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MAPMET - Mapping metastatic cancer by multi-modal imaging

MAPMET - Mapping metastatic cancer by multi-modal imaging

Sabine Taschner-Mandl (ORCID: 0000-0002-1439-5301)
  • Grant DOI 10.55776/P35841
  • Funding program Principal Investigator Projects
  • Status ongoing
  • Start May 1, 2022
  • End April 30, 2026
  • Funding amount € 407,421
  • Project website
  • E-mail

Disciplines

Biology (20%); Computer Sciences (30%); Medical-Theoretical Sciences, Pharmacy (50%)

Keywords

    Pediatric Cancer, Neuroblastoma, Bone Marrow Metastasis, Imaging Mass Cytometry, Multi-Modal Imgaging, Deep Learning

Abstract

Metastasis to distant organs is the major cause of death in cancer patients. In many types of cancer metastasis occurs in the bone marrow, where normally cells of the immune system develop. Yet, very little is known about how these normal immune cells and tumor cells change when the latter metastasize to the bone marrow. In this study we investigate the cellular composition of bone marrow metastases in the childhood cancer neuroblastoma. To learn more about changes in the tumor cells, we compare the variety of different (heterogeneous) tumor cells in the primary tumor with the bone marrow metastasis and how cells are altered during therapy. On the other hand, we investigate changes in the immune microenvironment in the metastatic bone marrow. To do so, we use a combination of methods that allow us to investigate tumor tissue at very high, i.e. single cell, resolution: automated fluorescence microscopy, imaging mass cytometry and RNA-sequencing. Deep learning algorithms will help to align the microscopy images and detect cells and biomarkers. This multi-disciplinary project will lead to a better understanding of metastasis in childhood cancers and is expected to improve diagnosis of affected patients.

Research institution(s)
  • St. Anna Kinderkrebsforschung GmbH - 100%
Project participants
  • Florian Halbritter, St. Anna Kinderkrebsforschung GmbH , national collaboration partner
International project participants
  • Bernd Bodenmiller, University of Zurich - Switzerland

Research Output

  • 150 Citations
  • 6 Publications
Publications
  • 2023
    Title Single-cell transcriptomics and epigenomics unravel the role of monocytes in neuroblastoma bone marrow metastasis
    DOI 10.1038/s41467-023-39210-0
    Type Journal Article
    Author Fetahu I
    Journal Nature Communications
    Pages 3620
    Link Publication
  • 2024
    Title A human neural crest model reveals the developmental impact of neuroblastoma-associated chromosomal aberrations
    DOI 10.1038/s41467-024-47945-7
    Type Journal Article
    Author Saldana-Guerrero I
    Journal Nature Communications
    Pages 3745
    Link Publication
  • 2024
    Title Comparative transcriptomics coupled to developmental grading via transgenic zebrafish reporter strains identifies conserved features in neutrophil maturation
    DOI 10.1038/s41467-024-45802-1
    Type Journal Article
    Author Kirchberger S
    Journal Nature Communications
    Pages 1792
    Link Publication
  • 2024
    Title FISHing in Uncertainty: Synthetic Contrastive Learning for Genetic Aberration Detection
    DOI 10.1007/978-3-031-73158-7_3
    Type Book Chapter
    Author Gutwein S
    Publisher Springer Nature
    Pages 23-33
  • 2022
    Title The evolutionary dynamics of extrachromosomal DNA in human cancers
    DOI 10.1038/s41588-022-01177-x
    Type Journal Article
    Author Lange J
    Journal Nature Genetics
    Pages 1527-1533
    Link Publication
  • 2022
    Title A human neural crest model reveals the developmental impact of neuroblastoma-associated chromosomal aberrations
    DOI 10.1101/2022.11.21.515753
    Type Preprint
    Author Saldana-Guerrero I
    Pages 2022.11.21.515753
    Link Publication

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