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Reolo MJY, Otsuka M, Seow JJW, Lee J, Lee YH, Nguyen PHD, Lim CJ, Wasser M, Chua C, Lim TKH, Leow WQ, Chung A, Goh BKP, Chow PKH, DasGupta R, Yeong JPS, Chew V. CD38 marks the exhausted CD8 + tissue-resident memory T cells in hepatocellular carcinoma. Front Immunol 2023; 14:1182016. [PMID: 37377962 PMCID: PMC10292929 DOI: 10.3389/fimmu.2023.1182016] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 05/22/2023] [Indexed: 06/29/2023] Open
Abstract
Introduction Despite recent advances in immunotherapy for hepatocellular carcinoma (HCC), the overall modest response rate underscores the need for a better understanding of the tumor microenvironment (TME) of HCC. We have previously shown that CD38 is widely expressed on tumor-infiltrating leukocytes (TILs), predominantly on CD3+ T cells and monocytes. However, its specific role in the HCC TME remains unclear. Methods In this current study, we used cytometry time-of-flight (CyTOF), bulk RNA sequencing on sorted T cells, and single-cell RNA (scRNA) sequencing to interrogate expression of CD38 and its correlation with T cell exhaustion in HCC samples. We also employed multiplex immunohistochemistry (mIHC) for validating our findings. Results From CyTOF analysis, we compared the immune composition of CD38-expressing leukocytes in TILs, non-tumor tissue-infiltrating leukocytes (NIL), and peripheral blood mononuclear cells (PBMC). We identified CD8+ T cells as the dominant CD38-expressing TILs and found that CD38 expression was significantly higher in CD8+ TRM in TILs than in NILs. Furthermore, through transcriptomic analysis on sorted CD8+ TRM from HCC tumors, we observed a higher expression of CD38 along with T cell exhaustion genes, including PDCD1 and CTLA4, compared to the circulating memory CD8 T cells from PBMC. This was validated by scRNA sequencing that revealed co-expression of CD38 with PDCD1, CTLA4, and ITGAE (CD103) in T cells from HCC tumors. The protein co-expression of CD38 and PD-1 on CD8+ T cells was further demonstrated by mIHC on HCC FFPE tissues, marking CD38 as a T cell co-exhaustion marker in HCC. Lastly, the higher proportions of CD38+PD-1+ CD8+ T cells and CD38+PD-1+ TRM were significantly associated with the higher histopathological grades of HCC, indicating its role in the aggressiveness of the disease. Conclusion Taken together, the concurrent expression of CD38 with exhaustion markers on CD8+ TRM underpins its role as a key marker of T cell exhaustion and a potential therapeutic target for restoring cytotoxic T cell function in HCC.
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Affiliation(s)
- Marie J. Y. Reolo
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Masayuki Otsuka
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Justine Jia Wen Seow
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Joycelyn Lee
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Yun Hua Lee
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Phuong H. D. Nguyen
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Chun Jye Lim
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Martin Wasser
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Camillus Chua
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Tony K. H. Lim
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Wei Qiang Leow
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Alexander Chung
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, Singapore
| | - Brian K. P. Goh
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, Singapore
- SingHealth-DukeNUS Academic Surgery Program, Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Pierce K. H. Chow
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, Singapore
- SingHealth-DukeNUS Academic Surgery Program, Duke-NUS Graduate Medical School, Singapore, Singapore
- Division of Medical Science, National Cancer Center, Singapore, Singapore
| | - Ramanuj DasGupta
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Joe Poh Sheng Yeong
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, Singapore
| | - Valerie Chew
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
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Lee YH, Chuah S, Nguyen PHD, Lim CJ, Lai HLH, Wasser M, Chua C, Lim TKH, Leow WQ, Loh TJ, Wan WK, Pang YH, Soon G, Cheow PC, Kam JH, Iyer S, Kow A, Bonney GK, Chan CY, Chung A, Goh BKP, Zhai W, Chow PKH, Albani S, Liu H, Chew V. IFNγ -IL-17 + CD8 T cells contribute to immunosuppression and tumor progression in human hepatocellular carcinoma. Cancer Lett 2023; 552:215977. [PMID: 36279983 DOI: 10.1016/j.canlet.2022.215977] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 10/12/2022] [Accepted: 10/18/2022] [Indexed: 11/07/2022]
Abstract
IL-17-producing CD8 (Tc17) T cells have been shown to play an important role in infection and chronic inflammation, however their implications in hepatocellular carcinoma (HCC) remain elusive. In this study, we performed cytometry by time-of-flight (CyTOF) and revealed the distinctive immunological phenotypes of two IFNγ+ and IFNγ- Tc17 subsets that were preferentially enriched in human HCC. Single-cell RNA-sequencing analysis further revealed regulatory circuits governing the different phenotypes of these Tc17 subsets. In particular, we discovered that IFNγ- Tc17 subset demonstrated pro-tumoral characteristics and expressed higher levels of CCL20. This corresponded to increased tumor infiltration of T regulatory cells (Treg) validated by immunohistochemistry in another independent HCC cohort, demonstrating the immunosuppressive functions of IFNγ- Tc17 subset. Most importantly, higher intra-tumoral proportions of IFNγ- Tc17 were associated with poorer prognosis in patients with HCC and this was further validated in The Cancer Genome Atlas (TCGA) HCC cohort. Taken together, this compendium of transcriptomic and proteomic data of Tc17 subsets sheds light on the immunosuppressive phenotypes of IFNγ- Tc17 and its implications in HCC progression.
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Affiliation(s)
- Yun Hua Lee
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Samuel Chuah
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Phuong H D Nguyen
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Chun Jye Lim
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Hannah L H Lai
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Martin Wasser
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Camillus Chua
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Tony K H Lim
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore
| | - Wei Qiang Leow
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore
| | - Tracy Jiezhen Loh
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore
| | - Wei Keat Wan
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore
| | - Yin Huei Pang
- Department of Pathology, National University Hospital Singapore, 119074, Singapore
| | - Gwyneth Soon
- Department of Pathology, National University Hospital Singapore, 119074, Singapore
| | - Peng Chung Cheow
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Juinn Huar Kam
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Shridhar Iyer
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, 119074, Singapore
| | - Alfred Kow
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, 119074, Singapore
| | - Glenn K Bonney
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, 119074, Singapore
| | - Chung Yip Chan
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Alexander Chung
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Brian K P Goh
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Weiwei Zhai
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore; Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100107, China; Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, Yunan, 650223, China
| | - Pierce K H Chow
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Salvatore Albani
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Haiyan Liu
- Immunology Programme, Life Sciences Institute, Immunology Translational Research Program and Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117456, Singapore
| | - Valerie Chew
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore.
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Suthen S, Lim CJ, Nguyen PHD, Dutertre CA, Lai HLH, Wasser M, Chua C, Lim TKH, Leow WQ, Loh TJ, Wan WK, Pang YH, Soon G, Cheow PC, Kam JH, Iyer S, Kow A, Tam WL, Shuen TWH, Toh HC, Dan YY, Bonney GK, Chan CY, Chung A, Goh BKP, Zhai W, Ginhoux F, Chow PKH, Albani S, Chew V. Hypoxia-driven immunosuppression by Treg and type-2 conventional dendritic cells in HCC. Hepatology 2022; 76:1329-1344. [PMID: 35184329 DOI: 10.1002/hep.32419] [Citation(s) in RCA: 63] [Impact Index Per Article: 31.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 01/25/2022] [Accepted: 02/07/2022] [Indexed: 01/10/2023]
Abstract
BACKGROUND AND AIMS Hypoxia is one of the central players in shaping the immune context of the tumor microenvironment (TME). However, the complex interplay between immune cell infiltrates within the hypoxic TME of HCC remains to be elucidated. APPROACH AND RESULTS We analyzed the immune landscapes of hypoxia-low and hypoxia-high tumor regions using cytometry by time of light, immunohistochemistry, and transcriptomic analyses. The mechanisms of immunosuppression in immune subsets of interest were further explored using in vitro hypoxia assays. Regulatory T cells (Tregs) and a number of immunosuppressive myeloid subsets, including M2 macrophages and human leukocyte antigen-DR isotype (HLA-DRlo ) type 2 conventional dendritic cell (cDC2), were found to be significantly enriched in hypoxia-high tumor regions. On the other hand, the abundance of active granzyme Bhi PD-1lo CD8+ T cells in hypoxia-low tumor regions implied a relatively active immune landscape compared with hypoxia-high regions. The up-regulation of cancer-associated genes in the tumor tissues and immunosuppressive genes in the tumor-infiltrating leukocytes supported a highly pro-tumorigenic network in hypoxic HCC. Chemokine genes such as CCL20 (C-C motif chemokine ligand 20) and CXCL5 (C-X-C motif chemokine ligand 5) were associated with recruitment of both Tregs and HLA-DRlo cDC2 to hypoxia-high microenvironments. The interaction between Tregs and cDC2 under a hypoxic TME resulted in a loss of antigen-presenting HLA-DR on cDC2. CONCLUSIONS We uncovered the unique immunosuppressive landscapes and identified key immune subsets enriched in hypoxic HCC. In particular, we identified a potential Treg-mediated immunosuppression through interaction with a cDC2 subset in HCC that could be exploited for immunotherapies.
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Affiliation(s)
- Sheena Suthen
- Translational Immunology Institute, SingHealth Duke-NUS Academic Medical Center, Singapore
| | - Chun Jye Lim
- Translational Immunology Institute, SingHealth Duke-NUS Academic Medical Center, Singapore
| | - Phuong H D Nguyen
- Translational Immunology Institute, SingHealth Duke-NUS Academic Medical Center, Singapore
| | - Charles-Antoine Dutertre
- Gustave Roussy Cancer Campus, Villejuif, France.,Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale Contre le Cancer, Villejuif, France
| | - Hannah L H Lai
- Agency for Science, Technology and Research, Genome Institute of Singapore, Singapore
| | - Martin Wasser
- Translational Immunology Institute, SingHealth Duke-NUS Academic Medical Center, Singapore
| | - Camillus Chua
- Translational Immunology Institute, SingHealth Duke-NUS Academic Medical Center, Singapore
| | - Tony K H Lim
- Duke-NUS Medical School, Singapore.,Department of Anatomical Pathology, Singapore General Hospital, Singapore
| | - Wei Qiang Leow
- Duke-NUS Medical School, Singapore.,Department of Anatomical Pathology, Singapore General Hospital, Singapore
| | - Tracy Jiezhen Loh
- Duke-NUS Medical School, Singapore.,Department of Anatomical Pathology, Singapore General Hospital, Singapore
| | - Wei Keat Wan
- Duke-NUS Medical School, Singapore.,Department of Anatomical Pathology, Singapore General Hospital, Singapore
| | - Yin Huei Pang
- Department of Pathology, National University Hospital, Singapore
| | - Gwyneth Soon
- Department of Pathology, National University Hospital, Singapore
| | - Peng Chung Cheow
- Duke-NUS Medical School, Singapore.,Division of Surgery and Surgical Oncology, Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center Singapore, Singapore
| | - Juinn Huar Kam
- Duke-NUS Medical School, Singapore.,Division of Surgery and Surgical Oncology, Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center Singapore, Singapore
| | - Shridhar Iyer
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore
| | - Alfred Kow
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore
| | - Wai Leong Tam
- Agency for Science, Technology and Research, Genome Institute of Singapore, Singapore.,School of Biological Sciences, Nanyang Technological University, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore.,Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Timothy W H Shuen
- Division of Medical Oncology, National Cancer Center Singapore, Singapore
| | - Han Chong Toh
- Duke-NUS Medical School, Singapore.,Division of Medical Oncology, National Cancer Center Singapore, Singapore
| | - Yock Young Dan
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Glenn K Bonney
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore
| | - Chung Yip Chan
- Duke-NUS Medical School, Singapore.,Division of Surgery and Surgical Oncology, Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center Singapore, Singapore
| | - Alexander Chung
- Duke-NUS Medical School, Singapore.,Division of Surgery and Surgical Oncology, Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center Singapore, Singapore
| | - Brian K P Goh
- Duke-NUS Medical School, Singapore.,Division of Surgery and Surgical Oncology, Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center Singapore, Singapore
| | - Weiwei Zhai
- Gustave Roussy Cancer Campus, Villejuif, France.,Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, China.,Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
| | - Florent Ginhoux
- Gustave Roussy Cancer Campus, Villejuif, France.,Institut National de la Santé Et de la Recherche Médicale (INSERM) U1015, Equipe Labellisée-Ligue Nationale Contre le Cancer, Villejuif, France
| | - Pierce K H Chow
- Division of Surgery and Surgical Oncology, Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital and National Cancer Center Singapore, Singapore.,Academic Clinical Programme for Surgery, SingHealth Duke-NUS Academic Medical Centre, Singapore
| | - Salvatore Albani
- Translational Immunology Institute, SingHealth Duke-NUS Academic Medical Center, Singapore
| | - Valerie Chew
- Translational Immunology Institute, SingHealth Duke-NUS Academic Medical Center, Singapore
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Loh AHP, Angelina C, Wong MK, Tan SH, Sukhatme SA, Yeo T, Lim SB, Lee YT, Soh SY, Leung W, Chang KTE, Chua YW, Alkaff SMF, Lim TKH, Lim CT, Chen ZX. Pro-metastatic and mesenchymal gene expression signatures characterize circulating tumor cells of neuroblastoma patients with bone marrow metastases and relapse. Front Oncol 2022; 12:939460. [PMID: 36176417 PMCID: PMC9513238 DOI: 10.3389/fonc.2022.939460] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Accepted: 08/12/2022] [Indexed: 11/13/2022] Open
Abstract
Existing marker-based methods of minimal residual disease (MRD) determination in neuroblastoma do not effectively enrich for the circulating disease cell population. Given the relative size differential of neuroblastoma tumor cells over normal hematogenous cells, we hypothesized that cell size-based separation could enrich circulating tumor cells (CTCs) from blood samples and disseminated tumor cells (DTCs) from bone marrow aspirates (BMA) of neuroblastoma patients, and that their gene expression profiles could vary dynamically with various disease states over the course of treatment. Using a spiral microfluidic chip, peripheral blood of 17 neuroblastoma patients at 3 serial treatment timepoints (diagnosis, n=17; post-chemotherapy, n=11; and relapse, n=3), and bone marrow samples at diagnosis were enriched for large intact circulating cells. Profiling the resulting enriched samples with immunohistochemistry and mRNA expression of 1490 cancer-related genes via NanoString, 13 of 17 samples contained CTCs displaying cytologic atypia, TH and PHOX2B expression and/or upregulation of cancer-associated genes. Gene signatures reflecting pro-metastatic processes and the neuroblastoma mesenchymal super-enhancer state were consistently upregulated in 7 of 13 samples, 6 of which also had metastatic high-risk disease. Expression of 8 genes associated with PI3K and GCPR signaling were significantly upregulated in CTCs of patients with bone marrow metastases versus patients without. Correspondingly, in patients with marrow metastases, differentially-expressed gene signatures reflected upregulation of immune regulation in bone marrow DTCs versus paired CTCs samples. In patients who later developed disease relapse, 5 genes involved in immune cell regulation, JAK/STAT signaling and the neuroblastoma mesenchymal super-enhancer state (OLFML2B, STAT1, ARHGDIB, STAB1, TLR2) were upregulated in serial CTC samples over their disease course, despite urinary catecholamines and bone marrow aspirates not indicating the disease recurrences. In summary, using a label-free cell size-based separation method, we enriched and characterized intact circulating cells in peripheral blood indicative of neuroblastoma CTCs, as well as their DTC counterparts in the bone marrow. Expression profiles of pro-metastatic genes in CTCs correlated with the presence of bone marrow metastases at diagnosis, while longitudinal profiling identified persistently elevated expression of genes in CTCs that may serve as novel predictive markers of hematogenous MRD in neuroblastoma patients that subsequently relapse.
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Affiliation(s)
- Amos H. P. Loh
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Department of Paediatric Surgery, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
| | - Clara Angelina
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Meng Kang Wong
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Sheng Hui Tan
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Sarvesh A. Sukhatme
- Mechanobiology Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Trifanny Yeo
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
| | - Su Bin Lim
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore, Singapore
| | - York Tien Lee
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Department of Paediatric Surgery, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
| | - Shui Yen Soh
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
- Department of Paediatric Subspecialties Haematology/Oncology Service, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Wing Leung
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
- Department of Paediatric Subspecialties Haematology/Oncology Service, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Kenneth T. E. Chang
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Duke NUS Medical School, Singapore, Singapore
- Department of Pathology and Laboratory Medicine, KK Women’s and Children’s Hospital, Singapore, Singapore
| | - Yong Wei Chua
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Syed M. F. Alkaff
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Tony K. H. Lim
- Duke NUS Medical School, Singapore, Singapore
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Chwee Teck Lim
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Mechanobiology Institute of Singapore, National University of Singapore, Singapore, Singapore
- Department of Biomedical Engineering, National University of Singapore, Singapore, Singapore
- Institute of Health Innovation and Technology, National University of Singapore, Singapore, Singapore
| | - Zhi Xiong Chen
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, Children’s Blood and Cancer Centre, KK Women’s and Children’s Hospital, Singapore, Singapore
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- National University Cancer Institute, National University Health System, Singapore, Singapore
- NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- *Correspondence: Zhi Xiong Chen,
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5
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Chuah S, Lee J, Song Y, Kim HD, Wasser M, Kaya NA, Bang K, Lee YJ, Jeon SH, Suthen S, A'Azman S, Gien G, Lim CJ, Chua C, Hazirah SN, Lee HK, Lim JQ, Lim TKH, Yeong J, Chen J, Shin EC, Albani S, Zhai W, Yoo C, Liu H, Choo SP, Tai D, Chew V. Uncoupling immune trajectories of response and adverse events from anti-PD-1 immunotherapy in hepatocellular carcinoma. J Hepatol 2022; 77:683-694. [PMID: 35430299 DOI: 10.1016/j.jhep.2022.03.039] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 03/27/2022] [Accepted: 03/31/2022] [Indexed: 02/06/2023]
Abstract
BACKGROUND & AIMS While immune checkpoint blockade (ICB) has shown promise in patients with hepatocellular carcinoma (HCC), it is associated with modest response rates and immune-related adverse events (irAEs) are common. In this study, we aimed to decipher immune trajectories and mechanisms of response and/or irAEs in patients with HCC receiving anti-programmed cell death 1 (anti-PD-1) therapy. METHODS Pre- and on-treatment peripheral blood samples (n = 60) obtained from 32 patients with HCC (Singapore cohort) were analysed by cytometry by time-of-flight and single-cell RNA sequencing, with flow cytometric validation in an independent Korean cohort (n = 29). Mechanistic validation was conducted by bulk RNA sequencing of 20 pre- and on-treatment tumour biopsies and using a murine HCC model treated with different immunotherapeutic combinations. RESULTS Single-cell analyses identified CXCR3+CD8+ effector memory T (TEM) cells and CD11c+ antigen-presenting cells (APC) as associated with response (p = 0.0004 and 0.0255, respectively), progression-free survival (p = 0.00079 and 0.0015, respectively), and irAEs (p = 0.0034 and 0.0125, respectively) in anti-PD-1-treated patients with HCC. Type-1 conventional dendritic cells were identified as the specific APC associated with response, while 2 immunosuppressive CD14+ myeloid clusters were linked to reduced irAEs. Further analyses of CXCR3+CD8+ TEM cells showed cell-cell interactions specific to response vs. irAEs, from which the anti-PD-1 and anti-TNFR2 combination was harnessed to uncouple these effects, resulting in enhanced response without increased irAEs in a murine HCC model. CONCLUSIONS This study identifies early predictors of clinical response to anti-PD-1 ICB in patients with HCC and offers mechanistic insights into the immune trajectories of these immune subsets at the interface between response and toxicity. We also propose a new combination immunotherapy for HCC to enhance response without exacerbating irAEs. CLINICAL TRIAL NUMBER NCT03695952. LAY SUMMARY Response rates to immune checkpoint blockade (ICB) treatment in hepatocellular carcinoma (HCC) remain modest and adverse events are common. Herein, we identified early predictors of response and gained an in-depth understanding of the immunological mechanisms behind response and adverse events in patients with HCC treated with ICB. We also proposed a new combination immunotherapy for HCC that enhances response without exacerbating adverse events.
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Affiliation(s)
- Samuel Chuah
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore
| | - Joycelyn Lee
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Yuan Song
- Immunology Programme, Life Sciences Institute, Immunology Translational Research Program and Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117456, Singapore
| | - Hyung-Don Kim
- Department of Oncology, Asan Medical Center (AMC), University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Songpa-gu, Seoul 05505, Republic of Korea
| | - Martin Wasser
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore; Duke-NUS Medical School, Singapore 169857, Singapore
| | - Neslihan A Kaya
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A∗STAR), Singapore 138672, Singapore; School of Biological Sciences, Nanyang Technological University, Singapore 637551, Singapore
| | - Kyunghye Bang
- Department of Oncology, Asan Medical Center (AMC), University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Songpa-gu, Seoul 05505, Republic of Korea
| | - Yong Joon Lee
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, Republic of Korea
| | - Seung Hyuck Jeon
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, Republic of Korea
| | - Sheena Suthen
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore
| | - Shamirah A'Azman
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore
| | - Gerald Gien
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore
| | - Chun Jye Lim
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore
| | - Camillus Chua
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore
| | - Sharifah Nur Hazirah
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore
| | - Hong Kai Lee
- Singapore Immunology Network (SIgN), A∗STAR, Singapore 138648, Singapore
| | - Jia Qi Lim
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A∗STAR), Singapore 138672, Singapore
| | - Tony K H Lim
- Duke-NUS Medical School, Singapore 169857, Singapore; Department of Anatomical Pathology, Singapore General Hospital (SGH), Singapore 169856, Singapore
| | - Joe Yeong
- Duke-NUS Medical School, Singapore 169857, Singapore; Department of Anatomical Pathology, Singapore General Hospital (SGH), Singapore 169856, Singapore; Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A∗STAR), Singapore 138673, Singapore
| | - Jinmiao Chen
- Singapore Immunology Network (SIgN), A∗STAR, Singapore 138648, Singapore
| | - Eui-Cheol Shin
- Graduate School of Medical Science and Engineering, Korea Advanced Institute of Science and Technology (KAIST), Daejeon 34141, Republic of Korea
| | - Salvatore Albani
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore; Duke-NUS Medical School, Singapore 169857, Singapore
| | - Weiwei Zhai
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A∗STAR), Singapore 138672, Singapore; Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing 100107, China; Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming 650223, China
| | - Changhoon Yoo
- Department of Oncology, Asan Medical Center (AMC), University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Songpa-gu, Seoul 05505, Republic of Korea
| | - Haiyan Liu
- Immunology Programme, Life Sciences Institute, Immunology Translational Research Program and Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117456, Singapore
| | - Su Pin Choo
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore; Curie Oncology, Mount Elizabeth Novena Specialist Centre, Singapore 329563, Singapore
| | - David Tai
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore.
| | - Valerie Chew
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore 169856, Singapore; Duke-NUS Medical School, Singapore 169857, Singapore.
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6
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Nguyen PHD, Wasser M, Tan CT, Lim CJ, Lai HLH, Seow JJW, DasGupta R, Phua CZJ, Ma S, Yang J, Suthen SD, Tam WL, Lim TKH, Yeong J, Leow WQ, Pang YH, Soon G, Loh TJ, Wan WK, Chan CY, Cheow PC, Toh HC, Kow A, Dan YY, Kam JH, Iyer S, Madhavan K, Chung A, Bonney GK, Goh BKP, Fu N, Yu VC, Zhai W, Albani S, Chow PKH, Chew V. Trajectory of immune evasion and cancer progression in hepatocellular carcinoma. Nat Commun 2022; 13:1441. [PMID: 35301339 PMCID: PMC8931110 DOI: 10.1038/s41467-022-29122-w] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 02/17/2022] [Indexed: 12/15/2022] Open
Abstract
Immune evasion is key to cancer initiation and later at metastasis, but its dynamics at intermediate stages, where potential therapeutic interventions could be applied, is undefined. Here we show, using multi-dimensional analyses of resected tumours, their adjacent non-tumour tissues and peripheral blood, that extensive immune remodelling takes place in patients with stage I to III hepatocellular carcinoma (HCC). We demonstrate the depletion of anti-tumoural immune subsets and accumulation of immunosuppressive or exhausted subsets along with reduced tumour infiltration of CD8 T cells peaking at stage II tumours. Corresponding transcriptomic modification occur in the genes related to antigen presentation, immune responses, and chemotaxis. The progressive immune evasion is validated in a murine model of HCC. Our results show evidence of ongoing tumour-immune co-evolution during HCC progression and offer insights into potential interventions to reverse, prevent or limit the progression of the disease.
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Affiliation(s)
- Phuong H D Nguyen
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Martin Wasser
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore.,Duke-Nus Medical School, Singapore, 169857, Singapore
| | - Chong Teik Tan
- Department of Pharmacy, National University of Singapore, Singapore, 117559, Singapore
| | - Chun Jye Lim
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Hannah L H Lai
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Justine Jia Wen Seow
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Ramanuj DasGupta
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Cheryl Z J Phua
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Siming Ma
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore
| | - Jicheng Yang
- Duke-Nus Medical School, Singapore, 169857, Singapore
| | - Sheena D/O Suthen
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore
| | - Wai Leong Tam
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore.,School of Biological Sciences, Nanyang Technological University, Singapore, 637551, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore, 117599, Singapore.,Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117596, Singapore
| | - Tony K H Lim
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore
| | - Joe Yeong
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore.,Institute of Molecular and Cell Biology (IMCB), Agency for Science, Technology and Research (A*STAR), Singapore, 138673, Singapore
| | - Wei Qiang Leow
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore
| | - Yin Huei Pang
- Department of Pathology, National University Hospital, Singapore, 119074, Singapore
| | - Gwyneth Soon
- Department of Pathology, National University Hospital, Singapore, 119074, Singapore
| | - Tracy Jiezhen Loh
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore
| | - Wei Keat Wan
- Department of Anatomical Pathology, Singapore General Hospital, Singapore, 169856, Singapore
| | - Chung Yip Chan
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Peng Chung Cheow
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Han Chong Toh
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Division of Medical Oncology, National Cancer Centre Singapore, Singapore, 169610, Singapore
| | - Alfred Kow
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, 119074, Singapore
| | - Yock Young Dan
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, 117597, Singapore
| | - Juinn Huar Kam
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Shridhar Iyer
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, 119074, Singapore
| | - Krishnakumar Madhavan
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, 119074, Singapore
| | - Alexander Chung
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Glenn K Bonney
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, 119074, Singapore
| | - Brian K P Goh
- Duke-Nus Medical School, Singapore, 169857, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore
| | - Naiyang Fu
- Duke-Nus Medical School, Singapore, 169857, Singapore
| | - Victor C Yu
- Department of Pharmacy, National University of Singapore, Singapore, 117559, Singapore
| | - Weiwei Zhai
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, 138672, Singapore.,Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100107, China.,Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, Yunan, 650223, China
| | - Salvatore Albani
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore. .,Duke-Nus Medical School, Singapore, 169857, Singapore.
| | - Pierce K H Chow
- Department of Hepatopancreatobiliary and Transplant Surgery, Division of Surgery and Surgical Oncology, Singapore General Hospital and National Cancer Centre Singapore, Singapore, 169608, Singapore. .,Academic Clinical Programme for Surgery, SingHealth Duke-NUS Academic Medical Centre (AMC), Singapore, 169857, Singapore.
| | - Valerie Chew
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, 169856, Singapore. .,Duke-Nus Medical School, Singapore, 169857, Singapore.
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7
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Hendrikson J, Liu Y, Ng WH, Lee JY, Lim AH, Loh JW, Ng CCY, Ong WS, Tan JWS, Tan QX, Ng G, Shannon NB, Lim WK, Lim TKH, Chua C, Wong JSM, Tan GHC, So JBY, Yeoh KG, Teh BT, Chia CS, Soo KC, Kon OL, Tan IB, Chan JY, Teo MCC, Ong CAJ. Ligand-mediated PAI-1 inhibition in a mouse model of peritoneal carcinomatosis. Cell Rep Med 2022; 3:100526. [PMID: 35243423 PMCID: PMC8861959 DOI: 10.1016/j.xcrm.2022.100526] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Revised: 11/22/2021] [Accepted: 01/19/2022] [Indexed: 12/28/2022]
Abstract
Peritoneal carcinomatosis (PC) present a ubiquitous clinical conundrum in all intra-abdominal malignancies. Via functional and transcriptomic experiments of ascites-treated PC cells, we identify STAT3 as a key signaling pathway. Integrative analysis of publicly available databases and correlation with clinical cohorts (n = 7,359) reveal putative clinically significant activating ligands of STAT3 signaling. We further validate a 3-biomarker prognostic panel in ascites independent of clinical covariates in a prospective study (n = 149). Via single-cell sequencing experiments, we uncover that PAI-1, a key component of the prognostic biomarker panel, is largely secreted by fibroblasts and mesothelial cells. Molecular stratification of ascites using PAI-1 levels and STAT3 activation in ascites-treated cells highlight a therapeutic opportunity based on a phenomenon of paracrine addiction. These results are recapitulated in patient-derived ascites-dependent xenografts. Here, we demonstrate therapeutic proof of concept of direct ligand inhibition of a prognostic target within an enclosed biological space.
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Affiliation(s)
- Josephine Hendrikson
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Ying Liu
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Wai Har Ng
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Jing Yi Lee
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Abner Herbert Lim
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Jui Wan Loh
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Cedric C Y Ng
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Whee Sze Ong
- Division of Clinical Trials and Epidemiological Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Joey Wee-Shan Tan
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Qiu Xuan Tan
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Gillian Ng
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Nicholas B Shannon
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Weng Khong Lim
- SingHealth Duke-NUS Institute of Precision Medicine, National Heart Centre Singapore, Singapore 169609, Singapore.,Cancer and Stem Biology Signature Research Program, Duke-NUS Medical School, Singapore 169857, Singapore
| | - Tony K H Lim
- Department of Anatomical Pathology, Singapore General Hospital, Singapore 169856, Singapore.,Pathology Academic Clinical Program, SingHealth Duke-NUS Academic Medical Centre, Singapore 168753, Singapore
| | - Clarinda Chua
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Jolene Si Min Wong
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,SingHealth Duke-NUS Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore 169857, Singapore.,SingHealth Duke-NUS Surgery Academic Clinical Program, Duke-NUS Medical School, Singapore 169857, Singapore
| | - Grace Hwei Ching Tan
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore
| | - Jimmy Bok Yan So
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore.,Division of Surgical Oncology, National University Cancer Institute, National University Health System, Singapore 119074, Singapore
| | - Khay Guan Yeoh
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore.,Department of Gastroenterology and Hepatology, National University Hospital, Singapore 119074, Singapore
| | - Bin Tean Teh
- Laboratory of Cancer Epigenome, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore.,Institute of Molecular and Cell Biology, A∗STAR Research Entities, Singapore 138673, Singapore
| | - Claramae Shulyn Chia
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,SingHealth Duke-NUS Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore 169857, Singapore.,SingHealth Duke-NUS Surgery Academic Clinical Program, Duke-NUS Medical School, Singapore 169857, Singapore
| | - Khee Chee Soo
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore
| | - Oi Lian Kon
- Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Iain Beehuat Tan
- Cancer and Stem Biology Signature Research Program, Duke-NUS Medical School, Singapore 169857, Singapore.,Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore.,Laboratory of Applied Cancer Genomics, Genome Institute of Singapore, A∗STAR Research Entities, Singapore 138672, Singapore
| | - Jason Yongsheng Chan
- Cancer Discovery Hub, National Cancer Centre Singapore, Singapore 169610, Singapore.,Division of Medical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Melissa Ching Ching Teo
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore
| | - Chin-Ann J Ong
- Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, National Cancer Centre Singapore, 11 Hospital Cresent, Singapore 169610, Singapore.,Department of Sarcoma, Peritoneal and Rare Tumours (SPRinT), Division of Surgery and Surgical Oncology, Singapore General Hospital, Singapore 169608, Singapore.,Laboratory of Applied Human Genetics, Division of Medical Sciences, National Cancer Centre Singapore, Singapore 169610, Singapore.,SingHealth Duke-NUS Oncology Academic Clinical Program, Duke-NUS Medical School, Singapore 169857, Singapore.,SingHealth Duke-NUS Surgery Academic Clinical Program, Duke-NUS Medical School, Singapore 169857, Singapore.,Institute of Molecular and Cell Biology, A∗STAR Research Entities, Singapore 138673, Singapore
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8
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Tai D, Loke K, Gogna A, Kaya NA, Tan SH, Hennedige T, Ng D, Irani F, Lee J, Lim JQ, Too CW, Ng MCH, Tham CK, Lam J, Koo SL, Chong HS, Goh GBB, Huang HL, Venkatanarasimha N, Lo R, Chow PKH, Goh BKP, Chung A, Toh HC, Thng CH, Lim TKH, Yeong J, Zhai W, Chan CY, Choo SP. Radioembolisation with Y90-resin microspheres followed by nivolumab for advanced hepatocellular carcinoma (CA 209-678): a single arm, single centre, phase 2 trial. Lancet Gastroenterol Hepatol 2021; 6:1025-1035. [PMID: 34695377 DOI: 10.1016/s2468-1253(21)00305-8] [Citation(s) in RCA: 46] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/29/2021] [Revised: 08/06/2021] [Accepted: 08/09/2021] [Indexed: 12/19/2022]
Abstract
BACKGROUND Therapeutic synergism between radiotherapy and immune checkpoint blockade has been observed in preclinical models of hepatocellular carcinoma. We aimed to study the safety and efficacy of sequential radioembolisation with yttrium-90-resin microspheres (Y90-radioembolisation) followed by nivolumab in patients with advanced hepatocellular carcinoma. METHODS Patients with Child-Pugh A cirrhosis and advanced hepatocellular carcinoma not suitable for curative surgery were treated with Y90-radioembolisation followed by intravenous nivolumab 240 mg 21 days after Y90-radioembolisation and every 2 weeks thereafter. The primary endpoint, assessed in the per-protocol population, was the objective response rate, determined by RECIST version 1.1, defined as the proportion of patients with a confirmed complete or partial response observed for lesions both within and outside the Y90-radioembolisation field. This study is registered with ClinicalTrials.gov, NCT03033446 and has been completed. FINDINGS 40 patients were enrolled, of whom 36 received Y90-radioembolisation followed by nivolumab. One (3%) patient had a complete response and ten (28%) had a partial response; the objective response rate was 30·6% (95% CI 16·4-48·1). The most common treatment-related adverse events of any grade were pruritus (18 [50%] of 36 patients) and maculopapular rash (13 [36%]). Two (6%) patients experienced grade 3-4 treatment-related adverse events: one patient had a grade 3 increase in alanine aminotransferase levels, grade 3 bilirubin increase, and grade 4 increase in aspartate aminotransferase levels, while the other had a grade 3 maculopapular rash. Five (14%) patients had a treatment-related serious adverse event (Steven-Johnson syndrome, hepatitis E infection, fever, liver abscesses, and ascites). INTERPRETATION Y90-radioembolisation followed by nivolumab resulted in an encouraging objective response rate in patients with advanced hepatocellular carcinoma, although the activity observed was not as high as the study was powered for. This strategy should be further evaluated in patients with Barcelona Clinic Liver Clinic (BCLC) stage B hepatocellular carcinoma that is ineligible or refractory to transarterial chemoembolisation and patients with BCLC C disease without extrahepatic spread. FUNDING National Medical Research Council Singapore, Bristol-Myers Squibb, Sirtex.
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Affiliation(s)
- David Tai
- Division of Medical Oncology, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore.
| | - Kelvin Loke
- Nuclear Medicine and Molecular Imaging, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Apoorva Gogna
- Vascular and Interventional Radiology, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Neslihan Arife Kaya
- Genome Institute of Singapore, A*STAR, Singapore; School of Biological Sciences, Nanyang Technological University, Singapore
| | - Sze Huey Tan
- Division of Clinical Trials and Epidemiological Sciences, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
| | - Tiffany Hennedige
- Division of Oncologic Imaging, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
| | - David Ng
- Nuclear Medicine and Molecular Imaging, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Farah Irani
- Vascular and Interventional Radiology, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Joycelyn Lee
- Division of Medical Oncology, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
| | - Jia Qi Lim
- Genome Institute of Singapore, A*STAR, Singapore
| | - Chow Wei Too
- Vascular and Interventional Radiology, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Matthew C H Ng
- Division of Medical Oncology, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
| | - Chee Kian Tham
- Division of Medical Oncology, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
| | - Justina Lam
- Division of Medical Oncology, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
| | - Si Lin Koo
- Division of Medical Oncology, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
| | - Hui Shan Chong
- Division of Clinical Trials and Epidemiological Sciences, National Cancer Centre, Singapore
| | - George Boon-Bee Goh
- Department of Gastroenterology and Hepatology, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Hian Liang Huang
- Nuclear Medicine and Molecular Imaging, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | | | - Richard Lo
- Vascular and Interventional Radiology, Singapore General Hospital, Singapore
| | - Pierce K H Chow
- Division of Surgery and Surgical Oncology, National Cancer Centre, Singapore; Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Brian K P Goh
- Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Alexander Chung
- Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Han Chong Toh
- Division of Medical Oncology, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
| | - Choon Hua Thng
- Division of Oncologic Imaging, National Cancer Centre, Singapore
| | - Tony K H Lim
- Anatomical Pathology, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Joe Yeong
- Anatomical Pathology, Singapore General Hospital, Singapore
| | - Weiwei Zhai
- Genome Institute of Singapore, A*STAR, Singapore; Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, China; Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
| | - Chung Yip Chan
- Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore; Duke NUS Medical School, Singapore
| | - Su Pin Choo
- Division of Medical Oncology, National Cancer Centre, Singapore; Duke NUS Medical School, Singapore
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9
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Han J, Thurnherr T, Chung AYF, Goh BKP, Chow PKH, Chan CY, Cheow PC, Lee SY, Lim TKH, Chong SS, Ooi LLPJ, Lee CG. Clinicopathological-Associated Regulatory Network of Deregulated circRNAs in Hepatocellular Carcinoma. Cancers (Basel) 2021; 13:cancers13112772. [PMID: 34199580 PMCID: PMC8199648 DOI: 10.3390/cancers13112772] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 05/21/2021] [Accepted: 05/24/2021] [Indexed: 01/01/2023] Open
Abstract
Simple Summary Here, we present a novel strategy to identify key signatures of clinically-relevant co-expressed circRNA-mRNA networks in pertinent cancer-pathways that modulate the prognosis of HCC patients, by integrating clinicopathological features, circRNA and mRNA expression profiles. Five master circRNAs were identified and experimentally demonstrated to upregulate proliferate and promote transformation. Through further integration with miRNA-expression profiles, clinically-relevant competing-endogenous-RNA (ceRNA) networks of circRNA-miRNA-mRNAs were constructed. The most up-regulated nodal-circRNA, circGPC3 was experimentally demonstrated to up-regulate cell-cycle, migration and invasion. circGPC3 was found to act as a sponge of miR-378a-3p to regulate ASPM expression and modulate cell transformation. These 5 nodal circRNAs has potential to be good prognostic biomarkers with good prognostic performance. circGPC3 has great potential to be a promising non-invasive prognostic biomarker for early HCC. We have thus demonstrated the robustness of bioinformatically-predicted master circRNAs in clinically-relevant, circRNA-mRNA networks, underscoring the important roles that these identified deregulated key/master circRNAs play in HCC. Abstract Hepatocellular carcinoma (HCC) is one of the most common and lethal cancers worldwide. Here, we present a novel strategy to identify key circRNA signatures of clinically relevant co-expressed circRNA-mRNA networks in pertinent cancer-pathways that modulate prognosis of HCC patients, by integrating clinic-pathological features, circRNA and mRNA expression profiles. Through further integration with miRNA expression profiles, clinically relevant competing-endogenous-RNA (ceRNA) networks of circRNA-miRNA-mRNAs were constructed. At least five clinically relevant nodal-circRNAs, co-expressed with numerous genes, were identified from the circRNA-mRNA networks. These nodal circRNAs upregulated proliferation (except circRaly) and transformation in cells. The most upregulated nodal-circRNA, circGPC3, associated with higher-grade tumors and co-expressed with 33 genes, competes with 11 mRNAs for two shared miRNAs. circGPC3 was experimentally demonstrated to upregulate cell-cycle and migration/invasion in both transformed and non-transformed liver cell-lines. circGPC3 was further shown to act as a sponge of miR-378a-3p to regulate APSM (Abnormal spindle-like microcephaly associated) expression and modulate cell transformation. This study identifies 5 key nodal master circRNAs in a clinically relevant circRNA-centric network that are significantly associated with poorer prognosis of HCC patients and promotes tumorigenesis in cell-lines. The identification and characterization of these key circRNAs in clinically relevant circRNA-mRNA and ceRNA networks may facilitate the design of novel strategies targeting these important regulators for better HCC prognosis.
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Affiliation(s)
- Jian Han
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore;
| | - Thomas Thurnherr
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore 119077, Singapore;
| | - Alexander Y. F. Chung
- Department of Hepato-Pancreato-Biliary & Transplant Surgery, Singapore General Hospital, Singapore 169608, Singapore; (A.Y.F.C.); (B.K.P.G.); (P.K.H.C.); (C.Y.C.); (P.C.C.); (S.Y.L.); (L.L.P.J.O.)
| | - Brian K. P. Goh
- Department of Hepato-Pancreato-Biliary & Transplant Surgery, Singapore General Hospital, Singapore 169608, Singapore; (A.Y.F.C.); (B.K.P.G.); (P.K.H.C.); (C.Y.C.); (P.C.C.); (S.Y.L.); (L.L.P.J.O.)
| | - Pierce K. H. Chow
- Department of Hepato-Pancreato-Biliary & Transplant Surgery, Singapore General Hospital, Singapore 169608, Singapore; (A.Y.F.C.); (B.K.P.G.); (P.K.H.C.); (C.Y.C.); (P.C.C.); (S.Y.L.); (L.L.P.J.O.)
- Cancer and Stem Cell Biology Program, Duke-NUS Graduate Medical School Singapore, Singapore 169547, Singapore
- Department of Surgical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Chung Yip Chan
- Department of Hepato-Pancreato-Biliary & Transplant Surgery, Singapore General Hospital, Singapore 169608, Singapore; (A.Y.F.C.); (B.K.P.G.); (P.K.H.C.); (C.Y.C.); (P.C.C.); (S.Y.L.); (L.L.P.J.O.)
| | - Peng Chung Cheow
- Department of Hepato-Pancreato-Biliary & Transplant Surgery, Singapore General Hospital, Singapore 169608, Singapore; (A.Y.F.C.); (B.K.P.G.); (P.K.H.C.); (C.Y.C.); (P.C.C.); (S.Y.L.); (L.L.P.J.O.)
| | - Ser Yee Lee
- Department of Hepato-Pancreato-Biliary & Transplant Surgery, Singapore General Hospital, Singapore 169608, Singapore; (A.Y.F.C.); (B.K.P.G.); (P.K.H.C.); (C.Y.C.); (P.C.C.); (S.Y.L.); (L.L.P.J.O.)
| | - Tony K. H. Lim
- Department of Pathology, Singapore General Hospital, Singapore 169608, Singapore;
| | - Samuel S. Chong
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore;
| | - London L. P. J. Ooi
- Department of Hepato-Pancreato-Biliary & Transplant Surgery, Singapore General Hospital, Singapore 169608, Singapore; (A.Y.F.C.); (B.K.P.G.); (P.K.H.C.); (C.Y.C.); (P.C.C.); (S.Y.L.); (L.L.P.J.O.)
- Cancer and Stem Cell Biology Program, Duke-NUS Graduate Medical School Singapore, Singapore 169547, Singapore
- Department of Surgical Oncology, National Cancer Centre Singapore, Singapore 169610, Singapore
| | - Caroline G. Lee
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore;
- NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore 119077, Singapore;
- Cancer and Stem Cell Biology Program, Duke-NUS Graduate Medical School Singapore, Singapore 169547, Singapore
- Division of Cellular & Molecular Research, Humphrey Oei Institute of Cancer Research, National Cancer Centre Singapore, Level 6, Lab 5, 11 Hospital Drive, Singapore 169610, Singapore
- Correspondence: ; Tel.: +65-65163251
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10
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Seet AOL, Tan AC, Tan TJ, Ng MCH, Tai DWM, Lam JYC, Tan GS, Gogna A, Too CW, Tan BS, Takano A, Lim A, Lim TH, Lim ST, Dent RA, Ang MK, Yap YS, Tan IBH, Choo SP, Toh CK, Lim EH, Farid M, Skanderup AJ, Iyer NG, Lim WT, Tan EH, Lim TKH, Tan DSW. Individualized Molecular Profiling for Allocation to Clinical Trials Singapore Study-An Asian Tertiary Cancer Center Experience. JCO Precis Oncol 2021; 5:PO.20.00261. [PMID: 34250396 DOI: 10.1200/po.20.00261] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Revised: 11/02/2020] [Accepted: 03/23/2021] [Indexed: 12/13/2022] Open
Abstract
PURPOSE Precision oncology has transformed the management of advanced cancers through implementation of advanced molecular profiling technologies to identify increasingly defined subsets of patients and match them to appropriate therapy. We report outcomes of a prospective molecular profiling study in a high-volume Asian tertiary cancer center. PATIENTS AND METHODS Patients with advanced cancer were enrolled onto a prospective protocol for genomic profiling, the Individualized Molecular Profiling for Allocation to Clinical Trials Singapore study, at the National Cancer Center Singapore. Primary objective was to identify molecular biomarkers in patient's tumors for allocation to clinical trials. The study commenced in February 2012 and is ongoing, with the results of all patients who underwent multiplex next-generation sequencing (NGS) testing until December 2018 presented here. The results were discussed at a molecular tumor board where recommendations for allocation to biomarker-directed trials or targeted therapies were made. RESULTS One thousand fifteen patients were enrolled with a median age of 58 years (range 20-83 years). Most common tumor types were lung adenocarcinoma (26%), colorectal cancer (15%), and breast cancer (12%). A total of 1,064 NGS assays were performed, on fresh tumor tissue for 369 (35%) and archival tumor tissue for 687 (65%) assays. TP53 (39%) alterations were most common, followed by EGFR (21%), KRAS (14%), and PIK3CA (10%). Of 405 NGS assays with potentially actionable alterations, 111 (27%) were allocated to a clinical trial after molecular tumor board and 20 (4.9%) were enrolled on a molecularly matched clinical trial. Gene fusions were detected in 23 of 311 (7%) patients tested, including rare fusions in new tumor types and known fusions in rare tumors. CONCLUSION Individualized Molecular Profiling for Allocation to Clinical Trials Singapore demonstrates the feasibility of a prospective broad molecular profiling program in an Asian tertiary cancer center, with the ability to develop and adapt to a dynamic landscape of precision oncology.
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Affiliation(s)
- Amanda O L Seet
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Aaron C Tan
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Tira J Tan
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Matthew C H Ng
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - David W M Tai
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Justina Y C Lam
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Gek San Tan
- Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Apoorva Gogna
- Department of Vascular and Interventional Radiology, Singapore General Hospital, Singapore, Singapore
| | - Chow Wei Too
- Department of Vascular and Interventional Radiology, Singapore General Hospital, Singapore, Singapore
| | - Bien Soo Tan
- Department of Vascular and Interventional Radiology, Singapore General Hospital, Singapore, Singapore
| | - Angela Takano
- Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Alvin Lim
- Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Tse Hui Lim
- Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Soon Thye Lim
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | | | - Mei Kim Ang
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Yoon-Sim Yap
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Iain B H Tan
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Su Pin Choo
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Chee Keong Toh
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Elaine H Lim
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Mohamad Farid
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | | | - N Gopalakrishna Iyer
- Division of Surgical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Wan Teck Lim
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Eng Huat Tan
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore
| | - Tony K H Lim
- Division of Pathology, Singapore General Hospital, Singapore, Singapore
| | - Daniel S W Tan
- Division of Medical Oncology, National Cancer Center Singapore, Singapore, Singapore.,Duke-NUS Medical School, Singapore, Singapore
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11
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Yeong J, Suteja L, Simoni Y, Lau KW, Tan AC, Li HH, Lim S, Loh JH, Wee FYT, Nerurkar SN, Takano A, Tan EH, Lim TKH, Newell EW, Tan DSW. Intratumoral CD39 +CD8 + T Cells Predict Response to Programmed Cell Death Protein-1 or Programmed Death Ligand-1 Blockade in Patients With NSCLC. J Thorac Oncol 2021; 16:1349-1358. [PMID: 33975004 DOI: 10.1016/j.jtho.2021.04.016] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 04/09/2021] [Accepted: 04/30/2021] [Indexed: 12/12/2022]
Abstract
INTRODUCTION Programmed cell death protein-1 (PD-1) and programmed death-ligand 1 (PD-L1) blockade is currently widely used in the treatment of metastatic NSCLC. Despite available biomarker stratification, clinical responses vary. Thus, the search for novel biomarkers with improved response prediction is ongoing. Previously, using mass cytometry or cytometry by time-of-flight (CyTOF), our group demonstrated that CD39+CD8+ immune cells represent tumor antigen-specific, cytotoxic T cells in treatment-naive NSCLC. We hypothesized that accurate quantitation of this T cell subset would predict immunotherapy outcome. METHODS To translate this to a clinical setting, the present study compared CyTOF data with a range of clinically relevant methods, including conventional immunohistochemistry (IHC), multiplex IHC or immunofluorescence (mIHC), and gene expression assay by NanoString. RESULTS Quantification using mIHC but not conventional IHC or NanoString correlated with the CyTOF results. The specificity and sensitivity of mIHC were then evaluated in a separate retrospective NSCLC cohort. CD39+CD8+ T cell proportion, as determined by mIHC, successfully stratified responders and nonresponders to PD-1 or PD-L1 inhibitors (objective response rate of 63.6%, compared with 0% for the negative group). This predictive capability was independent from other confounding factors, such as total CD8+ T cell proportion, CD39+ lymphocyte proportion, PD-L1 positivity, EGFR mutation status, and other clinicopathologic parameters. CONCLUSIONS Our results suggest that the mIHC platform is a clinically relevant method to evaluate CD39+CD8+ T cell proportion and that this marker can serve as a potential biomarker that predicts response to PD-1 or PD-L1 blockade in patients with NSCLC. Further validation in additional NSCLC cohorts is warranted.
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Affiliation(s)
- Joe Yeong
- Institute of Molecular Cell Biology (IMCB), Agency for Science, Technology and Research (A∗STAR), Singapore; Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A∗STAR), Singapore; Division of Pathology, Singapore General Hospital, Singapore
| | - Lisda Suteja
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Yannick Simoni
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A∗STAR), Singapore; Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Kah Weng Lau
- Institute of Molecular Cell Biology (IMCB), Agency for Science, Technology and Research (A∗STAR), Singapore; Division of Pathology, Singapore General Hospital, Singapore
| | - Aaron C Tan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Hui Hua Li
- Division of Medicine, Singapore General Hospital, Singapore; Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore
| | - Sherlly Lim
- Institute of Molecular Cell Biology (IMCB), Agency for Science, Technology and Research (A∗STAR), Singapore
| | - Jie Hua Loh
- Division of Pathology, Singapore General Hospital, Singapore
| | - Felicia Y T Wee
- Division of Pathology, Singapore General Hospital, Singapore
| | | | - Angela Takano
- Division of Pathology, Singapore General Hospital, Singapore
| | - Eng Huat Tan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Tony K H Lim
- Division of Pathology, Singapore General Hospital, Singapore
| | - Evan W Newell
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A∗STAR), Singapore; Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Daniel S W Tan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore.
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12
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Nguyen PHD, Ma S, Phua CZJ, Kaya NA, Lai HLH, Lim CJ, Lim JQ, Wasser M, Lai L, Tam WL, Lim TKH, Wan WK, Loh T, Leow WQ, Pang YH, Chan CY, Lee SY, Cheow PC, Toh HC, Ginhoux F, Iyer S, Kow AWC, Young Dan Y, Chung A, Bonney GK, Goh BKP, Albani S, Chow PKH, Zhai W, Chew V. Author Correction: Intratumoural immune heterogeneity as a hallmark of tumour evolution and progression in hepatocellular carcinoma. Nat Commun 2021; 12:1372. [PMID: 33623020 PMCID: PMC7902808 DOI: 10.1038/s41467-021-21556-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
Affiliation(s)
- Phuong H D Nguyen
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Siming Ma
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Cheryl Z J Phua
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Neslihan A Kaya
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore
| | - Hannah L H Lai
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Chun Jye Lim
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Jia Qi Lim
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Martin Wasser
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Liyun Lai
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Wai Leong Tam
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.,School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.,Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Tony K H Lim
- Department of Pathology, Singapore General Hospital, Singapore, Singapore.,Duke-NUS Medical School, Singapore, Singapore
| | - Wei Keat Wan
- Department of Pathology, Singapore General Hospital, Singapore, Singapore.,Duke-NUS Medical School, Singapore, Singapore
| | - Tracy Loh
- Department of Pathology, Singapore General Hospital, Singapore, Singapore.,Duke-NUS Medical School, Singapore, Singapore
| | - Wei Qiang Leow
- Department of Pathology, Singapore General Hospital, Singapore, Singapore.,Duke-NUS Medical School, Singapore, Singapore
| | - Yin Huei Pang
- Department of Pathology, National University Hospital Singapore, Singapore, Singapore
| | - Chung Yip Chan
- Duke-NUS Medical School, Singapore, Singapore.,National Cancer Centre, Singapore, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Ser Yee Lee
- Duke-NUS Medical School, Singapore, Singapore.,National Cancer Centre, Singapore, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Peng Chung Cheow
- Duke-NUS Medical School, Singapore, Singapore.,National Cancer Centre, Singapore, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Han Chong Toh
- Duke-NUS Medical School, Singapore, Singapore.,National Cancer Centre, Singapore, Singapore
| | - Florent Ginhoux
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore.,Singapore Immunology Network (SIgN), A*STAR, Singapore, Singapore
| | - Shridhar Iyer
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, Singapore
| | - Alfred W C Kow
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, Singapore
| | - Yock Young Dan
- Department of Medicine, Yong Loo Lin School of Medicine, National University Hospital Singapore, Singapore, Singapore
| | - Alexander Chung
- Duke-NUS Medical School, Singapore, Singapore.,National Cancer Centre, Singapore, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Glen K Bonney
- Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, University Surgical Cluster, National University Health System, Singapore, Singapore
| | - Brian K P Goh
- Duke-NUS Medical School, Singapore, Singapore.,National Cancer Centre, Singapore, Singapore.,Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Salvatore Albani
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Pierce K H Chow
- Duke-NUS Medical School, Singapore, Singapore. .,National Cancer Centre, Singapore, Singapore. .,Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore.
| | - Weiwei Zhai
- Genome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore. .,Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, China. .,Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China.
| | - Valerie Chew
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore.
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13
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Nguyen PHD, Ma S, Phua CZJ, Kaya NA, Lai HLH, Lim CJ, Lim JQ, Wasser M, Lai L, Tam WL, Lim TKH, Wan WK, Loh T, Leow WQ, Pang YH, Chan CY, Lee SY, Cheow PC, Toh HC, Ginhoux F, Iyer S, Kow AWC, Young Dan Y, Chung A, Goh BKP, Albani S, Chow PKH, Zhai W, Chew V, Chew V. Intratumoural immune heterogeneity as a hallmark of tumour evolution and progression in hepatocellular carcinoma. Nat Commun 2021; 12:227. [PMID: 33431814 PMCID: PMC7801667 DOI: 10.1038/s41467-020-20171-7] [Citation(s) in RCA: 65] [Impact Index Per Article: 21.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2020] [Accepted: 11/18/2020] [Indexed: 02/06/2023] Open
Abstract
The clinical relevance of immune landscape intratumoural heterogeneity (immune-ITH) and its role in tumour evolution remain largely unexplored. Here, we uncover significant spatial and phenotypic immune-ITH from multiple tumour sectors and decipher its relationship with tumour evolution and disease progression in hepatocellular carcinomas (HCC). Immune-ITH is associated with tumour transcriptomic-ITH, mutational burden and distinct immune microenvironments. Tumours with low immune-ITH experience higher immunoselective pressure and escape via loss of heterozygosity in human leukocyte antigens and immunoediting. Instead, the tumours with high immune-ITH evolve to a more immunosuppressive/exhausted microenvironment. This gradient of immune pressure along with immune-ITH represents a hallmark of tumour evolution, which is closely linked to the transcriptome-immune networks contributing to disease progression and immune inactivation. Remarkably, high immune-ITH and its transcriptomic signature are predictive for worse clinical outcome in HCC patients. This in-depth investigation of ITH provides evidence on tumour-immune co-evolution along HCC progression.
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Affiliation(s)
- Phuong H. D. Nguyen
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Siming Ma
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Cheryl Z. J. Phua
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Neslihan A. Kaya
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore ,grid.59025.3b0000 0001 2224 0361School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore
| | - Hannah L. H. Lai
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Chun Jye Lim
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Jia Qi Lim
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Martin Wasser
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Liyun Lai
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Wai Leong Tam
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore ,grid.59025.3b0000 0001 2224 0361School of Biological Sciences, Nanyang Technological University Singapore, Singapore, Singapore ,grid.4280.e0000 0001 2180 6431Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore ,grid.4280.e0000 0001 2180 6431Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Tony K. H. Lim
- grid.163555.10000 0000 9486 5048Department of Pathology, Singapore General Hospital, Singapore, Singapore ,grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore
| | - Wei Keat Wan
- grid.163555.10000 0000 9486 5048Department of Pathology, Singapore General Hospital, Singapore, Singapore ,grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore
| | - Tracy Loh
- grid.163555.10000 0000 9486 5048Department of Pathology, Singapore General Hospital, Singapore, Singapore ,grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore
| | - Wei Qiang Leow
- grid.163555.10000 0000 9486 5048Department of Pathology, Singapore General Hospital, Singapore, Singapore ,grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore
| | - Yin Huei Pang
- grid.412106.00000 0004 0621 9599Department of Pathology, National University Hospital Singapore, Singapore, Singapore
| | - Chung Yip Chan
- grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre, Singapore, Singapore ,grid.163555.10000 0000 9486 5048Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Ser Yee Lee
- grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre, Singapore, Singapore ,grid.163555.10000 0000 9486 5048Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Peng Chung Cheow
- grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre, Singapore, Singapore ,grid.163555.10000 0000 9486 5048Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Han Chong Toh
- grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre, Singapore, Singapore
| | - Florent Ginhoux
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore ,grid.430276.40000 0004 0387 2429Singapore Immunology Network (SIgN), A*STAR, Singapore, Singapore
| | - Shridhar Iyer
- grid.412106.00000 0004 0621 9599Department of Medicine, Yong Loo Lin School of Medicine, National University Hospital Singapore, Singapore, Singapore
| | - Alfred W. C. Kow
- grid.412106.00000 0004 0621 9599Department of Medicine, Yong Loo Lin School of Medicine, National University Hospital Singapore, Singapore, Singapore
| | - Yock Young Dan
- grid.412106.00000 0004 0621 9599Division of Gastroenterology and Hepatology, National University Hospital Singapore, Singapore, Singapore
| | - Alexander Chung
- grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre, Singapore, Singapore ,grid.163555.10000 0000 9486 5048Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Brian K. P. Goh
- grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre, Singapore, Singapore ,grid.163555.10000 0000 9486 5048Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Salvatore Albani
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Pierce K. H. Chow
- grid.428397.30000 0004 0385 0924Duke-NUS Medical School, Singapore, Singapore ,grid.410724.40000 0004 0620 9745National Cancer Centre, Singapore, Singapore ,grid.163555.10000 0000 9486 5048Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Weiwei Zhai
- grid.418377.e0000 0004 0620 715XGenome Institute of Singapore (GIS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore ,grid.458458.00000 0004 1792 6416Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, China ,grid.9227.e0000000119573309Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
| | - Valerie Chew
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore
| | - Valerie Chew
- Translational Immunology Institute (TII), SingHealth-DukeNUS Academic Medical Centre, Singapore, Singapore.
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14
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Hee E, Wong MK, Tan SH, Choo Z, Kuick CH, Ling S, Yong MH, Jain S, Lian DWQ, Ng EHQ, Yong YFL, Ren MH, Syed Sulaiman N, Low SYY, Chua YW, Syed MF, Lim TKH, Soh SY, Iyer P, Seng MSF, Lam JCM, Tan EEK, Chan MY, Tan AM, Chen Y, Chen Z, Chang KTE, Loh AHP. Neuroblastoma patient-derived cultures are enriched for a mesenchymal gene signature and reflect individual drug response. Cancer Sci 2020; 111:3780-3792. [PMID: 32777141 PMCID: PMC7540996 DOI: 10.1111/cas.14610] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 08/03/2020] [Accepted: 08/05/2020] [Indexed: 02/07/2023] Open
Abstract
Ex vivo evaluation of personalized models can facilitate individualized treatment selection for patients, and advance the discovery of novel therapeutic options. However, for embryonal malignancies, representative primary cultures have been difficult to establish. We developed patient‐derived cell cultures (PDCs) from chemo‐naïve and post–treatment neuroblastoma tumors in a consistent and efficient manner, and characterized their in vitro growth dynamics, histomorphology, gene expression, and functional chemo‐response. From 34 neuroblastoma tumors, 22 engrafted in vitro to generate 31 individual PDC lines, with higher engraftment seen with metastatic tumors. PDCs displayed characteristic immunohistochemical staining patterns of PHOX2B, TH, and GD2 synthase. Concordance of MYCN amplification, 1p and 11q deletion between PDCs and patient tumors was 83.3%, 72.7%, and 80.0% respectively. PDCs displayed a predominantly mesenchymal‐type gene expression signature and showed upregulation of pro‐angiogenic factors that were similarly enriched in culture medium and paired patient serum samples. When tested with standard‐of‐care cytotoxics at human Cmax‐equivalent concentrations, MYCN‐amplified and non‐MYCN‐amplified PDCs showed a differential response to cyclophosphamide and topotecan, which mirrored the corresponding patients’ responses, and correlated with gene signatures of chemosensitivity. In this translational proof‐of‐concept study, early‐phase neuroblastoma PDCs enriched for the mesenchymal cell subpopulation recapitulated the individual molecular and phenotypic profile of patient tumors, and highlighted their potential as a platform for individualized ex vivo drug‐response testing.
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Affiliation(s)
- Esther Hee
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, KK Women's and Children's Hospital, Singapore, Singapore
| | - Meng Kang Wong
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, KK Women's and Children's Hospital, Singapore, Singapore
| | - Sheng Hui Tan
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, KK Women's and Children's Hospital, Singapore, Singapore
| | - Zhang'E Choo
- Neurodevelopment and Cancer Laboratory, Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Chik Hong Kuick
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Sharon Ling
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Min Hwee Yong
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Sudhanshi Jain
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Derrick W Q Lian
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Eileen H Q Ng
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Yvonne F L Yong
- KK Research Centre, KK Women's and Children's Hospital, Singapore, Singapore
| | - Mee Hiong Ren
- KK Research Centre, KK Women's and Children's Hospital, Singapore, Singapore
| | - Nurfarhanah Syed Sulaiman
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, KK Women's and Children's Hospital, Singapore, Singapore.,Department of Neurosurgery, National Neuroscience Institute, Singapore, Singapore
| | - Sharon Y Y Low
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, KK Women's and Children's Hospital, Singapore, Singapore.,Neurosurgical Service, KK Women's and Children's Hospital, Singapore, Singapore.,SingHealth Duke-NUS Neuroscience Academic Clinical Program, Singapore, Singapore
| | - Yong Wei Chua
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Muhammad Fahmy Syed
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Tony K H Lim
- Department of Anatomic Pathology, Singapore General Hospital, Singapore, Singapore
| | - Shui Yen Soh
- Department of Paediatric Subspecialties Haematology Oncology Service, KK Women's and Children's Hospital, Singapore, Singapore
| | - Prasad Iyer
- Department of Paediatric Subspecialties Haematology Oncology Service, KK Women's and Children's Hospital, Singapore, Singapore
| | - Michaela S F Seng
- Department of Paediatric Subspecialties Haematology Oncology Service, KK Women's and Children's Hospital, Singapore, Singapore
| | - Joyce C M Lam
- Department of Paediatric Subspecialties Haematology Oncology Service, KK Women's and Children's Hospital, Singapore, Singapore
| | - Enrica E K Tan
- Department of Paediatric Subspecialties Haematology Oncology Service, KK Women's and Children's Hospital, Singapore, Singapore
| | - Mei Yoke Chan
- Department of Paediatric Subspecialties Haematology Oncology Service, KK Women's and Children's Hospital, Singapore, Singapore
| | - Ah Moy Tan
- Department of Paediatric Subspecialties Haematology Oncology Service, KK Women's and Children's Hospital, Singapore, Singapore
| | - Yong Chen
- Department of Paediatric Surgery, KK Women's and Children's Hospital, Singapore, Singapore
| | - Zhixiong Chen
- Neurodevelopment and Cancer Laboratory, Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Kenneth T E Chang
- Department of Pathology and Laboratory Medicine, KK Women's and Children's Hospital, Singapore, Singapore
| | - Amos Hong Pheng Loh
- VIVA-KKH Paediatric Brain and Solid Tumour Programme, KK Women's and Children's Hospital, Singapore, Singapore.,Department of Paediatric Surgery, KK Women's and Children's Hospital, Singapore, Singapore
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15
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Chua KLM, Fehlings M, Yeo ELL, Nardin A, Sumatoh H, Chu PL, Nei WL, Ong EHW, Woo WY, Low KP, Wang H, Poon DJJ, Liang ZG, Yao K, Huang L, Toh CK, Ang MK, Farid M, Cheng XM, Kanesvaran R, Dent R, Wee JTS, Lim TKH, Iyer NG, Tan DSW, Soo KC, Newell EW, Chua MLK. High-Dimensional Characterization of the Systemic Immune Landscape Informs on Synergism Between Radiation Therapy and Immune Checkpoint Blockade. Int J Radiat Oncol Biol Phys 2020; 108:70-80. [PMID: 32544576 DOI: 10.1016/j.ijrobp.2020.06.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Revised: 04/01/2020] [Accepted: 06/08/2020] [Indexed: 12/19/2022]
Abstract
PURPOSE Improved antitumor responses have been observed in patients after combination radiation therapy (RT) and immune checkpoint blockade (ICB). Whether these clinical responses are linked to the host systemic immune system has not been elucidated. METHODS AND MATERIALS In this single-institution prospective observational study, peripheral blood was longitudinally collected from 10 patients with metastatic disease who had responded to anti-PD-1/anti-PD-L1 ICB and received RT (8-50 Gy in 1-5 fractions) upon disease progression at the following timepoints: baseline (pre-RT), 1 to 2 weeks post-RT, and post-ICB (cycle 1) on reintroduction post-RT. To thoroughly characterize the interaction between combined RT-ICB and the host immune system, we performed high-dimensional, mass cytometry-based immunophenotyping of circulating lymphocytes using a 40-marker panel addressing lineage, differentiation, activation, trafficking, cytotoxicity, and costimulatory and inhibitory functions. Phenotypic expression of circulating lymphocytes was compared across patients and time points and correlated with post-RT tumor responses. RESULTS Foremost, we demonstrated excellent posttreatment clinical responses, including 4 local responses with >50% reduction in radiated tumor size, 1 out-of-field response, and 4 patients who resumed ICB for >1 year. Baseline and post-RT immune states were highly heterogeneous among patients. Despite this interindividual heterogeneity in baseline immune states, we observed a systemic immune reaction to RT-ICB common across patients, histology, and radiation sites; a subset of pre-existing Ki-67+ CD8+ T cells were increased post-RT and further expanded upon reintroduction of ICB post-RT (2.3-fold increase, P = .02). Importantly, RT did not alter the phenotypic profile of these Ki-67+ CD8+ T cells, which was characterized by a distinct activated and differentiated effector phenotype. CONCLUSIONS Collectively, these findings point toward a sustained reinvigoration of host antitumor immunity after RT-ICB and suggest an expansion in activated Ki-67+ CD8+ T cells as a possible demonstration of this synergy, thereby providing new insights that may support the development of optimal sequencing strategies.
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Affiliation(s)
- Kevin L M Chua
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore; Oncology Academic Programme, Duke-NUS Medical School, Singapore
| | | | - Eugenia L L Yeo
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore
| | | | | | - Pek Lim Chu
- Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Sciences, National Cancer Centre Singapore, Singapore
| | - Wen-Long Nei
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore; Oncology Academic Programme, Duke-NUS Medical School, Singapore
| | - Enya H W Ong
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore
| | - Wai Yee Woo
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore
| | - Kar Perng Low
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore
| | - Haitao Wang
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore
| | - Dennis J J Poon
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore
| | - Zhong-Guo Liang
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Department of Radiation Oncology, Guangxi Medical University Cancer Hospital, Nanning, People's Republic of China
| | - Kai Yao
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Department of Urology, Sun Yat-sen University Cancer Center, Guangzhou, People's Republic of China
| | - Luo Huang
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Department of Radiation Oncology, Chongqing University Cancer Hospital, Chongqing Cancer Hospital & Institute, Chongqing, People's Republic of China
| | - Chee Keong Toh
- Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Mei-Kim Ang
- Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Mohamad Farid
- Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Xin Min Cheng
- Department of Anatomical Pathology, Singapore General Hospital, Singapore
| | - Ravindran Kanesvaran
- Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Rebecca Dent
- Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Joseph T S Wee
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore; Oncology Academic Programme, Duke-NUS Medical School, Singapore
| | - Tony K H Lim
- Department of Anatomical Pathology, Singapore General Hospital, Singapore
| | - N Gopalakrishna Iyer
- Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Division of Surgical Oncology, National Cancer Centre Singapore, Singapore
| | - Daniel S W Tan
- Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Division of Medical Oncology, National Cancer Centre Singapore, Singapore; Genome Institute of Singapore, Agency for Science, Technology and Research (A∗STAR), Singapore
| | - Khee Chee Soo
- Division of Medical Sciences, National Cancer Centre Singapore, Singapore; Division of Surgical Oncology, National Cancer Centre Singapore, Singapore
| | - Evan W Newell
- immunoSCAPE Pte Ltd; Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A∗STAR), Singapore; Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington
| | - Melvin L K Chua
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore; Oncology Academic Programme, Duke-NUS Medical School, Singapore; Division of Medical Sciences, National Cancer Centre Singapore, Singapore.
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16
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Guo Y, Chen J, Feng Y, Chua MLK, Zeng Y, Hui EP, Chan AKC, Tang L, Wang L, Cui Q, Han H, Luo C, Lin G, Liang Y, Liu Y, He Z, Liu Y, Wei P, Liu C, Peng W, Han B, Zuo X, Ong EHW, Yeo ELL, Low KP, Tan GS, Lim TKH, Hwang JSG, Li B, Feng Q, Xia X, Xia Y, Ko J, Dai W, Lung ML, Chan ATC, Lo DYM, Zeng M, Mai H, Liu J, Zeng Y, Bei J. Germline Polymorphisms and Length of Survival of Nasopharyngeal Carcinoma: An Exome-Wide Association Study in Multiple Cohorts. Adv Sci (Weinh) 2020; 7:1903727. [PMID: 32440486 PMCID: PMC7237860 DOI: 10.1002/advs.201903727] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 02/14/2020] [Accepted: 02/17/2020] [Indexed: 06/11/2023]
Abstract
Germline polymorphisms are linked with differential survival outcomes in cancers but are not well studied in nasopharyngeal carcinoma (NPC). Here, a two-phase association study is conducted to discover germline polymorphisms that are associated with the prognosis of NPC. The discovery phase includes two consecutive hospital cohorts of patients with NPC from Southern China. Exome-wide genotypes at 246 173 single nucleotide polymorphisms (SNPs) are determined, followed by survival analysis for each SNP under Cox proportional hazard regression model. Candidate SNP is replicated in another two independent cohorts from Southern China and Singapore. Meta-analysis of all samples (n = 5553) confirms that the presence of rs1131636-T, located in the 3'-UTR of RPA1, confers an inferior overall survival (HR = 1.33, 95% CI = 1.20-1.47, P = 6.31 × 10-8). Bioinformatics and biological assays show that rs1131636 has regulatory effects on upstream RPA1. Functional studies further demonstrate that RPA1 promotes the growth, invasion, migration, and radioresistance of NPC cells. Additionally, miR-1253 is identified as a suppressor for RPA1 expression, likely through regulation of its binding affinity to rs1131636 locus. Collectively, these findings provide a promising biomarker aiding in stratifying patients with poor survival, as well as a potential drug target for NPC.
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17
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Jin Y, Wong YS, Goh BKP, Chan CY, Cheow PC, Chow PKH, Lim TKH, Goh GBB, Krishnamoorthy TL, Kumar R, Ng TP, Chong SS, Tan HH, Chung AYF, Ooi LLPJ, Chang JPE, Tan CK, Lee CGL. Circulating microRNAs as Potential Diagnostic and Prognostic Biomarkers in Hepatocellular Carcinoma. Sci Rep 2019; 9:10464. [PMID: 31320713 PMCID: PMC6639394 DOI: 10.1038/s41598-019-46872-8] [Citation(s) in RCA: 84] [Impact Index Per Article: 16.8] [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: 04/17/2019] [Accepted: 06/18/2019] [Indexed: 02/07/2023] Open
Abstract
Hepatocellular carcinoma (HCC) is the fifth most common cancer with high mortality, due to late diagnosis and limited treatment options. Blood miRNAs, which circulate in a highly stable, cell-free form, show promise as novel potential biomarkers for early detection of HCC. Whole miRNome profiling was performed to identify deregulated miRNAs between HCC and normal healthy (NH) volunteers. These deregulated miRNAs were validated in an independent cohort of HCC, NH and chronic Hepatitis B (CHB) volunteers and finally in a 3rd cohort comprising NH, CHB, cirrhotic and HCC volunteers to evaluate miRNA changes during disease progression. The associations between circulating miRNAs and liver-damage markers, clinicopathological characteristics and survival outcomes were analysed to identify prognostic markers. Twelve miRNAs are differentially expressed between HCC and NH individuals in all three cohorts. Five upregulated miRNAs (miR-122-5p, miR-125b-5p, miR-885-5p, miR-100-5p and miR-148a-3p) in CHB, cirrhosis and HCC patients are potential biomarkers for CHB infection, while miR-34a-5p can be a biomarker for cirrhosis. Notably, four miRNAs (miR-1972, miR-193a-5p, miR-214-3p and miR-365a-3p) can distinguish HCC from other non-HCC individuals. Six miRNAs are potential prognostic markers for overall survival.
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Affiliation(s)
- Yu Jin
- Division of Cellular & Molecular Research, National Cancer Centre Singapore, Singapore, Singapore
| | - Ye Shen Wong
- Division of Cellular & Molecular Research, National Cancer Centre Singapore, Singapore, Singapore
| | - Brian K P Goh
- Department of Hepato-pancreato-biliary & Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Chung Yip Chan
- Department of Hepato-pancreato-biliary & Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Peng Chung Cheow
- Department of Hepato-pancreato-biliary & Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - Pierce K H Chow
- Division of Surgical Oncology, National Cancer Centre Singapore, Singapore, Singapore.,Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Tony K H Lim
- Department of Pathology, Singapore General Hospital, Singapore, Singapore
| | - George B B Goh
- Department of Gastroenterology & Hepatology, Singapore General Hospital, Singapore, Singapore
| | | | - Rajneesh Kumar
- Department of Gastroenterology & Hepatology, Singapore General Hospital, Singapore, Singapore.,Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Tze Pin Ng
- Department of Psychological Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Samuel S Chong
- Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Department of Laboratory Medicine, National University Hospital, Singapore, Singapore
| | - Hwee Huang Tan
- Blood Services Group, Health Sciences Authority, Singapore, Singapore
| | - Alexander Y F Chung
- Department of Hepato-pancreato-biliary & Transplant Surgery, Singapore General Hospital, Singapore, Singapore
| | - London Lucien P J Ooi
- Department of Hepato-pancreato-biliary & Transplant Surgery, Singapore General Hospital, Singapore, Singapore.,Duke-NUS Graduate Medical School, Singapore, Singapore
| | - Jason P E Chang
- Department of Gastroenterology & Hepatology, Singapore General Hospital, Singapore, Singapore
| | - Chee Kiat Tan
- Department of Gastroenterology & Hepatology, Singapore General Hospital, Singapore, Singapore.
| | - Caroline G L Lee
- Division of Cellular & Molecular Research, National Cancer Centre Singapore, Singapore, Singapore. .,Duke-NUS Graduate Medical School, Singapore, Singapore. .,Department of Biochemistry, National University of Singapore, Singapore, Singapore.
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18
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Lau KW, Seng C, Lim TKH, Tan DSW. Expanded molecular interrogation for potential actionable targets in non-squamous non-small cell lung cancer. Ann Transl Med 2017; 5:372. [PMID: 29057232 PMCID: PMC5635263 DOI: 10.21037/atm.2017.08.42] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Accepted: 08/03/2017] [Indexed: 12/15/2022]
Abstract
The advent of targeted therapies has established new standards of care for defined molecular subsets of non-small cell lung cancer (NSCLC). Not only has this led to significant changes in the routine clinical management of lung cancer e.g., multiplexed genomic testing, but it has provided important principles and benchmarks for determining "actionability". At present, the clinical paradigms are most evolved for EGFR mutations and ALK rearrangements, where multiple randomized phase III trials have determined optimal treatment strategies in both treatment naïve and resistant settings. However, this may not always be feasible with low prevalence alterations e.g., ROS1 and BRAF mutations. Another emerging observation is that not all targets are equally "actionable", necessitating a rigorous preclinical, clinical and translational framework to prosecute new targets and drug candidates. In this review, we will cover the role of targeted therapies for NSCLC harbouring BRAF, MET, HER2 and RET alterations, all of which have shown promise in non-squamous non-small cell lung cancer (ns-NSCLC). We further review some early epigenetic targets in NSCLC, an area of emerging interest. With increased molecular segmentation of lung cancer, we discuss the upcoming challenges in drug development and implementation of precision oncology approaches, especially in light of the complex and rapidly evolving therapeutic landscape.
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Affiliation(s)
- Kah Weng Lau
- Department of Anatomical Pathology, Singapore General Hospital, Singapore
- Institute of Molecular and Cell Biology, ASTAR, Singapore
| | - Claudia Seng
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Tony K H Lim
- Department of Anatomical Pathology, Singapore General Hospital, Singapore
| | - Daniel S W Tan
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
- Cancer Therapeutics Research Laboratory, Singapore
- Genome Institute of Singapore, ASTAR, Singapore
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19
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Lim KH, Chua YW, Lim TKH, Takano AM. An interesting observation from our experiences with circulating tumour cells. Lung Cancer 2017; 108:247-249. [PMID: 28262265 DOI: 10.1016/j.lungcan.2017.02.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 02/25/2017] [Indexed: 10/20/2022]
Affiliation(s)
- Kok H Lim
- Singapore General Hospital, Department of Anatomical Pathology, Academia, Diagnostics Tower Level 10, 20 College Road, 169856, Singapore.
| | - Yong W Chua
- Singapore General Hospital, Department of Anatomical Pathology, Academia, Diagnostics Tower Level 10, 20 College Road, 169856, Singapore
| | - Tony K H Lim
- Singapore General Hospital, Department of Anatomical Pathology, Academia, Diagnostics Tower Level 10, 20 College Road, 169856, Singapore
| | - Angela M Takano
- Singapore General Hospital, Department of Anatomical Pathology, Academia, Diagnostics Tower Level 10, 20 College Road, 169856, Singapore
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20
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Teo R, Goh BKP, Tai DWM, Allen JC, Lim TKH, Hwang JSG, Tan DM, Lee SY, Chan CY, Cheow PC, Chow PKH, Ooi LLPJ, Chung AYF, Ong S. Validation and comparison between current prognostication systems for pancreatic neuroendocrine neoplasms: A single-institution experience with 176 patients. Surgery 2017; 161:1235-1245. [PMID: 28111046 DOI: 10.1016/j.surg.2016.12.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2016] [Revised: 12/02/2016] [Accepted: 12/02/2016] [Indexed: 02/07/2023]
Abstract
BACKGROUND This article aims to validate and compare the performance of 6 prognostication systems-the World Health Organization 2010 grading criteria, the European Neuroendocrine Tumour Society and the American Joint Committee for Cancer staging systems, the Memorial Sloan Kettering Cancer Center staging and grading systems, as well as the Bilimoria criteria in a cohort of patients with pancreatic neuroendocrine neoplasms at a single institution. METHODS A retrospective review of 176 patients with histologically proven pancreatic neuroendocrine neoplasm was performed. The prognostic ability of the various prognostication systems for pancreatic neuroendocrine neoplasm was assessed by analyzing the homogeneity, discriminatory ability, monotonicity of gradient, and Akaike information criteria. RESULTS The 5-year overall survival for the 176 patients was 69% and 5-year recurrence-free survival in 119 patients who underwent curative resection was 78%. Comparison between the 6 prognostication systems demonstrated that the World Health Organization 2010 system had the lowest Akaike information criteria score and was hence the best prognostication system in predicting overall survival and recurrence-free survival rates in our cohort of patients. The European Neuroendocrine Tumour Society was superior to the American Joint Committee for Cancer in prognosticating overall survival rates for pancreatic neuroendocrine neoplasms, as there was a statistically significant difference in overall survival across the different stages when stratified by the European Neuroendocrine Tumour Society, while the use of the American Joint Committee for Cancer was limited to distinguishing between patients in stages I and II versus stages III and IV only. CONCLUSION All 6 prognostication systems were useful in the prognostication of pancreatic neuroendocrine neoplasm. The World Health Organization 2010 grading system was the best prognostication system in predicting both overall survival in our entire cohort of patients and recurrence-free survival in the subset of patients who underwent curative resection.
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Affiliation(s)
- Roxanne Teo
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Republic of Singapore; School of Medicine, University of Glasgow, Glasgow, Scotland, UK
| | - Brian K P Goh
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Republic of Singapore; Duke-National University of Singapore Medical School, Singapore, Republic of Singapore.
| | - David W M Tai
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Republic of Singapore
| | - John C Allen
- Duke-National University of Singapore Medical School, Singapore, Republic of Singapore
| | - Tony K H Lim
- Duke-National University of Singapore Medical School, Singapore, Republic of Singapore; Department of Pathology, Singapore General Hospital, Singapore, Republic of Singapore
| | - Jacqueline S G Hwang
- Department of Pathology, Singapore General Hospital, Singapore, Republic of Singapore
| | - Damien M Tan
- Department of Gastroenterology and Hepatology, Singapore General Hospital, Singapore, Republic of Singapore
| | - Ser-Yee Lee
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Republic of Singapore; Duke-National University of Singapore Medical School, Singapore, Republic of Singapore
| | - Chung-Yip Chan
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Republic of Singapore
| | - Peng-Chung Cheow
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Republic of Singapore
| | - Pierce K H Chow
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Republic of Singapore; Duke-National University of Singapore Medical School, Singapore, Republic of Singapore
| | - London L P J Ooi
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Republic of Singapore; Duke-National University of Singapore Medical School, Singapore, Republic of Singapore
| | - Alexander Y F Chung
- Department of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Republic of Singapore
| | - Simon Ong
- Duke-National University of Singapore Medical School, Singapore, Republic of Singapore; Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Republic of Singapore
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21
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Wang W, Iyer NG, Tay HT, Wu Y, Lim TKH, Zheng L, Song IC, Kwoh CK, Huynh H, Tan POB, Chow PKH. Microarray profiling shows distinct differences between primary tumors and commonly used preclinical models in hepatocellular carcinoma. BMC Cancer 2015; 15:828. [PMID: 26520397 PMCID: PMC4628260 DOI: 10.1186/s12885-015-1814-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [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: 01/19/2015] [Accepted: 10/16/2015] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Despite advances in therapeutics, outcomes for hepatocellular carcinoma (HCC) remain poor and there is an urgent need for efficacious systemic therapy. Unfortunately, drugs that are successful in preclinical studies often fail in the clinical setting, and we hypothesize that this is due to functional differences between primary tumors and commonly used preclinical models. In this study, we attempt to answer this question by comparing tumor morphology and gene expression profiles between primary tumors, xenografts and HCC cell lines. METHODS Hep G2 cell lines and tumor cells from patient tumor explants were subcutaneously (ectopically) injected into the flank and orthotopically into liver parenchyma of Mus Musculus SCID mice. The mice were euthanized after two weeks. RNA was extracted from the tumors, and gene expression profiling was performed using the Gene Chip Human Genome U133 Plus 2.0. Principal component analyses (PCA) and construction of dendrograms were conducted using Partek genomics suite. RESULTS PCA showed that the commonly used HepG2 cell line model and its xenograft counterparts were vastly different from all fresh primary tumors. Expression profiles of primary tumors were also significantly divergent from their counterpart patient-derived xenograft (PDX) models, regardless of the site of implantation. Xenografts from the same primary tumors were more likely to cluster together regardless of site of implantation, although heat maps showed distinct differences in gene expression profiles between orthotopic and ectopic models. CONCLUSIONS The data presented here challenges the utility of routinely used preclinical models. Models using HepG2 were vastly different from primary tumors and PDXs, suggesting that this is not clinically representative. Surprisingly, site of implantation (orthotopic versus ectopic) resulted in limited impact on gene expression profiles, and in both scenarios xenografts differed significantly from the original primary tumors, challenging the long-held notion that orthotopic PDX model is the gold standard preclinical model for HCC.
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Affiliation(s)
- Weining Wang
- Cellular and Molecular Research, National Cancer Centre, Singapore, 169610, Singapore.
| | - N Gopalakrishna Iyer
- Cellular and Molecular Research, National Cancer Centre, Singapore, 169610, Singapore. .,Department of Surgical Oncology, National Cancer Centre Singapore, Singapore, 169610, Singapore.
| | - Hsien Ts'ung Tay
- Department of General Surgery, Singapore General Hospital, 11 Hospital Drive, Singapore, 169608, Singapore.
| | - Yonghui Wu
- Cellular and Molecular Research, National Cancer Centre, Singapore, 169610, Singapore.
| | - Tony K H Lim
- Department of Histopathology, Singapore General Hospital, 11 Hospital Drive, Singapore, 169608, Singapore.
| | - Lin Zheng
- SingHealth Experimental Medicine Centre (SEMC), Blk 9, Level 3, Outram Road, Singapore, 169608, Singapore.
| | - In Chin Song
- SingHealth Experimental Medicine Centre (SEMC), Blk 9, Level 3, Outram Road, Singapore, 169608, Singapore.
| | - Chee Keong Kwoh
- Division of Information Systems, School of Computer Engineering, Nanyang Technological University, Nanyang Avenue, Singapore, 639798, Singapore.
| | - Hung Huynh
- Laboratory of Molecular Endocrinology, Division of Molecular and Cellular Research, National Cancer Centre, 11 Hospital Drive, Singapore, 169610, Singapore.
| | - Patrick O B Tan
- Cancer and Stem Cell Biology Program, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
| | - Pierce K H Chow
- Department of Surgical Oncology, National Cancer Centre Singapore, Singapore, 169610, Singapore. .,Program in Translational and Clinical Liver Research, National Cancer Centre Singapore, Singapore, 169610, Singapore. .,Office of Clinical Sciences, Duke-NUS Graduate Medical School, 8 College Road, Singapore, 169857, Singapore.
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22
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Goh BKP, Lin Z, Tan DMY, Thng CH, Khor CJL, Lim TKH, Ooi LLPJ, Chung AYF. Evaluation of the Fukuoka Consensus Guidelines for intraductal papillary mucinous neoplasms of the pancreas: Results from a systematic review of 1,382 surgically resected patients. Surgery 2015; 158:1192-202. [PMID: 26032832 DOI: 10.1016/j.surg.2015.03.021] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2015] [Revised: 02/26/2015] [Accepted: 03/20/2015] [Indexed: 12/11/2022]
Abstract
BACKGROUND International consensus guidelines to guide management of intraductal papillary mucinous neoplasms (IPMN) were revised in Fukuoka and published in 2012. However, despite widespread acceptance of the Fukuoka Consensus Guidelines (FCG), the utility of these guidelines have not been well-validated. This systematic review was performed to evaluate the clinical utility of the FCG. DESIGN A computerized search of the PubMed and Scopus databases was performed to identify all studies evaluating the utility of the FCG in surgically resected IPMN. IPMN were stratified according to the FCG as high risk (HR), worrisome risk (WR), and low risk (LR). HR and WR IPMN were termed FCG+ve and LR IPMN were termed FCG-ve. RESULTS Seven studies analyzing 1,382 patients were included. There were 402 malignant neoplasms (29%), including 242 invasive IPMNs. There were 1,000 IPMN classified as FCG+ve. The FCG+ve group had a positive predictive value (PPV) ranging from 27 to 62% and the FCG-ve group had negative predictive value ranging from 82 to 100%. Pooled analysis demonstrated that there was 362 of 1,000 (36%) malignant FCG+ve IPMN and 342 of 382 (90%) benign FCG-ve IPMN. PPV of the HR group and the WR groups alone were 104 of 158 (66%) and 75 of 261 (29%), respectively. Forty of 382 (11%), including 22 (6%) invasive FCG-ve IPMN, were malignant. Twenty-six malignant including 18 invasive FCG-ve IPMN were reported from a single study. When the results from this study were excluded, there were only 14 of 241 malignant neoplasms (6%), including 4 of 241 (2%) invasive FCG-ve IPMN in the remaining 6 studies. CONCLUSION The FCG+ve criteria had a similarly low PPV compared with the 2006 consensus criteria. Stratification of IPMN into HR and WR groups resulted in a higher PPV in the HR group. Some malignant and even invasive IPMN may be missed by the FCG criteria.
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Affiliation(s)
- Brian K P Goh
- Department of Hepatopancreatobiliary and Transplantation Surgery, Singapore General Hospital, Singapore; Duke-National University of Singapore Graduate Medical School, Singapore.
| | - Zhimin Lin
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Damien M Y Tan
- Department of Gastroenterology and Hepatology, Singapore General Hospital, Singapore
| | - Choon-Hua Thng
- Department of Oncologic Imaging, National Cancer Center Singapore, Singapore
| | - Christopher J L Khor
- Department of Gastroenterology and Hepatology, Singapore General Hospital, Singapore
| | - Tony K H Lim
- Department of Pathology, Singapore General Hospital, Singapore
| | - London L P J Ooi
- Department of Hepatopancreatobiliary and Transplantation Surgery, Singapore General Hospital, Singapore; Duke-National University of Singapore Graduate Medical School, Singapore
| | - Alexander Y F Chung
- Department of Hepatopancreatobiliary and Transplantation Surgery, Singapore General Hospital, Singapore
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Koh YX, Zheng HL, Chok AY, Tan CS, Wyone W, Lim TKH, Tan DMY, Goh BKP. Systematic review and meta-analysis of the spectrum and outcomes of different histologic subtypes of noninvasive and invasive intraductal papillary mucinous neoplasms. Surgery 2015; 157:496-509. [PMID: 25656693 DOI: 10.1016/j.surg.2014.08.098] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2014] [Revised: 08/05/2014] [Accepted: 08/26/2014] [Indexed: 12/23/2022]
Abstract
BACKGROUND Our aim was to review the available evidence to determine the clinical importance of the histologic subtypes of noninvasive and invasive intraductal papillary mucinous neoplasms (IPMNs) on disease characteristics and overall survival. METHODS We reviewed systematically 14 comparative studies that reported clinicopathologic characteristics and survival of 1,617 patients with IPMN (900 noninvasive and 717 invasive). RESULTS The pancreatobiliary subtype was associated with the greatest likelihood of tumor invasion (67.9%; odds ratio [OR], 2.87; 95% CI, 1.90-4.35), harboring an associated mural nodule (56.6%; OR, 2.92; 95% CI, 1.21-7.04), demonstrating tumor recurrence (46.3%; OR, 3.28; 95% CI, 1.41-7.66) and transformation to tubular adenocarcinoma (81.8%; OR, 92.96; 95% CI, 20.76-416.28) among all subtypes. The gastric subtype was associated with the least likelihood of tumor invasion (10.2%; OR, 0.18; 95% CI, 0.13-0.26), association with main duct IPMN (19.2%; OR, 0.12; 95% CI, 0.06-0.26), and tumor recurrence (9.4%; OR, 0.47; 95% CI, 0.26-0.83) among all subtypes. The intestinal subtype had the greatest likelihood of progressing to colloid carcinoma among all subtypes. Tubular adenocarcinoma was associated with an increased risk of vascular invasion (32.9%; OR, 4.86; 95% CI, 1.96-12.01), perineural invasion (54.5%; OR, 2.30; 95% CI, 1.22-4.34), nodal metastasis (52.4%; OR, 3.31; 95% CI, 1.79-6.14), and a positive margin status (17.3%; OR, 8.45; 95% CI, 1.52-46.83). Tubular adenocarcinoma (hazard ratio [HR], 1.90; 95% CI, 1.36-2.67) had a poorer 5-year overall survival compared with colloid carcinoma and was similar to the survival observed in pancreatic ductal adenocarcinoma (HR, 2.00; 95% CI, 1.59-2.52). CONCLUSION The prognosis of IPMN depends on its pathologic subtype. Subtype identification should be considered an essential component in future guidelines for the management of IPMN.
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Affiliation(s)
- Ye Xin Koh
- Department of Hepatopancreatobiliary and Transplantation Surgery, Singapore General Hospital, Singapore
| | - Hui Li Zheng
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Aik-Yong Chok
- Department of Hepatopancreatobiliary and Transplantation Surgery, Singapore General Hospital, Singapore
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Wyiki Wyone
- Department of Hepatopancreatobiliary and Transplantation Surgery, Singapore General Hospital, Singapore
| | - Tony K H Lim
- Department of Pathology, Singapore General Hospital, Singapore
| | - Damien M Y Tan
- Department of Gastroenterology and Hepatology, Singapore General Hospital, Singapore
| | - Brian K P Goh
- Department of Hepatopancreatobiliary and Transplantation Surgery, Singapore General Hospital, Singapore; Duke-NUS Graduate Medical School, Singapore.
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24
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Tan DSW, Wang W, Leong HS, Sew PH, Lau DP, Chong FT, Krisna SS, Lim TKH, Iyer NG. Tongue carcinoma infrequently harbor common actionable genetic alterations. BMC Cancer 2014; 14:679. [PMID: 25234657 PMCID: PMC4177593 DOI: 10.1186/1471-2407-14-679] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [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: 06/23/2014] [Accepted: 09/11/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Oral tongue squamous cell carcinomas (TSCC) are a unique subset of head and neck cancers with a distinct demographic profile, where up to half of the cases are never smokers. A small proportion of patients with OSCC are known to respond to EGFR TKI. We used a high-sensitivity mass spectrometry-based mutation profiling platform to determine the EGFR mutation status, as well as other actionable alterations in a series of Asian TSCC. METHODS 66 TSCC patients treated between 1998-2009 with complete clinico-pathologic data were included in this study. Somatic mutation profiling was performed using Sequenom LungCarta v1.0, and correlated with clinical parameters. RESULTS Mutations were identified in 20/66(30.3%) of samples and involved TP53, STK11, MET, PIK3CA, BRAF and NRF2. No activating EGFR mutations or KRAS mutations were discovered in our series, where just over a third were never smokers. The most common mutations were in p53 (10.6%; n = 7) and MET (10.6%, n = 11) followed by STK11 (9.1%, n = 6) and PIK3CA (4.5%, n = 3). BRAF and NRF2 mutations, which are novel in TSCC, were demonstrated in one sample each. There was no significant correlation between overall mutation status and smoking history (p = 0.967) or age (p = 0.360). Positive MET alteration was associated with poorer loco-regional recurrence free survival (LRFS) of 11 months [vs 90 months in MET-negative group (p = 0.008)]. None of the other mutations were significantly correlated with LRFS or overall survival. Four of these tumors were propagated as immortalized cell lines and demonstrated the same mutations as the original tumor. CONCLUSIONS Using the Sequenom multiplexed LungCarta panel, we identified mutations in 6 genes, TP53, STK11, MET, PIK3CA, BRAF and NRF2, with the notable absence of EGFR and HER2 mutations in our series of Asian OSCC. Primary cell line models recapitulated the mutation profiles of the original primary tumours and provide an invaluable resource for experimental cancer therapeutics.
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Affiliation(s)
- Daniel S W Tan
- Cancer Therapeutics Research Laboratory, National Cancer Centre Singapore, 11 Hospital Drive, Singapore 169610, Singapore.
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25
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Goh BKP, Tan DMY, Ho MMF, Lim TKH, Chung AYF, Ooi LLPJ. Utility of the sendai consensus guidelines for branch-duct intraductal papillary mucinous neoplasms: a systematic review. J Gastrointest Surg 2014; 18:1350-7. [PMID: 24668367 DOI: 10.1007/s11605-014-2510-8] [Citation(s) in RCA: 70] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2013] [Accepted: 03/16/2014] [Indexed: 02/06/2023]
Abstract
INTRODUCTION The Sendai Consensus Guidelines (SCG) was formulated in 2006 to guide the management of intraductal papillary mucinous neoplasms (IPMN). The main area of controversy is the criteria for selection of branch duct (BD)-IPMN for resection. Although these guidelines have gained widespread acceptance, there is limited data to date supporting its use. This systematic review is performed to evaluate the utility of the Sendai Consensus Guidelines (SCG) for BD-IPMN. METHODS Studies evaluating the clinical utility of the SCG in surgically resected neoplasms were identified. The SCG were retrospectively applied to all resected neoplasms in these studies. BD-IPMNs which met the criteria for resection were termed SCG+ve and those for surveillance were termed SCG-ve. RESULTS Twelve studies were included, of which, 9 were suitable for pooled analysis. There were 690 surgically resected BD-IPMNs, of which, 24% were malignant. Five hundred one BD-IPMNs were classified as SCG+ve and 189 were SCG-ve. The positive predictive value (PPV) of SCG+ve neoplasms ranged from 11 to 52% and the NPV of SCG-ve neoplasms ranged from 90 to 100%. Overall, there were 150/501 (29.9%) of malignant BD-IPMNs in the SCG+ve group and 171/189 (90%) of benign BD-IPMNs in the SCG-ve group. Of the 18 reported malignant (11 invasive) BD-IPMNs in the SCG-ve group, 17 (including all 11 invasive) were from a single study. When the results from this single study were excluded, 170/171 (99%) of SCG-ve BD-IPMNs were benign. CONCLUSION The results of this review confirm the limitations of the SCG for BD-IPMN. The PPV of the SCG in predicting a malignant BD-IPMN was low and some malignant lesions may be missed based on these guidelines.
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Affiliation(s)
- Brian K P Goh
- Department of Hepatopancreatobiliary and Transplantation Surgery, Singapore General Hospital, 20 College Road, Academia, 169856, Singapore,
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Koh TS, Thng CH, Hartono S, Dominguez LTM, Lim TKH, Huynh H, Martarello L, Ng QS. Assessment of tumor necrotic fraction by dynamic contrast-enhanced MRI: a preclinical study of human tumor xenografts with histopathologic correlation. NMR Biomed 2014; 27:486-494. [PMID: 24535773 DOI: 10.1002/nbm.3090] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2013] [Revised: 01/09/2014] [Accepted: 01/09/2014] [Indexed: 06/03/2023]
Abstract
Contrary to the common notion that tumor necrotic regions are non-enhancing after contrast administration, recent evidence has shown that necrotic regions exhibit delayed and slow uptake of gadolinium tracer on dynamic contrast-enhanced MRI (DCE MRI). The purpose of this study is to explore whether the mapping of tumor voxels with delayed and slow enhancement on DCE MRI can be used to derive estimates of tumor necrotic fraction. Patient-derived tumor xenograft lines of seven human cancers were implanted in 26 mice which were subjected to DCE MRI performed using a spoiled gradient recalled sequence. Gadolinium tracer concentration was estimated using the variable flip angle technique. To identify tumor voxels exhibiting delayed and slow uptake of contrast medium, clustering analysis was performed using a k-means clustering algorithm that classified tumor voxels according to their contrast enhancement patterns. Comparison of the percentage of tumor voxels exhibiting delayed and slow enhancement with the tumor necrotic fraction estimated on histology showed a strong correlation (r = 0.962, p < 0.001). The mapping of tumor regions with delayed and slow contrast uptake on DCE MRI correlated strongly with tumor necrotic fraction, and can potentially serve as a non-invasive imaging surrogate for the in vivo assessment of necrotic fraction.
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Affiliation(s)
- Tong San Koh
- Department of Oncologic Imaging, National Cancer Center, Singapore; Center for Quantitative Biology, Duke-NUS Graduate Medical School, Singapore
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Woo EKY, Lim TKH, Tan SH. Neurothekeomas of the upper limb--case series and clinicopathological review. ACTA ACUST UNITED AC 2006; 10:311-7. [PMID: 16568535 DOI: 10.1142/s0218810405002929] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2005] [Accepted: 12/05/2005] [Indexed: 11/18/2022]
Abstract
Neurothekeomas are rare, benign soft tissue tumours that are considered to be of nerve sheath origin. We present a case series of three patients who have neurothekeomas of the upper limb. There was a remarkably high tumour recurrence rate. The factors contributing to this outcome were studied and a clinicopathological review was performed.
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Affiliation(s)
- E K Y Woo
- Department of Hand Surgery, Singapore General Hospital, Outram Road, Singapore 169608, Singapore.
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