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Iglesia MD, Jayasinghe RG, Chen S, Terekhanova NV, Herndon JM, Storrs E, Karpova A, Zhou DC, Naser Al Deen N, Shinkle AT, Lu RJH, Caravan W, Houston A, Zhao Y, Sato K, Lal P, Street C, Martins Rodrigues F, Southard-Smith AN, Targino da Costa ALN, Zhu H, Mo CK, Crowson L, Fulton RS, Wyczalkowski MA, Fronick CC, Fulton LA, Sun H, Davies SR, Appelbaum EL, Chasnoff SE, Carmody M, Brooks C, Liu R, Wendl MC, Oh C, Bender D, Cruchaga C, Harari O, Bredemeyer A, Lavine K, Bose R, Margenthaler J, Held JM, Achilefu S, Ademuyiwa F, Aft R, Ma C, Colditz GA, Ju T, Oh ST, Fitzpatrick J, Hwang ES, Shoghi KI, Chheda MG, Veis DJ, Chen F, Fields RC, Gillanders WE, Ding L. Differential chromatin accessibility and transcriptional dynamics define breast cancer subtypes and their lineages. NATURE CANCER 2024:10.1038/s43018-024-00773-6. [PMID: 39478117 DOI: 10.1038/s43018-024-00773-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 04/24/2024] [Indexed: 11/06/2024]
Abstract
Breast cancer (BC) is defined by distinct molecular subtypes with different cells of origin. The transcriptional networks that characterize the subtype-specific tumor-normal lineages are not established. In this work, we applied bulk, single-cell and single-nucleus multi-omic techniques as well as spatial transcriptomics and multiplex imaging on 61 samples from 37 patients with BC to show characteristic links in gene expression and chromatin accessibility between BC subtypes and their putative cells of origin. Regulatory network analysis of transcription factors underscored the importance of BHLHE40 in luminal BC and luminal mature cells and KLF5 in basal-like tumors and luminal progenitor cells. Furthermore, we identify key genes defining the basal-like (SOX6 and KCNQ3) and luminal A/B (FAM155A and LRP1B) lineages. Exhausted CTLA4-expressing CD8+ T cells were enriched in basal-like BC, suggesting an altered means of immune dysfunction. These findings demonstrate analysis of paired transcription and chromatin accessibility at the single-cell level is a powerful tool for investigating cancer lineage and highlight transcriptional networks that define basal and luminal BC lineages.
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Affiliation(s)
- Michael D Iglesia
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Reyka G Jayasinghe
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Siqi Chen
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Nadezhda V Terekhanova
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - John M Herndon
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Erik Storrs
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Alla Karpova
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Daniel Cui Zhou
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Nataly Naser Al Deen
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Andrew T Shinkle
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Rita Jui-Hsien Lu
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Wagma Caravan
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Andrew Houston
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Yanyan Zhao
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Kazuhito Sato
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Preet Lal
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Cherease Street
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Fernanda Martins Rodrigues
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Austin N Southard-Smith
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - André Luiz N Targino da Costa
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Houxiang Zhu
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Chia-Kuei Mo
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Lisa Crowson
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Robert S Fulton
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Matthew A Wyczalkowski
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Catrina C Fronick
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Lucinda A Fulton
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Hua Sun
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Sherri R Davies
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | | | - Sara E Chasnoff
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Madelyn Carmody
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Candace Brooks
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Ruiyang Liu
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Michael C Wendl
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
- Department of Mathematics, Washington University in St. Louis, St. Louis, MO, USA
- Department of Genetics, Washington University in St. Louis, St. Louis, MO, USA
| | - Clara Oh
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Diane Bender
- Bursky Center for Human Immunology & Immunotherapy, Washington University in St. Louis, St. Louis, MO, USA
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University in St. Louis, St. Louis, MO, USA
| | - Oscar Harari
- Department of Psychiatry, Washington University in St. Louis, St. Louis, MO, USA
| | - Andrea Bredemeyer
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Kory Lavine
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Department of Pathology and Immunology, Washington University in St. Louis, St. Louis, MO, USA
- Department of Developmental Biology, Washington University in St. Louis, St. Louis, MO, USA
| | - Ron Bose
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Julie Margenthaler
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Jason M Held
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Samuel Achilefu
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA
| | - Foluso Ademuyiwa
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Rebecca Aft
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
- John Cochran Veterans Hospital, St. Louis, MO, USA
| | - Cynthia Ma
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Graham A Colditz
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA
- Division of Public Health Sciences, Washington University School of Medicine, St. Louis, MO, USA
| | - Tao Ju
- Department of Computer Science and Engineering, Washington University in St. Louis, St. Louis, MO, USA
| | - Stephen T Oh
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Department of Pathology and Immunology, Washington University in St. Louis, St. Louis, MO, USA
| | - James Fitzpatrick
- Washington University Center for Cellular Imaging, Washington University in St. Louis, St. Louis, MO, USA
- Departments of Neuroscience and Cell Biology & Physiology, Washington University in St. Louis, St. Louis, MO, USA
| | - E Shelley Hwang
- Department of Surgery, Duke University Medical Center, Durham, NC, England
| | - Kooresh I Shoghi
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
- Department of Radiology, Washington University in St. Louis, St. Louis, MO, USA
| | - Milan G Chheda
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Deborah J Veis
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
- Department of Pathology and Immunology, Washington University in St. Louis, St. Louis, MO, USA
| | - Feng Chen
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Ryan C Fields
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - William E Gillanders
- Department of Surgery, Washington University in St. Louis, St. Louis, MO, USA.
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA.
| | - Li Ding
- Department of Medicine, Washington University in St. Louis, St. Louis, MO, USA.
- McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA.
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA.
- Department of Genetics, Washington University in St. Louis, St. Louis, MO, USA.
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2
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Paavolainen O, Peurla M, Koskinen LM, Pohjankukka J, Saberi K, Tammelin E, Sulander SR, Valkonen M, Mourao L, Boström P, Brück N, Ruusuvuori P, Scheele CLGJ, Hartiala P, Peuhu E. Volumetric analysis of the terminal ductal lobular unit architecture and cell phenotypes in the human breast. Cell Rep 2024; 43:114837. [PMID: 39368089 DOI: 10.1016/j.celrep.2024.114837] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2024] [Revised: 08/20/2024] [Accepted: 09/20/2024] [Indexed: 10/07/2024] Open
Abstract
The major lactiferous ducts of the human breast branch out and end at terminal ductal lobular units (TDLUs). Despite their functional and clinical importance, the three-dimensional (3D) architecture of TDLUs has remained undetermined. Our quantitative and volumetric imaging of healthy human breast tissue demonstrates that highly branched TDLUs, which exhibit increased proliferation, are uncommon in the resting tissue regardless of donor age, parity, or hormonal contraception. Overall, TDLUs have a consistent shape and branch parameters, and they contain a main subtree that dominates in bifurcation events and exhibits a more duct-like keratin expression pattern. Simulation of TDLU branching morphogenesis in three dimensions suggests that evolutionarily conserved mechanisms regulate mammary gland branching in humans and mice despite their anatomical differences. In all, our data provide structural insight into 3D anatomy and branching of the human breast and exemplify the power of volumetric imaging in gaining a deeper understanding of breast biology.
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Affiliation(s)
- Oona Paavolainen
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland; Turku Bioscience, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Markus Peurla
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland; Turku Bioscience, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Leena M Koskinen
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland; Turku Bioscience, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Jonna Pohjankukka
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland; Turku Bioscience, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Kamyab Saberi
- VIB Center for Cancer Biology, Department of Oncology, KU Leuven, 3000 Leuven, Belgium
| | - Ella Tammelin
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland; Turku Bioscience, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Suvi-Riitta Sulander
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland; Turku Bioscience, University of Turku and Åbo Akademi University, 20520 Turku, Finland
| | - Masi Valkonen
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland
| | - Larissa Mourao
- VIB Center for Cancer Biology, Department of Oncology, KU Leuven, 3000 Leuven, Belgium
| | - Pia Boström
- Department of Pathology, Turku University Hospital, 20520 Turku, Finland; University of Turku, 20520 Turku, Finland
| | - Nina Brück
- Department of Pathology, Turku University Hospital, 20520 Turku, Finland; University of Turku, 20520 Turku, Finland
| | - Pekka Ruusuvuori
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland
| | - Colinda L G J Scheele
- VIB Center for Cancer Biology, Department of Oncology, KU Leuven, 3000 Leuven, Belgium
| | - Pauliina Hartiala
- University of Turku, 20520 Turku, Finland; Department of Plastic and General Surgery, Turku University Hospital, 20520 Turku, Finland; Medicity Research Laboratories and InFLAMES Research Flagship Center, University of Turku, 20520 Turku, Finland
| | - Emilia Peuhu
- Institute of Biomedicine, Cancer Laboratory FICAN West, University of Turku, 20520 Turku, Finland; Turku Bioscience, University of Turku and Åbo Akademi University, 20520 Turku, Finland.
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3
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Lee DHY, Tsang JY, Li JJX, Lau SL, Tam F, Loong TC, Tse GM. Cytokeratin 15 is a novel and independent predictor of poor outcome in luminal B HER2-negative breast carcinomas. Pathology 2024; 56:834-841. [PMID: 38909003 DOI: 10.1016/j.pathol.2024.03.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 02/28/2024] [Accepted: 03/18/2024] [Indexed: 06/24/2024]
Abstract
Cytokeratin 15 (CK15) has been described as a stem cell marker in human organs and its expression is seen in breast tissue. CK15 expression is associated with aggressive features in endometrial and oesophageal cancers, but data on the breast are lacking. This study aims to investigate the clinicopathological associations and prognostic significance of CK15 in breast carcinomas. A multi-institute cohort of breast carcinomas were retrieved. Clinicopathological and outcome data were obtained and compared with immunohistochemical expression CK15 and a panel of biomarkers. In total, 1,476 cases were included, with an expression rate of 3.5%, preferentially expressed in luminal subtypes (p=0.024), with luminal B carcinomas being the highest (4.7%), as opposed to basal-like (1%) and HER2-overexpressed carcinomas (0%). Except for nodal stage (p=0.013) and nodal metastasis (p=0.048), oestrogen (p=0.035) and progesterone receptor (p=0.001) positivity, there were no associations with other clinicopathological parameters. A trend was observed with shorter breast cancer specific survival (BCSS) in CK15-positive luminal B carcinomas (p=0.062). On further subgroup multivariate analysis of luminal B HER2-negative carcinomas, CK15 expression exhibited robust correlation with shorter BCSS (HR=9.004, p=0.001) and disease-free survival (HR=7.085, p<0.001). Restricted to luminal breast carcinomas, specifically luminal B HER2-negative, CK15 is demonstrated to be a robust independent predictor of higher risk of recurrence and shorter survival, with potential as a clinical prognostic marker and an exclusive stem cell marker for this subgroup of carcinomas.
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Affiliation(s)
- Dennis H Y Lee
- Department of Anatomical and Cellular Pathology and State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Julia Y Tsang
- Department of Anatomical and Cellular Pathology and State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Joshua J X Li
- Department of Anatomical and Cellular Pathology and State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Sin Leung Lau
- Department of Anatomical and Cellular Pathology and State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Fiona Tam
- Department of Pathology, Kwong Wah Hospital, Hong Kong
| | | | - Gary M Tse
- Department of Anatomical and Cellular Pathology and State Key Laboratory of Translational Oncology, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong.
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4
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Nagata K, Nishimura M, Daino K, Nishimura Y, Hattori Y, Watanabe R, Iizuka D, Yokoya A, Suzuki K, Kakinuma S, Imaoka T. Luminal progenitor and mature cells are more susceptible than basal cells to radiation-induced DNA double-strand breaks in rat mammary tissue. JOURNAL OF RADIATION RESEARCH 2024; 65:640-650. [PMID: 39238338 PMCID: PMC11420845 DOI: 10.1093/jrr/rrae067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 06/07/2024] [Indexed: 09/07/2024]
Abstract
Ionizing radiation promotes mammary carcinogenesis. Induction of DNA double-strand breaks (DSBs) is the initial event after radiation exposure, which can potentially lead to carcinogenesis, but the dynamics of DSB induction and repair are not well understood at the tissue level. In this study, we used female rats, which have been recognized as a useful experimental model for studying radiation effects on the mammary gland. We focused on differences in DSB kinetics among basal cells, luminal progenitor and mature cells in different parts of the mammary duct. 53BP1 foci were used as surrogate markers of DSBs, and 53BP1 foci in each mammary epithelial cell in immunostained tissue sections were counted 1-24 h after irradiation and fitted to an exponential function of time. Basal cells were identified as cytokeratin (CK) 14+ cells, luminal progenitor cells as CK8 + 18low cells and luminal mature cells as CK8 + 18high cells. The number of DSBs per nucleus tended to be higher in luminal cells than basal cells at 1 h post-irradiation. A model analysis indicated that basal cells in terminal end buds (TEBs), which constitute the leading edge of the mammary duct, had significantly fewer initial DSBs than the two types of luminal cells, and there was no significant difference in initial amount among the cell types in the subtending duct. The repair rate did not differ among mammary epithelial cell types or their locations. Thus, luminal progenitor and mature cells are more susceptible to radiation-induced DSBs than are basal cells in TEBs.
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Affiliation(s)
- Kento Nagata
- Department of Radiation Effects Research, Institute for Radiological Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
| | - Mayumi Nishimura
- Department of Radiation Effects Research, Institute for Radiological Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
| | - Kazuhiro Daino
- Department of Radiation Effects Research, Institute for Radiological Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
| | - Yukiko Nishimura
- Department of Radiation Effects Research, Institute for Radiological Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
| | - Yuya Hattori
- Department of Electrical Engineering and Information Science, Faculty of Electrical Engineering and Information Science, National Institute of Technology Kure College, 2–2–11 Aga-minami, Kure, Hiroshima 737-8506, Japan
| | - Ritsuko Watanabe
- Institute for Quantum Life Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
| | - Daisuke Iizuka
- Department of Radiation Effects Research, Institute for Radiological Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
| | - Akinari Yokoya
- Institute for Quantum Life Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
| | - Keiji Suzuki
- Department of Radiation Medical Sciences, Atomic Bomb Disease Institute, Nagasaki University, 1–12–4 Sakamoto, Nagasaki 852-8523, Japan
| | - Shizuko Kakinuma
- Department of Radiation Effects Research, Institute for Radiological Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
| | - Tatsuhiko Imaoka
- Department of Radiation Effects Research, Institute for Radiological Science, National Institutes for Quantum Science and Technology, 4–9–1 Anagawa, Inage-ku, Chiba 263-8555, Japan
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5
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Balcioglu O, Gates BL, Freeman DW, Hagos BM, Mehrabad EM, Ayala-Talavera D, Spike BT. Mcam stabilizes a luminal progenitor-like breast cancer cell state via Ck2 control and Src/Akt/Stat3 attenuation. NPJ Breast Cancer 2024; 10:80. [PMID: 39277578 PMCID: PMC11401886 DOI: 10.1038/s41523-024-00687-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Accepted: 08/28/2024] [Indexed: 09/17/2024] Open
Abstract
Cell state control is crucial for normal tissue development and cancer cell mimicry of stem/progenitor states, contributing to tumor heterogeneity, therapy resistance, and progression. Here, we demonstrate that the cell surface glycoprotein Mcam maintains the tumorigenic luminal progenitor (LP)-like epithelial cell state, leading to Basal-like mammary cancers. In the Py230 mouse mammary carcinoma model, Mcam knockdown (KD) destabilized the LP state by deregulating the Ck2/Stat3 axis, causing a switch to alveolar and basal states, loss of an estrogen-sensing subpopulation, and resistance to tamoxifen-an effect reversed by Ck2 and Stat3 inhibitors. In vivo, Mcam KD blocked generation of Basal-like tumors and Sox10+Krt14+ cells. In human tumors, MCAM loss was largely exclusive of the Basal-like subtype, linked instead to proliferative Luminal subtypes, including often endocrine-resistant Luminal B cancers. This study has implications for developing therapies targeting MCAM, CK2, and STAT3 and their likely effective contexts.
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Affiliation(s)
- Ozlen Balcioglu
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, 84112, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, 84112, USA
| | - Brooke L Gates
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, 84112, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, 84112, USA
| | - David W Freeman
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, 84112, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, 84112, USA
| | - Berhane M Hagos
- Emergency Medicine, Oregon Health & Science University School of Medicine, Portland, OR, 97239, USA
| | | | - David Ayala-Talavera
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, 84112, USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, 84112, USA
| | - Benjamin T Spike
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, 84112, USA.
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, 84112, USA.
- School of Computing, University of Utah, Salt Lake City, UT, 84112, USA.
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6
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Balcioglu O, Gates BL, Freeman DW, Hagos BM, Mehrabad EM, Ayala-Talavera D, Spike BT. Mcam stabilizes luminal progenitor breast cancer phenotypes via Ck2 control and Src/Akt/Stat3 attenuation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.05.10.540211. [PMID: 38562809 PMCID: PMC10983870 DOI: 10.1101/2023.05.10.540211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Breast cancers are categorized into subtypes with distinctive therapeutic vulnerabilities and prognoses based on their expression of clinically targetable receptors and gene expression patterns mimicking different cell types of the normal gland. Here, we tested the role of Mcam in breast cancer cell state control and tumorigenicity in a luminal progenitor-like murine tumor cell line (Py230) that exhibits lineage and tumor subtype plasticity. Mcam knockdown Py230 cells show augmented Stat3 and Pi3K/Akt activation associated with a lineage state switch away from a hormone-sensing/luminal progenitor state toward alveolar and basal cell related phenotypes that were refractory to growth inhibition by the anti-estrogen therapeutic, tamoxifen. Inhibition of Stat3, or the upstream activator Ck2, reversed these cell state changes. Mcam binds Ck2 and acts as a regulator of Ck2 substrate utilization across multiple mammary tumor cell lines. In Py230 cells this activity manifests as increased mesenchymal morphology, migration, and Src/Fak/Mapk/Paxillin adhesion complex signaling in vitro, in contrast to Mcam's reported roles in promoting mesenchymal phenotypes. In vivo, Mcam knockdown reduced tumor growth and take rate and inhibited cell state transition to Sox10+/neural crest like cells previously been associated with tumor aggressiveness. This contrasts with human luminal breast cancers where MCAM copy number loss is highly coupled to Cyclin D amplification, increased proliferation, and the more aggressive Luminal B subtype. Together these data indicate a critical role for Mcam and its regulation of Ck2 in control of breast cancer cell state plasticity with implications for progression, evasion of targeted therapies and combination therapy design.
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Affiliation(s)
- Ozlen Balcioglu
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112 USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112 USA
| | - Brooke L. Gates
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112 USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112 USA
| | - David W. Freeman
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112 USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112 USA
| | - Berhane M. Hagos
- Current Address: Emergency Medicine, Oregon Health & Science University School of Medicine, Portland, OR 97239 USA
| | | | - David Ayala-Talavera
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112 USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112 USA
| | - Benjamin T. Spike
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT 84112 USA
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT 84112 USA
- School of Computing, University of Utah, Salt Lake City, UT 84112 USA
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Miyano M, LaBarge MA. ELF5: A Molecular Clock for Breast Aging and Cancer Susceptibility. Cancers (Basel) 2024; 16:431. [PMID: 38275872 PMCID: PMC10813895 DOI: 10.3390/cancers16020431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 01/11/2024] [Accepted: 01/17/2024] [Indexed: 01/27/2024] Open
Abstract
Breast cancer is predominantly an age-related disease, with aging serving as the most significant risk factor, compounded by germline mutations in high-risk genes like BRCA1/2. Aging induces architectural changes in breast tissue, particularly affecting luminal epithelial cells by diminishing lineage-specific molecular profiles and adopting myoepithelial-like characteristics. ELF5 is an important transcription factor for both normal breast and breast cancer development. This review focuses on the role of ELF5 in normal breast development, its altered expression throughout aging, and its implications in cancer. It discusses the lineage-specific expression of ELF5, its regulatory mechanisms, and its potential as a biomarker for breast-specific biological age and cancer risk.
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Affiliation(s)
- Masaru Miyano
- Department of Population Sciences, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
- Center for Cancer and Aging, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
| | - Mark A. LaBarge
- Department of Population Sciences, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
- Center for Cancer and Aging, Beckman Research Institute, City of Hope, Duarte, CA 91010, USA
- Center for Cancer Biomarkers Research, University of Bergen, 5007 Bergen, Norway
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Iglesia MD, Jayasinghe RG, Chen S, Terekhanova NV, Herndon JM, Storrs E, Karpova A, Zhou DC, Al Deen NN, Shinkle AT, Lu RJH, Caravan W, Houston A, Zhao Y, Sato K, Lal P, Street C, Rodrigues FM, Southard-Smith AN, Targino da Costa ALN, Zhu H, Mo CK, Crowson L, Fulton RS, Wyczalkowski MA, Fronick CC, Fulton LA, Sun H, Davies SR, Appelbaum EL, Chasnoff SE, Carmody M, Brooks C, Liu R, Wendl MC, Oh C, Bender D, Cruchaga C, Harari O, Bredemeyer A, Lavine K, Bose R, Margenthaler J, Held JM, Achilefu S, Ademuyiwa F, Aft R, Ma C, Colditz GA, Ju T, Oh ST, Fitzpatrick J, Hwang ES, Shoghi KI, Chheda MG, Veis DJ, Chen F, Fields RC, Gillanders WE, Ding L. Differential chromatin accessibility and transcriptional dynamics define breast cancer subtypes and their lineages. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.10.31.565031. [PMID: 37961519 PMCID: PMC10634973 DOI: 10.1101/2023.10.31.565031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Breast cancer is a heterogeneous disease, and treatment is guided by biomarker profiles representing distinct molecular subtypes. Breast cancer arises from the breast ductal epithelium, and experimental data suggests breast cancer subtypes have different cells of origin within that lineage. The precise cells of origin for each subtype and the transcriptional networks that characterize these tumor-normal lineages are not established. In this work, we applied bulk, single-cell (sc), and single-nucleus (sn) multi-omic techniques as well as spatial transcriptomics and multiplex imaging on 61 samples from 37 breast cancer patients to show characteristic links in gene expression and chromatin accessibility between breast cancer subtypes and their putative cells of origin. We applied the PAM50 subtyping algorithm in tandem with bulk RNA-seq and snRNA-seq to reliably subtype even low-purity tumor samples and confirm promoter accessibility using snATAC. Trajectory analysis of chromatin accessibility and differentially accessible motifs clearly connected progenitor populations with breast cancer subtypes supporting the cell of origin for basal-like and luminal A and B tumors. Regulatory network analysis of transcription factors underscored the importance of BHLHE40 in luminal breast cancer and luminal mature cells, and KLF5 in basal-like tumors and luminal progenitor cells. Furthermore, we identify key genes defining the basal-like ( PRKCA , SOX6 , RGS6 , KCNQ3 ) and luminal A/B ( FAM155A , LRP1B ) lineages, with expression in both precursor and cancer cells and further upregulation in tumors. Exhausted CTLA4-expressing CD8+ T cells were enriched in basal-like breast cancer, suggesting altered means of immune dysfunction among breast cancer subtypes. We used spatial transcriptomics and multiplex imaging to provide spatial detail for key markers of benign and malignant cell types and immune cell colocation. These findings demonstrate analysis of paired transcription and chromatin accessibility at the single cell level is a powerful tool for investigating breast cancer lineage development and highlight transcriptional networks that define basal and luminal breast cancer lineages.
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Wang J, Zhu G. Silencing of keratin 15 impairs viability and mobility while facilitating the doxorubicin chemosensitivity by inactivating the β‑catenin pathway in liver cancer. Oncol Lett 2023; 26:447. [PMID: 37720670 PMCID: PMC10502946 DOI: 10.3892/ol.2023.14034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 07/11/2023] [Indexed: 09/19/2023] Open
Abstract
Keratin 15 (KRT15) regulates the invasion as well as the stemness and is associated with tumor size and metastasis of several gastrointestinal cancers apart from liver cancer. The present study aimed to explore the effect of KRT15 knockdown on liver cancer malignant behaviors and its interaction with the β-catenin pathway. Small interfering (si)-KRT15 and si-negative control (NC) were transfected into liver cancer cell lines, followed by the addition or not of CHIR-99021 (a β-catenin agonist). Cell viability, invasion, apoptosis, and the half maximal inhibitory concentration (IC50) value of doxorubicin (Dox) were then assessed. The present study illustrated that KRT15 gene and protein expression levels were upregulated in most liver cancer cell lines (Huh7, PLC, Hep3B and HepG2) compared to the normal liver cell line THLE-2. si-KRT15 reduced cell viability and invasive cell count while promoting the apoptosis rate in Huh7 and HepG2 cells. In addition, si-KRT15 also reduced the IC50 value of Dox. Furthermore, si-KRT15 inactivated the β-catenin pathway as reflected by β-catenin, cyclin D1 and c-Myc expression levels in Huh7 and HepG2 cells. Subsequently, CHIR-99021 treatment increased the cell viability and invasive cell count while reducing the apoptosis rate in Huh7 and HepG2 cells. Concurrently, the IC50 value of Dox was also increased. Notably, CHIR-99021 treatment attenuated the effect of si-KRT15 on mediating the aforementioned Huh7 and HepG2 cell malignant behaviors and Dox chemosensitivity. In conclusion, KRT15 knockdown suppressed viability and mobility but facilitated Dox chemosensitivity via inactivating the β-catenin pathway in liver cancer, suggesting its potential as a target for liver cancer treatment.
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Affiliation(s)
- Junying Wang
- Department of Interventional Radiology and Vascular Surgery, Zhongda Hospital, Southeast University, Nanjing, Jiangsu 210009, P.R. China
| | - Guangyu Zhu
- Department of Interventional Radiology and Vascular Surgery, Zhongda Hospital, Southeast University, Nanjing, Jiangsu 210009, P.R. China
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10
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Kohler KT, Møller Hansen AA, Kim J, Villadsen R. SSEA-1 Correlates With the Invasive Phenotype in Breast Cancer. J Histochem Cytochem 2023; 71:423-430. [PMID: 37477396 PMCID: PMC10424578 DOI: 10.1369/00221554231189312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 06/29/2023] [Indexed: 07/22/2023] Open
Abstract
The glycan moiety Lewis X (LeX) has been implicated in defining progenitor cells as well as playing a role in the progression of solid tumors, including breast cancer. Here, we used the original stage-specific embryonic antigen-1 (SSEA-1) antibody, MC-480, targeting the LeX motif to examine the expression pattern of this marker within the context of a differentiation hierarchy as well as functional properties of breast cancer cells. Immunohistochemical staining revealed the presence of SSEA-1 in a progenitor zone in the normal breast gland. In breast cancer, 81 of 220 carcinomas (37%) were positive for SSEA-1 and a distinct pattern could be correlated to major subtypes. Specifically, estrogen receptor alpha (ERα)-negative tumors showed a higher frequency of SSEA-1 expression compared to ERα-positive tumors, which are generally considered more differentiated (56% vs 29%, p<0.005). Functional assays performed on two representative breast cancer cell lines demonstrated that SSEA-1-expressing cells exhibited cancer stem cell properties as well as having more invasive potential, regardless of ERα status. A potential role of SSEA-1 in metastasis was confirmed by pairwise staining of primary- and corresponding lymph node tumors. Altogether, our data suggest that expression of SSEA-1 in breast cancer contributes to the malignant phenotype.
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Affiliation(s)
- Katharina T. Kohler
- Department of Cellular and Molecular Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Anna A. Møller Hansen
- Department of Cellular and Molecular Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jiyoung Kim
- Department of Cellular and Molecular Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
- Novo Nordisk Foundation Center for Stem Cell Biology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - René Villadsen
- Department of Cellular and Molecular Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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Zhang Z, Wang H, Jin Y, Zhou J, Chu C, Tang F, Zou L, Zou Q. KRT15 in early breast cancer screening and correlation with HER2 positivity, pathological grade and N stage. Biomark Med 2023; 17:553-562. [PMID: 37814985 DOI: 10.2217/bmm-2023-0130] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/11/2023] Open
Abstract
Objective: This study was designed to explore KRT15 dysregulation and its correlation with clinical characteristics among ductal carcinoma in situ (DCIS), DCIS with microinvasion (DCIS-MI) and invasive breast cancer (IBC) patients. Methods: KRT15 from lesion samples of 50 DCIS patients, 48 DCIS-MI patients and 50 IBC patients was detected by immunohistochemistry. Results: KRT15 discriminated IBC patients from DCIS patients (area under the curve [AUC] = 0.895; 95% CI = 0.836-0.954) and DCIS-MI patients (AUC = 0.707; 95% CI = 0.606-0.808). In DCIS patients, KRT15 was negatively correlated with pathological grade (p = 0.015). In DCIS-MI patients, KRT15 was positively related to estrogen receptor positivity but negatively associated with Ki-67 (both p < 0.05). In IBC patients, KRT15 was negatively linked to HER2 positivity, histological grade, N stage and tumor node metastasis stage (all p < 0.05). Conclusion: KRT15 assessment may help with early breast cancer screening.
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Affiliation(s)
- Zijing Zhang
- Department of General Surgery, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Hongying Wang
- Department of General Surgery, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Yiting Jin
- Department of General Surgery, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Jian Zhou
- Department of General Surgery, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Chengyu Chu
- Department of General Surgery, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Feng Tang
- Department of Pathology, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Liping Zou
- Department of Pathology, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Qiang Zou
- Department of General Surgery, Huashan Hospital, Fudan University, Shanghai, 200040, China
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