1
|
Marín F, Canet-Hermida J, Bianchi V, Chung J, Wimmer K, Foulkes W, Pérez-Alonso V, Domínguez-Pinilla N, Sábado C, Vázquez-Gómez F, Molinés A, Fioravantti V, Carrasco E, Stengs L, Edwards M, Negm L, Das A, Aronson M, Pastor Á, Rueda D, González-Granado LI, Tabori U, Capellá G, Pineda M. A Validated Highly Sensitive Microsatellite Instability Assay Accurately Identifies Individuals Harboring Biallelic Germline PMS2 Pathogenic Variants in Constitutional Mismatch Repair Deficiency. Clin Chem 2024; 70:737-746. [PMID: 38531023 DOI: 10.1093/clinchem/hvae027] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2023] [Accepted: 01/23/2024] [Indexed: 03/28/2024]
Abstract
BACKGROUND Constitutional mismatch repair deficiency (CMMRD) is a rare and extraordinarily penetrant childhood-onset cancer predisposition syndrome. Genetic diagnosis is often hampered by the identification of mismatch repair (MMR) variants of unknown significance and difficulties in PMS2 analysis, the most frequently mutated gene in CMMRD. We present the validation of a robust functional tool for CMMRD diagnosis and the characterization of microsatellite instability (MSI) patterns in blood and tumors. METHODS The highly sensitive assessment of MSI (hs-MSI) was tested on a blinded cohort of 66 blood samples and 24 CMMRD tumor samples. Hs-MSI scores were compared with low-pass genomic instability scores (LOGIC/MMRDness). The correlation of hs-MSI scores in blood with age of cancer onset and the distribution of insertion-deletion (indel) variants in microsatellites were analyzed in a series of 169 individuals (n = 68 CMMRD, n = 124 non-CMMRD). RESULTS Hs-MSI achieved high accuracy in the identification of CMMRD in blood (sensitivity 98.5% and specificity 100%) and detected MSI in CMMRD-associated tumors. Hs-MSI had a strong positive correlation with whole low-pass genomic instability LOGIC scores (r = 0.89, P = 2.2e-15 in blood and r = 0.82, P = 7e-3 in tumors). Indel distribution identified PMS2 pathogenic variant (PV) carriers from other biallelic MMR gene PV carriers with an accuracy of 0.997. Higher hs-MSI scores correlated with younger age at diagnosis of the first tumor (r = -0.43, P = 0.011). CONCLUSIONS Our study confirms the accuracy of the hs-MSI assay as ancillary testing for CMMRD diagnosis, which can also characterize MSI patterns in CMMRD-associated cancers. Hs-MSI is a powerful tool to pinpoint PMS2 as the affected germline gene and thus potentially personalize cancer risk.
Collapse
Affiliation(s)
- Fátima Marín
- Hereditary Cancer Group, Molecular Mechanisms and Experimental Therapy in Oncology Program, Institut d'Investigació Biomèdica de Bellvitge (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
- CIBER Oncología (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
| | - Júlia Canet-Hermida
- Hereditary Cancer Group, Molecular Mechanisms and Experimental Therapy in Oncology Program, Institut d'Investigació Biomèdica de Bellvitge (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
- CIBER Oncología (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
| | - Vanessa Bianchi
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Jiil Chung
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Katharina Wimmer
- Institute of Human Genetics, Medical University of Innsbruck, Innsbruck, Austria
| | - William Foulkes
- Cancer Axis, Lady Davis Institute, Jewish General Hospital, Montreal, QC, Canada
- Cancer Research Program, Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Vanesa Pérez-Alonso
- Department of Pediatric Hematology and Oncology, Hospital Universitario 12 de Octubre, Research Institute Hospital 12 de Octubre (i+12), Madrid, Spain
| | - Nerea Domínguez-Pinilla
- Department of Pediatric Hematology and Oncology, Hospital Universitario 12 de Octubre, Research Institute Hospital 12 de Octubre (i+12), Madrid, Spain
| | - Constantino Sábado
- Department of Pediatric Hematology and Oncology, Hospital Vall d'Hebron, Barcelona, Spain
| | - Felisa Vázquez-Gómez
- Department of Pediatric Hematology and Oncology, Hospital Infantil Universitario Niño Jesus, Madrid, Spain
| | - Antonio Molinés
- Hematology and Hemotherapy Unit, Complejo Hospitalario Universitario Insular Materno Infantil, Las Palmas de Gran Canaria, Spain
| | - Victoria Fioravantti
- Department of Pediatric Hematology and Oncology, Hospital Infantil Universitario Niño Jesus, Madrid, Spain
| | - Estela Carrasco
- Hereditary Cancer Genetics Group, Medical Oncology Department, Vall d'Hebron Institute of Oncology, Barcelona, Spain
| | - Lucie Stengs
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Melissa Edwards
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Logine Negm
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Anirban Das
- Division of Hematology/Oncology, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - Melyssa Aronson
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, Toronto, ON, Canada
| | - Ángela Pastor
- Laboratorio de Cáncer Hereditario, Hospital Universitario 12 de Octubre, Research Institute Hospital 12 Octubre (i+12), Madrid, Spain
| | - Daniel Rueda
- Laboratorio de Cáncer Hereditario, Hospital Universitario 12 de Octubre, Research Institute Hospital 12 Octubre (i+12), Madrid, Spain
| | - Luis Ignacio González-Granado
- Immunodeficiencies Unit, Department of Pediatrics, Hospital Universitario 12 de Octubre, Research Institute Hospital 12 Octubre (i+12), Madrid, Spain
| | - Uri Tabori
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- Division of Hematology/Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Gabriel Capellá
- Hereditary Cancer Group, Molecular Mechanisms and Experimental Therapy in Oncology Program, Institut d'Investigació Biomèdica de Bellvitge (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
- CIBER Oncología (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
- Hereditary Cancer Program, Institut Català d'Oncologia (ICO), L'Hospitalet de Llobregat, Barcelona, Spain
| | - Marta Pineda
- Hereditary Cancer Group, Molecular Mechanisms and Experimental Therapy in Oncology Program, Institut d'Investigació Biomèdica de Bellvitge (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Spain
- CIBER Oncología (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
- Hereditary Cancer Program, Institut Català d'Oncologia (ICO), L'Hospitalet de Llobregat, Barcelona, Spain
| |
Collapse
|
2
|
Ercan AB, Aronson M, Fernandez NR, Chang Y, Levine A, Liu ZA, Negm L, Edwards M, Bianchi V, Stengs L, Chung J, Al-Battashi A, Reschke A, Lion A, Ahmad A, Lassaletta A, Reddy AT, Al-Darraji AF, Shah AC, Van Damme A, Bendel A, Rashid A, Margol AS, Kelly BL, Pencheva B, Heald B, Lemieux-Anglin B, Crooks B, Koschmann C, Gilpin C, Porter CC, Gass D, Samuel D, Ziegler DS, Blumenthal DT, Kuo DJ, Hamideh D, Basel D, Khuong-Quang DA, Stearns D, Opocher E, Carceller F, Baris Feldman H, Toledano H, Winer I, Scheers I, Fedorakova I, Su JM, Vengoechea J, Sterba J, Knipstein J, Hansford JR, Gonzales-Santos JR, Bhatia K, Bielamowicz KJ, Minhas K, Nichols KE, Cole KA, Penney L, Hjort MA, Sabel M, Gil-da-Costa MJ, Murray MJ, Miller M, Blundell ML, Massimino M, Al-Hussaini M, Al-Jadiry MF, Comito MA, Osborn M, Link MP, Zapotocky M, Ghalibafian M, Shaheen N, Mushtaq N, Waespe N, Hijiya N, Fuentes-Bolanos N, Ahmad O, Chamdine O, Roy P, Pichurin PN, Nyman P, Pearlman R, Auer RC, Sukumaran RK, Kebudi R, Dvir R, Raphael R, Elhasid R, McGee RB, Chami R, Noss R, Tanaka R, Raskin S, Sen S, Lindhorst S, Perreault S, Caspi S, Riaz S, Constantini S, Albert S, Chaleff S, Bielack S, Chiaravalli S, Cramer SL, Roy S, Cahn S, Penna S, Hamid SA, Ghafoor T, Imam U, Larouche V, Magimairajan Issai V, Foulkes WD, Lee YY, Nathan PC, Maruvka YE, Greer MLC, Durno C, Shlien A, Ertl-Wagner B, Villani A, Malkin D, Hawkins C, Bouffet E, Das A, Tabori U. Clinical and biological landscape of constitutional mismatch-repair deficiency syndrome: an International Replication Repair Deficiency Consortium cohort study. Lancet Oncol 2024; 25:668-682. [PMID: 38552658 DOI: 10.1016/s1470-2045(24)00026-3] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 12/29/2023] [Accepted: 01/14/2024] [Indexed: 05/04/2024]
Abstract
BACKGROUND Constitutional mismatch repair deficiency (CMMRD) syndrome is a rare and aggressive cancer predisposition syndrome. Because a scarcity of data on this condition contributes to management challenges and poor outcomes, we aimed to describe the clinical spectrum, cancer biology, and impact of genetics on patient survival in CMMRD. METHODS In this cohort study, we collected cross-sectional and longitudinal data on all patients with CMMRD, with no age limits, registered with the International Replication Repair Deficiency Consortium (IRRDC) across more than 50 countries. Clinical data were extracted from the IRRDC database, medical records, and physician-completed case record forms. The primary objective was to describe the clinical features, cancer spectrum, and biology of the condition. Secondary objectives included estimations of cancer incidence and of the impact of the specific mismatch-repair gene and genotype on cancer onset and survival, including after cancer surveillance and immunotherapy interventions. FINDINGS We analysed data from 201 patients (103 males, 98 females) enrolled between June 5, 2007 and Sept 9, 2022. Median age at diagnosis of CMMRD or a related cancer was 8·9 years (IQR 5·9-12·6), and median follow-up from diagnosis was 7·2 years (3·6-14·8). Endogamy among minorities and closed communities contributed to high homozygosity within countries with low consanguinity. Frequent dermatological manifestations (117 [93%] of 126 patients with complete data) led to a clinical overlap with neurofibromatosis type 1 (35 [28%] of 126). 339 cancers were reported in 194 (97%) of 201 patients. The cumulative cancer incidence by age 18 years was 90% (95% CI 80-99). Median time between cancer diagnoses for patients with more than one cancer was 1·9 years (IQR 0·8-3·9). Neoplasms developed in 15 organs and included early-onset adult cancers. CNS tumours were the most frequent (173 [51%] cancers), followed by gastrointestinal (75 [22%]), haematological (61 [18%]), and other cancer types (30 [9%]). Patients with CNS tumours had the poorest overall survival rates (39% [95% CI 30-52] at 10 years from diagnosis; log-rank p<0·0001 across four cancer types), followed by those with haematological cancers (67% [55-82]), gastrointestinal cancers (89% [81-97]), and other solid tumours (96% [88-100]). All cancers showed high mutation and microsatellite indel burdens, and pathognomonic mutational signatures. MLH1 or MSH2 variants caused earlier cancer onset than PMS2 or MSH6 variants, and inferior survival (overall survival at age 15 years 63% [95% CI 55-73] for PMS2, 49% [35-68] for MSH6, 19% [6-66] for MLH1, and 0% for MSH2; p<0·0001). Frameshift or truncating variants within the same gene caused earlier cancers and inferior outcomes compared with missense variants (p<0·0001). The greater deleterious effects of MLH1 and MSH2 variants as compared with PMS2 and MSH6 variants persisted despite overall improvements in survival after surveillance or immune checkpoint inhibitor interventions. INTERPRETATION The very high cancer burden and unique genomic landscape of CMMRD highlight the benefit of comprehensive assays in timely diagnosis and precision approaches toward surveillance and immunotherapy. These data will guide the clinical management of children and patients who survive into adulthood with CMMRD. FUNDING The Canadian Institutes for Health Research, Stand Up to Cancer, Children's Oncology Group National Cancer Institute Community Oncology Research Program, Canadian Cancer Society, Brain Canada, The V Foundation for Cancer Research, BioCanRx, Harry and Agnieszka Hall, Meagan's Walk, BRAINchild Canada, The LivWise Foundation, St Baldrick Foundation, Hold'em for Life, and Garron Family Cancer Center.
Collapse
Affiliation(s)
- Ayse Bahar Ercan
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada
| | - Melyssa Aronson
- Zane Cohen Centre for Digestive Diseases, Sinai Health System, Toronto, ON, Canada
| | | | - Yuan Chang
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada
| | - Adrian Levine
- Department of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Zhihui Amy Liu
- Department of Biostatistics, Princess Margaret Cancer Centre, University Health Network, Toronto, ON, Canada
| | - Logine Negm
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada
| | - Melissa Edwards
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada
| | - Vanessa Bianchi
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada
| | - Lucie Stengs
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada
| | - Jiil Chung
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada
| | - Abeer Al-Battashi
- Department of Pediatric Hematology and Oncology, The Royal Hospital, Muscat, Oman
| | - Agnes Reschke
- Division of Pediatric Hematology/Oncology, Stanford Medicine, Stanford, CA, USA
| | - Alex Lion
- Department of Pediatric Hematology/Oncology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Alia Ahmad
- University of Child Health Sciences, Children's Hospital Lahore, Lahore, Pakistan
| | - Alvaro Lassaletta
- Department of Pediatric Hematology-Oncology, Hospital Infantil Universitario Nino Jesus, Madrid, Spain
| | | | - Amir F Al-Darraji
- College of Medicine, University of Baghdad, Paediatric Oncology Unit, Baghdad, Iraq
| | - Amish C Shah
- Division of Oncology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - An Van Damme
- Division of Pediatric Hematology and Oncology, Institut Roi Albert II, Cliniques Universitaires Saint-Luc, Brussels, Belgium
| | | | - Aqeela Rashid
- Department of Pediatric Oncology, Shaukat Khanum Memorial Cancer Hospital and Research Centre, Lahore, Pakistan
| | - Ashley S Margol
- Department of Pediatrics, Children's Hospital Los Angeles, Keck School of Medicine University of Southern California, Los Angeles, CA, USA
| | | | - Bojana Pencheva
- Alfac Cancer & Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Brandie Heald
- Department of Gastroenterology, Hepatology, and Nutrition, Digestive Disease and Surgery Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Brianna Lemieux-Anglin
- Departments of Oncology and Human Genetics, McGill University Health Centre, Cancer Genetics Program, Montreal, QC, Canada
| | - Bruce Crooks
- Division of Hematology-Oncology, IWK Health, Halifax, NS, Canada
| | - Carl Koschmann
- Department of Pediatric Hematology-Oncology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Catherine Gilpin
- Children's Hospital of Eastern Ontario, Genetics, Ottawa, ON, Canada
| | - Christopher C Porter
- Alfac Cancer & Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - David Gass
- Department of Pediatric Hematology and Oncology, Atrium Health, Charlotte, NC, USA
| | | | - David S Ziegler
- Kid's Cancer Centre, Sydney Children's Hospital, Sydney, NSW, Australia
| | - Deborah T Blumenthal
- Neuro-Oncology Division, Tel Aviv Medical Center, Tel Aviv University, Tel Aviv, Israel
| | - Dennis John Kuo
- Division of Pediatric Hematology/Oncology, University of California, San Diego, CA, USA
| | - Dima Hamideh
- Division of Pediatric Hematology-Oncology, American University of Beirut, Beirut, Lebanon
| | - Donald Basel
- Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA
| | | | - Duncan Stearns
- UH Rainbow Babies and Children's Hospital Division of Pediatrics, Pediatric Neuro-oncology, Cleveland, OH, USA
| | - Enrico Opocher
- Pediatric Hematology, Oncology and Stem Cell Transplant Division, Padua University Hospital, Padua, Italy
| | - Fernando Carceller
- Children and Young People's Unit, Royal Marsden NHS Foundation Trust, London, UK; Division of Clinical Studies, The Institute of Cancer Research, London, UK
| | - Hagit Baris Feldman
- The Genetics Institute and Genomics Center, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel; Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Helen Toledano
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel; Department of Pediatric Hematology-Oncology, Schneider Children's Medical Center, Petah Tikva, Israel
| | - Ira Winer
- Wayne State University and Karmanos Cancer Institute, Detroit, MI, USA
| | - Isabelle Scheers
- Division of Pediatric Gastroenterology and Hepatology, Cliniques Universitaires Saint-Luc, IREC Universite Catholique de Louvain, Brussels, Belgium
| | - Ivana Fedorakova
- Clinic of Pediatric Oncology and Hematology, University Children's Hospital, Banská Bystrica, Slovakia
| | - Jack M Su
- Department of Pediatrics, Texas Children's Cancer and Hematology Centers, Baylor College of Medicine, Houston, TX, USA
| | - Jaime Vengoechea
- Associate Professor of Human Genetics, Emory University, Atlanta, GA, USA
| | - Jaroslav Sterba
- Pediatric Oncology Department, University Hospital Brno, Masaryk Univerzity, Faculty of Medicine, Brno, Czech Republic
| | - Jeffrey Knipstein
- Division of Pediatric Hematology/Oncology/Blood and Marrow Transplant, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Jordan R Hansford
- Michael Rice Children's Hematology and Oncology Centre, Women's and Children's Hospital, Adelaide, SA, Australia; South Australia Health and Medical Research Institute Adelaide, SA, Australia; South Australia Immunogenomics Cancer Institute, University of Adelaide, Adelaide, SA, Australia
| | | | - Kanika Bhatia
- Children's Cancer Centre, The Royal Children's Hospital, Melbourne, VIC, Australia
| | - Kevin J Bielamowicz
- Department of Pediatrics, Division of Hematology/Oncology, University of Arkansas for Medical Sciences/Arkansas Children's Hospital, Little Rock, AR, USA
| | - Khurram Minhas
- Division of Histopathology, Department of Pathology and Laboratory Medicine, Aga Khan University, Karachi, Pakistan
| | - Kim E Nichols
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Kristina A Cole
- Division of Oncology, Children's Hospital of Philadelphia, Philadelphia, PA, USA
| | - Lynette Penney
- Division of Medical Genetics, Department of Pediatrics, IWK Health Centre, Halifax, NS, Canada
| | | | - Magnus Sabel
- Department of Pediatrics, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | | | | | - Matthew Miller
- Division of Hematology and Oncology, Oregon Health & Science University, Portland, OR, USA
| | | | - Maura Massimino
- Pediatric Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | | | - Mazin F Al-Jadiry
- College of Medicine, University of Baghdad, Paediatric Oncology Unit, Baghdad, Iraq
| | | | - Michael Osborn
- Michael Rice Children's Hematology and Oncology Centre, Women's and Children's Hospital, Adelaide, SA, Australia
| | - Michael P Link
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
| | - Michal Zapotocky
- Department of Paediatric Haematology and Oncology, University Hospital Motol and Second Faculty of Medicine, Charles University, Prague, Czech Republic
| | | | - Najma Shaheen
- Shaukat Khanum Memorial Cancer Hospital and Research Centre, Lahore, Pakistan
| | | | - Nicolas Waespe
- Division of Pediatric Oncology and Hematology, Department of Pediatrics, Inselspital, Bern University Hospital, Bern, Switzerland
| | - Nobuko Hijiya
- Pediatric Hematology Oncology and Stem Cell Transplant, Columbia University Irving Medical Center, New York, NY, USA
| | | | - Olfat Ahmad
- Hopp Children's Cancer Center, King Fahad Specialist Hospital, Dammam, Saudi Arabia
| | - Omar Chamdine
- Department of Pediatric Hematology Oncology, King Fahad Specialist Hospital, Dammam, Saudi Arabia
| | - Paromita Roy
- Department of Pathology, Tata Medical Center, Rajarhat, Kolkata, India
| | - Pavel N Pichurin
- Department of Clinical Genomics, Mayo Clinic, Rochester, MN, USA
| | - Per Nyman
- Crown Princess Victoria Children's Hospital, Linköping University Hospital, Linköping, Sweden; Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
| | - Rachel Pearlman
- Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, Columbus, OH, USA
| | | | - Reghu K Sukumaran
- Department of Pediatric Hemato-oncology, Tata Medical Center, Kolkata, India
| | - Rejin Kebudi
- Department of Pediatric Hematology-Oncology, Istanbul University, Oncology Institute, Istanbul, Türkiye
| | - Rina Dvir
- Department of Pediatric Hemato-Oncology, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Robert Raphael
- UCSF Benioff Children's Hospital Oakland, Oakland, CA, USA
| | - Ronit Elhasid
- Department of Pediatric Hemato-Oncology, Tel Aviv Medical Center, Tel Aviv, Israel
| | - Rose B McGee
- St Jude Children's Research Hospital, Memphis, TN, USA
| | - Rose Chami
- Division of Pathology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Ryan Noss
- Center for Personalized Genetic Healthcare, Cleveland Clinic, Cleveland, OH, USA
| | - Ryuma Tanaka
- Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Salmo Raskin
- Department of Pediatrics, Federal University of Parana, Curitiba, Parana
| | - Santanu Sen
- Department of Pediatric Hematology, Oncology, and Bone Marrow Transplant, Kokilaben Dhirubhai Ambani Hospital and Medical Research Institute, Mumbai, India
| | - Scott Lindhorst
- Department of Neurosurgery, Division of Neuro-Oncology, Medical University of South Carolina, Charleston, SC, USA
| | - Sebastien Perreault
- Division of Child Neurology, Department of Pediatrics, CHU Sainte-Justine, Université de Montréal, Montreal, QC, Canada
| | - Shani Caspi
- Sheba Medical Center, Cancer Research Center, Tel Hashomer, Israel
| | - Shazia Riaz
- Department of Hematology and Oncology, The Children's Hospital and University of Child Health Sciences, Lahore, Pakistan
| | - Shlomi Constantini
- Department of Pediatric Neurosurgery, Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | - Sophie Albert
- Cancer Axis, Lady Davis Institute, Jewish General Hospital, Montreal, QC Canada
| | | | - Stefan Bielack
- Padiatrie 5 (Onkologie, Hamatologie, Immunologie), Zentrum fur Kinder-, Jugend- und Frauenmedizin, Stuttgart Cancer Center, Klinikum Stuttgart-Olgahospital, Stuttgart, Germany
| | - Stefano Chiaravalli
- Pediatric Unit, Fondazione IRCCS Istituto Nazionale dei Tumori, Milan, Italy
| | - Stuart Louis Cramer
- Department of Pediatric Hematology/Oncology, Prisma Health, Columbia, SC, USA
| | - Sumita Roy
- Central Michigan University, Mount Pleasant, MI, USA; Division of Genetics, Genomic & Metabolic Disorders, Pediatric Cancer Genetics Clinic, Children's Hospital of Michigan, Detroit, MI, USA
| | - Suzanne Cahn
- Winship Cancer Institute, Emory University Hospital, Atlanta, GA, USA
| | - Suzanne Penna
- Division of Rehabilitation Neuropsychology, Emory University School of Medicine, Atlanta, GA, USA
| | | | - Tariq Ghafoor
- Department of Hematology and Stem Cell Transplant, Armed Forces Bone Marrow Transplant Center, National Institute of Blood and Marrow Transplant, Rawalpindi, Pakistan
| | - Uzma Imam
- Pediatric Oncology Department, National Institute of Child Health, Karachi, Pakistan
| | - Valerie Larouche
- Department of Hematology-Oncology, CHU de Quebec-Universite Laval, Quebec, QC, Canada
| | | | - William D Foulkes
- Departments of Oncology and Human Genetics, McGill University Health Centre, Cancer Genetics Program, Montreal, QC, Canada
| | - Yi Yen Lee
- Department of Neurosurgery, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Paul C Nathan
- Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Yosef E Maruvka
- Faculty of Biotechnology and Food Engineering, The Lokey Center for Life Science and Engineering, TECHNION-Israel Institute of Technology, Haifa, Israel
| | - Mary-Louise C Greer
- Department of Diagnostic and Interventional Radiology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Carol Durno
- Division of Gastroenterology, Hepatology, and Nutrition, The Hospital for Sick Children, Toronto, ON, Canada
| | - Adam Shlien
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Birgit Ertl-Wagner
- Department of Diagnostic Imaging, The Hospital for Sick Children, Toronto, ON, Canada; Department of Medical Imaging, University of Toronto, Toronto, ON, Canada
| | - Anita Villani
- Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - David Malkin
- Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Cynthia Hawkins
- Department of Pediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Eric Bouffet
- Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Anirban Das
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada; Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Uri Tabori
- Arthur and Sonia Labatt Brain Tumor Research Centre, Toronto, ON, Canada; Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, ON, Canada.
| |
Collapse
|
3
|
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.
Collapse
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.
| |
Collapse
|
4
|
Das A, Tabori U, Sambira Nahum LC, Collins NB, Deyell R, Dvir R, Faure-Conter C, Hassall TE, Minturn JE, Edwards M, Brookes E, Bianchi V, Levine A, Stone SC, Sudhaman S, Sanchez Ramirez S, Ercan AB, Stengs L, Chung J, Negm L, Getz G, Maruvka YE, Ertl-Wagner B, Ohashi PS, Pugh T, Hawkins C, Bouffet E, Morgenstern DA. Efficacy of Nivolumab in Pediatric Cancers with High Mutation Burden and Mismatch Repair Deficiency. Clin Cancer Res 2023; 29:4770-4783. [PMID: 37126021 PMCID: PMC10690097 DOI: 10.1158/1078-0432.ccr-23-0411] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [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: 02/09/2023] [Revised: 03/23/2023] [Accepted: 04/27/2023] [Indexed: 05/02/2023]
Abstract
PURPOSE Checkpoint inhibitors have limited efficacy for children with unselected solid and brain tumors. We report the first prospective pediatric trial (NCT02992964) using nivolumab exclusively for refractory nonhematologic cancers harboring tumor mutation burden (TMB) ≥5 mutations/megabase (mut/Mb) and/or mismatch repair deficiency (MMRD). PATIENTS AND METHODS Twenty patients were screened, and 10 were ultimately included in the response cohort of whom nine had TMB >10 mut/Mb (three initially eligible based on MMRD) and one patient had TMB between 5 and 10 mut/Mb. RESULTS Delayed immune responses contributed to best overall response of 50%, improving on initial objective responses (20%) and leading to 2-year overall survival (OS) of 50% [95% confidence interval (CI), 27-93]. Four children, including three with refractory malignant gliomas are in complete remission at a median follow-up of 37 months (range, 32.4-60), culminating in 2-year OS of 43% (95% CI, 18.2-100). Biomarker analyses confirmed benefit in children with germline MMRD, microsatellite instability, higher activated and lower regulatory circulating T cells. Stochastic mutation accumulation driven by underlying germline MMRD impacted the tumor microenvironment, contributing to delayed responses. No benefit was observed in the single patient with an MMR-proficient tumor and TMB 7.4 mut/Mb. CONCLUSIONS Nivolumab resulted in durable responses and prolonged survival for the first time in a pediatric trial of refractory hypermutated cancers including malignant gliomas. Novel biomarkers identified here need to be translated rapidly to clinical care to identify children who can benefit from checkpoint inhibitors, including upfront management of cancer. See related commentary by Mardis, p. 4701.
Collapse
Affiliation(s)
- Anirban Das
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Uri Tabori
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Lauren C. Sambira Nahum
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Natalie B. Collins
- Dana-Farber/Boston Children's Cancer and Blood Disorders Center, Boston, Massachusetts
| | | | - Rina Dvir
- Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
| | | | | | - Jane E. Minturn
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Melissa Edwards
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Elissa Brookes
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Vanessa Bianchi
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Adrian Levine
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Simone C. Stone
- Princess Margaret Cancer Centre and University of Toronto, Toronto, Ontario
| | - Sumedha Sudhaman
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Santiago Sanchez Ramirez
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Ayse B. Ercan
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Lucie Stengs
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Jill Chung
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Logine Negm
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Gad Getz
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts
| | | | - Birgit Ertl-Wagner
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Pamela S. Ohashi
- Princess Margaret Cancer Centre and University of Toronto, Toronto, Ontario
| | - Trevor Pugh
- Princess Margaret Cancer Centre and University of Toronto, Toronto, Ontario
| | - Cynthia Hawkins
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Eric Bouffet
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| | - Daniel A. Morgenstern
- Hospital for Sick Children and Department of Paediatrics, University of Toronto, Toronto, Ontario
| |
Collapse
|
5
|
Liu MH, Costa B, Choi U, Bandler RC, Lassen E, Grońska-Pęski M, Schwing A, Murphy ZR, Rosenkjær D, Picciotto S, Bianchi V, Stengs L, Edwards M, Loh CA, Truong TK, Brand RE, Pastinen T, Wagner JR, Skytte AB, Tabori U, Shoag JE, Evrony GD. Single-strand mismatch and damage patterns revealed by single-molecule DNA sequencing. bioRxiv 2023:2023.02.19.526140. [PMID: 36824744 PMCID: PMC9949150 DOI: 10.1101/2023.02.19.526140] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/21/2023]
Abstract
Mutations accumulate in the genome of every cell of the body throughout life, causing cancer and other genetic diseases1-4. Almost all of these mosaic mutations begin as nucleotide mismatches or damage in only one of the two strands of the DNA prior to becoming double-strand mutations if unrepaired or misrepaired5. However, current DNA sequencing technologies cannot resolve these initial single-strand events. Here, we developed a single-molecule, long-read sequencing method that achieves single-molecule fidelity for single-base substitutions when present in either one or both strands of the DNA. It also detects single-strand cytosine deamination events, a common type of DNA damage. We profiled 110 samples from diverse tissues, including from individuals with cancer-predisposition syndromes, and define the first single-strand mismatch and damage signatures. We find correspondences between these single-strand signatures and known double-strand mutational signatures, which resolves the identity of the initiating lesions. Tumors deficient in both mismatch repair and replicative polymerase proofreading show distinct single-strand mismatch patterns compared to samples deficient in only polymerase proofreading. In the mitochondrial genome, our findings support a mutagenic mechanism occurring primarily during replication. Since the double-strand DNA mutations interrogated by prior studies are only the endpoint of the mutation process, our approach to detect the initiating single-strand events at single-molecule resolution will enable new studies of how mutations arise in a variety of contexts, especially in cancer and aging.
Collapse
Affiliation(s)
- Mei Hong Liu
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| | - Benjamin Costa
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| | - Una Choi
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| | - Rachel C. Bandler
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
| | | | - Marta Grońska-Pęski
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| | - Adam Schwing
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| | - Zachary R. Murphy
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| | | | - Shany Picciotto
- Department of Urology, University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, USA
| | - Vanessa Bianchi
- Program in Genetics and Genome Biology, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, Canada
| | - Lucie Stengs
- Program in Genetics and Genome Biology, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, Canada
| | - Melissa Edwards
- Program in Genetics and Genome Biology, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, Canada
| | - Caitlin A. Loh
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| | - Tina K. Truong
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| | - Randall E. Brand
- Department of Medicine, University of Pittsburgh School of Medicine, USA
| | - Tomi Pastinen
- Genomic Medicine Center, Children’s Mercy Kansas City, USA
| | - J. Richard Wagner
- Department of Nuclear Medicine and Radiobiology, Université de Sherbrooke, Canada
| | | | - Uri Tabori
- Program in Genetics and Genome Biology, Peter Gilgan Centre for Research and Learning, The Hospital for Sick Children, Canada
- Division of Haematology/Oncology, Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Canada
| | - Jonathan E. Shoag
- Department of Urology, University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, USA
| | - Gilad D. Evrony
- Center for Human Genetics and Genomics, New York University Grossman School of Medicine, USA
- Department of Pediatrics, Department of Neuroscience & Physiology, Institute for Systems Genetics, Perlmutter Cancer Center, and Neuroscience Institute, New York University Grossman School of Medicine, USA
| |
Collapse
|
6
|
Chung J, Negm L, Bianchi V, Stengs L, Das A, Liu ZA, Sudhaman S, Aronson M, Brunga L, Edwards M, Forster V, Komosa M, Davidson S, Lees J, Tomboc P, Samuel D, Farah R, Bendel A, Knipstein J, Schneider KW, Reschke A, Zelcer S, Zorzi A, McWilliams R, Foulkes WD, Bedgood R, Peterson L, Rhode S, Van Damme A, Scheers I, Gardner S, Robbins G, Vanan MI, Meyn MS, Auer R, Leach B, Burke C, Villani A, Malkin D, Bouffet E, Huang A, Taylor MD, Durno C, Shlien A, Hawkins C, Getz G, Maruvka YE, Tabori U. Genomic Microsatellite Signatures Identify Germline Mismatch Repair Deficiency and Risk of Cancer Onset. J Clin Oncol 2023; 41:766-777. [PMID: 36240479 PMCID: PMC10489375 DOI: 10.1200/jco.21.02873] [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: 12/14/2021] [Revised: 06/14/2022] [Accepted: 08/02/2022] [Indexed: 02/03/2023] Open
Abstract
PURPOSE Diagnosis of Mismatch Repair Deficiency (MMRD) is crucial for tumor management and early detection in patients with the cancer predisposition syndrome constitutional mismatch repair deficiency (CMMRD). Current diagnostic tools are cumbersome and inconsistent both in childhood cancers and in determining germline MMRD. PATIENTS AND METHODS We developed and analyzed a functional Low-pass Genomic Instability Characterization (LOGIC) assay to detect MMRD. The diagnostic performance of LOGIC was compared with that of current established assays including tumor mutational burden, immunohistochemistry, and the microsatellite instability panel. LOGIC was then applied to various normal tissues of patients with CMMRD with comprehensive clinical data including age of cancer presentation. RESULTS Overall, LOGIC was 100% sensitive and specific in detecting MMRD in childhood cancers (N = 376). It was more sensitive than the microsatellite instability panel (14%, P = 4.3 × 10-12), immunohistochemistry (86%, P = 4.6 × 10-3), or tumor mutational burden (80%, P = 9.1 × 10-4). LOGIC was able to distinguish CMMRD from other cancer predisposition syndromes using blood and saliva DNA (P < .0001, n = 277). In normal cells, MMRDness scores differed between tissues (GI > blood > brain), increased over time in the same individual, and revealed genotype-phenotype associations within the mismatch repair genes. Importantly, increased MMRDness score was associated with younger age of first cancer presentation in individuals with CMMRD (P = 2.2 × 10-5). CONCLUSION LOGIC was a robust tool for the diagnosis of MMRD in multiple cancer types and in normal tissues. LOGIC may inform therapeutic cancer decisions, provide rapid diagnosis of germline MMRD, and support tailored surveillance for individuals with CMMRD.
Collapse
Affiliation(s)
- Jiil Chung
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Logine Negm
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Medical Biophysics, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Vanessa Bianchi
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Lucie Stengs
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Anirban Das
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Division of Hematology/Oncology, The Hospital for Sick Children, Department of Pediatrics, University of Toronto, Toronto, ON, Canada
- Department of Pediatric Hematology/Oncology, Tata Medical Centre, Kolkata, India
| | - 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, ON, Canada
| | - Sumedha Sudhaman
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Melyssa Aronson
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, Toronto, ON, Canada
| | - Ledia Brunga
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Melissa Edwards
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Victoria Forster
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Martin Komosa
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Scott Davidson
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON, Canada
| | - Jodi Lees
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Patrick Tomboc
- Department of Pediatrics, West Virginia University, Morgantown, WV
| | | | - Roula Farah
- Lebanese American University Medical Center-Rizk, Beirut, Lebanon
| | - Anne Bendel
- Department of Pediatric Hematology-Oncology, Children's Minnesota, Minneapolis, MN
| | - Jeffrey Knipstein
- Division of Pediatric Hematology/Oncology/BMT, Medical College of Wisconsin, Milwaukee, WI
| | - Kami Wolfe Schneider
- Department of Pediatric Hematology-Oncology, Children's Hospital Colorado, Aurora, CO
| | - Agnes Reschke
- Department of Pediatric Hematology/Oncology, Stanford University, Palo Alto, CA
| | - Shayna Zelcer
- Department of Pediatrics, London Health Sciences Centre, London, ON, Canada
| | - Alexandra Zorzi
- Division of Haematology/Oncology, Western University, London, ON, Canada
| | | | - William D. Foulkes
- Departments of Oncology and Human Genetics, McGill University Health Centre, Cancer Genetics Program, Montreal, QC, Canada
| | | | - Lindsay Peterson
- Division of Medical Oncology, Washington University, St Louis, MO
| | - Sara Rhode
- Department of Hematology and Oncology, Cleveland Clinic, Cleveland, OH
| | - An Van Damme
- Pediatric Gastroenterology and Hepatology Unit, Cliniques Universitaires Saint-Luc, Université Catholique de Louvain, Brussels, Belgium
| | - Isabelle Scheers
- Universite Catholique de Louvain La Faculte de Medecine, Bruxelles, Belgium
| | - Sharon Gardner
- Department of Pediatric Hematology-Oncology, NYU Langone Health, New York, NY
| | - Gabriel Robbins
- Department of Pediatric Hematology-Oncology, NYU Langone Health, New York, NY
| | - Magimairajan Issai Vanan
- Department of Pediatric Hematology-Oncology, CancerCare Manitoba, Winnipeg, MB, Canada
- Department of Pediatrics and Child Health, University of Manitoba, Winnipeg, MB, Canada
| | - M. Stephen Meyn
- Division of Clinical and Metabolic Genetics, The Hospital for Sick Children, Toronto, ON, Canada
- Center for Human Genomics and Precision Medicine, School of Medicine and Public Health, University of Wisconsin, Madison, WI
| | - Rebecca Auer
- Centre for Innovative Cancer Research, Ottawa Hospital Research Institute, Ottawa, ON, Canada
| | - Brandie Leach
- Department of Gastroenterology, Hepatology, and Nutrition, Digestive Disease and Surgery Institute, Cleveland Clinic, Cleveland, OH
| | - Carol Burke
- Department of Gastroenterology, Hepatology, and Nutrition, Digestive Disease and Surgery Institute, Cleveland Clinic, Cleveland, OH
| | - Anita Villani
- Division of Hematology/Oncology, The Hospital for Sick Children, Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - David Malkin
- Division of Hematology/Oncology, The Hospital for Sick Children, Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - Eric Bouffet
- Division of Hematology/Oncology, The Hospital for Sick Children, Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| | - Annie Huang
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Division of Hematology/Oncology, The Hospital for Sick Children, Department of Pediatrics, University of Toronto, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Michael D. Taylor
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Neurosurgery, The Hospital for Sick Children, Toronto, ON, Canada
| | - Carol Durno
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, Toronto, ON, Canada
- Division of Gastroenterology, Hepatology and Nutrition, The Hospital for Sick Children, Toronto, ON, Canada
| | - Adam Shlien
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Laboratory Medicine and Pathobiology, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Cynthia Hawkins
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Department of Paediatric Laboratory Medicine, The Hospital for Sick Children, Toronto, ON, Canada
- Division of Pathology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Gad Getz
- The Broad Institute of MIT and Harvard, Cambridge, MA
- Center for Cancer Research, Massachusetts General Hospital, Boston, MA
- Harvard Medical School, 250 Longwood Avenue, Boston, MA
- Department of Pathology, Massachusetts General Hospital, Boston, MA
| | - Yosef E. Maruvka
- Faculty of Biotechnology and Food Engineering, The Lokey Center for Life Science and Engineering, TECHNION – Israel Institute of Technology, Haifa, Israel
| | - Uri Tabori
- Program in Genetics and Genome Biology, The Hospital for Sick Children, Toronto, ON, Canada
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Division of Hematology/Oncology, The Hospital for Sick Children, Department of Pediatrics, University of Toronto, Toronto, ON, Canada
| |
Collapse
|
7
|
Negm L, Nobre L, Bennett J, Chung J, Fernandez N, Johnson M, Aronson M, Zhang C, Komosa M, Bianchi V, Stengs L, Lim-Fat MJ, Keith J, Tsang D, Gao A, Munoz D, Nguyen L, Das S, Levine A, Das A, Hawkins C, Tabori U. DNAR-09. THE IMPACT OF MISMATCH REPAIR DEFICIENCY ON HIGH GRADE GLIOMAS IN CHILDREN, ADOLESCENTS AND YOUNG ADULTS; A REPORT FROM THE IRRDC AND THE GLIOMA TASKFORCE. Neuro Oncol 2022. [DOI: 10.1093/neuonc/noac209.341] [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] Open
Abstract
Abstract
Mismatch repair deficiency (MMRD) is a pan-cancer mechanism resulting in universal hypermutation and aggressive cancers that are resistant to chemoradiation yet sensitive to immunotherapy. MMRD mutations can occur somatically or be inherited as a part of Lynch Syndrome or Constitutional Mismatch Repair Deficiency (CMMRD). Although MMRD affects children, adolescents and young adults (CAYA, ages 0-40) with gliomas, its prevalence and impact of germline inheritance is unknown. Given that high microsatellite instability (MSI) is a key characteristic of MMRD, we previously developed a robust low-coverage whole genome-based tool to quantify MSI, which allows for accurate MMRD detection. We are therefore performing a large-scale MMRD screen of CAYA high grade gliomas (HGGs) and utilizing data from the International Replication Repair Deficiency Consortium (IRRDC) to determine the impact of germline mutations in MMRD gliomas. Ongoing data on 346 HGGs from CAYA patients reveals that MMRD is identified in 6% of HGGs and is not present in tumors with pediatric type alterations. Moreover, of MMRD tumors with IDH1 mutations, none harbor 1p/19q co-deletions. Of patients with available information, all are diagnosed with Lynch Syndrome (69%) or CMMRD (31%), with all Lynch Syndrome diagnoses occurring in patients above 18 years of age. Complementary data from the IRRDC on 113 MMRD patients with gliomas reveal that the median age of glioma is 9.7 and 17.5 years in CMMRD and Lynch Syndrome, respectively (p < 0.001). Strikingly, CMMRD gliomas are enriched for secondary polymerase mutations (60%, p < 0.001) and exhibit ultra-hypermutation, while MMRD gliomas with Lynch Syndrome are enriched for IDH1 mutations (32%, p < 0.025) and harbor a lower mutational burden. Our data reveal a high prevalence of MMRD in CAYA HGGs with alarming impact of germline predisposition. These data can support universal screening for MMRD in high grade glioma diagnostics and identify patients for precision therapeutics.
Collapse
Affiliation(s)
- Logine Negm
- Hospital for Sick Children, Toronto , Ontario , Canada
| | - Liana Nobre
- Hospital for Sick Children, Toronto , Ontario , Canada
| | - Julie Bennett
- Hospital for Sick Children, Toronto , Ontario , Canada
| | - Jiil Chung
- Hospital for Sick Children, Toronto , Ontario , Canada
| | | | | | - Melyssa Aronson
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, Toronto , Ontario , Canada
| | - Cindy Zhang
- Hospital for Sick Children, Toronto , Ontario , Canada
| | - Martin Komosa
- Hospital for Sick Children, Toronto , Ontario , Canada
| | | | - Lucie Stengs
- Hospital for Sick Children, Toronto , Ontario , Canada
| | - Mary Jane Lim-Fat
- Sunnybrook Health Sciences Centre, University of Toronto , Toronto , Canada
| | - Julia Keith
- Department of Anatomical Pathology, Sunnybrook Health Sciences Centre, Toronto , Ontario , Canada
| | - Derek Tsang
- Department of Radiation Oncology, University of Toronto, Toronto , Ontario , Canada
| | | | | | - Lananh Nguyen
- Department of Lab Medicine and Pathology, Unity Health Toronto, Toronto , Ontario , Canada
| | - Sunit Das
- Unity Health Toronto, Toronto , Ontario , Canada
| | | | - Anirban Das
- Hospital for Sick Children , Toronto , Canada
| | - Cynthia Hawkins
- Hospital for Sick Children, University of Toronto , Toronto , USA
| | - Uri Tabori
- Hospital for Sick Children , Toronto , Canada
| |
Collapse
|
8
|
Das A, Morgenstern D, Bianchi V, Sudhaman S, Edwards M, Stengs L, Larouche V, Samuel D, Van Damme A, Gass D, Ziegler D, Bielack S, Zelcer S, Yalon M, Constantini S, Sarosiek T, Libionka W, Nichols K, De Mola RL, Bielamowicz K, Sabel M, Frojd C, Wood MD, Migueis JCS, Abongwa C, Yen LY, Stearns D, Opocher E, Bhatia K, Sen S, Cantero EQ, Paez PS, Crooks B, Magimairajan V, Reddy A, Adamski J, Mason G, Lindhorst S, Aronson M, Ertl-Wagner B, Hawkins C, Bouffet E, Tabori U. IMMU-13. Dual CTLA4/ PD-1 blockade improves survival for replication-repair deficient high-grade gliomas failing single agent PD-1 inhibition: An IRRDC study. Neuro Oncol 2022. [PMCID: PMC9164997 DOI: 10.1093/neuonc/noac079.306] [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: 11/27/2022] Open
Abstract
BACKGROUND: High-grade gliomas (HGG) with replication-repair deficiency (RRD) harbour high mutation burden (TMB) and are rapidly fatal following chemo-radiation approaches. Although hypermutation results in objective responses and prolonged survival in >30% of patients undergoing PD1-blockade, salvage following failure of PD1-inhibition remains a challenge. METHODS: We performed a real-world study of Ipilimumab (anti-CTLA4) in combination with Nivolumab/Pembrolizumab for patients failing single-agent PD1-inhibition. RESULTS: Among 68 consortium patients with relapsed HGG treated with single-agent PD1-inhibitors, progression was observed in 43 (63%). Ipilimumab was added to 20/43 (46.5%), 14 (32.5%) received best supportive care (BSC), and 9 (21%) received miscellaneous therapies. For patients receiving CTLA4/PD1-inhibition, median age at progression was 12.3-years (IQR: 9; 15.6). Time from anti-PD1 initiation to progression was 8-months (IQR: 3.8; 18.5). Germline predisposition was observed in all patients (CMMRD: 70%, Lynch: 25%, polymerase-proofreading deficiency: 5%). All HGG were hypermutant (median TMB: 182 mutations/Mb; IQR: 15.6; 369.4). Centralized radiology review revealed objective responses in 3/20 (15%, all ultra-hypermutant: 320, 496, 834 mutations/Mb), stable disease in 5 (25%), and 12 (60%) eventually progressed (iRANO). Following failure of PD1-blockade, estimated progression-free and overall survival at 18-months for patients receiving CTLA4/PD1-inhibition were 11% and 25%, respectively. Importantly, survival was superior to patients receiving BSC (median OS <1-month versus 12-months on CTLA4/PD1-inhibition; p<0.001). All patients receiving BSC died within 3.5-months, while 4/8 survivors were alive for >1-year on the anti-CTLA4/PD1combination (range:1-48 months). The combinational immunotherapy resulted in significant autoimmune toxicity in 11/20 (55%), warranting immunosuppressive therapy in all, and treatment abandonment in 6 patients. CONCLUSION: Combined CTLA4/PD1-blockade after failure of single-agent PD1-inhibition revealed objective responses and prolonged survival in an otherwise rapidly-fatal disease. This needs to be assessed in the context of significant autoimmunity, supporting the need for the current prospective trial (NCT04500548), and novel strategies to limit treatment-related toxicity.
Collapse
Affiliation(s)
- Anirban Das
- Hospital for Sick Children , Toronto , Canada
- Tata Medical Center , Kolkata , India
| | | | | | | | | | | | | | | | - An Van Damme
- Cliniques universitaires Saint-Luc , Brussels , Belgium
| | - David Gass
- Levine Children's Cancer & Blood Disorders , Charlotte , USA
| | | | | | | | | | | | | | | | - Kim Nichols
- St Jude Childrens Research Hospital , Memphis , USA
| | | | | | - Magnus Sabel
- Sahlgrenska University Hospital , Gothenburg , Sweden
| | | | | | | | | | - Lee Yi Yen
- Taipei Veterans General Hospital , Taipei , Taiwan
| | - Duncan Stearns
- Rainbow Babies and Children's Hospital , Cleveland , USA
| | | | | | | | | | | | | | | | | | - Jenny Adamski
- Birmingham Women's and Children's Hospital , Birmingham , United Kingdom
| | - Gary Mason
- University of Pittsburgh School of Medicine , Pittsburgh , USA
| | | | | | | | | | | | - Uri Tabori
- Hospital for Sick Children , Toronto , Canada
| |
Collapse
|
9
|
Galati M, Li L, Sudhaman S, Lipman T, Stengs L, Elshaer D, Bridge T, Semenova D, Edwards M, Hodel K, Forster VJ, Nunes NM, Martin A, Bouffet E, Pursell Z, Hawkins C, Tabori U. MODL-25. REPLICATION REPAIR DEFICIENT MOUSE MODELS PROVIDE INSIGHT ON HYPERMUTANT BRAIN TUMOURS, MECHANISMS OF IMMUNE EVASION, AND COMBINATORIAL IMMUNOTHERAPY. Neuro Oncol 2020. [PMCID: PMC7715596 DOI: 10.1093/neuonc/noaa222.598] [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: 11/16/2022] Open
Abstract
Replication repair deficiency (RRD) is the leading cause of hypermutant brain tumours in children. RRD is caused by defects in one of four mismatch repair (MMR) genes and mutations in POLE or POLD1. Such tumours are resistant to common therapeutic agents and animal models are needed to study RRD in vivo and test novel therapies like immune checkpoint inhibitors (ICIs). To model RRD brain tumours specifically, we engineered a Pole mutant mouse model harbouring the S459F mutation (PoleS459F). We combined PoleS459F mice with conditional Msh2 knockout (Msh2LoxP) and Nestin-cre mice. All Nestin-cre+Msh2LoxP/LoxPPoleS459F/+ mice rapidly succumbed to posterior fossa brain tumours between 8.6 and 12.4 weeks. Importantly, tumours exhibited hallmark “ultrahypermutation” (~350 mutations/Mb) and the corresponding signatures characteristic of human combined MMR and POLE-proofreading glioblastoma. Interestingly, Nestin-cre+Msh2LoxP/LoxPPoleS459F/S459F mice failed to establish normal cerebella, suggesting such mutational loads may not support normal brain development. Furthermore, OLIG2-cre+Msh2LoxP/LoxPPoleS459F/+ mice failed to develop tumors. Tumors transplanted into syngeneic vs immunocompromised animals egrafted well orthotopically in the mouse hindbrain but significantly less efficiently when engrafted subcutaneously. Furthermore, immunocompromised and subcutaneous tumors revealed striking differences in mutational burden and clonal architecture, suggestive of nonautonomous immunoediting. Finally, anti-PD1 was sufficient to treat subcutaneously engrafted tumors in immunocompetent animals. This first mouse model of immunocompetent, hypermutant brain tumors can be used to uncover unique characteristics of RRD tumour evolution and allow for immune based therapeutic preclinical testing. Experiments to assess combinational ICIs and other therapeutic interventions in orthotopically transplanted tumors will also be presented.
Collapse
Affiliation(s)
- Melissa Galati
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Li Li
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Sumedha Sudhaman
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Tatiana Lipman
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Lucie Stengs
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Dana Elshaer
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Taylor Bridge
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Dar’ya Semenova
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Melissa Edwards
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Karl Hodel
- Department of Biochemistry, Tulane University, New Orleans, LA, USA
| | - Victoria J Forster
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Nuno M Nunes
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Alberto Martin
- Department of Immunology, University of Toronto, Toronto, ON, Canada
| | - Eric Bouffet
- Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| | - Zachary Pursell
- Department of Biochemistry, Tulane University, New Orleans, LA, USA
| | - Cynthia Hawkins
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
| | - Uri Tabori
- The Arthur and Sonia Labatt Brain Tumour Research Centre, The Hospital for Sick Children, Toronto, ON, Canada
- Division of Hematology and Oncology, The Hospital for Sick Children, Toronto, ON, Canada
| |
Collapse
|