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Ren Q, Khoo WH, Corr AP, Phan TG, Croucher PI, Stewart SA. Gene expression predicts dormant metastatic breast cancer cell phenotype. Breast Cancer Res 2022; 24:10. [PMID: 35093137 PMCID: PMC8800302 DOI: 10.1186/s13058-022-01503-5] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [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: 07/13/2021] [Accepted: 01/13/2022] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Breast cancer can recur months to decades after an initial diagnosis and treatment. The mechanisms that control tumor cell dormancy remain poorly understood, making it difficult to predict which patients will recur and thus benefit from more rigorous screening and treatments. Unfortunately, the extreme rarity of dormant DTCs has been a major obstacle to their study. METHODS To overcome this challenge, we developed an efficient system to isolate and study rare dormant breast cancer cells from metastatic organs including bones, which represent a major site of metastasis. After isolation of cells from the long bones, we used single cell RNA-sequencing (scRNA-seq) to profile proliferative and dormant PyMT-Bo1 breast cancer cells. We also compared this signature to dormant versus proliferative tumor cells isolated from the lungs. Finally, we compared our dormant signature to human datasets. RESULTS We identified a group of genes including Cfh, Gas6, Mme and Ogn that were highly expressed in dormant breast cancer cells present in the bone and lung. Expression of these genes had no impact on dormancy in murine models, but their expression correlated with disease-free survival in primary human breast cancer tumors, suggesting that these genes have predictive value in determining which patients are likely to recur. CONCLUSIONS Dormant breast cancer cells exhibit a distinct gene expression signature regardless of metastatic site. Genes enriched in dormant breast cancer cells correlate with recurrence-free survival in breast cancer patients.
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Affiliation(s)
- Qihao Ren
- Department of Cell Biology and Physiology, Washington University School of Medicine, 660 South Euclid Avenue, Campus, Box 8228, St. Louis, MO, 63110, USA
| | - Weng Hua Khoo
- Garvan Institute of Medical Research, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine and Healthy, UNSW Sydney, Sydney, NSW, Australia
| | - Alexander P Corr
- Garvan Institute of Medical Research, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine and Healthy, UNSW Sydney, Sydney, NSW, Australia
| | - Tri Giang Phan
- Garvan Institute of Medical Research, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine and Healthy, UNSW Sydney, Sydney, NSW, Australia
| | - Peter I Croucher
- Garvan Institute of Medical Research, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine and Healthy, UNSW Sydney, Sydney, NSW, Australia
| | - Sheila A Stewart
- Department of Cell Biology and Physiology, Washington University School of Medicine, 660 South Euclid Avenue, Campus, Box 8228, St. Louis, MO, 63110, USA.
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, 63110, USA.
- Siteman Cancer Center, Washington University School of Medicine, St. Louis, MO, 63110, USA.
- ICCE Institute, Washington University School of Medicine, St. Louis, MO, 63110, USA.
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Youlten SE, Kemp JP, Logan JG, Ghirardello EJ, Sergio CM, Dack MRG, Guilfoyle SE, Leitch VD, Butterfield NC, Komla-Ebri D, Chai RC, Corr AP, Smith JT, Mohanty ST, Morris JA, McDonald MM, Quinn JMW, McGlade AR, Bartonicek N, Jansson M, Hatzikotoulas K, Irving MD, Beleza-Meireles A, Rivadeneira F, Duncan E, Richards JB, Adams DJ, Lelliott CJ, Brink R, Phan TG, Eisman JA, Evans DM, Zeggini E, Baldock PA, Bassett JHD, Williams GR, Croucher PI. Osteocyte transcriptome mapping identifies a molecular landscape controlling skeletal homeostasis and susceptibility to skeletal disease. Nat Commun 2021; 12:2444. [PMID: 33953184 PMCID: PMC8100170 DOI: 10.1038/s41467-021-22517-1] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [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: 04/03/2020] [Accepted: 03/11/2021] [Indexed: 12/17/2022] Open
Abstract
Osteocytes are master regulators of the skeleton. We mapped the transcriptome of osteocytes from different skeletal sites, across age and sexes in mice to reveal genes and molecular programs that control this complex cellular-network. We define an osteocyte transcriptome signature of 1239 genes that distinguishes osteocytes from other cells. 77% have no previously known role in the skeleton and are enriched for genes regulating neuronal network formation, suggesting this programme is important in osteocyte communication. We evaluated 19 skeletal parameters in 733 knockout mouse lines and reveal 26 osteocyte transcriptome signature genes that control bone structure and function. We showed osteocyte transcriptome signature genes are enriched for human orthologs that cause monogenic skeletal disorders (P = 2.4 × 10-22) and are associated with the polygenic diseases osteoporosis (P = 1.8 × 10-13) and osteoarthritis (P = 1.6 × 10-7). Thus, we reveal the molecular landscape that regulates osteocyte network formation and function and establish the importance of osteocytes in human skeletal disease.
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Affiliation(s)
- Scott E Youlten
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - John P Kemp
- University of Queensland Diamantina Institute, UQ, Brisbane, QLD, Australia
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - John G Logan
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Elena J Ghirardello
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Claudio M Sergio
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
| | - Michael R G Dack
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Siobhan E Guilfoyle
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Victoria D Leitch
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
- RMIT Centre for Additive Manufacturing, School of Engineering, RMIT University, Melbourne, VIC, UK
| | - Natalie C Butterfield
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Davide Komla-Ebri
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK
| | - Ryan C Chai
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
| | - Alexander P Corr
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
- Faculty of Science, University of Bath, Bath, UK
| | - James T Smith
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
- Faculty of Science, University of Bath, Bath, UK
| | - Sindhu T Mohanty
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
| | - John A Morris
- New York Genome Center, New York, NY, USA
- Faculty of Arts and Science, Department of Biology, New York University, New York, NY, USA
| | - Michelle M McDonald
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
| | - Julian M W Quinn
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
| | - Amelia R McGlade
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
| | - Nenad Bartonicek
- Garvan Institute of Medical Research and The Kinghorn Cancer Centre, Darlinghurst, Sydney, NSW, Australia
| | - Matt Jansson
- Viapath Genetics Laboratory, Viapath Analytics LLP, Guy's Hospital, London, UK
- Department of Clinical Genetics, Guy's Hospital, London, UK
| | - Konstantinos Hatzikotoulas
- Institute of Translational Genomics, Helmholtz Zentrum München - German Research Center for Environmental Health, Phoenix, AZ, USA
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Melita D Irving
- Department of Clinical Genetics, Guy's and St Thomas' NHS Trust, London, UK
| | | | | | - Emma Duncan
- Faculty of Life Sciences and Medicine, Department of Twin Research & Genetic Epidemiology, School of Life Course Sciences, King's College London, London, UK
- Australian Translational Genomics Centre, Institute of Health and Biomedical Innovation, Faculty of Health, Queensland University of Technology, Brisbane, QLD, Australia
- Faculty of Medicine, University of Queensland, St Lucia, QLD, Australia
| | - J Brent Richards
- Faculty of Life Sciences and Medicine, Department of Twin Research & Genetic Epidemiology, School of Life Course Sciences, King's College London, London, UK
- Faculty of Medicine, McGill University, Quebec, Canada
| | | | | | - Robert Brink
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
- Division of Immunology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
| | - Tri Giang Phan
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
- Division of Immunology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
| | - John A Eisman
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia
- School of Medicine Sydney, University of Notre Dame Australia, Fremantle, Australia
| | - David M Evans
- University of Queensland Diamantina Institute, UQ, Brisbane, QLD, Australia
- MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Eleftheria Zeggini
- Institute of Translational Genomics, Helmholtz Zentrum München - German Research Center for Environmental Health, Phoenix, AZ, USA
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Paul A Baldock
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia
| | - J H Duncan Bassett
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.
| | - Graham R Williams
- Molecular Endocrinology Laboratory, Department of Metabolism, Digestion and Reproduction, Imperial College London, London, UK.
| | - Peter I Croucher
- Bone Biology, Garvan Institute of Medical Research, Darlinghurst, Sydney, NSW, Australia.
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, NSW, Australia.
- School of Biotechnology and Biomolecular Sciences, UNSW Australia, Sydney, Australia.
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