MAPMET - Mapping metastatic cancer by multi-modal imaging
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
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.
- Florian Halbritter, St. Anna Kinderkrebsforschung GmbH , national collaboration partner
- Bernd Bodenmiller, University of Zurich - Switzerland
Research Output
- 228 Citations
- 7 Publications
- 11 Datasets & models
- 1 Disseminations
- 17 Scientific Awards
- 1 Fundings
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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
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2024
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Title FISHPainter data Type Database/Collection of data Public Access Link Link -
2024
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Title Dataset for testing MapMet Image Processing pipeline DOI 10.5281/zenodo.10801832 Type Database/Collection of data Public Access Link Link -
2024
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Title FISHPainter tool Type Computer model/algorithm Public Access Link Link -
2024
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Title IMC image analysis pipeline Type Data analysis technique Public Access Link Link -
2023
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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
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Title Multi-seq dataset Type Database/Collection of data Public Access Link Link -
2023
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Title Fetahu et al., 2023: mass spectrometry proteomics data Type Database/Collection of data Public Access Link Link -
2023
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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 -
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Title FISHPainter Type Database/Collection of data Public Access Link Link -
2025
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Title CIM-S model Type Computer model/algorithm Public Access Link Link
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2022
Title Long night of research Type Participation in an activity, workshop or similar
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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
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2024
Title EXPLORE-NB Type Research grant (including intramural programme) Start of Funding 2024 Funder Austrian Science Fund (FWF)