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Maani N, Panabaker K, McCuaig JM, Buckley K, Semotiuk K, Farncombe KM, Ainsworth P, Panchal S, Sadikovic B, Armel SR, Lin H, Kim RH. Incidental findings from cancer next generation sequencing panels. NPJ Genom Med 2021; 6:63. [PMID: 34282142 PMCID: PMC8289933 DOI: 10.1038/s41525-021-00224-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Accepted: 06/09/2021] [Indexed: 11/09/2022] Open
Abstract
Next-generation sequencing (NGS) technologies have facilitated multi-gene panel (MGP) testing to detect germline DNA variants in hereditary cancer patients. This sensitive technique can uncover unexpected, non-germline incidental findings indicative of mosaicism, clonal hematopoiesis (CH), or hematologic malignancies. A retrospective chart review was conducted to identify cases of incidental findings from NGS-MGP testing. Inclusion criteria included: 1) multiple pathogenic variants in the same patient; 2) pathogenic variants at a low allele fraction; and/or 3) the presence of pathogenic variants not consistent with family history. Secondary tissue analysis, complete blood count (CBC) and medical record review were conducted to further delineate the etiology of the pathogenic variants. Of 6060 NGS-MGP tests, 24 cases fulfilling our inclusion criteria were identified. Pathogenic variants were detected in TP53, ATM, CHEK2, BRCA1 and APC. 18/24 (75.0%) patients were classified as CH, 3/24 (12.5%) as mosaic, 2/24 (8.3%) related to a hematologic malignancy, and 1/24 (4.2%) as true germline. We describe a case-specific workflow to identify and interpret the nature of incidental findings on NGS-MGP. This workflow will provide oncology and genetic clinics a practical guide for the management and counselling of patients with unexpected NGS-MGP findings.
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Affiliation(s)
- Nika Maani
- Program for Genetics and Genome Biology, Hospital for Sick Children, Toronto, ON, Canada.,Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada
| | - Karen Panabaker
- Medical Genetics Program of Southwestern Ontario, London Health Sciences Centre, London, ON, Canada
| | - Jeanna M McCuaig
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Familial Cancer Clinic, Princess Margaret Hospital Cancer Centre, Toronto, ON, Canada
| | | | - Kara Semotiuk
- Zane Cohen Centre for Digestive Diseases, Familial Gastrointestinal Cancer Registry, Mount Sinai Hospital, Toronto, ON, Canada
| | - Kirsten M Farncombe
- Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
| | - Peter Ainsworth
- Molecular Genetics Laboratory, Division of Molecular Diagnostics, London Health Sciences Centre, London, ON, Canada
| | - Seema Panchal
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Familial Breast Cancer Clinic, Mount Sinai Hospital, Toronto, ON, Canada
| | - Bekim Sadikovic
- Molecular Genetics Laboratory, Division of Molecular Diagnostics, London Health Sciences Centre, London, ON, Canada.,Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada
| | - Susan Randall Armel
- Department of Molecular Genetics, University of Toronto, Toronto, ON, Canada.,Familial Cancer Clinic, Princess Margaret Hospital Cancer Centre, Toronto, ON, Canada
| | - Hanxin Lin
- Molecular Genetics Laboratory, Division of Molecular Diagnostics, London Health Sciences Centre, London, ON, Canada. .,Department of Pathology and Laboratory Medicine, Western University, London, ON, Canada.
| | - Raymond H Kim
- Familial Cancer Clinic, Princess Margaret Hospital Cancer Centre, Toronto, ON, Canada. .,Department of Medicine, University of Toronto, Toronto, ON, Canada.
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2
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Liu S, Yang Z, Li G, Li C, Luo Y, Gong Q, Wu X, Li T, Zhang Z, Xing B, Xu X, Lu X. Multi-omics Analysis of Primary Cell Culture Models Reveals Genetic and Epigenetic Basis of Intratumoral Phenotypic Diversity. GENOMICS PROTEOMICS & BIOINFORMATICS 2020; 17:576-589. [PMID: 32205176 PMCID: PMC7212478 DOI: 10.1016/j.gpb.2018.07.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/21/2017] [Revised: 05/29/2018] [Accepted: 07/24/2018] [Indexed: 12/27/2022]
Abstract
Uncovering the functionally essential variations related to tumorigenesis and tumor progression from cancer genomics data is still challenging due to the genetic diversity among patients, and extensive inter- and intra-tumoral heterogeneity at different levels of gene expression regulation, including but not limited to the genomic, epigenomic, and transcriptional levels. To minimize the impact of germline genetic heterogeneities, in this study, we establish multiple primary cultures from the primary and recurrent tumors of a single patient with hepatocellular carcinoma (HCC). Multi-omics sequencing was performed for these cultures that encompass the diversity of tumor cells from the same patient. Variations in the genome sequence, epigenetic modification, and gene expression are used to infer the phylogenetic relationships of these cell cultures. We find the discrepancy among the relationships revealed by single nucleotide variations (SNVs) and transcriptional/epigenomic profiles from the cell cultures. We fail to find overlap between sample-specific mutated genes and differentially expressed genes (DEGs), suggesting that most of the heterogeneous SNVs among tumor stages or lineages of the patient are functionally insignificant. Moreover, copy number alterations (CNAs) and DNA methylation variation within gene bodies, rather than promoters, are significantly correlated with gene expression variability among these cell cultures. Pathway analysis of CNA/DNA methylation-related genes indicates that a single cell clone from the recurrent tumor exhibits distinct cellular characteristics and tumorigenicity, and such an observation is further confirmed by cellular experiments both in vitro and in vivo. Our systematic analysis reveals that CNAs and epigenomic changes, rather than SNVs, are more likely to contribute to the phenotypic diversity among subpopulations in the tumor. These findings suggest that new therapeutic strategies targeting gene dosage and epigenetic modification should be considered in personalized cancer medicine. This culture model may be applied to the further identification of plausible determinants of cancer metastasis and relapse.
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Affiliation(s)
- Sixue Liu
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; (2)University of Chinese Academy of Sciences, Beijing 100049, China
| | - Zuyu Yang
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; (3)Invasive Pathogens Laboratory, Institute of Environmental Science and Research, Porirua 5022, Wellington, New Zealand
| | - Guanghao Li
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; (2)University of Chinese Academy of Sciences, Beijing 100049, China
| | - Chunyan Li
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; (2)University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yanting Luo
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; (2)University of Chinese Academy of Sciences, Beijing 100049, China
| | - Qiang Gong
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China
| | - Xin Wu
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China
| | - Tao Li
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; (2)University of Chinese Academy of Sciences, Beijing 100049, China
| | - Zhiqian Zhang
- (4)Department of Cell Biology, Key Laboratory of Carcinogenesis and Translational Research, Center for Molecular and Translational Medicine, Peking University Cancer Hospital and Institute, Beijing 100142, China
| | - Baocai Xing
- (5)Department of Hepatobiliary Surgery I, Peking University Cancer Hospital and Institute, Beijing 100142, China
| | - Xiaolan Xu
- (6)National Key Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China.
| | - Xuemei Lu
- (1)CAS Key Laboratory of Genomics and Precision Medicine, Beijing Institute of Genomics, Chinese Academy of Sciences, Beijing 100101, China; (2)University of Chinese Academy of Sciences, Beijing 100049, China; (7)CAS Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming 650223, China.
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3
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Maria AG, Suzuki M, Berthon A, Kamilaris C, Demidowich A, Lack J, Zilbermint M, Hannah-Shmouni F, Faucz FR, Stratakis CA. Mosaicism for KCNJ5 Causing Early-Onset Primary Aldosteronism due to Bilateral Adrenocortical Hyperplasia. Am J Hypertens 2020; 33:124-130. [PMID: 31637427 DOI: 10.1093/ajh/hpz172] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Revised: 09/19/2019] [Accepted: 10/18/2019] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Somatic variants in KCNJ5 are the most common cause of primary aldosteronism (PA). There are few patients with PA in whom the disease is caused by germline variants in the KCNJ5 potassium channel gene (familial hyperaldosteronism type III-FH-III). METHODS A 5-year-old patient who developed hypertension due to bilateral adrenocortical hyperplasia (BAH) causing PA had negative peripheral DNA testing for any known genetic causes of PA. He was treated medically with adequate control of his PA but by the third decade of his life, due to worsening renal function, he underwent bilateral adrenalectomy. RESULTS Focused exome sequencing in multiple nodules of his BAH uncovered a "hot-spot" pathogenic KCNJ5 variant, while repeated Sanger sequencing showed no detectable DNA defects in peripheral blood and other tissues. However, whole exome, "deep" sequencing revealed that 0.23% of copies of germline DNA did in fact carry the same KCNJ5 variant that was present in the adrenocortical nodules, suggesting low level germline mosaicism for this PA-causing KCNJ5 defect. CONCLUSIONS Thus, this patient represents a unique case of BAH due to a mosaic KCNJ5 defect. Undoubtedly, his milder PA compared with other known cases of FH-III, was due to his mosaicism. This case has a number of implications for the prognosis, treatment, and counseling of the many patients with PA due to BAH that are seen in hypertension clinics.
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Affiliation(s)
- Andrea G Maria
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
| | - Mari Suzuki
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
- National Institute of Diabetes and Digestive and Kidney Disorders, Bethesda, Maryland, USA
| | - Annabel Berthon
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
| | - Crystal Kamilaris
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
| | - Andrew Demidowich
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
| | - Justin Lack
- NIAID Collaborative Bioinformatics Resource (NCBR), National Institute of Allergy and Infectious Disease, Frederick, Maryland, USA
- Advanced Biomedical Computational Science, Frederick National Laboratory for Cancer Research, Frederick, Maryland, USA
| | - Mihail Zilbermint
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
- Division of Endocrinology, Diabetes, and Metabolism, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Johns Hopkins Community Physicians at Suburban Hospital, Bethesda, Maryland, USA
| | - Fady Hannah-Shmouni
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
| | - Fabio R Faucz
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
| | - Constantine A Stratakis
- Section on Genetics & Endocrinology, The Eunice Kennedy Shriver National Institute of Child Health and Human Development, Bethesda, Maryland, USA
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4
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Burbulis IE, Wierman MB, Wolpert M, Haakenson M, Lopes MB, Schiff D, Hicks J, Loe J, Ratan A, McConnell MJ. Improved molecular karyotyping in glioblastoma. Mutat Res 2018; 811:16-26. [PMID: 30055482 DOI: 10.1016/j.mrfmmm.2018.06.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2018] [Revised: 06/22/2018] [Accepted: 06/24/2018] [Indexed: 06/08/2023]
Abstract
Uneven replication creates artifacts during whole genome amplification (WGA) that confound molecular karyotype assignment in single cells. Here, we present an improved WGA recipe that increased coverage and detection of copy number variants (CNVs) in single cells. We examined serial resections of glioblastoma (GBM) tumor from the same patient and found low-abundance clones containing CNVs in clinically relevant loci that were not observable using bulk DNA sequencing. We discovered extensive genomic variability in this class of tumor and provide a practical approach for investigating somatic mosaicism.
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Affiliation(s)
- Ian E Burbulis
- Department of Biochemistry and Molecular Genetics, University of Virginia, School of Medicine, Charlottesville, VA, United States; Escuela de Medicina, Universidad San Sebastian, Puerto Montt, Chile
| | - Margaret B Wierman
- Department of Biochemistry and Molecular Genetics, University of Virginia, School of Medicine, Charlottesville, VA, United States
| | - Matt Wolpert
- Department of Biochemistry and Molecular Genetics, University of Virginia, School of Medicine, Charlottesville, VA, United States
| | - Mark Haakenson
- Department of Biochemistry and Molecular Genetics, University of Virginia, School of Medicine, Charlottesville, VA, United States
| | - Maria-Beatriz Lopes
- Department of Pathology, University of Virginia, School of Medicine, Charlottesville, VA, United States
| | - David Schiff
- Department of Neurology, University of Virginia, School of Medicine, Charlottesville, VA, United States
| | - James Hicks
- Michelson Center, University of Southern California, Los Angeles, CA, United States; Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, United States
| | - Justin Loe
- Full Genomes Corp, Inc., Rockville, MD, United States
| | - Aakrosh Ratan
- Department of Biochemistry and Molecular Genetics, University of Virginia, School of Medicine, Charlottesville, VA, United States; Center for Public Health Genomics, University of Virginia, School of Medicine, Charlottesville, VA, United States
| | - Michael J McConnell
- Department of Biochemistry and Molecular Genetics, University of Virginia, School of Medicine, Charlottesville, VA, United States; Department of Neuroscience, University of Virginia, School of Medicine, Charlottesville, VA, United States; Center for Public Health Genomics, University of Virginia, School of Medicine, Charlottesville, VA, United States; Center for Brain Immunology and Glia, University of Virginia, School of Medicine, Charlottesville, VA, United States.
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5
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Byers HM, Jacobson A, McFaddin AS, Ussakli CH, Newlin A, Stanich PP, More S, Hamblett A, Tait JF, Shirts B, Pritchard CC, Konnick EQ, Lockwood CM. Postmortem Somatic Sequencing of Tumors From Patients With Suspected Lynch Syndrome Has Clinical Utility for Surviving Relatives. JCO Precis Oncol 2018; 2:1800108. [PMID: 32913991 DOI: 10.1200/po.18.00108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
- Heather M Byers
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Angela Jacobson
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Andrew S McFaddin
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Cigdem H Ussakli
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Anna Newlin
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Peter P Stanich
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Stephanie More
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Amanda Hamblett
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Jonathan F Tait
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Brian Shirts
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Colin C Pritchard
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Eric Q Konnick
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
| | - Christina M Lockwood
- , Stanford University, Palo Alto, CA; , , , , , , and , University of Washington, Seattle, WA; , NorthShore University HealthSystem, Evanston, IL; , Ohio State University, Columbus, OH; , Sarah Lawrence College, Calgary, Alberta, Canada; and , Middlesex Hospital Cancer Center, Middletown, CT
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6
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Stjepanovic N, Stockley TL, Bedard PL, McCuaig JM, Aronson M, Holter S, Semotiuk K, Leighl NB, Jang R, Krzyzanowska MK, Oza AM, Gupta A, Elser C, Ahmed L, Wang L, Kamel-Reid S, Siu LL, Kim RH. Additional germline findings from a tumor profiling program. BMC Med Genomics 2018; 11:65. [PMID: 30092803 PMCID: PMC6085686 DOI: 10.1186/s12920-018-0383-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2018] [Accepted: 08/02/2018] [Indexed: 11/28/2022] Open
Abstract
Background Matched tumor-normal sequencing, applied in precision cancer medicine, can identify unidentified germline Medically Actionable Variants (gMAVS) in cancer predisposition genes. We report patient preferences for the return of additional germline results, and describe various gMAV scenarios delivered through a clinical genetics service. Methods Tumor profiling was offered to 1960 advanced cancer patients, of which 1556 underwent tumor-normal sequencing with multigene hotspot panels containing 20 cancer predisposition genes. All patients were provided with an IRB-approved consent for return of additional gMAVs. Results Of the whole cohort 94% of patients consented to be informed of additional germline results and 5% declined, with no statistically significant differences based on age, sex, race or prior genetic testing. Eight patients were found to have gMAVs in a cancer predisposition gene. Five had previously unidentified gMAVs: three in TP53 (only one fulfilled Chompret’s Revised criteria for Li-Fraumeni Syndrome), one in SMARCB1 in the absence of schwannomatosis features and one a TP53 variant at low allele frequency suggesting an acquired event in blood. Conclusion Interest in germline findings is high among patients who undergo tumor profiling. Disclosure of previously unidentified gMAVs present multiple challenges, thus supporting the involvement of a clinical genetics service in all tumor profiling programs. Electronic supplementary material The online version of this article (10.1186/s12920-018-0383-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Neda Stjepanovic
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Tracy L Stockley
- Cancer Genomics Program, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada.,Department of Clinical Laboratory Genetics & Department of Laboratory Medicine and Pathobiology, University of Toronto, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Philippe L Bedard
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada.,Cancer Genomics Program, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Jeanna M McCuaig
- Department of Molecular Genetics, University of Toronto, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Melyssa Aronson
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, 60 Murray St, Toronto, ON, M5T 3L9, Canada
| | - Spring Holter
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, 60 Murray St, Toronto, ON, M5T 3L9, Canada
| | - Kara Semotiuk
- Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, 60 Murray St, Toronto, ON, M5T 3L9, Canada
| | - Natasha B Leighl
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Raymond Jang
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Monika K Krzyzanowska
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Amit M Oza
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Abha Gupta
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Christine Elser
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Lailah Ahmed
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada.,Cancer Genomics Program, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Lisa Wang
- Department of Biostatistics, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Suzanne Kamel-Reid
- Cancer Genomics Program, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada.,Department of Clinical Laboratory Genetics & Department of Laboratory Medicine and Pathobiology, University of Toronto, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Lillian L Siu
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada.,Cancer Genomics Program, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Raymond H Kim
- Division of Medical Oncology and Hematology, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada. .,Cancer Genomics Program, Princess Margaret Cancer Centre, 610 University Ave, Toronto, ON, M5G 2M9, Canada. .,Zane Cohen Centre for Digestive Diseases, Mount Sinai Hospital, 60 Murray St, Toronto, ON, M5T 3L9, Canada.
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