulm , Günzburg,

    Department of Neurosurgery, University Hospital Ulm , Günzburg, Germany

  10. University Hospital Ulm

    Affiliation as printed

    Institute of Pathology, University Hospital Ulm , Ulm ,

    Institute of Pathology , University Hospital Ulm, Germany

  11. University of Freiburg · Friedrich-Alexander-Universität Erlangen-Nürnberg · University Medical Center Freiburg · Universitätsklinikum Erlangen

    Affiliation as printed

    Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg Erlangen ,

    Microenvironment and Immunology Research Laboratory, Medical Center, University of Freiburg , Freiburg ,

    Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg

  12. University of Freiburg · University Medical Center Freiburg

    Affiliation as printed

    Department of Neurosurgery, Medical Center, University of Freiburg , Freiburg ,

    Faculty of Medicine, Freiburg University , Freiburg ,

    Department of Neurosurgery, Medical Center, University of Freiburg , Germany

    Faculty of Medicine, Freiburg University, Germany

  13. University of Freiburg · University Medical Center Freiburg

    Affiliation as printed

    Department of Neurosurgery, Medical Center, University of Freiburg , Freiburg ,

    Faculty of Medicine, Freiburg University , Freiburg ,

    Department of Neurosurgery, Medical Center, University of Freiburg , Germany

    Faculty of Medicine, Freiburg University, Germany

  14. Friedrich-Alexander-Universität Erlangen-Nürnberg · Universitätsklinikum Erlangen

    Affiliation as printed

    Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg Erlangen ,

    Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg

  15. University of Freiburg · University Medical Center Freiburg

    Affiliation as printed

    Department of Neurosurgery, Medical Center, University of Freiburg , Freiburg ,

    Faculty of Medicine, Freiburg University , Freiburg ,

    Department of Neurosurgery, Medical Center, University of Freiburg , Germany

    Faculty of Medicine, Freiburg University, Germany

  16. Universitätsklinikum Aachen

    Affiliation as printed

    Institute of Neuropathology, Uniklinik RWTH Aachen , Aachen ,

    Institute of Neuropathology, Uniklinik RWTH Aachen, Aachen , Germany

  17. Dieter Henrik Heiland corresponding

    Northwestern University · University of Freiburg · Friedrich-Alexander-Universität Erlangen-Nürnberg · University Medical Center Freiburg · Universitätsklinikum Erlangen · Robert H. Lurie Comprehensive Cancer Center of Northwestern University · Deutsches Konsortium für Translationale Krebsforschung

    Affiliation as printed

    Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine and Medical Center – University of Freiburg , Freiburg ,

    Department of Neurological Surgery, Lou and Jean Malnati Brain Tumor Institute, Robert H. Lurie Comprehensive Cancer Center, Feinberg School of Medicine, Northwestern University , Chicago, Illinois ,

    Department of Neurosurgery, Medical Center, University of Freiburg , Freiburg ,

    Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg Erlangen ,

    Faculty of Medicine, Freiburg University , Freiburg ,

    German Cancer Consortium (DKTK) , Partner Site Freiburg, Freiburg ,

    Microenvironment and Immunology Research Laboratory, Medical Center, University of Freiburg , Freiburg ,

    Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine and Medical Center - University of Freiburg , 79106 Freiburg, Germany

    Comprehensive Cancer Center Freiburg (CCCF), Faculty of Medicine and Medical Center - University of Freiburg, 79106 Freiburg, Germany

    Department of Neurological Surgery, Lou and Jean Malnati Brain Tumor Institute, Robert H. Lurie Comprehensive Cancer Center , Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA

    Department of Neurosurgery, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg

    Faculty of Medicine, Freiburg University, Germany

    German Cancer Consortium (DKTK) , partner site Freiburg, Germany

    Microenvironment and Immunology Research Laboratory, Medical Center, University of Freiburg

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References 25