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Masroni MSB, Lee KW, Lee VKM, Ng SB, Law CT, Poon KS, Lee BTK, Liu Z, Tan YP, Chng WL, Tucker S, Ngo LSM, Yip GWC, Nga ME, Hue SSS, Putti TC, Bay BH, Lin Q, Zhou L, Hartman M, Loh TP, Lakshmanan M, Lee SY, Tergaonkar V, Chua H, Lee AVH, Yeo EYM, Li MH, Chang CF, Kee Z, Tan KML, Tan SY, Koay ESC, Archetti M, Leong SM. Dynamic altruistic cooperation within breast tumors. Mol Cancer 2023; 22:206. [PMID: 38093346 PMCID: PMC10720132 DOI: 10.1186/s12943-023-01896-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 11/05/2023] [Indexed: 12/17/2023] Open
Abstract
BACKGROUND Social behaviors such as altruism, where one self-sacrifices for collective benefits, critically influence an organism's survival and responses to the environment. Such behaviors are widely exemplified in nature but have been underexplored in cancer cells which are conventionally seen as selfish competitive players. This multidisciplinary study explores altruism and its mechanism in breast cancer cells and its contribution to chemoresistance. METHODS MicroRNA profiling was performed on circulating tumor cells collected from the blood of treated breast cancer patients. Cancer cell lines ectopically expressing candidate miRNA were used in co-culture experiments and treated with docetaxel. Ecological parameters like relative survival and relative fitness were assessed using flow cytometry. Functional studies and characterization performed in vitro and in vivo include proliferation, iTRAQ-mass spectrometry, RNA sequencing, inhibition by small molecules and antibodies, siRNA knockdown, CRISPR/dCas9 inhibition and fluorescence imaging of promoter reporter-expressing cells. Mathematical modeling based on evolutionary game theory was performed to simulate spatial organization of cancer cells. RESULTS Opposing cancer processes underlie altruism: an oncogenic process involving secretion of IGFBP2 and CCL28 by the altruists to induce survival benefits in neighboring cells under taxane exposure, and a self-sacrificial tumor suppressive process impeding proliferation of altruists via cell cycle arrest. Both processes are regulated concurrently in the altruists by miR-125b, via differential NF-κB signaling specifically through IKKβ. Altruistic cells persist in the tumor despite their self-sacrifice, as they can regenerate epigenetically from non-altruists via a KLF2/PCAF-mediated mechanism. The altruists maintain a sparse spatial organization by inhibiting surrounding cells from adopting the altruistic fate via a lateral inhibition mechanism involving a GAB1-PI3K-AKT-miR-125b signaling circuit. CONCLUSIONS Our data reveal molecular mechanisms underlying manifestation, persistence and spatial spread of cancer cell altruism. A minor population behave altruistically at a cost to itself producing a collective benefit for the tumor, suggesting tumors to be dynamic social systems governed by the same rules of cooperation in social organisms. Understanding cancer cell altruism may lead to more holistic models of tumor evolution and drug response, as well as therapeutic paradigms that account for social interactions. Cancer cells constitute tractable experimental models for fields beyond oncology, like evolutionary ecology and game theory.
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Affiliation(s)
- Muhammad Sufyan Bin Masroni
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Kee Wah Lee
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
- Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, MD10, 4 Medical Drive, Singapore, 117594, Singapore
| | - Victor Kwan Min Lee
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
- NUS Centre for Cancer Research (N2CR), MD6, Centre for Translational Medicine, National University of Singapore, 14 Medical Drive, #12-01, Singapore, 117599, Singapore
| | - Siok Bian Ng
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
- NUS Centre for Cancer Research (N2CR), MD6, Centre for Translational Medicine, National University of Singapore, 14 Medical Drive, #12-01, Singapore, 117599, Singapore
| | - Chao Teng Law
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Kok Siong Poon
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Bernett Teck-Kwong Lee
- Centre for Biomedical Informatics, Lee Kong Chian School of Medicine, Nanyang Technological University, Experimental Medicine Building, NTU Main Campus, 59 Nanyang Drive, Level 4, Singapore, 636921, Singapore
| | - Zhehao Liu
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
- Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, MD10, 4 Medical Drive, Singapore, 117594, Singapore
| | - Yuen Peng Tan
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Wee Ling Chng
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Steven Tucker
- Tucker Medical Pte Ltd, Novena Specialist Centre, 8 Sinaran Drive #04-03, Singapore, 307470, Singapore
| | - Lynette Su-Mien Ngo
- Raffles Cancer Centre, Raffles Hospital, 585 North Bridge Road, Singapore, 188770, Singapore
- Current address: Curie Oncology Pte Ltd, Mount Elizabeth Novena Specialist Centre, 38 Irrawaddy Road, Level 8, #08-29/30, Singapore, 329563, Singapore
| | - George Wai Cheong Yip
- Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, MD10, 4 Medical Drive, Singapore, 117594, Singapore
- NUS Centre for Cancer Research (N2CR), MD6, Centre for Translational Medicine, National University of Singapore, 14 Medical Drive, #12-01, Singapore, 117599, Singapore
| | - Min En Nga
- Department of Pathology, National University Hospital, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Susan Swee Shan Hue
- Department of Pathology, National University Hospital, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Proteos, 61 Biopolis Drive, Singapore, 138673, Singapore
| | - Thomas Choudary Putti
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Boon Huat Bay
- Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, MD10, 4 Medical Drive, Singapore, 117594, Singapore
| | - Qingsong Lin
- Department of Biological Sciences, Faculty of Science, National University of Singapore, 14 Science Drive 4, Singapore, 117543, Singapore
| | - Lihan Zhou
- MiRXES Pte Ltd, JTC MedTech Hub, 2 Tukang Innovation Grove #08-01, Singapore, 618305, Singapore
| | - Mikael Hartman
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, 1E Kent Ridge Road, NUHS Tower Block, Level 8, Singapore, 119228, Singapore
| | - Tze Ping Loh
- Department of Laboratory Medicine, National University Hospital, Level 3 NUH Main Building, 5 Lower Kent Ridge Road, Singapore, 119074, Singapore
| | - Manikandan Lakshmanan
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Proteos, 61 Biopolis Drive, Singapore, 138673, Singapore
| | - Sook Yee Lee
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Proteos, 61 Biopolis Drive, Singapore, 138673, Singapore
| | - Vinay Tergaonkar
- NUS Centre for Cancer Research (N2CR), MD6, Centre for Translational Medicine, National University of Singapore, 14 Medical Drive, #12-01, Singapore, 117599, Singapore
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Proteos, 61 Biopolis Drive, Singapore, 138673, Singapore
| | - Huiwen Chua
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Adeline Voon Hui Lee
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Eric Yew Meng Yeo
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Mo-Huang Li
- CellSievo Pte Ltd, Block 289A, Bukit Batok Street 25, #15-218, Singapore, 650289, Singapore
| | - Chan Fong Chang
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 8 Medical Drive, Singapore, 117594, Singapore
| | - Zizheng Kee
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Karen Mei-Ling Tan
- Department of Laboratory Medicine, National University Hospital, Level 3 NUH Main Building, 5 Lower Kent Ridge Road, Singapore, 119074, Singapore.
- Singapore Institute For Clinical Sciences, Brenner Centre for Molecular Medicine, 30 Medical Drive, Singapore, 117609, Singapore.
| | - Soo Yong Tan
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore.
- NUS Centre for Cancer Research (N2CR), MD6, Centre for Translational Medicine, National University of Singapore, 14 Medical Drive, #12-01, Singapore, 117599, Singapore.
- Department of Pathology, National University Hospital, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore.
- Institute of Molecular and Cell Biology, Agency for Science, Technology and Research (A*STAR), Proteos, 61 Biopolis Drive, Singapore, 138673, Singapore.
| | - Evelyn Siew-Chuan Koay
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore.
- Department of Laboratory Medicine, National University Hospital, Level 3 NUH Main Building, 5 Lower Kent Ridge Road, Singapore, 119074, Singapore.
| | - Marco Archetti
- Department of Biology, Pennsylvania State University, W210 Millennium Science Complex, University Park, PA, 16802, USA.
| | - Sai Mun Leong
- Department of Pathology, Yong Loo Lin School of Medicine, National University of Singapore, Level 3 NUH Main Building, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore.
- NUS Centre for Cancer Research (N2CR), MD6, Centre for Translational Medicine, National University of Singapore, 14 Medical Drive, #12-01, Singapore, 117599, Singapore.
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Ng CCY, Md Nasir ND, Loke BN, Tay TKY, Thike AA, Rajasegaran V, Liu W, Lee JY, Guan P, Lim AH, Chang KTE, Gudi MA, Madhukumar P, Tan BKT, Tan VKM, Wong CY, Yong WS, Ho GH, Ong KW, Yip GWC, Bay BH, Tan P, Teh BT, Tan PH. Genetic differences between benign phyllodes tumors and fibroadenomas revealed through targeted next generation sequencing. Mod Pathol 2021; 34:1320-1332. [PMID: 33727697 DOI: 10.1038/s41379-021-00787-w] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 02/17/2021] [Accepted: 02/17/2021] [Indexed: 12/14/2022]
Abstract
Breast fibroepithelial lesions are biphasic tumors which comprise the common benign fibroadenomas (FAs) and the rarer phyllodes tumors (PTs). This study analyzed 262 (42%) conventional FAs, 45 (7%) cellular FAs, and 321 (51%) benign PTs contributed by the International Fibroepithelial Consortium, using a previously curated 16 gene panel. Benign PTs were found to possess a higher number of mutations, and higher rates of cancer driver gene alterations than both groups of FAs, in particular MED12, TERT promoter, RARA, FLNA, SETD2, RB1, and EGFR. Cases with MED12 mutations were also more likely to have TERT promoter, RARA, SETD2, and EGFR. There were no significant differences detected between conventional FAs and cellular FAs, except for PIK3CA and MAP3K1. TERT promoter alterations were most optimal in discriminating between FAs and benign PTs. Our study affirms the role of sequencing and key mutations that may assist in refining diagnoses of these lesions.
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Affiliation(s)
- Cedric Chuan Young Ng
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore, Singapore
| | - Nur Diyana Md Nasir
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Benjamin Nathanael Loke
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore.,Duke-NUS Medical School, Singapore, Singapore.,Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | | | - Aye Aye Thike
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore.,Duke-NUS Medical School, Singapore, Singapore
| | | | - Wei Liu
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore, Singapore
| | - Jing Yi Lee
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore, Singapore
| | - Peiyong Guan
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore, Singapore.,Quantitative Biology and Medicine Programme, Duke-NUS Medical School, Singapore, Singapore
| | - Abner Herbert Lim
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore, Singapore
| | - Kenneth Tou En Chang
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Mihir Ananta Gudi
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Preetha Madhukumar
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
| | - Benita Kiat Tee Tan
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore.,Department of Surgery, Sengkang General Hospital, Singapore, Singapore
| | - Veronique Kiak Mien Tan
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
| | - Chow Yin Wong
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
| | - Wei Sean Yong
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Department of Breast Surgery, Singapore General Hospital, Singapore, Singapore
| | - Gay Hui Ho
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Kong Wee Ong
- Division of Surgery and Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | | | - George Wai Cheong Yip
- Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Boon Huat Bay
- Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Patrick Tan
- Duke-NUS Medical School, Singapore, Singapore
| | - Bin Tean Teh
- Laboratory of Cancer Epigenome, National Cancer Centre Singapore, Singapore, Singapore. .,Duke-NUS Medical School, Singapore, Singapore.
| | - Puay Hoon Tan
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore. .,Duke-NUS Medical School, Singapore, Singapore. .,Department of Anatomy, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore. .,Division of Pathology, Singapore General Hospital, Singapore, Singapore.
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