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Li J, Chin CR, Ying HY, Meydan C, Teater MR, Xia M, Farinha P, Takata K, Chu CS, Jiang Y, Eagles J, Passerini V, Tang Z, Rivas MA, Weigert O, Pugh TJ, Chadburn A, Steidl C, Scott DW, Roeder RG, Mason CE, Zappasodi R, Béguelin W, Melnick AM. Loss of CREBBP and KMT2D cooperate to accelerate lymphomagenesis and shape the lymphoma immune microenvironment. Nat Commun 2024; 15:2879. [PMID: 38570506 PMCID: PMC10991284 DOI: 10.1038/s41467-024-47012-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Accepted: 03/11/2024] [Indexed: 04/05/2024] Open
Abstract
Despite regulating overlapping gene enhancers and pathways, CREBBP and KMT2D mutations recurrently co-occur in germinal center (GC) B cell-derived lymphomas, suggesting potential oncogenic cooperation. Herein, we report that combined haploinsufficiency of Crebbp and Kmt2d induces a more severe mouse lymphoma phenotype (vs either allele alone) and unexpectedly confers an immune evasive microenvironment manifesting as CD8+ T-cell exhaustion and reduced infiltration. This is linked to profound repression of immune synapse genes that mediate crosstalk with T-cells, resulting in aberrant GC B cell fate decisions. From the epigenetic perspective, we observe interaction and mutually dependent binding and function of CREBBP and KMT2D on chromatin. Their combined deficiency preferentially impairs activation of immune synapse-responsive super-enhancers, pointing to a particular dependency for both co-activators at these specialized regulatory elements. Together, our data provide an example where chromatin modifier mutations cooperatively shape and induce an immune-evasive microenvironment to facilitate lymphomagenesis.
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Affiliation(s)
- Jie Li
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Christopher R Chin
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | - Hsia-Yuan Ying
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Cem Meydan
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
| | - Matthew R Teater
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Min Xia
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Pedro Farinha
- BC Cancer Centre for Lymphoid Cancer, Department of Pathology and Laboratorial Medicine, University of British Columbia, Vancouver, Canada
| | - Katsuyoshi Takata
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, Canada
| | - Chi-Shuen Chu
- The Laboratory of Biochemistry and Molecular Biology, The Rockefeller University, New York, NY, USA
| | - Yiyue Jiang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Jenna Eagles
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Verena Passerini
- Department of Medicine III, Laboratory for Experimental Leukemia and Lymphoma Research (ELLF), Ludwig-Maximilians University (LMU) Hospital, Munich, Germany
| | - Zhanyun Tang
- The Laboratory of Biochemistry and Molecular Biology, The Rockefeller University, New York, NY, USA
| | - Martin A Rivas
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA
| | - Oliver Weigert
- Department of Medicine III, Laboratory for Experimental Leukemia and Lymphoma Research (ELLF), Ludwig-Maximilians University (LMU) Hospital, Munich, Germany
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Amy Chadburn
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA
| | - Christian Steidl
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, Canada
| | - David W Scott
- BC Cancer Centre for Lymphoid Cancer, Department of Medicine, University of British Columbia, Vancouver, Canada
| | - Robert G Roeder
- The Laboratory of Biochemistry and Molecular Biology, The Rockefeller University, New York, NY, USA
| | - Christopher E Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY, USA
- The WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY, USA
- The Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - Roberta Zappasodi
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA
- Immunology and Microbial Pathogenesis Program, Weill Cornell Graduate School of Medical Sciences, New York, NY, USA
| | - Wendy Béguelin
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA.
| | - Ari M Melnick
- Division of Hematology/Oncology, Department of Medicine, Weill Cornell Medicine, Cornell University, New York, NY, USA.
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Lukovic J, Pintilie M, Han K, Fyles AW, Bruce JP, Quevedo R, Pugh TJ, Fjeldbo CS, Lyng H, Milosevic MF. An Immune Gene Expression Risk Score for Distant Metastases after Radiotherapy for Cervical Cancer. Clin Cancer Res 2024; 30:1200-1207. [PMID: 38180733 DOI: 10.1158/1078-0432.ccr-23-2085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 09/12/2023] [Accepted: 01/03/2024] [Indexed: 01/06/2024]
Abstract
PURPOSE To develop an immune-based gene expression risk score to identify patients with cervical cancer at increased risk of distant metastases (DM). EXPERIMENTAL DESIGN Tumor biopsies were obtained from 81 patients prior to chemoradiotherapy. Whole-transcriptome RNA sequencing was performed (Illumina NextSeq500). Beginning with 4,723 immune-related genes, a 55-gene risk score for DM was derived using Cox modeling and principal component analysis. It was validated in independent cohorts of 274 patients treated at the Norwegian Radium Hospital (NRH) and 206 patients from The Cancer Genome Atlas (TCGA). RESULTS The risk score was predictive of DM (HR, 2.7; P < 0.0001) and lower cause-specific survival (CSS) by univariate analysis (HR, 2.0; P = 0.0003) and multivariate analysis adjusted for clinical factors (DM HR, 3.0; P < 0.0001; CSS HR, 2.2; P = 0.0004). The risk score predicted DM (HR, 1.4; P = 0.05) and CSS (HR, 1.48; P = 0.013) in the NRH cohort and CSS (HR, 1.4; P = 0.03) in TCGA cohort. Higher risk scores were associated with lower CIBERSORT estimates of tumor-infiltrating immune cells, including CD8 T cells and M1 and M2 macrophages (all P < 0.001). Higher risk scores were associated with lower expression (all P < 0.001) of important chemokines (CXCL12, CXCR4), IFN-regulated genes (IRF1, STAT1, IDO1), and immune checkpoint regulators (PD-1, PD-L1, CTLA-4). CONCLUSIONS The immune metastatic risk score addresses important challenges in the treatment of cervical cancer-identifying patients at high risk of DM after radiotherapy. The findings of this study indicate that high tumor mutational burden and a "cold," immune-excluded tumor microenvironment influence distant metastatic recurrence. Further validation of the risk score is needed.
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Affiliation(s)
- Jelena Lukovic
- Princess Margaret Cancer Centre, Toronto, Canada
- Department of Radiation Oncology, University of Toronto, Toronto, Canada
| | | | - Kathy Han
- Princess Margaret Cancer Centre, Toronto, Canada
- Department of Radiation Oncology, University of Toronto, Toronto, Canada
- Institute of Medical Science, University of Toronto, Toronto, Canada
| | - Anthony W Fyles
- Princess Margaret Cancer Centre, Toronto, Canada
- Department of Radiation Oncology, University of Toronto, Toronto, Canada
| | | | - Rene Quevedo
- Princess Margaret Cancer Centre, Toronto, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
| | | | - Heidi Lyng
- Oslo University Hospital, Norwegian Radium Hospital, Oslo, Norway
- Department of Physics, University in Oslo, Oslo Norway
| | - Michael F Milosevic
- Princess Margaret Cancer Centre, Toronto, Canada
- Department of Radiation Oncology, University of Toronto, Toronto, Canada
- Institute of Medical Science, University of Toronto, Toronto, Canada
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3
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Forster VJ, Aronson M, Zhang C, Chung J, Sudhaman S, Galati MA, Kelly J, Negm L, Ercan AB, Stengs L, Durno C, Edwards M, Komosa M, Oldfield LE, Nunes NM, Pedersen S, Wellum J, Siddiqui I, Bianchi V, Weil BR, Fox VL, Pugh TJ, Kamihara J, Tabori U. Biallelic EPCAM deletions induce tissue-specific DNA repair deficiency and cancer predisposition. NPJ Precis Oncol 2024; 8:69. [PMID: 38467830 PMCID: PMC10928233 DOI: 10.1038/s41698-024-00537-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 02/08/2024] [Indexed: 03/13/2024] Open
Abstract
We report a case of Mismatch Repair Deficiency (MMRD) caused by germline homozygous EPCAM deletion leading to tissue-specific loss of MSH2. Through the use of patient-derived cells and organoid technologies, we performed stepwise in vitro differentiation of colonic and brain organoids from reprogrammed EPCAMdel iPSC derived from patient fibroblasts. Differentiation of iPSC to epithelial-colonic organoids exhibited continuous increased EPCAM expression and hypermethylation of the MSH2 promoter. This was associated with loss of MSH2 expression, increased mutational burden, MMRD signatures and MS-indel accumulation, the hallmarks of MMRD. In contrast, maturation into brain organoids and examination of blood and fibroblasts failed to show similar processes, preserving MMR proficiency. The combined use of iPSC, organoid technologies and functional genomics analyses highlights the potential of cutting-edge cellular and molecular analysis techniques to define processes controlling tumorigenesis and uncovers a new paradigm of tissue-specific MMRD, which affects the clinical management of these patients.
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Affiliation(s)
- V J Forster
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - M Aronson
- Zane Cohen Centre, Sinai Health System and Faculty of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - C Zhang
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - J Chung
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - S Sudhaman
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - M A Galati
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - J Kelly
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - L Negm
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - A B Ercan
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - L Stengs
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - C Durno
- Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children, Toronto, ON, Canada
| | - M Edwards
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - M Komosa
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | | | - N M Nunes
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - S Pedersen
- University Health Network, Toronto, ON, Canada
| | - J Wellum
- University Health Network, Toronto, ON, Canada
| | - I Siddiqui
- Department of Paediatric Laboratory Medicine and Pathobiology, Division of Pathology, The Hospital for Sick Children, Toronto, ON, Canada
| | - V Bianchi
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - B R Weil
- Department of Surgery, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - V L Fox
- Division of Gastroenterology, Hepatology and Nutrition, Boston Children's Hospital, Boston, MA, USA
| | - T J Pugh
- University Health Network, Toronto, ON, Canada
| | - J Kamihara
- Department of Pediatric Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - U Tabori
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada.
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, ON, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
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4
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Hernando-Calvo A, Nguyen P, Bedard PL, Chan KK, Saleh RR, Weymann D, Yu C, Amir E, Regier DA, Gyawali B, Kain D, Wilson B, Earle CC, Mittmann N, Abdul Razak AR, Isaranuwatchai W, Sabatini P, Spreafico A, Stockley TL, Pugh TJ, Williams C, Siu LL, Hanna TP. Impact on costs and outcomes of multi-gene panel testing for advanced solid malignancies: a cost-consequence analysis using linked administrative data. EClinicalMedicine 2024; 69:102443. [PMID: 38380071 PMCID: PMC10876574 DOI: 10.1016/j.eclinm.2024.102443] [Citation(s) in RCA: 0] [Impact Index Per Article: 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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 01/10/2024] [Accepted: 01/11/2024] [Indexed: 02/22/2024] Open
Abstract
Background To date, economic analyses of tissue-based next generation sequencing genomic profiling (NGS) for advanced solid tumors have typically required models with assumptions, with little real-world evidence on overall survival (OS), clinical trial enrollment or end-of-life quality of care. Methods Cost consequence analysis of NGS testing (555 or 161-gene panels) for advanced solid tumors through the OCTANE clinical trial (NCT02906943). This is a longitudinal, propensity score-matched retrospective cohort study in Ontario, Canada using linked administrative data. Patients enrolled in OCTANE at Princess Margaret Cancer Centre from August 2016 until March 2019 were matched with contemporary patients without large gene panel testing from across Ontario not enrolled in OCTANE. Patients were matched according to 19 patient, disease and treatment variables. Full 2-year follow-up data was available. Sensitivity analyses considered alternative matched cohorts. Main Outcomes were mean per capita costs (2019 Canadian dollars) from a public payer's perspective, OS, clinical trial enrollment and end-of-life quality metrics. Findings There were 782 OCTANE patients with 782 matched controls. Variables were balanced after matching (standardized difference <0.10). There were higher mean health-care costs with OCTANE ($79,702 vs. $59,550), mainly due to outpatient and specialist visits. Publicly funded drug costs were less with OCTANE ($20,015 vs. $24,465). OCTANE enrollment was not associated with improved OS (restricted mean survival time [standard error]: 1.50 (±0.03) vs. 1.44 (±0.03) years, log-rank p = 0.153), varying by tumor type. In five tumor types with ≥35 OCTANE patients, OS was similar in three (breast, colon, uterus, all p > 0.40), and greater in two (ovary, biliary, both p < 0.05). OCTANE was associated with greater clinical trial enrollment (25.4% vs. 9.5%, p < 0.001) and better end-of-life quality due to less death in hospital (10.2% vs. 16.4%, p = 0.003). Results were robust in sensitivity analysis. Interpretation We found an increase in healthcare costs associated with multi-gene panel testing for advanced cancer treatment. The impact on OS was not significant, but varied across tumor types. OCTANE was associated with greater trial enrollment, lower publicly funded drug costs and fewer in-hospital deaths suggesting important considerations in determining the value of NGS panel testing for advanced cancers. Funding T.P H holds a research grant provided by the Ontario Institute for Cancer Research through funding provided by the Government of Ontario (#IA-035 and P.HSR.158) and through funding of the Canadian Network for Learning Healthcare Systems and Cost-Effective 'Omics Innovation (CLEO) via Genome Canada (G05CHS).
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Affiliation(s)
- Alberto Hernando-Calvo
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Paul Nguyen
- ICES Queen's. Queen's University, Kingston, ON, Canada
| | - Philippe L. Bedard
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Kelvin K.W. Chan
- Sunnybrook Health Sciences Centre, Odette Cancer Centre, University of Toronto, Toronto, ON, Canada
| | - Ramy R. Saleh
- Department of Medical Oncology, McGill University Health Centre, Montreal, QC, Canada
| | | | - Celeste Yu
- Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Eitan Amir
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Dean A. Regier
- Cancer Control Research, BC Cancer, Vancouver, BC, Canada
| | - Bishal Gyawali
- Department of Oncology, Queen's University, Kingston, ON, Canada
- Division of Cancer Care and Epidemiology, Queen's Cancer Research Institute, Queen's University, Kingston, ON, Canada
| | - Danielle Kain
- Department of Oncology, Queen's University, Kingston, ON, Canada
| | - Brooke Wilson
- Department of Oncology, Queen's University, Kingston, ON, Canada
- Division of Cancer Care and Epidemiology, Queen's Cancer Research Institute, Queen's University, Kingston, ON, Canada
| | - Craig C. Earle
- Sunnybrook Health Sciences Centre, Odette Cancer Centre, University of Toronto, Toronto, ON, Canada
| | - Nicole Mittmann
- Sunnybrook Health Sciences Centre, Odette Cancer Centre, University of Toronto, Toronto, ON, Canada
| | - Albiruni R. Abdul Razak
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Wanrudee Isaranuwatchai
- St. Michael's Hospital Centre for Excellence in Economic Analysis Research, University of Toronto, Toronto, ON, Canada
| | - Peter Sabatini
- Advanced Molecular Diagnostic Laboratory, Princess Margaret Cancer Centre, Toronto, ON, Canada
- Division of Clinical Laboratory Genetics, Laboratory Medicine Program, University Health Network, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Anna Spreafico
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Tracy L. Stockley
- Advanced Molecular Diagnostic Laboratory, Princess Margaret Cancer Centre, Toronto, ON, Canada
- Division of Clinical Laboratory Genetics, Laboratory Medicine Program, University Health Network, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | | | - Lillian L. Siu
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, Department of Medicine, University of Toronto, Toronto, ON, Canada
| | - Timothy P. Hanna
- ICES Queen's. Queen's University, Kingston, ON, Canada
- Department of Oncology, Queen's University, Kingston, ON, Canada
- Division of Cancer Care and Epidemiology, Queen's Cancer Research Institute, Queen's University, Kingston, ON, Canada
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5
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Stutheit-Zhao EY, Sanz-Garcia E, Liu ZA, Wong D, Marsh K, Abdul Razak AR, Spreafico A, Bedard PL, Hansen AR, Lheureux S, Torti D, Lam B, Yang SYC, Burgener J, Luo P, Zeng Y, Cheng N, Awadalla P, Bratman SV, Ohashi PS, Pugh TJ, Siu LL. Early changes in tumor-naive cell-free methylomes and fragmentomes predict outcomes in pembrolizumab-treated solid tumors. Cancer Discov 2024:734858. [PMID: 38393391 DOI: 10.1158/2159-8290.cd-23-1060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2023] [Revised: 01/18/2024] [Accepted: 02/21/2024] [Indexed: 02/25/2024]
Abstract
Early kinetics of circulating tumor DNA (ctDNA) in plasma predict response to pembrolizumab, but typically requires sequencing of matched tumor tissue or fixed gene panels. We analyzed genome-wide methylation and fragment length profiles using cell-free methylated DNA immunoprecipitation and sequencing (cfMeDIP-seq) in 204 plasma samples from 87 patients before and during treatment with pembrolizumab from a pan-cancer phase II investigator-initiated trial (INSPIRE). We trained a pan-cancer methylation signature using independent methylation array data from The Cancer Genome Atlas to quantify a cancer-specific methylation (CSM) and fragment length score (FLS) for each sample. CSM and FLS are strongly correlated with tumor-informed ctDNA levels. Early kinetics of CSM predict overall survival and progression-free survival, independently of tumor type, PD-L1, and tumor mutation burden. Early kinetics of FLS are associated with overall survival independently of CSM. Our tumor-naïve mutation-agnostic ctDNA approach integrating methylomics and fragmentomics could predict outcomes in patients treated with pembrolizumab.
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Affiliation(s)
| | | | | | - Derek Wong
- Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Kayla Marsh
- Ontario Institute for Cancer Research, Canada
| | | | | | | | - Aaron R Hansen
- Princess Margaret Hospital, Brisbane, Queensland, Australia
| | | | - Dax Torti
- Ontario Institute for Cancer Research, Canada
| | - Bernard Lam
- Ontario Institute for Cancer Research, Toronto, Canada
| | | | - Justin Burgener
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ping Luo
- Princess Margaret Cancer Centre, Toronto, Canada
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6
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Das A, Fernandez NR, Levine A, Bianchi V, Stengs LK, Chung J, Negm L, Dimayacyac JR, Chang Y, Nobre L, Ercan AB, Sanchez-Ramirez S, Sudhaman S, Edwards M, Larouche V, Samuel D, Van Damme A, Gass D, Ziegler DS, Bielack SS, Koschmann C, Zelcer S, Yalon-Oren M, Campino GA, Sarosiek T, Nichols KE, Loret De Mola R, Bielamowicz K, Sabel M, Frojd CA, Wood MD, Glover JM, Lee YY, Vanan M, Adamski JK, Perreault S, Chamdine O, Hjort MA, Zapotocky M, Carceller F, Wright E, Fedorakova I, Lossos A, Tanaka R, Osborn M, Blumenthal DT, Aronson M, Bartels U, Huang A, Ramaswamy V, Malkin D, Shlien A, Villani A, Dirks PB, Pugh TJ, Getz G, Maruvka YE, Tsang DS, Ertl-Wagner B, Hawkins C, Bouffet E, Morgenstern DA, Tabori U. Combined Immunotherapy Improves Outcome for Replication-Repair-Deficient (RRD) High-Grade Glioma Failing Anti-PD-1 Monotherapy: A Report from the International RRD Consortium. Cancer Discov 2024; 14:258-273. [PMID: 37823831 PMCID: PMC10850948 DOI: 10.1158/2159-8290.cd-23-0559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 08/28/2023] [Accepted: 10/10/2023] [Indexed: 10/13/2023]
Abstract
Immune checkpoint inhibition (ICI) is effective for replication-repair-deficient, high-grade gliomas (RRD-HGG). The clinical/biological impact of immune-directed approaches after failing ICI monotherapy is unknown. We performed an international study on 75 patients treated with anti-PD-1; 20 are progression free (median follow-up, 3.7 years). After second progression/recurrence (n = 55), continuing ICI-based salvage prolonged survival to 11.6 months (n = 38; P < 0.001), particularly for those with extreme mutation burden (P = 0.03). Delayed, sustained responses were observed, associated with changes in mutational spectra and the immune microenvironment. Response to reirradiation was explained by an absence of deleterious postradiation indel signatures (ID8). CTLA4 expression increased over time, and subsequent CTLA4 inhibition resulted in response/stable disease in 75%. RAS-MAPK-pathway inhibition led to the reinvigoration of peripheral immune and radiologic responses. Local (flare) and systemic immune adverse events were frequent (biallelic mismatch-repair deficiency > Lynch syndrome). We provide a mechanistic rationale for the sustained benefit in RRD-HGG from immune-directed/synergistic salvage therapies. Future approaches need to be tailored to patient and tumor biology. SIGNIFICANCE Hypermutant RRD-HGG are susceptible to checkpoint inhibitors beyond initial progression, leading to improved survival when reirradiation and synergistic immune/targeted agents are added. This is driven by their unique biological and immune properties, which evolve over time. Future research should focus on combinatorial regimens that increase patient survival while limiting immune toxicity. This article is featured in Selected Articles from This Issue, p. 201.
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Affiliation(s)
- Anirban Das
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
- Department of Paediatric Haematology and Oncology, Tata Medical Center, Kolkata, India
- Department of Paediatrics, University of Toronto, Toronto, Canada
| | - Nicholas R. Fernandez
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Adrian Levine
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Canada
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Vanessa Bianchi
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Lucie K. Stengs
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Jiil Chung
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Logine Negm
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Jose Rafael Dimayacyac
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Yuan Chang
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Liana Nobre
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Ayse B. Ercan
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
- Institute of Medical Science, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Santiago Sanchez-Ramirez
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Sumedha Sudhaman
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Melissa Edwards
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Valerie Larouche
- Pediatric Haematology/Oncology Department, CHU de Québec-Université Laval, Quebec City, Canada
| | - David Samuel
- Department of Paediatric Oncology, Valley Children's Hospital, Madera, California
| | - An Van Damme
- Department of Paediatric Haematology and Oncology, Saint Luc University Hospital, Université Catholique de Louvain, Brussels, Belgium
| | - David Gass
- Atrium Health/Levine Children's Hospital, Charlotte, North Carolina
| | - David S. Ziegler
- Kids Cancer Centre, Sydney Children's Hospital, Randwick, Australia
- School of Clinical Medicine, UNSW Sydney, Sydney, Australia
| | - Stefan S. Bielack
- Department of Pediatric Oncology, Hematology and Immunology, Center for Childhood, Adolescent, and Women's Medicine, Stuttgart Cancer Center, Klinikum Stuttgart, Stuttgart, Germany
| | - Carl Koschmann
- Pediatric Hematology/Oncology, C.S. Mott Children's Hospital, University of Michigan, Ann Arbor, Michigan
| | - Shayna Zelcer
- Department of Pediatrics, London Health Sciences Centre, London, Canada
| | - Michal Yalon-Oren
- Department of Paediatric Haematology-Oncology, Sheba Medical Centre, Ramat Gan, Israel
| | - Gadi Abede Campino
- Department of Paediatric Haematology-Oncology, Sheba Medical Centre, Ramat Gan, Israel
| | | | - Kim E. Nichols
- Department of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee
| | | | - Kevin Bielamowicz
- Department of Pediatrics, Section of Pediatric Hematology/Oncology, The University of Arkansas for Medical Sciences/Arkansas Children's Hospital, Little Rock, Arkansas
| | - Magnus Sabel
- Department of Paediatrics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg & Queen Silvia Children's Hospital, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Charlotta A. Frojd
- Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Matthew D. Wood
- Neuropathology, Oregon Health & Science University Department of Pathology, Portland, Oregon
| | - Jason M. Glover
- Department of Pediatric Hematology/Oncology, Randall Children's Hospital, Portland, Oregon
| | - Yi-Yen Lee
- Department of Neurosurgery, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Magimairajan Vanan
- Pediatric Hematology-Oncology, CancerCare Manitoba, Winnipeg, Canada
- CancerCare Manitoba Research Institute, Pediatrics and Child Health, University of Manitoba, Winnipeg, Canada
| | - Jenny K. Adamski
- Neuro-oncology Division, Birmingham Children's Hospital, Birmingham, United Kingdom
| | - Sebastien Perreault
- Neurosciences Department, Child Neurology Division, CHU Sainte-Justine, Montreal, Canada
| | - Omar Chamdine
- Pediatric Hematology Oncology, King Fahad Specialist Hospital Dammam, Eastern Province, Saudi Arabia
| | - Magnus Aasved Hjort
- Department of Paediatric Haematology and Oncology, St. Olav's University Hospital, Trondheim, Norway
| | - Michal Zapotocky
- Department of Paediatric Haematology and Oncology, Second Faculty of Medicine, University Hospital Motol, Charles University, Prague, Czech Republic
| | - Fernando Carceller
- Paediatric and Adolescent Neuro-Oncology and Drug Development, The Royal Marsden NHS Foundation Trust & Division of Clinical Studies, The Institute of Cancer Research, London, United Kingdom
| | - Erin Wright
- Division of Neuro-Oncology, Akron Children's Hospital, Akron, Ohio
| | - Ivana Fedorakova
- Clinic of Pediatric Oncology and Hematology, University Children's Hospital, Banská Bystrica, Slovakia
| | - Alexander Lossos
- Department of Oncology, Leslie and Michael Gaffin Centre for Neuro-Oncology, Hadassah-Hebrew University Medical Centre, Jerusalem, Israel
| | - Ryuma Tanaka
- Division of Hematology/Oncology/Blood and Marrow Transplantation, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Michael Osborn
- Women's and Children's Hospital, North Adelaide, Australia
| | - Deborah T. Blumenthal
- Neuro-Oncology Service, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Melyssa Aronson
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, Toronto, Canada
| | - Ute Bartels
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- Department of Paediatrics, University of Toronto, Toronto, Canada
| | - Annie Huang
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - Vijay Ramaswamy
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
| | - David Malkin
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- Department of Paediatrics, University of Toronto, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
| | - Adam Shlien
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Anita Villani
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- Department of Paediatrics, University of Toronto, Toronto, Canada
| | - Peter B. Dirks
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
- Division of Neurosurgery, The Hospital for Sick Children, Toronto, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Canada
| | - Trevor J. Pugh
- Ontario Institute for Cancer Research, Princess Margaret Cancer Centre, Toronto, Canada
| | - Gad Getz
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | | | - Derek S. Tsang
- Radiation Medicine Program, Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Birgit Ertl-Wagner
- Department of Diagnostic Imaging, The Hospital for Sick Children, Toronto, Canada
| | - Cynthia Hawkins
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Canada
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Eric Bouffet
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
| | - Daniel A. Morgenstern
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- Department of Paediatrics, University of Toronto, Toronto, Canada
| | - Uri Tabori
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
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7
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Lien SC, Ly D, Yang SYC, Wang BX, Clouthier DL, St Paul M, Gadalla R, Noamani B, Garcia-Batres CR, Boross-Harmer S, Bedard PL, Pugh TJ, Spreafico A, Hirano N, Razak ARA, Ohashi PS. Tumor reactive γδ T cells contribute to a complete response to PD-1 blockade in a Merkel cell carcinoma patient. Nat Commun 2024; 15:1094. [PMID: 38321065 PMCID: PMC10848161 DOI: 10.1038/s41467-024-45449-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Accepted: 01/22/2024] [Indexed: 02/08/2024] Open
Abstract
Immunotherapies targeting PD-1/PD-L1 are now widely used in the clinic to treat a variety of malignancies. While most of the research on T cell exhaustion and PD-1 blockade has been focused on conventional αβ T cells, the contribution of innate-like T cells such as γδ T cells to anti-PD-1/PD-L1 mediated therapy is limited. Here we show that tumor reactive γδ T cells respond to PD-1 blockade in a Merkel cell carcinoma (MCC) patient experiencing a complete response to therapy. We find clonally expanded γδ T cells in the blood and tumor after pembrolizumab treatment, and this Vγ2Vδ1 clonotype recognizes Merkel cancer cells in a TCR-dependent manner. Notably, the intra-tumoral γδ T cells in the MCC patient are characterized by higher expression of PD-1 and TIGIT, relative to conventional CD4 and CD8 T cells. Our results demonstrate that innate-like T cells could also contribute to an anti-tumor response after PD-1 blockade.
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Affiliation(s)
- Scott C Lien
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Immunology, University of Toronto, Toronto, ON, Canada
| | - Dalam Ly
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - S Y Cindy Yang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ben X Wang
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Derek L Clouthier
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Michael St Paul
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ramy Gadalla
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Babak Noamani
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | | | - Sarah Boross-Harmer
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Philippe L Bedard
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Anna Spreafico
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Naoto Hirano
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Immunology, University of Toronto, Toronto, ON, Canada
| | - Albiruni R A Razak
- Division of Medical Oncology and Haematology, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, ON, Canada
| | - Pamela S Ohashi
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
- Department of Immunology, University of Toronto, Toronto, ON, Canada.
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8
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Adi-Wauran E, Clausen M, Shickh S, Gagliardi AR, Denburg A, Oldfield LE, Sam J, Reble E, Krishnapillai S, Regier DA, Baxter NN, Dawson L, Penney LS, Foulkes W, Basik M, Sun S, Schrader KA, Karsan A, Pollett A, Pugh TJ, Kim RH, Bombard Y. "I just wanted more": Hereditary cancer syndromes patients' perspectives on the utility of circulating tumour DNA testing for cancer screening. Eur J Hum Genet 2024; 32:176-181. [PMID: 37821757 PMCID: PMC10853540 DOI: 10.1038/s41431-023-01473-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 09/17/2023] [Accepted: 09/21/2023] [Indexed: 10/13/2023] Open
Abstract
Hereditary cancer syndromes (HCS) predispose individuals to a higher risk of developing multiple cancers. However, current screening strategies have limited ability to screen for all cancer risks. Circulating tumour DNA (ctDNA) detects DNA fragments shed by tumour cells in the bloodstream and can potentially detect cancers early. This study aimed to explore patients' perspectives on ctDNA's utility to help inform its clinical adoption and implementation. We conducted a qualitative interpretive description study using semi-structured phone interviews. Participants were purposively sampled adult HCS patients recruited from a Canadian HCS research consortium. Thirty HCS patients were interviewed (n = 19 women, age range 20s-70s, n = 25 were white). Participants were highly concerned about developing cancers, particularly those without reliable screening options for early detection. They "just wanted more" than their current screening strategies. Participants were enthusiastic about ctDNA's potential to be comprehensive (detect multiple cancers), predictive (detect cancers early) and tailored (lead to personalized clinical management). Participants also acknowledged ctDNA's potential limitations, including false positives/negatives risks and experiencing additional anxiety. However, they saw ctDNA's potential benefits outweighing its limitations. In conclusion, participants' belief in ctDNA's potential to improve their care overshadowed its limitations, indicating patients' support for using ctDNA in HCS care.
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Affiliation(s)
- Ella Adi-Wauran
- Genomics Health Services Research Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Canada
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada
| | - Marc Clausen
- Genomics Health Services Research Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Canada
| | - Salma Shickh
- Genomics Health Services Research Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Canada
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada
| | - Anna R Gagliardi
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada
- Toronto General Hospital Research Institute, University Health Network, Toronto, Canada
| | - Avram Denburg
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada
| | - Leslie E Oldfield
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Jordan Sam
- Genomics Health Services Research Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Canada
| | - Emma Reble
- Genomics Health Services Research Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Canada
| | - Suvetha Krishnapillai
- Genomics Health Services Research Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Canada
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada
| | - Dean A Regier
- BC Cancer, Vancouver, Canada
- University of British Columbia, Vancouver, Canada
| | - Nancy N Baxter
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada
- Melbourne School of Population and Global Health, University of Melbourne, Melbourne, Australia
- University of Toronto, Toronto, Canada
| | - Lesa Dawson
- Memorial University, St. John's, Canada
- Eastern Health Authority, St. John's, Canada
| | | | - William Foulkes
- McGill University, Montréal, Canada
- Jewish General Hospital, Montréal, Canada
| | - Mark Basik
- McGill University, Montréal, Canada
- Jewish General Hospital, Montréal, Canada
| | - Sophie Sun
- BC Cancer, Vancouver, Canada
- University of British Columbia, Vancouver, Canada
| | | | - Aly Karsan
- BC Cancer, Vancouver, Canada
- University of British Columbia, Vancouver, Canada
| | | | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
- Ontario Institute for Cancer Research, Toronto, Canada
| | - Raymond H Kim
- Division of Haematology/Oncology, The Hospital for Sick Children, Toronto, Canada.
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada.
- University of Toronto, Toronto, Canada.
- Mount Sinai Hospital, Toronto, Canada.
- Ontario Institute for Cancer Research, Toronto, Canada.
| | - Yvonne Bombard
- Genomics Health Services Research Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Canada.
- Institute of Health Policy, Management, and Evaluation, University of Toronto, Toronto, Canada.
- Ontario Institute for Cancer Research, Toronto, Canada.
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9
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Wong D, Luo P, Oldfield LE, Gong H, Brunga L, Rabinowicz R, Subasri V, Chan C, Downs T, Farncombe KM, Luu B, Norman M, Sobotka JA, Uju P, Eagles J, Pedersen S, Wellum J, Danesh A, Prokopec SD, Stutheit-Zhao EY, Znassi N, Heisler LE, Jovelin R, Lam B, Lujan Toro BE, Marsh K, Sundaravadanam Y, Torti D, Man C, Goldenberg A, Xu W, Veit-Haibach P, Doria AS, Malkin D, Kim RH, Pugh TJ. Early Cancer Detection in Li-Fraumeni Syndrome with Cell-Free DNA. Cancer Discov 2024; 14:104-119. [PMID: 37874259 PMCID: PMC10784744 DOI: 10.1158/2159-8290.cd-23-0456] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 08/07/2023] [Accepted: 09/27/2023] [Indexed: 10/25/2023]
Abstract
People with Li-Fraumeni syndrome (LFS) harbor a germline pathogenic variant in the TP53 tumor suppressor gene, face a near 100% lifetime risk of cancer, and routinely undergo intensive surveillance protocols. Liquid biopsy has become an attractive tool for a range of clinical applications, including early cancer detection. Here, we provide a proof-of-principle for a multimodal liquid biopsy assay that integrates a targeted gene panel, shallow whole-genome, and cell-free methylated DNA immunoprecipitation sequencing for the early detection of cancer in a longitudinal cohort of 89 LFS patients. Multimodal analysis increased our detection rate in patients with an active cancer diagnosis over uni-modal analysis and was able to detect cancer-associated signal(s) in carriers prior to diagnosis with conventional screening (positive predictive value = 67.6%, negative predictive value = 96.5%). Although adoption of liquid biopsy into current surveillance will require further clinical validation, this study provides a framework for individuals with LFS. SIGNIFICANCE By utilizing an integrated cell-free DNA approach, liquid biopsy shows earlier detection of cancer in patients with LFS compared with current clinical surveillance methods such as imaging. Liquid biopsy provides improved accessibility and sensitivity, complementing current clinical surveillance methods to provide better care for these patients. See related commentary by Latham et al., p. 23. This article is featured in Selected Articles from This Issue, p. 5.
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Affiliation(s)
- Derek Wong
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Ping Luo
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Leslie E. Oldfield
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Haifan Gong
- The Hospital for Sick Children, Toronto, Canada
| | | | | | - Vallijah Subasri
- The Hospital for Sick Children, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
- Vector Institute, Toronto, Canada
| | - Clarissa Chan
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Tiana Downs
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | | | - Beatrice Luu
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Maia Norman
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Julia A. Sobotka
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Precious Uju
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Jenna Eagles
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Stephanie Pedersen
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Johanna Wellum
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Arnavaz Danesh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | | | | | - Nadia Znassi
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | | | | | - Bernard Lam
- Ontario Institute for Cancer Research, Toronto, Canada
| | | | - Kayla Marsh
- Ontario Institute for Cancer Research, Toronto, Canada
| | | | - Dax Torti
- Ontario Institute for Cancer Research, Toronto, Canada
| | - Carina Man
- The Hospital for Sick Children, Toronto, Canada
| | - Anna Goldenberg
- The Hospital for Sick Children, Toronto, Canada
- Vector Institute, Toronto, Canada
| | - Wei Xu
- Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - Patrick Veit-Haibach
- Joint Department of Medical Imaging, Toronto General Hospital, University Health Network, University of Toronto, Toronto, Canada
| | | | - David Malkin
- The Hospital for Sick Children, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
- Department of Pediatrics, University of Toronto, Toronto, Canada
| | - Raymond H. Kim
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
- The Hospital for Sick Children, Toronto, Canada
- Ontario Institute for Cancer Research, Toronto, Canada
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
- Ontario Institute for Cancer Research, Toronto, Canada
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10
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Kim J, Vaksman Z, Egolf LE, Kaufman R, Evans JP, Conkrite KL, Danesh A, Lopez G, Randall MP, Dent MH, Farra LM, Menghani NL, Dymek M, Desai H, Hausler R, Hicks B, Auvil JG, Gerhard DS, Hakonarson H, Maxwell KN, Cole KA, Pugh TJ, Bosse KR, Khan J, Wei JS, Maris JM, Stewart DR, Diskin SJ. Germline pathogenic variants in neuroblastoma patients are enriched in BARD1 and predict worse survival. J Natl Cancer Inst 2024; 116:149-159. [PMID: 37688579 PMCID: PMC10777667 DOI: 10.1093/jnci/djad183] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Revised: 08/02/2023] [Accepted: 08/25/2023] [Indexed: 09/11/2023] Open
Abstract
BACKGROUND Neuroblastoma is an embryonal cancer of the developing sympathetic nervous system. The genetic contribution of rare pathogenic or likely pathogenic germline variants in patients without a family history remains unclear. METHODS Germline DNA sequencing was performed on 786 neuroblastoma patients. The frequency of rare cancer predisposition gene pathogenic or likely pathogenic variants in patients was compared with 2 cancer-free control cohorts. Matched tumor DNA sequencing was evaluated for second hits, and germline DNA array data from 5585 neuroblastoma patients and 23 505 cancer-free control children were analyzed to identify rare germline copy number variants. Patients with germline pathogenic or likely pathogenic variants were compared with those without to test for association with clinical characteristics, tumor features, and survival. RESULTS We observed 116 pathogenic or likely pathogenic variants involving 13.9% (109 of 786) of neuroblastoma patients, representing a statistically significant excess burden compared with cancer-free participants (odds ratio [OR] = 1.60, 95% confidence interval [CI] = 1.27 to 2.00). BARD1 harbored the most statistically significant enrichment of pathogenic or likely pathogenic variants (OR = 32.30, 95% CI = 6.44 to 310.35). Rare germline copy number variants disrupting BARD1 were identified in patients but absent in cancer-free participants (OR = 29.47, 95% CI = 1.52 to 570.70). Patients harboring a germline pathogenic or likely pathogenic variant had a worse overall survival compared with those without (P = 8.6 x 10-3). CONCLUSIONS BARD1 is an important neuroblastoma predisposition gene harboring both common and rare germline pathogenic or likely pathogenic variations. The presence of any germline pathogenic or likely pathogenic variant in a cancer predisposition gene was independently predictive of worse overall survival. As centers move toward paired tumor-normal sequencing at diagnosis, efforts should be made to centralize data and provide an infrastructure to support cooperative longitudinal prospective studies of germline pathogenic variation.
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Affiliation(s)
- Jung Kim
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, MD, USA
| | - Zalman Vaksman
- Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Laura E Egolf
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Cell and Molecular Biology Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Rebecca Kaufman
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - J Perry Evans
- Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Karina L Conkrite
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Arnavaz Danesh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, ON, Canada
| | - Gonzalo Lopez
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Michael P Randall
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Maiah H Dent
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Lance M Farra
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Neil L Menghani
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Malwina Dymek
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Heena Desai
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Ryan Hausler
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Belynda Hicks
- Cancer Genome Research Laboratory, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, USA
| | | | - Daniela S Gerhard
- Office of Cancer Genomics, National Cancer Institute, Bethesda, MD, USA
| | - Hakon Hakonarson
- Center for Applied Genomics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kara N Maxwell
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kristina A Cole
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Kristopher R Bosse
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Javed Khan
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Jun S Wei
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - John M Maris
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Douglas R Stewart
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, National Institutes of Health, Rockville, MD, USA
| | - Sharon J Diskin
- Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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11
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de Bruijn I, Kundra R, Mastrogiacomo B, Tran TN, Sikina L, Mazor T, Li X, Ochoa A, Zhao G, Lai B, Abeshouse A, Baiceanu D, Ciftci E, Dogrusoz U, Dufilie A, Erkoc Z, Garcia Lara E, Fu Z, Gross B, Haynes C, Heath A, Higgins D, Jagannathan P, Kalletla K, Kumari P, Lindsay J, Lisman A, Leenknegt B, Lukasse P, Madela D, Madupuri R, van Nierop P, Plantalech O, Quach J, Resnick AC, Rodenburg SY, Satravada BA, Schaeffer F, Sheridan R, Singh J, Sirohi R, Sumer SO, van Hagen S, Wang A, Wilson M, Zhang H, Zhu K, Rusk N, Brown S, Lavery JA, Panageas KS, Rudolph JE, LeNoue-Newton ML, Warner JL, Guo X, Hunter-Zinck H, Yu TV, Pilai S, Nichols C, Gardos SM, Philip J, Kehl KL, Riely GJ, Schrag D, Lee J, Fiandalo MV, Sweeney SM, Pugh TJ, Sander C, Cerami E, Gao J, Schultz N. Analysis and Visualization of Longitudinal Genomic and Clinical Data from the AACR Project GENIE Biopharma Collaborative in cBioPortal. Cancer Res 2023; 83:3861-3867. [PMID: 37668528 PMCID: PMC10690089 DOI: 10.1158/0008-5472.can-23-0816] [Citation(s) in RCA: 44] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 05/24/2023] [Accepted: 08/30/2023] [Indexed: 09/06/2023]
Abstract
International cancer registries make real-world genomic and clinical data available, but their joint analysis remains a challenge. AACR Project GENIE, an international cancer registry collecting data from 19 cancer centers, makes data from >130,000 patients publicly available through the cBioPortal for Cancer Genomics (https://genie.cbioportal.org). For 25,000 patients, additional real-world longitudinal clinical data, including treatment and outcome data, are being collected by the AACR Project GENIE Biopharma Collaborative using the PRISSMM data curation model. Several thousand of these cases are now also available in cBioPortal. We have significantly enhanced the functionalities of cBioPortal to support the visualization and analysis of this rich clinico-genomic linked dataset, as well as datasets generated by other centers and consortia. Examples of these enhancements include (i) visualization of the longitudinal clinical and genomic data at the patient level, including timelines for diagnoses, treatments, and outcomes; (ii) the ability to select samples based on treatment status, facilitating a comparison of molecular and clinical attributes between samples before and after a specific treatment; and (iii) survival analysis estimates based on individual treatment regimens received. Together, these features provide cBioPortal users with a toolkit to interactively investigate complex clinico-genomic data to generate hypotheses and make discoveries about the impact of specific genomic variants on prognosis and therapeutic sensitivities in cancer. SIGNIFICANCE Enhanced cBioPortal features allow clinicians and researchers to effectively investigate longitudinal clinico-genomic data from patients with cancer, which will improve exploration of data from the AACR Project GENIE Biopharma Collaborative and similar datasets.
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Affiliation(s)
- Ino de Bruijn
- Memorial Sloan Kettering Cancer Center, New York, New York
- Department of Pathology, Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Ritika Kundra
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | - Luke Sikina
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Tali Mazor
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Xiang Li
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Angelica Ochoa
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Gaofei Zhao
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Bryan Lai
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Adam Abeshouse
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | - Ersin Ciftci
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | | | - Ziya Erkoc
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | - Zhaoyuan Fu
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Benjamin Gross
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Charles Haynes
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Allison Heath
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - David Higgins
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | | | - Priti Kumari
- Dana-Farber Cancer Institute, Boston, Massachusetts
- Caris Life Sciences, Irving, Texas
| | | | - Aaron Lisman
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | - Divya Madela
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | | | - Joyce Quach
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Adam C. Resnick
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | | | | | | | | | | | - Rajat Sirohi
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | | | - Avery Wang
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Manda Wilson
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Hongxin Zhang
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Kelsey Zhu
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | - Nicole Rusk
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Samantha Brown
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | | | | | | | - Xindi Guo
- Sage Bionetworks, Seattle, Washington
| | | | | | - Shirin Pilai
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | - John Philip
- Memorial Sloan Kettering Cancer Center, New York, New York
| | | | | | | | - Deborah Schrag
- Memorial Sloan Kettering Cancer Center, New York, New York
| | - Jocelyn Lee
- American Association for Cancer Research: Project GENIE, Philadelphia, Pennsylvania
| | - Michael V. Fiandalo
- American Association for Cancer Research: Project GENIE, Philadelphia, Pennsylvania
| | - Shawn M. Sweeney
- American Association for Cancer Research: Project GENIE, Philadelphia, Pennsylvania
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Canada
| | | | - Ethan Cerami
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Jianjiong Gao
- Memorial Sloan Kettering Cancer Center, New York, New York
- Caris Life Sciences, Irving, Texas
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12
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Kim SR, Oldfield L, Tone A, Pollett A, Pedersen S, Wellum J, Cesari M, Lajkosz K, Pugh TJ, Ferguson SE. Comprehensive molecular assessment of mismatch repair deficiency in Lynch associated ovarian cancers using next generation sequencing panel. Int J Gynecol Cancer 2023:ijgc-2023-004815. [PMID: 37940339 DOI: 10.1136/ijgc-2023-004815] [Citation(s) in RCA: 0] [Impact Index Per Article: 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] [Indexed: 11/10/2023] Open
Abstract
OBJECTIVES Abnormalities in mismatch repair have been described in ovarian cancer, but few studies have examined the causes of mismatch repair deficiency (MMRd). To address this, we completed targeted mutational and methylation sequencing on MMRd ovarian cancer cases. The objective of this study was to explore the molecular mechanism of MMRd using our targeted next generation sequencing panel. METHODS Newly diagnosed non-serous/mucinous ovarian cancers (n=215) were prospectively recruited from three cancer centers in Ontario, Canada, between 2015 and 2018. Tumors were reflexively assessed for mismatch repair protein by immunohistochemistry. Matched tumor-normal MMRd cases were analyzed on a custom next generation sequencing panel to identify germline and somatic mutations, copy number variants, rearrangements, and promoter methylation in mismatch repair and associated genes. RESULTS Of 215 cases, 28 (13%) were MMRd. The MMRd cohort had a median age of 52.3 years (range 33.6-62.2), with mostly stage I (50%) and grade 1 or 2 endometrioid histotype (57%). Of the 28 cases, 22 were available for molecular analysis, and Lynch syndrome was detected in 50% of MMRd cases (11/22; seven ovarian cancer and four synchronous ovarian and endometrial cancer: seven MSH6, two MLH1, one PMS2, and one MSH2). An explanation for the observed mismatch repair phenotype was available for 22/22 deficient cases, including 12 MLH1/PMS2 deficient (nine somatic methylation, one bi-allelic somatic deletion, and two pathogenic germline variant), one PMS2 deficient (one pathogenic germline variant), seven MSH6 deficient (seven pathogenic germline variant), and two MSH2/MSH6 deficient (one pathogenic germline variant and one bi-allelic somatic mutation). Concordance between clinical germline testing and panel sequencing results was 100%. CONCLUSIONS Use of our custom next generation sequencing panel allowed for the streamlined assessment of hereditary and somatic causes of MMRd in ovarian cancers.
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Affiliation(s)
- Soyoun Rachel Kim
- Princess Margaret Cancer Center/University Health Network/Sinai Health Systems, Toronto, Ontario, Canada
- Department of Obstetrics and Gynecology, University of Toronto, Toronto, Ontario, Canada
- Gynecologic Oncology, Princess Margaret Hospital Cancer Center, Toronto, Ontario, Canada
| | - Leslie Oldfield
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Alicia Tone
- Gynecologic Oncology, Princess Margaret Hospital Cancer Center, Toronto, Ontario, Canada
| | - Aaron Pollett
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
- Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Stephanie Pedersen
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Johanna Wellum
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Matthew Cesari
- Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Katherine Lajkosz
- Department of Biostatistics, University of Toronto, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, University Health Network, Toronto, Ontario, Canada
| | - Sarah Elizabeth Ferguson
- Princess Margaret Cancer Center/University Health Network/Sinai Health Systems, Toronto, Ontario, Canada
- Department of Obstetrics and Gynecology, University of Toronto, Toronto, Ontario, Canada
- Gynecologic Oncology, Princess Margaret Hospital Cancer Center, Toronto, Ontario, Canada
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13
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Hernando-Calvo A, Vila-Casadesús M, Bareche Y, Gonzalez-Medina A, Abbas-Aghababazadeh F, Lo Giacco D, Martin A, Saavedra O, Brana I, Vieito M, Fasani R, Stagg J, Mancuso F, Haibe-Kains B, Han M, Berche R, Pugh TJ, Mirallas O, Jimenez J, Gonzalez NS, Valverde C, Muñoz-Couselo E, Suarez C, Diez M, Élez E, Capdevila J, Oaknin A, Saura C, Macarulla T, Galceran JC, Felip E, Dienstmann R, Bedard PL, Nuciforo P, Seoane J, Tabernero J, Garralda E, Vivancos A. A pan-cancer clinical platform to predict immunotherapy outcomes and prioritize immuno-oncology combinations in early-phase trials. Med 2023; 4:710-727.e5. [PMID: 37572657 DOI: 10.1016/j.medj.2023.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2023] [Revised: 06/01/2023] [Accepted: 07/14/2023] [Indexed: 08/14/2023]
Abstract
BACKGROUND Immunotherapy is effective, but current biomarkers for patient selection have proven modest sensitivity. Here, we developed VIGex, an optimized gene signature based on the expression level of 12 genes involved in immune response with RNA sequencing. METHODS We implemented VIGex using the nCounter platform (Nanostring) on a large clinical cohort encompassing 909 tumor samples across 45 tumor types. VIGex was developed as a continuous variable, with cutoffs selected to detect three main categories (hot, intermediate-cold and cold) based on the different inflammatory status of the tumor microenvironment. FINDINGS Hot tumors had the highest VIGex scores and exhibited an increased abundance of tumor-infiltrating lymphocytes as compared with the intermediate-cold and cold. VIGex scores varied depending on tumor origin and anatomic site of metastases, with liver metastases showing an immunosuppressive tumor microenvironment. The predictive power of VIGex-Hot was observed in a cohort of 98 refractory solid tumor from patients treated in early-phase immunotherapy trials and its clinical performance was confirmed through an extensive metanalysis across 13 clinically annotated gene expression datasets from 877 patients treated with immunotherapy agents. Last, we generated a pan-cancer biomarker platform that integrates VIGex categories with the expression levels of immunotherapy targets under development in early-phase clinical trials. CONCLUSIONS Our results support the clinical utility of VIGex as a tool to aid clinicians for patient selection and personalized immunotherapy interventions. FUNDING BBVA Foundation; 202-2021 Division of Medical Oncology and Hematology Fellowship award; Princess Margaret Cancer Center.
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Affiliation(s)
- Alberto Hernando-Calvo
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain; Division of Medical Oncology and Hematology, Department of Medicine, Princess Margaret Cancer Centre, University of Toronto, Toronto, ON M5G2C4, Canada; Departamento de Medicina, Universidad Autónoma de Barcelona (UAB), 08035 Barcelona, Spain
| | | | - Yacine Bareche
- Institut du Cancer de Montréal, Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montréal, QC H2X0A9, Canada; Faculty of Pharmacy, Université de Montréal, Montréal, QC H3T1J4, Canada
| | | | | | | | - Agatha Martin
- Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Omar Saavedra
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Irene Brana
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Maria Vieito
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Roberta Fasani
- Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - John Stagg
- Institut du Cancer de Montréal, Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montréal, QC H2X0A9, Canada; Faculty of Pharmacy, Université de Montréal, Montréal, QC H3T1J4, Canada
| | | | - Benjamin Haibe-Kains
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G2C4, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G1L7, Canada; Department of Computer Science, University of Toronto, Toronto, ON M5S2E4, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G0A3, Canada; Vector Institute for Artificial Intelligence, Toronto, ON M5G1M1, Canada
| | - Ming Han
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G2C4, Canada
| | - Roger Berche
- Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G2C4, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON M5G1L7, Canada; Ontario Institute for Cancer Research, Toronto, ON M5G0A3, Canada
| | - Oriol Mirallas
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Jose Jimenez
- Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Nadia Saoudi Gonzalez
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Claudia Valverde
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Eva Muñoz-Couselo
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Cristina Suarez
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Marc Diez
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Elena Élez
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Jaume Capdevila
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Ana Oaknin
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Cristina Saura
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Teresa Macarulla
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Joan Carles Galceran
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Enriqueta Felip
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | | | - Philippe L Bedard
- Division of Medical Oncology and Hematology, Department of Medicine, Princess Margaret Cancer Centre, University of Toronto, Toronto, ON M5G2C4, Canada
| | - Paolo Nuciforo
- Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Joan Seoane
- Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Josep Tabernero
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Elena Garralda
- Department of Medical Oncology, Vall D'Hebron University Hospital, 08035 Barcelona, Spain; Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain
| | - Ana Vivancos
- Vall d'Hebron Institute of Oncology, 08035 Barcelona, Spain.
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14
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Farncombe KM, Wong D, Norman ML, Oldfield LE, Sobotka JA, Basik M, Bombard Y, Carile V, Dawson L, Foulkes WD, Malkin D, Karsan A, Parkin P, Penney LS, Pollett A, Schrader KA, Pugh TJ, Kim RH. Current and new frontiers in hereditary cancer surveillance: Opportunities for liquid biopsy. Am J Hum Genet 2023; 110:1616-1627. [PMID: 37802042 PMCID: PMC10577078 DOI: 10.1016/j.ajhg.2023.08.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 08/15/2023] [Accepted: 08/22/2023] [Indexed: 10/08/2023] Open
Abstract
At least 5% of cancer diagnoses are attributed to a causal pathogenic or likely pathogenic germline genetic variant (hereditary cancer syndrome-HCS). These individuals are burdened with lifelong surveillance monitoring organs for a wide spectrum of cancers. This is associated with substantial uncertainty and anxiety in the time between screening tests and while the individuals are awaiting results. Cell-free DNA (cfDNA) sequencing has recently shown potential as a non-invasive strategy for monitoring cancer. There is an opportunity for high-yield cancer early detection in HCS. To assess clinical validity of cfDNA in individuals with HCS, representatives from eight genetics centers from across Canada founded the CHARM (cfDNA in Hereditary and High-Risk Malignancies) Consortium in 2017. In this perspective, we discuss operationalization of this consortium and early data emerging from the most common and well-characterized HCSs: hereditary breast and ovarian cancer, Lynch syndrome, Li-Fraumeni syndrome, and Neurofibromatosis type 1. We identify opportunities for the incorporation of cfDNA sequencing into surveillance protocols; these opportunities are backed by examples of earlier cancer detection efficacy in HCSs from the CHARM Consortium. We seek to establish a paradigm shift in early cancer surveillance in individuals with HCSs, away from highly centralized, regimented medical screening visits and toward more accessible, frequent, and proactive care for these high-risk individuals.
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Affiliation(s)
- Kirsten M Farncombe
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Derek Wong
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Maia L Norman
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Leslie E Oldfield
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Julia A Sobotka
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Mark Basik
- Department of Surgery, McGill University Medical School, Montreal, QC, Canada; Department of Oncology, McGill University Medical School, Montreal, QC, Canada
| | - Yvonne Bombard
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada; Genomics Health Services Research Program, Li Ka Shing Knowledge Institute, St. Michael's Hospital, Unity Health Toronto, Toronto, ON, Canada
| | - Victoria Carile
- Jewish General Hospital Stroll Cancer Prevention Centre, Montreal, QC, Canada
| | - Lesa Dawson
- Memorial University, St. John's, NL, Canada; Eastern Health Authority, St. John's, NL, Canada
| | - William D Foulkes
- Jewish General Hospital Stroll Cancer Prevention Centre, Montreal, QC, Canada; Department of Human Genetics, McGill University, Montreal, QC, Canada
| | - David Malkin
- Division of Hematology-Oncology, Hospital for Sick Children, Toronto, ON, Canada; Department of Pediatrics, University of Toronto, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | | | - Patricia Parkin
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada; Division of Pediatric Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | | | | | - Kasmintan A Schrader
- BC Cancer, Vancouver, BC, Canada; University of British Columbia, Vancouver, BC, Canada
| | - Trevor J Pugh
- Ontario Institute for Cancer Research, Toronto, ON, Canada; Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada.
| | - Raymond H Kim
- Ontario Institute for Cancer Research, Toronto, ON, Canada; Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Sinai Health System, Toronto, ON, Canada; Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, ON, Canada; Department of Medicine, University of Toronto, Toronto, ON, Canada.
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15
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Wang Y, Ding Q, Prokopec S, Farncombe KM, Bruce J, Casalino S, McCuaig J, Szybowska M, van Engelen K, Lerner-Ellis J, Pugh TJ, Kim RH. Germline whole genome sequencing in adults with multiple primary tumors. Fam Cancer 2023; 22:513-520. [PMID: 37481477 DOI: 10.1007/s10689-023-00343-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 06/27/2023] [Indexed: 07/24/2023]
Abstract
Multiple primary tumors (MPTs) are a harbinger of hereditary cancer syndromes. Affected individuals often fit genetic testing criteria for a number of hereditary cancer genes and undergo multigene panel testing. Other genomic testing options, such as whole exome (WES) and whole genome sequencing (WGS) are available, but the utility of these genomic approaches as a second-tier test for those with uninformative multigene panel testing has not been explored. Here, we report our germline sequencing results from WGS in 9 patients with MPTs who had non-informative multigene panel testing. Following germline WGS, sequence (agnostic or 735 selected genes) and copy number variant (CNV) analysis was performed according to the American College of Medical Genetics (ACMG) standards and guidelines for interpreting sequence variants and reporting CNVs. In this cohort, WGS, as a second-tier test, did not identify additional pathogenic or likely pathogenic variants in cancer predisposition genes. Although we identified a CHEK2 likely pathogenic variant and a MUTYH pathogenic variant, both were previously identified in the multigene panels and were not explanatory for the presented type of tumors. CNV analysis also failed to identify any pathogenic or likely pathogenic variants in cancer predisposition genes. In summary, after multigene panel testing, WGS did not reveal any additional pathogenic variants in patients with MPTs. Our study, based on a small cohort of patients with MPT, suggests that germline gene panel testing may be sufficient to investigate these cases. Future studies with larger sample sizes may further elucidate the additional utility of WGS in MPTs.
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Affiliation(s)
- Yiming Wang
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, ON, Canada
| | - Qiliang Ding
- Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, ON, Canada
| | - Stephenie Prokopec
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Kirsten M Farncombe
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Jeffrey Bruce
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Selina Casalino
- Mount Sinai Hospital, Sinai Health System, Toronto, ON, Canada
- Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON, Canada
| | - Jeanna McCuaig
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Marta Szybowska
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Kalene van Engelen
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- London Health Science Centre, London, Canada
- Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre, London, ON, Canada
- Department of Pediatrics, Western University, London, ON, Canada
| | - Jordan Lerner-Ellis
- Mount Sinai Hospital, Sinai Health System, Toronto, ON, Canada
- Lunenfeld-Tanenbaum Research Institute, Sinai Health System, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Trevor J Pugh
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Raymond H Kim
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada.
- Ontario Institute for Cancer Research, Toronto, ON, Canada.
- Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, ON, Canada.
- Mount Sinai Hospital, Sinai Health System, Toronto, ON, Canada.
- Department of Medicine, University of Toronto, Toronto, ON, Canada.
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16
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Lheureux S, Prokopec SD, Oldfield LE, Gonzalez-Ochoa E, Bruce JP, Wong D, Danesh A, Torti D, Torchia J, Fortuna A, Singh S, Irving M, Marsh K, Lam B, Speers V, Yosifova A, Oaknin A, Madariaga A, Dhani NC, Bowering V, Oza AM, Pugh TJ. Identifying Mechanisms of Resistance by Circulating Tumor DNA in EVOLVE, a Phase II Trial of Cediranib Plus Olaparib for Ovarian Cancer at Time of PARP Inhibitor Progression. Clin Cancer Res 2023; 29:3706-3716. [PMID: 37327320 PMCID: PMC10502468 DOI: 10.1158/1078-0432.ccr-23-0797] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 05/04/2023] [Accepted: 06/14/2023] [Indexed: 06/18/2023]
Abstract
PURPOSE To evaluate the use of blood cell-free DNA (cfDNA) to identify emerging mechanisms of resistance to PARP inhibitors (PARPi) in high-grade serous ovarian cancer (HGSOC). EXPERIMENTAL DESIGN We used targeted sequencing (TS) to analyze 78 longitudinal cfDNA samples collected from 30 patients with HGSOC enrolled in a phase II clinical trial evaluating cediranib (VEGF inhibitor) plus olaparib (PARPi) after progression on PARPi alone. cfDNA was collected at baseline, before treatment cycle 2, and at end of treatment. These were compared with whole-exome sequencing (WES) of baseline tumor tissues. RESULTS At baseline (time of initial PARPi progression), cfDNA tumor fractions were 0.2% to 67% (median, 3.25%), and patients with high ctDNA levels (>15%) had a higher tumor burden (sum of target lesions; P = 0.043). Across all timepoints, cfDNA detected 74.4% of mutations known from prior tumor WES, including three of five expected BRCA1/2 reversion mutations. In addition, cfDNA identified 10 novel mutations not detected by WES, including seven TP53 mutations annotated as pathogenic by ClinVar. cfDNA fragmentation analysis attributed five of these novel TP53 mutations to clonal hematopoiesis of indeterminate potential (CHIP). At baseline, samples with significant differences in mutant fragment size distribution had shorter time to progression (P = 0.001). CONCLUSIONS Longitudinal testing of cfDNA by TS provides a noninvasive tool for detection of tumor-derived mutations and mechanisms of PARPi resistance that may aid in directing patients to appropriate therapeutic strategies. With cfDNA fragmentation analyses, CHIP was identified in several patients and warrants further investigation.
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Affiliation(s)
- Stephanie Lheureux
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Stephenie D. Prokopec
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Leslie E. Oldfield
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | | | - Jeffrey P. Bruce
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Derek Wong
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Arnavaz Danesh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Dax Torti
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | | | | | - Sharanjit Singh
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Matthew Irving
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Kayla Marsh
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Bernard Lam
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Vanessa Speers
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Aleksandra Yosifova
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Ana Oaknin
- Gynaecologic Cancer Programme, Vall d'Hebron Institute of Oncology (VHIO), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Spain
| | - Ainhoa Madariaga
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Neesha C. Dhani
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Valerie Bowering
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Amit M. Oza
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
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17
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Nabbi A, Beck P, Delaidelli A, Oldridge DA, Sudhaman S, Zhu K, Yang SYC, Mulder DT, Bruce JP, Paulson JN, Raman P, Zhu Y, Resnick AC, Sorensen PH, Sill M, Brabetz S, Lambo S, Malkin D, Johann PD, Kool M, Jones DTW, Pfister SM, Jäger N, Pugh TJ. Transcriptional immunogenomic analysis reveals distinct immunological clusters in paediatric nervous system tumours. Genome Med 2023; 15:67. [PMID: 37679810 PMCID: PMC10486055 DOI: 10.1186/s13073-023-01219-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 08/07/2023] [Indexed: 09/09/2023] Open
Abstract
BACKGROUND Cancer immunotherapies including immune checkpoint inhibitors and Chimeric Antigen Receptor (CAR) T-cell therapy have shown variable response rates in paediatric patients highlighting the need to establish robust biomarkers for patient selection. While the tumour microenvironment in adults has been widely studied to delineate determinants of immune response, the immune composition of paediatric solid tumours remains relatively uncharacterized calling for investigations to identify potential immune biomarkers. METHODS To inform immunotherapy approaches in paediatric cancers with embryonal origin, we performed an immunogenomic analysis of RNA-seq data from 925 treatment-naïve paediatric nervous system tumours (pedNST) spanning 12 cancer types from three publicly available data sets. RESULTS Within pedNST, we uncovered four broad immune clusters: Paediatric Inflamed (10%), Myeloid Predominant (30%), Immune Neutral (43%) and Immune Desert (17%). We validated these clusters using immunohistochemistry, methylation immune inference and segmentation analysis of tissue images. We report shared biology of these immune clusters within and across cancer types, and characterization of specific immune cell frequencies as well as T- and B-cell repertoires. We found no associations between immune infiltration levels and tumour mutational burden, although molecular cancer entities were enriched within specific immune clusters. CONCLUSIONS Given the heterogeneity of immune infiltration within pedNST, our findings suggest personalized immunogenomic profiling is needed to guide selection of immunotherapeutic strategies.
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Affiliation(s)
- Arash Nabbi
- Princess Margaret Cancer Centre, University Health Network, Princess Margaret Cancer Research Tower, Room 9-305, MaRS Centre, 101 College Street, Toronto, M5G 1L7, Canada
| | - Pengbo Beck
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology and German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), B062, Im Neuenheimer Feld 580, 69120, Heidelberg, Germany
| | - Alberto Delaidelli
- Department of Molecular Oncology, British Columbia Cancer Agency, Vancouver, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada
| | - Derek A Oldridge
- Department of Pathology and Laboratory Medicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA
- Center for Computational and Genomic Medicine, The Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Sumedha Sudhaman
- Division of Hematology/Oncology, Department of Pediatrics, The Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Kelsey Zhu
- Princess Margaret Cancer Centre, University Health Network, Princess Margaret Cancer Research Tower, Room 9-305, MaRS Centre, 101 College Street, Toronto, M5G 1L7, Canada
| | - S Y Cindy Yang
- Princess Margaret Cancer Centre, University Health Network, Princess Margaret Cancer Research Tower, Room 9-305, MaRS Centre, 101 College Street, Toronto, M5G 1L7, Canada
| | - David T Mulder
- Princess Margaret Cancer Centre, University Health Network, Princess Margaret Cancer Research Tower, Room 9-305, MaRS Centre, 101 College Street, Toronto, M5G 1L7, Canada
| | - Jeffrey P Bruce
- Princess Margaret Cancer Centre, University Health Network, Princess Margaret Cancer Research Tower, Room 9-305, MaRS Centre, 101 College Street, Toronto, M5G 1L7, Canada
| | - Joseph N Paulson
- Department of Biostatistics, Genentech Inc, San Francisco, CA, USA
| | - Pichai Raman
- Division of Neurosurgery, Center for Childhood Cancer Research, Department of Biomedical and Health Informatics and Center for Data-Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Yuankun Zhu
- Division of Neurosurgery, Center for Childhood Cancer Research, Department of Biomedical and Health Informatics and Center for Data-Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Adam C Resnick
- Division of Neurosurgery, Center for Childhood Cancer Research, Department of Biomedical and Health Informatics and Center for Data-Driven Discovery in Biomedicine, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Poul H Sorensen
- Department of Molecular Oncology, British Columbia Cancer Agency, Vancouver, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, Canada
| | - Martin Sill
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology and German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), B062, Im Neuenheimer Feld 580, 69120, Heidelberg, Germany
| | - Sebastian Brabetz
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology and German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), B062, Im Neuenheimer Feld 580, 69120, Heidelberg, Germany
| | - Sander Lambo
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology and German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), B062, Im Neuenheimer Feld 580, 69120, Heidelberg, Germany
| | - David Malkin
- Division of Hematology/Oncology, Department of Pediatrics, The Hospital for Sick Children, University of Toronto, Toronto, Canada
| | - Pascal D Johann
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology and German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), B062, Im Neuenheimer Feld 580, 69120, Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Marcel Kool
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology and German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), B062, Im Neuenheimer Feld 580, 69120, Heidelberg, Germany
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - David T W Jones
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Stefan M Pfister
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany
- Division of Pediatric Neurooncology and German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), B062, Im Neuenheimer Feld 580, 69120, Heidelberg, Germany
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Natalie Jäger
- Hopp Children's Cancer Center Heidelberg (KiTZ), Heidelberg, Germany.
- Division of Pediatric Neurooncology and German Cancer Consortium (DKTK), German Cancer Research Center (DKFZ), B062, Im Neuenheimer Feld 580, 69120, Heidelberg, Germany.
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Princess Margaret Cancer Research Tower, Room 9-305, MaRS Centre, 101 College Street, Toronto, M5G 1L7, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, Canada.
- Ontario Institute for Cancer Research, Toronto, Canada.
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18
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Coffey DG, Maura F, Gonzalez-Kozlova E, Diaz-Mejia JJ, Luo P, Zhang Y, Xu Y, Warren EH, Dawson T, Lee B, Xie H, Smith E, Ciardiello A, Cho HJ, Rahman A, Kim-Schulze S, Diamond B, Lesokhin A, Kazandjian D, Pugh TJ, Green DJ, Gnjatic S, Landgren O. Immunophenotypic correlates of sustained MRD negativity in patients with multiple myeloma. Nat Commun 2023; 14:5335. [PMID: 37660077 PMCID: PMC10475030 DOI: 10.1038/s41467-023-40966-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 08/18/2023] [Indexed: 09/04/2023] Open
Abstract
The role of the immune microenvironment in maintaining disease remission in patients with multiple myeloma (MM) is not well understood. In this study, we comprehensively profile the immune system in patients with newly diagnosed MM receiving continuous lenalidomide maintenance therapy with the aim of discovering correlates of long-term treatment response. Leveraging single-cell RNA sequencing and T cell receptor β sequencing of the peripheral blood and CyTOF mass cytometry of the bone marrow, we longitudinally characterize the immune landscape in 23 patients before and one year after lenalidomide exposure. We compare patients achieving sustained minimal residual disease (MRD) negativity to patients who never achieved or were unable to maintain MRD negativity. We observe that the composition of the immune microenvironment in both the blood and the marrow varied substantially according to both MRD negative status and history of autologous stem cell transplant, supporting the hypothesis that the immune microenvironment influences the depth and duration of treatment response.
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Affiliation(s)
- David G Coffey
- Division of Myeloma, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, USA.
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA.
| | - Francesco Maura
- Division of Myeloma, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, USA
| | | | - J Javier Diaz-Mejia
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Ping Luo
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Yong Zhang
- Office of Oncologic Diseases, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, USA
| | - Yuexin Xu
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Edus H Warren
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Travis Dawson
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Brian Lee
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Hui Xie
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Eric Smith
- Dana-Farber Cancer Institute, Boston, MA, USA
| | - Amanda Ciardiello
- Myeloma Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Hearn J Cho
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Multiple Myeloma Research Foundation, Norwalk, USA
| | - Adeeb Rahman
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Benjamin Diamond
- Division of Myeloma, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, USA
| | - Alexander Lesokhin
- Myeloma Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Dickran Kazandjian
- Division of Myeloma, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, USA
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Damian J Green
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Sacha Gnjatic
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ola Landgren
- Division of Myeloma, Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, USA.
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19
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Morgan G, Casalino S, Chowdhary S, Frangione E, Fung CYJ, Haller S, Lapadula E, Scott M, Wolday D, Young J, Arnoldo S, Aujla N, Bearss E, Binnie A, Bombard Y, Borgundvaag B, Briollais L, Dagher M, Devine L, Faghfoury H, Friedman SM, Gingras AC, Goneau LW, Khan Z, Mazzulli T, McLeod SL, Nomigolzar R, Noor A, Pugh TJ, Richardson D, Satnam Singh HK, Simpson J, Stern S, Strug L, Taher A, Lerner-Ellis J, Taher J. Characterizing Risk Factors for Hospitalization and Clinical Characteristics in a Cohort of COVID-19 Patients Enrolled in the GENCOV Study. Viruses 2023; 15:1764. [PMID: 37632107 PMCID: PMC10457914 DOI: 10.3390/v15081764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 08/02/2023] [Accepted: 08/11/2023] [Indexed: 08/27/2023] Open
Abstract
The GENCOV study aims to identify patient factors which affect COVID-19 severity and outcomes. Here, we aimed to evaluate patient characteristics, acute symptoms and their persistence, and associations with hospitalization. Participants were recruited at hospital sites across the Greater Toronto Area in Ontario, Canada. Patient-reported demographics, medical history, and COVID-19 symptoms and complications were collected through an intake survey. Regression analyses were performed to identify associations with outcomes including hospitalization and COVID-19 symptoms. In total, 966 responses were obtained from 1106 eligible participants (87% response rate) between November 2020 and May 2022. Increasing continuous age (aOR: 1.05 [95%CI: 1.01-1.08]) and BMI (aOR: 1.17 [95%CI: 1.10-1.24]), non-White/European ethnicity (aOR: 2.72 [95%CI: 1.22-6.05]), hypertension (aOR: 2.78 [95%CI: 1.22-6.34]), and infection by viral variants (aOR: 5.43 [95%CI: 1.45-20.34]) were identified as risk factors for hospitalization. Several symptoms including shortness of breath and fever were found to be more common among inpatients and tended to persist for longer durations following acute illness. Sex, age, ethnicity, BMI, vaccination status, viral strain, and underlying health conditions were associated with developing and having persistent symptoms. By improving our understanding of risk factors for severe COVID-19, our findings may guide COVID-19 patient management strategies by enabling more efficient clinical decision making.
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Affiliation(s)
- Gregory Morgan
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Selina Casalino
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Sunakshi Chowdhary
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Erika Frangione
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Chun Yiu Jordan Fung
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Simona Haller
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Elisa Lapadula
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Mackenzie Scott
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Dawit Wolday
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Juliet Young
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Saranya Arnoldo
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
- William Osler Health System, Brampton, ON L6R 3J7, Canada
| | - Navneet Aujla
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Erin Bearss
- Mount Sinai Academic Family Health Team, Mount Sinai Hospital, Toronto, ON M5T 3L9, Canada
- Department of Family and Community Medicine, University of Toronto, Toronto, ON M5G 1V7, Canada
| | - Alexandra Binnie
- Department of Critical Care, William Osler Health System, Etobicoke, ON M9V 1R8, Canada
| | - Yvonne Bombard
- Li Ka Shing Knowledge Institute, St. Michael’s Hospital, Toronto, ON M5B 1A6, Canada
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON M5T 3M6, Canada
| | - Bjug Borgundvaag
- Schwartz/Reisman Emergency Medicine Institute, Sinai Health System, Toronto, ON M5G 2A2, Canada
| | | | - Marc Dagher
- Department of Family and Community Medicine, University of Toronto, Toronto, ON M5G 1V7, Canada
- Women’s College Hospital, Toronto, ON M5S 1B2, Canada
| | - Luke Devine
- Division of General Internal Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Faculty of Medicine, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Hanna Faghfoury
- Fred A Litwin Family Centre in Genetic Medicine, University Health Network & Mount Sinai Hospital, Toronto, ON M5T 3H7, Canada
| | - Steven M. Friedman
- Department of Family and Community Medicine, University of Toronto, Toronto, ON M5G 1V7, Canada
- Emergency Medicine, University Health Network, Toronto, ON M5G 2C4, Canada
| | - Anne-Claude Gingras
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Lee W. Goneau
- Dynacare Medical Laboratories, Brampton, ON L6T 5V1, Canada
| | - Zeeshan Khan
- Mackenzie Health, Richmond Hill, ON L4C 4Z3, Canada
| | - Tony Mazzulli
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
- Department of Microbiology, Mount Sinai Hospital, Sinai Health, Toronto, ON M5G 1X5, Canada
| | - Shelley L. McLeod
- Department of Family and Community Medicine, University of Toronto, Toronto, ON M5G 1V7, Canada
- Schwartz/Reisman Emergency Medicine Institute, Sinai Health System, Toronto, ON M5G 2A2, Canada
| | | | - Abdul Noor
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C4, Canada
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | | | - Harpreet Kaur Satnam Singh
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - Jared Simpson
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
- Department of Computer Science, University of Toronto, Toronto, ON M5S 2E4, Canada
| | - Seth Stern
- Mackenzie Health, Richmond Hill, ON L4C 4Z3, Canada
| | - Lisa Strug
- The Centre for Applied Genomics, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada
- Department of Statistical Sciences, University of Toronto, Toronto, ON M5G 1Z5, Canada
| | - Ahmed Taher
- Mackenzie Health, Richmond Hill, ON L4C 4Z3, Canada
- Division of Emergency Medicine, University of Toronto, Toronto, ON M5S 3H2, Canada
| | - Jordan Lerner-Ellis
- Lunenfeld-Tanenbaum Research Institute, Toronto, ON M5G 1X5, Canada
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Jennifer Taher
- Pathology and Laboratory Medicine, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON M5S 1A8, Canada
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20
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Zeng Y, Ye W, Stutheit-Zhao EY, Han M, Bratman SV, Pugh TJ, He HH. MEDIPIPE: an automated and comprehensive pipeline for cfMeDIP-seq data quality control and analysis. Bioinformatics 2023; 39:btad423. [PMID: 37402621 PMCID: PMC10348834 DOI: 10.1093/bioinformatics/btad423] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 06/06/2023] [Accepted: 07/03/2023] [Indexed: 07/06/2023] Open
Abstract
SUMMARY Cell-free methylated DNA immunoprecipitation and high-throughput sequencing (cfMeDIP-seq) has emerged as a promising liquid biopsy technology to detect cancers and monitor treatments. While several bioinformatics tools for DNA methylation analysis have been adapted for cfMeDIP-seq data, an end-to-end pipeline and quality control framework specifically for this data type is still lacking. Here, we present the MEDIPIPE, which provides a one-stop solution for cfMeDIP-seq data quality control, methylation quantification, and sample aggregation. The major advantages of MEDIPIPE are: (i) ease of implementation and reproducibility with Snakemake containerized execution environments that will be automatically deployed via Conda; (ii) flexibility to handle different experimental settings with a single configuration file; and (iii) computationally efficiency for large-scale cfMeDIP-seq profiling data analysis and aggregation. AVAILABILITY AND IMPLEMENTATION This pipeline is an open-source software under the MIT license and it is freely available at https://github.com/pughlab/MEDIPIPE.
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Affiliation(s)
- Yong Zeng
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Wenbin Ye
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Eric Y Stutheit-Zhao
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Ming Han
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Scott V Bratman
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Housheng Hansen He
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
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21
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Kondratyev M, Pesic A, Ketela T, Stickle N, Beswick C, Shalev Z, Marastoni S, Samadian S, Dvorkin-Gheva A, Sayad A, Bashkurov M, Boasquevisque P, Datti A, Pugh TJ, Virtanen C, Moffat J, Grénman RA, Koritzinsky M, Wouters BG. Identification of acquired Notch3 dependency in metastatic Head and Neck Cancer. Commun Biol 2023; 6:538. [PMID: 37202533 DOI: 10.1038/s42003-023-04828-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Accepted: 04/11/2023] [Indexed: 05/20/2023] Open
Abstract
During cancer development, tumor cells acquire changes that enable them to invade surrounding tissues and seed metastasis at distant sites. These changes contribute to the aggressiveness of metastatic cancer and interfere with success of therapy. Our comprehensive analysis of "matched" pairs of HNSCC lines derived from primary tumors and corresponding metastatic sites identified several components of Notch3 signaling that are differentially expressed and/or altered in metastatic lines and confer a dependency on this pathway. These components were also shown to be differentially expressed between early and late stages of tumors in a TMA constructed from over 200 HNSCC patients. Finally, we show that suppression of Notch3 improves survival in mice in both subcutaneous and orthotopic models of metastatic HNSCC. Novel treatments targeting components of this pathway may prove effective in targeting metastatic HNSCC cells alone or in combination with conventional therapies.
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Affiliation(s)
- Maria Kondratyev
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada.
| | - Aleksandra Pesic
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Troy Ketela
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Natalie Stickle
- Princess Margaret Cancer Center, Bioinformatics and HPC Core, Toronto, ON, Canada
| | - Christine Beswick
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Zvi Shalev
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Stefano Marastoni
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Soroush Samadian
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Anna Dvorkin-Gheva
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Azin Sayad
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Mikhail Bashkurov
- SMART High-Content Screening facility at Network Biology Collaborative Centre, Toronto, ON, Canada
| | - Pedro Boasquevisque
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Alessandro Datti
- SMART High-Content Screening facility at Network Biology Collaborative Centre, Toronto, ON, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada
| | - Carl Virtanen
- Princess Margaret Cancer Center, Bioinformatics and HPC Core, Toronto, ON, Canada
| | - Jason Moffat
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | | | | | - Bradly G Wouters
- Princess Margaret Cancer Centre University Health Network, Toronto, ON, Canada.
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22
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Suppiah S, Mansouri S, Mamatjan Y, Liu JC, Bhunia MM, Patil V, Rath P, Mehani B, Heir P, Bunda S, Velez-Reyes GL, Singh O, Ijad N, Pirouzmand N, Dalcourt T, Meng Y, Karimi S, Wei Q, Nassiri F, Pugh TJ, Bader GD, Aldape KD, Largaespada DA, Zadeh G. Multiplatform molecular profiling uncovers two subgroups of malignant peripheral nerve sheath tumors with distinct therapeutic vulnerabilities. Nat Commun 2023; 14:2696. [PMID: 37164978 PMCID: PMC10172395 DOI: 10.1038/s41467-023-38432-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Accepted: 04/28/2023] [Indexed: 05/12/2023] Open
Abstract
Malignant peripheral nerve sheath tumor (MPNST) is a highly aggressive sarcoma, and a lethal neurofibromatosis type 1-related malignancy, with little progress made on treatment strategies. Here, we apply a multiplatform integrated molecular analysis on 108 tumors spanning the spectrum of peripheral nerve sheath tumors to identify candidate drivers of MPNST that can serve as therapeutic targets. Unsupervised analyses of methylome and transcriptome profiles identify two distinct subgroups of MPNSTs with unique targetable oncogenic programs. We establish two subgroups of MPNSTs: SHH pathway activation in MPNST-G1 and WNT/ß-catenin/CCND1 pathway activation in MPNST-G2. Single nuclei RNA sequencing characterizes the complex cellular architecture and demonstrate that malignant cells from MPNST-G1 and MPNST-G2 have neural crest-like and Schwann cell precursor-like cell characteristics, respectively. Further, in pre-clinical models of MPNST we confirm that inhibiting SHH pathway in MPNST-G1 prevent growth and malignant progression, providing the rational for investigating these treatments in clinical trials.
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Affiliation(s)
- Suganth Suppiah
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
- Division of Neurosurgery, Department of Neurosurgery, University of Toronto, Toronto, ON, Canada
| | - Sheila Mansouri
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Yasin Mamatjan
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
- Faculty of Science, Thompson Rivers University, Kamloops, BC, Canada
| | - Jeffrey C Liu
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
- The Donnelly Centre, University of Toronto, Toronto, ON, Canada
| | - Minu M Bhunia
- Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Vikas Patil
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Prisni Rath
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Bharati Mehani
- Laboratory of Pathology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - Pardeep Heir
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Severa Bunda
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | | | - Olivia Singh
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Nazanin Ijad
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Neda Pirouzmand
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Tatyana Dalcourt
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Ying Meng
- Division of Neurosurgery, Department of Neurosurgery, University of Toronto, Toronto, ON, Canada
| | - Shirin Karimi
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Qingxia Wei
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - Farshad Nassiri
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada
- Division of Neurosurgery, Department of Neurosurgery, University of Toronto, Toronto, ON, Canada
| | - Trevor J Pugh
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Gary D Bader
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Kenneth D Aldape
- Laboratory of Pathology, Center for Cancer Research, National Cancer Institute, Bethesda, MD, USA
| | - David A Largaespada
- Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
- Department of Pediatrics, University of Minnesota, Minneapolis, MN, USA
| | - Gelareh Zadeh
- MacFeeters-Hamilton Centre for Neuro-Oncology Research, Princess Margaret Cancer Centre, Toronto, ON, Canada.
- Division of Neurosurgery, Department of Neurosurgery, University of Toronto, Toronto, ON, Canada.
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23
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Subasri V, Light N, Kanwar N, Brzezinski J, Luo P, Hansford JR, Cairney E, Portwine C, Elser C, Finlay JL, Nichols KE, Alon N, Brunga L, Anson J, Kohlmann W, de Andrade KC, Khincha PP, Savage SA, Schiffman JD, Weksberg R, Pugh TJ, Villani A, Shlien A, Goldenberg A, Malkin D. Multiple Germline Events Contribute to Cancer Development in Patients with Li-Fraumeni Syndrome. Cancer Res Commun 2023; 3:738-754. [PMID: 37377903 PMCID: PMC10150777 DOI: 10.1158/2767-9764.crc-22-0402] [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] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Revised: 01/19/2023] [Accepted: 03/29/2023] [Indexed: 06/29/2023]
Abstract
Li-Fraumeni syndrome (LFS) is an autosomal dominant cancer-predisposition disorder. Approximately 70% of individuals who fit the clinical definition of LFS harbor a pathogenic germline variant in the TP53 tumor suppressor gene. However, the remaining 30% of patients lack a TP53 variant and even among variant TP53 carriers, approximately 20% remain cancer-free. Understanding the variable cancer penetrance and phenotypic variability in LFS is critical to developing rational approaches to accurate, early tumor detection and risk-reduction strategies. We leveraged family-based whole-genome sequencing and DNA methylation to evaluate the germline genomes of a large, multi-institutional cohort of patients with LFS (n = 396) with variant (n = 374) or wildtype TP53 (n = 22). We identified alternative cancer-associated genetic aberrations in 8/14 wildtype TP53 carriers who developed cancer. Among variant TP53 carriers, 19/49 who developed cancer harbored a pathogenic variant in another cancer gene. Modifier variants in the WNT signaling pathway were associated with decreased cancer incidence. Furthermore, we leveraged the noncoding genome and methylome to identify inherited epimutations in genes including ASXL1, ETV6, and LEF1 that confer increased cancer risk. Using these epimutations, we built a machine learning model that can predict cancer risk in patients with LFS with an area under the receiver operator characteristic curve (AUROC) of 0.725 (0.633-0.810). Significance Our study clarifies the genomic basis for the phenotypic variability in LFS and highlights the immense benefits of expanding genetic and epigenetic testing of patients with LFS beyond TP53. More broadly, it necessitates the dissociation of hereditary cancer syndromes as single gene disorders and emphasizes the importance of understanding these diseases in a holistic manner as opposed to through the lens of a single gene.
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Affiliation(s)
- Vallijah Subasri
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Vector Institute, Toronto, Ontario, Canada
| | - Nicholas Light
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada
| | - Nisha Kanwar
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jack Brzezinski
- Division of Haematology/Oncology, The Hospital for Sick Children, Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Ping Luo
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Jordan R. Hansford
- Children's Cancer Centre, Royal Children's Hospital, Melbourne, Victoria, Australia
- Murdoch Children's Research Institute, Parkville, Victoria, Australia
- Department of Pediatrics, University of Melbourne, Melbourne, Australia
- Michael Rice Cancer Centre, Women's and Children's Hospital, North Adelaide, South Australia, Australia
- South Australia Health and Medical Research Institute, Adelaide, South Australia, Australia
- South Australia Immunogenomics Cancer Institute, University of Adelaide, Adelaide, Australia
| | - Elizabeth Cairney
- Department of Paediatrics, London Health Sciences Centre and Western University, London, Ontario, Canada
| | - Carol Portwine
- Department of Paediatrics, McMaster University, Hamilton, Ontario, Canada
| | - Christine Elser
- Department of Medical Oncology, Princess Margaret Hospital and Mount Sinai Hospital, Toronto, Ontario, Canada
- Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Jonathan L. Finlay
- Neuro-Oncology Program, Nationwide Children's Hospital and The Ohio State University, Columbus, Ohio
| | - Kim E. Nichols
- Department of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee
| | - Noa Alon
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Ledia Brunga
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jo Anson
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | - Wendy Kohlmann
- Huntsman Cancer Institute, University of Utah, Salt Lake City, Utah
| | - Kelvin C. de Andrade
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, NCI, Bethesda, Maryland
| | - Payal P. Khincha
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, NCI, Bethesda, Maryland
| | - Sharon A. Savage
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, NCI, Bethesda, Maryland
| | - Joshua D. Schiffman
- Department of Pediatrics, University of Utah, Salt Lake City, Utah
- PEEL Therapeutics, Inc., Salt Lake City, Utah
| | - Rosanna Weksberg
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Trevor J. Pugh
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Anita Villani
- Division of Haematology/Oncology, The Hospital for Sick Children, Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Adam Shlien
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Anna Goldenberg
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Vector Institute, Toronto, Ontario, Canada
- CIFAR: Child and Brain Development, Toronto, Ontario, Canada
- Department of Computer Science, University of Toronto, Toronto, Ontario, Canada
| | - David Malkin
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Division of Haematology/Oncology, The Hospital for Sick Children, Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
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24
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Nabbi A, Danesh A, Espin-Garcia O, Pedersen S, Wellum J, Fu LH, Paulson JN, Geoerger B, Marshall LV, Trippett T, Rossato G, Pugh TJ, Hutchinson KE. Multimodal immunogenomic biomarker analysis of tumors from pediatric patients enrolled to a phase 1-2 study of single-agent atezolizumab. Nat Cancer 2023; 4:502-515. [PMID: 37038005 PMCID: PMC10132976 DOI: 10.1038/s43018-023-00534-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 02/24/2023] [Indexed: 04/12/2023]
Abstract
We report herein an exploratory biomarker analysis of refractory tumors collected from pediatric patients before atezolizumab therapy (iMATRIX-atezolizumab, NCT02541604 ). Elevated levels of CD8+ T cells and PD-L1 were associated with progression-free survival and a diverse baseline infiltrating T-cell receptor repertoire was prognostic. Differential gene expression analysis revealed elevated expression of CALCA (preprocalcitonin) and CCDC183 (highly expressed in testes) in patients who experienced clinical activity, suggesting that tumor neoantigens from these genes may contribute to immune response. In patients who experienced partial response or stable disease, elevated Igα2 expression correlated with T- and B-cell infiltration, suggesting that tertiary lymphoid structures existed in these patients' tumors. Consensus gene co-expression network analysis identified core cellular pathways that may play a role in antitumor immunity. Our study uncovers features associated with response to immune-checkpoint inhibition in pediatric patients with cancer and provides biological and translational insights to guide prospective biomarker profiling in future clinical trials.
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Affiliation(s)
- Arash Nabbi
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Arnavaz Danesh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Osvaldo Espin-Garcia
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Epidemiology and Biostatistics, Western University, London, Ontario, Canada
- Dalla Lana School of Public Health and Department of Statistical Sciences, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie Pedersen
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Johanna Wellum
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Lingyan Helen Fu
- Clinical Biomarker Operations, Product Development Oncology, Genentech, South San Francisco, CA, USA
| | - Joseph N Paulson
- Department of Biostatistics, Product Development, Genentech, South San Francisco, CA, USA
| | - Birgit Geoerger
- Gustave Roussy Cancer Centre, Department of Pediatric and Adolescent Oncology, INSERM U1015, Université Paris-Saclay, Villejuif, France
| | - Lynley V Marshall
- The Royal Marsden NHS Foundation Trust and the Institute of Cancer Research, London, UK
| | - Tanya Trippett
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Gianluca Rossato
- Product Development Clinical Oncology, F. Hoffmann-La Roche, Basel, Switzerland
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada.
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25
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Soleimani S, Wang BX, Pedersen S, Eagles J, Brick J, Butler MO, Bratman SV, Siu LL, Ohashi PS, Pugh TJ. Abstract 6667: Pan-cancer assessment of tumour and peripheral T-cell receptor repertoire dynamics in patients treated with immune checkpoint inhibitors. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-6667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
Introduction: Clinical benefit from Immune Checkpoint Blockade (ICB) is a function of local T-cell specificity for tumor-associated antigens. However, overcoming local T-cell dysfunction necessitates systemic immunity engagement. Therefore, studying the dynamics of both local and peripheral T-cell repertoires in response to ICB is required to identify features of T-cell repertoires associated with pathological response.
Methods: We conducted TCRβ-sequencing on tumor-residing T-cells (n=59), Peripheral Blood Mononuclear Cells (PBMCs) (n=306) and cell-free DNA (cfDNA) (n=73) from pre- and multiple on-ICB timepoints collected from patients enrolled in the pan-cancer INvestigator-initiated Phase II Study of Pembrolizumab Immunological Response Evaluation (INSPIRE; NCT02644369) trial. To assess specificity-agnostic shifts in TCR repertoires, we first compared TCR diversity and clonal expansion in longitudinal tumor and PBMC samples. Then, to temporally track the specificity-associated features of local and systemic TCR repertoires, we leveraged a Graph Neural Network (GNN) model that took in unique TCRβ chains as nodes. The connectivity between the nodes was defined by multi-relational edges that represented VJ-gene usage and GLIPHII-identified (Grouping Lymphocyte Interactions by Paratope Hotspots) specificities derived from a compendium of TCR sequences with empirically confirmed specificities. Results: While absolute diversity and clonal expansion values in baseline tumor (n=33) were not associated with response to ICB, changes in these values were informative between pre- and on-ICB tumors. All patients (n=4) with low baseline tumor TCR diversity and lack of clonotypic re-structuring in tumor TCR repertoire on-ICB had either progressive or short-term stable disease. Furthermore, pairwise comparison of pre- and on-ICB tumors for each patient (n=17) revealed that all the patients, irrespective of their pathological response, experienced emergence of new TCR clonotypes (i.e., clonal replacement) in response to ICB, suggesting only a minority of these TCRs might consist of tumor-associated clonotypes. Patients with clinical benefit also had higher degree of GLIPHII-identified clustering at baseline tumor, highlighting the role of both specificity-agnostic and specificity-centric TCR analysis in determining the response to ICB. Analysis of TCR sequences in blood plasma found cfDNA contains a small number of TCR sequences (median 32, range 12-89) enriched for TCRs found in matched tumor tissues, suggesting that cfDNA TCR repertoire may provide an indirect measurement of tumor-residing T-cells.
Conclusions: TCR diversity and functional clonal annotation are emerging biomarkers of ICB response and cfDNA TCR repertoire can potentially be exploited for clinical diagnostics and monitoring.
Citation Format: Shirin Soleimani, Ben X. Wang, Stephanie Pedersen, Jenna Eagles, Jacob Brick, Marcus O. Butler, Scott V. Bratman, Lillian L. Siu, Pamela S. Ohashi, Trevor J. Pugh. Pan-cancer assessment of tumour and peripheral T-cell receptor repertoire dynamics in patients treated with immune checkpoint inhibitors [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 6667.
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Affiliation(s)
| | - Ben X. Wang
- 2Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | - Jenna Eagles
- 2Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Jacob Brick
- 2Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | | | - Lillian L. Siu
- 2Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | - Trevor J. Pugh
- 2Princess Margaret Cancer Centre, Toronto, Ontario, Canada
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de Bruijn I, Mazor T, Abeshouse A, Baiceanu D, Carrero S, Garcia Lara E, Gross B, Higgins DM, Jagannathan PK, Kumari P, Kundra R, Lai B, Li X, Lindsay J, Lisman A, Madala D, Madupuri R, Ochoa A, Özgül YZ, Plantalech O, Rodenburg S, Satravada BA, Sheridan R, Sikina L, Singh J, Sumer SO, Sun Y, van Nierop P, Wang A, Wilson M, Zhang H, Zhao G, van Hagen S, Dogrusoz U, Heath A, Resnick A, Pugh TJ, Sander C, Cerami E, Gao J, Schultz N. Abstract 4256: cBioPortal for Cancer Genomics. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-4256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
cBioPortal for Cancer Genomics is an open-source platform for interactive, exploratory analysis of large-scale clinico-genomic data sets. cBioPortal provides a suite of user-friendly visualizations and analyses, including OncoPrints, mutation “lollipop” plots, variant interpretation, group comparison, survival analysis, expression correlation analysis, alteration enrichment analysis, cohort and patient-level visualization.
The public site (https://www.cbioportal.org) is accessed by >35,000 unique visitors each month and hosts data from >350 studies spanning individual labs and large consortia. In addition, at least 74 instances of cBioPortal are installed at academic institutions and companies worldwide. To better support all users, we unified our documentation (https://docs.cbioportal.org) and added a user guide and an ongoing series of ‘how-to’ videos to address common questions.
In 2022 we added 32 studies (>38,000 samples) to the public site. In addition, we added a nonsynonymous tumor mutation burden (TMB) value for all samples and enhanced the TCGA PanCancer Atlas studies with DNA methylation and treatment data. All data is available in the cBioPortal Datahub: https://github.com/cBioPortal/datahub.
We also host a dedicated instance for AACR Project GENIE, enabling access to the GENIE cohort of >165,000 clinically sequenced samples from 19 institutions (https://genie.cbioportal.org). The GENIE Biopharma Collaborative (BPC) enables the collection of comprehensive clinical annotations, including response, outcome, and treatment history. The first BPC cohorts are now available: ~2,000 non-small cell lung cancer samples and ~1,500 colorectal cancer samples.
Support for multimodal data analysis has been a major focus, including several new integrations with external tools. Single cell data is now available in the CPTAC GBM study and can be visualized throughout cBioPortal, and via integration with cellxgene. On the patient page, H&E and mIF images can be visualized via integration with Minerva, and the genomic overview now integrates IGV.
We continue to enhance existing features. In the study view, users can now add charts comparing categorical vs continuous data, and the plots tab includes a heatmap option. We replaced the existing fusion data type with a generalized structural variant data type that supports detailed information including breakpoints and orientation, to enable new visualizations and analyses. Pathway level analysis has been extended with a new integration with NDEx.
cBioPortal is fully open source (https://github.com/cBioPortal/). Development is a collaborative effort among groups at Memorial Sloan Kettering Cancer Center, Dana-Farber Cancer Institute, Children’s Hospital of Philadelphia, Princess Margaret Cancer Centre, Caris Life Sciences, Bilkent University and The Hyve. We welcome open source contributions from others in the cancer research community.
Citation Format: Ino de Bruijn, Tali Mazor, Adam Abeshouse, Diana Baiceanu, Stephanie Carrero, Elena Garcia Lara, Benjamin Gross, David M. Higgins, Prasanna K. Jagannathan, Priti Kumari, Ritika Kundra, Bryan Lai, Xiang Li, James Lindsay, Aaron Lisman, Divya Madala, Ramyasree Madupuri, Angelica Ochoa, Yusuf Ziya Özgül, Oleguer Plantalech, Sander Rodenburg, Baby Anusha Satravada, Robert Sheridan, Lucas Sikina, Jessica Singh, S Onur Sumer, Yichao Sun, Pim van Nierop, Avery Wang, Manda Wilson, Hongxin Zhang, Gaofei Zhao, Sjoerd van Hagen, Ugur Dogrusoz, Allison Heath, Adam Resnick, Trevor J. Pugh, Chris Sander, Ethan Cerami, Jianjiong Gao, Nikolaus Schultz. cBioPortal for Cancer Genomics. [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 4256.
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Affiliation(s)
- Ino de Bruijn
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Tali Mazor
- 2Dana-Farber Cancer Institute, Boston, MA
| | | | | | | | | | | | | | | | | | - Ritika Kundra
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Bryan Lai
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Xiang Li
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Aaron Lisman
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Divya Madala
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | | | | | | | | | | | - S Onur Sumer
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yichao Sun
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Avery Wang
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Manda Wilson
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Hongxin Zhang
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Gaofei Zhao
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | - Allison Heath
- 4Children's Hospital of Philadelphia, Philadelphia, PA
| | - Adam Resnick
- 4Children's Hospital of Philadelphia, Philadelphia, PA
| | - Trevor J. Pugh
- 5Princess Margaret Cancer Centre, Toronto, Ontario, Canada
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Croucher DC, Devasia AJ, Abelman DD, Mahdipour-Shirayeh A, Li Z, Erdmann N, Tiedemann R, Pugh TJ, Trudel S. Single-cell profiling of multiple myeloma reveals molecular response to FGFR3 inhibitor despite clinical progression. Cold Spring Harb Mol Case Stud 2023; 9:a006249. [PMID: 36639200 PMCID: PMC10240837 DOI: 10.1101/mcs.a006249] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 11/29/2022] [Indexed: 01/15/2023] Open
Abstract
Genomic characterization of cancer has enabled identification of numerous molecular targets, which has led to significant advances in personalized medicine. However, with few exceptions, precision medicine approaches in the plasma cell malignancy multiple myeloma (MM) have had limited success, likely owing to the subclonal nature of molecular targets in this disease. Targeted therapies against FGFR3 have been under development for the past decade in the hopes of targeting aberrant FGFR3 activity in MM. FGFR3 activation results from the recurrent transforming event of t(4;14) found in ∼15% of MM patients, as well as secondary FGFR3 mutations in this subgroup. To evaluate the effectiveness of targeting FGFR3 in MM, we undertook a phase 2 clinical trial evaluating the small-molecule FGFR1-4 inhibitor, erdafitinib, in relapsed/refractory myeloma patients with or without FGFR3 mutations (NCT02952573). Herein, we report on a single t(4;14) patient enrolled on this study who was identified to have a subclonal FGFR3 stop-loss deletion. Although this individual eventually progressed on study and succumbed to their disease, the intended molecular response was revealed through an extensive molecular characterization of the patient's tumor at baseline and on treatment using single-cell genomics. We identified elimination of the FGFR3-mutant subclone after treatment and expansion of a preexisting clone with loss of Chromosome 17p. Altogether, our study highlights the utility of single-cell genomics in targeted trials as they can reveal molecular mechanisms that underlie sensitivity and resistance. This in turn can guide more personalized and targeted therapeutic approaches, including those that involve FGFR3-targeting therapies.
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Affiliation(s)
- Danielle C Croucher
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5S 1A1, Canada
| | - Anup Joseph Devasia
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada
| | - Dor D Abelman
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5S 1A1, Canada
| | - Ali Mahdipour-Shirayeh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada
| | - Zhihua Li
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada
| | - Natalie Erdmann
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada
| | - Rodger Tiedemann
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5S 1A1, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada;
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5S 1A1, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
| | - Suzanne Trudel
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario M5G 2C1, Canada;
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario M5S 1A1, Canada
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28
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Wong D, Luo P, Znassi N, Arteaga DP, Gray D, Danesh A, Han M, Zhao EY, Pedersen S, Prokopec S, Sundaravadanam Y, Torti D, Marsh K, Keshavarzi S, Xu W, Krema H, Joshua AM, Butler MO, Pugh TJ. Integrated, Longitudinal Analysis of Cell-free DNA in Uveal Melanoma. Cancer Res Commun 2023; 3:267-280. [PMID: 36860651 PMCID: PMC9973415 DOI: 10.1158/2767-9764.crc-22-0456] [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] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 01/24/2023] [Accepted: 01/26/2023] [Indexed: 01/31/2023]
Abstract
Uveal melanomas are rare tumors arising from melanocytes that reside in the eye. Despite surgical or radiation treatment, approximately 50% of patients with uveal melanoma will progress to metastatic disease, most often to the liver. Cell-free DNA (cfDNA) sequencing is a promising technology due to the minimally invasive sample collection and ability to infer multiple aspects of tumor response. We analyzed 46 serial cfDNA samples from 11 patients with uveal melanoma over a 1-year period following enucleation or brachytherapy (n = ∼4/patient) using targeted panel, shallow whole genome, and cell-free methylated DNA immunoprecipitation sequencing. We found detection of relapse was highly variable using independent analyses (P = 0.06-0.46), whereas a logistic regression model integrating all cfDNA profiles significantly improved relapse detection (P = 0.02), with greatest power derived from fragmentomic profiles. This work provides support for the use of integrated analyses to improve the sensitivity of circulating tumor DNA detection using multi-modal cfDNA sequencing. Significance Here, we demonstrate integrated, longitudinal cfDNA sequencing using multi-omic approaches is more effective than unimodal analysis. This approach supports the use of frequent blood testing using comprehensive genomic, fragmentomic, and epigenomic techniques.
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Affiliation(s)
- Derek Wong
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Ping Luo
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Nadia Znassi
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Diana P. Arteaga
- Department of Medicine, Division of Medical Oncology, University of Toronto, Toronto, Ontario, Canada
| | - Diana Gray
- Department of Medicine, Division of Medical Oncology, University of Toronto, Toronto, Ontario, Canada
| | - Arnavaz Danesh
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Ming Han
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Eric Y. Zhao
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie Pedersen
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Stephenie Prokopec
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | | | - Dax Torti
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Kayla Marsh
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Sareh Keshavarzi
- Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - Wei Xu
- Biostatistics Division, Dalla Lana School of Public Health, University of Toronto, Toronto, Canada
| | - Hatem Krema
- Department of Ocular Oncology, Princess Margaret Hospital, University of Toronto, Toronto, Canada
| | - Anthony M. Joshua
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada.,Department of Medical Oncology, Kinghorn Cancer Centre, St. Vincent's Hospital and Garvan Institute of Medical Research, Sydney, Australia.,Faculty of Medicine, St. Vincent's Clinical School, University of New South Wales, Sydney, Australia
| | - Marcus O. Butler
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada.,Department of Medicine, Division of Medical Oncology, University of Toronto, Toronto, Ontario, Canada.,Corresponding Authors: Trevor J. Pugh, Princess Margaret Cancer Centre, University Health Network, MaRS Centre, 101 College Street, Princess Margaret Cancer Research Tower, Room 9-305, Toronto, Ontario M5G 1L7, Canada. Phone: 416-581-7689; E-mail: ; and Marcus Butler, Princess Margaret Cancer Centre, 610 University Avenue, OPG 7-815, Toronto, Ontario M5G 2M9. Phone: 416-946-4501 x5485;
| | - Trevor J. Pugh
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada and Department of Immunology, University of Toronto, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Corresponding Authors: Trevor J. Pugh, Princess Margaret Cancer Centre, University Health Network, MaRS Centre, 101 College Street, Princess Margaret Cancer Research Tower, Room 9-305, Toronto, Ontario M5G 1L7, Canada. Phone: 416-581-7689; E-mail: ; and Marcus Butler, Princess Margaret Cancer Centre, 610 University Avenue, OPG 7-815, Toronto, Ontario M5G 2M9. Phone: 416-946-4501 x5485;
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29
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Kim J, Vaksman Z, Egolf LE, Kaufman R, Evans JP, Conkrite KL, Danesh A, Lopez G, Randall MP, Dent MH, Farra LM, Menghani N, Dymek M, Desai H, Hausler R, Auvil JG, Gerhard DS, Hakonarson H, Maxwell KN, Cole KA, Pugh TJ, Bosse KR, Khan J, Wei JS, Maris JM, Stewart DR, Diskin SJ. Germline pathogenic variants in 786 neuroblastoma patients. medRxiv 2023:2023.01.23.23284864. [PMID: 36747619 PMCID: PMC9901064 DOI: 10.1101/2023.01.23.23284864] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Importance Neuroblastoma accounts for 12% of childhood cancer deaths. The genetic contribution of rare pathogenic germline variation in patients without a family history remains unclear. Objective To define the prevalence, spectrum, and clinical significance of pathogenic germline variation in cancer predisposition genes (CPGs) in neuroblastoma patients. Design Setting and Participants Germline DNA sequencing was performed on the peripheral blood from 786 neuroblastoma patients unselected for family history. Rare variants mapping to CPGs were evaluated for pathogenicity and the percentage of cases harboring pathogenic (P) or likely pathogenic (LP) variants was quantified. The frequency of CPG P-LP variants in neuroblastoma cases was compared to two distinct cancer-free control cohorts to assess enrichment. Matched tumor DNA sequencing was evaluated for "second hits" at CPGs and germline DNA array data from 5,585 neuroblastoma cases and 23,505 cancer-free control children was analyzed to identify rare germline copy number variants (CNVs) affecting genes with an excess burden of P-LP variants in neuroblastoma. Neuroblastoma patients with germline P-LP variants were compared to those without P-LP variants to test for association with clinical characteristics, tumor features, and patient survival. Main Outcomes and Measures Rare variant prevalence, pathogenicity, enrichment, and association with clinical characteristics, tumor features, and patient survival. Results We observed 116 P-LP variants in CPGs involving 13.9% (109/786) of patients, representing a significant excess burden of P-LP variants compared to controls (9.1%; P = 5.14 × 10-5, Odds Ratio: 1.60, 95% confidence interval: 1.27-2.00). BARD1 harbored the most significant burden of P-LP variants compared to controls (1.0% vs. 0.03%; P = 8.18 × 10-7; Odds Ratio: 32.30, 95% confidence interval: 6.44-310.35). Rare germline CNVs disrupting BARD1 were also identified in neuroblastoma patients (0.05%) but absent in controls (P = 7.08 × 10-3; Odds Ratio: 29.47, 95% confidence interval: 1.52 - 570.70). Overall, P-LP variants in DNA repair genes in this study were enriched in cases compared to controls (8.1% vs. 5.7%; P = 0.01; Odds Ratio: 1.45, 95% confidence interval: 1.08-1.92). Neuroblastoma patients harboring a germline P-LP variant had a worse overall survival when compared to patients without P-LP variants (P = 8.6 × 10-3), and this remained significant in a multivariate Cox proportional-hazards model (P = 0.01). Conclusions and Relevance Neuroblastoma patients harboring germline P-LP variants in CPGs have worse overall survival and BARD1 is an important predisposition gene affected by both common and rare pathogenic variation. Germline sequencing should be performed for all neuroblastoma patients at diagnosis to inform genetic counseling and support future longitudinal and mechanistic studies. Patients with a germline P-LP variant should be closely monitored, regardless of risk group assignment.
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Affiliation(s)
- Jung Kim
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, Rockville, MD, USA
| | - Zalman Vaksman
- Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Laura E. Egolf
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Cell and Molecular Biology Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Rebecca Kaufman
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - J. Perry Evans
- Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Karina L. Conkrite
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Arnavaz Danesh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, ON, M5S Canada
| | - Gonzalo Lopez
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Michael P. Randall
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Maiah H. Dent
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Lance M. Farra
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Neil Menghani
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Malwina Dymek
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
| | - Heena Desai
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Ryan Hausler
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Penn Medicine BioBank
- Penn Medicine BioBank, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | | | | | | | | | - Hakon Hakonarson
- Center for Applied Genomics, Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kara N. Maxwell
- Division of Hematology/Oncology, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kristina A. Cole
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, ON, M5S Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, ON, M5S Canada
| | - Kristopher R. Bosse
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Javed Khan
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD, USA
| | - Jun S. Wei
- Oncogenomics Section, Genetics Branch, Center for Cancer Research, National Cancer Institute, NIH, Bethesda, MD, USA
| | - John M. Maris
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Douglas R. Stewart
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH, Rockville, MD, USA
| | - Sharon J. Diskin
- Department of Biomedical and Health Informatics, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Division of Oncology and Center for Childhood Cancer Research, Children’s Hospital of Philadelphia, Philadelphia, PA, USA
- Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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30
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Fierheller CT, Alenezi WM, Serruya C, Revil T, Amuzu S, Bedard K, Subramanian DN, Fewings E, Bruce JP, Prokopec S, Bouchard L, Provencher D, Foulkes WD, El Haffaf Z, Mes-Masson AM, Tischkowitz M, Campbell IG, Pugh TJ, Greenwood CMT, Ragoussis J, Tonin PN. Molecular Genetic Characteristics of FANCI, a Proposed New Ovarian Cancer Predisposing Gene. Genes (Basel) 2023; 14:genes14020277. [PMID: 36833203 PMCID: PMC9956348 DOI: 10.3390/genes14020277] [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] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 01/11/2023] [Accepted: 01/16/2023] [Indexed: 01/26/2023] Open
Abstract
FANCI was recently identified as a new candidate ovarian cancer (OC)-predisposing gene from the genetic analysis of carriers of FANCI c.1813C>T; p.L605F in OC families. Here, we aimed to investigate the molecular genetic characteristics of FANCI, as they have not been described in the context of cancer. We first investigated the germline genetic landscape of two sisters with OC from the discovery FANCI c.1813C>T; p.L605F family (F1528) to re-affirm the plausibility of this candidate. As we did not find other conclusive candidates, we then performed a candidate gene approach to identify other candidate variants in genes involved in the FANCI protein interactome in OC families negative for pathogenic variants in BRCA1, BRCA2, BRIP1, RAD51C, RAD51D, and FANCI, which identified four candidate variants. We then investigated FANCI in high-grade serous ovarian carcinoma (HGSC) from FANCI c.1813C>T carriers and found evidence of loss of the wild-type allele in tumour DNA from some of these cases. The somatic genetic landscape of OC tumours from FANCI c.1813C>T carriers was investigated for mutations in selected genes, copy number alterations, and mutational signatures, which determined that the profiles of tumours from carriers were characteristic of features exhibited by HGSC cases. As other OC-predisposing genes such as BRCA1 and BRCA2 are known to increase the risk of other cancers including breast cancer, we investigated the carrier frequency of germline FANCI c.1813C>T in various cancer types and found overall more carriers among cancer cases compared to cancer-free controls (p = 0.007). In these different tumour types, we also identified a spectrum of somatic variants in FANCI that were not restricted to any specific region within the gene. Collectively, these findings expand on the characteristics described for OC cases carrying FANCI c.1813C>T; p.L605F and suggest the possible involvement of FANCI in other cancer types at the germline and/or somatic level.
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Affiliation(s)
- Caitlin T. Fierheller
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
- Cancer Research Program, The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Wejdan M. Alenezi
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
- Cancer Research Program, The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
- Department of Medical Laboratory Technology, Taibah University, Medina 42353, Saudi Arabia
| | - Corinne Serruya
- Cancer Research Program, The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
| | - Timothée Revil
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
- McGill Genome Centre, McGill University, Montreal, QC H3A 0G1, Canada
| | - Setor Amuzu
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
- McGill Genome Centre, McGill University, Montreal, QC H3A 0G1, Canada
| | - Karine Bedard
- Laboratoire de Diagnostic Moléculaire, Centre Hospitalier de l’Université de Montréal (CHUM), Montreal, QC H2X 3E4, Canada
- Département de Pathologie et Biologie Cellulaire, Université de Montréal, Montreal, QC H3T 1J4, Canada
| | - Deepak N. Subramanian
- Cancer Genetics Laboratory, Peter MacCallum Cancer Centre, Melbourne, VIC 3000, Australia
| | - Eleanor Fewings
- Department of Medical Genetics, National Institute for Health Research Cambridge Biomedical Research Centre, University of Cambridge, Cambridge CB2 1TN, UK
| | - Jeffrey P. Bruce
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
| | - Stephenie Prokopec
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
| | - Luigi Bouchard
- Department of Biochemistry and Functional Genomics, Université de Sherbrooke, Sherbrooke, QC J1K 2R1, Canada
- Department of Medical Biology, Centres Intégrés Universitaires de Santé et de Services Sociaux du Saguenay-Lac-Saint-Jean Hôpital Universitaire de Chicoutimi, Saguenay, QC G7H 7K9, Canada
- Centre de Recherche du Centre Hospitalier l’Université de Sherbrooke, Sherbrooke, QC J1K 2R1, Canada
| | - Diane Provencher
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal and Institut du Cancer de Montréal, Montreal, QC H2X 0A9, Canada
- Division of Gynecologic Oncology, Université de Montréal, Montreal, QC H3T 1J4, Canada
| | - William D. Foulkes
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
- Cancer Research Program, The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC H3T 1E2, Canada
- Department of Medicine, McGill University, Montreal, QC H3G 2M1, Canada
| | - Zaki El Haffaf
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal, Montreal, QC H2X 0A9, Canada
| | - Anne-Marie Mes-Masson
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal and Institut du Cancer de Montréal, Montreal, QC H2X 0A9, Canada
- Department of Medicine, Université de Montréal, Montreal, QC H3T 1J4, Canada
| | - Marc Tischkowitz
- Department of Medical Genetics, National Institute for Health Research Cambridge Biomedical Research Centre, University of Cambridge, Cambridge CB2 1TN, UK
| | - Ian G. Campbell
- Cancer Genetics Laboratory, Peter MacCallum Cancer Centre, Melbourne, VIC 3000, Australia
- Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, VIC 3010, Australia
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2C1, Canada
| | - Celia M. T. Greenwood
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, QC H3T 1E2, Canada
- Gerald Bronfman Department of Oncology, McGill University, Montreal, QC H4A 3T2, Canada
- Department of Epidemiology, Biostatistics & Occupational Health, McGill University, Montreal, QC H3A 1Y7, Canada
| | - Jiannis Ragoussis
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
- McGill Genome Centre, McGill University, Montreal, QC H3A 0G1, Canada
| | - Patricia N. Tonin
- Department of Human Genetics, McGill University, Montreal, QC H3A 0C7, Canada
- Cancer Research Program, The Research Institute of the McGill University Health Centre, Montreal, QC H4A 3J1, Canada
- Department of Medicine, McGill University, Montreal, QC H3G 2M1, Canada
- Correspondence:
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31
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Grant BM, Pugh TJ, Oza AM. Molecular Monitoring in Endometrial Cancer-Ready for Prime Time? Clin Cancer Res 2023; 29:305-308. [PMID: 36354753 DOI: 10.1158/1078-0432.ccr-22-2781] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 10/26/2022] [Accepted: 11/03/2022] [Indexed: 11/12/2022]
Abstract
SUMMARY Efforts are under way to define the role of minimally invasive strategies for molecular monitoring and risk stratification in endometrial cancer. A recent publication aims to define the association between circulating tumor DNA level and disease stage in patients with newly diagnosed endometrial cancer and determine whether sequencing of longitudinal cell-free DNA samples can be used for disease monitoring and detection of progression or recurrence. These results accelerate the current knowledge of molecular follow-up in endometrial cancer. See related article by Ashley et al., p. 410.
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Affiliation(s)
- Brooke M Grant
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Amit M Oza
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Department of Medicine, University of Toronto, Toronto, Ontario, Canada
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32
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Chow S, Kis O, Mulder DT, Danesh A, Bruce J, Wang TT, Reece D, Bhalis N, Neri P, Sabatini PJ, Keats J, Trudel S, Pugh TJ. Myeloma immunoglobulin rearrangement and translocation detection through targeted capture sequencing. Life Sci Alliance 2023; 6:e202201543. [PMID: 36328595 PMCID: PMC9644417 DOI: 10.26508/lsa.202201543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Revised: 09/29/2022] [Accepted: 09/30/2022] [Indexed: 11/06/2022] Open
Abstract
Multiple myeloma is a plasma cell neoplasm characterized by clonal immunoglobulin V(D)J signatures and oncogenic immunoglobulin gene translocations. Additional subclonal genomic changes are acquired with myeloma progression and therapeutic selection. PCR-based methods to detect V(D)J rearrangements can have biases introduced by highly multiplexed reactions and primers undermined by somatic hypermutation, and are not readily extended to include mutation detection. Here, we report a hybrid-capture approach (CapIG-seq) targeting the 3' and 5' ends of the V and J segments of all immunoglobulin loci that enable the efficient detection of V(D)J rearrangements. We also included baits for oncogenic translocations and mutation detection. We demonstrate complete concordance with matched whole-genome sequencing and/or PCR clonotyping of 24 cell lines and report the clonal sequences for 41 uncharacterized cell lines. We also demonstrate the application to patient specimens, including 29 bone marrow and 39 cell-free DNA samples. CapIG-seq shows concordance between bone marrow and cfDNA blood samples (both contemporaneous and follow-up) with regard to the somatic variant, V(D)J, and translocation detection. CapIG-seq is a novel, efficient approach to examining genomic alterations in myeloma.
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Affiliation(s)
- Signy Chow
- University Health Network, Toronto, Canada
- Sunnybrook Health Sciences Centre, Toronto, Canada
- University of Toronto, Toronto, Canada
| | - Olena Kis
- University Health Network, Toronto, Canada
| | | | | | - Jeff Bruce
- University Health Network, Toronto, Canada
| | - Ting Ting Wang
- University Health Network, Toronto, Canada
- University of Toronto, Toronto, Canada
| | - Donna Reece
- University Health Network, Toronto, Canada
- University of Toronto, Toronto, Canada
| | | | | | - Peter Jb Sabatini
- University Health Network, Toronto, Canada
- University of Toronto, Toronto, Canada
| | - Jonathan Keats
- Translational Genomics Research Institute, City of Hope, AZ, USA
| | - Suzanne Trudel
- University Health Network, Toronto, Canada
- University of Toronto, Toronto, Canada
| | - Trevor J Pugh
- University Health Network, Toronto, Canada
- University of Toronto, Toronto, Canada
- Ontario Institute for Cancer Research, Toronto, Canada
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33
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Shi W, Fijardo M, Bruce JP, Su J, Xu W, Bell R, Bissey PA, Hui ABY, Waldron J, Pugh TJ, Yip KW, Liu FF. CD8+ Tumor-Infiltrating Lymphocyte Abundance Is a Positive Prognostic Indicator in Nasopharyngeal Cancer. Clin Cancer Res 2022; 28:5202-5210. [PMID: 36129469 DOI: 10.1158/1078-0432.ccr-22-0979] [Citation(s) in RCA: 1] [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: 03/25/2022] [Revised: 06/17/2022] [Accepted: 09/14/2022] [Indexed: 01/24/2023]
Abstract
PURPOSE Tumor-infiltrating lymphocytes (TIL) are immune cell populations found within tumors, critical in the antigen-specific host immune response. In this study, we aimed to elucidate the prognostic significance of CD3+, CD4+, and CD8+ TILs in nasopharyngeal cancer (NPC). EXPERIMENTAL DESIGN Immune cell infiltration was quantified in NPC samples (n = 50) using RNA-sequencing (RNA-seq) data based on rearranged T-cell receptor (TCR) reads and the Estimation of Stromal and Immune cells in malignant tumors using expression data (ESTIMATE) immune score tool. The differential abundances of TIL subset populations were also characterized through IHC staining of formalin-fixed, paraffin-embedded samples from a training cohort (n = 35), which was a subset of the RNA-seq cohort (n = 50). RESULTS In the RNA-seq cohort, patients with higher rearranged TCR reads experienced superior 5- and 10-year overall survival (OS; P < 0.001), and disease-free survival (DFS; P < 0.001). Similarly, patients with higher ESTIMATE immune scores experienced superior 5- and 10-year OS (P = 0.024) and DFS (P = 0.007). In the training cohort, high abundances of CD8+ TILs were significantly associated with improved 5- and 10-year OS (P = 0.003) and DFS (P = 0.005). These findings were corroborated in an independent validation cohort (n = 84), and combined analysis of the training and validation cohorts [n = 119 (35+84)], which further demonstrated improved 5- and 10-year survival in terms of locoregional control (P < 0.001) and distant metastasis (P = 0.03). CONCLUSIONS Taken together, our study highlights the prognostic value of CD8+ TILs in NPC, and the potential of future investigations into cellular-based immunotherapies employing CD8+ lymphocytes.
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Affiliation(s)
- Wei Shi
- Research Institute, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Mackenzie Fijardo
- Research Institute, Princess Margaret Cancer Centre, Toronto, Ontario, Canada.,Department of Cell and Systems Biology, University of Toronto, Toronto, Ontario, Canada
| | - Jeff P Bruce
- Research Institute, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Jie Su
- Department of Biostatistics, Princess Margaret Cancer Centre/University Health Network, Toronto, Ontario, Canada
| | - Wei Xu
- Department of Biostatistics, Princess Margaret Cancer Centre/University Health Network, Toronto, Ontario, Canada.,Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Rachel Bell
- Research Institute, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | | | | | - John Waldron
- Radiation Medicine Program, Princess Margaret Cancer Centre, Toronto, Ontario, Canada.,Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada.,Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Research Institute, Princess Margaret Cancer Centre, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Kenneth W Yip
- Research Institute, Princess Margaret Cancer Centre, Toronto, Ontario, Canada.,Department of Cell and Systems Biology, University of Toronto, Toronto, Ontario, Canada
| | - Fei-Fei Liu
- Research Institute, Princess Margaret Cancer Centre, Toronto, Ontario, Canada.,Radiation Medicine Program, Princess Margaret Cancer Centre, Toronto, Ontario, Canada.,Department of Radiation Oncology, University of Toronto, Toronto, Ontario, Canada.,Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
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34
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Lackraj T, Ben Barouch S, Medeiros JJF, Pedersen S, Danesh A, Bakhtiari M, Hong M, Tong K, Joynt J, Arruda A, Minden MD, Kuruvilla J, Bhella S, Kukreti V, Crump M, Prica A, Chen C, Deng Y, Xu W, Pugh TJ, Keating A, Dick JE, Abelson S, Kridel R. Clinical significance of clonal hematopoiesis in the setting of autologous stem cell transplantation for lymphoma. Am J Hematol 2022; 97:1538-1547. [PMID: 36087071 DOI: 10.1002/ajh.26726] [Citation(s) in RCA: 1] [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: 06/01/2022] [Revised: 08/09/2022] [Accepted: 09/01/2022] [Indexed: 01/31/2023]
Abstract
Autologous stem cell transplantation (ASCT) remains a key therapeutic strategy for treating patients with relapsed or refractory non-Hodgkin and Hodgkin lymphoma. Clonal hematopoiesis (CH) has been proposed as a major contributor not only to the development of therapy-related myeloid neoplasms but also to inferior overall survival (OS) in patients who had undergone ASCT. Herein, we aimed to investigate the prognostic implications of CH after ASCT in a cohort of 420 lymphoma patients using ultra-deep, highly sensitive error-correction sequencing. CH was identified in the stem cell product samples of 181 patients (43.1%) and was most common in those with T-cell lymphoma (72.2%). The presence of CH was associated with a longer time to neutrophil and platelet recovery. Moreover, patients with evidence of CH had inferior 5-year OS from the time of first relapse (39.4% vs. 45.8%, p = .043) and from the time of ASCT (51.8% vs. 59.3%, p = .018). The adverse prognostic impact of CH was not due to therapy-related myeloid neoplasms, the incidence of which was low in our cohort (10-year cumulative incidence of 3.3% vs. 3.0% in those with and without CH, p = .445). In terms of specific-gene mutations, adverse OS was mostly associated with PPM1D mutations (hazard ratio (HR) 1.74, 95% confidence interval (CI) 1.13-2.67, p = .011). In summary, we found that CH is associated with an increased risk of non-lymphoma-related death after ASCT, which suggests that lymphoma survivors with CH may need intensified surveillance strategies to prevent and treat late complications.
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Affiliation(s)
- Tracy Lackraj
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Sharon Ben Barouch
- Institute of Hematology, Assuta Ashdod Medical Center, Ashdod, Israel.,Faculty of Medicine, Ben Gurion University of the Negev, Beer Sheva, Israel
| | - Jessie J F Medeiros
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie Pedersen
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Arnavaz Danesh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mehran Bakhtiari
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Michael Hong
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Kit Tong
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Jesse Joynt
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Andrea Arruda
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Mark D Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - John Kuruvilla
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Sita Bhella
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Vishal Kukreti
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Michael Crump
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Anca Prica
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Christine Chen
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Yangqing Deng
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Wei Xu
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Armand Keating
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - John E Dick
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Sagi Abelson
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Robert Kridel
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
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35
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Cuppen E, Elemento O, Rosenquist R, Nikic S, IJzerman M, Zaleski ID, Frederix G, Levin LÅ, Mullighan CG, Buettner R, Pugh TJ, Grimmond S, Caldas C, Andre F, Custers I, Campo E, van Snellenberg H, Schuh A, Nakagawa H, von Kalle C, Haferlach T, Fröhling S, Jobanputra V. Implementation of Whole-Genome and Transcriptome Sequencing Into Clinical Cancer Care. JCO Precis Oncol 2022; 6:e2200245. [PMID: 36480778 PMCID: PMC10166391 DOI: 10.1200/po.22.00245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 09/30/2022] [Accepted: 09/21/2022] [Indexed: 12/13/2022] Open
Abstract
PURPOSE The combination of whole-genome and transcriptome sequencing (WGTS) is expected to transform diagnosis and treatment for patients with cancer. WGTS is a comprehensive precision diagnostic test that is starting to replace the standard of care for oncology molecular testing in health care systems around the world; however, the implementation and widescale adoption of this best-in-class testing is lacking. METHODS Here, we address the barriers in integrating WGTS for cancer diagnostics and treatment selection and answer questions regarding utility in different cancer types, cost-effectiveness and affordability, and other practical considerations for WGTS implementation. RESULTS We review the current studies implementing WGTS in health care systems and provide a synopsis of the clinical evidence and insights into practical considerations for WGTS implementation. We reflect on regulatory, costs, reimbursement, and incidental findings aspects of this test. CONCLUSION WGTS is an appropriate comprehensive clinical test for many tumor types and can replace multiple, cascade testing approaches currently performed. Decreasing sequencing cost, increasing number of clinically relevant aberrations and discovery of more complex biomarkers of treatment response, should pave the way for health care systems and laboratories in implementing WGTS into clinical practice, to transform diagnosis and treatment for patients with cancer.
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Affiliation(s)
- Edwin Cuppen
- Hartwig Medical Foundation, Amsterdam, the Netherlands
- Center for Molecular Medicine and Oncode Institute, University Medical Center, Utrecht, the Netherlands
| | - Olivier Elemento
- Caryl and Israel Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY
| | - Richard Rosenquist
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
- Clinical Genetics, Karolinska University Hospital, Solna, Sweden
| | - Svetlana Nikic
- Illumina Productos de España, S.L.U., Plaza Pablo Ruiz Picasso, Madrid, Spain
| | - Maarten IJzerman
- Erasmus School of Health Policy & Management, Erasmus University, Rotterdam, the Netherlands
- Centre for Cancer Research, University of Melbourne, Melbourne, Australia
| | - Isabelle Durand Zaleski
- Université de Paris, CRESS, INSERM, INRA, URCEco, AP-HP, Hôpital de l'Hôtel Dieu, Paris, France
| | - Geert Frederix
- Julius Center for Health Sciences and Primary Care, University Medical Center, Utrecht, the Netherlands
| | - Lars-Åke Levin
- Department of Health, Medicine and Caring Sciences (HMV), Linköping University, Linköping, Sweden
| | | | | | - Trevor J. Pugh
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Sean Grimmond
- Centre for Cancer Research, University of Melbourne, Melbourne, Australia
| | - Carlos Caldas
- Cancer Research UK Cambridge Institute and Department of Oncology, University of Cambridge, Cambridge, United Kingdom
| | | | | | - Elias Campo
- Institut d’Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain
- Centro de Investigación Biomédica en Red, Cáncer (CIBERONC), Madrid, Spain
- Hematopathology Unit, Hospital Clínic of Barcelona, Barcelona, Spain
- University of Barcelona, Barcelona, Spain
| | | | - Anna Schuh
- University of Oxford, Oxford, United Kingdom
| | - Hidewaki Nakagawa
- Laboratory for Cancer Genomics, RIKEN Center for Integrative Medical Sciences, Kanagawa, Japan
| | - Christof von Kalle
- Berlin Institute of Health at Charité—Universitätsmedizin Berlin, Clinical Study Center, Berlin, Germany
| | | | - Stefan Fröhling
- Division of Translational Medical Oncology, German Cancer Research Center (DKFZ) and National Center for Tumor Diseases (NCT), Heidelberg, Germany
- German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Vaidehi Jobanputra
- New York Genome Center; Department of Pathology, Columbia University Irving Medical Center, New York, NY
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36
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Hendrikse LD, Haldipur P, Saulnier O, Millman J, Sjoboen AH, Erickson AW, Ong W, Gordon V, Coudière-Morrison L, Mercier AL, Shokouhian M, Suárez RA, Ly M, Borlase S, Scott DS, Vladoiu MC, Farooq H, Sirbu O, Nakashima T, Nambu S, Funakoshi Y, Bahcheli A, Diaz-Mejia JJ, Golser J, Bach K, Phuong-Bao T, Skowron P, Wang EY, Kumar SA, Balin P, Visvanathan A, Lee JJY, Ayoub R, Chen X, Chen X, Mungall KL, Luu B, Bérubé P, Wang YC, Pfister SM, Kim SK, Delattre O, Bourdeaut F, Doz F, Masliah-Planchon J, Grajkowska WA, Loukides J, Dirks P, Fèvre-Montange M, Jouvet A, French PJ, Kros JM, Zitterbart K, Bailey SD, Eberhart CG, Rao AAN, Giannini C, Olson JM, Garami M, Hauser P, Phillips JJ, Ra YS, de Torres C, Mora J, Li KKW, Ng HK, Poon WS, Pollack IF, López-Aguilar E, Gillespie GY, Van Meter TE, Shofuda T, Vibhakar R, Thompson RC, Cooper MK, Rubin JB, Kumabe T, Jung S, Lach B, Iolascon A, Ferrucci V, de Antonellis P, Zollo M, Cinalli G, Robinson S, Stearns DS, Van Meir EG, Porrati P, Finocchiaro G, Massimino M, Carlotti CG, Faria CC, Roussel MF, Boop F, Chan JA, Aldinger KA, Razavi F, Silvestri E, McLendon RE, Thompson EM, Ansari M, Garre ML, Chico F, Eguía P, Pérezpeña M, Morrissy AS, Cavalli FMG, Wu X, Daniels C, Rich JN, Jones SJM, Moore RA, Marra MA, Huang X, Reimand J, Sorensen PH, Wechsler-Reya RJ, Weiss WA, Pugh TJ, Garzia L, Kleinman CL, Stein LD, Jabado N, Malkin D, Ayrault O, Golden JA, Ellison DW, Doble B, Ramaswamy V, Werbowetski-Ogilvie TE, Suzuki H, Millen KJ, Taylor MD. Author Correction: Failure of human rhombic lip differentiation underlies medulloblastoma formation. Nature 2022; 612:E12. [PMID: 36446943 PMCID: PMC10729707 DOI: 10.1038/s41586-022-05578-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Liam D Hendrikse
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Parthiv Haldipur
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Olivier Saulnier
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jake Millman
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Alexandria H Sjoboen
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Anders W Erickson
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Winnie Ong
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Victor Gordon
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, Manitoba, Canada
| | | | - Audrey L Mercier
- PSL Research University, Université Paris Sud, Université Paris-Saclay, CNRS UMR 3347, INSERM U1021, Institut Curie, Orsay, France
| | - Mohammad Shokouhian
- Department of Pediatrics and Child Health and Department of Biochemistry and Medical Genetics, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Raúl A Suárez
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Michelle Ly
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie Borlase
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, Manitoba, Canada
| | - David S Scott
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Maria C Vladoiu
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Hamza Farooq
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Olga Sirbu
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Takuma Nakashima
- Division of Brain Tumor Translational Research, National Cancer Center Research Institute, Tokyo, Japan
| | - Shohei Nambu
- Division of Brain Tumor Translational Research, National Cancer Center Research Institute, Tokyo, Japan
| | - Yusuke Funakoshi
- Division of Brain Tumor Translational Research, National Cancer Center Research Institute, Tokyo, Japan
| | - Alec Bahcheli
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - J Javier Diaz-Mejia
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Joseph Golser
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Kathleen Bach
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Tram Phuong-Bao
- Department of Pediatrics and Child Health and Department of Biochemistry and Medical Genetics, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Patryk Skowron
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Evan Y Wang
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Sachin A Kumar
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Polina Balin
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Abhirami Visvanathan
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - John J Y Lee
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Ramy Ayoub
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Xin Chen
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Xiaodi Chen
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Betty Luu
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Pierre Bérubé
- McGill University Genome Centre, McGill University, Montreal, Quebec, Canada
| | - Yu C Wang
- McGill University Genome Centre, McGill University, Montreal, Quebec, Canada
| | - Stefan M Pfister
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology, Immunology and Pulmonology, University Hospital Heidelberg, Heidelberg, Germany
| | - Seung-Ki Kim
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Seoul National University Children's Hospital, Seoul, South Korea
| | - Olivier Delattre
- SIREDO Oncology Center (Pediatric, Adolescent and Young Adults Oncology), Institut Curie, Paris, France
- INSERM U830, Institut Curie, Paris, France
| | - Franck Bourdeaut
- SIREDO Oncology Center (Pediatric, Adolescent and Young Adults Oncology), Institut Curie, Paris, France
- INSERM U830, Institut Curie, Paris, France
| | - François Doz
- SIREDO Oncology Center (Pediatric, Adolescent and Young Adults Oncology), Institut Curie, Paris, France
- Université Paris Cité, Paris, France
| | | | | | - James Loukides
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Peter Dirks
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Division of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Michelle Fèvre-Montange
- INSERM U1028, CNRS UMR5292, Centre de Recherche en Neurosciences, Université de Lyon, Lyon, France
- Centre de Pathologie EST, Groupement Hospitalier EST, Université de Lyon, Bron, France
| | - Anne Jouvet
- Centre de Pathologie EST, Groupement Hospitalier EST, Université de Lyon, Bron, France
| | - Pim J French
- Department of Neurology, Erasmus University Medical Center, Rotterdam, Netherlands
| | - Johan M Kros
- Department of Pathology, Erasmus University Medical Center, Rotterdam, Netherlands
| | - Karel Zitterbart
- Department of Pediatric Oncology, Masaryk University School of Medicine, Brno, Czech Republic
| | - Swneke D Bailey
- Department of Surgery, Division of Thoracic and Upper Gastrointestinal Surgery, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada
| | - Charles G Eberhart
- Departments of Pathology, Ophthalmology and Oncology, John Hopkins University School of Medicine, Baltimore, MD, USA
| | - Amulya A N Rao
- Division of Pediatric Hematology/Oncology, Mayo Clinic, Rochester, MN, USA
| | - Caterina Giannini
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - James M Olson
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Miklós Garami
- 2nd Department of Pediatrics, Semmelweis University, Budapest, Hungary
| | - Peter Hauser
- 2nd Department of Pediatrics, Semmelweis University, Budapest, Hungary
| | - Joanna J Phillips
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA
- Department of Pathology, University of California San Francisco, San Francisco, CA, USA
| | - Young S Ra
- Department of Neurosurgery, University of Ulsan, Asan Medical Center, Seoul, South Korea
| | - Carmen de Torres
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Jaume Mora
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Kay K W Li
- Department of Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Ho-Keung Ng
- Department of Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Wai S Poon
- Department of Surgery, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Ian F Pollack
- Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Enrique López-Aguilar
- Division of Pediatric Hematology/Oncology, Hospital Pediatría Centro Médico Nacional century XXI, Mexico City, Mexico
| | - G Yancey Gillespie
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Timothy E Van Meter
- Pediatrics, Virginia Commonwealthy University, School of Medicine, Richmond, VA, USA
| | - Tomoko Shofuda
- Division of Stem Cell Research, Institute for Clinical Research, Osaka National Hospital, Osaka, Japan
| | - Rajeev Vibhakar
- Department of Pediatrics, University of Colorado Denver, Aurora, CO, USA
| | - Reid C Thompson
- Department of Neurological Surgery, Vanderbilt Medical Center, Nashville, TN, USA
| | - Michael K Cooper
- Department of Neurology, Vanderbilt Medical Center, Nashville, TN, USA
| | - Joshua B Rubin
- Departments of Neuroscience, Washington University School of Medicine in St Louis, St Louis, MO, USA
| | - Toshihiro Kumabe
- Department of Neurosurgery, Kitasato University School of Medicine, Sagamihara, Japan
| | - Shin Jung
- Department of Neurosurgery, Chonnam National University Research Institute of Medical Sciences, Chonnam National University Hwasun Hospital and Medical School, Hwasun-gun, South Korea
| | - Boleslaw Lach
- Department of Pathology and Molecular Medicine, Division of Anatomical Pathology, McMaster University, Hamilton, Ontario, Canada
- Department of Pathology and Laboratory Medicine, Hamilton General Hospital, Hamilton, Ontario, Canada
| | - Achille Iolascon
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche (DMMBM), University of Naples Federico II, Naples, Italy
- CEINGE Biotecnologie Avanzate, Naples, Italy
| | - Veronica Ferrucci
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche (DMMBM), University of Naples Federico II, Naples, Italy
- CEINGE Biotecnologie Avanzate, Naples, Italy
| | - Pasqualino de Antonellis
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche (DMMBM), University of Naples Federico II, Naples, Italy
- CEINGE Biotecnologie Avanzate, Naples, Italy
| | - Massimo Zollo
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche (DMMBM), University of Naples Federico II, Naples, Italy
- CEINGE Biotecnologie Avanzate, Naples, Italy
| | - Giuseppe Cinalli
- Department of Pediatric Neurosurgery, Santobono-Pausilipon Children's Hospital, Naples, Italy
| | - Shenandoah Robinson
- Division of Pediatric Neurosurgery, Case Western Reserve, Cleveland, OH, USA
| | - Duncan S Stearns
- Department of Pediatrics-Hematology and Oncology, Case Western Reserve, Cleveland, OH, USA
| | - Erwin G Van Meir
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute, Atlanta, GA, USA
| | - Paola Porrati
- Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | | | | | - Carlos G Carlotti
- Department of Surgery and Anatomy, Faculty of Medicine of Ribeirão Preto, University of São Paulo, São Paulo, Brazil
| | - Claudia C Faria
- Division of Neurosurgery, Centro Hospitalar Lisboa Norte (CHULN), Hospital de Santa Maria, Lisbon, Portugal
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Martine F Roussel
- Department of Tumor Cell Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Frederick Boop
- Department of Tumor Cell Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jennifer A Chan
- Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta, Canada
| | - Kimberly A Aldinger
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Ferechte Razavi
- Assistance Publique Hôpitaux de Paris, Hôpital Necker-Enfants Malades, Paris, France
| | - Evelina Silvestri
- Surgical Pathology Unit, San Camillo Forlanini Hospital, Rome, Italy
| | - Roger E McLendon
- Department of Pathology, Duke University, Durham, NC, USA
- Department of Neurosurgery, Duke University, Durham, NC, USA
| | - Eric M Thompson
- Department of Neurosurgery, Duke University, Durham, NC, USA
| | - Marc Ansari
- Cansearch Research Platform for Pediatric Oncology and Hematology, Faculty of Medicine, Department of Pediatrics, Gynecology and Obstetrics, University of Geneva, Geneva, Switzerland
- Division of Pediatric Oncology and Hematology, Department of Women, Child and Adolescent, University Geneva Hospitals, Geneva, Switzerland
| | - Maria L Garre
- U.O. Neurochirurgia, Istituto Giannina Gaslini, Genova, Italy
| | - Fernando Chico
- Department of Neurosurgery, Hospital Infantil de Mexico Federico Gomez, Mexico City, Mexico
| | - Pilar Eguía
- Department of Neurosurgery, Hospital Infantil de Mexico Federico Gomez, Mexico City, Mexico
| | - Mario Pérezpeña
- Instituto Nacional De Pediatría de México, Mexico City, Mexico
| | - A Sorana Morrissy
- Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Alberta Children's Hospital Research Institute, Calgary, Alberta, Canada
| | - Florence M G Cavalli
- INSERM U900, Institut Curie, Paris, France
- PSL Research University, Institut Curie, Paris, France
- CBIO-Centre for Computational Biology, PSL Research University, MINES ParisTech, Paris, France
| | - Xiaochong Wu
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Craig Daniels
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | | | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Xi Huang
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Jüri Reimand
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Poul H Sorensen
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Molecular Oncology, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Robert J Wechsler-Reya
- Tumor Initiation and Maintenance Program, NCI-Designated Cancer Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, USA
| | - William A Weiss
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA
- Department of Neurology, University of California San Francisco, San Francisco, CA, USA
- Department of Pediatrics, University of California San Francisco, San Francisco, CA, USA
| | - Trevor J Pugh
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Livia Garzia
- Cancer Research Program, McGill University Health Centre Research Institute, Montreal, Quebec, Canada
| | - Claudia L Kleinman
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Lady Davis Research Institute, Jewish General Hospital, Montreal, Quebec, Canada
| | - Lincoln D Stein
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Adaptive Oncology, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Nada Jabado
- Departments of Pediatrics and Human Genetics, McGill University, Montreal, Quebec, Canada
- The Research Institute of the McGill University Health Center, Montreal, Quebec, Canada
| | - David Malkin
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Division of Haematology/Oncology, Department of Pediatrics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Olivier Ayrault
- PSL Research University, Université Paris Sud, Université Paris-Saclay, CNRS UMR 3347, INSERM U1021, Institut Curie, Orsay, France
| | - Jeffrey A Golden
- Department of Pathology, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - David W Ellison
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Brad Doble
- Department of Pediatrics and Child Health and Department of Biochemistry and Medical Genetics, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Vijay Ramaswamy
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Division of Haematology/Oncology, Department of Pediatrics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Tamra E Werbowetski-Ogilvie
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, Manitoba, Canada
- CancerCare Manitoba Research Institute, Winnipeg, Manitoba, Canada
| | - Hiromichi Suzuki
- Division of Brain Tumor Translational Research, National Cancer Center Research Institute, Tokyo, Japan
| | - Kathleen J Millen
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Michael D Taylor
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada.
- Division of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada.
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Van Egeren D, Kohli K, Warner JL, Bedard PL, Riely G, Lepisto E, Schrag D, LeNoue-Newton M, Catalano P, Kehl KL, Michor F, Fiandalo M, Foti M, Khotskaya Y, Lee J, Peters N, Sweeney S, Abraham J, Brenton JD, Caldas C, Doherty G, Nimmervoll B, Pinilla K, Martin JE, Rueda OM, Sammut SJ, Silva D, Cao K, Heath AP, Li M, Lilly J, MacFarland S, Maris JM, Mason JL, Morgan AM, Resnick A, Welsh M, Zhu Y, Johnson B, Li Y, Sholl L, Beaudoin R, Biswas R, Cerami E, Cushing O, Dand D, Ducar M, Gusev A, Hahn WC, Haigis K, Hassett M, Janeway KA, Jänne P, Jawale A, Johnson J, Kehl KL, Kumari P, Laucks V, Lepisto E, Lindeman N, Lindsay J, Lueders A, Macconaill L, Manam M, Mazor T, Miller D, Newcomb A, Orechia J, Ovalle A, Postle A, Quinn D, Reardon B, Rollins B, Shivdasani P, Tramontano A, Van Allen E, Van Nostrand SC, Bell J, Datto MB, Green M, Hubbard C, McCall SJ, Mettu NB, Strickler JH, Andre F, Besse B, Deloger M, Dogan S, Italiano A, Loriot Y, Ludovic L, Michels S, Scoazec J, Tran-Dien A, Vassal G, Freeman CE, Hsiao SJ, Ingham M, Pang J, Rabadan R, Roman LC, Carvajal R, DuBois R, Arcila ME, Benayed R, Berger MF, Bhuiya M, Brannon AR, Brown S, Chakravarty D, Chu C, de Bruijn I, Galle J, Gao J, Gardos S, Gross B, Kundra R, Kung AL, Ladanyi M, Lavery JA, Li X, Lisman A, Mastrogiacomo B, McCarthy C, Nichols C, Ochoa A, Panageas KS, Philip J, Pillai S, Riely GJ, Rizvi H, Rudolph J, Sawyers CL, Schrag D, Schultz N, Schwartz J, Sheridan R, Solit D, Wang A, Wilson M, Zehir A, Zhang H, Zhao G, Ahmed L, Bedard PL, Bruce JP, Chow H, Cooke S, Del Rossi S, Felicen S, Hakgor S, Jagannathan P, Kamel-Reid S, Krishna G, Leighl N, Lu Z, Nguyen A, Oldfield L, Plagianakos D, Pugh TJ, Rizvi A, Sabatini P, Shah E, Singaravelan N, Siu L, Srivastava G, Stickle N, Stockley T, Tang M, Virtaenen C, Watt S, Yu C, Bernard B, Bifulco C, Cramer JL, Lee S, Piening B, Reynolds S, Slagel J, Tittel P, Urba W, VanCampen J, Weerasinghe R, Acebedo A, Guinney J, Guo X, Hunter-Zinck H, Yu T, Dang K, Anagnostou V, Baras A, Brahmer J, Gocke C, Scharpf RB, Tao J, Velculescu VE, Alexander S, Bailey N, Gold P, Bierkens M, de Graaf J, Hudeček J, Meijer GA, Monkhorst K, Samsom KG, Sanders J, Sonke G, ten Hoeve J, van de Velde T, van den Berg J, Voest E, Steinhardt G, Kadri S, Pankhuri W, Wang P, Segal J, Moung C, Espinosa-Mendez C, Martell HJ, Onodera C, Quintanar Alfaro A, Sweet-Cordero EA, Talevich E, Turski M, Van’t Veer L, Wren A, Aguilar S, Dienstmann R, Mancuso F, Nuciforo P, Tabernero J, Viaplana C, Vivancos A, Anderson I, Chaugai S, Coco J, Fabbri D, Johnson D, Jones L, Li X, Lovly C, Mishra S, Mittendorf K, Wen L, Yang YJ, Ye C, Holt M, LeNoue-Newton ML, Micheel CM, Park BH, Rubinstein SM, Stricker T, Wang L, Warner J, Guan M, Jin G, Liu L, Topaloglu U, Urtis C, Zhang W, D’Eletto M, Hutchison S, Longtine J, Walther Z. Genomic analysis of early-stage lung cancer reveals a role for TP53 mutations in distant metastasis. Sci Rep 2022; 12:19055. [PMID: 36351964 PMCID: PMC9646734 DOI: 10.1038/s41598-022-21448-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 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: 03/11/2022] [Accepted: 09/27/2022] [Indexed: 11/10/2022] Open
Abstract
Patients with non-small cell lung cancer (NSCLC) who have distant metastases have a poor prognosis. To determine which genomic factors of the primary tumor are associated with metastasis, we analyzed data from 759 patients originally diagnosed with stage I-III NSCLC as part of the AACR Project GENIE Biopharma Collaborative consortium. We found that TP53 mutations were significantly associated with the development of new distant metastases. TP53 mutations were also more prevalent in patients with a history of smoking, suggesting that these patients may be at increased risk for distant metastasis. Our results suggest that additional investigation of the optimal management of patients with early-stage NSCLC harboring TP53 mutations at diagnosis is warranted in light of their higher likelihood of developing new distant metastases.
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Affiliation(s)
- Debra Van Egeren
- grid.65499.370000 0001 2106 9910Department of Data Science, Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Systems Biology, Harvard Medical School, Boston, MA USA ,grid.2515.30000 0004 0378 8438Stem Cell Program, Boston Children’s Hospital, Boston, MA USA ,grid.5386.8000000041936877XDepartment of Medicine, Weill Cornell Medicine, New York, NY USA
| | - Khushi Kohli
- grid.65499.370000 0001 2106 9910Department of Data Science, Dana-Farber Cancer Institute, Boston, MA USA
| | - Jeremy L. Warner
- grid.152326.10000 0001 2264 7217Department of Medicine, Vanderbilt University, Nashville, TN USA ,grid.152326.10000 0001 2264 7217Department of Biomedical Informatics, Vanderbilt University, Nashville, TN USA
| | - Philippe L. Bedard
- grid.17063.330000 0001 2157 2938Department of Medicine, University of Toronto, Toronto, ON Canada
| | - Gregory Riely
- grid.51462.340000 0001 2171 9952Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Eva Lepisto
- grid.65499.370000 0001 2106 9910Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA USA ,grid.429426.f0000 0000 9350 5788Present Address: Multiple Myeloma Research Foundation, Norwalk, CT USA
| | - Deborah Schrag
- grid.51462.340000 0001 2171 9952Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY USA
| | - Michele LeNoue-Newton
- grid.412807.80000 0004 1936 9916Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN USA
| | - Paul Catalano
- grid.65499.370000 0001 2106 9910Department of Data Science, Dana-Farber Cancer Institute, Boston, MA USA
| | - Kenneth L. Kehl
- grid.65499.370000 0001 2106 9910Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA USA
| | - Franziska Michor
- grid.65499.370000 0001 2106 9910Department of Data Science, Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XDepartment of Stem Cell and Regenerative Biology, Harvard University, Cambridge, MA USA ,grid.66859.340000 0004 0546 1623Broad Institute of MIT and Harvard, Cambridge, MA USA ,grid.38142.3c000000041936754XDepartment of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA USA ,grid.65499.370000 0001 2106 9910The Center for Cancer Evolution, Dana-Farber Cancer Institute, Boston, MA USA ,grid.38142.3c000000041936754XThe Ludwig Center at Harvard, Boston, MA USA
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Pugh TJ, Bell JL, Bruce JP, Doherty GJ, Galvin M, Green MF, Hunter-Zinck H, Kumari P, Lenoue-Newton ML, Li MM, Lindsay J, Mazor T, Ovalle A, Sammut SJ, Schultz N, Yu TV, Sweeney SM, Bernard B. AACR Project GENIE: 100,000 Cases and Beyond. Cancer Discov 2022; 12:2044-2057. [PMID: 35819403 PMCID: PMC9437568 DOI: 10.1158/2159-8290.cd-21-1547] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [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: 11/22/2021] [Revised: 05/20/2022] [Accepted: 07/07/2022] [Indexed: 01/26/2023]
Abstract
The American Association for Cancer Research (AACR) Project Genomics Evidence Neoplasia Information Exchange (GENIE) is an international pan-cancer registry with the goal to inform cancer research and clinical care worldwide. Founded in late 2015, the milestone GENIE 9.1-public release contains data from >110,000 tumors from >100,000 people treated at 19 cancer centers from the United States, Canada, the United Kingdom, France, the Netherlands, and Spain. Here, we demonstrate the use of these real-world data, harmonized through a centralized data resource, to accurately predict enrollment on genome-guided trials, discover driver alterations in rare tumors, and identify cancer types without actionable mutations that could benefit from comprehensive genomic analysis. The extensible data infrastructure and governance framework support additional deep patient phenotyping through biopharmaceutical collaborations and expansion to include new data types such as cell-free DNA sequencing. AACR Project GENIE continues to serve a global precision medicine knowledge base of increasing impact to inform clinical decision-making and bring together cancer researchers internationally. SIGNIFICANCE AACR Project GENIE has now accrued data from >110,000 tumors, placing it among the largest repository of publicly available, clinically annotated genomic data in the world. GENIE has emerged as a powerful resource to evaluate genome-guided clinical trial design, uncover drivers of cancer subtypes, and inform real-world use of genomic data. This article is highlighted in the In This Issue feature, p. 2007.
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Affiliation(s)
- Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada.,University of Toronto, Toronto, Ontario, Canada.,Corresponding Authors: Trevor J. Pugh, Princess Margaret Cancer Centre, University Health Network, MaRS Centre, 101 College Street, Toronto, Ontario M5G 1L7, Canada. Phone: 416-946-2000; E-mail: ; and Brady Bernard, 4805 NE Glisan Street, Suite 2N35, Portland, OR 97213. Phone: 503-215-6588; E-mail:
| | | | - Jeff P. Bruce
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Gary J. Doherty
- Cancer Research United Kingdom (CRUK) Cambridge Centre, Cambridge, United Kingdom.,Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Matthew Galvin
- Earle A. Chiles Research Institute, Portland, Oregon.,Providence Cancer Institute, Portland, Oregon
| | | | | | - Priti Kumari
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | - Michele L. Lenoue-Newton
- Vanderbilt University Medical Center, Nashville, Tennessee.,Vanderbilt-Ingram Cancer Center, Nashville, Tennessee
| | - Marilyn M. Li
- The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania.,University of Pennsylvania, Perelman School of Medicine, Philadelphia, Pennsylvania
| | | | - Tali Mazor
- Dana-Farber Cancer Institute, Boston, Massachusetts
| | | | - Stephen-John Sammut
- Cancer Research United Kingdom (CRUK) Cambridge Centre, Cambridge, United Kingdom.,Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | | | | | - Shawn M. Sweeney
- American Association for Cancer Research, Philadelphia, Pennsylvania
| | - Brady Bernard
- Earle A. Chiles Research Institute, Portland, Oregon.,Providence Cancer Institute, Portland, Oregon.,Corresponding Authors: Trevor J. Pugh, Princess Margaret Cancer Centre, University Health Network, MaRS Centre, 101 College Street, Toronto, Ontario M5G 1L7, Canada. Phone: 416-946-2000; E-mail: ; and Brady Bernard, 4805 NE Glisan Street, Suite 2N35, Portland, OR 97213. Phone: 503-215-6588; E-mail:
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39
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Hendrikse LD, Haldipur P, Saulnier O, Millman J, Sjoboen AH, Erickson AW, Ong W, Gordon V, Coudière-Morrison L, Mercier AL, Shokouhian M, Suárez RA, Ly M, Borlase S, Scott DS, Vladoiu MC, Farooq H, Sirbu O, Nakashima T, Nambu S, Funakoshi Y, Bahcheli A, Diaz-Mejia JJ, Golser J, Bach K, Phuong-Bao T, Skowron P, Wang EY, Kumar SA, Balin P, Visvanathan A, Lee JJY, Ayoub R, Chen X, Chen X, Mungall KL, Luu B, Bérubé P, Wang YC, Pfister SM, Kim SK, Delattre O, Bourdeaut F, Doz F, Masliah-Planchon J, Grajkowska WA, Loukides J, Dirks P, Fèvre-Montange M, Jouvet A, French PJ, Kros JM, Zitterbart K, Bailey SD, Eberhart CG, Rao AAN, Giannini C, Olson JM, Garami M, Hauser P, Phillips JJ, Ra YS, de Torres C, Mora J, Li KKW, Ng HK, Poon WS, Pollack IF, López-Aguilar E, Gillespie GY, Van Meter TE, Shofuda T, Vibhakar R, Thompson RC, Cooper MK, Rubin JB, Kumabe T, Jung S, Lach B, Iolascon A, Ferrucci V, de Antonellis P, Zollo M, Cinalli G, Robinson S, Stearns DS, Van Meir EG, Porrati P, Finocchiaro G, Massimino M, Carlotti CG, Faria CC, Roussel MF, Boop F, Chan JA, Aldinger KA, Razavi F, Silvestri E, McLendon RE, Thompson EM, Ansari M, Garre ML, Chico F, Eguía P, Pérezpeña M, Morrissy AS, Cavalli FMG, Wu X, Daniels C, Rich JN, Jones SJM, Moore RA, Marra MA, Huang X, Reimand J, Sorensen PH, Wechsler-Reya RJ, Weiss WA, Pugh TJ, Garzia L, Kleinman CL, Stein LD, Jabado N, Malkin D, Ayrault O, Golden JA, Ellison DW, Doble B, Ramaswamy V, Werbowetski-Ogilvie TE, Suzuki H, Millen KJ, Taylor MD. Failure of human rhombic lip differentiation underlies medulloblastoma formation. Nature 2022; 609:1021-1028. [PMID: 36131014 PMCID: PMC10026724 DOI: 10.1038/s41586-022-05215-w] [Citation(s) in RCA: 41] [Impact Index Per Article: 20.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 08/09/2022] [Indexed: 02/08/2023]
Abstract
Medulloblastoma (MB) comprises a group of heterogeneous paediatric embryonal neoplasms of the hindbrain with strong links to early development of the hindbrain1-4. Mutations that activate Sonic hedgehog signalling lead to Sonic hedgehog MB in the upper rhombic lip (RL) granule cell lineage5-8. By contrast, mutations that activate WNT signalling lead to WNT MB in the lower RL9,10. However, little is known about the more commonly occurring group 4 (G4) MB, which is thought to arise in the unipolar brush cell lineage3,4. Here we demonstrate that somatic mutations that cause G4 MB converge on the core binding factor alpha (CBFA) complex and mutually exclusive alterations that affect CBFA2T2, CBFA2T3, PRDM6, UTX and OTX2. CBFA2T2 is expressed early in the progenitor cells of the cerebellar RL subventricular zone in Homo sapiens, and G4 MB transcriptionally resembles these progenitors but are stalled in developmental time. Knockdown of OTX2 in model systems relieves this differentiation blockade, which allows MB cells to spontaneously proceed along normal developmental differentiation trajectories. The specific nature of the split human RL, which is destined to generate most of the neurons in the human brain, and its high level of susceptible EOMES+KI67+ unipolar brush cell progenitor cells probably predisposes our species to the development of G4 MB.
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Affiliation(s)
- Liam D Hendrikse
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Parthiv Haldipur
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Olivier Saulnier
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jake Millman
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Alexandria H Sjoboen
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Anders W Erickson
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Winnie Ong
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Victor Gordon
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, Manitoba, Canada
| | | | - Audrey L Mercier
- PSL Research University, Université Paris Sud, Université Paris-Saclay, CNRS UMR 3347, INSERM U1021, Institut Curie, Orsay, France
| | - Mohammad Shokouhian
- Department of Pediatrics and Child Health and Department of Biochemistry and Medical Genetics, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Raúl A Suárez
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Michelle Ly
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie Borlase
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, Manitoba, Canada
| | - David S Scott
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Maria C Vladoiu
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Hamza Farooq
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Olga Sirbu
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Takuma Nakashima
- Division of Brain Tumor Translational Research, National Cancer Center Research Institute, Tokyo, Japan
| | - Shohei Nambu
- Division of Brain Tumor Translational Research, National Cancer Center Research Institute, Tokyo, Japan
| | - Yusuke Funakoshi
- Division of Brain Tumor Translational Research, National Cancer Center Research Institute, Tokyo, Japan
| | - Alec Bahcheli
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - J Javier Diaz-Mejia
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Joseph Golser
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Kathleen Bach
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Tram Phuong-Bao
- Department of Pediatrics and Child Health and Department of Biochemistry and Medical Genetics, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Patryk Skowron
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Evan Y Wang
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Sachin A Kumar
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Polina Balin
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Abhirami Visvanathan
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - John J Y Lee
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Ramy Ayoub
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Xin Chen
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Xiaodi Chen
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Betty Luu
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Pierre Bérubé
- McGill University Genome Centre, McGill University, Montreal, Quebec, Canada
| | - Yu C Wang
- McGill University Genome Centre, McGill University, Montreal, Quebec, Canada
| | - Stefan M Pfister
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Pediatric Oncology, Hematology, Immunology and Pulmonology, University Hospital Heidelberg, Heidelberg, Germany
| | - Seung-Ki Kim
- Department of Neurosurgery, Division of Pediatric Neurosurgery, Seoul National University Children's Hospital, Seoul, South Korea
| | - Olivier Delattre
- SIREDO Oncology Center (Pediatric, Adolescent and Young Adults Oncology), Institut Curie, Paris, France
- INSERM U830, Institut Curie, Paris, France
| | - Franck Bourdeaut
- SIREDO Oncology Center (Pediatric, Adolescent and Young Adults Oncology), Institut Curie, Paris, France
- INSERM U830, Institut Curie, Paris, France
| | - François Doz
- SIREDO Oncology Center (Pediatric, Adolescent and Young Adults Oncology), Institut Curie, Paris, France
- Université Paris Cité, Paris, France
| | | | | | - James Loukides
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Peter Dirks
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Division of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Michelle Fèvre-Montange
- INSERM U1028, CNRS UMR5292, Centre de Recherche en Neurosciences, Université de Lyon, Lyon, France
- Centre de Pathologie EST, Groupement Hospitalier EST, Université de Lyon, Bron, France
| | - Anne Jouvet
- Centre de Pathologie EST, Groupement Hospitalier EST, Université de Lyon, Bron, France
| | - Pim J French
- Department of Neurology, Erasmus University Medical Center, Rotterdam, Netherlands
| | - Johan M Kros
- Department of Pathology, Erasmus University Medical Center, Rotterdam, Netherlands
| | - Karel Zitterbart
- Department of Pediatric Oncology, Masaryk University School of Medicine, Brno, Czech Republic
| | - Swneke D Bailey
- Department of Surgery, Division of Thoracic and Upper Gastrointestinal Surgery, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, Quebec, Canada
| | - Charles G Eberhart
- Departments of Pathology, Ophthalmology and Oncology, John Hopkins University School of Medicine, Baltimore, MD, USA
| | - Amulya A N Rao
- Division of Pediatric Hematology/Oncology, Mayo Clinic, Rochester, MN, USA
| | - Caterina Giannini
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, USA
| | - James M Olson
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Miklós Garami
- 2nd Department of Pediatrics, Semmelweis University, Budapest, Hungary
| | - Peter Hauser
- 2nd Department of Pediatrics, Semmelweis University, Budapest, Hungary
| | - Joanna J Phillips
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA
- Department of Pathology, University of California San Francisco, San Francisco, CA, USA
| | - Young S Ra
- Department of Neurosurgery, University of Ulsan, Asan Medical Center, Seoul, South Korea
| | - Carmen de Torres
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Jaume Mora
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Esplugues de Llobregat, Barcelona, Spain
| | - Kay K W Li
- Department of Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Ho-Keung Ng
- Department of Anatomical and Cellular Pathology, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Wai S Poon
- Department of Surgery, The Chinese University of Hong Kong, Shatin, Hong Kong
| | - Ian F Pollack
- Department of Neurological Surgery, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Enrique López-Aguilar
- Division of Pediatric Hematology/Oncology, Hospital Pediatría Centro Médico Nacional century XXI, Mexico City, Mexico
| | - G Yancey Gillespie
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Timothy E Van Meter
- Pediatrics, Virginia Commonwealthy University, School of Medicine, Richmond, VA, USA
| | - Tomoko Shofuda
- Division of Stem Cell Research, Institute for Clinical Research, Osaka National Hospital, Osaka, Japan
| | - Rajeev Vibhakar
- Department of Pediatrics, University of Colorado Denver, Aurora, CO, USA
| | - Reid C Thompson
- Department of Neurological Surgery, Vanderbilt Medical Center, Nashville, TN, USA
| | - Michael K Cooper
- Department of Neurology, Vanderbilt Medical Center, Nashville, TN, USA
| | - Joshua B Rubin
- Departments of Neuroscience, Washington University School of Medicine in St Louis, St Louis, MO, USA
| | - Toshihiro Kumabe
- Department of Neurosurgery, Kitasato University School of Medicine, Sagamihara, Japan
| | - Shin Jung
- Department of Neurosurgery, Chonnam National University Research Institute of Medical Sciences, Chonnam National University Hwasun Hospital and Medical School, Hwasun-gun, South Korea
| | - Boleslaw Lach
- Department of Pathology and Molecular Medicine, Division of Anatomical Pathology, McMaster University, Hamilton, Ontario, Canada
- Department of Pathology and Laboratory Medicine, Hamilton General Hospital, Hamilton, Ontario, Canada
| | - Achille Iolascon
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche (DMMBM), University of Naples Federico II, Naples, Italy
- CEINGE Biotecnologie Avanzate, Naples, Italy
| | - Veronica Ferrucci
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche (DMMBM), University of Naples Federico II, Naples, Italy
- CEINGE Biotecnologie Avanzate, Naples, Italy
| | - Pasqualino de Antonellis
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche (DMMBM), University of Naples Federico II, Naples, Italy
- CEINGE Biotecnologie Avanzate, Naples, Italy
| | - Massimo Zollo
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche (DMMBM), University of Naples Federico II, Naples, Italy
- CEINGE Biotecnologie Avanzate, Naples, Italy
| | - Giuseppe Cinalli
- Department of Pediatric Neurosurgery, Santobono-Pausilipon Children's Hospital, Naples, Italy
| | - Shenandoah Robinson
- Division of Pediatric Neurosurgery, Case Western Reserve, Cleveland, OH, USA
| | - Duncan S Stearns
- Department of Pediatrics-Hematology and Oncology, Case Western Reserve, Cleveland, OH, USA
| | - Erwin G Van Meir
- Department of Hematology and Medical Oncology, Emory University School of Medicine and Winship Cancer Institute, Atlanta, GA, USA
| | - Paola Porrati
- Fondazione IRCCS Istituto Nazionale Tumori, Milan, Italy
| | | | | | - Carlos G Carlotti
- Department of Surgery and Anatomy, Faculty of Medicine of Ribeirão Preto, University of São Paulo, São Paulo, Brazil
| | - Claudia C Faria
- Division of Neurosurgery, Centro Hospitalar Lisboa Norte (CHULN), Hospital de Santa Maria, Lisbon, Portugal
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Martine F Roussel
- Department of Tumor Cell Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Frederick Boop
- Department of Tumor Cell Biology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jennifer A Chan
- Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta, Canada
| | - Kimberly A Aldinger
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
- Brotman Baty Institute for Precision Medicine, Seattle, WA, USA
| | - Ferechte Razavi
- Assistance Publique Hôpitaux de Paris, Hôpital Necker-Enfants Malades, Paris, France
| | - Evelina Silvestri
- Surgical Pathology Unit, San Camillo Forlanini Hospital, Rome, Italy
| | - Roger E McLendon
- Department of Pathology, Duke University, Durham, NC, USA
- Department of Neurosurgery, Duke University, Durham, NC, USA
| | - Eric M Thompson
- Department of Neurosurgery, Duke University, Durham, NC, USA
| | - Marc Ansari
- Cansearch Research Platform for Pediatric Oncology and Hematology, Faculty of Medicine, Department of Pediatrics, Gynecology and Obstetrics, University of Geneva, Geneva, Switzerland
- Division of Pediatric Oncology and Hematology, Department of Women, Child and Adolescent, University Geneva Hospitals, Geneva, Switzerland
| | - Maria L Garre
- U.O. Neurochirurgia, Istituto Giannina Gaslini, Genova, Italy
| | - Fernando Chico
- Department of Neurosurgery, Hospital Infantil de Mexico Federico Gomez, Mexico City, Mexico
| | - Pilar Eguía
- Department of Neurosurgery, Hospital Infantil de Mexico Federico Gomez, Mexico City, Mexico
| | - Mario Pérezpeña
- Instituto Nacional De Pediatría de México, Mexico City, Mexico
| | - A Sorana Morrissy
- Charbonneau Cancer Institute, University of Calgary, Calgary, Alberta, Canada
- Department of Biochemistry and Molecular Biology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Alberta Children's Hospital Research Institute, Calgary, Alberta, Canada
| | - Florence M G Cavalli
- INSERM U900, Institut Curie, Paris, France
- PSL Research University, Institut Curie, Paris, France
- CBIO-Centre for Computational Biology, PSL Research University, MINES ParisTech, Paris, France
| | - Xiaochong Wu
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Craig Daniels
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | | | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Xi Huang
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Jüri Reimand
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Poul H Sorensen
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Molecular Oncology, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Robert J Wechsler-Reya
- Tumor Initiation and Maintenance Program, NCI-Designated Cancer Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, USA
| | - William A Weiss
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA
- Department of Neurology, University of California San Francisco, San Francisco, CA, USA
- Department of Pediatrics, University of California San Francisco, San Francisco, CA, USA
| | - Trevor J Pugh
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Livia Garzia
- Cancer Research Program, McGill University Health Centre Research Institute, Montreal, Quebec, Canada
| | - Claudia L Kleinman
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Lady Davis Research Institute, Jewish General Hospital, Montreal, Quebec, Canada
| | - Lincoln D Stein
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Adaptive Oncology, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Nada Jabado
- Departments of Pediatrics and Human Genetics, McGill University, Montreal, Quebec, Canada
- The Research Institute of the McGill University Health Center, Montreal, Quebec, Canada
| | - David Malkin
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Division of Haematology/Oncology, Department of Pediatrics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Olivier Ayrault
- PSL Research University, Université Paris Sud, Université Paris-Saclay, CNRS UMR 3347, INSERM U1021, Institut Curie, Orsay, France
| | - Jeffrey A Golden
- Department of Pathology, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - David W Ellison
- Department of Pathology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Brad Doble
- Department of Pediatrics and Child Health and Department of Biochemistry and Medical Genetics, Rady Faculty of Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Vijay Ramaswamy
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Division of Haematology/Oncology, Department of Pediatrics, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Tamra E Werbowetski-Ogilvie
- Department of Biochemistry and Medical Genetics, University of Manitoba, Winnipeg, Manitoba, Canada
- CancerCare Manitoba Research Institute, Winnipeg, Manitoba, Canada
| | - Hiromichi Suzuki
- Division of Brain Tumor Translational Research, National Cancer Center Research Institute, Tokyo, Japan
| | - Kathleen J Millen
- Center for Integrative Brain Research, Seattle Children's Research Institute, Seattle, WA, USA
| | - Michael D Taylor
- The Arthur and Sonia Labatt Brain Tumor Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada.
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada.
- Division of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada.
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40
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Hamed AA, Kunz DJ, El-Hamamy I, Trinh QM, Subedar OD, Richards LM, Foltz W, Bullivant G, Ware M, Vladoiu MC, Zhang J, Raj AM, Pugh TJ, Taylor MD, Teichmann SA, Stein LD, Simons BD, Dirks PB. A brain precursor atlas reveals the acquisition of developmental-like states in adult cerebral tumours. Nat Commun 2022; 13:4178. [PMID: 35853870 PMCID: PMC9296666 DOI: 10.1038/s41467-022-31408-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Accepted: 06/16/2022] [Indexed: 01/01/2023] Open
Abstract
Human cerebral cancers are known to contain cell types resembling the varying stages of neural development. However, the basis of this association remains unclear. Here, we map the development of mouse cerebrum across the developmental time-course, from embryonic day 12.5 to postnatal day 365, performing single-cell transcriptomics on >100,000 cells. By comparing this reference atlas to single-cell data from >100 glial tumours of the adult and paediatric human cerebrum, we find that tumour cells have an expression signature that overlaps with temporally restricted, embryonic radial glial precursors (RGPs) and their immediate sublineages. Further, we demonstrate that prenatal transformation of RGPs in a genetic mouse model gives rise to adult cerebral tumours that show an embryonic/juvenile RGP identity. Together, these findings implicate the acquisition of embryonic-like states in the genesis of adult glioma, providing insight into the origins of human glioma, and identifying specific developmental cell types for therapeutic targeting.
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Affiliation(s)
- Akram A Hamed
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Daniel J Kunz
- The Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Tennis Court Road, Cambridge, UK
- Cavendish Laboratory, Department of Physics, JJ Thomson Avenue, Cambridge, UK
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Ibrahim El-Hamamy
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Quang M Trinh
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Omar D Subedar
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada
| | - Laura M Richards
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Warren Foltz
- STTARR Innovation Centre, Department of Radiation Oncology, University Health Network, Toronto, ON, Canada
| | - Garrett Bullivant
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Matthaeus Ware
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Maria C Vladoiu
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
| | - Jiao Zhang
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Antony M Raj
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Trevor J Pugh
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Michael D Taylor
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada
- Division of Neurosurgery, University of Toronto, Toronto, ON, Canada
- Department of Surgery and Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Sarah A Teichmann
- Cavendish Laboratory, Department of Physics, JJ Thomson Avenue, Cambridge, UK
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK
| | - Lincoln D Stein
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.
- Ontario Institute for Cancer Research, Toronto, ON, Canada.
| | - Benjamin D Simons
- Cavendish Laboratory, Department of Physics, JJ Thomson Avenue, Cambridge, UK.
- Department of Applied Mathematics and Theoretical Physics, Centre for Mathematical Sciences, Wilberforce Road, Cambridge, UK.
- Wellcome Trust-Medical Research Council Stem Cell Institute, University of Cambridge, Cambridge, UK.
| | - Peter B Dirks
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.
- Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON, Canada.
- Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada.
- Division of Neurosurgery, University of Toronto, Toronto, ON, Canada.
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41
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Boukhaled GM, Gadalla R, Elsaesser HJ, Abd-Rabbo D, Quevedo R, Yang SYC, Guo M, Wang BX, Noamani B, Gray D, Lau SCM, Taylor K, Aung K, Spreafico A, Hansen AR, Saibil SD, Hirano N, Guidos C, Pugh TJ, McGaha TL, Ohashi PS, Sacher AG, Butler MO, Brooks DG. Pre-encoded responsiveness to type I interferon in the peripheral immune system defines outcome of PD1 blockade therapy. Nat Immunol 2022; 23:1273-1283. [PMID: 35835962 DOI: 10.1038/s41590-022-01262-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Accepted: 06/09/2022] [Indexed: 12/14/2022]
Abstract
Type I interferons (IFN-Is) are central regulators of anti-tumor immunity and responses to immunotherapy, but they also drive the feedback inhibition underlying therapeutic resistance. In the present study, we developed a mass cytometry approach to quantify IFN-I-stimulated protein expression across immune cells and used multi-omics to uncover pre-therapy cellular states encoding responsiveness to inflammation. Analyzing peripheral blood cells from multiple cancer types revealed that differential responsiveness to IFN-Is before anti-programmed cell death protein 1 (PD1) treatment was highly predictive of long-term survival after therapy. Unexpectedly, IFN-I hyporesponsiveness efficiently predicted long-term survival, whereas high responsiveness to IFN-I was strongly associated with treatment failure and diminished survival time. Peripheral IFN-I responsive states were not associated with tumor inflammation, identifying a disconnect between systemic immune potential and 'cold' or 'hot' tumor states. Mechanistically, IFN-I responsiveness was epigenetically imprinted before therapy, poising cells for differential inflammatory responses and dysfunctional T cell effector programs. Thus, we identify physiological cell states with clinical importance that can predict success and long-term survival of PD1-blocking immunotherapy.
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Affiliation(s)
- Giselle M Boukhaled
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.
| | - Ramy Gadalla
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Heidi J Elsaesser
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Diala Abd-Rabbo
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Rene Quevedo
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - S Y Cindy Yang
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Mengdi Guo
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.,Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Ben X Wang
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Babak Noamani
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Diana Gray
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Sally C M Lau
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Center, University Health Network, University of Toronto, Toronto, Ontario, Canada.,Department of Medical Oncology, Perlmutter Cancer Center, NYU Langone Health, NYU Grossman School of Medicine, New York, NY, USA
| | - Kirsty Taylor
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Center, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Kyaw Aung
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Anna Spreafico
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Center, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Aaron R Hansen
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Center, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Samuel D Saibil
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - Naoto Hirano
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.,Division of Medical Oncology and Hematology, Princess Margaret Cancer Center, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Cynthia Guidos
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada.,Program in Developmental and Stem Cell Biology, Hospital for Sick Children Research Institute, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Tracy L McGaha
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.,Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Pamela S Ohashi
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.,Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Adrian G Sacher
- Department of Immunology, University of Toronto, Toronto, Ontario, Canada.,Division of Medical Oncology and Hematology, Princess Margaret Cancer Center, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Marcus O Butler
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada
| | - David G Brooks
- Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada. .,Department of Immunology, University of Toronto, Toronto, Ontario, Canada.
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Yang SYC, Pugh TJ, Oza AM. Double Trouble: Whole-Genome Doubling Distinguishes Early from Late Ovarian Cancer. Clin Cancer Res 2022; 28:2730-2732. [PMID: 35476137 PMCID: PMC9306310 DOI: 10.1158/1078-0432.ccr-22-0336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 04/14/2022] [Accepted: 04/14/2022] [Indexed: 01/07/2023]
Abstract
Dramatic differences in outcome between early- and late-stage high-grade serous ovarian cancer (HGSC) suggest perhaps distinct genetic origins due to differences in exposures to mutational processes. Evidence to support this hypothesis was recently reported by comparative analysis of copy-number signatures between early- and late-stage HGSCs. See related article by Cheng et al., p. 2911.
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Affiliation(s)
- Shih Yu Cindy Yang
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Trevor J. Pugh
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Department of Genomics, Ontario Institute for Cancer Research, Toronto, Ontario, Canada.,Corresponding Authors: Trevor J. Pugh, Princess Margaret Cancer Centre, University Health Network, University of Toronto, 610 University Avenue, Toronto, Ontario MG5 2M9, Canada. E-mail: ; and Amit M. Oza,
| | - Amit M. Oza
- Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada.,Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada.,Department of Medicine, University of Toronto, Toronto, Ontario, Canada.,Corresponding Authors: Trevor J. Pugh, Princess Margaret Cancer Centre, University Health Network, University of Toronto, 610 University Avenue, Toronto, Ontario MG5 2M9, Canada. E-mail: ; and Amit M. Oza,
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Gao J, Mazor T, de Bruijn I, Abeshouse A, Baiceanu D, Erkoc Z, Lara EG, Gross B, Higgins DM, Jagannathan PK, Kumari P, Kundra R, Li X, Lindsay J, Lisman A, Madala D, Madupuri R, Ochoa A, Plantalech O, Rodenburg S, Satravada BA, Sheridan R, Sikina L, Singh J, Sumer SO, Sun Y, van Nierop P, Wang A, Wilson M, Zhang H, Zhao G, van Hagen S, van Bochove K, Dogrusoz U, Heath A, Resnick A, Pugh TJ, Sander C, Cerami E, Schultz N. Abstract 1155: cBioPortal for cancer genomics. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-1155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
cBioPortal for Cancer Genomics is an open-source platform for interactive, exploratory analysis of large-scale cancer genomics data sets. cBioPortal provides a user-friendly interface that integrates genomic and clinical data, and provides a suite of visualizations and analyses, including OncoPrints, mutation “lollipop” plots, variant interpretation, group comparison, survival analysis, expression correlation analysis, alteration enrichment analysis, cohort and patient-level visualization. cBioPortal also integrates external tools including CIViC, Cancer Digital Slide Archive, Next-Generation Clustered Heat Map, IGV and Bioconductor to facilitate interpretation.
The public site (https://www.cbioportal.org) is accessed by ~35,000 unique visitors each month and hosts data from >325 studies spanning individual labs and large consortia. In addition, >67 instances of cBioPortal are installed at academic institutions and pharmaceutical/biotechnology companies worldwide. In 2021 we added data from 32 studies, totaling >24,000 samples, to the public site. All data is also available in the cBioPortal Datahub: https://github.com/cBioPortal/datahub/.
We also host a dedicated instance for AACR Project GENIE, enabling access to the GENIE cohort of >135,000 clinically sequenced samples from 19 institutions (https://genie.cbioportal.org). In addition, the GENIE Biopharma Collaborative (BPC) enables the collection of comprehensive clinical annotations, including response, outcome, and treatment histories. The first BPC release contains data from >1,800 non-small cell lung cancer samples and will be released in early 2022.
The growing GENIE cohort and the BPC clinical data have driven a number of recent developments, including performance improvements (the load time for the GENIE cohort was reduced from minutes to seconds). To leverage the BPC clinical data, we enabled sample selection based on treatment status, extended support for outcome analysis, and enhanced the patient timeline representation to incorporate response data.
Additional development work has focused on improvements to variant interpretation, enhancements to the Mutations tab, and support for novel molecular assays via the ‘generic assay’ data type. Documentation on these new features and many others is available at https://www.cbioportal.org/news.
cBioPortal is fully open source (https://github.com/cBioPortal/) under a GNU Affero GPL license. Development is a collaborative effort among groups at Memorial Sloan Kettering Cancer Center, Dana-Farber Cancer Institute, Children’s Hospital of Philadelphia, Princess Margaret Cancer Centre, Bilkent University and The Hyve. We welcome open source contributions from others in the cancer research community.
Citation Format: Jianjiong Gao, Tali Mazor, Ino de Bruijn, Adam Abeshouse, Diana Baiceanu, Ziya Erkoc, Elena Garcia Lara, Benjamin Gross, David M. Higgins, Prasanna K. Jagannathan, Priti Kumari, Ritika Kundra, Xiang Li, James Lindsay, Aaron Lisman, Divya Madala, Ramyasree Madupuri, Angelica Ochoa, Oleguer Plantalech, Sander Rodenburg, Baby A. Satravada, Robert Sheridan, Lucas Sikina, Jessica Singh, S. Onur Sumer, Yichao Sun, Pim van Nierop, Avery Wang, Manda Wilson, Hongxin Zhang, Gaofei Zhao, Sjoerd van Hagen, Kees van Bochove, Ugur Dogrusoz, Allison Heath, Adam Resnick, Trevor J. Pugh, Chris Sander, Ethan Cerami, Nikolaus Schultz. cBioPortal for cancer genomics [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 1155.
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Affiliation(s)
- Jianjiong Gao
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Tali Mazor
- 2Dana-Farber Cancer Institute, Boston, MA
| | - Ino de Bruijn
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | | | | | | | | | - Ritika Kundra
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Xiang Li
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Aaron Lisman
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Divya Madala
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | | | | | | | | | | | - S. Onur Sumer
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yichao Sun
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Avery Wang
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Manda Wilson
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Hongxin Zhang
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | - Gaofei Zhao
- 1Memorial Sloan Kettering Cancer Center, New York, NY
| | | | | | | | - Allison Heath
- 5Children's Hospital of Philadelphia, Philadelphia, PA
| | - Adam Resnick
- 5Children's Hospital of Philadelphia, Philadelphia, PA
| | - Trevor J. Pugh
- 6Princess Margaret Cancer Centre, Toronto, Ontario, Canada
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Nabbi A, Beck P, Delaidelli A, Oldridge DA, Sudhaman S, Zhu K, Yang SYC, Mulder DT, Bruce JP, Paulson JN, Raman P, Zhu Y, Silll M, Brabetz S, Lambo S, Johann PD, Resnick AC, Sorensen PH, Malkin D, Kool M, Jones DTW, Pfister SM, Jäger N, Pugh TJ. IMMU-04. Transcriptional analysis reveals distinct microenvironmental subgroups across pediatric nervous system tumors. Neuro Oncol 2022. [PMCID: PMC9164869 DOI: 10.1093/neuonc/noac079.297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
INTRODUCTION: Recent clinical trials of immune checkpoint inhibitors indicated 5-11% response rate in pediatric patients depending on cancer type and expression of target proteins. Currently, a systematic analysis characterizing the immune microenvironment of childhood tumors is lacking. The main objective of this study is to uncover the features of immune microenvironment in pediatric nervous system tumors (pedNST). METHODS: We compiled transcriptomes of 925 tumors from three initiatives, Therapeutically Applicable Research To Generate Effective Treatments (TARGET, n = 149), International Cancer Genome Consortium (ICGC, n = 195) and Children Brain Tumor Tissue Network (CBTN, n = 581). We analyzed the performance of immune deconvolution tools and used publicly available datasets to define immune genesets. We conducted a consensus analysis to assign genes to cell-types and identify immunological groups. RESULTS: We found wide variability in immune infiltration across and within cancer types ranging from cold tumors such as medulloblastoma (2.7% infiltrate) to infiltrated entities such as neurofibroma (22.6%). Consensus clustering revealed four distinct immune clusters. The pediatric inflamed group (10%) included MYCN non-amplified neuroblastoma and ATRT. The myeloid-predominant group (30%) showed decreased infiltration of lymphoid cells but enrichment of myeloid cell genesets. The pediatric-cold group (42%) harbored no enrichment of immune genesets and included 72% of ependymomas and 65% of medulloblastomas. The immune excluded group (18%) showed depletion of immune cell-types and included sonic-hedgehog medulloblastoma. 71% of pedNST belonged to the lymphocyte depleted or immunologically quiet clusters, indicating the cold immune microenvironment in pedNST compared to adult cancers. CONCLUSION: We report characteristics of the immune microenvironment in pedNST. We found an overall cold microenvironment with low lymphocyte infiltration in this population compared to common adult cancers. We identified ~10% of tumors harboring a relatively inflamed microenvironment. Our data uncover characteristics of immune infiltration in pediatric tumors with potential implications to guide therapy.
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Affiliation(s)
- Arash Nabbi
- Princess Margaret Cancer Centre, University Health Network , Toronto, ON , Canada
| | - Pengbo Beck
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
| | - Alberto Delaidelli
- Department of Molecular Oncology, British Columbia Cancer Agency , Vancouver, BC , Canada
| | - Derek A Oldridge
- Department of Pathology and Laboratory Medicine, Children’s Hospital of Philadelphia , Philadelphia, PA , USA
- Department of Systems Pharmacology and Translational Therapeutics, University of Pennsylvania , Philadelphia, PA , USA
| | | | - Kelsey Zhu
- Princess Margaret Cancer Centre, University Health Network , Toronto, ON , Canada
| | - S Y Cindy Yang
- Princess Margaret Cancer Centre, University Health Network , Toronto, ON , Canada
| | - David T Mulder
- Princess Margaret Cancer Centre, University Health Network , Toronto, ON , Canada
| | - Jeffrey P Bruce
- Princess Margaret Cancer Centre, University Health Network , Toronto, ON , Canada
| | - Joseph N Paulson
- Department of Biostatistics, Genentech Inc, San Francisco , CA , USA
| | - Pichai Raman
- Department of Biomedical and Health Informatics and Center for Data-Driven Discovery in Biomedicine, Children’s Hospital of Philadelphia , Philadelphia, PA , USA
| | - Yuankun Zhu
- Department of Biomedical and Health Informatics and Center for Data-Driven Discovery in Biomedicine, Children’s Hospital of Philadelphia , Philadelphia, PA , USA
| | - Martin Silll
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
| | - Sebastian Brabetz
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
| | - Sander Lambo
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
| | - Pascal D Johann
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
| | - Adam C Resnick
- Department of Biomedical and Health Informatics and Center for Data-Driven Discovery in Biomedicine, Children’s Hospital of Philadelphia , Philadelphia, PA , USA
| | - Poul H Sorensen
- Department of Molecular Oncology, British Columbia Cancer Agency , Vancouver, BC , Canada
| | - David Malkin
- The Hospital for Sick Children , Toronto, ON , Canada
| | - Marcel Kool
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
- Máxima Center for pediatric oncology , Utrecht , Netherlands
| | - David T W Jones
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
| | - Stefan M Pfister
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
| | - Natalie Jäger
- Hopp Children’s Cancer Center Heidelberg (KiTZ), German Cancer Research Center (DKFZ) and Heidelberg University Hospital , Heidelberg , Germany
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network , Toronto, ON , Canada
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45
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Abstract
SUMMARY Li and colleagues present REFLECT, a computational approach to precision oncology that nominates effective drug combinations by utilizing a diverse compendium of publicly available preclinical and clinical genomic, transcriptomic, and proteomic data. The preliminary validation of the REFLECT system in preclinical and clinical trial settings showcases potential for clinical implementation, although challenges remain. See related article by Li et al., p. 1542 (4).
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Affiliation(s)
- Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Benjamin Haibe-Kains
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Department of Computer Science, University of Toronto, Toronto, Ontario, Canada
- Vector Institute for Artificial Intelligence, Toronto, Ontario
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46
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Spiliopoulou P, Yang SC, Bruce JP, Wang BX, Berman HK, Pugh TJ, Siu LL. All is not lost: learning from 9p21 loss in cancer. Trends Immunol 2022; 43:379-390. [DOI: 10.1016/j.it.2022.03.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 03/04/2022] [Accepted: 03/04/2022] [Indexed: 12/11/2022]
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Hezaveh K, Shinde RS, Klötgen A, Halaby MJ, Lamorte S, Ciudad MT, Quevedo R, Neufeld L, Liu ZQ, Jin R, Grünwald BT, Foerster EG, Chaharlangi D, Guo M, Makhijani P, Zhang X, Pugh TJ, Pinto DM, Co IL, McGuigan AP, Jang GH, Khokha R, Ohashi PS, O’Kane GM, Gallinger S, Navarre WW, Maughan H, Philpott DJ, Brooks DG, McGaha TL. Tryptophan-derived microbial metabolites activate the aryl hydrocarbon receptor in tumor-associated macrophages to suppress anti-tumor immunity. Immunity 2022; 55:324-340.e8. [PMID: 35139353 PMCID: PMC8888129 DOI: 10.1016/j.immuni.2022.01.006] [Citation(s) in RCA: 179] [Impact Index Per Article: 89.5] [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: 04/05/2021] [Revised: 10/19/2021] [Accepted: 01/07/2022] [Indexed: 12/13/2022]
Abstract
The aryl hydrocarbon receptor (AhR) is a sensor of products of tryptophan metabolism and a potent modulator of immunity. Here, we examined the impact of AhR in tumor-associated macrophage (TAM) function in pancreatic ductal adenocarcinoma (PDAC). TAMs exhibited high AhR activity and Ahr-deficient macrophages developed an inflammatory phenotype. Deletion of Ahr in myeloid cells or pharmacologic inhibition of AhR reduced PDAC growth, improved efficacy of immune checkpoint blockade, and increased intra-tumoral frequencies of IFNγ+CD8+ T cells. Macrophage tryptophan metabolism was not required for this effect. Rather, macrophage AhR activity was dependent on Lactobacillus metabolization of dietary tryptophan to indoles. Removal of dietary tryptophan reduced TAM AhR activity and promoted intra-tumoral accumulation of TNFα+IFNγ+CD8+ T cells; provision of dietary indoles blocked this effect. In patients with PDAC, high AHR expression associated with rapid disease progression and mortality, as well as with an immune-suppressive TAM phenotype, suggesting conservation of this regulatory axis in human disease.
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Affiliation(s)
- Kebria Hezaveh
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,These authors contributed equally,Present address: Translational Science and Experimental Medicine, Research and Early Development, Respiratory and Immunology (R&I), BioPharmaceutical R&D, Astra Zeneca, Gothenburg, 431 50, Sweden
| | - Rahul S. Shinde
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,These authors contributed equally,Present address: Immunology, Microenvironment, and Metastasis Program, The Wistar Institute, Philadelphia, PA 19104, USA
| | - Andreas Klötgen
- Department of Computational Biology of Infection Research, Helmholtz Centre for Infection Research, Braunschweig 38124, Germany
| | - Marie Jo Halaby
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Sara Lamorte
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - M. Teresa Ciudad
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Rene Quevedo
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Luke Neufeld
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Zhe Qi Liu
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Robbie Jin
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Barbara T. Grünwald
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada
| | | | - Danica Chaharlangi
- Department of Molecular Genetics, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Mengdi Guo
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Priya Makhijani
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Xin Zhang
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Trevor J. Pugh
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Medical Biophysics, The University of Toronto, Toronto, ON M5G 1L7, Canada,The Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Devanand M. Pinto
- National Research Council, Human Health Therapeutics, Halifax, NS B3H 3Z1, Canada
| | - Ileana L. Co
- Institute of Biomedical Engineering, The University of Toronto, Toronto, ON M5S 3G9, Canada
| | - Alison P. McGuigan
- Institute of Biomedical Engineering, The University of Toronto, Toronto, ON M5S 3G9, Canada,Department of Chemical Engineering and Applied Chemistry, The University of Toronto, Toronto, ON M5S 3E5, Canada
| | - Gun Ho Jang
- The Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - Rama Khokha
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 1L7, Canada,Department of Medical Biophysics, The University of Toronto, Toronto, ON M5G 1L7, Canada
| | - Pamela S. Ohashi
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Grainne M. O’Kane
- The Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada,Division of Medical Oncology, Department of Medicine, The University of Toronto, Toronto, ON M5S 3H2, Canada
| | - Steven Gallinger
- The Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada,Department of Laboratory Medicine and Pathobiology, The University of Toronto, Toronto, ON M5S 1A8, Canada,Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON M5G 1X5, Canada
| | - William W. Navarre
- Department of Molecular Genetics, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | | | - Dana J. Philpott
- Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - David G. Brooks
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada
| | - Tracy L. McGaha
- Tumor Immunotherapy Program, Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada,Department of Immunology, The University of Toronto, Toronto, ON M5S 1A8, Canada,Lead contact,Correspondence:
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48
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Kim SR, Tone A, Kim R, Cesari M, Clarke B, Hart T, Aronson M, Holter S, Lytwyn A, Maganti M, Oldfield L, Gallinger S, Bernardini MQ, Oza AM, Djordjevic B, Lerner-Ellis J, Van de Laar E, Vicus D, Pugh TJ, Pollett A, Ferguson SE, Eiriksson L. Brief family history questionnaire to screen for Lynch syndrome in women with newly diagnosed non-serous, non-mucinous ovarian cancers. Int J Gynecol Cancer 2022; 32:891-898. [PMID: 35012974 DOI: 10.1136/ijgc-2021-003082] [Citation(s) in RCA: 0] [Impact Index Per Article: 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] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVES While ovarian cancer is the third most common Lynch syndrome-associated cancer in women, there is no established screening strategy to identify Lynch syndrome in this population. The objective of this study was to assess whether the 4-item brief Family History Questionnaire can be used as a screening tool to identify women with ovarian cancer at risk of Lynch syndrome. METHODS In this prospective cohort study, participants with newly diagnosed non-serous, non-mucinous ovarian cancer completed the brief Family History Questionnaire, extended Family History Questionnaire, and had tumors assessed with immunohistochemistry for mismatch repair proteins, MLH1 methylation, and microsatellite instability testing. All underwent universal germline testing for Lynch syndrome. Performance characteristics were compared between the brief Family History Questionnaire, extended Family History Questionnaire, immunohistochemistry±MLH1 methylation, and microsatellite instability testing. RESULTS Of 215 participants, 169 (79%) were evaluable with both the brief Family History Questionnaire and germline mutation status; 12 of these 169 were confirmed to have Lynch syndrome (7%). 10 of 12 patients (83%) with Lynch syndrome were correctly identified by the brief Family History Questionnaire, compared with 6 of 11 (55%) by the extended Family History Questionnaire, 11 of 13 (85%) by immunohistochemistry±MLH1 methylation, and 9 of 11 (82%) by microsatellite instability testing. The sensitivity, specificity, positive predictive values, and negative predictive values of the brief Family History Questionnaire were 83%, 65%, 15%, and 98%, respectively. A combined approach with immunohistochemistry and the brief Family History Questionnaire correctly identified all 12 patients with Lynch syndrome. The brief Family History Questionnaire was more sensitive than the extended Family History Questionnaire and took <10 min for each patient to complete. CONCLUSIONS The brief Family History Questionnaire alone or combined with immunohistochemistry may serve as an adequate screening strategy, especially in centers without access to universal tumor testing.
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Affiliation(s)
- Soyoun Rachel Kim
- Division of Gynecologic Oncology, Princess Margaret Cancer Centre, University Health Network, Sinai Health Systems, Toronto, Ontario, Canada .,Department of Obstetrics and Gynaecology, University of Toronto, Toronto, Ontario, Canada
| | - Alicia Tone
- Division of Gynecologic Oncology, Princess Margaret Cancer Centre, University Health Network, Sinai Health Systems, Toronto, Ontario, Canada
| | - Raymond Kim
- Fred A Litwin Family Centre for Genetic Medicine, University Health Network, Toronto, Ontario, Canada.,Zane Cohen Centre for Digestive Diseases, Familial Gastrointestinal Cancer Registry, Mount Sinai Hospital, Toronto, Ontario, Canada.,Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Sinai Health Systems, Toronto, Ontario, Canada
| | - Matthew Cesari
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Blaise Clarke
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Tae Hart
- Department of Psychology, Ryerson University, Toronto, Ontario, Canada
| | - Melyssa Aronson
- Zane Cohen Centre for Digestive Diseases, Familial Gastrointestinal Cancer Registry, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Spring Holter
- Zane Cohen Centre for Digestive Diseases, Familial Gastrointestinal Cancer Registry, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Alice Lytwyn
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Manjula Maganti
- Department of Biostatistics, Princess Margaret Cancer Centre, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Leslie Oldfield
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Steven Gallinger
- Division of General Surgery, Princess Margaret Cancer Centre, University Health Network, Sinai Health Systems, Toronto, Ontario, Canada
| | - Marcus Q Bernardini
- Division of Gynecologic Oncology, Princess Margaret Cancer Centre, University Health Network, Sinai Health Systems, Toronto, Ontario, Canada.,Department of Obstetrics and Gynaecology, University of Toronto, Toronto, Ontario, Canada
| | - Amit M Oza
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, University Health Network, Sinai Health Systems, Toronto, Ontario, Canada
| | - Bojana Djordjevic
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Jordan Lerner-Ellis
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Emily Van de Laar
- Division of Gynecologic Oncology, Princess Margaret Cancer Centre, University Health Network, Sinai Health Systems, Toronto, Ontario, Canada
| | - Danielle Vicus
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Ontario Institute for Cancer Research, University Health Network, Toronto, Ontario, Canada.,Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Aaron Pollett
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Sarah Elizabeth Ferguson
- Division of Gynecologic Oncology, Princess Margaret Cancer Centre, University Health Network, Sinai Health Systems, Toronto, Ontario, Canada.,Department of Obstetrics and Gynaecology, University of Toronto, Toronto, Ontario, Canada
| | - Lua Eiriksson
- Department of Obstetrics and Gynecology, Juravinski Cancer Centre, McMaster University, Hamilton, Ontario, Canada
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Das A, Sudhaman S, Morgenstern D, Coblentz A, Chung J, Stone SC, Alsafwani N, Liu ZA, Karsaneh OAA, Soleimani S, Ladany H, Chen D, Zatzman M, Cabric V, Nobre L, Bianchi V, Edwards M, Sambira Nahum LC, Ercan AB, Nabbi A, Constantini S, Dvir R, Yalon-Oren M, Campino GA, Caspi S, Larouche V, Reddy A, Osborn M, Mason G, Lindhorst S, Bronsema A, Magimairajan V, Opocher E, De Mola RL, Sabel M, Frojd C, Sumerauer D, Samuel D, Cole K, Chiaravalli S, Massimino M, Tomboc P, Ziegler DS, George B, Van Damme A, Hijiya N, Gass D, McGee RB, Mordechai O, Bowers DC, Laetsch TW, Lossos A, Blumenthal DT, Sarosiek T, Yen LY, Knipstein J, Bendel A, Hoffman LM, Luna-Fineman S, Zimmermann S, Scheers I, Nichols KE, Zapotocky M, Hansford JR, Maris JM, Dirks P, Taylor MD, Kulkarni AV, Shroff M, Tsang DS, Villani A, Xu W, Aronson M, Durno C, Shlien A, Malkin D, Getz G, Maruvka YE, Ohashi PS, Hawkins C, Pugh TJ, Bouffet E, Tabori U. Genomic predictors of response to PD-1 inhibition in children with germline DNA replication repair deficiency. Nat Med 2022; 28:125-135. [PMID: 34992263 PMCID: PMC8799468 DOI: 10.1038/s41591-021-01581-6] [Citation(s) in RCA: 53] [Impact Index Per Article: 26.5] [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: 02/10/2021] [Accepted: 10/15/2021] [Indexed: 02/08/2023]
Abstract
Cancers arising from germline DNA mismatch repair deficiency or polymerase proofreading deficiency (MMRD and PPD) in children harbour the highest mutational and microsatellite insertion–deletion (MS-indel) burden in humans. MMRD and PPD cancers are commonly lethal due to the inherent resistance to chemo-irradiation. Although immune checkpoint inhibitors (ICIs) have failed to benefit children in previous studies, we hypothesized that hypermutation caused by MMRD and PPD will improve outcomes following ICI treatment in these patients. Using an international consortium registry study, we report on the ICI treatment of 45 progressive or recurrent tumors from 38 patients. Durable objective responses were observed in most patients, culminating in a 3 year survival of 41.4%. High mutation burden predicted response for ultra-hypermutant cancers (>100 mutations per Mb) enriched for combined MMRD + PPD, while MS-indels predicted response in MMRD tumors with lower mutation burden (10–100 mutations per Mb). Furthermore, both mechanisms were associated with increased immune infiltration even in ‘immunologically cold’ tumors such as gliomas, contributing to the favorable response. Pseudo-progression (flare) was common and was associated with immune activation in the tumor microenvironment and systemically. Furthermore, patients with flare who continued ICI treatment achieved durable responses. This study demonstrates improved survival for patients with tumors not previously known to respond to ICI treatment, including central nervous system and synchronous cancers, and identifies the dual roles of mutation burden and MS-indels in predicting sustained response to immunotherapy. Hypermutation and microsatellite burden determine responses and long-term survival following PD-1 blockade in children and young adults with refractory cancers resulting from germline DNA replication repair deficiency.
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Affiliation(s)
- Anirban Das
- Division of Haematology Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Paediatric Haematology/ Oncology, Tata Medical Centre, Kolkata, India
| | - Sumedha Sudhaman
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Daniel Morgenstern
- Division of Haematology Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Ailish Coblentz
- Department of Diagnostic Imaging, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jiil Chung
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.,Institute of Medical Science, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Simone C Stone
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Noor Alsafwani
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada.,Department of Pathology, College of Medicine, Imam Abdulrahman Bin Faisal University (IAU), Dammam, Saudi Arabia
| | - Zhihui Amy Liu
- Department of Biostatistics, Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.,Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Ola Abu Al Karsaneh
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada.,Department of Basic Medical Sciences, Faculty of Medicine, The Hashemite University, Zarqa, Jordan
| | - Shirin Soleimani
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Hagay Ladany
- Biotechnology and Food Engineering, Technion - Israel Institute of Technology, Tel-Aviv, Israel
| | - David Chen
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Matthew Zatzman
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Vanja Cabric
- Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Liana Nobre
- Division of Haematology Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Vanessa Bianchi
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Melissa Edwards
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Lauren C Sambira Nahum
- Division of Haematology Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Ayse B Ercan
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.,Institute of Medical Science, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Arash Nabbi
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
| | - Shlomi Constantini
- Department of Pediatric Neurosurgery, Dana Children's Hospital, Tel-Aviv, Israel
| | - Rina Dvir
- Department of Pediatric Hematology-Oncology, Tel-Aviv Sourasky Medical Centre, Tel-Aviv, Israel
| | - Michal Yalon-Oren
- Department of Pediatric Hematology-Oncology, Sheba Medical Centre, Ramat Gan, Israel
| | - Gadi Abebe Campino
- Department of Pediatric Hematology-Oncology, Sheba Medical Centre, Ramat Gan, Israel
| | - Shani Caspi
- Department of Pediatric Hematology-Oncology, Sheba Medical Centre, Ramat Gan, Israel
| | - Valerie Larouche
- Department of Paediatric Haematology/Oncology, Centre Hospitalier de Quebec-Universite Laval, Quebec City, Quebec, Canada
| | - Alyssa Reddy
- Departments of Neurology and Pediatrics, University of California, San Francisco, CA, USA
| | - Michael Osborn
- Women's and Children's Hospital, North Adelaide, South Australia, Australia
| | - Gary Mason
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Scott Lindhorst
- Neuro-Oncology, Department of Neurosurgery, and Department of Medicine, Division of Hematology/Medical Oncology, Medical University of South Carolina, Charleston, SC, USA
| | - Annika Bronsema
- Department of Paediatric Haematology and Oncology, University Medical Centre Hamburg-Eppendorf, Hamburg, Germany
| | - Vanan Magimairajan
- Department of Paediatric Haematology-Oncology, Cancer Care Manitoba, Research Institute in Oncology and Haematology, University of Manitoba, Winnipeg, Manitoba, Canada
| | - Enrico Opocher
- Paediatric Haematology, Oncology and Stem Cell Transplant Division, Padua University Hospital, Padua, Italy
| | - Rebecca Loret De Mola
- Pediatric Hematology-Oncology, Helen DeVos Children's Hospital, Grand Rapids, MI, USA
| | - Magnus Sabel
- Department of Paediatrics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden.,Queen Silvia Children's Hospital, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Charlotta Frojd
- Department of Oncology, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - David Sumerauer
- Department of Paediatric Haematology and Oncology, Second Faculty of Medicine, Motol University Hospital, Charles University, Prague, Czech Republic
| | - David Samuel
- Department of Pediatric Oncology, Valley Children's Hospital, Madera, CA, USA
| | - Kristina Cole
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelpha, PA, USA
| | - Stefano Chiaravalli
- Paediatric Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Maura Massimino
- Paediatric Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Patrick Tomboc
- Department of Pediatrics, J.W. Ruby Memorial Hospital - West Virginia University, Morgantown, WV, USA
| | - David S Ziegler
- Kids Cancer Centre, Sydney Children's Hospital, Randwick, New South Wales, Australia.,School of Women's and Children's Health, University of New South Wales, Sydney, New South Wales, Australia
| | - Ben George
- Division of Hematology and Oncology, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - An Van Damme
- Department of Paediatric Haematology and Oncology, Saint Luc University Hospital, Université Catholique de Louvain, Brussels, Belgium
| | - Nobuko Hijiya
- Division of Pediatric Hematology/Oncology/Stem Cell Transplantation, Columbia University Irving Medical Centre, New York, NY, USA
| | - David Gass
- Atrium Health Levine Children's Hospital, Charlotte, NC, USA
| | - Rose B McGee
- Cancer Predisposition Division, Oncology Department, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Oz Mordechai
- Department of Pediatric Hematology Oncology, Rambam Health Care Campus, Haifa, Israel
| | - Daniel C Bowers
- Department of Pediatrics, The University of Texas Southwestern Medical School, Dallas, TX, USA
| | - Theodore W Laetsch
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelpha, PA, USA
| | - Alexander Lossos
- Department of Oncology, Leslie and Michael Gaffin Center for Neuro-Oncology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Deborah T Blumenthal
- Neuro-Oncology Service, Tel-Aviv Medical Center, Sackler Faculty of Medicine, Tel Aviv University, Tel-Aviv, Israel
| | | | - Lee Yi Yen
- Department of Neurosurgery, Neurological Institute, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Jeffrey Knipstein
- Division of Pediatric Hematology/ Oncology/ BMT, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Anne Bendel
- Department of Pediatric Hematology-Oncology, Children's Hospitals and Clinics of Minnesota, St Paul, MN, USA
| | | | - Sandra Luna-Fineman
- Department of Pediatrics, Anschutz Medical Campus, Children's Hospital of Colorado, Aurora, CO, USA
| | - Stefanie Zimmermann
- Paediatric Haematology and Oncology, University Hospital Frankfurt, Frankfurt, Germany
| | - Isabelle Scheers
- Paediatric Gastroenterology, Hepatology and Nutrition Unit, Cliniques Universitaires St Luc, Université Catholique de Louvain, Brussels, Belgium
| | - Kim E Nichols
- Cancer Predisposition Division, Oncology Department, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Michal Zapotocky
- Department of Paediatric Haematology and Oncology, Second Faculty of Medicine, Motol University Hospital, Charles University, Prague, Czech Republic
| | - Jordan R Hansford
- Children's Cancer Centre, Royal Children's Hospital, Murdoch Children's Research Institute, University of Melbourne, Parkville, Victoria, Australia.,Department of Paediatrics, University of Melbourne, Parkville, Victoria, Australia
| | - John M Maris
- Division of Oncology and Center for Childhood Cancer Research, Children's Hospital of Philadelphia, Department of Pediatrics, Perelman School of Medicine at the University of Pennsylvania, Philadelpha, PA, USA
| | - Peter Dirks
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.,Division of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada.,Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Michael D Taylor
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.,Division of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada.,Developmental and Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Abhaya V Kulkarni
- Division of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada.,Child Health Evaluative Sciences, Research Institute, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Manohar Shroff
- Department of Diagnostic Imaging, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Derek S Tsang
- Radiation Medicine Program, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Anita Villani
- Division of Haematology Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Wei Xu
- Department of Biostatistics, Princess Margaret Cancer Center, University Health Network, Toronto, Ontario, Canada.,Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Melyssa Aronson
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Carol Durno
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Adam Shlien
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - David Malkin
- Division of Haematology Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Gad Getz
- Massachusetts General Hospital Cancer Center and Department of Pathology, Charlestown, MA, USA.,Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Yosef E Maruvka
- Biotechnology and Food Engineering, Technion - Israel Institute of Technology, Tel-Aviv, Israel
| | - Pamela S Ohashi
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Department of Immunology, University of Toronto, Toronto, Ontario, Canada
| | - Cynthia Hawkins
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada.,Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada.,Program in Cell Biology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.,Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Eric Bouffet
- Division of Haematology Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Uri Tabori
- Division of Haematology Oncology, The Hospital for Sick Children, Toronto, Ontario, Canada. .,Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, Ontario, Canada. .,The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, Ontario, Canada. .,Department of Paediatrics, University of Toronto, Toronto, Ontario, Canada. .,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada.
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50
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Shickh S, Oldfield LE, Clausen M, Mighton C, Sebastian A, Calvo A, Baxter NN, Dawson L, Penney LS, Foulkes W, Basik M, Sun S, Schrader KA, Regier DA, Karsan A, Pollett A, Pugh TJ, Kim RH, Bombard Y. OUP accepted manuscript. Oncologist 2022; 27:e393-e401. [PMID: 35385106 PMCID: PMC9075003 DOI: 10.1093/oncolo/oyac039] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 01/14/2022] [Indexed: 11/29/2022] Open
Abstract
Background We explored health professionals’ views on the utility of circulating tumor DNA (ctDNA) testing in hereditary cancer syndrome (HCS) management. Materials and Methods A qualitative interpretive description study was conducted, using semi-structured interviews with professionals across Canada. Thematic analysis employing constant comparison was used for analysis. 2 investigators coded each transcript. Differences were reconciled through discussion and the codebook was modified as new codes and themes emerged from the data. Results Thirty-five professionals participated and included genetic counselors (n = 12), geneticists (n = 9), oncologists (n = 4), family doctors (n = 3), lab directors and scientists (n = 3), a health-system decision maker, a surgeon, a pathologist, and a nurse. Professionals described ctDNA as “transformative” and a “game-changer”. However, they were divided on its use in HCS management, with some being optimistic (optimists) while others were hesitant (pessimists). Differences were driven by views on 3 factors: (1) clinical utility, (2) ctDNA’s role in cancer screening, and (3) ctDNA’s invasiveness. Optimists anticipated ctDNA testing would have clinical utility for HCS patients, its role would be akin to a diagnostic test and would be less invasive than standard screening (eg imaging). Pessimistic participants felt ctDNA testing would add limited utility; it would effectively be another screening test in the pathway, likely triggering additional investigations downstream, thereby increasing invasiveness. Conclusions Providers anticipated ctDNA testing will transform early cancer detection for HCS families. However, the contrasting positions on ctDNA’s role in the care pathway raise potential practice variations, highlighting a need to develop evidence to support clinical implementation and guidelines to standardize adoption.
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Affiliation(s)
- Salma Shickh
- St. Michael’s Hospital, Unity Health Toronto, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - Leslie E Oldfield
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Marc Clausen
- St. Michael’s Hospital, Unity Health Toronto, Toronto, ON, Canada
| | - Chloe Mighton
- St. Michael’s Hospital, Unity Health Toronto, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - Agnes Sebastian
- St. Michael’s Hospital, Unity Health Toronto, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
| | - Alessia Calvo
- St. Michael’s Hospital, Unity Health Toronto, Toronto, ON, Canada
- McMaster University, Hamilton, ON, Canada
| | - Nancy N Baxter
- St. Michael’s Hospital, Unity Health Toronto, Toronto, ON, Canada
- Melbourne School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
- Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Lesa Dawson
- Memorial University, St. John’s, NL, Canada
- Eastern Health Authority, St. John’s, NL, Canada
| | | | - William Foulkes
- McGill University, Montréal, QC, Canada
- Jewish General Hospital, Montréal, QC, Canada
| | - Mark Basik
- McGill University, Montréal, QC, Canada
- Jewish General Hospital, Montréal, QC, Canada
| | - Sophie Sun
- BC Cancer, Vancouver, BC, Canada
- University of British Columbia, Vancouver, BC, Canada
| | - Kasmintan A Schrader
- BC Cancer, Vancouver, BC, Canada
- University of British Columbia, Vancouver, BC, Canada
| | - Dean A Regier
- BC Cancer, Vancouver, BC, Canada
- University of British Columbia, Vancouver, BC, Canada
| | - Aly Karsan
- BC Cancer, Vancouver, BC, Canada
- University of British Columbia, Vancouver, BC, Canada
| | | | - Trevor J Pugh
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Raymond H Kim
- University of Toronto, Toronto, ON, Canada
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
- Mount Sinai Hospital, Toronto, ON, Canada
- The Hospital for Sick Children, Toronto, ON, Canada
| | - Yvonne Bombard
- St. Michael’s Hospital, Unity Health Toronto, Toronto, ON, Canada
- University of Toronto, Toronto, ON, Canada
- Ontario Institute for Cancer Research, Toronto, ON, Canada
- Corresponding author: Yvonne Bombard, University of Toronto, Li Ka Shing Knowledge Institute of St. Michael’s Hospital, 30 Bond Street, Toronto, ON, Canada M5B 1W8. Tel: +1 416 864 6060, 77378;
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