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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 Ended
  • Start May 1, 2022
  • End April 30, 2026
  • Funding amount € 407,421
  • Project website

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

  • 228 Citations
  • 7 Publications
  • 11 Datasets & models
  • 1 Disseminations
  • 17 Scientific Awards
  • 1 Fundings
Publications
  • 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 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 Natural killer cells in neuroblastoma: immunological insights and therapeutic perspectives
    DOI 10.1007/s10555-024-10212-8
    Type Journal Article
    Author Rados M
    Journal Cancer and Metastasis Reviews
    Pages 1401-1417
    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
    Link Publication
  • 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
  • 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
  • 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
Datasets & models
  • 2024 Link
    Title FISHPainter data
    Type Database/Collection of data
    Public Access
    Link Link
  • 2024 Link
    Title Dataset for testing MapMet Image Processing pipeline
    DOI 10.5281/zenodo.10801832
    Type Database/Collection of data
    Public Access
    Link Link
  • 2024 Link
    Title FISHPainter tool
    Type Computer model/algorithm
    Public Access
    Link Link
  • 2024 Link
    Title IMC image analysis pipeline
    Type Data analysis technique
    Public Access
    Link Link
  • 2023 Link
    Title Supporting data for "Dissecting the cellular architecture of neuroblastoma bone marrow metastasis using single-cell transcriptomics and epigenomics unravels the role of monocytes at the metastatic niche"
    DOI 10.5281/zenodo.7707613
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title Multi-seq dataset
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title Fetahu et al., 2023: mass spectrometry proteomics data
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title Feathu et al., 2023: Raw sequencing data
    Type Database/Collection of data
    Public Access
    Link Link
  • 2022 Link
    Title scRNA-seq and scATAC-seq dataset
    Type Database/Collection of data
    Public Access
    Link Link
  • 0 Link
    Title FISHPainter
    Type Database/Collection of data
    Public Access
    Link Link
  • 2025 Link
    Title CIM-S model
    Type Computer model/algorithm
    Public Access
    Link Link
Disseminations
  • 2022
    Title Long night of research
    Type Participation in an activity, workshop or similar
Scientific Awards
  • 2026
    Title Talk at the annual SIOPEN TRM meeting
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2025
    Title Talk at SIOPE annual meeting
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2025
    Title Best oral presentation award
    Type Poster/abstract prize
    Level of Recognition Continental/International
  • 2025
    Title MICCAI 2025 Best Poster Award
    Type Research prize
    Level of Recognition Continental/International
  • 2025
    Title Guest seminar - Karolinska Institute, Stockholm, Sweden
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2025
    Title Talk at ANR biannual meeting
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2025
    Title Talk at the 2nd European CyTOF Congress
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2024
    Title International Conference for Pattern Recognition 2024
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2024
    Title Neuroblastoma UK Symposium 2024
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2024
    Title International Conference for Pattern Recognition, Best Paper Award
    Type Research prize
    Level of Recognition Continental/International
  • 2024
    Title MICCAI 2024 Best Poster Award
    Type Research prize
    Level of Recognition Continental/International
  • 2023
    Title ÖAGM 2023
    Type Personally asked as a key note speaker to a conference
    Level of Recognition National (any country)
  • 2023
    Title SIOPEN Joint Tumor Biology, Liquid Biopsy and New Drug Development Meeting 2023
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2022
    Title Talk at the Austrian Society for Cytology - Alpenflow Meeting, Bad Ischl, Austria
    Type Personally asked as a key note speaker to a conference
    Level of Recognition National (any country)
  • 2022
    Title SIOPEN Annual General Meeting 2022
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2022
    Title Talk at the Summer School on deep learning for medical imaging
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2022
    Title Talk at SIOPE Annual Meeting (online)
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
Fundings
  • 2024
    Title EXPLORE-NB
    Type Research grant (including intramural programme)
    Start of Funding 2024
    Funder Austrian Science Fund (FWF)

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