1
|
Whitford W, Hawkins V, Moodley KS, Grant MJ, Lehnert K, Snell RG, Jacobsen JC. Proof of concept for multiplex amplicon sequencing for mutation identification using the MinION nanopore sequencer. Sci Rep 2022; 12:8572. [PMID: 35595858 PMCID: PMC9122479 DOI: 10.1038/s41598-022-12613-7] [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: 10/13/2021] [Accepted: 05/04/2022] [Indexed: 12/22/2022] Open
Abstract
Rapid, cost-effective identification of genetic variants in small candidate genomic regions remains a challenge, particularly for less well equipped or lower throughput laboratories. The application of Oxford Nanopore Technologies’ MinION sequencer has the potential to fulfil this requirement. We demonstrate a proof of concept for a multiplexing assay that pools PCR amplicons for MinION sequencing to enable sequencing of multiple templates from multiple individuals, which could be applied to gene-targeted diagnostics. A combined strategy of barcoding and sample pooling was developed for simultaneous multiplex MinION sequencing of 100 PCR amplicons. The amplicons are family-specific, spanning a total of 30 loci in DNA isolated from 82 human neurodevelopmental cases and family members. The target regions were chosen for further interrogation because a potentially disease-causative variant had been identified in affected individuals following Illumina exome sequencing. The pooled MinION sequences were deconvoluted by aligning to custom references using the minimap2 aligner software. Our multiplexing approach produced an interpretable and expected sequence from 29 of the 30 targeted genetic loci. The sequence variant which was not correctly resolved in the MinION sequence was adjacent to a five nucleotide homopolymer. It is already known that homopolymers present a resolution problem with the MinION approach. Interestingly despite equimolar quantities of PCR amplicon pooled for sequencing, significant variation in the depth of coverage (127×–19,626×; mean = 8321×, std err = 452.99) was observed. We observed independent relationships between depth of coverage and target length, and depth of coverage and GC content. These relationships demonstrate biases of the MinION sequencer for longer templates and those with lower GC content. We demonstrate an efficient approach for variant discovery or confirmation from short DNA templates using the MinION sequencing device. With less than 130 × depth of coverage required for accurate genotyping, the methodology described here allows for rapid highly multiplexed targeted sequencing of large numbers of samples in a minimally equipped laboratory with a potential cost as much 200 × less than that from Sanger sequencing.
Collapse
Affiliation(s)
- Whitney Whitford
- School of Biological Sciences, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand. .,Centre for Brain Research, The University of Auckland, Auckland, New Zealand.
| | - Victoria Hawkins
- School of Biological Sciences, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand.,Centre for Brain Research, The University of Auckland, Auckland, New Zealand
| | - Kriebashne S Moodley
- School of Biological Sciences, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand.,Centre for Brain Research, The University of Auckland, Auckland, New Zealand
| | - Matthew J Grant
- School of Biological Sciences, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand.,Centre for Brain Research, The University of Auckland, Auckland, New Zealand
| | - Klaus Lehnert
- School of Biological Sciences, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand.,Centre for Brain Research, The University of Auckland, Auckland, New Zealand
| | - Russell G Snell
- School of Biological Sciences, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand.,Centre for Brain Research, The University of Auckland, Auckland, New Zealand
| | - Jessie C Jacobsen
- School of Biological Sciences, The University of Auckland, Private Bag 92019, Auckland, 1142, New Zealand.,Centre for Brain Research, The University of Auckland, Auckland, New Zealand
| |
Collapse
|
2
|
Petelin L, Trainer AH, Mitchell G, Liew D, James PA. Cost-effectiveness and comparative effectiveness of cancer risk management strategies in BRCA1/2 mutation carriers: a systematic review. Genet Med 2018; 20:1145-1156. [PMID: 29323669 DOI: 10.1038/gim.2017.255] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2017] [Accepted: 12/05/2017] [Indexed: 02/01/2023] Open
Abstract
PURPOSE To review the evidence for the effectiveness and cost-effectiveness of cancer risk management interventions for BRCA carriers. METHODS Comparative effectiveness and cost-effectiveness analyses were identified by searching scientific and health economic databases. Eligible studies modeled the impact of a cancer risk management intervention in BRCA carriers on life expectancy (LE), cancer incidence, or quality-adjusted life years (QALYs), with or without costs. RESULTS Twenty-six economic evaluations and eight comparative effectiveness analyses were included. Combined risk-reducing salpingo-oophorectomy and prophylactic mastectomy resulted in the greatest LE and was cost-effective in most analyses. Despite leading to increased LE and QALYs, combined mammography and breast magnetic resonance imaging (MRI) was less likely to be cost-effective than either mammography or MRI alone, particularly for women over 50 and BRCA2 carriers. Variation in patient compliance to risk management interventions was incorporated in 11/34 studies with the remaining analyses assuming 100% adherence. CONCLUSION Prophylactic surgery and intensive breast screening are effective and cost-effective in models of BRCA carrier risk management. Findings were based predominantly on assuming perfect adherence to recommendations without assessment of the health-care resource use and costs related to engaging patients and maximizing compliance, meaning the real-world impact on clinical outcomes and resource use remains unclear.
Collapse
Affiliation(s)
- Lara Petelin
- Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, Australia. .,Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia.
| | - Alison H Trainer
- Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| | - Gillian Mitchell
- Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| | - Danny Liew
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia.,Department of Medicine, University of Melbourne, Melbourne, Australia
| | - Paul A James
- Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, Australia.,Sir Peter MacCallum Department of Oncology, University of Melbourne, Melbourne, Australia
| |
Collapse
|
3
|
Spackman E, Hinde S, Bojke L, Payne K, Sculpher M. Using Cost-Effectiveness Analysis to Quantify the Value of Genomic-Based Diagnostic Tests: Recommendations for Practice and Research. Genet Test Mol Biomarkers 2017; 21:705-716. [PMID: 29027820 DOI: 10.1089/gtmb.2017.0105] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
AIMS New sequencing technologies allow increased opportunities to use genomic-based diagnostic tests (genomic tests) in routine clinical practice, which will impact healthcare budgets and patients' outcomes. This article aims to generate a list of recommendations on how the principles and methods of cost-effectiveness analysis (CEA) can be used to quantify the costs and benefits of genomic tests. METHODS A systematic literature search identified publications describing the use of CEA to evaluate genomic tests. Data were extracted as key concepts to produce a thematic list of previously described challenges and solutions to using CEA to evaluate genomic tests. Defining features of evaluating genomic tests were categorized into a list of key recommendations for applying methods in practice and for research needs. RESULTS Features producing challenges in the implementation of CEA to evaluate genomic tests were as follows: the ability of the tests to diagnose multiple disorders; potential consequences for future generations suggesting an infinite time horizon; and the potential need to consider nonhealth benefits. CONCLUSIONS CEA was identified as an appropriate evaluative framework for genomic tests, although standard methods may need modification and important method research questions remain. Key recommendations suggest a need for research to reflect: sharing genomic information across generations; genomic tests for multiple disorders; and health and nonhealth benefits.
Collapse
Affiliation(s)
- Eldon Spackman
- 1 Community Health Sciences, University of Calgary , Canada
| | - Sebastian Hinde
- 2 Centre for Health Economics, University of York , York, United Kingdom
| | - Laura Bojke
- 2 Centre for Health Economics, University of York , York, United Kingdom
| | - Katherine Payne
- 3 Manchester Centre for Health Economics, The University of Manchester , Manchester, United Kingdom
| | - Mark Sculpher
- 2 Centre for Health Economics, University of York , York, United Kingdom
| |
Collapse
|
4
|
D'Andrea E, Marzuillo C, De Vito C, Di Marco M, Pitini E, Vacchio MR, Villari P. Which BRCA genetic testing programs are ready for implementation in health care? A systematic review of economic evaluations. Genet Med 2016; 18:1171-1180. [PMID: 27906166 PMCID: PMC5159446 DOI: 10.1038/gim.2016.29] [Citation(s) in RCA: 58] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2015] [Accepted: 02/01/2016] [Indexed: 01/02/2023] Open
Abstract
PURPOSE There is considerable evidence regarding the efficacy and effectiveness of BRCA genetic testing programs, but whether they represent good use of financial resources is not clear. Therefore, we aimed to identify the main health-care programs for BRCA testing and to evaluate their cost-effectiveness. METHODS We performed a systematic review of full economic evaluations of health-care programs involving BRCA testing. RESULTS Nine economic evaluations were included, and four main categories of BRCA testing programs were identified: (i) population-based genetic screening of individuals without cancer, either comprehensive or targeted based on ancestry; (ii) family history (FH)-based genetic screening, i.e., testing individuals without cancer but with FH suggestive of BRCA mutation; (iii) familial mutation (FM)-based genetic screening, i.e., testing individuals without cancer but with known familial BRCA mutation; and (iv) cancer-based genetic screening, i.e., testing individuals with BRCA-related cancers. CONCLUSIONS Currently BRCA1/2 population-based screening represents good value for the money among Ashkenazi Jews only. FH-based screening is potentially very cost-effective, although further studies that include costs of identifying high-risk women are needed. There is no evidence of cost-effectiveness for BRCA screening of all newly diagnosed cases of breast/ovarian cancers followed by cascade testing of relatives, but programs that include tools for identifying affected women at higher risk for inherited forms are promising. Cost-effectiveness is highly sensitive to the cost of BRCA1/2 testing.Genet Med 18 12, 1171-1180.
Collapse
Affiliation(s)
- Elvira D'Andrea
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Carolina Marzuillo
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Corrado De Vito
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Marco Di Marco
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Erica Pitini
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Maria Rosaria Vacchio
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| | - Paolo Villari
- Department of Public Health and Infectious Diseases, Sapienza University of Rome, Rome, Italy
| |
Collapse
|
5
|
Slade I, Hanson H, George A, Kohut K, Strydom A, Wordsworth S, Rahman N. A cost analysis of a cancer genetic service model in the UK. J Community Genet 2016; 7:185-94. [PMID: 26922077 PMCID: PMC4960025 DOI: 10.1007/s12687-016-0266-4] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2015] [Accepted: 01/27/2016] [Indexed: 12/27/2022] Open
Abstract
Technological advances in DNA sequencing have made gene testing fast and more affordable. Evidence of effectiveness and cost-effectiveness of genetic service models is essential for the successful translation of sequencing improvements for patient benefit, but remain sparse in the genetics literature. In particular, there is a lack of detailed cost data related to genetic services. A detailed micro-costing of 28 possible pathways relating to breast and/or ovarian cancer and BRCA testing was carried out by defining service activities and establishing associated costs. These data were combined with patient-level data from a Royal Marsden Cancer Genetics Service audit over a 6-month period during which BRCA testing was offered to individuals at ≥10 % risk of having a mutation, in line with current NICE guidance. The average cost across all patient pathways was £2227.39 (range £376.51 to £13,553.10). The average cost per pathway for an affected person was £1897.75 compared to £2410.53 for an unaffected person. Of the women seen in the Cancer Genetics Service during the audit, 38 % were affected with breast and/or ovarian cancer, and 62 % were unaffected but concerned about their family history. The most efficient service strategy is to identify unaffected relatives from an affected individual with an identified BRCA mutation. Implementation of this strategy would require more comprehensive testing of all eligible cancer patients, which could be achieved by integrating BRCA testing into oncology services. Such integration would be also more time-efficient and deliver greater equity of access to BRCA testing than the standard service model.
Collapse
Affiliation(s)
- Ingrid Slade
- Oxford University Hospitals NHS Trust, Oxford, UK.
- Health Economics Research Centre, Nuffield Department of Population Health, University of Oxford, Old Road Campus, Headington, Oxford, OX3 7LF, UK.
- The Ethox Centre, University of Oxford, Oxford, UK.
| | - Helen Hanson
- The Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
- Cancer Genetics Unit, Royal Marsden NHS Foundation Trust, London, UK
| | - Angela George
- The Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Kelly Kohut
- Cancer Genetics Unit, Royal Marsden NHS Foundation Trust, London, UK
| | - Ann Strydom
- The Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
- TGLclinical, The Institute of Cancer Research, London, UK
| | - Sarah Wordsworth
- Health Economics Research Centre, Nuffield Department of Population Health, University of Oxford, Old Road Campus, Headington, Oxford, OX3 7LF, UK
| | - Nazneen Rahman
- The Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
- Cancer Genetics Unit, Royal Marsden NHS Foundation Trust, London, UK
- TGLclinical, The Institute of Cancer Research, London, UK
| |
Collapse
|
6
|
Cree IA, Deans Z, Ligtenberg MJL, Normanno N, Edsjö A, Rouleau E, Solé F, Thunnissen E, Timens W, Schuuring E, Dequeker E, Murray S, Dietel M, Groenen P, Van Krieken JH. Guidance for laboratories performing molecular pathology for cancer patients. J Clin Pathol 2014; 67:923-31. [PMID: 25012948 PMCID: PMC4215286 DOI: 10.1136/jclinpath-2014-202404] [Citation(s) in RCA: 155] [Impact Index Per Article: 14.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Molecular testing is becoming an important part of the diagnosis of any patient with cancer. The challenge to laboratories is to meet this need, using reliable methods and processes to ensure that patients receive a timely and accurate report on which their treatment will be based. The aim of this paper is to provide minimum requirements for the management of molecular pathology laboratories. This general guidance should be augmented by the specific guidance available for different tumour types and tests. Preanalytical considerations are important, and careful consideration of the way in which specimens are obtained and reach the laboratory is necessary. Sample receipt and handling follow standard operating procedures, but some alterations may be necessary if molecular testing is to be performed, for instance to control tissue fixation. DNA and RNA extraction can be standardised and should be checked for quality and quantity of output on a regular basis. The choice of analytical method(s) depends on clinical requirements, desired turnaround time, and expertise available. Internal quality control, regular internal audit of the whole testing process, laboratory accreditation, and continual participation in external quality assessment schemes are prerequisites for delivery of a reliable service. A molecular pathology report should accurately convey the information the clinician needs to treat the patient with sufficient information to allow for correct interpretation of the result. Molecular pathology is developing rapidly, and further detailed evidence-based recommendations are required for many of the topics covered here.
Collapse
Affiliation(s)
- Ian A Cree
- Warwick Medical School, University Hospital Coventry and Warwickshire, Coventry, UK
- Institute of Ophthalmology, University College London, London, UK
| | - Zandra Deans
- UK NEQAS for Molecular Genetics, Department of Laboratory Medicine, Royal Infirmary of Edinburgh, Edinburgh, UK
| | - Marjolijn J L Ligtenberg
- Department of Pathology 824, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
| | - Nicola Normanno
- Cell Biology and Biotherapy Unit, INT-Fondazione Pascale, Naples, Italy
| | - Anders Edsjö
- Clinical Molecular Pathology Unit, Clinical Pathology and Genetics, Sahlgrenska University Hospital and Sahlgrenska Cancer Center, the Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Etienne Rouleau
- Service de Génétique, Unités de Génétique constitutionnelle et somatique, Paris, France
| | - Francesc Solé
- Institut de Recerca contra la Leucèmia Josep Carreras (IJC), Barcelona, Spain
| | - Erik Thunnissen
- Department of Pathology, VU University Medical Center, Amsterdam, The Netherlands
| | - Wim Timens
- Department of Pathology and Medical Biology, University Medical Center Groningen, Groningen, The Netherlands
| | - Ed Schuuring
- Department of Pathology and Medical Biology, University Medical Center Groningen, Groningen, The Netherlands
| | - Elisabeth Dequeker
- Department of Public Health and Primary Care, Biomedical Quality Assurance Research Unit, KU Leuven—University of Leuven, Leuven, Belgium
| | | | - Manfred Dietel
- Institute of Pathology, Charité—Universitätsmedizin Berlin, Berlin, Germany
| | - Patricia Groenen
- Department of Pathology 824, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
| | - J Han Van Krieken
- Department of Pathology 824, Radboud University Nijmegen Medical Centre, Nijmegen, The Netherlands
| |
Collapse
|
7
|
Guan YF, Li GR, Wang RJ, Yi YT, Yang L, Jiang D, Zhang XP, Peng Y. Application of next-generation sequencing in clinical oncology to advance personalized treatment of cancer. CHINESE JOURNAL OF CANCER 2012; 31:463-70. [PMID: 22980418 PMCID: PMC3777453 DOI: 10.5732/cjc.012.10216] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
With the development and improvement of new sequencing technology, next-generation sequencing (NGS) has been applied increasingly in cancer genomics research over the past decade. More recently, NGS has been adopted in clinical oncology to advance personalized treatment of cancer. NGS is used to identify novel and rare cancer mutations, detect familial cancer mutation carriers, and provide molecular rationale for appropriate targeted therapy. Compared to traditional sequencing, NGS holds many advantages, such as the ability to fully sequence all types of mutations for a large number of genes (hundreds to thousands) in a single test at a relatively low cost. However, significant challenges, particularly with respect to the requirement for simpler assays, more flexible throughput, shorter turnaround time, and most importantly, easier data analysis and interpretation, will have to be overcome to translate NGS to the bedside of cancer patients. Overall, continuous dedication to apply NGS in clinical oncology practice will enable us to be one step closer to personalized medicine.
Collapse
Affiliation(s)
- Yan-Fang Guan
- Shenzhen Clinical Molecular Diagnostic Engineering Laboratory, BGI-Shenzhen, Shenzhen, Guangdong, People's Republic of China
| | | | | | | | | | | | | | | |
Collapse
|