1
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Deyell RJ, Shen Y, Titmuss E, Dixon K, Williamson LM, Pleasance E, Nelson JMT, Abbasi S, Krzywinski M, Armstrong L, Bonakdar M, Ch'ng C, Chuah E, Dunham C, Fok A, Jones M, Lee AF, Ma Y, Moore RA, Mungall AJ, Mungall KL, Rogers PC, Schrader KA, Virani A, Wee K, Young SS, Zhao Y, Jones SJM, Laskin J, Marra MA, Rassekh SR. Whole genome and transcriptome integrated analyses guide clinical care of pediatric poor prognosis cancers. Nat Commun 2024; 15:4165. [PMID: 38755180 PMCID: PMC11099106 DOI: 10.1038/s41467-024-48363-5] [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: 05/08/2023] [Accepted: 04/29/2024] [Indexed: 05/18/2024] Open
Abstract
The role for routine whole genome and transcriptome analysis (WGTA) for poor prognosis pediatric cancers remains undetermined. Here, we characterize somatic mutations, structural rearrangements, copy number variants, gene expression, immuno-profiles and germline cancer predisposition variants in children and adolescents with relapsed, refractory or poor prognosis malignancies who underwent somatic WGTA and matched germline sequencing. Seventy-nine participants with a median age at enrollment of 8.8 y (range 6 months to 21.2 y) are included. Germline pathogenic/likely pathogenic variants are identified in 12% of participants, of which 60% were not known prior. Therapeutically actionable variants are identified by targeted gene report and whole genome in 32% and 62% of participants, respectively, and increase to 96% after integrating transcriptome analyses. Thirty-two molecularly informed therapies are pursued in 28 participants with 54% achieving a clinical benefit rate; objective response or stable disease ≥6 months. Integrated WGTA identifies therapeutically actionable variants in almost all tumors and are directly translatable to clinical care of children with poor prognosis cancers.
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Affiliation(s)
- Rebecca J Deyell
- Department of Pediatrics, BC Children's Hospital and Research Institute, Vancouver, BC, Canada.
| | - Yaoqing Shen
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Emma Titmuss
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Katherine Dixon
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Laura M Williamson
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Erin Pleasance
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Jessica M T Nelson
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Sanna Abbasi
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Martin Krzywinski
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Linlea Armstrong
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Melika Bonakdar
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Carolyn Ch'ng
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Eric Chuah
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Chris Dunham
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Alexandra Fok
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Martin Jones
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Anna F Lee
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Paul C Rogers
- Department of Pediatrics, BC Children's Hospital and Research Institute, Vancouver, BC, Canada
| | - Kasmintan A Schrader
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Alice Virani
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Kathleen Wee
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Sean S Young
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
- Cancer Genetics and Genomics Laboratory, Department of Pathology and Laboratory Medicine, BC Cancer, Vancouver, Canada
| | - Yongjun Zhao
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, Canada
| | - Janessa Laskin
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Shahrad R Rassekh
- Department of Pediatrics, BC Children's Hospital and Research Institute, Vancouver, BC, Canada.
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2
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Porter VL, O'Neill K, MacLennan S, Corbett RD, Ng M, Culibrk L, Hamadeh Z, Iden M, Schmidt R, Tsaih SW, Chang G, Fan J, Nip KM, Akbari V, Chan SK, Hopkins J, Moore RA, Chuah E, Mungall KL, Mungall AJ, Birol I, Jones SJM, Rader JS, Marra MA. Genomic structures and regulation patterns at HPV integration sites in cervical cancer. bioRxiv 2023:2023.11.04.564800. [PMID: 37961641 PMCID: PMC10635144 DOI: 10.1101/2023.11.04.564800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Human papillomavirus (HPV) integration has been implicated in transforming HPV infection into cancer, but its genomic consequences have been difficult to study using short-read technologies. To resolve the dysregulation associated with HPV integration, we performed long-read sequencing on 63 cervical cancer genomes. We identified six categories of integration events based on HPV-human genomic structures. Of all HPV integrants, defined as two HPV-human breakpoints bridged by an HPV sequence, 24% contained variable copies of HPV between the breakpoints, a phenomenon we termed heterologous integration. Analysis of DNA methylation within and in proximity to the HPV genome at individual integration events revealed relationships between methylation status of the integrant and its orientation and structure. Dysregulation of the human epigenome and neighboring gene expression in cis with the HPV-integrated allele was observed over megabase-ranges of the genome. By elucidating the structural, epigenetic, and allele-specific impacts of HPV integration, we provide insight into the role of integrated HPV in cervical cancer.
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3
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Xu J, Pandoh PK, Corbett RD, Smailus D, Bowlby R, Brooks D, McDonald H, Haile S, Chahal S, Bilobram S, Mungall KL, Mungall AJ, Coope R, Moore RA, Zhao Y, Jones SJ, Marra MA. A high-throughput pipeline for DNA/RNA/small RNA purification from tissue samples for sequencing. Biotechniques 2023; 75:47-55. [PMID: 37551834 DOI: 10.2144/btn-2023-0011] [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] [Indexed: 08/09/2023] Open
Abstract
High-throughput total nucleic acid (TNA) purification methods based on solid-phase reversible immobilization (SPRI) beads produce TNA suitable for both genomic and transcriptomic applications. Even so, small RNA species, including miRNA, bind weakly to SPRI beads under standard TNA purification conditions, necessitating a separate workflow using column-based methods that are difficult to automate. Here, an SPRI-based high-throughput TNA purification protocol that recovers DNA, RNA and small RNA, called GSC-modified RLT+ Aline bead-based protocol (GRAB-ALL), which incorporates modifications to enhance small RNA recovery is presented. GRAB-ALL was benchmarked against existing nucleic acid purification workflows and GRAB-ALL efficiently purifies TNA, including small RNA, for next-generation sequencing applications in a plate-based format suitable for automated high-throughput sample preparation.
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Affiliation(s)
- Jing Xu
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Pawan K Pandoh
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Richard D Corbett
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Duane Smailus
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Reanne Bowlby
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Denise Brooks
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Helen McDonald
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Simon Haile
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Sundeep Chahal
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Steve Bilobram
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Robin Coope
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Yongjun Zhao
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Steven Jm Jones
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, 570 W 7th Ave, Vancouver, Canada
- Department of Medical Genetics, University of British Columbia, 2329 West Mall, Vancouver, Canada
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4
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Dixon K, Shen Y, O'Neill K, Mungall KL, Chan S, Bilobram S, Zhang W, Bezeau M, Sharma A, Fok A, Mungall AJ, Moore R, Bosdet I, Thibodeau ML, Sun S, Yip S, Schrader KA, Jones SJM. Defining the heterogeneity of unbalanced structural variation underlying breast cancer susceptibility by nanopore genome sequencing. Eur J Hum Genet 2023; 31:602-606. [PMID: 36797466 PMCID: PMC10172360 DOI: 10.1038/s41431-023-01284-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 12/23/2022] [Accepted: 01/10/2023] [Indexed: 02/18/2023] Open
Abstract
Germline structural variants (SVs) are challenging to resolve by conventional genetic testing assays. Long-read sequencing has improved the global characterization of SVs, but its sensitivity at cancer susceptibility loci has not been reported. Nanopore long-read genome sequencing was performed for nineteen individuals with pathogenic copy number alterations in BRCA1, BRCA2, CHEK2 and PALB2 identified by prior clinical testing. Fourteen variants, which spanned single exons to whole genes and included a tandem duplication, were accurately represented. Defining the precise breakpoints of SVs in BRCA1 and CHEK2 revealed unforeseen allelic heterogeneity and informed the mechanisms underlying the formation of recurrent deletions. Integrating read-based and statistical phasing further helped define extended haplotypes associated with founder alleles. Long-read sequencing is a sensitive method for characterizing private, recurrent and founder SVs underlying breast cancer susceptibility. Our findings demonstrate the potential for nanopore sequencing as a powerful genetic testing assay in the hereditary cancer setting.
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Affiliation(s)
- Katherine Dixon
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada.,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Yaoqing Shen
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Kieran O'Neill
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Simon Chan
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Steve Bilobram
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Wei Zhang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | | | | | - Alexandra Fok
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Hereditary Cancer Program, BC Cancer, Vancouver, BC, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Richard Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Ian Bosdet
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - My Linh Thibodeau
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Hereditary Cancer Program, BC Cancer, Vancouver, BC, Canada
| | - Sophie Sun
- Hereditary Cancer Program, BC Cancer, Vancouver, BC, Canada.,Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Stephen Yip
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Kasmintan A Schrader
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada. .,Hereditary Cancer Program, BC Cancer, Vancouver, BC, Canada.
| | - Steven J M Jones
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada. .,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.
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5
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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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6
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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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7
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Pleasance E, Bohm A, Williamson LM, Nelson JMT, Shen Y, Bonakdar M, Titmuss E, Csizmok V, Wee K, Hosseinzadeh S, Grisdale CJ, Reisle C, Taylor GA, Lewis E, Jones MR, Bleile D, Sadeghi S, Zhang W, Davies A, Pellegrini B, Wong T, Bowlby R, Chan SK, Mungall KL, Chuah E, Mungall AJ, Moore RA, Zhao Y, Deol B, Fisic A, Fok A, Regier DA, Weymann D, Schaeffer DF, Young S, Yip S, Schrader K, Levasseur N, Taylor SK, Feng X, Tinker A, Savage KJ, Chia S, Gelmon K, Sun S, Lim H, Renouf DJ, Jones SJM, Marra MA, Laskin J. Whole genome and transcriptome analysis enhances precision cancer treatment options. Ann Oncol 2022; 33:939-949. [PMID: 35691590 DOI: 10.1016/j.annonc.2022.05.522] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [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: 12/02/2021] [Revised: 05/03/2022] [Accepted: 05/31/2022] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND Recent advances are enabling delivery of precision genomic medicine to cancer clinics. While the majority of approaches profile panels of selected genes or hotspot regions, comprehensive data provided by whole genome and transcriptome sequencing and analysis (WGTA) presents an opportunity to align a much larger proportion of patients to therapies. PATIENTS AND METHODS Samples from 570 patients with advanced or metastatic cancer of diverse types enrolled in the Personalized OncoGenomics (POG) program underwent WGTA. DNA-based data, including mutations, copy number, and mutation signatures, were combined with RNA-based data, including gene expression and fusions, to generate comprehensive WGTA profiles. A multidisciplinary molecular tumour board used WGTA profiles to identify and prioritize clinically actionable alterations and inform therapy. Patient responses to WGTA-informed therapies were collected. RESULTS Clinically actionable targets were identified for 83% of patients, 37% of whom received WGTA-informed treatments. RNA expression data were particularly informative, contributing to 67% of WGTA-informed treatments; 25% of treatments were informed by RNA expression alone. Of a total 248 WGTA-informed treatments, 46% resulted in clinical benefit. RNA expression data were comparable to DNA-based mutation and copy number data in aligning to clinically beneficial treatments. Genome signatures also guided therapeutics including platinum, PARP inhibitors, and immunotherapies. Patients accessed WGTA-informed treatments through clinical trials (19%), off-label use (35%), and as standard therapies (46%) including those which would not otherwise have been the next choice of therapy, demonstrating the utility of genomic information to direct use of chemotherapies as well as targeted therapies. CONCLUSIONS Integrating RNA expression and genome data illuminated treatment options that resulted in 46% of treated patients experiencing positive clinical benefit, supporting the use of comprehensive WGTA profiling in clinical cancer care. CLINICAL TRIAL NUMBER NCT02155621.
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Affiliation(s)
- E Pleasance
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - A Bohm
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver; Department of Medicine, University of British Columbia, Vancouver
| | - L M Williamson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - J M T Nelson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - Y Shen
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - M Bonakdar
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - E Titmuss
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - V Csizmok
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - K Wee
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - S Hosseinzadeh
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver; Department of Medicine, University of British Columbia, Vancouver
| | - C J Grisdale
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - C Reisle
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - G A Taylor
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - E Lewis
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - M R Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - D Bleile
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - S Sadeghi
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - W Zhang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - A Davies
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - B Pellegrini
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - T Wong
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - R Bowlby
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - S K Chan
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - K L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - E Chuah
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - A J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - R A Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - Y Zhao
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - B Deol
- Department of Medical Oncology, BC Cancer, Vancouver
| | - A Fisic
- Department of Medical Oncology, BC Cancer, Vancouver
| | - A Fok
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver
| | - D A Regier
- Canadian Centre for Applied Research in Cancer Control, Cancer Control Research, BC Cancer, Vancouver
| | - D Weymann
- Canadian Centre for Applied Research in Cancer Control, Cancer Control Research, BC Cancer, Vancouver
| | - D F Schaeffer
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver; Pancreas Centre BC, Vancouver
| | - S Young
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver
| | - S Yip
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver
| | - K Schrader
- Hereditary Cancer Program, BC Cancer, Vancouver; Department of Medical Genetics, University of British Columbia, Vancouver
| | - N Levasseur
- Department of Medical Oncology, BC Cancer, Vancouver
| | - S K Taylor
- Department of Medical Oncology, BC Cancer, Kelowna
| | - X Feng
- Department of Medical Oncology, BC Cancer, Victoria
| | - A Tinker
- Department of Medical Oncology, BC Cancer, Vancouver
| | - K J Savage
- Department of Medical Oncology, BC Cancer, Vancouver
| | - S Chia
- Department of Medical Oncology, BC Cancer, Vancouver
| | - K Gelmon
- Department of Medical Oncology, BC Cancer, Vancouver
| | - S Sun
- Department of Medical Oncology, BC Cancer, Vancouver
| | - H Lim
- Department of Medical Oncology, BC Cancer, Vancouver
| | - D J Renouf
- Department of Medical Oncology, BC Cancer, Vancouver; Pancreas Centre BC, Vancouver
| | - S J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver; Department of Medical Genetics, University of British Columbia, Vancouver; Department of Molecular Biology and Biochemistry, Simon Fraser University, Vancouver, Canada
| | - M A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver; Department of Medical Genetics, University of British Columbia, Vancouver
| | - J Laskin
- Department of Medical Oncology, BC Cancer, Vancouver.
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8
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Reisle C, Williamson LM, Pleasance E, Davies A, Pellegrini B, Bleile DW, Mungall KL, Chuah E, Jones MR, Ma Y, Lewis E, Beckie I, Pham D, Matiello Pletz R, Muhammadzadeh A, Pierce BM, Li J, Stevenson R, Wong H, Bailey L, Reisle A, Douglas M, Bonakdar M, Nelson JMT, Grisdale CJ, Krzywinski M, Fisic A, Mitchell T, Renouf DJ, Yip S, Laskin J, Marra MA, Jones SJM. A platform for oncogenomic reporting and interpretation. Nat Commun 2022; 13:756. [PMID: 35140225 PMCID: PMC8828759 DOI: 10.1038/s41467-022-28348-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Accepted: 01/14/2022] [Indexed: 01/01/2023] Open
Abstract
Manual interpretation of variants remains rate limiting in precision oncology. The increasing scale and complexity of molecular data generated from comprehensive sequencing of cancer samples requires advanced interpretative platforms as precision oncology expands beyond individual patients to entire populations. To address this unmet need, we introduce a Platform for Oncogenomic Reporting and Interpretation (PORI), comprising an analytic framework that facilitates the interpretation and reporting of somatic variants in cancer. PORI integrates reporting and graph knowledge base tools combined with support for manual curation at the reporting stage. PORI represents an open-source platform alternative to commercial reporting solutions suitable for comprehensive genomic data sets in precision oncology. We demonstrate the utility of PORI by matching 9,961 pan-cancer genome atlas tumours to the graph knowledge base, calculating therapeutically informative alterations, and making available reports describing select individual samples. The interpretation of somatic variants in cancer is challenging due to the scale and complexity of sequencing data. Here, the authors present PORI, an open-source framework for interpreting somatic variants in cancer using graph knowledge base tools, automated reporting, and manual curation.
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Affiliation(s)
- Caralyn Reisle
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada.,Bioinformatics Graduate Program, Faculty of Science, University of British Columbia, Vancouver, BC, Canada
| | | | - Erin Pleasance
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Anna Davies
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | | | - Dustin W Bleile
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Eric Chuah
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Martin R Jones
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Eleanor Lewis
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Isaac Beckie
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - David Pham
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | | | | | - Brandon M Pierce
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Jacky Li
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Ross Stevenson
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Hansen Wong
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Lance Bailey
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Abbey Reisle
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Matthew Douglas
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Melika Bonakdar
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | | | | | - Martin Krzywinski
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Ana Fisic
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Teresa Mitchell
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Daniel J Renouf
- Pancreas Centre BC, Vancouver, BC, Canada.,Department of Pathology and Laboratory Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Stephen Yip
- Department of Pathology and Laboratory Medicine, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Janessa Laskin
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada. .,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada. .,Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, Canada.
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9
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Yang KC, Kalloger SE, Aird JJ, Lee MKC, Rushton C, Mungall KL, Mungall AJ, Gao D, Chow C, Xu J, Karasinska JM, Colborne S, Jones SJM, Schrader J, Morin RD, Loree JM, Marra MA, Renouf DJ, Morin GB, Schaeffer DF, Gorski SM. Proteotranscriptomic classification and characterization of pancreatic neuroendocrine neoplasms. Cell Rep 2021; 37:109817. [PMID: 34644566 DOI: 10.1016/j.celrep.2021.109817] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [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: 03/09/2021] [Revised: 07/16/2021] [Accepted: 09/20/2021] [Indexed: 12/13/2022] Open
Abstract
Pancreatic neuroendocrine neoplasms (PNENs) are biologically and clinically heterogeneous. Here, we use a multi-omics approach to uncover the molecular factors underlying this heterogeneity. Transcriptomic analysis of 84 PNEN specimens, drawn from two cohorts, is substantiated with proteomic profiling and identifies four subgroups: Proliferative, PDX1-high, Alpha cell-like and Stromal/Mesenchymal. The Proliferative subgroup, consisting of both well- and poorly differentiated specimens, is associated with inferior overall survival probability. The PDX1-high and Alpha cell-like subgroups partially resemble previously described subtypes, and we further uncover distinctive metabolism-related features in the Alpha cell-like subgroup. The Stromal/Mesenchymal subgroup exhibits molecular characteristics of YAP1/WWTR1(TAZ) activation suggestive of Hippo signaling pathway involvement in PNENs. Whole-exome sequencing reveals subgroup-enriched mutational differences, supported by activity inference analysis, and identifies hypermorphic proto-oncogene variants in 14.3% of sequenced PNENs. Our study reveals differences in cellular signaling axes that provide potential directions for PNEN patient stratification and treatment strategies.
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Affiliation(s)
- Kevin C Yang
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada; Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC V5A 1S6, Canada
| | - Steve E Kalloger
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; School of Population and Public Health, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; Division of Anatomical Pathology, Vancouver General Hospital, Vancouver, BC V5Z 1M9, Canada; Pancreas Centre BC, Vancouver, BC V5Z 1L8, Canada
| | - John J Aird
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; Division of Anatomical Pathology, Vancouver General Hospital, Vancouver, BC V5Z 1M9, Canada
| | - Michael K C Lee
- Division of Medical Oncology, BC Cancer, Vancouver, BC V5Z 4E6, Canada
| | - Christopher Rushton
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC V5A 1S6, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada
| | - Dongxia Gao
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; Genetic Pathology Evaluation Centre, Vancouver, BC V6H 3Z6, Canada
| | - Christine Chow
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; Genetic Pathology Evaluation Centre, Vancouver, BC V6H 3Z6, Canada
| | - Jing Xu
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada; Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC V5A 1S6, Canada
| | | | - Shane Colborne
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada; Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Jörg Schrader
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany; I. Department of Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ryan D Morin
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada; Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC V5A 1S6, Canada
| | - Jonathan M Loree
- Division of Medical Oncology, BC Cancer, Vancouver, BC V5Z 4E6, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada; Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Daniel J Renouf
- Pancreas Centre BC, Vancouver, BC V5Z 1L8, Canada; Division of Medical Oncology, BC Cancer, Vancouver, BC V5Z 4E6, Canada
| | - Gregg B Morin
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada; Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - David F Schaeffer
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z7, Canada; Division of Anatomical Pathology, Vancouver General Hospital, Vancouver, BC V5Z 1M9, Canada; Pancreas Centre BC, Vancouver, BC V5Z 1L8, Canada
| | - Sharon M Gorski
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC V5Z 1L3, Canada; Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC V5A 1S6, Canada; Centre for Cell Biology, Development, and Disease, Simon Fraser University, Burnaby, BC V5A 1S6, Canada.
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10
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Haile S, Corbett RD, LeBlanc VG, Wei L, Pleasance S, Bilobram S, Nip KM, Brown K, Trinh E, Smith J, Trinh DL, Bala M, Chuah E, Coope RJN, Moore RA, Mungall AJ, Mungall KL, Zhao Y, Hirst M, Aparicio S, Birol I, Jones SJM, Marra MA. A Scalable Strand-Specific Protocol Enabling Full-Length Total RNA Sequencing From Single Cells. Front Genet 2021; 12:665888. [PMID: 34149808 PMCID: PMC8209500 DOI: 10.3389/fgene.2021.665888] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 04/21/2021] [Indexed: 12/14/2022] Open
Abstract
RNA sequencing (RNAseq) has been widely used to generate bulk gene expression measurements collected from pools of cells. Only relatively recently have single-cell RNAseq (scRNAseq) methods provided opportunities for gene expression analyses at the single-cell level, allowing researchers to study heterogeneous mixtures of cells at unprecedented resolution. Tumors tend to be composed of heterogeneous cellular mixtures and are frequently the subjects of such analyses. Extensive method developments have led to several protocols for scRNAseq but, owing to the small amounts of RNA in single cells, technical constraints have required compromises. For example, the majority of scRNAseq methods are limited to sequencing only the 3' or 5' termini of transcripts. Other protocols that facilitate full-length transcript profiling tend to capture only polyadenylated mRNAs and are generally limited to processing only 96 cells at a time. Here, we address these limitations and present a novel protocol that allows for the high-throughput sequencing of full-length, total RNA at single-cell resolution. We demonstrate that our method produced strand-specific sequencing data for both polyadenylated and non-polyadenylated transcripts, enabled the profiling of transcript regions beyond only transcript termini, and yielded data rich enough to allow identification of cell types from heterogeneous biological samples.
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Affiliation(s)
- Simon Haile
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Richard D Corbett
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Veronique G LeBlanc
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Lisa Wei
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Stephen Pleasance
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Steve Bilobram
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Ka Ming Nip
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Kirstin Brown
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Eva Trinh
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Jillian Smith
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Diane L Trinh
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Miruna Bala
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Eric Chuah
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Robin J N Coope
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Yongjun Zhao
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Martin Hirst
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Samuel Aparicio
- Department of Molecular Oncology, BC Cancer, Vancouver, BC, Canada
| | - Inanc Birol
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
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11
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Isaev K, Ennishi D, Hilton L, Skinnider B, Mungall KL, Mungall AJ, Bakhtiari M, Tremblay-LeMay R, Silva A, Ben-Neriah S, Boyle M, Villa D, Marra MA, Steidl C, Gascoyne RD, Morin R, Savage KJ, Scott DW, Kridel R. Molecular attributes underlying central nervous system and systemic relapse in diffuse large B-cell lymphoma. Haematologica 2021; 106:1466-1471. [PMID: 32817292 PMCID: PMC8094129 DOI: 10.3324/haematol.2020.255950] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2020] [Indexed: 01/20/2023] Open
Affiliation(s)
- Keren Isaev
- Princess Margaret Cancer Centre - University Health Network, Toronto, ON, Canada
| | - Daisuke Ennishi
- Centre for Lymphoid Cancer, BC Cancer, Vancouver, BC, Canada
| | | | - Brian Skinnider
- Centre for Lymphoid Cancer, BC Cancer, Vancouver, BC, Canada
| | - Karen L Mungall
- Canada Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Andrew J Mungall
- Canada Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Mehran Bakhtiari
- Princess Margaret Cancer Centre - University Health Network, Toronto, ON, Canada
| | | | - Anjali Silva
- Princess Margaret Cancer Centre - University Health Network, Toronto, ON, Canada
| | | | | | - Diego Villa
- Centre for Lymphoid Cancer, BC Cancer, Vancouver, BC, Canada
| | - Marco A Marra
- Canada Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | | | | | - Ryan Morin
- Simon Fraser University, Burnaby, BC, Canada
| | - Kerry J Savage
- Centre for Lymphoid Cancer, BC Cancer, Vancouver, BC, Canada
| | - David W Scott
- Centre for Lymphoid Cancer, BC Cancer, Vancouver, BC, Canada
| | - Robert Kridel
- Princess Margaret Cancer Centre - University Health Network, Toronto, ON, Canada
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12
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Docking TR, Parker JDK, Jädersten M, Duns G, Chang L, Jiang J, Pilsworth JA, Swanson LA, Chan SK, Chiu R, Nip KM, Mar S, Mo A, Wang X, Martinez-Høyer S, Stubbins RJ, Mungall KL, Mungall AJ, Moore RA, Jones SJM, Birol İ, Marra MA, Hogge D, Karsan A. A clinical transcriptome approach to patient stratification and therapy selection in acute myeloid leukemia. Nat Commun 2021; 12:2474. [PMID: 33931648 PMCID: PMC8087683 DOI: 10.1038/s41467-021-22625-y] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [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: 11/29/2019] [Accepted: 03/17/2021] [Indexed: 02/08/2023] Open
Abstract
As more clinically-relevant genomic features of myeloid malignancies are revealed, it has become clear that targeted clinical genetic testing is inadequate for risk stratification. Here, we develop and validate a clinical transcriptome-based assay for stratification of acute myeloid leukemia (AML). Comparison of ribonucleic acid sequencing (RNA-Seq) to whole genome and exome sequencing reveals that a standalone RNA-Seq assay offers the greatest diagnostic return, enabling identification of expressed gene fusions, single nucleotide and short insertion/deletion variants, and whole-transcriptome expression information. Expression data from 154 AML patients are used to develop a novel AML prognostic score, which is strongly associated with patient outcomes across 620 patients from three independent cohorts, and 42 patients from a prospective cohort. When combined with molecular risk guidelines, the risk score allows for the re-stratification of 22.1 to 25.3% of AML patients from three independent cohorts into correct risk groups. Within the adverse-risk subgroup, we identify a subset of patients characterized by dysregulated integrin signaling and RUNX1 or TP53 mutation. We show that these patients may benefit from therapy with inhibitors of focal adhesion kinase, encoded by PTK2, demonstrating additional utility of transcriptome-based testing for therapy selection in myeloid malignancy.
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Affiliation(s)
- T Roderick Docking
- Experimental Medicine Program, Department of Medicine, University of British Columbia, Vancouver, BC, Canada.,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Jeremy D K Parker
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Martin Jädersten
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Gerben Duns
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Linda Chang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Jihong Jiang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Jessica A Pilsworth
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Lucas A Swanson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Simon K Chan
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Readman Chiu
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Ka Ming Nip
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Samantha Mar
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Angela Mo
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Xuan Wang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | | | - Ryan J Stubbins
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - İnanç Birol
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada.,Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Donna Hogge
- Leukemia Bone Marrow Transplant Program of BC, Vancouver General Hospital, Vancouver, BC, Canada
| | - Aly Karsan
- Experimental Medicine Program, Department of Medicine, University of British Columbia, Vancouver, BC, Canada. .,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada. .,Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada.
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13
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Carrot-Zhang J, Yao X, Devarakonda S, Deshpande A, Damrauer JS, Silva TC, Wong CK, Choi HY, Felau I, Robertson AG, Castro MA, Bao L, Rheinbay E, Liu EM, Trieu T, Haan D, Yau C, Hinoue T, Liu Y, Shapira O, Kumar K, Mungall KL, Zhang H, Lee JJK, Berger A, Gao GF, Zhitomirsky B, Liang WW, Zhou M, Moorthi S, Berger AH, Collisson EA, Zody MC, Ding L, Cherniack AD, Getz G, Elemento O, Benz CC, Stuart J, Zenklusen J, Beroukhim R, Chang JC, Campbell JD, Hayes DN, Yang L, Laird PW, Weinstein JN, Kwiatkowski DJ, Tsao MS, Travis WD, Khurana E, Berman BP, Hoadley KA, Robine N, Meyerson M, Govindan R, Imielinski M. Whole-genome characterization of lung adenocarcinomas lacking alterations in the RTK/RAS/RAF pathway. Cell Rep 2021; 34:108784. [PMID: 33626341 PMCID: PMC8608252 DOI: 10.1016/j.celrep.2021.108784] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
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14
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Carrot-Zhang J, Yao X, Devarakonda S, Deshpande A, Damrauer JS, Silva TC, Wong CK, Choi HY, Felau I, Robertson AG, Castro MAA, Bao L, Rheinbay E, Liu EM, Trieu T, Haan D, Yau C, Hinoue T, Liu Y, Shapira O, Kumar K, Mungall KL, Zhang H, Lee JJK, Berger A, Gao GF, Zhitomirsky B, Liang WW, Zhou M, Moorthi S, Berger AH, Collisson EA, Zody MC, Ding L, Cherniack AD, Getz G, Elemento O, Benz CC, Stuart J, Zenklusen JC, Beroukhim R, Chang JC, Campbell JD, Hayes DN, Yang L, Laird PW, Weinstein JN, Kwiatkowski DJ, Tsao MS, Travis WD, Khurana E, Berman BP, Hoadley KA, Robine N, Meyerson M, Govindan R, Imielinski M. Whole-genome characterization of lung adenocarcinomas lacking the RTK/RAS/RAF pathway. Cell Rep 2021; 34:108707. [PMID: 33535033 PMCID: PMC8009291 DOI: 10.1016/j.celrep.2021.108707] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2020] [Revised: 09/08/2020] [Accepted: 01/08/2021] [Indexed: 12/13/2022] Open
Abstract
RTK/RAS/RAF pathway alterations (RPAs) are a hallmark of lung adenocarcinoma (LUAD). In this study, we use whole-genome sequencing (WGS) of 85 cases found to be RPA(-) by previous studies from The Cancer Genome Atlas (TCGA) to characterize the minority of LUADs lacking apparent alterations in this pathway. We show that WGS analysis uncovers RPA(+) in 28 (33%) of the 85 samples. Among the remaining 57 cases, we observe focal deletions targeting the promoter or transcription start site of STK11 (n = 7) or KEAP1 (n = 3), and promoter mutations associated with the increased expression of ILF2 (n = 6). We also identify complex structural variations associated with high-level copy number amplifications. Moreover, an enrichment of focal deletions is found in TP53 mutant cases. Our results indicate that RPA(-) cases demonstrate tumor suppressor deletions and genome instability, but lack unique or recurrent genetic lesions compensating for the lack of RPAs. Larger WGS studies of RPA(-) cases are required to understand this important LUAD subset.
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Affiliation(s)
- Jian Carrot-Zhang
- Dana-Farber Cancer Institute, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA
| | - Xiaotong Yao
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA; New York Genome Center, New York, NY, USA; Tri-institutional Ph.D. Program in Computational Biology and Medicine, New York, NY, USA; Caryl and Israel Englander Institute for Precision Medicine and Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Siddhartha Devarakonda
- Section of Medical Oncology, Division of Oncology, Washington University School of Medicine, St. Louis, MO, USA; Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA
| | - Aditya Deshpande
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA; New York Genome Center, New York, NY, USA; Tri-institutional Ph.D. Program in Computational Biology and Medicine, New York, NY, USA; Caryl and Israel Englander Institute for Precision Medicine and Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Jeffrey S Damrauer
- Department of Genetics, Computational Medicine Program, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Tiago Chedraoui Silva
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Christopher K Wong
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA
| | - Hyo Young Choi
- University of Tennessee Health Science Center, UTHSC Center for Cancer Research, TN, USA
| | - Ina Felau
- National Cancer Institute, Bethesda, MD, USA
| | - A Gordon Robertson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Mauro A A Castro
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná, Curitiba, PR, Brazil
| | - Lisui Bao
- Ben May Department for Cancer Research, University of Chicago, Chicago, IL, USA
| | - Esther Rheinbay
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Eric Minwei Liu
- Caryl and Israel Englander Institute for Precision Medicine and Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Tuan Trieu
- Caryl and Israel Englander Institute for Precision Medicine and Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - David Haan
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA
| | - Christina Yau
- University of California, San Francisco, San Francisco, CA, USA; Buck Institute for Research on Aging, Novato, CA, USA
| | | | - Yuexin Liu
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Ofer Shapira
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Kiran Kumar
- Dana-Farber Cancer Institute, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Hailei Zhang
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | | | - Ashton Berger
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Galen F Gao
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Binyamin Zhitomirsky
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Wen-Wei Liang
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Meng Zhou
- Dana-Farber Cancer Institute, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA
| | | | - Alice H Berger
- Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | | | | | - Li Ding
- Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA; McDonnell Genome Institute, Washington University in St. Louis, St. Louis, MO, USA
| | - Andrew D Cherniack
- Dana-Farber Cancer Institute, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Gad Getz
- Broad Institute of MIT and Harvard, Cambridge, MA, USA; Massachusetts General Hospital Cancer Center, Boston, MA, USA
| | - Olivier Elemento
- Tri-institutional Ph.D. Program in Computational Biology and Medicine, New York, NY, USA; Caryl and Israel Englander Institute for Precision Medicine and Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | | | - Josh Stuart
- Department of Biomolecular Engineering, University of California, Santa Cruz, Santa Cruz, CA, USA
| | | | - Rameen Beroukhim
- Dana-Farber Cancer Institute, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA; Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Jason C Chang
- Thoracic Pathology, Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Joshua D Campbell
- Division of Computational Biomedicine, Boston University School of Medicine, Boston, MA, USA
| | - D Neil Hayes
- University of Tennessee Health Science Center, UTHSC Center for Cancer Research, TN, USA
| | - Lixing Yang
- Ben May Department for Cancer Research, University of Chicago, Chicago, IL, USA
| | | | - John N Weinstein
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | | | - Ming S Tsao
- Department of Pathology, University Health Network, Princess Margaret Cancer Centre, Toronto, ON, Canada
| | - William D Travis
- Thoracic Pathology, Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Ekta Khurana
- Caryl and Israel Englander Institute for Precision Medicine and Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA
| | - Benjamin P Berman
- Center for Bioinformatics and Functional Genomics, Cedars-Sinai Medical Center, Los Angeles, CA, USA; Department of Developmental Biology and Cancer Research, Institute for Medical Research Israel-Canada, Hebrew University, Jerusalem, Israel
| | - Katherine A Hoadley
- Department of Genetics, Computational Medicine Program, Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | | | - Matthew Meyerson
- Dana-Farber Cancer Institute, Boston, MA, USA; Broad Institute of MIT and Harvard, Cambridge, MA, USA; Harvard Medical School, Boston, MA, USA.
| | - Ramaswamy Govindan
- Section of Medical Oncology, Division of Oncology, Washington University School of Medicine, St. Louis, MO, USA; Siteman Cancer Center, Washington University in St. Louis, St. Louis, MO, USA.
| | - Marcin Imielinski
- Department of Pathology and Laboratory Medicine, Weill Cornell Medicine, New York, NY, USA; New York Genome Center, New York, NY, USA; Caryl and Israel Englander Institute for Precision Medicine and Meyer Cancer Center, Weill Cornell Medicine, New York, NY, USA.
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15
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Corbett RD, Eveleigh R, Whitney J, Barai N, Bourgey M, Chuah E, Johnson J, Moore RA, Moradin N, Mungall KL, Pereira S, Reuter MS, Thiruvahindrapuram B, Wintle RF, Ragoussis J, Strug LJ, Herbrick JA, Aziz N, Jones SJM, Lathrop M, Scherer SW, Staffa A, Mungall AJ. A Distributed Whole Genome Sequencing Benchmark Study. Front Genet 2020; 11:612515. [PMID: 33335541 PMCID: PMC7736078 DOI: 10.3389/fgene.2020.612515] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 11/10/2020] [Indexed: 12/30/2022] Open
Abstract
Population sequencing often requires collaboration across a distributed network of sequencing centers for the timely processing of thousands of samples. In such massive efforts, it is important that participating scientists can be confident that the accuracy of the sequence data produced is not affected by which center generates the data. A study was conducted across three established sequencing centers, located in Montreal, Toronto, and Vancouver, constituting Canada's Genomics Enterprise (www.cgen.ca). Whole genome sequencing was performed at each center, on three genomic DNA replicates from three well-characterized cell lines. Secondary analysis pipelines employed by each site were applied to sequence data from each of the sites, resulting in three datasets for each of four variables (cell line, replicate, sequencing center, and analysis pipeline), for a total of 81 datasets. These datasets were each assessed according to multiple quality metrics including concordance with benchmark variant truth sets to assess consistent quality across all three conditions for each variable. Three-way concordance analysis of variants across conditions for each variable was performed. Our results showed that the variant concordance between datasets differing only by sequencing center was similar to the concordance for datasets differing only by replicate, using the same analysis pipeline. We also showed that the statistically significant differences between datasets result from the analysis pipeline used, which can be unified and updated as new approaches become available. We conclude that genome sequencing projects can rely on the quality and reproducibility of aggregate data generated across a network of distributed sites.
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Affiliation(s)
- Richard D. Corbett
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Robert Eveleigh
- McGill Genome Centre, McGill University, Montreal, QC, Canada
| | - Joe Whitney
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Namrata Barai
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Mathieu Bourgey
- McGill Genome Centre, McGill University, Montreal, QC, Canada
| | - Eric Chuah
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Joanne Johnson
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Richard A. Moore
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Neda Moradin
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Karen L. Mungall
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Sergio Pereira
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Miriam S. Reuter
- Canada’s Genomics Enterprise (CGEn), The Hospital for Sick Children, Toronto, ON, Canada
| | - Bhooma Thiruvahindrapuram
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Richard F. Wintle
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | | | - Lisa J. Strug
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Jo-Anne Herbrick
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Naveed Aziz
- Canada’s Genomics Enterprise (CGEn), The Hospital for Sick Children, Toronto, ON, Canada
| | - Steven J. M. Jones
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
| | - Mark Lathrop
- McGill Genome Centre, McGill University, Montreal, QC, Canada
| | - Stephen W. Scherer
- The Centre for Applied Genomics, The Hospital for Sick Children and University of Toronto, Toronto, ON, Canada
| | - Alfredo Staffa
- McGill Genome Centre, McGill University, Montreal, QC, Canada
| | - Andrew J. Mungall
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Institute, Provincial Health Services Authority, Vancouver, BC, Canada
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16
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Pender A, Titmuss E, Pleasance ED, Fan KY, Pearson H, Brown SD, Grisdale CJ, Topham JT, Shen Y, Bonakdar M, Taylor GA, Williamson LM, Mungall KL, Chuah E, Mungall AJ, Moore RA, Lavoie JM, Yip S, Lim H, Renouf DJ, Sun S, Holt RA, Jones SJM, Marra MA, Laskin J. Genome and Transcriptome Biomarkers of Response to Immune Checkpoint Inhibitors in Advanced Solid Tumors. Clin Cancer Res 2020; 27:202-212. [PMID: 33020056 DOI: 10.1158/1078-0432.ccr-20-1163] [Citation(s) in RCA: 43] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Revised: 07/06/2020] [Accepted: 09/30/2020] [Indexed: 11/16/2022]
Abstract
PURPOSE Immune checkpoint inhibitors (ICI) have revolutionized the treatment of solid tumors with dramatic and durable responses seen across multiple tumor types. However, identifying patients who will respond to these drugs remains challenging, particularly in the context of advanced and previously treated cancers. EXPERIMENTAL DESIGN We characterized fresh tumor biopsies from a heterogeneous pan-cancer cohort of 98 patients with metastatic predominantly pretreated disease through the Personalized OncoGenomics program at BC Cancer (Vancouver, Canada) using whole genome and transcriptome analysis (WGTA). Baseline characteristics and follow-up data were collected retrospectively. RESULTS We found that tumor mutation burden, independent of mismatch repair status, was the most predictive marker of time to progression (P = 0.007), but immune-related CD8+ T-cell and M1-M2 macrophage ratio scores were more predictive for overall survival (OS; P = 0.0014 and 0.0012, respectively). While CD274 [programmed death-ligand 1 (PD-L1)] gene expression is comparable with protein levels detected by IHC, we did not observe a clinical benefit for patients with this marker. We demonstrate that a combination of markers based on WGTA provides the best stratification of patients (P = 0.00071, OS), and also present a case study of possible acquired resistance to pembrolizumab in a patient with non-small cell lung cancer. CONCLUSIONS Interpreting the tumor-immune interface to predict ICI efficacy remains challenging. WGTA allows for identification of multiple biomarkers simultaneously that in combination may help to identify responders, particularly in the context of a heterogeneous population of advanced and previously treated cancers, thus precluding tumor type-specific testing.
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Affiliation(s)
- Alexandra Pender
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia, Canada
| | - Emma Titmuss
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Erin D Pleasance
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Kevin Y Fan
- Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Hillary Pearson
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Scott D Brown
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Cameron J Grisdale
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | | | - Yaoqing Shen
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Melika Bonakdar
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Gregory A Taylor
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Laura M Williamson
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Eric Chuah
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Jean-Michel Lavoie
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia, Canada
| | - Stephen Yip
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Howard Lim
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia, Canada
| | - Daniel J Renouf
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia, Canada
- Pancreas Centre BC, Vancouver, British Columbia, Canada
| | - Sophie Sun
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia, Canada
| | - Robert A Holt
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Janessa Laskin
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia, Canada.
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17
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Gagliardi A, Porter VL, Zong Z, Bowlby R, Titmuss E, Namirembe C, Griner NB, Petrello H, Bowen J, Chan SK, Culibrk L, Darragh TM, Stoler MH, Wright TC, Gesuwan P, Dyer MA, Ma Y, Mungall KL, Jones SJM, Nakisige C, Novik K, Orem J, Origa M, Gastier-Foster JM, Yarchoan R, Casper C, Mills GB, Rader JS, Ojesina AI, Gerhard DS, Mungall AJ, Marra MA. Analysis of Ugandan cervical carcinomas identifies human papillomavirus clade-specific epigenome and transcriptome landscapes. Nat Genet 2020; 52:800-810. [PMID: 32747824 PMCID: PMC7498180 DOI: 10.1038/s41588-020-0673-7] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [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: 10/23/2019] [Accepted: 06/26/2020] [Indexed: 01/18/2023]
Abstract
Cervical cancer is the most common cancer affecting sub-Saharan African women and is prevalent among HIV-positive (HIV+) individuals. No comprehensive profiling of cancer genomes, transcriptomes or epigenomes has been performed in this population thus far. We characterized 118 tumors from Ugandan patients, of whom 72 were HIV+, and performed extended mutation analysis on an additional 89 tumors. We detected human papillomavirus (HPV)-clade-specific differences in tumor DNA methylation, promoter- and enhancer-associated histone marks, gene expression and pathway dysregulation. Changes in histone modification at HPV integration events were correlated with upregulation of nearby genes and endogenous retroviruses.
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Affiliation(s)
- Alessia Gagliardi
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | - Vanessa L Porter
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - Zusheng Zong
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | - Reanne Bowlby
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | - Emma Titmuss
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | | | - Nicholas B Griner
- Office of Cancer Genomics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | | | - Jay Bowen
- Nationwide Children's Hospital, Columbus, OH, USA
| | - Simon K Chan
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | - Luka Culibrk
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | - Teresa M Darragh
- Department of Pathology, University of California at San Francisco, San Francisco, CA, USA
| | - Mark H Stoler
- Department of Pathology, University of Virginia, Charlottesville, VA, USA
| | - Thomas C Wright
- Department of Pathology and Cell Biology, Columbia University, New York, NY, USA
| | - Patee Gesuwan
- Office of Cancer Genomics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Maureen A Dyer
- Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | | | - Karen Novik
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | | | | | - Julie M Gastier-Foster
- Nationwide Children's Hospital, Columbus, OH, USA
- Departments of Pathology and Pediatrics, The Ohio State University, Columbus, OH, USA
| | - Robert Yarchoan
- Office of HIV and AIDS Malignancy, National Cancer Institute, National Institues of Health, Bethesda, MD, USA
- HIV and AIDS Malignancy Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Corey Casper
- Infectious Disease Research Institute, Seattle, WA, USA
| | - Gordon B Mills
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR, USA
| | - Janet S Rader
- Department of Obstetrics and Gynecology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Akinyemi I Ojesina
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
- O'Neal Comprehensive Cancer Center, University of Alabama at Birmingham, Birmingham, AL, USA
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Daniela S Gerhard
- Office of Cancer Genomics, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada.
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18
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Pleasance E, Titmuss E, Williamson L, Kwan H, Culibrk L, Zhao EY, Dixon K, Fan K, Bowlby R, Jones MR, Shen Y, Grewal JK, Ashkani J, Wee K, Grisdale CJ, Thibodeau ML, Bozoky Z, Pearson H, Majounie E, Vira T, Shenwai R, Mungall KL, Chuah E, Davies A, Warren M, Reisle C, Bonakdar M, Taylor GA, Csizmok V, Chan SK, Zong Z, Bilobram S, Muhammadzadeh A, D’Souza D, Corbett RD, MacMillan D, Carreira M, Choo C, Bleile D, Sadeghi S, Zhang W, Wong T, Cheng D, Brown SD, Holt RA, Moore RA, Mungall AJ, Zhao Y, Nelson J, Fok A, Ma Y, Lee MKC, Lavoie JM, Mendis S, Karasinska JM, Deol B, Fisic A, Schaeffer DF, Yip S, Schrader K, Regier DA, Weymann D, Chia S, Gelmon K, Tinker A, Sun S, Lim H, Renouf DJ, Laskin J, Jones SJM, Marra MA. Pan-cancer analysis of advanced patient tumors reveals interactions between therapy and genomic landscapes. ACTA ACUST UNITED AC 2020; 1:452-468. [DOI: 10.1038/s43018-020-0050-6] [Citation(s) in RCA: 53] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 03/05/2020] [Indexed: 02/08/2023]
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19
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Chun HJE, Johann PD, Milne K, Zapatka M, Buellesbach A, Ishaque N, Iskar M, Erkek S, Wei L, Tessier-Cloutier B, Lever J, Titmuss E, Topham JT, Bowlby R, Chuah E, Mungall KL, Ma Y, Mungall AJ, Moore RA, Taylor MD, Gerhard DS, Jones SJM, Korshunov A, Gessler M, Kerl K, Hasselblatt M, Frühwald MC, Perlman EJ, Nelson BH, Pfister SM, Marra MA, Kool M. Identification and Analyses of Extra-Cranial and Cranial Rhabdoid Tumor Molecular Subgroups Reveal Tumors with Cytotoxic T Cell Infiltration. Cell Rep 2019; 29:2338-2354.e7. [PMID: 31708418 PMCID: PMC6905433 DOI: 10.1016/j.celrep.2019.10.013] [Citation(s) in RCA: 61] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2019] [Revised: 08/20/2019] [Accepted: 10/02/2019] [Indexed: 11/23/2022] Open
Abstract
Extra-cranial malignant rhabdoid tumors (MRTs) and cranial atypical teratoid RTs (ATRTs) are heterogeneous pediatric cancers driven primarily by SMARCB1 loss. To understand the genome-wide molecular relationships between MRTs and ATRTs, we analyze multi-omics data from 140 MRTs and 161 ATRTs. We detect similarities between the MYC subgroup of ATRTs (ATRT-MYC) and extra-cranial MRTs, including global DNA hypomethylation and overexpression of HOX genes and genes involved in mesenchymal development, distinguishing them from other ATRT subgroups that express neural-like features. We identify five DNA methylation subgroups associated with anatomical sites and SMARCB1 mutation patterns. Groups 1, 3, and 4 exhibit cytotoxic T cell infiltration and expression of immune checkpoint regulators, consistent with a potential role for immunotherapy in rhabdoid tumor patients. Chun et al. report similarities between the MYC subgroup of cranial and extracranial rhabdoid tumors (RTs) at genetic, gene-expression, and epigenetic levels. They identify five DNA methylation subgroups of RTs across multiple organ sites, and some subgroups exhibit increased levels of immune cell infiltration and immune checkpoint expression.
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Affiliation(s)
- Hye-Jung E Chun
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Pascal D Johann
- Hopp Children's Cancer Center, Heidelberg 69120, Germany; Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), and German Cancer Consortium (DKTK), Core Center Heidelberg, Heidelberg 69120, Germany; Department of Pediatric Hematology and Oncology, University Hospital Heidelberg, Heidelberg 69120, Germany
| | - Katy Milne
- Deeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada
| | - Marc Zapatka
- Department of Molecular Genetics, DKFZ, Heidelberg 69120, Germany
| | - Annette Buellesbach
- Hopp Children's Cancer Center, Heidelberg 69120, Germany; Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), and German Cancer Consortium (DKTK), Core Center Heidelberg, Heidelberg 69120, Germany; Department of Pediatric Hematology and Oncology, University Hospital Heidelberg, Heidelberg 69120, Germany
| | - Naveed Ishaque
- Center for Digital Health, Berlin Institute of Health and Charité-Universitätsmedizin Berlin, Berlin 10117, Germany; Heidelberg Center for Personalized Oncology, DKFZ, Heidelberg 69120, Germany
| | - Murat Iskar
- Department of Molecular Genetics, DKFZ, Heidelberg 69120, Germany
| | - Serap Erkek
- Hopp Children's Cancer Center, Heidelberg 69120, Germany
| | - Lisa Wei
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Basile Tessier-Cloutier
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC V6H 3N1, Canada
| | - Jake Lever
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Emma Titmuss
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - James T Topham
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Reanne Bowlby
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Eric Chuah
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada
| | - Michael D Taylor
- Arthur and Sonia Labatt Brain Tumour Research Centre, Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Daniela S Gerhard
- Office of Cancer Genomics, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada; Department of Medical Genetics, University of British Columbia, Vancouver, BC V6H 3N1, Canada
| | | | - Manfred Gessler
- Theodor-Boveri-Institute/Biocenter, Developmental Biochemistry; and Comprehensive Cancer Center Mainfranken, University of Wuerzburg, Wuerzburg 97074, Germany
| | - Kornelius Kerl
- Department of Pediatric Hematology and Oncology, University Children's Hospital Muenster, Muenster 48149, Germany
| | - Martin Hasselblatt
- Institute of Neuropathology, University Hospital Muenster, Muenster 48149, Germany
| | - Michael C Frühwald
- University Children's Hospital Augsburg, Swabian Children's Cancer Center, Augsburg 86156, Germany
| | - Elizabeth J Perlman
- Department of Pathology and Laboratory Medicine, Lurie Children's Hospital, Northwestern University's Feinberg School of Medicine and Robert H. Lurie Cancer Center, Chicago, IL 60611, USA
| | - Brad H Nelson
- Deeley Research Centre, BC Cancer, Victoria, BC V8R 6V5, Canada; Department of Medical Genetics, University of British Columbia, Vancouver, BC V6H 3N1, Canada; Department of Biochemistry and Microbiology, University of Victoria, Victoria, BC V8P 3E6, Canada
| | - Stefan M Pfister
- Hopp Children's Cancer Center, Heidelberg 69120, Germany; Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), and German Cancer Consortium (DKTK), Core Center Heidelberg, Heidelberg 69120, Germany; Department of Pediatric Hematology and Oncology, University Hospital Heidelberg, Heidelberg 69120, Germany
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC V7Z 1L3, Canada; Department of Medical Genetics, University of British Columbia, Vancouver, BC V6H 3N1, Canada.
| | - Marcel Kool
- Hopp Children's Cancer Center, Heidelberg 69120, Germany; Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), and German Cancer Consortium (DKTK), Core Center Heidelberg, Heidelberg 69120, Germany.
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20
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Reisle C, Mungall KL, Choo C, Paulino D, Bleile DW, Muhammadzadeh A, Mungall AJ, Moore RA, Shlafman I, Coope R, Pleasance S, Ma Y, Jones SJM. MAVIS: merging, annotation, validation, and illustration of structural variants. Bioinformatics 2019; 35:515-517. [PMID: 30016509 DOI: 10.1093/bioinformatics/bty621] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Accepted: 07/12/2018] [Indexed: 11/13/2022] Open
Abstract
Summary Reliably identifying genomic rearrangements and interpreting their impact is a key step in understanding their role in human cancers and inherited genetic diseases. Many short read algorithmic approaches exist but all have appreciable false negative rates. A common approach is to evaluate the union of multiple tools increasing sensitivity, followed by filtering to retain specificity. Here we describe an application framework for the rapid generation of structural variant consensus, unique in its ability to visualize the genetic impact and context as well as process both genome and transcriptome data. Availability and implementation http://mavis.bcgsc.ca. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Caralyn Reisle
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Caleb Choo
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Daniel Paulino
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Dustin W Bleile
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | | | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Inna Shlafman
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Robin Coope
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Stephen Pleasance
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada and.,Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, Canada
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21
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Campbell JD, Yau C, Bowlby R, Liu Y, Brennan K, Fan H, Taylor AM, Wang C, Walter V, Akbani R, Byers LA, Creighton CJ, Coarfa C, Shih J, Cherniack AD, Gevaert O, Prunello M, Shen H, Anur P, Chen J, Cheng H, Hayes DN, Bullman S, Pedamallu CS, Ojesina AI, Sadeghi S, Mungall KL, Robertson AG, Benz C, Schultz A, Kanchi RS, Gay CM, Hegde A, Diao L, Wang J, Ma W, Sumazin P, Chiu HS, Chen TW, Gunaratne P, Donehower L, Rader JS, Zuna R, Al-Ahmadie H, Lazar AJ, Flores ER, Tsai KY, Zhou JH, Rustgi AK, Drill E, Shen R, Wong CK, Stuart JM, Laird PW, Hoadley KA, Weinstein JN, Peto M, Pickering CR, Chen Z, Van Waes C. Genomic, Pathway Network, and Immunologic Features Distinguishing Squamous Carcinomas. Cell Rep 2019; 23:194-212.e6. [PMID: 29617660 DOI: 10.1016/j.celrep.2018.03.063] [Citation(s) in RCA: 202] [Impact Index Per Article: 40.4] [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: 08/01/2017] [Revised: 02/26/2018] [Accepted: 03/15/2018] [Indexed: 12/23/2022] Open
Abstract
This integrated, multiplatform PanCancer Atlas study co-mapped and identified distinguishing molecular features of squamous cell carcinomas (SCCs) from five sites associated with smoking and/or human papillomavirus (HPV). SCCs harbor 3q, 5p, and other recurrent chromosomal copy-number alterations (CNAs), DNA mutations, and/or aberrant methylation of genes and microRNAs, which are correlated with the expression of multi-gene programs linked to squamous cell stemness, epithelial-to-mesenchymal differentiation, growth, genomic integrity, oxidative damage, death, and inflammation. Low-CNA SCCs tended to be HPV(+) and display hypermethylation with repression of TET1 demethylase and FANCF, previously linked to predisposition to SCC, or harbor mutations affecting CASP8, RAS-MAPK pathways, chromatin modifiers, and immunoregulatory molecules. We uncovered hypomethylation of the alternative promoter that drives expression of the ΔNp63 oncogene and embedded miR944. Co-expression of immune checkpoint, T-regulatory, and Myeloid suppressor cells signatures may explain reduced efficacy of immune therapy. These findings support possibilities for molecular classification and therapeutic approaches.
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Affiliation(s)
- Joshua D Campbell
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Boston University School of Medicine, Boston, MA 02118, USA
| | - Christina Yau
- Department of Surgery, University of California, San Francisco, San Francisco, CA 94115, USA; Buck Institute for Research on Aging, 8001 Redwood Boulevard, Novato, CA 94945, USA
| | - Reanne Bowlby
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Yuexin Liu
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Kevin Brennan
- Department of Medicine-Biomedical Informatics Research, Stanford University, Stanford, CA 94305, USA
| | - Huihui Fan
- Center for Epigenetics, Van Andel Research Institute, Grand Rapids, MI 49503, USA
| | - Alison M Taylor
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Chen Wang
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN 55905, USA
| | - Vonn Walter
- Department of Public Health Sciences, Penn State Milton Hershey Medical Center, Hershey, PA 17033, USA; Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Rehan Akbani
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lauren Averett Byers
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Chad J Creighton
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Medicine and Dan L Duncan Comprehensive Cancer Center Division of Biostatistics, Baylor College of Medicine, Houston, TX 77030, USA
| | - Cristian Coarfa
- Department of Molecular & Cell Biology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Juliann Shih
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Andrew D Cherniack
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Olivier Gevaert
- Department of Medicine-Biomedical Informatics Research, Stanford University, Stanford, CA 94305, USA
| | - Marcos Prunello
- Department of Medicine-Biomedical Informatics Research, Stanford University, Stanford, CA 94305, USA
| | - Hui Shen
- Center for Epigenetics, Van Andel Research Institute, Grand Rapids, MI 49503, USA
| | - Pavana Anur
- Department of Molecular & Medical Genetics, Oregon Health & Science University, Portland, OR 97201, USA
| | - Jianhong Chen
- Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, NIH, Bethesda, MD 20892, USA
| | - Hui Cheng
- Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, NIH, Bethesda, MD 20892, USA
| | - D Neil Hayes
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Susan Bullman
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Chandra Sekhar Pedamallu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Akinyemi I Ojesina
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35294, USA; Hudson Alpha Institute for Biotechnology, Huntsville, AL 35806, USA
| | - Sara Sadeghi
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - A Gordon Robertson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Christopher Benz
- Buck Institute for Research on Aging, 8001 Redwood Boulevard, Novato, CA 94945, USA
| | - Andre Schultz
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Rupa S Kanchi
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Carl M Gay
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Apurva Hegde
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lixia Diao
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Jing Wang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Wencai Ma
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Pavel Sumazin
- Department of Medicine-Pediatrics, Texas Children's Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Hua-Sheng Chiu
- Department of Medicine-Pediatrics, Texas Children's Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Ting-Wen Chen
- Department of Medicine-Pediatrics, Texas Children's Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Preethi Gunaratne
- Department of Biology & Biochemistry, UH-SeqNEdit Core, University of Houston, Houston, TX 77204, USA; Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX 77030, USA
| | - Larry Donehower
- Center for Comparative Medicine, Baylor College of Medicine, Houston, TX 77030, USA
| | - Janet S Rader
- Department of Obstetrics and Gynecology, Medical College of Wisconsin, Milwaukee, WI 53226, USA
| | - Rosemary Zuna
- University of Oklahoma Health Sciences Center, Department of Pathology, Oklahoma City, OK 73104, USA
| | - Hikmat Al-Ahmadie
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Alexander J Lazar
- Departments of Pathology, Genomic Medicine, Dermatology, and Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77401, USA
| | - Elsa R Flores
- Molecular Oncology, Moffitt Cancer Center, Tampa, FL 33612, USA
| | - Kenneth Y Tsai
- Departments of Anatomic Pathology and Tumor Biology, Moffitt Cancer Center, Tampa, FL 33612, USA
| | - Jane H Zhou
- Department of Pathology, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, USA
| | - Anil K Rustgi
- Division of Gastroenterology, Departments of Medicine and Genetics, Abramson Cancer Center, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
| | - Esther Drill
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Ronglei Shen
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Christopher K Wong
- Department of Biomolecular Engineering, Center for Biomolecular Sciences and Engineering University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Joshua M Stuart
- Department of Biomolecular Engineering, Center for Biomolecular Sciences and Engineering University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Peter W Laird
- Center for Epigenetics, Van Andel Research Institute, Grand Rapids, MI 49503, USA
| | - Katherine A Hoadley
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - John N Weinstein
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Myron Peto
- Department of Molecular & Medical Genetics, Oregon Health & Science University, Portland, OR 97201, USA
| | - Curtis R Pickering
- Department of Head and Neck Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Zhong Chen
- Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, NIH, Bethesda, MD 20892, USA.
| | - Carter Van Waes
- Head and Neck Surgery Branch, National Institute on Deafness and Other Communication Disorders, NIH, Bethesda, MD 20892, USA.
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22
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Jones MR, Williamson LM, Topham JT, Lee MKC, Goytain A, Ho J, Denroche RE, Jang G, Pleasance E, Shen Y, Karasinska JM, McGhie JP, Gill S, Lim HJ, Moore MJ, Wong HL, Ng T, Yip S, Zhang W, Sadeghi S, Reisle C, Mungall AJ, Mungall KL, Moore RA, Ma Y, Knox JJ, Gallinger S, Laskin J, Marra MA, Schaeffer DF, Jones SJM, Renouf DJ. NRG1 Gene Fusions Are Recurrent, Clinically Actionable Gene Rearrangements in KRAS Wild-Type Pancreatic Ductal Adenocarcinoma. Clin Cancer Res 2019; 25:4674-4681. [PMID: 31068372 DOI: 10.1158/1078-0432.ccr-19-0191] [Citation(s) in RCA: 81] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2019] [Revised: 03/07/2019] [Accepted: 04/15/2019] [Indexed: 01/28/2023]
Abstract
PURPOSE Gene fusions involving neuregulin 1 (NRG1) have been noted in multiple cancer types and have potential therapeutic implications. Although varying results have been reported in other cancer types, the efficacy of the HER-family kinase inhibitor afatinib in the treatment of NRG1 fusion-positive pancreatic ductal adenocarcinoma is not fully understood. EXPERIMENTAL DESIGN Forty-seven patients with pancreatic ductal adenocarcinoma received comprehensive whole-genome and transcriptome sequencing and analysis. Two patients with gene fusions involving NRG1 received afatinib treatment, with response measured by pretreatment and posttreatment PET/CT imaging. RESULTS Three of 47 (6%) patients with advanced pancreatic ductal adenocarcinoma were identified as KRAS wild type by whole-genome sequencing. All KRAS wild-type tumors were positive for gene fusions involving the ERBB3 ligand NRG1. Two of 3 patients with NRG1 fusion-positive tumors were treated with afatinib and demonstrated a significant and rapid response while on therapy. CONCLUSIONS This work adds to a growing body of evidence that NRG1 gene fusions are recurrent, therapeutically actionable genomic events in pancreatic cancers. Based on the clinical outcomes described here, patients with KRAS wild-type tumors harboring NRG1 gene fusions may benefit from treatment with afatinib.See related commentary by Aguirre, p. 4589.
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Affiliation(s)
- Martin R Jones
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Laura M Williamson
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | | | - Michael K C Lee
- BC Cancer, Division of Medical Oncology, Vancouver, British Columbia, Canada
| | - Angela Goytain
- Department of Pathology and Laboratory Medicine, Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Julie Ho
- Department of Pathology and Laboratory Medicine, Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Robert E Denroche
- PanCuRx Translational Research Initiative, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - GunHo Jang
- PanCuRx Translational Research Initiative, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
| | - Erin Pleasance
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Yaoquing Shen
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | | | - John P McGhie
- BC Cancer, Division of Medical Oncology, Vancouver, British Columbia, Canada
| | - Sharlene Gill
- BC Cancer, Division of Medical Oncology, Vancouver, British Columbia, Canada
| | - Howard J Lim
- BC Cancer, Division of Medical Oncology, Vancouver, British Columbia, Canada
| | - Malcolm J Moore
- Division of Medical Oncology, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Hui-Li Wong
- BC Cancer, Division of Medical Oncology, Vancouver, British Columbia, Canada
| | - Tony Ng
- Department of Pathology and Laboratory Medicine, Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Stephen Yip
- Department of Pathology and Laboratory Medicine, Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Wei Zhang
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Sara Sadeghi
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Carolyn Reisle
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Andrew J Mungall
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Karen L Mungall
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Richard A Moore
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Yussanne Ma
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
| | - Jennifer J Knox
- PanCuRx Translational Research Initiative, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Division of Medical Oncology, Princess Margaret Cancer Centre, Toronto, Ontario, Canada
| | - Steven Gallinger
- PanCuRx Translational Research Initiative, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
- Lunenfeld Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, Ontario, Canada
| | - Janessa Laskin
- BC Cancer, Division of Medical Oncology, Vancouver, British Columbia, Canada
| | - Marco A Marra
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia, Canada
| | - David F Schaeffer
- Pancreas Centre British Columbia, Vancouver, Canada
- Department of Pathology and Laboratory Medicine, Vancouver General Hospital, Vancouver, British Columbia, Canada
| | - Steven J M Jones
- BC Cancer, Canada's Michael Smith Genome Sciences Centre, 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, Vancouver, British Columbia, Canada
| | - Daniel J Renouf
- Pancreas Centre British Columbia, Vancouver, Canada.
- BC Cancer, Division of Medical Oncology, Vancouver, British Columbia, Canada
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23
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Thibodeau ML, Zhao EY, Reisle C, Ch'ng C, Wong HL, Shen Y, Jones MR, Lim HJ, Young S, Cremin C, Pleasance E, Zhang W, Holt R, Eirew P, Karasinska J, Kalloger SE, Taylor G, Majounie E, Bonakdar M, Zong Z, Bleile D, Chiu R, Birol I, Gelmon K, Lohrisch C, Mungall KL, Mungall AJ, Moore R, Ma YP, Fok A, Yip S, Karsan A, Huntsman D, Schaeffer DF, Laskin J, Marra MA, Renouf DJ, Jones SJM, Schrader KA. Base excision repair deficiency signatures implicate germline and somatic MUTYH aberrations in pancreatic ductal adenocarcinoma and breast cancer oncogenesis. Cold Spring Harb Mol Case Stud 2019; 5:mcs.a003681. [PMID: 30833417 PMCID: PMC6549570 DOI: 10.1101/mcs.a003681] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Accepted: 02/17/2019] [Indexed: 12/21/2022] Open
Abstract
We report a case of early-onset pancreatic ductal adenocarcinoma in a patient harboring biallelic MUTYH germline mutations, whose tumor featured somatic mutational signatures consistent with defective MUTYH-mediated base excision repair and the associated driver KRAS transversion mutation p.Gly12Cys. Analysis of an additional 730 advanced cancer cases (N = 731) was undertaken to determine whether the mutational signatures were also present in tumors from germline MUTYH heterozygote carriers or if instead the signatures were only seen in those with biallelic loss of function. We identified two patients with breast cancer each carrying a pathogenic germline MUTYH variant with a somatic MUTYH copy loss leading to the germline variant being homozygous in the tumor and demonstrating the same somatic signatures. Our results suggest that monoallelic inactivation of MUTYH is not sufficient for C:G>A:T transversion signatures previously linked to MUTYH deficiency to arise (N = 9), but that biallelic complete loss of MUTYH function can cause such signatures to arise even in tumors not classically seen in MUTYH-associated polyposis (N = 3). Although defective MUTYH is not the only determinant of these signatures, MUTYH germline variants may be present in a subset of patients with tumors demonstrating elevated somatic signatures possibly suggestive of MUTYH deficiency (e.g., COSMIC Signature 18, SigProfiler SBS18/SBS36, SignatureAnalyzer SBS18/SBS36).
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Affiliation(s)
- My Linh Thibodeau
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada.,Hereditary Cancer Program, BC Cancer, Vancouver, British Columbia V5Z 1H5, Canada
| | - Eric Y Zhao
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Caralyn Reisle
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Carolyn Ch'ng
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Hui-Li Wong
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada
| | - Yaoqing Shen
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Martin R Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Howard J Lim
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada
| | - Sean Young
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V6T 2B5, Canada.,Cancer Genetics and Genomics Laboratory, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada
| | - Carol Cremin
- Hereditary Cancer Program, BC Cancer, Vancouver, British Columbia V5Z 1H5, Canada.,Pancreas Centre BC, Vancouver, British Columbia V5Z 1L8, Canada
| | - Erin Pleasance
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Wei Zhang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Robert Holt
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Peter Eirew
- Department of Molecular Oncology, BC Cancer, Vancouver, British Columbia V5Z 1L3, Canada
| | | | - Steve E Kalloger
- Pancreas Centre BC, Vancouver, British Columbia V5Z 1L8, Canada.,School of Population and Public Health, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada.,The Canadian Centre for Applied Research in Cancer Control, Vancouver, British Columbia V5Z 1L3, Canada.,Department of Pathology and Laboratory Medicine, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada
| | - Greg Taylor
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Elisa Majounie
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Melika Bonakdar
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Zusheng Zong
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Dustin Bleile
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Readman Chiu
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Inanc Birol
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Karen Gelmon
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada
| | - Caroline Lohrisch
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Richard Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Yussanne P Ma
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Alexandra Fok
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada.,Hereditary Cancer Program, BC Cancer, Vancouver, British Columbia V5Z 1H5, Canada
| | - Stephen Yip
- Cancer Genetics and Genomics Laboratory, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada.,Department of Pathology & Laboratory Medicine, Vancouver General Hospital, Vancouver, British Columbia V5Z 1M9, Canada
| | - Aly Karsan
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V6T 2B5, Canada.,Department of Pathology and Laboratory Medicine, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada
| | - David Huntsman
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V6T 2B5, Canada.,Department of Molecular Oncology, BC Cancer, Vancouver, British Columbia V5Z 1L3, Canada.,Department of Pathology & Laboratory Medicine, Vancouver General Hospital, Vancouver, British Columbia V5Z 1M9, Canada
| | - David F Schaeffer
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V6T 2B5, Canada.,Pancreas Centre BC, Vancouver, British Columbia V5Z 1L8, Canada.,Department of Pathology & Laboratory Medicine, Vancouver General Hospital, Vancouver, British Columbia V5Z 1M9, Canada
| | - Janessa Laskin
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada
| | - Marco A Marra
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Daniel J Renouf
- Department of Medical Oncology, BC Cancer, Vancouver, British Columbia V5Z 4E6, Canada.,Pancreas Centre BC, Vancouver, British Columbia V5Z 1L8, Canada
| | - Steven J M Jones
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, British Columbia V5Z 4S6, Canada
| | - Kasmintan A Schrader
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Hereditary Cancer Program, BC Cancer, Vancouver, British Columbia V5Z 1H5, Canada.,Pancreas Centre BC, Vancouver, British Columbia V5Z 1L8, Canada.,Department of Molecular Oncology, BC Cancer, Vancouver, British Columbia V5Z 1L3, Canada
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24
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Thibodeau ML, Reisle C, Zhao E, Martin LA, Alwelaie Y, Mungall KL, Ch'ng C, Thomas R, Ng T, Yip S, Lim H, Sun S, Young SS, Karsan A, Zhao Y, Mungall AJ, Moore RA, Renouf D, Gelmon K, Ma YP, Hayes M, Laskin J, Marra MA, Schrader KA, Jones SJ. Corrigendum: Genomic profiling of pelvic genital type leiomyosarcoma in a woman with a germline CHEK2:c.1100delC mutation and a concomitant diagnosis of metastatic invasive ductal breast carcinoma. Cold Spring Harb Mol Case Stud 2018; 4:mcs.a003327. [PMID: 30068734 PMCID: PMC6071570 DOI: 10.1101/mcs.a003327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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25
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Zhao EY, Shen Y, Pleasance E, Kasaian K, Leelakumari S, Jones M, Bose P, Ch'ng C, Reisle C, Eirew P, Corbett R, Mungall KL, Thiessen N, Ma Y, Schein JE, Mungall AJ, Zhao Y, Moore RA, Den Brok W, Wilson S, Villa D, Shenkier T, Lohrisch C, Chia S, Yip S, Gelmon K, Lim H, Renouf D, Sun S, Schrader KA, Young S, Bosdet I, Karsan A, Laskin J, Marra MA, Jones SJM. Homologous Recombination Deficiency and Platinum-Based Therapy Outcomes in Advanced Breast Cancer. Clin Cancer Res 2018; 23:7521-7530. [PMID: 29246904 DOI: 10.1158/1078-0432.ccr-17-1941] [Citation(s) in RCA: 100] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2017] [Revised: 08/14/2017] [Accepted: 09/26/2017] [Indexed: 11/16/2022]
Abstract
Purpose: Recent studies have identified mutation signatures of homologous recombination deficiency (HRD) in over 20% of breast cancers, as well as pancreatic, ovarian, and gastric cancers. There is an urgent need to understand the clinical implications of HRD signatures. Whereas BRCA1/2 mutations confer sensitivity to platinum-based chemotherapies, it is not yet clear whether mutation signatures can independently predict platinum response.Experimental Design: In this observational study, we sequenced tumor whole genomes (100× depth) and matched normals (60×) of 93 advanced-stage breast cancers (33 platinum-treated). We computed a published metric called HRDetect, independently trained to predict BRCA1/2 status, and assessed its capacity to predict outcomes on platinum-based chemotherapies. Clinical endpoints were overall survival (OS), total duration on platinum-based therapy (TDT), and radiographic evidence of clinical improvement (CI).Results: HRDetect predicted BRCA1/2 status with an area under the curve (AUC) of 0.94 and optimal threshold of 0.7. Elevated HRDetect was also significantly associated with CI on platinum-based therapy (AUC = 0.89; P = 0.006) with the same optimal threshold, even after adjusting for BRCA1/2 mutation status and treatment timing. HRDetect scores over 0.7 were associated with a 3-month extended median TDT (P = 0.0003) and 1.3-year extended median OS (P = 0.04).Conclusions: Our findings not only independently validate HRDetect, but also provide the first evidence of its association with platinum response in advanced breast cancer. We demonstrate that HRD mutation signatures may offer clinically relevant information independently of BRCA1/2 mutation status and hope this work will guide the development of clinical trials. Clin Cancer Res; 23(24); 7521-30. ©2017 AACR.
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Affiliation(s)
- Eric Y Zhao
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Yaoqing Shen
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Erin Pleasance
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Katayoon Kasaian
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Sreeja Leelakumari
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Martin Jones
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Pinaki Bose
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Carolyn Ch'ng
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Caralyn Reisle
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Peter Eirew
- Department of Molecular Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Richard Corbett
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Nina Thiessen
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Jacqueline E Schein
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Yongjun Zhao
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Wendie Den Brok
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Sheridan Wilson
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Diego Villa
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Tamara Shenkier
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Caroline Lohrisch
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Stephen Chia
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Stephen Yip
- Department of Pathology and Laboratory Medicine, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Karen Gelmon
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Howard Lim
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Daniel Renouf
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Sophie Sun
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Kasmintan A Schrader
- Department of Molecular Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada.,Department of Medical Genetics, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Sean Young
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada.,Department of Pathology and Laboratory Medicine, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Ian Bosdet
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada.,Department of Pathology and Laboratory Medicine, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Aly Karsan
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada.,Department of Pathology and Laboratory Medicine, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Janessa Laskin
- Department of Medical Oncology, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada.,Department of Medical Genetics, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada. .,Department of Medical Genetics, The University of British Columbia, Vancouver, British Columbia, Canada
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26
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Robertson AG, Kim J, Al-Ahmadie H, Bellmunt J, Guo G, Cherniack AD, Hinoue T, Laird PW, Hoadley KA, Akbani R, Castro MAA, Gibb EA, Kanchi RS, Gordenin DA, Shukla SA, Sanchez-Vega F, Hansel DE, Czerniak BA, Reuter VE, Su X, de Sa Carvalho B, Chagas VS, Mungall KL, Sadeghi S, Pedamallu CS, Lu Y, Klimczak LJ, Zhang J, Choo C, Ojesina AI, Bullman S, Leraas KM, Lichtenberg TM, Wu CJ, Schultz N, Getz G, Meyerson M, Mills GB, McConkey DJ, Weinstein JN, Kwiatkowski DJ, Lerner SP. Comprehensive Molecular Characterization of Muscle-Invasive Bladder Cancer. Cell 2018; 174:1033. [PMID: 30096301 DOI: 10.1016/j.cell.2018.07.036] [Citation(s) in RCA: 246] [Impact Index Per Article: 41.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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27
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Jones MR, Shen Y, Pleasance E, Majounie E, Williamson L, Zhao E, Chuah E, Mungall KL, Mungall AJ, Moore RA, Ma Y, Yip S, Lim H, Renouf D, Jones SJ, Jaskin J, Marra MA. Abstract 4340: Integrating whole genome and transcriptome analysis to inform treatment decisions in the metastatic cancer clinical setting. Cancer Res 2018. [DOI: 10.1158/1538-7445.am2018-4340] [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
Genomic analysis is an established clinical tool for positioning patients to specific treatment rationales. However, given the vast range of genomic complexity that is observed between tumors the extent to which genomic characterization must be applied in order to generate a true picture of the actionable and informative genomic events in an individual's tumour is still a matter for intense debate. Historically, cost and the complexity of the bioinformatics analysis needed has limited the adoption of comprehensive genomic characterization. However with the emerging clinical significance of genomic signatures, mutation burden and immunogenomic profiling, information that can best be recovered from comprehensive genomic analyses, a better understanding of the utility of extensive genomic characterization of tumours in a clinical setting is needed. For the past 6 years, the Personalized Oncogenomics Project (POG) at the BC Cancer Agency has used paired tumour/normal Whole Genome and Transcriptome Analysis (WGTA) to comprehensively characterize tumour samples from patients with incurable metastatic cancer to inform treatment planning for each patient within a clinically relevant timeframe. To date tumours from over 700 patients have been genomically profiled using this approach. These data represent a cohort of tumours from the post-treatment metastatic setting that have been comprehensively characterized at a whole genome level augmented by comprehensive clinical annotation, including information about the primary diagnosis, progression of the disease and treatment history, as well as follow-up information including the response of the tumour to genome analysis-informed therapy. We will discuss findings from this powerful genomic cohort focusing on aspects that are particularly well represented by using a WGTA approach including; mutation signatures of biological and clinical significance, integration of expression data to complement genomic findings and highlighting the discovery of novel NRG1 gene fusions as a demonstration of how using a comprehensive multi-omic approach for genomic analysis to infer the oncogenic impact of novel genomic events can impact patient care.
Citation Format: Martin R. Jones, Yaoqing Shen, Erin Pleasance, Elisa Majounie, Laura Williamson, Eric Zhao, Eric Chuah, Karen L. Mungall, Andrew J. Mungall, Richard A. Moore, Yussanne Ma, Stephen Yip, Howard Lim, Daniel Renouf, Steven J. Jones, Janesssa Jaskin, Marco A. Marra. Integrating whole genome and transcriptome analysis to inform treatment decisions in the metastatic cancer clinical setting [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2018; 2018 Apr 14-18; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2018;78(13 Suppl):Abstract nr 4340.
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Affiliation(s)
| | | | | | | | | | - Eric Zhao
- BCGSC, Vancouver, British Columbia, Canada
| | - Eric Chuah
- BCGSC, Vancouver, British Columbia, Canada
| | | | | | | | | | | | - Howard Lim
- BCGSC, Vancouver, British Columbia, Canada
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Jones MR, Lim H, Shen Y, Pleasance E, Ch'ng C, Reisle C, Leelakumari S, Zhao C, Yip S, Ho J, Zhong E, Ng T, Ionescu D, Schaeffer DF, Mungall AJ, Mungall KL, Zhao Y, Moore RA, Ma Y, Chia S, Ho C, Renouf DJ, Gelmon K, Jones SJM, Marra MA, Laskin J. Successful targeting of the NRG1 pathway indicates novel treatment strategy for metastatic cancer. Ann Oncol 2018; 28:3092-3097. [PMID: 28950338 DOI: 10.1093/annonc/mdx523] [Citation(s) in RCA: 72] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Background NRG1 fusion-positive lung cancers have emerged as potentially actionable events in lung cancer, but clinical support is currently limited and no evidence of efficacy of this approach in cancers beyond lung has been shown. Patients and methods Here, we describe two patients with advanced cancers refractory to standard therapies. Patient 1 had lung adenocarcinoma and patient 2 cholangiocarcinoma. Whole-genome and transcriptome sequencing were carried out for these cases with select findings validated by fluorescence in situ hybridization. Results Both tumors were found to be positive for NRG1 gene fusions. In patient 1, an SDC4-NRG1 gene fusion was detected, similar gene fusions having been described in lung cancers previously. In patient 2, a novel ATP1B1-NRG1 gene fusion was detected. Cholangiocarcinoma is not a disease type in which NRG1 fusions had been described previously. Integrative genome analysis was used to assess the potential functional significance of the detected genomic events including the gene fusions, prioritizing therapeutic strategies targeting the HER-family of growth factor receptors. Both patients were treated with the pan HER-family kinase inhibitor afatinib and both displayed significant and durable response to treatment. Upon progression sites of disease were sequenced. The lack of obvious genomic events to describe the disease progression indicated that broad transcriptomic or epigenetic mechanisms could be attributed to the lack of prolonged response to afatinib. Conclusion These observations lend further support to the use of pan HER-tyrosine kinase inhibitors for the treatment of NRG1 fusion-positive in both cancers of lung and hepatocellular origin and indicate more broadly that cancers found to be NRG1 fusion-positive may benefit from such a clinical approach regardless of their site of origin. Clinical trial information Personalized Oncogenomics (POG) Program of British Columbia: Utilization of Genomic Analysis to Better Understand Tumour Heterogeneity and Evolution (NCT02155621).
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Affiliation(s)
- M R Jones
- Canada's Michael Smith Genome Sciences Centre
| | - H Lim
- Division of Medical Oncology, BC Cancer Agency, Vancouver
| | - Y Shen
- Canada's Michael Smith Genome Sciences Centre
| | - E Pleasance
- Canada's Michael Smith Genome Sciences Centre
| | - C Ch'ng
- Canada's Michael Smith Genome Sciences Centre
| | - C Reisle
- Canada's Michael Smith Genome Sciences Centre
| | | | - C Zhao
- Canada's Michael Smith Genome Sciences Centre
| | - S Yip
- Department of Pathology & Laboratory Medicine, Vancouver General Hospital, Vancouver
| | - J Ho
- Department of Pathology & Laboratory Medicine, Vancouver General Hospital, Vancouver
| | - E Zhong
- Department of Pathology & Laboratory Medicine, Vancouver General Hospital, Vancouver
| | - T Ng
- Department of Pathology & Laboratory Medicine, Vancouver General Hospital, Vancouver
| | - D Ionescu
- Department of Pathology & Laboratory Medicine, BC Cancer Agency, Vancouver
| | - D F Schaeffer
- Department of Pathology & Laboratory Medicine, Vancouver General Hospital, Vancouver
| | - A J Mungall
- Canada's Michael Smith Genome Sciences Centre
| | - K L Mungall
- Canada's Michael Smith Genome Sciences Centre
| | - Y Zhao
- Canada's Michael Smith Genome Sciences Centre
| | - R A Moore
- Canada's Michael Smith Genome Sciences Centre
| | - Y Ma
- Canada's Michael Smith Genome Sciences Centre
| | - S Chia
- Division of Medical Oncology, BC Cancer Agency, Vancouver
| | - C Ho
- Division of Medical Oncology, BC Cancer Agency, Vancouver
| | - D J Renouf
- Division of Medical Oncology, BC Cancer Agency, Vancouver
| | - K Gelmon
- Division of Medical Oncology, BC Cancer Agency, Vancouver
| | - S J M Jones
- Canada's Michael Smith Genome Sciences Centre.,Department of Medical Genetics, University of British Columbia, Vancouver.,Department of Molecular Biology and Biochemistry, Simon Fraser University, Vancouver, Canada
| | - M A Marra
- Canada's Michael Smith Genome Sciences Centre.,Department of Medical Genetics, University of British Columbia, Vancouver
| | - J Laskin
- Division of Medical Oncology, BC Cancer Agency, Vancouver
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29
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Chahal M, Pleasance E, Grewal J, Zhao E, Ng T, Chapman E, Jones MR, Shen Y, Mungall KL, Bonakdar M, Taylor GA, Ma Y, Mungall AJ, Moore RA, Lim H, Renouf D, Yip S, Jones SJM, Marra MA, Laskin J. Personalized oncogenomic analysis of metastatic adenoid cystic carcinoma: using whole-genome sequencing to inform clinical decision-making. Cold Spring Harb Mol Case Stud 2018; 4:mcs.a002626. [PMID: 29610392 PMCID: PMC5880267 DOI: 10.1101/mcs.a002626] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2017] [Accepted: 02/13/2018] [Indexed: 12/19/2022] Open
Abstract
Metastatic adenoid cystic carcinomas (ACCs) can cause significant morbidity and mortality. Because of their slow growth and relative rarity, there is limited evidence for systemic therapy regimens. Recently, molecular profiling studies have begun to reveal the genetic landscape of these poorly understood cancers, and new treatment possibilities are beginning to emerge. The objective is to use whole-genome and transcriptome sequencing and analysis to better understand the genetic alterations underlying the pathology of metastatic and rare ACCs and determine potentially actionable therapeutic targets. We report five cases of metastatic ACC, not originating in the salivary glands, in patients enrolled in the Personalized Oncogenomics (POG) Program at the BC Cancer Agency. Genomic workup included whole-genome and transcriptome sequencing, detailed analysis of tumor alterations, and integration with existing knowledge of drug–target combinations to identify potential therapeutic targets. Analysis reveals low mutational burden in these five ACC cases, and mutation signatures that are commonly observed in multiple cancer types. Notably, the only recurrent structural aberration identified was the well-described MYB-NFIB fusion that was present in four of five cases, and one case exhibited a closely related MYBL1-NFIB fusion. Recurrent mutations were also identified in BAP1 and BCOR, with additional mutations in individual samples affecting NOTCH1 and the epigenetic regulators ARID2, SMARCA2, and SMARCB1. Copy changes were rare, and they included amplification of MYC and homozygous loss of CDKN2A in individual samples. Genomic analysis revealed therapeutic targets in all five cases and served to inform a therapeutic choice in three of the cases to date.
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Affiliation(s)
- Manik Chahal
- Department of Medicine, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
| | - Erin Pleasance
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Jasleen Grewal
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Eric Zhao
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Tony Ng
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada
| | - Erin Chapman
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada
| | - Martin R Jones
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Yaoqing Shen
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Karen L Mungall
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Melika Bonakdar
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Gregory A Taylor
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Yussanne Ma
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Andrew J Mungall
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Richard A Moore
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada
| | - Howard Lim
- British Columbia Cancer Agency, Division of Medical Oncology, Vancouver, British Columbia V5Z 4E6, Canada
| | - Daniel Renouf
- British Columbia Cancer Agency, Division of Medical Oncology, Vancouver, British Columbia V5Z 4E6, Canada
| | - Stephen Yip
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada
| | - Steven J M Jones
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada.,Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, British Columbia V5A 1S6, Canada
| | - Marco A Marra
- British Columbia Cancer Agency, Canada's Michael Smith Genome Sciences Centre, Vancouver, British Columbia V5Z 4E6, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada
| | - Janessa Laskin
- British Columbia Cancer Agency, Division of Medical Oncology, Vancouver, British Columbia V5Z 4E6, Canada
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30
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Thibodeau ML, Bonakdar M, Zhao E, Mungall KL, Reisle C, Zhang W, Bye MH, Thiessen N, Bleile D, Mungall AJ, Ma YP, Jones MR, Renouf DJ, Lim HJ, Yip S, Ng T, Ho C, Laskin J, Marra MA, Schrader KA, Jones SJM. Whole genome and whole transcriptome genomic profiling of a metastatic eccrine porocarcinoma. NPJ Precis Oncol 2018; 2:8. [PMID: 29872726 PMCID: PMC5871832 DOI: 10.1038/s41698-018-0050-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2017] [Revised: 01/26/2018] [Accepted: 02/01/2018] [Indexed: 12/31/2022] Open
Abstract
Eccrine porocarcinomas (EPs) are rare malignant tumours of the intraepidermic sweat gland duct and most often arise from benign eccrine poromas. Some recurrent somatic genomic events have been identified in these malignancies, but very little is known about the complexity of their molecular pathophysiology. We describe the whole genome and whole transcriptome genomic profiling of a metastatic EP in a 66-year-old male patient with a previous history of localized porocarcinoma of the scalp. Whole genome and whole transcriptome genomic profiling was performed on the metastatic EP. Whole genome sequencing was performed on blood-derived DNA in order to allow a comparison between germline and somatic events. We found somatic copy losses of several tumour suppressor genes including APC, PTEN and CDKN2A, CDKN2B and CDKN1A. We identified a somatic hemizygous CDKN2A pathogenic splice site variant. De novo transcriptome assembly revealed abnormal splicing of CDKN2A p14ARF and p16INK4a. Elevated expression of oncogenes EGFR and NOTCH1 was noted and no somatic mutations were found in these genes. Wnt pathway somatic alterations were also observed. In conclusion, our results suggest that the molecular pathophysiology of malignant EP features high complexity and subtle interactions of multiple key genes. Cell cycle dysregulation and CDKN2A loss of function was found to be a new potential driver in EP tumourigenesis. Moreover, the combination of somatic copy number variants and abnormal gene expression perhaps partly related to epigenetic mechanisms, all likely contribute to the development of this rare malignancy in our patient.
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Affiliation(s)
- My Linh Thibodeau
- Department of Medical Genetics, University of British Columbia, C201–4500 Oak Street, Vancouver, BC V6H 3N1 Canada
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Melika Bonakdar
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Eric Zhao
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Karen L. Mungall
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Caralyn Reisle
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Wei Zhang
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Morgan H. Bye
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Nina Thiessen
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Dustin Bleile
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Andrew J. Mungall
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Yussanne P. Ma
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Martin R. Jones
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Daniel J. Renouf
- Department of Medical Oncology, British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5Z 4E6 Canada
| | - Howard J. Lim
- Department of Medical Oncology, British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5Z 4E6 Canada
| | - Stephen Yip
- Department of Pathology & Laboratory Medicine, Vancouver General Hospital, 910 West 10th Avenue, Vancouver, BC V5Z 1M9 Canada
| | - Tony Ng
- Department of Pathology & Laboratory Medicine, Vancouver General Hospital, 910 West 10th Avenue, Vancouver, BC V5Z 1M9 Canada
| | - Cheryl Ho
- Department of Medical Oncology, British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5Z 4E6 Canada
| | - Janessa Laskin
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
- Department of Medical Oncology, British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC V5Z 4E6 Canada
| | - Marco A. Marra
- Department of Medical Genetics, University of British Columbia, C201–4500 Oak Street, Vancouver, BC V6H 3N1 Canada
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
| | - Kasmintan A. Schrader
- Hereditary Cancer Program, Department of Medical Genetics, British Columbia Cancer Agency, 614–750 West Broadway, Vancouver, BC V5Z 1H5 Canada
| | - Steven J. M. Jones
- Department of Medical Genetics, University of British Columbia, C201–4500 Oak Street, Vancouver, BC V6H 3N1 Canada
- Canada’s Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, 100–570 West 7th Avenue, Vancouver, BC V5Z 4S6 Canada
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31
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Robertson AG, Shih J, Yau C, Gibb EA, Oba J, Mungall KL, Hess JM, Uzunangelov V, Walter V, Danilova L, Lichtenberg TM, Kucherlapati M, Kimes PK, Tang M, Penson A, Babur O, Akbani R, Bristow CA, Hoadley KA, Iype L, Chang MT, Cherniack AD, Benz C, Mills GB, Verhaak RGW, Griewank KG, Felau I, Zenklusen JC, Gershenwald JE, Schoenfield L, Lazar AJ, Abdel-Rahman MH, Roman-Roman S, Stern MH, Cebulla CM, Williams MD, Jager MJ, Coupland SE, Esmaeli B, Kandoth C, Woodman SE. Integrative Analysis Identifies Four Molecular and Clinical Subsets in Uveal Melanoma. Cancer Cell 2018; 33:151. [PMID: 29316429 DOI: 10.1016/j.ccell.2017.12.013] [Citation(s) in RCA: 71] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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32
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Jones SJM, Taylor GA, Chan S, Warren RL, Hammond SA, Bilobram S, Mordecai G, Suttle CA, Miller KM, Schulze A, Chan AM, Jones SJ, Tse K, Li I, Cheung D, Mungall KL, Choo C, Ally A, Dhalla N, Tam AKY, Troussard A, Kirk H, Pandoh P, Paulino D, Coope RJN, Mungall AJ, Moore R, Zhao Y, Birol I, Ma Y, Marra M, Haulena M. The Genome of the Beluga Whale (Delphinapterus leucas). Genes (Basel) 2017; 8:genes8120378. [PMID: 29232881 PMCID: PMC5748696 DOI: 10.3390/genes8120378] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2017] [Revised: 11/28/2017] [Accepted: 12/01/2017] [Indexed: 12/17/2022] Open
Abstract
The beluga whale is a cetacean that inhabits arctic and subarctic regions, and is the only living member of the genus Delphinapterus. The genome of the beluga whale was determined using DNA sequencing approaches that employed both microfluidic partitioning library and non-partitioned library construction. The former allowed for the construction of a highly contiguous assembly with a scaffold N50 length of over 19 Mbp and total reconstruction of 2.32 Gbp. To aid our understanding of the functional elements, transcriptome data was also derived from brain, duodenum, heart, lung, spleen, and liver tissue. Assembled sequence and all of the underlying sequence data are available at the National Center for Biotechnology Information (NCBI) under the Bioproject accession number PRJNA360851A.
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Affiliation(s)
- Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC V5A 1S6, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
| | - Gregory A Taylor
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Simon Chan
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - René L Warren
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - S Austin Hammond
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Steven Bilobram
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Gideon Mordecai
- Department of Earth, Ocean & Atmospheric Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
- Institute for the Oceans & Fisheries, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
| | - Curtis A Suttle
- Department of Earth, Ocean & Atmospheric Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
- Institute for the Oceans & Fisheries, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
- Department of Microbiology & Immunology, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
- Department of Botany, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
| | - Kristina M Miller
- Fisheries and Oceans Canada, Molecular Genetics Section, Pacific Biological Station, Nanaimo, BC V9R 5K6, Canada.
| | - Angela Schulze
- Fisheries and Oceans Canada, Molecular Genetics Section, Pacific Biological Station, Nanaimo, BC V9R 5K6, Canada.
| | - Amy M Chan
- Department of Earth, Ocean & Atmospheric Sciences, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
- Institute for the Oceans & Fisheries, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.
| | - Samantha J Jones
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
| | - Kane Tse
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Irene Li
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Dorothy Cheung
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Caleb Choo
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Adrian Ally
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Noreen Dhalla
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Angela K Y Tam
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Armelle Troussard
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Heather Kirk
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Pawan Pandoh
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Daniel Paulino
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Robin J N Coope
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Richard Moore
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Yongjun Zhao
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Inanc Birol
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Marco Marra
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
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33
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Jones SJ, Haulena M, Taylor GA, Chan S, Bilobram S, Warren RL, Hammond SA, Mungall KL, Choo C, Kirk H, Pandoh P, Ally A, Dhalla N, Tam AKY, Troussard A, Paulino D, Coope RJN, Mungall AJ, Moore R, Zhao Y, Birol I, Ma Y, Marra M, Jones SJM. The Genome of the Northern Sea Otter (Enhydra lutris kenyoni). Genes (Basel) 2017; 8:genes8120379. [PMID: 29232880 PMCID: PMC5748697 DOI: 10.3390/genes8120379] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2017] [Revised: 11/28/2017] [Accepted: 12/01/2017] [Indexed: 11/21/2022] Open
Abstract
The northern sea otter inhabits coastal waters of the northern Pacific Ocean and is the largest member of the Mustelidae family. DNA sequencing methods that utilize microfluidic partitioned and non-partitioned library construction were used to establish the sea otter genome. The final assembly provided 2.426 Gbp of highly contiguous assembled genomic sequences with a scaffold N50 length of over 38 Mbp. We generated transcriptome data derived from a lymphoma to aid in the determination of functional elements. The assembled genome sequence and underlying sequence data are available at the National Center for Biotechnology Information (NCBI) under the BioProject accession number PRJNA388419.
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Affiliation(s)
- Samantha J Jones
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
| | | | - Gregory A Taylor
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Simon Chan
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Steven Bilobram
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - René L Warren
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - S Austin Hammond
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Caleb Choo
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Heather Kirk
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Pawan Pandoh
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Adrian Ally
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Noreen Dhalla
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Angela K Y Tam
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Armelle Troussard
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Daniel Paulino
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Robin J N Coope
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Richard Moore
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Yongjun Zhao
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Inanc Birol
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
| | - Marco Marra
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 4E6, Canada.
- Department of Medical Genetics, University of British Columbia, Vancouver, BC V6T 1Z3, Canada.
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC V5A 1S6, Canada.
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Northcott PA, Buchhalter I, Morrissy AS, Hovestadt V, Weischenfeldt J, Ehrenberger T, Gröbner S, Segura-Wang M, Zichner T, Rudneva VA, Warnatz HJ, Sidiropoulos N, Phillips AH, Schumacher S, Kleinheinz K, Waszak SM, Erkek S, Jones DTW, Worst BC, Kool M, Zapatka M, Jäger N, Chavez L, Hutter B, Bieg M, Paramasivam N, Heinold M, Gu Z, Ishaque N, Jäger-Schmidt C, Imbusch CD, Jugold A, Hübschmann D, Risch T, Amstislavskiy V, Gonzalez FGR, Weber UD, Wolf S, Robinson GW, Zhou X, Wu G, Finkelstein D, Liu Y, Cavalli FMG, Luu B, Ramaswamy V, Wu X, Koster J, Ryzhova M, Cho YJ, Pomeroy SL, Herold-Mende C, Schuhmann M, Ebinger M, Liau LM, Mora J, McLendon RE, Jabado N, Kumabe T, Chuah E, Ma Y, Moore RA, Mungall AJ, Mungall KL, Thiessen N, Tse K, Wong T, Jones SJM, Witt O, Milde T, Von Deimling A, Capper D, Korshunov A, Yaspo ML, Kriwacki R, Gajjar A, Zhang J, Beroukhim R, Fraenkel E, Korbel JO, Brors B, Schlesner M, Eils R, Marra MA, Pfister SM, Taylor MD, Lichter P. The whole-genome landscape of medulloblastoma subtypes. Nature 2017; 547:311-317. [PMID: 28726821 PMCID: PMC5905700 DOI: 10.1038/nature22973] [Citation(s) in RCA: 667] [Impact Index Per Article: 95.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2016] [Accepted: 05/10/2017] [Indexed: 12/14/2022]
Abstract
Current therapies for medulloblastoma, a highly malignant childhood brain tumour, impose debilitating effects on the developing child, and highlight the need for molecularly targeted treatments with reduced toxicity. Previous studies have been unable to identify the full spectrum of driver genes and molecular processes that operate in medulloblastoma subgroups. Here we analyse the somatic landscape across 491 sequenced medulloblastoma samples and the molecular heterogeneity among 1,256 epigenetically analysed cases, and identify subgroup-specific driver alterations that include previously undiscovered actionable targets. Driver mutations were confidently assigned to most patients belonging to Group 3 and Group 4 medulloblastoma subgroups, greatly enhancing previous knowledge. New molecular subtypes were differentially enriched for specific driver events, including hotspot in-frame insertions that target KBTBD4 and ‘enhancer hijacking’ events that activate PRDM6. Thus, the application of integrative genomics to an extensive cohort of clinical samples derived from a single childhood cancer entity revealed a series of cancer genes and biologically relevant subtype diversity that represent attractive therapeutic targets for the treatment of patients with medulloblastoma. Genomic analysis of 491 medulloblastoma samples, including methylation profiling of 1,256 cases, effectively assigns candidate drivers to most tumours across all molecular subgroups. Medulloblastomas are highly malignant brain tumours that develop during childhood. Paul Northcott and colleagues analysed the whole-genome sequences of 491 medulloblastomas in order to characterize the genomic landscape across tumours and identify new drivers and mutational signatures. Their integrative genomic analyses, including methylation profiling of 1,256 medulloblastomas, identifies subgroup-specific driver mutations and suggests additional tumour subtypes. The authors assign driver mutations to a high proportion of the less well characterized Group 3 and Group 4, which together contribute to more than 60% of all medulloblastomas.
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Affiliation(s)
- Paul A Northcott
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Department of Developmental Neurobiology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Ivo Buchhalter
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Department for Bioinformatics and Functional Genomics, Institute for Pharmacy and Molecular Biotechnology (IPMB) and BioQuant, Heidelberg University, Heidelberg, Germany
| | - A Sorana Morrissy
- Developmental &Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario
| | - Volker Hovestadt
- Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Joachim Weischenfeldt
- Biotech Research &Innovation Centre (BRIC), Copenhagen University and Finsen Laboratory, Rigshospitalet, Denmark
| | - Tobias Ehrenberger
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Susanne Gröbner
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Maia Segura-Wang
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Thomas Zichner
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Vasilisa A Rudneva
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany.,Department of Developmental Neurobiology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Hans-Jörg Warnatz
- Max Planck Institute for Molecular Genetics, Department of Vertebrate Genomics, Berlin, Germany
| | - Nikos Sidiropoulos
- Biotech Research &Innovation Centre (BRIC), Copenhagen University and Finsen Laboratory, Rigshospitalet, Denmark
| | - Aaron H Phillips
- Department of Structural Biology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | | | - Kortine Kleinheinz
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Sebastian M Waszak
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Serap Erkek
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - David T W Jones
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Barbara C Worst
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Marcel Kool
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Marc Zapatka
- Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Natalie Jäger
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Lukas Chavez
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Barbara Hutter
- Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Matthias Bieg
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Heidelberg Center for Personalized Oncology (DKFZ-HIPO), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Nagarajan Paramasivam
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany
| | - Michael Heinold
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Department for Bioinformatics and Functional Genomics, Institute for Pharmacy and Molecular Biotechnology (IPMB) and BioQuant, Heidelberg University, Heidelberg, Germany
| | - Zuguang Gu
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Heidelberg Center for Personalized Oncology (DKFZ-HIPO), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Naveed Ishaque
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Heidelberg Center for Personalized Oncology (DKFZ-HIPO), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Christina Jäger-Schmidt
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Charles D Imbusch
- Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Alke Jugold
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Daniel Hübschmann
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Department for Bioinformatics and Functional Genomics, Institute for Pharmacy and Molecular Biotechnology (IPMB) and BioQuant, Heidelberg University, Heidelberg, Germany.,Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Thomas Risch
- Max Planck Institute for Molecular Genetics, Department of Vertebrate Genomics, Berlin, Germany
| | | | | | - Ursula D Weber
- Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Stephan Wolf
- Genomics and Proteomics Core Facility, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Giles W Robinson
- Department of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Xin Zhou
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Gang Wu
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - David Finkelstein
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Yanling Liu
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Florence M G Cavalli
- Developmental &Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario
| | - Betty Luu
- Developmental &Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario
| | - Vijay Ramaswamy
- Developmental &Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario
| | - Xiaochong Wu
- Developmental &Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario
| | - Jan Koster
- Department of Oncogenomics, Amsterdam Medical Center, Amsterdam, Netherlands
| | - Marina Ryzhova
- Department of Neuropathology, NN Burdenko Neurosurgical Institute, Moscow, Russia
| | - Yoon-Jae Cho
- Department of Pediatrics, Papé Family Pediatric Research Institute, Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon, USA
| | - Scott L Pomeroy
- Department of Neurology, Boston Children's Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Christel Herold-Mende
- Department of Neurosurgery, University Clinic, Heidelberg University, Heidelberg Hospital, Germany
| | - Martin Schuhmann
- Department of Neurosurgery, University Hospital Tübingen, Tübingen, Germany
| | - Martin Ebinger
- Department of Hematology and Oncology, Children's University Hospital Tübingen, Tübingen, Germany
| | - Linda M Liau
- Department of Neurosurgery, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Jaume Mora
- Developmental Tumor Biology Laboratory, Hospital Sant Joan de Déu, Barcelona, Spain
| | - Roger E McLendon
- Department of Pathology, Duke University, Durham, North County, USA
| | - Nada Jabado
- Department of Pediatrics, McGill University, Montreal, Quebec, Canada
| | - Toshihiro Kumabe
- Department of Neurosurgery, Kitasato University School of Medicine, Sagamihara, Japan
| | - Eric Chuah
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Yussanne Ma
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Richard A Moore
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Andrew J Mungall
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Karen L Mungall
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Nina Thiessen
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Kane Tse
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Tina Wong
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Steven J M Jones
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Olaf Witt
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Till Milde
- Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Andreas Von Deimling
- Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany
| | - David Capper
- Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany
| | - Andrey Korshunov
- Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany
| | - Marie-Laure Yaspo
- Max Planck Institute for Molecular Genetics, Department of Vertebrate Genomics, Berlin, Germany
| | - Richard Kriwacki
- Department of Structural Biology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Amar Gajjar
- Department of Oncology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Jinghui Zhang
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Rameen Beroukhim
- Broad Institute of Harvard and MIT, Cambridge, Massachusetts, USA
| | - Ernest Fraenkel
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Jan O Korbel
- Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany
| | - Benedikt Brors
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Matthias Schlesner
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Roland Eils
- Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,Department for Bioinformatics and Functional Genomics, Institute for Pharmacy and Molecular Biotechnology (IPMB) and BioQuant, Heidelberg University, Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
| | - Marco A Marra
- Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Stefan M Pfister
- Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ), Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany.,Department of Pediatric Hematology and Oncology, Heidelberg University Hospital, Heidelberg, Germany
| | - Michael D Taylor
- Developmental &Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario.,Division of Neurosurgery, Hospital for Sick Children, Toronto, Ontario, Canada
| | - Peter Lichter
- Division of Molecular Genetics, German Cancer Research Center (DKFZ), Heidelberg, Germany.,German Cancer Consortium (DKTK), Heidelberg, Germany
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35
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Robertson AG, Kim J, Al-Ahmadie H, Bellmunt J, Guo G, Cherniack AD, Hinoue T, Laird PW, Hoadley KA, Akbani R, Castro MAA, Gibb EA, Kanchi RS, Gordenin DA, Shukla SA, Sanchez-Vega F, Hansel DE, Czerniak BA, Reuter VE, Su X, de Sa Carvalho B, Chagas VS, Mungall KL, Sadeghi S, Pedamallu CS, Lu Y, Klimczak LJ, Zhang J, Choo C, Ojesina AI, Bullman S, Leraas KM, Lichtenberg TM, Wu CJ, Schultz N, Getz G, Meyerson M, Mills GB, McConkey DJ, Weinstein JN, Kwiatkowski DJ, Lerner SP. Comprehensive Molecular Characterization of Muscle-Invasive Bladder Cancer. Cell 2017; 171:540-556.e25. [PMID: 28988769 DOI: 10.1016/j.cell.2017.09.007] [Citation(s) in RCA: 1367] [Impact Index Per Article: 195.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2017] [Revised: 06/30/2017] [Accepted: 09/06/2017] [Indexed: 12/20/2022]
Abstract
We report a comprehensive analysis of 412 muscle-invasive bladder cancers characterized by multiple TCGA analytical platforms. Fifty-eight genes were significantly mutated, and the overall mutational load was associated with APOBEC-signature mutagenesis. Clustering by mutation signature identified a high-mutation subset with 75% 5-year survival. mRNA expression clustering refined prior clustering analyses and identified a poor-survival "neuronal" subtype in which the majority of tumors lacked small cell or neuroendocrine histology. Clustering by mRNA, long non-coding RNA (lncRNA), and miRNA expression converged to identify subsets with differential epithelial-mesenchymal transition status, carcinoma in situ scores, histologic features, and survival. Our analyses identified 5 expression subtypes that may stratify response to different treatments.
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Affiliation(s)
- A Gordon Robertson
- Canada's Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Jaegil Kim
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Hikmat Al-Ahmadie
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Joaquim Bellmunt
- PSMAR-IMIM Lab, Bladder Cancer Center, Department of Medicine, Dana-Farber Cancer Institute and Harvard University, Boston, MA 02215, USA
| | - Guangwu Guo
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard University, Boston, MA 02115, USA
| | - Andrew D Cherniack
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Toshinori Hinoue
- Center for Epigenetics, Van Andel Research Institute, Grand Rapids, MI 49503, USA
| | - Peter W Laird
- Center for Epigenetics, Van Andel Research Institute, Grand Rapids, MI 49503, USA
| | - Katherine A Hoadley
- Department of Genetics, Lineberger Comprehensive Cancer Center, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA
| | - Rehan Akbani
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mauro A A Castro
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná Polytechnic Center, Curitiba, PR CEP 80.060-000, Brazil
| | - Ewan A Gibb
- Canada's Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Rupa S Kanchi
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Dmitry A Gordenin
- Genome Integrity and Structural Biology Laboratory, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC 27709, USA
| | - Sachet A Shukla
- Department of Medical Oncology, Dana-Farber Cancer Institute and Harvard University, Boston, MA 02115, USA
| | - Francisco Sanchez-Vega
- Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Donna E Hansel
- Department of Pathology, School of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Bogdan A Czerniak
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Victor E Reuter
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Xiaoping Su
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Benilton de Sa Carvalho
- Biostatistics and Computational Biology Laboratory, Department of Statistics, University of Campinas, São Paulo, 13.083-859, Brazil
| | - Vinicius S Chagas
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná Polytechnic Center, Curitiba, PR CEP 80.060-000, Brazil
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Sara Sadeghi
- Canada's Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | | | - Yiling Lu
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Leszek J Klimczak
- Integrative Bioinformatics Support Group, National Institute of Environmental Health Sciences, NIH, Research Triangle Park, NC 27709, USA
| | - Jiexin Zhang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Caleb Choo
- Canada's Michael Smith Genome Sciences Center, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Akinyemi I Ojesina
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL 35294, USA
| | - Susan Bullman
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Kristen M Leraas
- Biospecimen Core Resource, The Research Institute at Nationwide Children's Hospital, Columbus, OH 43205, USA
| | - Tara M Lichtenberg
- Biospecimen Core Resource, The Research Institute at Nationwide Children's Hospital, Columbus, OH 43205, USA
| | - Catherine J Wu
- Department of Medical Oncology, Dana-Farber Cancer Institute, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Nicholaus Schultz
- Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
| | - Gad Getz
- Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Matthew Meyerson
- Pathology and Medical Oncology, Dana-Farber Cancer Institute and Harvard University, Boston, MA 02115, USA
| | - Gordon B Mills
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - David J McConkey
- Greenberg Bladder Cancer Institute, Johns Hopkins University, Baltimore, MD 21218, USA
| | | | - John N Weinstein
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030 USA.
| | - David J Kwiatkowski
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA.
| | - Seth P Lerner
- Scott Department of Urology, Dan L. Duncan Cancer Center, Baylor College of Medicine, Houston, TX 77030, USA.
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36
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Thibodeau ML, Reisle C, Zhao E, Martin LA, Alwelaie Y, Mungall KL, Ch'ng C, Thomas R, Ng T, Yip S, J Lim H, Sun S, Young SS, Karsan A, Zhao Y, Mungall AJ, Moore RA, J Renouf D, Gelmon K, Ma YP, Hayes M, Laskin J, Marra MA, Schrader KA, Jones SJM. Genomic profiling of pelvic genital type leiomyosarcoma in a woman with a germline CHEK2:c.1100delC mutation and a concomitant diagnosis of metastatic invasive ductal breast carcinoma. Cold Spring Harb Mol Case Stud 2017; 3:mcs.a001628. [PMID: 28514723 PMCID: PMC5593158 DOI: 10.1101/mcs.a001628] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2016] [Accepted: 04/14/2017] [Indexed: 12/19/2022] Open
Abstract
We describe a woman with the known pathogenic germline variant CHEK2:c.1100delC and synchronous diagnoses of both pelvic genital type leiomyosarcoma (LMS) and metastatic invasive ductal breast carcinoma. CHEK2 (checkpoint kinase 2) is a tumor-suppressor gene encoding a serine/threonine-protein kinase (CHEK2) involved in double-strand DNA break repair and cell cycle arrest. The CHEK2:c.1100delC variant is a moderate penetrance allele resulting in an approximately twofold increase in breast cancer risk. Whole-genome and whole-transcriptome sequencing were performed on the leiomyosarcoma and matched blood-derived DNA. Despite the presence of several genomic hits within the double-strand DNA damage pathway (CHEK2 germline variant and multiple RAD51B somatic structural variants), tumor profiling did not show an obvious DNA repair deficiency signature. However, even though the LMS displayed clear malignant features, its genomic profiling revealed several characteristics classically associated with leiomyomas including a translocation, t(12;14), with one breakpoint disrupting RAD51B and the other breakpoint upstream of HMGA2 with very high expression of HMGA2 and PLAG1. This is the first report of LMS genomic profiling in a patient with the germline CHEK2:c.1100delC variant and an additional diagnosis of metastatic invasive ductal breast carcinoma. We also describe a possible mechanistic relationship between leiomyoma and LMS based on genomic and transcriptome data. Our findings suggest that RAD51B translocation and HMGA2 overexpression may play an important role in LMS oncogenesis.
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Affiliation(s)
- My Linh Thibodeau
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada
| | - Caralyn Reisle
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Eric Zhao
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Lee Ann Martin
- Fraser Valley Cancer Centre, British Columbia Cancer Agency, Surrey, British Columbia V3V 1Z2, Canada
| | - Yazeed Alwelaie
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V5Z 1M9, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Carolyn Ch'ng
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Ruth Thomas
- Hereditary Cancer Program, British Columbia Cancer Agency-Abbotsford, Abbotsford, British Columbia V2S 0C2, Canada
| | - Tony Ng
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V5Z 1M9, Canada
| | - Stephen Yip
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V5Z 1M9, Canada
| | - Howard J Lim
- British Columbia Cancer Agency, Vancouver, British Columbia V5Z 4E6, Canada
| | - Sophie Sun
- British Columbia Cancer Agency, Vancouver, British Columbia V5Z 4E6, Canada
| | - Sean S Young
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V5Z 1M9, Canada.,Cancer Genetics Laboratory, Department of Pathology and Laboratory Medicine, British Columbia Cancer Agency, Vancouver, British Columbia V5Z 4E6, Canada
| | - Aly Karsan
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada.,Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V5Z 1M9, Canada.,Cancer Genetics Laboratory, Department of Pathology and Laboratory Medicine, British Columbia Cancer Agency, Vancouver, British Columbia V5Z 4E6, Canada
| | - Yongjun Zhao
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Daniel J Renouf
- British Columbia Cancer Agency, Vancouver, British Columbia V5Z 4E6, Canada
| | - Karen Gelmon
- British Columbia Cancer Agency, Vancouver, British Columbia V5Z 4E6, Canada
| | - Yussanne P Ma
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Malcolm Hayes
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, British Columbia V5Z 1M9, Canada.,Cancer Genetics Laboratory, Department of Pathology and Laboratory Medicine, British Columbia Cancer Agency, Vancouver, British Columbia V5Z 4E6, Canada
| | - Janessa Laskin
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Marco A Marra
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
| | - Kasmintan A Schrader
- Hereditary Cancer Program, Department of Medical Genetics, British Columbia Cancer Agency, 614-750 West Broadway, Vancouver British Columbia V5Z 1H5, Canada
| | - Steven J M Jones
- Department of Medical Genetics, University of British Columbia, Vancouver, British Columbia V6H 3N1, Canada.,Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, British Columbia V5Z 4S6, Canada
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37
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Thibodeau ML, Steinraths M, Brown L, Zong Z, Shomer N, Taubert S, Mungall KL, Ma YP, Mueller R, Birol I, Lehman A. Genomic and Cytogenetic Characterization of a Balanced Translocation Disrupting NUP98. Cytogenet Genome Res 2017; 152:117-121. [PMID: 28854430 DOI: 10.1159/000479463] [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] [Accepted: 05/17/2017] [Indexed: 11/19/2022] Open
Abstract
A 41-year-old Asian woman with bilateral renal angiomyolipomas (AML) was incidentally identified to have a balanced translocation, 46,XX,t(11;12)(p15.4;q15). She had no other features or family history to suggest a diagnosis of tuberous sclerosis. Her healthy daughter had the same translocation and no renal AML at the age of 3 years. Whole-genome sequencing was performed on genomic maternal DNA isolated from blood. A targeted de novo assembly was then conducted with ABySS for chromosomes 11 and 12. Sanger sequencing was used to validate the translocation breakpoints. As a result, genomic characterization of chromosomes 11 and 12 revealed that the 11p breakpoint disrupted the NUP98 gene in intron 1, causing a separation of the promoter and transcription start site from the rest of the gene. The translocation breakpoint on chromosome 12q was located in a gene desert. NUP98 has not yet been associated with renal AML pathogenesis, but somatic NUP98 alterations are recurrently implicated in hematological malignancies, most often following a gene fusion event. We also found evidence for complex structural events involving chromosome 12, which appear to disrupt the TDG gene. We identified a TDGP1 partially processed pseudogene at 12p12.1, which adds complexity to the de novo assembly. In conclusion, this is the first report of a germline constitutional structural chromosome rearrangement disrupting NUP98 that occurred in a generally healthy woman with bilateral renal AML.
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Affiliation(s)
- My Linh Thibodeau
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
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38
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Robertson AG, Shih J, Yau C, Gibb EA, Oba J, Mungall KL, Hess JM, Uzunangelov V, Walter V, Danilova L, Lichtenberg TM, Kucherlapati M, Kimes PK, Tang M, Penson A, Babur O, Akbani R, Bristow CA, Hoadley KA, Iype L, Chang MT, Cherniack AD, Benz C, Mills GB, Verhaak RGW, Griewank KG, Felau I, Zenklusen JC, Gershenwald JE, Schoenfield L, Lazar AJ, Abdel-Rahman MH, Roman-Roman S, Stern MH, Cebulla CM, Williams MD, Jager MJ, Coupland SE, Esmaeli B, Kandoth C, Woodman SE. Integrative Analysis Identifies Four Molecular and Clinical Subsets in Uveal Melanoma. Cancer Cell 2017; 32:204-220.e15. [PMID: 28810145 PMCID: PMC5619925 DOI: 10.1016/j.ccell.2017.07.003] [Citation(s) in RCA: 519] [Impact Index Per Article: 74.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2016] [Revised: 04/24/2017] [Accepted: 07/09/2017] [Indexed: 12/17/2022]
Abstract
Comprehensive multiplatform analysis of 80 uveal melanomas (UM) identifies four molecularly distinct, clinically relevant subtypes: two associated with poor-prognosis monosomy 3 (M3) and two with better-prognosis disomy 3 (D3). We show that BAP1 loss follows M3 occurrence and correlates with a global DNA methylation state that is distinct from D3-UM. Poor-prognosis M3-UM divide into subsets with divergent genomic aberrations, transcriptional features, and clinical outcomes. We report change-of-function SRSF2 mutations. Within D3-UM, EIF1AX- and SRSF2/SF3B1-mutant tumors have distinct somatic copy number alterations and DNA methylation profiles, providing insight into the biology of these low- versus intermediate-risk clinical mutation subtypes.
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Affiliation(s)
- A Gordon Robertson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Juliann Shih
- The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Christina Yau
- Buck Institute for Research on Aging, Novato, CA 94945, USA
| | - Ewan A Gibb
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Junna Oba
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Julian M Hess
- The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA
| | - Vladislav Uzunangelov
- Department of Biomolecular Engineering, Center for Biomolecular Sciences and Engineering, University of California, Santa Cruz, CA 95064, USA
| | - Vonn Walter
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Public Health Sciences, Penn State College of Medicine, 500 University Drive, Hershey, PA 17033, USA
| | - Ludmila Danilova
- The Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD 21287, USA
| | - Tara M Lichtenberg
- The Research Institute at Nationwide Children's Hospital, Columbus, OH 43205, USA
| | - Melanie Kucherlapati
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA; Division of Genetics, Brigham and Women's Hospital, Boston, MA 02115, USA
| | - Patrick K Kimes
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Ming Tang
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Alexander Penson
- Human Oncology and Pathogenesis Program, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY 10021, USA; Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10021, USA
| | - Ozgun Babur
- Molecular and Medical Genetics, Computational Biology, Oregon Health and Science University, Portland, OR 97239, USA
| | - Rehan Akbani
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Christopher A Bristow
- Institute for Applied Cancer Science, Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Katherine A Hoadley
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Lisa Iype
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Matthew T Chang
- Human Oncology and Pathogenesis Program, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY 10021, USA; Departments of Bioengineering and Therapeutic Sciences, University of California, San Francisco, CA 94122, USA
| | | | - Andrew D Cherniack
- The Eli and Edythe L. Broad Institute of Massachusetts Institute of Technology and Harvard University, Cambridge, MA 02142, USA; Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | | | - Gordon B Mills
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Roel G W Verhaak
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Klaus G Griewank
- Department of Dermatology, University Hospital Essen, 45157 Essen, Germany
| | - Ina Felau
- Center for Cancer Genomics, National Cancer Institute, Bethesda, MD 20892, USA
| | - Jean C Zenklusen
- Center for Cancer Genomics, National Cancer Institute, Bethesda, MD 20892, USA
| | - Jeffrey E Gershenwald
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Lynn Schoenfield
- Department of Pathology, The Ohio State University, Wexner Medical Center, Columbus, OH 43210, USA
| | - Alexander J Lazar
- Department of Pathology, Dermatology and Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mohamed H Abdel-Rahman
- Departments of Ophthalmology and Internal Medicine, Division of Human Genetics, The Ohio State University, Columbus, OH 43210, USA
| | - Sergio Roman-Roman
- Department of Translational Research, Institut Curie, PSL Research University, Paris 75248, France
| | - Marc-Henri Stern
- Department of Translational Research, Institut Curie, PSL Research University, Paris 75248, France
| | - Colleen M Cebulla
- Havener Eye Institute, The Ohio State University Wexner Medical Center, Columbus, OH 43212, USA
| | - Michelle D Williams
- Department of Pathology, Dermatology and Translational Molecular Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Martine J Jager
- Department of Ophthalmology, Leiden University Medical Center, Leiden, the Netherlands
| | - Sarah E Coupland
- Department of Molecular & Clinical Cancer Medicine, Institute of Translational Medicine, University of Liverpool, Liverpool L7 8TX, UK; Department of Cellular Pathology, Royal Liverpool University Hospital, Liverpool, L69 3GA, UK
| | - Bita Esmaeli
- Orbital Oncology & Ophthalmic Plastic Surgery, Department of Plastic Surgery, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
| | - Cyriac Kandoth
- Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10021, USA.
| | - Scott E Woodman
- Department of Melanoma Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA; Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA.
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Zahir FR, Mwenifumbo JC, Chun HJE, Lim EL, Van Karnebeek CDM, Couse M, Mungall KL, Lee L, Makela N, Armstrong L, Boerkoel CF, Langlois SL, McGillivray BM, Jones SJM, Friedman JM, Marra MA. Comprehensive whole genome sequence analyses yields novel genetic and structural insights for Intellectual Disability. BMC Genomics 2017; 18:403. [PMID: 28539120 PMCID: PMC5442678 DOI: 10.1186/s12864-017-3671-0] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2016] [Accepted: 03/29/2017] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Intellectual Disability (ID) is among the most common global disorders, yet etiology is unknown in ~30% of patients despite clinical assessment. Whole genome sequencing (WGS) is able to interrogate the entire genome, providing potential to diagnose idiopathic patients. METHODS We conducted WGS on eight children with idiopathic ID and brain structural defects, and their normal parents; carrying out an extensive data analyses, using standard and discovery approaches. RESULTS We verified de novo pathogenic single nucleotide variants (SNV) in ARID1B c.1595delG and PHF6 c.820C > T, potentially causative de novo two base indels in SQSTM1 c.115_116delinsTA and UPF1 c.1576_1577delinsA, and de novo SNVs in CACNB3 c.1289G > A, and SPRY4 c.508 T > A, of uncertain significance. We report results from a large secondary control study of 2081 exomes probing the pathogenicity of the above genes. We analyzed structural variation by four different algorithms including de novo genome assembly. We confirmed a likely contributory 165 kb de novo heterozygous 1q43 microdeletion missed by clinical microarray. The de novo assembly resulted in unmasking hidden genome instability that was missed by standard re-alignment based algorithms. We also interrogated regulatory sequence variation for known and hypothesized ID genes and present useful strategies for WGS data analyses for non-coding variation. CONCLUSION This study provides an extensive analysis of WGS in the context of ID, providing genetic and structural insights into ID and yielding diagnoses.
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Affiliation(s)
- Farah R Zahir
- Canada's Michael Smith Genome Sciences Center, Vancouver, BC, V5Z 4S6, Canada. .,Department of Medical Genetics, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada. .,Qatar Biomedical Research Institute, Hamad Bin Khalifa University, P.O. Box 34110, Doha, Qatar.
| | - Jill C Mwenifumbo
- Canada's Michael Smith Genome Sciences Center, Vancouver, BC, V5Z 4S6, Canada
| | - Hye-Jung E Chun
- Canada's Michael Smith Genome Sciences Center, Vancouver, BC, V5Z 4S6, Canada
| | - Emilia L Lim
- Canada's Michael Smith Genome Sciences Center, Vancouver, BC, V5Z 4S6, Canada
| | - Clara D M Van Karnebeek
- Department of Pediatrics, Centre for Molecular Medicine & Therapeutics Child & Family Research Institute, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Madeline Couse
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Center, Vancouver, BC, V5Z 4S6, Canada
| | - Leora Lee
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Nancy Makela
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Linlea Armstrong
- Provincial Medical Genetics Programme, Children's & Women's Health Centre of British Columbia, Vancouver, BC, V6H 3N1, Canada
| | - Cornelius F Boerkoel
- Provincial Medical Genetics Programme, Children's & Women's Health Centre of British Columbia, Vancouver, BC, V6H 3N1, Canada
| | - Sylvie L Langlois
- Provincial Medical Genetics Programme, Children's & Women's Health Centre of British Columbia, Vancouver, BC, V6H 3N1, Canada
| | - Barbara M McGillivray
- Provincial Medical Genetics Programme, Children's & Women's Health Centre of British Columbia, Vancouver, BC, V6H 3N1, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Center, Vancouver, BC, V5Z 4S6, Canada
| | - Jan M Friedman
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Center, Vancouver, BC, V5Z 4S6, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
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Gu Z, Churchman M, Roberts K, Li Y, Liu Y, Harvey RC, McCastlain K, Reshmi SC, Payne-Turner D, Iacobucci I, Shao Y, Chen IM, Valentine M, Pei D, Mungall KL, Mungall AJ, Ma Y, Moore R, Marra M, Stonerock E, Gastier-Foster JM, Devidas M, Dai Y, Wood B, Borowitz M, Larsen EE, Maloney K, Mattano Jr LA, Angiolillo A, Salzer WL, Burke MJ, Gianni F, Spinelli O, Radich JP, Minden MD, Moorman AV, Patel B, Fielding AK, Rowe JM, Luger SM, Bhatia R, Aldoss I, Forman SJ, Kohlschmidt J, Mrózek K, Marcucci G, Bloomfield CD, Stock W, Kornblau S, Kantarjian HM, Konopleva M, Paietta E, Willman CL, L. Loh M, P. Hunger S, Mullighan CG. Genomic analyses identify recurrent MEF2D fusions in acute lymphoblastic leukaemia. Nat Commun 2016; 7:13331. [PMID: 27824051 PMCID: PMC5105166 DOI: 10.1038/ncomms13331] [Citation(s) in RCA: 187] [Impact Index Per Article: 23.4] [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: 02/07/2016] [Accepted: 09/23/2016] [Indexed: 12/29/2022] Open
Abstract
Chromosomal rearrangements are initiating events in acute lymphoblastic leukaemia (ALL). Here using RNA sequencing of 560 ALL cases, we identify rearrangements between MEF2D (myocyte enhancer factor 2D) and five genes (BCL9, CSF1R, DAZAP1, HNRNPUL1 and SS18) in 22 B progenitor ALL (B-ALL) cases with a distinct gene expression profile, the most common of which is MEF2D-BCL9. Examination of an extended cohort of 1,164 B-ALL cases identified 30 cases with MEF2D rearrangements, which include an additional fusion partner, FOXJ2; thus, MEF2D-rearranged cases comprise 5.3% of cases lacking recurring alterations. MEF2D-rearranged ALL is characterized by a distinct immunophenotype, DNA copy number alterations at the rearrangement sites, older diagnosis age and poor outcome. The rearrangements result in enhanced MEF2D transcriptional activity, lymphoid transformation, activation of HDAC9 expression and sensitive to histone deacetylase inhibitor treatment. Thus, MEF2D-rearranged ALL represents a distinct form of high-risk leukaemia, for which new therapeutic approaches should be considered.
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Affiliation(s)
- Zhaohui Gu
- Department of Pathology and Hematological Malignancies Program, St Jude Children's Research Hospital, 262 Danny Thomas Place, MS 342, Memphis, Tennessee 38105, USA
| | - Michelle Churchman
- Department of Pathology and Hematological Malignancies Program, St Jude Children's Research Hospital, 262 Danny Thomas Place, MS 342, Memphis, Tennessee 38105, USA
| | - Kathryn Roberts
- Department of Pathology and Hematological Malignancies Program, St Jude Children's Research Hospital, 262 Danny Thomas Place, MS 342, Memphis, Tennessee 38105, USA
| | - Yongjin Li
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
| | - Yu Liu
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
| | - Richard C. Harvey
- University of New Mexico Cancer Center, Albuquerque, New Mexico 87106, USA
| | - Kelly McCastlain
- Department of Pathology and Hematological Malignancies Program, St Jude Children's Research Hospital, 262 Danny Thomas Place, MS 342, Memphis, Tennessee 38105, USA
| | - Shalini C. Reshmi
- The Research Institute, Nationwide Children's Hospital, Columbus, Ohio 43205, USA
| | - Debbie Payne-Turner
- Department of Pathology and Hematological Malignancies Program, St Jude Children's Research Hospital, 262 Danny Thomas Place, MS 342, Memphis, Tennessee 38105, USA
| | - Ilaria Iacobucci
- Department of Pathology and Hematological Malignancies Program, St Jude Children's Research Hospital, 262 Danny Thomas Place, MS 342, Memphis, Tennessee 38105, USA
| | - Ying Shao
- Department of Pathology and Hematological Malignancies Program, St Jude Children's Research Hospital, 262 Danny Thomas Place, MS 342, Memphis, Tennessee 38105, USA
- Department of Computational Biology, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
| | - I-Ming Chen
- University of New Mexico Cancer Center, Albuquerque, New Mexico 87106, USA
| | - Marcus Valentine
- Cytogenetic Shared Resource, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
| | - Deqing Pei
- Department of Biostatistics, St Jude Children's Research Hospital, Memphis, Tennessee 38105
| | - Karen L. Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Andrew J. Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Richard Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Marco Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, BC V5Z 4S6, Canada
| | - Eileen Stonerock
- Department of Pathology and Laboratory Medicine, Nationwide Children's Hospital, Columbus, Ohio 43205, USA
- Department of Pathology, The Ohio State University College of Medicine, Columbus, Ohio 43210, USA
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, Ohio 43210, USA
| | - Julie M. Gastier-Foster
- Department of Pathology and Laboratory Medicine, Nationwide Children's Hospital, Columbus, Ohio 43205, USA
- Department of Pathology, The Ohio State University College of Medicine, Columbus, Ohio 43210, USA
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, Ohio 43210, USA
| | - Meenakshi Devidas
- Department of Biostatistics, Colleges of Medicine and Public Health & Health Professions, University of Florida, Gainesville, Florida 32611, USA
| | - Yunfeng Dai
- Department of Biostatistics, Colleges of Medicine and Public Health & Health Professions, University of Florida, Gainesville, Florida 32611, USA
| | - Brent Wood
- Department of Laboratory Medicine, University of Washington, Seattle, Washington 98195, USA
| | - Michael Borowitz
- Department of Pathology, Johns Hopkins Medical Institutions, Baltimore, Maryland 21287, USA
| | - Eric E. Larsen
- Maine Children's Cancer Program, Scarborough, Maine 04074, USA
| | - Kelly Maloney
- Pediatric Hematology/Oncology/BMT, University of Colorado School of Medicine and Children's Hospital Colorado, Aurora, Colorado 80045, USA
| | | | - Anne Angiolillo
- Children's National Medical Center, Washington, DC 20010, USA
| | - Wanda L. Salzer
- US Army Medical Research and Materiel Command, Fort Detrick, Maryland 21702, USA
| | | | - Francesca Gianni
- Department of Hematology and Bone Marrow Transplantation, Papa Giovanni XXIII Hospital Piazza OMS 1 24127, Bergamo, Italy
| | - Orietta Spinelli
- Department of Hematology and Bone Marrow Transplantation, Papa Giovanni XXIII Hospital Piazza OMS 1 24127, Bergamo, Italy
| | - Jerald P. Radich
- Fred Hutchinson Cancer Research Center, Seattle, Washington 98109, USA
| | - Mark D. Minden
- Princess Margaret Cancer Centre, University Health Network, Toronto, ON M5G 2M9, Canada
| | - Anthony V. Moorman
- Leukemia Research Cytogenetics Group, Northern Institute for Cancer Research, Newcastle University, Newcastle upon Tyne NE1 7RU, UK
| | - Bella Patel
- Department of Haemato-Oncology, Barts Cancer Institute, London EC1M 6BQ, UK
| | | | - Jacob M. Rowe
- Hematology, Shaare Zedek Medical Center, Jerusalem 9103102, Israel
| | - Selina M. Luger
- Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Ravi Bhatia
- Division of Hematology and Oncology, Department of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama 35294, USA
| | - Ibrahim Aldoss
- Division of Hematology and Oncology, Department of Medicine, The University of Alabama at Birmingham, Birmingham, Alabama 35294, USA
| | - Stephen J. Forman
- Gehr Family Center for Leukemia Research, City of Hope, Duarte, California 91010, USA
| | - Jessica Kohlschmidt
- The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
- Alliance for Clinical Trials in Oncology Statistics and Data Center, Mayo Clinic, Rochester, Minnesota 55905, USA
| | - Krzysztof Mrózek
- The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Guido Marcucci
- Gehr Family Center for Leukemia Research, City of Hope, Duarte, California 91010, USA
| | - Clara D. Bloomfield
- The Ohio State University Comprehensive Cancer Center, Columbus, Ohio 43210, USA
| | - Wendy Stock
- University of Chicago Medical Center, Chicago, Illinois 60637, USA
| | - Steven Kornblau
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Hagop M. Kantarjian
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Marina Konopleva
- Department of Leukemia, The University of Texas MD Anderson Cancer Center, Houston, Texas 77030, USA
| | - Elisabeth Paietta
- Cancer Center, Montefiore Medical Center North Division, Bronx, New York 10467, USA
| | - Cheryl L. Willman
- University of New Mexico Cancer Center, Albuquerque, New Mexico 87106, USA
| | - Mignon L. Loh
- Department of Pediatrics, Benioff Children's Hospital, San Francisco, California 94158, USA
- Helen Diller Family Comprehensive Cancer Center, San Francisco, California 94115, USA
| | - Stephen P. Hunger
- Children's Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, USA
- Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania 19104, USA
| | - Charles G. Mullighan
- Department of Pathology and Hematological Malignancies Program, St Jude Children's Research Hospital, 262 Danny Thomas Place, MS 342, Memphis, Tennessee 38105, USA
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Chun HJE, Lim EL, Heravi-Moussavi A, Saberi S, Mungall KL, Bilenky M, Carles A, Tse K, Shlafman I, Zhu K, Qian JQ, Palmquist DL, He A, Long W, Goya R, Ng M, LeBlanc VG, Pleasance E, Thiessen N, Wong T, Chuah E, Zhao YJ, Schein JE, Gerhard DS, Taylor MD, Mungall AJ, Moore RA, Ma Y, Jones SJM, Perlman EJ, Hirst M, Marra MA. Genome-Wide Profiles of Extra-cranial Malignant Rhabdoid Tumors Reveal Heterogeneity and Dysregulated Developmental Pathways. Cancer Cell 2016; 29:394-406. [PMID: 26977886 PMCID: PMC5094835 DOI: 10.1016/j.ccell.2016.02.009] [Citation(s) in RCA: 95] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Revised: 01/05/2016] [Accepted: 02/16/2016] [Indexed: 12/18/2022]
Abstract
Malignant rhabdoid tumors (MRTs) are rare lethal tumors of childhood that most commonly occur in the kidney and brain. MRTs are driven by SMARCB1 loss, but the molecular consequences of SMARCB1 loss in extra-cranial tumors have not been comprehensively described and genomic resources for analyses of extra-cranial MRT are limited. To provide such data, we used whole-genome sequencing, whole-genome bisulfite sequencing, whole transcriptome (RNA-seq) and microRNA sequencing (miRNA-seq), and histone modification profiling to characterize extra-cranial MRTs. Our analyses revealed gene expression and methylation subgroups and focused on dysregulated pathways, including those involved in neural crest development.
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Affiliation(s)
- Hye-Jung E Chun
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Emilia L Lim
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Alireza Heravi-Moussavi
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Saeed Saberi
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Mikhail Bilenky
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Annaick Carles
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Kane Tse
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Inna Shlafman
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Kelsey Zhu
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Jenny Q Qian
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Diana L Palmquist
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - An He
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - William Long
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Rodrigo Goya
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Michelle Ng
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Veronique G LeBlanc
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Erin Pleasance
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Nina Thiessen
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Tina Wong
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Eric Chuah
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Yong-Jun Zhao
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Jacquie E Schein
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Daniela S Gerhard
- Office of Cancer Genomics, National Cancer Institute, US National Institutes of Health, Bethesda, MD 20892, USA
| | - Michael D Taylor
- The Arthur and Sonia Labatt Brain Tumour Research Centre, Hospital for Sick Children, Toronto, ON M5G 1X8, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Yussanne Ma
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada; Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC V5A 1S6, Canada; Department of Medical Genetics, University of British Columbia, Vancouver, BC V6H 3N1, Canada
| | - Elizabeth J Perlman
- Department of Pathology and Laboratory Medicine, Lurie Children's Hospital, Northwestern University's Feinberg School of Medicine and Robert H. Lurie Cancer Center, Chicago, IL 60611, USA
| | - Martin Hirst
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada; Department of Microbiology and Immunology, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC V5Z 1L3, Canada; Department of Medical Genetics, University of British Columbia, Vancouver, BC V6H 3N1, Canada.
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Kasaian K, Chindris AM, Wiseman SM, Mungall KL, Zeng T, Tse K, Schein JE, Rivera M, Necela BM, Kachergus JM, Casler JD, Mungall AJ, Moore RA, Marra MA, Copland JA, Thompson EA, Smallridge RC, Jones SJM. MEN1 mutations in Hürthle cell (oncocytic) thyroid carcinoma. J Clin Endocrinol Metab 2015; 100:E611-5. [PMID: 25625803 PMCID: PMC4399284 DOI: 10.1210/jc.2014-3622] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
CONTEXT AND OBJECTIVE Oncocytic thyroid carcinoma, also known as Hürthle cell thyroid carcinoma, accounts for only a small percentage of all thyroid cancers. However, this malignancy often presents at an advanced stage and poses unique challenges to patients and clinicians. Surgical resection of the tumor accompanied in some cases by radioactive iodine treatment, radiation, and chemotherapy are the established modes of therapy. Knowledge of the perturbed oncogenic pathways can provide better understanding of the mechanism of disease and thus opportunities for more effective clinical management. DESIGN AND PATIENTS Initially, two oncocytic thyroid carcinomas and their matched normal tissues were profiled using whole genome sequencing. Subsequently, 72 oncocytic thyroid carcinomas, one cell line, and five Hürthle cell adenomas were examined by targeted sequencing for the presence of mutations in the multiple endocrine neoplasia I (MEN1) gene. RESULTS Here we report the identification of MEN1 loss-of-function mutations in 4% of patients diagnosed with oncocytic thyroid carcinoma. Whole genome sequence data also revealed large regions of copy number variation encompassing nearly the entire genomes of these tumors. CONCLUSION Menin, a ubiquitously expressed nuclear protein, is a well-characterized tumor suppressor whose loss is the cause of MEN1 syndrome. Menin is involved in several major cellular pathways such as regulation of transcription, control of cell cycle, apoptosis, and DNA damage repair pathways. Mutations of this gene in a subset of Hürthle cell tumors point to a potential role for this protein and its associated pathways in thyroid tumorigenesis.
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Affiliation(s)
- Katayoon Kasaian
- Canada's Michael Smith Genome Sciences Centre (K.K., K.L.M., T.Z., K.T., J.E.S., A.J.M., R.A.M., M.A.M., S.J.M.J.), BC Cancer Agency, Vancouver, V5Z 4S6 Canada; Department of Otorhinolaryngology-Head and Neck Surgery (A.-M.C., J.D.C.), Mayo Clinic, Jacksonville, Florida 32224; Department of Surgery (S.M.W.), St. Paul's Hospital and University of British Columbia, Vancouver, V6Z 1Y6 Canada; Department of Laboratory Medicine and Pathology (M.R.), Mayo Clinic, Rochester, Minnesota 55905; Department of Cancer Biology (B.M.N., J.M.K., J.A.C., E.A.T., R.C.S.), Mayo Clinic, Jacksonville, Florida 32224; Department of Medical Genetics (M.A.M., S.J.M.J.), University of British Columbia, Vancouver, V6T 1Z4 Canada; Department of Medicine, Division of Endocrinology and Metabolism (R.C.S.), Mayo Clinic, Jacksonville, Florida 32224; and Department of Molecular Biology and Biochemistry (S.J.M.J.), Simon Fraser University, Burnaby, V5A 1S6 Canada
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Chun HJE, Zhu K, Qian JQ, Mungall KL, Ma Y, Zhao YJ, Mungall AJ, Moore RA, Schein JE, Gerhard DS, Perlman EJ, Marra MA. Abstract 3087: Whole genome sequencing of rhabdoid tumors of the kidney. Cancer Res 2014. [DOI: 10.1158/1538-7445.am2014-3087] [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
Rhabdoid tumors (RT) of the kidney (RTK) are aggressive pediatric solid tumors that predominantly affect infants. There is no effective chemotherapy and the overall 4-year survival rate is 23%. RT has a characteristic loss of SMARCB1 function, found in >90% of the patients. SMARCB1 is a conserved core subunit of the SWI/SNF chromatin-remodeling complex, which in turn is responsible for proper chromatin assembly and dynamic regulation of gene expression. Previous studies showed a remarkable paucity of mutations in coding regions of genomes and a highly penetrant cancer susceptibility in a conditional knockout mouse model. These findings support the interpretation that SMARCB1 is a tumor suppressor whose inactivation is the primary driver in RT and that RT follows a tumorigenesis model in which cancer is driven by aberrant epigenetic regulation and gene expression instead of accumulation of somatic mutations. Characterizing interplays of mutations, gene expression and epigenetic regulation will be important in understanding RT development and biology.
To achieve this goal, we will comprehensively characterize genetic and epigenetic aberrations in RT using HiSeq sequencing technology. Our research efforts include profiling whole genome, whole transcriptome, promoter methylation and histone modification in 40 primary RTK samples. Here, we report preliminary results from whole genome analyses.
Using an amplification-free library construction method, we sequenced whole genomes of 40 RTK and matched normal cases to an average haploid coverage of 39.4X. The RTK genomes were mostly diploid, but we found 35 loci that are either recurrently focally amplified or deleted using GISTIC 2.0 at FDR ≤0.05. Using the Trans-ABySS de novo short-read assembler, we assembled the RT cases’ whole genomes and identified a total of 19 genes that were recurrently rearranged in 8 out of 40 cases. Eleven of the genes were either known tumor suppressors (e.g. CABIN1, BCR) or associated with developmental or neurodegenerative diseases (e.g. UPB1, SPECC1L). The genome-wide single nucleotide variant and indel analysis showed an average somatic mutation rate at 0.37 per Mb in RTK, comparable to the previous finding of 0.19 per Mb in AT/RT. Approximately 99% of the somatic mutations occurred in non-genic regions. SMARCB1 had homozygous loss of function in 83% of cases by somatic homozygous deletion, or heterozygous deletion or truncating point mutations followed by loss of heterozygosity. The remaining cases appeared to have at least 1 copy of the gene unaffected and analyses are ongoing to investigate the inactivation mechanism in these cases.
Citation Format: Hye-Jung E. Chun, Kelsey Zhu, Jenny Q. Qian, Karen L. Mungall, Yussanne Ma, Yong-Jun Zhao, Andrew J. Mungall, Richard A. Moore, Jacquie E. Schein, Daniela S. Gerhard, Elizabeth J. Perlman, Marco A. Marra. Whole genome sequencing of rhabdoid tumors of the kidney. [abstract]. In: Proceedings of the 105th Annual Meeting of the American Association for Cancer Research; 2014 Apr 5-9; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2014;74(19 Suppl):Abstract nr 3087. doi:10.1158/1538-7445.AM2014-3087
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Affiliation(s)
- Hye-Jung E. Chun
- 1University of British Columbia, Vancouver, British Columbia, Canada
| | - Kelsey Zhu
- 2Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Jenny Q. Qian
- 2Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Karen L. Mungall
- 2Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Yussanne Ma
- 2Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Yong-Jun Zhao
- 2Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Andrew J. Mungall
- 2Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Richard A. Moore
- 2Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Jacquie E. Schein
- 2Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
| | - Daniela S. Gerhard
- 3Office of Cancer Genomics, National Cancer Institute, US National Institutes of Health, Bethesda, MD
| | | | - Marco A. Marra
- 1University of British Columbia, Vancouver, British Columbia, Canada
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Khodabakhshi AH, Morin RD, Fejes AP, Mungall AJ, Mungall KL, Bolger-Munro M, Johnson NA, Connors JM, Gascoyne RD, Marra MA, Birol I, Jones SJM. Recurrent targets of aberrant somatic hypermutation in lymphoma. Oncotarget 2013; 3:1308-19. [PMID: 23131835 PMCID: PMC3717795 DOI: 10.18632/oncotarget.653] [Citation(s) in RCA: 107] [Impact Index Per Article: 9.7] [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] [Indexed: 12/28/2022] Open
Abstract
Somatic hypermutation (SHM) in the variable region of immunoglobulin genes (IGV) naturally occurs in a narrow window of B cell development to provide high-affinity antibodies. However, SHM can also aberrantly target proto-oncogenes and cause genome instability. The role of aberrant SHM (aSHM) has been widely studied in various non-Hodgkin's lymphoma particularly in diffuse large B-cell lymphoma (DLBCL). Although, it has been speculated that aSHM targets a wide range of genome loci so far only twelve genes have been identified as targets of aSHM through the targeted sequencing of selected genes. A genome-wide study aiming at identifying a comprehensive set of aSHM targets recurrently occurring in DLBCL has not been previously undertaken. Here, we present a comprehensive assessment of the somatic hypermutated genes in DLBCL identified through an analysis of genomic and transcriptome data derived from 40 DLBCL patients. Our analysis verifies that there are indeed many genes that are recurrently affected by aSHM. In particular, we have identified 32 novel targets that show same or higher level of aSHM activity than genes previously reported. Amongst these novel targets, 22 genes showed a significant correlation between mRNA abundance and aSHM.
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Kasaian K, Wiseman SM, Thiessen N, Mungall KL, Corbett RD, Qian JQ, Nip KM, He A, Tse K, Chuah E, Varhol RJ, Pandoh P, McDonald H, Zeng T, Tam A, Schein J, Birol I, Mungall AJ, Moore RA, Zhao Y, Hirst M, Marra MA, Walker BA, Jones SJM. Complete genomic landscape of a recurring sporadic parathyroid carcinoma. J Pathol 2013; 230:249-60. [PMID: 23616356 DOI: 10.1002/path.4203] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2013] [Revised: 04/14/2013] [Accepted: 04/16/2013] [Indexed: 12/17/2022]
Abstract
Parathyroid carcinoma is a rare endocrine malignancy with an estimated incidence of less than 1 per million population. Excessive secretion of parathyroid hormone, extremely high serum calcium level, and the deleterious effects of hypercalcaemia are the clinical manifestations of the disease. Up to 60% of patients develop multiple disease recurrences and although long-term survival is possible with palliative surgery, permanent remission is rarely achieved. Molecular drivers of sporadic parathyroid carcinoma have remained largely unknown. Previous studies, mostly based on familial cases of the disease, suggested potential roles for the tumour suppressor MEN1 and proto-oncogene RET in benign parathyroid tumourigenesis, while the tumour suppressor HRPT2 and proto-oncogene CCND1 may also act as drivers in parathyroid cancer. Here, we report the complete genomic analysis of a sporadic and recurring parathyroid carcinoma. Mutational landscapes of the primary and recurrent tumour specimens were analysed using high-throughput sequencing technologies. Such molecular profiling allowed for identification of somatic mutations never previously identified in this malignancy. These included single nucleotide point mutations in well-characterized cancer genes such as mTOR, MLL2, CDKN2C, and PIK3CA. Comparison of acquired mutations in patient-matched primary and recurrent tumours revealed loss of PIK3CA activating mutation during the evolution of the tumour from the primary to the recurrence. Structural variations leading to gene fusions and regions of copy loss and gain were identified at a single-base resolution. Loss of the short arm of chromosome 1, along with somatic missense and truncating mutations in CDKN2C and THRAP3, respectively, provides new evidence for the potential role of these genes as tumour suppressors in parathyroid cancer. The key somatic mutations identified in this study can serve as novel diagnostic markers as well as therapeutic targets.
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Affiliation(s)
- Katayoon Kasaian
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, British Columbia, Canada
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46
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Swanson L, Robertson G, Mungall KL, Butterfield YS, Chiu R, Corbett RD, Docking TR, Hogge D, Jackman SD, Moore RA, Mungall AJ, Nip KM, Parker JDK, Qian JQ, Raymond A, Sung S, Tam A, Thiessen N, Varhol R, Wang S, Yorukoglu D, Zhao Y, Hoodless PA, Sahinalp SC, Karsan A, Birol I. Barnacle: detecting and characterizing tandem duplications and fusions in transcriptome assemblies. BMC Genomics 2013; 14:550. [PMID: 23941359 PMCID: PMC3751903 DOI: 10.1186/1471-2164-14-550] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2013] [Accepted: 08/06/2013] [Indexed: 11/24/2022] Open
Abstract
Background Chimeric transcripts, including partial and internal tandem duplications (PTDs, ITDs) and gene fusions, are important in the detection, prognosis, and treatment of human cancers. Results We describe Barnacle, a production-grade analysis tool that detects such chimeras in de novo assemblies of RNA-seq data, and supports prioritizing them for review and validation by reporting the relative coverage of co-occurring chimeric and wild-type transcripts. We demonstrate applications in large-scale disease studies, by identifying PTDs in MLL, ITDs in FLT3, and reciprocal fusions between PML and RARA, in two deeply sequenced acute myeloid leukemia (AML) RNA-seq datasets. Conclusions Our analyses of real and simulated data sets show that, with appropriate filter settings, Barnacle makes highly specific predictions for three types of chimeric transcripts that are important in a range of cancers: PTDs, ITDs, and fusions. High specificity makes manual review and validation efficient, which is necessary in large-scale disease studies. Characterizing an extended range of chimera types will help generate insights into progression, treatment, and outcomes for complex diseases.
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Affiliation(s)
- Lucas Swanson
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, Canada
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Pugh TJ, Morozova O, Attiyeh EF, Asgharzadeh S, Wei JS, Auclair D, Carter SL, Cibulskis K, Hanna M, Kiezun A, Kim J, Lawrence MS, Lichenstein L, McKenna A, Pedamallu CS, Ramos AH, Shefler E, Sivachenko A, Sougnez C, Stewart C, Ally A, Birol I, Chiu R, Corbett RD, Hirst M, Jackman SD, Kamoh B, Khodabakshi AH, Krzywinski M, Lo A, Moore RA, Mungall KL, Qian J, Tam A, Thiessen N, Zhao Y, Cole KA, Diamond M, Diskin SJ, Mosse YP, Wood AC, Ji L, Sposto R, Badgett T, London WB, Moyer Y, Gastier-Foster JM, Smith MA, Guidry Auvil JM, Gerhard DS, Hogarty MD, Jones SJM, Lander ES, Gabriel SB, Getz G, Seeger RC, Khan J, Marra MA, Meyerson M, Maris JM. The genetic landscape of high-risk neuroblastoma. Nat Genet 2013; 45:279-84. [PMID: 23334666 PMCID: PMC3682833 DOI: 10.1038/ng.2529] [Citation(s) in RCA: 813] [Impact Index Per Article: 73.9] [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: 09/27/2012] [Accepted: 12/20/2012] [Indexed: 12/11/2022]
Abstract
Neuroblastoma is a malignancy of the developing sympathetic nervous system that often presents with widespread metastatic disease, resulting in survival rates of less than 50%1. To determine the spectrum of somatic mutation in high-risk neuroblastoma, we studied 240 cases using a combination of whole exome, genome and transcriptome sequencing as part of the Therapeutically Applicable Research to Generate Effective Treatments (TARGET) initiative. Here we report a low median exonic mutation frequency of 0.60 per megabase (0.48 non-silent), and remarkably few recurrently mutated genes in these tumors. Genes with significant somatic mutation frequencies included ALK (9.2% of cases), PTPN11 (2.9%), ATRX (2.5%, an additional 7.1% had focal deletions), MYCN (1.7%, a recurrent p.Pro44Leu alteration), and NRAS (0.83%). Rare, potentially pathogenic germline variants were significantly enriched in ALK, CHEK2, PINK1, and BARD1. The relative paucity of recurrent somatic mutations in neuroblastoma challenges current therapeutic strategies reliant upon frequently altered oncogenic drivers.
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Affiliation(s)
- Trevor J Pugh
- The Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
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Northcott PA, Shih DJH, Peacock J, Garzia L, Morrissy AS, Zichner T, Stütz AM, Korshunov A, Reimand J, Schumacher SE, Beroukhim R, Ellison DW, Marshall CR, Lionel AC, Mack S, Dubuc A, Yao Y, Ramaswamy V, Luu B, Rolider A, Cavalli FMG, Wang X, Remke M, Wu X, Chiu RYB, Chu A, Chuah E, Corbett RD, Hoad GR, Jackman SD, Li Y, Lo A, Mungall KL, Nip KM, Qian JQ, Raymond AGJ, Thiessen NT, Varhol RJ, Birol I, Moore RA, Mungall AJ, Holt R, Kawauchi D, Roussel MF, Kool M, Jones DTW, Witt H, Fernandez-L A, Kenney AM, Wechsler-Reya RJ, Dirks P, Aviv T, Grajkowska WA, Perek-Polnik M, Haberler CC, Delattre O, Reynaud SS, Doz FF, Pernet-Fattet SS, Cho BK, Kim SK, Wang KC, Scheurlen W, Eberhart CG, Fèvre-Montange M, Jouvet A, Pollack IF, Fan X, Muraszko KM, Gillespie GY, Di Rocco C, Massimi L, Michiels EMC, Kloosterhof NK, French PJ, Kros JM, Olson JM, Ellenbogen RG, Zitterbart K, Kren L, Thompson RC, Cooper MK, Lach B, McLendon RE, Bigner DD, Fontebasso A, Albrecht S, Jabado N, Lindsey JC, Bailey S, Gupta N, Weiss WA, Bognár L, Klekner A, Van Meter TE, Kumabe T, Tominaga T, Elbabaa SK, Leonard JR, Rubin JB, Liau LM, Van Meir EG, Fouladi M, Nakamura H, Cinalli G, Garami M, Hauser P, Saad AG, Iolascon A, Jung S, Carlotti CG, Vibhakar R, Ra YS, Robinson S, Zollo M, Faria CC, Chan JA, Levy ML, Sorensen PHB, Meyerson M, Pomeroy SL, Cho YJ, Bader GD, Tabori U, Hawkins CE, Bouffet E, Scherer SW, Rutka JT, Malkin D, Clifford SC, Jones SJM, Korbel JO, Pfister SM, Marra MA, Taylor MD. Subgroup-specific structural variation across 1,000 medulloblastoma genomes. Nature 2012; 488:49-56. [PMID: 22832581 DOI: 10.1038/nature11327] [Citation(s) in RCA: 648] [Impact Index Per Article: 54.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2012] [Accepted: 06/14/2012] [Indexed: 01/22/2023]
Abstract
Medulloblastoma, the most common malignant paediatric brain tumour, is currently treated with nonspecific cytotoxic therapies including surgery, whole-brain radiation, and aggressive chemotherapy. As medulloblastoma exhibits marked intertumoural heterogeneity, with at least four distinct molecular variants, previous attempts to identify targets for therapy have been underpowered because of small samples sizes. Here we report somatic copy number aberrations (SCNAs) in 1,087 unique medulloblastomas. SCNAs are common in medulloblastoma, and are predominantly subgroup-enriched. The most common region of focal copy number gain is a tandem duplication of SNCAIP, a gene associated with Parkinson's disease, which is exquisitely restricted to Group 4α. Recurrent translocations of PVT1, including PVT1-MYC and PVT1-NDRG1, that arise through chromothripsis are restricted to Group 3. Numerous targetable SCNAs, including recurrent events targeting TGF-β signalling in Group 3, and NF-κB signalling in Group 4, suggest future avenues for rational, targeted therapy.
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Affiliation(s)
- Paul A Northcott
- Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, Ontario M5G 1L7, Canada
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Scott DW, Mungall KL, Ben-Neriah S, Rogic S, Morin RD, Slack GW, Tan KL, Chan FC, Lim RS, Connors JM, Marra MA, Mungall AJ, Steidl C, Gascoyne RD. TBL1XR1/TP63: a novel recurrent gene fusion in B-cell non-Hodgkin lymphoma. Blood 2012; 119:4949-52. [PMID: 22496164 PMCID: PMC3367896 DOI: 10.1182/blood-2012-02-414441] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.9] [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: 02/28/2012] [Accepted: 03/24/2012] [Indexed: 01/19/2023] Open
Abstract
Recently, the landscape of single base mutations in diffuse large B-cell lymphoma (DLBCL) was described. Here we report the discovery of a gene fusion between TBL1XR1 and TP63, the only recurrent somatic novel gene fusion identified in our analysis of transcriptome data from 96 DLBCL cases. Based on this cohort and a further 157 DLBCL cases analyzed by FISH, the incidence in de novo germinal center B cell-like (GCB) DLBCL is 5% (6 of 115). The fusion appears exclusive to GCB and was not seen in 138 non-GCB cases examined (P = .008, Fisher exact test) but was present at low incidence in follicular lymphoma (1 of 81). In all 7 cases identified, the 3' end of the fusion consists of exons 4 and onwards of TP63. The recurrence, subtype enrichment, and the remarkably conserved nature of the TP63 portion of the fusion suggest an important functional role in the lymphomas that harbor this event.
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MESH Headings
- Base Sequence
- Chromosomes, Human, Pair 3/genetics
- Cohort Studies
- DNA Mutational Analysis
- Gene Frequency
- Genetic Association Studies
- Humans
- In Situ Hybridization, Fluorescence
- Incidence
- Lymphoma, B-Cell/epidemiology
- Lymphoma, B-Cell/genetics
- Lymphoma, B-Cell/metabolism
- Lymphoma, B-Cell/pathology
- Lymphoma, Non-Hodgkin/epidemiology
- Lymphoma, Non-Hodgkin/genetics
- Lymphoma, Non-Hodgkin/metabolism
- Lymphoma, Non-Hodgkin/pathology
- Molecular Sequence Data
- Nuclear Proteins/genetics
- Oncogene Proteins, Fusion/genetics
- Receptors, Cytoplasmic and Nuclear/genetics
- Repressor Proteins/genetics
- Transcription Factors/genetics
- Tumor Suppressor Proteins/genetics
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Affiliation(s)
- David W Scott
- Centre for Lymphoid Cancer, British Columbia Cancer Agency, Vancouver, BC, Canada
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Chen K, Wallis JW, Kandoth C, Kalicki-Veizer JM, Mungall KL, Mungall AJ, Jones SJ, Marra MA, Ley TJ, Mardis ER, Wilson RK, Weinstein JN, Ding L. BreakFusion: targeted assembly-based identification of gene fusions in whole transcriptome paired-end sequencing data. Bioinformatics 2012; 28:1923-4. [PMID: 22563071 DOI: 10.1093/bioinformatics/bts272] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
UNLABELLED Despite recent progress, computational tools that identify gene fusions from next-generation whole transcriptome sequencing data are often limited in accuracy and scalability. Here, we present a software package, BreakFusion that combines the strength of reference alignment followed by read-pair analysis and de novo assembly to achieve a good balance in sensitivity, specificity and computational efficiency. AVAILABILITY http://bioinformatics.mdanderson.org/main/BreakFusion
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Affiliation(s)
- Ken Chen
- Department of Bioinformatics and Computational Biology, UT MD Anderson Cancer Center, Houston, TX, USA.
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