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Papanicolaou M, Parker AL, Yam M, Filipe EC, Wu SZ, Chitty JL, Wyllie K, Tran E, Mok E, Nadalini A, Skhinas JN, Lucas MC, Herrmann D, Nobis M, Pereira BA, Law AMK, Castillo L, Murphy KJ, Zaratzian A, Hastings JF, Croucher DR, Lim E, Oliver BG, Mora FV, Parker BL, Gallego-Ortega D, Swarbrick A, O'Toole S, Timpson P, Cox TR. Temporal profiling of the breast tumour microenvironment reveals collagen XII as a driver of metastasis. Nat Commun 2022; 13:4587. [PMID: 35933466 PMCID: PMC9357007 DOI: 10.1038/s41467-022-32255-7] [Citation(s) in RCA: 46] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Accepted: 07/22/2022] [Indexed: 01/21/2023] Open
Abstract
The tumour stroma, and in particular the extracellular matrix (ECM), is a salient feature of solid tumours that plays a crucial role in shaping their progression. Many desmoplastic tumours including breast cancer involve the significant accumulation of type I collagen. However, recently it has become clear that the precise distribution and organisation of matrix molecules such as collagen I is equally as important in the tumour as their abundance. Cancer-associated fibroblasts (CAFs) coexist within breast cancer tissues and play both pro- and anti-tumourigenic roles through remodelling the ECM. Here, using temporal proteomic profiling of decellularized tumours, we interrogate the evolving matrisome during breast cancer progression. We identify 4 key matrisomal clusters, and pinpoint collagen type XII as a critical component that regulates collagen type I organisation. Through combining our proteomics with single-cell transcriptomics, and genetic manipulation models, we show how CAF-secreted collagen XII alters collagen I organisation to create a pro-invasive microenvironment supporting metastatic dissemination. Finally, we show in patient cohorts that collagen XII may represent an indicator of breast cancer patients at high risk of metastatic relapse. The distribution and organisation of matrix molecules in the tumour stroma help shape solid tumour progression. Here they perform temporal proteomic profiling of the matrisome during breast cancer progression and show that collagen XII secreted from CAFs provides a pro-invasive microenvironment.
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Affiliation(s)
- Michael Papanicolaou
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,School of Life Sciences, Faculty of Science, University of Technology Sydney, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
| | - Amelia L Parker
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Michelle Yam
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
| | - Elysse C Filipe
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Sunny Z Wu
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Jessica L Chitty
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Kaitlin Wyllie
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
| | - Emmi Tran
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
| | - Ellie Mok
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
| | - Audrey Nadalini
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
| | - Joanna N Skhinas
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia
| | - Morghan C Lucas
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia
| | - David Herrmann
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Max Nobis
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Brooke A Pereira
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Andrew M K Law
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia
| | - Lesley Castillo
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia
| | - Kendelle J Murphy
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Anaiis Zaratzian
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia
| | - Jordan F Hastings
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia
| | - David R Croucher
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Elgene Lim
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Brian G Oliver
- School of Life Sciences, Faculty of Science, University of Technology Sydney, Sydney, NSW, Australia.,Woolcock Institute of Medical Research, Respiratory Cellular and Molecular Biology, The University of Sydney, Sydney, NSW, Australia
| | - Fatima Valdes Mora
- Cancer Epigenetic Biology and Therapeutics, Personalised Medicine, Children's Cancer Institute, Sydney, NSW, 2031, Australia.,School of Women's and Children's Health, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - Benjamin L Parker
- Metabolic Systems Biology Laboratory, Charles Perkins Centre, School of Life and Environmental Sciences, University of Sydney, Sydney, NSW, Australia
| | - David Gallego-Ortega
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia.,School of Biomedical Engineering, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia
| | - Alexander Swarbrick
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia
| | - Sandra O'Toole
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia.,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia.,Department of Tissue Pathology and Diagnostic Oncology, Royal Prince Alfred Hospital and NSW Health Pathology, Sydney, NSW, Australia
| | - Paul Timpson
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia. .,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia. .,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia.
| | - Thomas R Cox
- The Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Sydney, NSW, Australia. .,Cancer Ecosystems Program, Garvan Institute of Medical Research, Darlinghurst, NSW, Australia. .,School of Clinical Medicine, St Vincent's Healthcare Clinical Campus, Faculty of Medicine and Health, UNSW Sydney, Sydney, NSW, Australia.
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Andersson A, Larsson L, Stenbeck L, Salmén F, Ehinger A, Wu SZ, Al-Eryani G, Roden D, Swarbrick A, Borg Å, Frisén J, Engblom C, Lundeberg J. Spatial deconvolution of HER2-positive breast cancer delineates tumor-associated cell type interactions. Nat Commun 2021; 12:6012. [PMID: 34650042 PMCID: PMC8516894 DOI: 10.1038/s41467-021-26271-2] [Citation(s) in RCA: 96] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Accepted: 09/27/2021] [Indexed: 12/14/2022] Open
Abstract
In the past decades, transcriptomic studies have revolutionized cancer treatment and diagnosis. However, tumor sequencing strategies typically result in loss of spatial information, critical to understand cell interactions and their functional relevance. To address this, we investigate spatial gene expression in HER2-positive breast tumors using Spatial Transcriptomics technology. We show that expression-based clustering enables data-driven tumor annotation and assessment of intra- and interpatient heterogeneity; from which we discover shared gene signatures for immune and tumor processes. By integration with single cell data, we spatially map tumor-associated cell types to find tertiary lymphoid-like structures, and a type I interferon response overlapping with regions of T-cell and macrophage subset colocalization. We construct a predictive model to infer presence of tertiary lymphoid-like structures, applicable across tissue types and technical platforms. Taken together, we combine different data modalities to define a high resolution map of cellular interactions in tumors and provide tools generalizing across tissues and diseases.
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Affiliation(s)
- Alma Andersson
- Science for Life Laboratory, Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Ludvig Larsson
- Science for Life Laboratory, Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Linnea Stenbeck
- Science for Life Laboratory, Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Fredrik Salmén
- Science for Life Laboratory, Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden
- Hubrecht Institute-KNAW (Royal Netherlands Academy of Arts and Sciences) and University Medical Center Utrecht, Cancer Genomics Netherlands, Utrecht, the Netherlands
| | - Anna Ehinger
- Department of Genetics and Pathology, Laboratory Medicine Region Skåne, Lund, Sweden
- Department of Clinical Sciences Lund, Division of Oncology, Lund University, Lund, Sweden
| | - Sunny Z Wu
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, Australia
- St Vincent's Clinical School, Faculty of Medicine, Sydney, Australia
| | - Ghamdan Al-Eryani
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, Australia
- St Vincent's Clinical School, Faculty of Medicine, Sydney, Australia
| | - Daniel Roden
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, Australia
- St Vincent's Clinical School, Faculty of Medicine, Sydney, Australia
| | - Alex Swarbrick
- The Kinghorn Cancer Centre, Garvan Institute of Medical Research, Sydney, Australia
- St Vincent's Clinical School, Faculty of Medicine, Sydney, Australia
| | - Åke Borg
- Department of Clinical Sciences Lund, Division of Oncology, Lund University, Lund, Sweden
| | - Jonas Frisén
- Department of Cell and Molecular Biology, Karolinska Institutet, Stockholm, Sweden
| | - Camilla Engblom
- Department of Cell and Molecular Biology, Karolinska Institutet, Stockholm, Sweden
| | - Joakim Lundeberg
- Science for Life Laboratory, Division of Gene Technology, KTH Royal Institute of Technology, Stockholm, Sweden.
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