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Toll K, Moullin JC, Andrew S, Williams A, Varhol R, Carey TA, Robinson S. Enhancing the implementation of provider-to-provider telehealth in rural and remote areas: A mixed methods study protocol. Digit Health 2024; 10:20552076241242790. [PMID: 38571877 PMCID: PMC10989039 DOI: 10.1177/20552076241242790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2023] [Accepted: 03/12/2024] [Indexed: 04/05/2024] Open
Abstract
Background Virtual healthcare solutions are proposed as a way to combat the inequity of access to healthcare in rural and remote areas, and to better support the front-line providers who work in these areas. Rural provider-to-provider telehealth (RPPT) connects rural and remote clinicians to a 'hub' of healthcare specialists who can increase access to emergency and specialised healthcare via an integrated model. Reported benefits for the place-based provider include enhanced knowledge, expanded professional development opportunities, improved scope of practice, and increased confidence in treating more complex cases. These reported benefits could have implications for supporting and futureproofing our health workforce in terms of productivity, burnout, recruitment, and retention. Methods The research uses an explanatory sequential mixed methods approach across multiple phases to evaluate the current implementation of Western Australia Country Health Service's (WACHS) Command Centre (CC) services and explore factors associated with their differential use. The primary population of interest and participants in this study are the place-based providers in country Western Australia (WA). Patient data constitutes the secondary population, informing the access and reach of CC services into country WA. Data collection will include service data, an online survey, and semi-structured interviews with the primary population. The data will be interpreted to inform evidence-based strategies and recommendations to improve the implementation and sustainment of RPPT. Discussion Innovative and sustained workforce models and solutions are needed globally. Virtual healthcare, including provider-to-provider models, demonstrate potential, especially in rural and remote areas, designed to increase access to specialised expertise for patients and to support the local workforce. This research will generate new data around behaviour, perceptions, and value from the WACHS rural and remote workforce about provider-to-provider telehealth, to explore the implementation and investigate strategies for the long-term sustainment of RPPT services.
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Affiliation(s)
- Kaylie Toll
- School of Population Health, Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
- enAble Institute, Curtin University, Perth, Western Australia, Australia
| | - Joanna C Moullin
- School of Population Health, Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
- enAble Institute, Curtin University, Perth, Western Australia, Australia
| | - Stephen Andrew
- WA Country Health Service, Command Centre, Perth, Western Australia, Australia
| | - Aled Williams
- WA Country Health Service, Command Centre, Perth, Western Australia, Australia
| | - Richard Varhol
- enAble Institute, Curtin University, Perth, Western Australia, Australia
| | - Timothy A Carey
- School of Population Health, Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
- enAble Institute, Curtin University, Perth, Western Australia, Australia
| | - Suzanne Robinson
- Deakin Health Economics, Institute for Health Transformation, School of Health and Social Development, Faculty of Health, Deakin University, Geelong, Victoria, Australia
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Goddard-Nash A, Makate M, Varhol R, Quirk F, Larsen R, McGeoch G, Shand B, Robinson S. Evaluation of HealthPathways: an appraisal of usage, experiences and opinions of healthcare professionals in Australia and New Zealand. AUST HEALTH REV 2020; 44:590-600. [PMID: 32693906 DOI: 10.1071/ah19214] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Accepted: 12/11/2019] [Indexed: 11/23/2022]
Abstract
Objectives HealthPathways, pioneered in Canterbury, New Zealand, in 2008, is a web-based tool designed to promote health care integration and patient management in primary care and to reduce fragmentation in the delivery of health services. This cross-sectional study evaluated the utilisation and perceptions of this tool among health professionals in Australia and New Zealand. Methods A cross-sectional survey was administered online through Research Electronic Data Capture (REDCap) to general practitioners (GPs), practice nurses and managers, nurse practitioners, specialist and community nurses, hospital clinicians, nurses, managers, and allied health professionals between April and September 2018. The frequency of HealthPathways use in the previous month was modelled as an ordered response using an ordered logistic regression model after adjusting for the possible effects of sex, age, years in clinical practice, location and time spent in practice. Results Health professionals perceived HealthPathways to be useful in primary care management and referral, as well as in the prereferral treatment of patients. GPs in New Zealand, New South Wales and Victoria were 73%, 47% and 27% more likely to have used HealthPathways ≥10 times in the previous month respectively. Conclusion The results suggest that HealthPathways is having a positive effect on healthcare systems in New Zealand and Australia. However, differences in uptake suggests the need for focused implementation, integration into eReferral software and expanding the tool to medical students, registrars, allied health professionals and potentially patients to encourage behavioural change. What is known about the topic? Early evaluations suggest that HealthPathways is a useful tool for health professionals, although uptake and utilisation may be limited. However, there is no comparative evidence regarding uptake and implementation of the tool. What does the paper add? This study is among the first to provide a comparative narrative of the literature assessing the implementation and uptake of HealthPathways across Australia and New Zealand. It is also among the first to compare the perceptions of allied health professionals in the use of HealthPathways across Australia and New Zealand. What are the implications for practitioners? The results of this study suggest the need for focused implementation, integration into eReferral software and expanding the tool to medical students, registrars, allied health professionals and potentially patients to encourage behavioural change.
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Affiliation(s)
- Arran Goddard-Nash
- Health Economics and Data Analytics, School of Public Health, Curtin University, GPO Box U1987, Perth, WA 6845, Australia. ; ;
| | - Marshall Makate
- Health Economics and Data Analytics, School of Public Health, Curtin University, GPO Box U1987, Perth, WA 6845, Australia. ; ; ; and Corresponding author.
| | - Richard Varhol
- Health Economics and Data Analytics, School of Public Health, Curtin University, GPO Box U1987, Perth, WA 6845, Australia. ; ;
| | - Frances Quirk
- New England Institute of Healthcare Research, Faculty of Medicine and Health, University of New England, Armidale, NSW 2351, Australia.
| | - Richard Larsen
- Barwon Health, University Hospital Geelong, Vic. 3220, Australia.
| | - Graham McGeoch
- Canterbury Initiative, Canterbury District Health Board, 32 Oxford Terrace, Christchurch, New Zealand. ;
| | - Brett Shand
- Canterbury Initiative, Canterbury District Health Board, 32 Oxford Terrace, Christchurch, New Zealand. ;
| | - Suzanne Robinson
- Health Economics and Data Analytics, School of Public Health, Curtin University, GPO Box U1987, Perth, WA 6845, Australia. ; ;
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Youens D, Moorin R, Harrison A, Varhol R, Robinson S, Brooks C, Boyd J. Using general practice clinical information system data for research: the case in Australia. Int J Popul Data Sci 2020; 5:1099. [PMID: 34164582 PMCID: PMC8188523 DOI: 10.23889/ijpds.v5i1.1099] [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] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
General practice is often a patient’s first point of contact with the health system and the gateway to specialist services. In Australia, different aspects of the health system are managed by the Commonwealth Government and individual state / territory governments. Although there is a long history of research using administrative data in Australia, this split in the management and funding of services has hindered whole-system research. Additionally, the administrative data typically available for research are often collected for reimbursement purposes and lack clinical information. General practices collect a range of patient information including diagnoses, medications prescribed, results of pathology tests ordered and so on. Practices are increasingly using clinical information systems and data extraction tools to make use of this information. This paper describes approaches used on several research projects to access clinical, as opposed to administrative, general practice data which to date has seen little use as a resource for research. This information was accessed in three ways. The first was by working directly with practices to access clinical and management data to support research. The second involved accessing general practice data through collaboration with Primary Health Networks, recently established in Australia to increase the efficiency and effectiveness of health services for patients. The third was via NPS MedicineWise’s MedicineInsight program, which collects data from consenting practices across Australia and makes these data available to researchers. We describe each approach including data access requirements and the advantages and challenges of each method. All approaches provide the opportunity to better understand data previously unavailable for research in Australia. The challenge of linking general practice data to other sources, currently being explored for general practice data, is discussed. Finally, we describe some general practice data collections used for research internationally and how these compare to collections available in Australia.
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Affiliation(s)
- D Youens
- School of Public Health, Curtin University, Perth, Australia
| | - R Moorin
- School of Public Health, Curtin University, Perth, Australia.,School of Population and Global Health, University of Western Australia
| | - A Harrison
- School of Public Health, Curtin University, Perth, Australia
| | - R Varhol
- School of Public Health, Curtin University, Perth, Australia
| | - S Robinson
- School of Public Health, Curtin University, Perth, Australia
| | - C Brooks
- Swansea University Medical School, Singleton Park, Swansea, UK
| | - J Boyd
- Health Systems & Economics, School of Public Health, Curtin University.,Department of Public Health, School of Psychology and Public Health, College of Science, Health and Engineering, La Trobe University
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Wright CM, Norman R, Varhol R, Davis J, Wilson-Taylor E, Dorigo J, Robinson S. Exploring the costs and effectiveness of the Drug and Alcohol Withdrawal Network: a home-based alcohol and other drug withdrawal service. Aust J Prim Health 2018; 24:385-390. [PMID: 30032738 DOI: 10.1071/py17110] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2017] [Accepted: 03/24/2018] [Indexed: 11/23/2022]
Abstract
The Drug and Alcohol Withdrawal Network (DAWN) is a home-based withdrawal service based in Perth, Western Australia. Literature on outcomes, costs and client attitudes towards this type of home-based detoxification in Australia is sparse. Therefore, this study assessed these factors for clients enrolled over a 5-year period (July 2011-June 2016). Client experience was explored through semi-structured interviews with 10 clients. Over the study period, 1800 clients (54% male, mean age 38 years) were assessed, and there were 2045 episodes of care. Although most first-episode clients (52%) listed alcohol as the primary drug of concern, the proportion listing methamphetamine increased from 4% in 2011-12 to 23% in 2015-16. In 94% (n=639) of withdrawal detoxification episodes with completed surveys, clients used their 'drug of primary concern' most days or more often at baseline; this had reduced to 23% (n=149) at the conclusion of detoxification. Five-year direct costs were A$4.8million. Clients valued the person-centred holistic approach to care, including linking with other health providers. Barriers included low awareness of the program and difficulties finding an appropriate support person. Further exploration of cost-effectiveness would substantiate the apparently lower per client cost, assuming medical suitability for both programs, for home-based relative to inpatient withdrawal.
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Affiliation(s)
- Cameron M Wright
- Health Systems and Health Economics, School of Public Health, Curtin University, GPO Box U1987, Bentley, WA 6845, Australia
| | - Richard Norman
- Health Systems and Health Economics, School of Public Health, Curtin University, GPO Box U1987, Bentley, WA 6845, Australia
| | - Richard Varhol
- Health Systems and Health Economics, School of Public Health, Curtin University, GPO Box U1987, Bentley, WA 6845, Australia
| | - Jacqueline Davis
- Health Systems and Health Economics, School of Public Health, Curtin University, GPO Box U1987, Bentley, WA 6845, Australia
| | - Elizabeth Wilson-Taylor
- Drug and Alcohol Withdrawal Network, St John of God Healthcare, 12 Salvado Road, Subiaco, WA 6008, Australia
| | - Justin Dorigo
- Drug and Alcohol Withdrawal Network, St John of God Healthcare, 12 Salvado Road, Subiaco, WA 6008, Australia
| | - Suzanne Robinson
- Health Systems and Health Economics, School of Public Health, Curtin University, GPO Box U1987, Bentley, WA 6845, Australia
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Robinson S, Varhol R, Bell C, Quirk F, Durrington L. HealthPathways: creating a pathway for health systems reform. AUST HEALTH REV 2016; 39:9-11. [PMID: 25433515 DOI: 10.1071/ah14155] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Accepted: 09/21/2014] [Indexed: 11/23/2022]
Abstract
Inefficiencies in the co-ordination and integration of primary and secondary care services in Australia, have led to increases in waiting times, unnecessary presentations to emergency departments and issues around poor discharge of patients. HealthPathways is a program developed in Canterbury, New Zealand, that builds relationships between General Practitioners and Specialists and uses information technology so that efficiency is maximised and the right patient is given the right care at the right time. Healthpathways is being implemented by a number of Medicare Locals across Australia however, little is known about the impact HealthPathways may have in Australia. This article provides a short description of HealthPathways and considers what it may offer in the Australian context and some of the barriers and facilitators to implementation.
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Affiliation(s)
- Suzanne Robinson
- School of Public Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia. Email
| | - Richard Varhol
- School of Public Health, Faculty of Health Sciences, Curtin University, Perth, WA 6845, Australia. Email
| | - Colin Bell
- Deakin University, School of Medicine, Faculty of Health, Geelong Warun Ponds Campus, Vic. 3220, Australia. Email
| | - Frances Quirk
- University Hospital, Geelong, Barwon Health, Vic. 3220, Australia. Email
| | - Learne Durrington
- Perth Central and East Metro Medicare Local, Perth, WA 6055, Australia. Email
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Abstract
OBJECTIVE To review the clinical data for people with diabetes mellitus with reference to their location and clinical care in a general practice in Australia. MATERIALS AND METHODS Patient data were extracted from a general practice in Western Australia. Iterative data-cleansing steps were taken. Data were grouped into Statistical Area level 1 (SA1), designated as the smallest geographical area associated with the Census of Population and Housing. The data were analysed to identify if SA1s with people aged 70 years and older, and with relatively high glycosylated haemoglobin (HbA1c) were significantly clustered, and whether this was associated with their medical consultation rate and treatment. The analysis included Cluster and Outlier Analysis using Moran's I test. RESULTS The overall median age of the population was 70 years with more males than females, 53% and 47%, respectively. Older people (>70 years) with relatively high HbA1c comprised 9.3% of all people with diabetes in the sample, and were clustered around two 'hotspot' locations. These 111 patients do not attend the practice more or less often than people with diabetes living elsewhere in the practice (p=0.098). There was some evidence that they were more likely to be recorded as having consulted with regard to other chronic diseases. The average number of prescribed medicines over a 13-month time period, per person in the hotspots, was 4.6 compared with 5.1 in other locations (p=0.26). Their prescribed therapy was deemed to be consistent with the management of people with diabetes in other locations with reference to the relevant diabetes guidelines. CONCLUSIONS Older patients with relatively high HbA1c are clustered in two locations within the practice area. Their hyperglycaemia and ongoing cardiovascular risk indicates causes other than therapeutic inertia. The causes may be related to the social determinants of health, which are influenced by geography.
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Affiliation(s)
- Moyez Jiwa
- Melbourne Clinical School, School of Medicine Sydney, The University of Notre Dame Australia, Melbourne, Victoria, Australia
| | - Ori Gudes
- Cooperative Research Centre for Spatial Information and Department of Spatial Sciences, Curtin University, Perth, Western Australia, Australia
| | - Richard Varhol
- Department of Health Policy and Management, Curtin University, Perth, Western Australia, Australia
| | - Narelle Mullan
- Cooperative Research Centre for Spatial Information, Carlton, Victoria, Australia
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Abstract
OBJECTIVE The objectives of this study are to evaluate the development and implementation of Medicare Locals as new primary care organisations and consider the implications of these findings for the wider challenge of strengthening primary healthcare in Australia and internationally. DESIGN National survey of Medicare Locals which involved the use of content analysis and a descriptive survey tool. SETTING 61 Medicare Locals in Australia. PARTICIPANTS The survey was distributed electronically to all 61 Medicare Local Chief Executive Officers (CEOs) between October and December 2013. MAIN OUTCOME MEASURES The research was interested in exploring the following areas; the form and function of Medicare Locals; the confidence and capacity of Medicare Locals to perform against their objectives around population planning and system integration; their ability to engage relevant stakeholder groups; and the barriers and facilitators to reform. RESULTS A total of 43 (70%) of Medicare Locals completed the survey with representation from six of the eight Australian states and Territories. Results suggest differences in the form and function of the Medicare Local organisations and considerable diversity in the implementation of Medicare Local organisations across Australia. This diversity and lack of guidance from government impacted on the overall success of the reform. Other barriers to reform included difficulties in stakeholder relationships and limited incentives (financial and other) to drive and influence change. CONCLUSIONS Findings from this study produce important insights for primary care reform in Australia; and internationally it adds to the growing body of knowledge around primary care reform.
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Affiliation(s)
- Suzanne Robinson
- Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
| | - Richard Varhol
- Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
| | - Vijaya Ramamurthy
- Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
- Western Australia Department of Health, Perth, Western Australia, Australia
| | - Melissa Denehy
- Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
| | - Delia Hendrie
- Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
| | - Peter O'Leary
- Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
| | - Linda Selvey
- Faculty of Health Sciences, Curtin University, Perth, Western Australia, Australia
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Zovoilis A, Mungall AJ, Moore R, Varhol R, Chu A, Wong T, Marra M, Jones SJM. The expression level of small non-coding RNAs derived from the first exon of protein-coding genes is predictive of cancer status. EMBO Rep 2014; 15:402-10. [PMID: 24534129 DOI: 10.1002/embr.201337950] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Small non-coding RNAs (smRNAs) are known to be significantly enriched near the transcriptional start sites of genes. However, the functional relevance of these smRNAs remains unclear, and they have not been associated with human disease. Within the cancer genome atlas project (TCGA), we have generated small RNA datasets for many tumor types. In prior cancer studies, these RNAs have been regarded as transcriptional "noise," due to their apparent chaotic distribution. In contrast, we demonstrate their striking potential to distinguish efficiently between cancer and normal tissues and classify patients with cancer to subgroups of distinct survival outcomes. This potential to predict cancer status is restricted to a subset of these smRNAs, which is encoded within the first exon of genes, highly enriched within CpG islands and negatively correlated with DNA methylation levels. Thus, our data show that genome-wide changes in the expression levels of small non-coding RNAs within first exons are associated with cancer.
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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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Ley TJ, Miller C, Ding L, Raphael BJ, Mungall AJ, Robertson AG, Hoadley K, Triche TJ, Laird PW, Baty JD, Fulton LL, Fulton R, Heath SE, Kalicki-Veizer J, Kandoth C, Klco JM, Koboldt DC, Kanchi KL, Kulkarni S, Lamprecht TL, Larson DE, Lin L, Lu C, McLellan MD, McMichael JF, Payton J, Schmidt H, Spencer DH, Tomasson MH, Wallis JW, Wartman LD, Watson MA, Welch J, Wendl MC, Ally A, Balasundaram M, Birol I, Butterfield Y, Chiu R, Chu A, Chuah E, Chun HJ, Corbett R, Dhalla N, Guin R, He A, Hirst C, Hirst M, Holt RA, Jones S, Karsan A, Lee D, Li HI, Marra MA, Mayo M, Moore RA, Mungall K, Parker J, Pleasance E, Plettner P, Schein J, Stoll D, Swanson L, Tam A, Thiessen N, Varhol R, Wye N, Zhao Y, Gabriel S, Getz G, Sougnez C, Zou L, Leiserson MDM, Vandin F, Wu HT, Applebaum F, Baylin SB, Akbani R, Broom BM, Chen K, Motter TC, Nguyen K, Weinstein JN, Zhang N, Ferguson ML, Adams C, Black A, Bowen J, Gastier-Foster J, Grossman T, Lichtenberg T, Wise L, Davidsen T, Demchok JA, Shaw KRM, Sheth M, Sofia HJ, Yang L, Downing JR, Eley G. Genomic and epigenomic landscapes of adult de novo acute myeloid leukemia. N Engl J Med 2013; 368:2059-74. [PMID: 23634996 PMCID: PMC3767041 DOI: 10.1056/nejmoa1301689] [Citation(s) in RCA: 3565] [Impact Index Per Article: 324.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND Many mutations that contribute to the pathogenesis of acute myeloid leukemia (AML) are undefined. The relationships between patterns of mutations and epigenetic phenotypes are not yet clear. METHODS We analyzed the genomes of 200 clinically annotated adult cases of de novo AML, using either whole-genome sequencing (50 cases) or whole-exome sequencing (150 cases), along with RNA and microRNA sequencing and DNA-methylation analysis. RESULTS AML genomes have fewer mutations than most other adult cancers, with an average of only 13 mutations found in genes. Of these, an average of 5 are in genes that are recurrently mutated in AML. A total of 23 genes were significantly mutated, and another 237 were mutated in two or more samples. Nearly all samples had at least 1 nonsynonymous mutation in one of nine categories of genes that are almost certainly relevant for pathogenesis, including transcription-factor fusions (18% of cases), the gene encoding nucleophosmin (NPM1) (27%), tumor-suppressor genes (16%), DNA-methylation-related genes (44%), signaling genes (59%), chromatin-modifying genes (30%), myeloid transcription-factor genes (22%), cohesin-complex genes (13%), and spliceosome-complex genes (14%). Patterns of cooperation and mutual exclusivity suggested strong biologic relationships among several of the genes and categories. CONCLUSIONS We identified at least one potential driver mutation in nearly all AML samples and found that a complex interplay of genetic events contributes to AML pathogenesis in individual patients. The databases from this study are widely available to serve as a foundation for further investigations of AML pathogenesis, classification, and risk stratification. (Funded by the National Institutes of Health.).
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Yip S, Butterfield YS, Morozova O, Chittaranjan S, Blough MD, An J, Birol I, Chesnelong C, Chiu R, Chuah E, Corbett R, Docking R, Firme M, Hirst M, Jackman S, Karsan A, Li H, Louis DN, Maslova A, Moore R, Moradian A, Mungall KL, Perizzolo M, Qian J, Roldan G, Smith EE, Tamura-Wells J, Thiessen N, Varhol R, Weiss S, Wu W, Young S, Zhao Y, Mungall AJ, Jones SJM, Morin GB, Chan JA, Cairncross JG, Marra MA. Concurrent CIC mutations, IDH mutations, and 1p/19q loss distinguish oligodendrogliomas from other cancers. J Pathol 2011; 226:7-16. [PMID: 22072542 DOI: 10.1002/path.2995] [Citation(s) in RCA: 240] [Impact Index Per Article: 18.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2011] [Revised: 08/25/2011] [Accepted: 08/26/2011] [Indexed: 11/06/2022]
Abstract
Oligodendroglioma is characterized by unique clinical, pathological, and genetic features. Recurrent losses of chromosomes 1p and 19q are strongly associated with this brain cancer but knowledge of the identity and function of the genes affected by these alterations is limited. We performed exome sequencing on a discovery set of 16 oligodendrogliomas with 1p/19q co-deletion to identify new molecular features at base-pair resolution. As anticipated, there was a high rate of IDH mutations: all cases had mutations in either IDH1 (14/16) or IDH2 (2/16). In addition, we discovered somatic mutations and insertions/deletions in the CIC gene on chromosome 19q13.2 in 13/16 tumours. These discovery set mutations were validated by deep sequencing of 13 additional tumours, which revealed seven others with CIC mutations, thus bringing the overall mutation rate in oligodendrogliomas in this study to 20/29 (69%). In contrast, deep sequencing of astrocytomas and oligoastrocytomas without 1p/19q loss revealed that CIC alterations were otherwise rare (1/60; 2%). Of the 21 non-synonymous somatic mutations in 20 CIC-mutant oligodendrogliomas, nine were in exon 5 within an annotated DNA-interacting domain and three were in exon 20 within an annotated protein-interacting domain. The remaining nine were found in other exons and frequently included truncations. CIC mutations were highly associated with oligodendroglioma histology, 1p/19q co-deletion, and IDH1/2 mutation (p < 0.001). Although we observed no differences in the clinical outcomes of CIC mutant versus wild-type tumours, in a background of 1p/19q co-deletion, hemizygous CIC mutations are likely important. We hypothesize that the mutant CIC on the single retained 19q allele is linked to the pathogenesis of oligodendrogliomas with IDH mutation. Our detailed study of genetic aberrations in oligodendroglioma suggests a functional interaction between CIC mutation, IDH1/2 mutation, and 1p/19q co-deletion.
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Affiliation(s)
- Stephen Yip
- Department of Pathology and Laboratory Medicine, BC Cancer Agency, BC, Canada
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Gardy JL, Johnston JC, Ho Sui SJ, Cook VJ, Shah L, Brodkin E, Rempel S, Moore R, Zhao Y, Holt R, Varhol R, Birol I, Lem M, Sharma MK, Elwood K, Jones SJM, Brinkman FSL, Brunham RC, Tang P. Whole-genome sequencing and social-network analysis of a tuberculosis outbreak. N Engl J Med 2011; 364:730-9. [PMID: 21345102 DOI: 10.1056/nejmoa1003176] [Citation(s) in RCA: 520] [Impact Index Per Article: 40.0] [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: 11/19/2022]
Abstract
BACKGROUND An outbreak of tuberculosis occurred over a 3-year period in a medium-size community in British Columbia, Canada. The results of mycobacterial interspersed repetitive unit-variable-number tandem-repeat (MIRU-VNTR) genotyping suggested the outbreak was clonal. Traditional contact tracing did not identify a source. We used whole-genome sequencing and social-network analysis in an effort to describe the outbreak dynamics at a higher resolution. METHODS We sequenced the complete genomes of 32 Mycobacterium tuberculosis outbreak isolates and 4 historical isolates (from the same region but sampled before the outbreak) with matching genotypes, using short-read sequencing. Epidemiologic and genomic data were overlaid on a social network constructed by means of interviews with patients to determine the origins and transmission dynamics of the outbreak. RESULTS Whole-genome data revealed two genetically distinct lineages of M. tuberculosis with identical MIRU-VNTR genotypes, suggesting two concomitant outbreaks. Integration of social-network and phylogenetic analyses revealed several transmission events, including those involving "superspreaders." Both lineages descended from a common ancestor and had been detected in the community before the outbreak, suggesting a social, rather than genetic, trigger. Further epidemiologic investigation revealed that the onset of the outbreak coincided with a recorded increase in crack cocaine use in the community. CONCLUSIONS Through integration of large-scale bacterial whole-genome sequencing and social-network analysis, we show that a socioenvironmental factor--most likely increased crack cocaine use--triggered the simultaneous expansion of two extant lineages of M. tuberculosis that was sustained by key members of a high-risk social network. Genotyping and contact tracing alone did not capture the true dynamics of the outbreak. (Funded by Genome British Columbia and others.).
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Affiliation(s)
- Jennifer L Gardy
- British Columbia Centre for Disease Control, Vancouver, BC, Canada
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13
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Robertson G, Schein J, Chiu R, Corbett R, Field M, Jackman SD, Mungall K, Lee S, Okada HM, Qian JQ, Griffith M, Raymond A, Thiessen N, Cezard T, Butterfield YS, Newsome R, Chan SK, She R, Varhol R, Kamoh B, Prabhu AL, Tam A, Zhao Y, Moore RA, Hirst M, Marra MA, Jones SJM, Hoodless PA, Birol I. De novo assembly and analysis of RNA-seq data. Nat Methods 2010; 7:909-12. [PMID: 20935650 DOI: 10.1038/nmeth.1517] [Citation(s) in RCA: 595] [Impact Index Per Article: 42.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2010] [Accepted: 09/13/2010] [Indexed: 12/20/2022]
Abstract
We describe Trans-ABySS, a de novo short-read transcriptome assembly and analysis pipeline that addresses variation in local read densities by assembling read substrings with varying stringencies and then merging the resulting contigs before analysis. Analyzing 7.4 gigabases of 50-base-pair paired-end Illumina reads from an adult mouse liver poly(A) RNA library, we identified known, new and alternative structures in expressed transcripts, and achieved high sensitivity and specificity relative to reference-based assembly methods.
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Affiliation(s)
- Gordon Robertson
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC, Canada
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14
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Maunakea AK, Nagarajan RP, Bilenky M, Ballinger TJ, D'Souza C, Fouse SD, Johnson BE, Hong C, Nielsen C, Zhao Y, Turecki G, Delaney A, Varhol R, Thiessen N, Shchors K, Heine VM, Rowitch DH, Xing X, Fiore C, Schillebeeckx M, Jones SJM, Haussler D, Marra MA, Hirst M, Wang T, Costello JF. Conserved role of intragenic DNA methylation in regulating alternative promoters. Nature 2010; 466:253-7. [PMID: 20613842 PMCID: PMC3998662 DOI: 10.1038/nature09165] [Citation(s) in RCA: 1218] [Impact Index Per Article: 87.0] [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: 09/22/2009] [Accepted: 05/06/2010] [Indexed: 12/18/2022]
Abstract
While the methylation of DNA in 5′ promoters suppresses gene expression, the role of DNA methylation in gene bodies is unclear1–5. In mammals, tissue- and cell type-specific methylation is present in a small percentage of 5′ CpG island (CGI) promoters, while a far greater proportion occurs across gene bodies, coinciding with highly conserved sequences5–10. Tissue-specific intragenic methylation might reduce,3 or, paradoxically, enhance transcription elongation efficiency1,2,4,5. Capped analysis of gene expression (CAGE) experiments also indicate that transcription commonly initiates within and between genes11–15. To investigate the role of intragenic methylation, we generated a map of DNA methylation from human brain encompassing 24.7 million of the 28 million CpG sites. From the dense, high-resolution coverage of CpG islands, the majority of methylated CpG islands were revealed to be in intragenic and intergenic regions, while less than 3% of CpG islands in 5′ promoters were methylated. The CpG islands in all three locations overlapped with RNA markers of transcription initiation, and unmethylated CpG islands also overlapped significantly with trimethylation of H3K4, a histone modification enriched at promoters16. The general and CpG-island-specific patterns of methylation are conserved in mouse tissues. An in-depth investigation of the human SHANK3 locus17,18 and its mouse homologue demonstrated that this tissue-specific DNA methylation regulates intragenic promoter activity in vitro and in vivo. These methylation-regulated, alternative transcripts are expressed in a tissue and cell type-specific manner, and are expressed differentially within a single cell type from distinct brain regions. These results support a major role for intragenic methylation in regulating cell context-specific alternative promoters in gene bodies.
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Affiliation(s)
- Alika K Maunakea
- Brain Tumor Research Center, Department of Neurosurgery, Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, California 94158, USA
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15
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Jones SJM, Laskin J, Li YY, Griffith OL, An J, Bilenky M, Butterfield YS, Cezard T, Chuah E, Corbett R, Fejes AP, Griffith M, Yee J, Martin M, Mayo M, Melnyk N, Morin RD, Pugh TJ, Severson T, Shah SP, Sutcliffe M, Tam A, Terry J, Thiessen N, Thomson T, Varhol R, Zeng T, Zhao Y, Moore RA, Huntsman DG, Birol I, Hirst M, Holt RA, Marra MA. Evolution of an adenocarcinoma in response to selection by targeted kinase inhibitors. Genome Biol 2010; 11:R82. [PMID: 20696054 PMCID: PMC2945784 DOI: 10.1186/gb-2010-11-8-r82] [Citation(s) in RCA: 132] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2010] [Revised: 07/08/2010] [Accepted: 08/09/2010] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Adenocarcinomas of the tongue are rare and represent the minority (20 to 25%) of salivary gland tumors affecting the tongue. We investigated the utility of massively parallel sequencing to characterize an adenocarcinoma of the tongue, before and after treatment. RESULTS In the pre-treatment tumor we identified 7,629 genes within regions of copy number gain. There were 1,078 genes that exhibited increased expression relative to the blood and unrelated tumors and four genes contained somatic protein-coding mutations. Our analysis suggested the tumor cells were driven by the RET oncogene. Genes whose protein products are targeted by the RET inhibitors sunitinib and sorafenib correlated with being amplified and or highly expressed. Consistent with our observations, administration of sunitinib was associated with stable disease lasting 4 months, after which the lung lesions began to grow. Administration of sorafenib and sulindac provided disease stabilization for an additional 3 months after which the cancer progressed and new lesions appeared. A recurring metastasis possessed 7,288 genes within copy number amplicons, 385 genes exhibiting increased expression relative to other tumors and 9 new somatic protein coding mutations. The observed mutations and amplifications were consistent with therapeutic resistance arising through activation of the MAPK and AKT pathways. CONCLUSIONS We conclude that complete genomic characterization of a rare tumor has the potential to aid in clinical decision making and identifying therapeutic approaches where no established treatment protocols exist. These results also provide direct in vivo genomic evidence for mutational evolution within a tumor under drug selection and potential mechanisms of drug resistance accrual.
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Affiliation(s)
- Steven JM Jones
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Janessa Laskin
- British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC, V5Z 4E6, Canada
| | - Yvonne Y Li
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Obi L Griffith
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Jianghong An
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Mikhail Bilenky
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Yaron S Butterfield
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Timothee Cezard
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Eric Chuah
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Richard Corbett
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Anthony P Fejes
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Malachi Griffith
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - John Yee
- Vancouver General Hospital, West 12th Avenue, Vancouver, BC, V5Z 1M9, Canada
| | - Montgomery Martin
- British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC, V5Z 4E6, Canada
| | - Michael Mayo
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Nataliya Melnyk
- Centre for Translational and Applied Genomics of British Columbia Cancer Agency and the Provincial Health Services Authority Laboratories, 600 West 10th Avenue, Vancouver, V5Z 4E6, BC, Canada
| | - Ryan D Morin
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Trevor J Pugh
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Tesa Severson
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Sohrab P Shah
- Centre for Translational and Applied Genomics of British Columbia Cancer Agency and the Provincial Health Services Authority Laboratories, 600 West 10th Avenue, Vancouver, V5Z 4E6, BC, Canada
- Molecular Oncology, BC Cancer Research Centre, 601 West 10th Avenue, Vancouver, BC, V5Z 1L3, Canada
| | - Margaret Sutcliffe
- British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC, V5Z 4E6, Canada
| | - Angela Tam
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Jefferson Terry
- Centre for Translational and Applied Genomics of British Columbia Cancer Agency and the Provincial Health Services Authority Laboratories, 600 West 10th Avenue, Vancouver, V5Z 4E6, BC, Canada
| | - Nina Thiessen
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Thomas Thomson
- British Columbia Cancer Agency, 600 West 10th Avenue, Vancouver, BC, V5Z 4E6, Canada
| | - Richard Varhol
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Thomas Zeng
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Yongjun Zhao
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Richard A Moore
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - David G Huntsman
- Vancouver General Hospital, West 12th Avenue, Vancouver, BC, V5Z 1M9, Canada
| | - Inanc Birol
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Martin Hirst
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Robert A Holt
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
| | - Marco A Marra
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Avenue, Vancouver, BC, V5Z 4S6, Canada
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16
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Morozova O, Vojvodic M, Grinshtein N, Hansford LM, Blakely KM, Maslova A, Hirst M, Cezard T, Morin RD, Moore R, Smith KM, Miller F, Taylor P, Thiessen N, Varhol R, Zhao Y, Jones S, Moffat J, Kislinger T, Moran MF, Kaplan DR, Marra MA. System-level analysis of neuroblastoma tumor-initiating cells implicates AURKB as a novel drug target for neuroblastoma. Clin Cancer Res 2010; 16:4572-82. [PMID: 20651058 DOI: 10.1158/1078-0432.ccr-10-0627] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
PURPOSE Neuroblastoma (NB) is an aggressive tumor of the developing peripheral nervous system that remains difficult to cure in the advanced stages. The poor prognosis for high-risk NB patients is associated with common disease recurrences that fail to respond to available therapies. NB tumor-initiating cells (TICs), isolated from metastases and primary tumors, may escape treatment and contribute to tumor relapse. New therapies that target the TICs may therefore prevent or treat tumor recurrences. EXPERIMENTAL DESIGN We undertook a system-level characterization of NB TICs to identify potential drug targets against recurrent NB. We used next-generation RNA sequencing and/or human exon arrays to profile the transcriptomes of 11 NB TIC lines from six NB patients, revealing genes that are highly expressed in the TICs compared with normal neural crest-like cells and unrelated cancer tissues. We used gel-free two-dimensional liquid chromatography coupled to shotgun tandem mass spectrometry to confirm the presence of proteins corresponding to the most abundant TIC-enriched transcripts, thereby providing validation to the gene expression result. RESULTS Our study revealed that genes in the BRCA1 signaling pathway are frequently misexpressed in NB TICs and implicated Aurora B kinase as a potential drug target for NB therapy. Treatment with a selective AURKB inhibitor was cytotoxic to NB TICs but not to the normal neural crest-like cells. CONCLUSION This work provides the first high-resolution system-level analysis of the transcriptomes of 11 primary human NB TICs and identifies a set of candidate NB TIC-enriched transcripts for further development as therapeutic targets.
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Affiliation(s)
- Olena Morozova
- Genome Sciences Centre, BC Cancer Agency, University of British Columbia, Vancouver, British Columbia, Canada.
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17
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Jones SJM, Laskin J, Li YY, Griffith OL, An J, Bilenky M, Butterfield YS, Cezard T, Chuah E, Corbett R, Fejes A, Griffith M, Yee J, Martin M, Mayo M, Melnyk N, Morin RD, Pugh TJ, Severson T, Shah SP, Sutcliffe M, Tam A, Terry J, Thiessen N, Thomson T, Varhol R, Zeng T, Zhao Y, Moore RA, Huntsman DG, Birol I, Hirst M, Holt RA, Marra MA. Genomic analysis of a rare human tumor. BMC Bioinformatics 2010. [PMCID: PMC3290057 DOI: 10.1186/1471-2105-11-s4-o3] [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: 12/05/2022] Open
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18
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Morin RD, Johnson NA, Severson TM, Mungall AJ, An J, Goya R, Paul JE, Boyle M, Woolcock BW, Kuchenbauer F, Yap D, Humphries RK, Griffith OL, Shah S, Zhu H, Kimbara M, Shashkin P, Charlot JF, Tcherpakov M, Corbett R, Tam A, Varhol R, Smailus D, Moksa M, Zhao Y, Delaney A, Qian H, Birol I, Schein J, Moore R, Holt R, Horsman DE, Connors JM, Jones S, Aparicio S, Hirst M, Gascoyne RD, Marra MA. Somatic mutations altering EZH2 (Tyr641) in follicular and diffuse large B-cell lymphomas of germinal-center origin. Nat Genet 2010; 42:181-5. [PMID: 20081860 PMCID: PMC2850970 DOI: 10.1038/ng.518] [Citation(s) in RCA: 1273] [Impact Index Per Article: 90.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2009] [Accepted: 11/19/2009] [Indexed: 01/11/2023]
Abstract
Follicular lymphoma (FL) and the GCB subtype of diffuse large B-cell lymphoma (DLBCL) derive from germinal center B cells. Targeted resequencing studies have revealed mutations in various genes encoding proteins in the NF-kappaB pathway that contribute to the activated B-cell (ABC) DLBCL subtype, but thus far few GCB-specific mutations have been identified. Here we report recurrent somatic mutations affecting the polycomb-group oncogene EZH2, which encodes a histone methyltransferase responsible for trimethylating Lys27 of histone H3 (H3K27). After the recent discovery of mutations in KDM6A (UTX), which encodes the histone H3K27me3 demethylase UTX, in several cancer types, EZH2 is the second histone methyltransferase gene found to be mutated in cancer. These mutations, which result in the replacement of a single tyrosine in the SET domain of the EZH2 protein (Tyr641), occur in 21.7% of GCB DLBCLs and 7.2% of FLs and are absent from ABC DLBCLs. Our data are consistent with the notion that EZH2 proteins with mutant Tyr641 have reduced enzymatic activity in vitro.
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Affiliation(s)
- Ryan D Morin
- Genome Sciences Centre, BC Cancer Agency, Vancouver, British Columbia, Canada
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19
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Jones SJM, Laskin J, Li YY, Griffith OL, An J, Bilenky M, Butterfield YS, Chuah E, Corbett R, Fejes A, Chan S, Liao N, Kasaian K, Griffith M, Yee J, Martin M, Mayo M, Melnyk N, Morin RD, Pugh TJ, Severson T, Shah SP, Sutcliffe M, Tam A, Terry J, Thiessen N, Thomson T, Varhol R, Zeng T, Zhao Y, Moore RA, Huntsman DG, Birol I, Hirst M, Holt RA, Marra MA. Personalized oncogenomics. Genome Biol 2010. [PMCID: PMC3026219 DOI: 10.1186/gb-2010-11-s1-i5] [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: 11/10/2022] Open
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20
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Shah SP, Köbel M, Senz J, Morin RD, Clarke BA, Wiegand KC, Leung G, Zayed A, Mehl E, Kalloger SE, Sun M, Giuliany R, Yorida E, Jones S, Varhol R, Swenerton KD, Miller D, Clement PB, Crane C, Madore J, Provencher D, Leung P, DeFazio A, Khattra J, Turashvili G, Zhao Y, Zeng T, Glover JNM, Vanderhyden B, Zhao C, Parkinson CA, Jimenez-Linan M, Bowtell DDL, Mes-Masson AM, Brenton JD, Aparicio SA, Boyd N, Hirst M, Gilks CB, Marra M, Huntsman DG. Mutation of FOXL2 in granulosa-cell tumors of the ovary. N Engl J Med 2009; 360:2719-29. [PMID: 19516027 DOI: 10.1056/nejmoa0902542] [Citation(s) in RCA: 515] [Impact Index Per Article: 34.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND Granulosa-cell tumors (GCTs) are the most common type of malignant ovarian sex cord-stromal tumor (SCST). The pathogenesis of these tumors is unknown. Moreover, their histopathological diagnosis can be challenging, and there is no curative treatment beyond surgery. METHODS We analyzed four adult-type GCTs using whole-transcriptome paired-end RNA sequencing. We identified putative GCT-specific mutations that were present in at least three of these samples but were absent from the transcriptomes of 11 epithelial ovarian tumors, published human genomes, and databases of single-nucleotide polymorphisms. We confirmed these variants by direct sequencing of complementary DNA and genomic DNA. We then analyzed additional tumors and matched normal genomic DNA, using a combination of direct sequencing, analyses of restriction-fragment-length polymorphisms, and TaqMan assays. RESULTS All four index GCTs had a missense point mutation, 402C-->G (C134W), in FOXL2, a gene encoding a transcription factor known to be critical for granulosa-cell development. The FOXL2 mutation was present in 86 of 89 additional adult-type GCTs (97%), in 3 of 14 thecomas (21%), and in 1 of 10 juvenile-type GCTs (10%). The mutation was absent in 49 SCSTs of other types and in 329 unrelated ovarian or breast tumors. CONCLUSIONS Whole-transcriptome sequencing of four GCTs identified a single, recurrent somatic mutation (402C-->G) in FOXL2 that was present in almost all morphologically identified adult-type GCTs. Mutant FOXL2 is a potential driver in the pathogenesis of adult-type GCTs.
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Affiliation(s)
- Sohrab P Shah
- Centre for Translational and Applied Genomics, British Columbia Cancer Agency, Vancouver, Canada
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21
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Birol I, Jackman SD, Nielsen CB, Qian JQ, Varhol R, Stazyk G, Morin RD, Zhao Y, Hirst M, Schein JE, Horsman DE, Connors JM, Gascoyne RD, Marra MA, Jones SJM. De novo transcriptome assembly with ABySS. Bioinformatics 2009; 25:2872-7. [PMID: 19528083 DOI: 10.1093/bioinformatics/btp367] [Citation(s) in RCA: 295] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
MOTIVATION Whole transcriptome shotgun sequencing data from non-normalized samples offer unique opportunities to study the metabolic states of organisms. One can deduce gene expression levels using sequence coverage as a surrogate, identify coding changes or discover novel isoforms or transcripts. Especially for discovery of novel events, de novo assembly of transcriptomes is desirable. RESULTS Transcriptome from tumor tissue of a patient with follicular lymphoma was sequenced with 36 base pair (bp) single- and paired-end reads on the Illumina Genome Analyzer II platform. We assembled approximately 194 million reads using ABySS into 66 921 contigs 100 bp or longer, with a maximum contig length of 10 951 bp, representing over 30 million base pairs of unique transcriptome sequence, or roughly 1% of the genome. AVAILABILITY AND IMPLEMENTATION Source code and binaries of ABySS are freely available for download at http://www.bcgsc.ca/platform/bioinfo/software/abyss. Assembler tool is implemented in C++. The parallel version uses Open MPI. ABySS-Explorer tool is implemented in Java using the Java universal network/graph framework. CONTACT ibirol@bcgsc.ca.
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Affiliation(s)
- Inanç Birol
- Genome Sciences Centre, Vancouver, BC V5Z 4S6, Canada.
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22
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D'Souza CA, Chopra V, Varhol R, Xie YY, Bohacec S, Zhao Y, Lee LLC, Bilenky M, Portales-Casamar E, He A, Wasserman WW, Goldowitz D, Marra MA, Holt RA, Simpson EM, Jones SJM. Identification of a set of genes showing regionally enriched expression in the mouse brain. BMC Neurosci 2008; 9:66. [PMID: 18625066 PMCID: PMC2483290 DOI: 10.1186/1471-2202-9-66] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.4] [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: 12/24/2007] [Accepted: 07/14/2008] [Indexed: 11/24/2022] Open
Abstract
Background The Pleiades Promoter Project aims to improve gene therapy by designing human mini-promoters (< 4 kb) that drive gene expression in specific brain regions or cell-types of therapeutic interest. Our goal was to first identify genes displaying regionally enriched expression in the mouse brain so that promoters designed from orthologous human genes can then be tested to drive reporter expression in a similar pattern in the mouse brain. Results We have utilized LongSAGE to identify regionally enriched transcripts in the adult mouse brain. As supplemental strategies, we also performed a meta-analysis of published literature and inspected the Allen Brain Atlas in situ hybridization data. From a set of approximately 30,000 mouse genes, 237 were identified as showing specific or enriched expression in 30 target regions of the mouse brain. GO term over-representation among these genes revealed co-involvement in various aspects of central nervous system development and physiology. Conclusion Using a multi-faceted expression validation approach, we have identified mouse genes whose human orthologs are good candidates for design of mini-promoters. These mouse genes represent molecular markers in several discrete brain regions/cell-types, which could potentially provide a mechanistic explanation of unique functions performed by each region. This set of markers may also serve as a resource for further studies of gene regulatory elements influencing brain expression.
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Affiliation(s)
- Cletus A D'Souza
- Genome Sciences Centre, British Columbia Cancer Agency, 570 West 7th Ave - Suite 100, Vancouver, BC, V5Z 4E6, Canada.
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23
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Wederell ED, Bilenky M, Cullum R, Thiessen N, Dagpinar M, Delaney A, Varhol R, Zhao Y, Zeng T, Bernier B, Ingham M, Hirst M, Robertson G, Marra MA, Jones S, Hoodless PA. Global analysis of in vivo Foxa2-binding sites in mouse adult liver using massively parallel sequencing. Nucleic Acids Res 2008; 36:4549-64. [PMID: 18611952 PMCID: PMC2504304 DOI: 10.1093/nar/gkn382] [Citation(s) in RCA: 125] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Foxa2 (HNF3β) is a one of three, closely related transcription factors that are critical to the development and function of the mouse liver. We have used chromatin immunoprecipitation and massively parallel Illumina 1G sequencing (ChIP–Seq) to create a genome-wide profile of in vivo Foxa2-binding sites in the adult liver. More than 65% of the ∼11.5 k genomic sites associated with Foxa2 binding, mapped to extended gene regions of annotated genes, while more than 30% of intragenic sites were located within first introns. 20.5% of all sites were further than 50 kb from any annotated gene, suggesting an association with novel gene regions. QPCR analysis demonstrated a strong positive correlation between peak height and fold enrichment for Foxa2-binding sites. We measured the relationship between Foxa2 and liver gene expression by overlapping Foxa2-binding sites with a SAGE transcriptome profile, and found that 43.5% of genes expressed in the liver were also associated with Foxa2 binding. We also identified potential Foxa2-interacting transcription factors whose motifs were enriched near Foxa2-binding sites. Our comprehensive results for in vivo Foxa2-binding sites in the mouse liver will contribute to resolving transcriptional regulatory networks that are important for adult liver function.
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Fejes AP, Robertson G, Bilenky M, Varhol R, Bainbridge M, Jones SJM. FindPeaks 3.1: a tool for identifying areas of enrichment from massively parallel short-read sequencing technology. Bioinformatics 2008; 24:1729-30. [PMID: 18599518 PMCID: PMC2638869 DOI: 10.1093/bioinformatics/btn305] [Citation(s) in RCA: 228] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
SUMMARY Next-generation sequencing can provide insight into protein-DNA association events on a genome-wide scale, and is being applied in an increasing number of applications in genomics and meta-genomics research. However, few software applications are available for interpreting these experiments. We present here an efficient application for use with chromatin-immunoprecipitation (ChIP-Seq) experimental data that includes novel functionality for identifying areas of gene enrichment and transcription factor binding site locations, as well as for estimating DNA fragment size distributions in enriched areas. The FindPeaks application can generate UCSC compatible custom 'WIG' track files from aligned-read files for short-read sequencing technology. The software application can be executed on any platform capable of running a Java Runtime Environment. Memory requirements are proportional to the number of sequencing reads analyzed; typically 4 GB permits processing of up to 40 million reads. AVAILABILITY The FindPeaks 3.1 package and manual, containing algorithm descriptions, usage instructions and examples, are available at http://www.bcgsc.ca/platform/bioinfo/software/findpeaks Source files for FindPeaks 3.1 are available for academic use.
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Affiliation(s)
- Anthony P Fejes
- Genome Sciences Centre, BC Cancer Agency, Suite 100 570 West 7th Avenue, Vancouver, British Columbia, Canada.
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25
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Robertson G, Hirst M, Bainbridge M, Bilenky M, Zhao Y, Zeng T, Euskirchen G, Bernier B, Varhol R, Delaney A, Thiessen N, Griffith OL, He A, Marra M, Snyder M, Jones S. Genome-wide profiles of STAT1 DNA association using chromatin immunoprecipitation and massively parallel sequencing. Nat Methods 2007; 4:651-7. [PMID: 17558387 DOI: 10.1038/nmeth1068] [Citation(s) in RCA: 997] [Impact Index Per Article: 58.6] [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: 05/11/2007] [Accepted: 06/05/2007] [Indexed: 02/06/2023]
Abstract
We developed a method, ChIP-sequencing (ChIP-seq), combining chromatin immunoprecipitation (ChIP) and massively parallel sequencing to identify mammalian DNA sequences bound by transcription factors in vivo. We used ChIP-seq to map STAT1 targets in interferon-gamma (IFN-gamma)-stimulated and unstimulated human HeLa S3 cells, and compared the method's performance to ChIP-PCR and to ChIP-chip for four chromosomes. By ChIP-seq, using 15.1 and 12.9 million uniquely mapped sequence reads, and an estimated false discovery rate of less than 0.001, we identified 41,582 and 11,004 putative STAT1-binding regions in stimulated and unstimulated cells, respectively. Of the 34 loci known to contain STAT1 interferon-responsive binding sites, ChIP-seq found 24 (71%). ChIP-seq targets were enriched in sequences similar to known STAT1 binding motifs. Comparisons with two ChIP-PCR data sets suggested that ChIP-seq sensitivity was between 70% and 92% and specificity was at least 95%.
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Affiliation(s)
- Gordon Robertson
- British Columbia Cancer Agency Genome Sciences Centre, 675 West 10th Avenue, Vancouver, British Columbia V5Z 4S6, Canada
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26
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Guerrero FD, Bendele KG, Chen AC, Li AY, Miller RJ, Pleasance E, Varhol R, Rousseau ME, Nene VM. Serial analysis of gene expression in the southern cattle tick following acaricide treatment of larvae from organophosphate resistant and susceptible strains. Insect Mol Biol 2007; 16:49-60. [PMID: 17257208 DOI: 10.1111/j.1365-2583.2007.00699.x] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/13/2023]
Abstract
Organophosphate resistant and susceptible tick larvae from laboratory strains of the southern cattle tick, Rhipicephalus (Boophilus) microplus were exposed to low doses of the organophosphate (OP) acaricide, coumaphos. Serial analysis of gene expression (SAGE) was used to analyse differential gene expression in response to OP treatment and to compare the responses of OP-treated and -untreated resistant and susceptible tick larvae. An R. microplus Gene Index was used as an EST database to identify genes which corresponded to SAGE tags whose abundance changed in response to acaricide exposure. Relative quantitative RT-PCR was used to confirm the differential expression results from the SAGE experiments. Of particular interest is a SAGE tag which corresponds to a cytochrome P450-like EST in the Gene Index which was more abundant in untreated OP resistant larvae compared to untreated OP susceptible larvae. This SAGE tag was also more abundant in OP resistant larvae treated with OP compared to OP susceptible larvae treated with OP.
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27
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Khattra J, Delaney AD, Zhao Y, Siddiqui A, Asano J, McDonald H, Pandoh P, Dhalla N, Prabhu AL, Ma K, Lee S, Ally A, Tam A, Sa D, Rogers S, Charest D, Stott J, Zuyderduyn S, Varhol R, Eaves C, Jones S, Holt R, Hirst M, Hoodless PA, Marra MA. Large-scale production of SAGE libraries from microdissected tissues, flow-sorted cells, and cell lines. Genome Res 2006; 17:108-16. [PMID: 17135571 PMCID: PMC1716260 DOI: 10.1101/gr.5488207] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
We describe the details of a serial analysis of gene expression (SAGE) library construction and analysis platform that has enabled the generation of >298 high-quality SAGE libraries and >30 million SAGE tags primarily from sub-microgram amounts of total RNA purified from samples acquired by microdissection. Several RNA isolation methods were used to handle the diversity of samples processed, and various measures were applied to minimize ditag PCR carryover contamination. Modifications in the SAGE protocol resulted in improved cloning and DNA sequencing efficiencies. Bioinformatic measures to automatically assess DNA sequencing results were implemented to analyze the integrity of ditag structure, linker or cross-species ditag contamination, and yield of high-quality tags per sequence read. Our analysis of singleton tag errors resulted in a method for correcting such errors to statistically determine tag accuracy. From the libraries generated, we produced an essentially complete mapping of reliable 21-base-pair tags to the mouse reference genome sequence for a meta-library of approximately 5 million tags. Our analyses led us to reject the commonly held notion that duplicate ditags are artifacts. Rather than the usual practice of discarding such tags, we conclude that they should be retained to avoid introducing bias into the results and thereby maintain the quantitative nature of the data, which is a major theoretical advantage of SAGE as a tool for global transcriptional profiling.
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Affiliation(s)
- Jaswinder Khattra
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Allen D. Delaney
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Yongjun Zhao
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Asim Siddiqui
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Jennifer Asano
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Helen McDonald
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Pawan Pandoh
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Noreen Dhalla
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Anna-liisa Prabhu
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Kevin Ma
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Stephanie Lee
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Adrian Ally
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Angela Tam
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Danne Sa
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Sean Rogers
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - David Charest
- Genome British Columbia, Vancouver, British Columbia V5Z 1C6, Canada
| | - Jeff Stott
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Scott Zuyderduyn
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Richard Varhol
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Connie Eaves
- Terry Fox Laboratory, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 1L3, Canada
| | - Steven Jones
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Robert Holt
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Martin Hirst
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
| | - Pamela A. Hoodless
- Terry Fox Laboratory, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 1L3, Canada
| | - Marco A. Marra
- Canada’s Michael Smith Genome Sciences Centre, BC Cancer Research Centre, BC Cancer Agency, Vancouver, British Columbia V5Z 4S6, Canada
- Corresponding author.E-mail ; fax (604) 877-6085
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28
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Robertson G, Bilenky M, Lin K, He A, Yuen W, Dagpinar M, Varhol R, Teague K, Griffith OL, Zhang X, Pan Y, Hassel M, Sleumer MC, Pan W, Pleasance ED, Chuang M, Hao H, Li YY, Robertson N, Fjell C, Li B, Montgomery SB, Astakhova T, Zhou J, Sander J, Siddiqui AS, Jones SJM. cisRED: a database system for genome-scale computational discovery of regulatory elements. Nucleic Acids Res 2006; 34:D68-73. [PMID: 16381958 PMCID: PMC1347438 DOI: 10.1093/nar/gkj075] [Citation(s) in RCA: 88] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2005] [Revised: 10/08/2005] [Accepted: 10/08/2005] [Indexed: 11/30/2022] Open
Abstract
We describe cisRED, a database for conserved regulatory elements that are identified and ranked by a genome-scale computational system (www.cisred.org). The database and high-throughput predictive pipeline are designed to address diverse target genomes in the context of rapidly evolving data resources and tools. Motifs are predicted in promoter regions using multiple discovery methods applied to sequence sets that include corresponding sequence regions from vertebrates. We estimate motif significance by applying discovery and post-processing methods to randomized sequence sets that are adaptively derived from target sequence sets, retain motifs with p-values below a threshold and identify groups of similar motifs and co-occurring motif patterns. The database offers information on atomic motifs, motif groups and patterns. It is web-accessible, and can be queried directly, downloaded or installed locally.
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Affiliation(s)
- G Robertson
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Agency, Vancouver, BC, Canada.
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29
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Siddiqui AS, Khattra J, Delaney AD, Zhao Y, Astell C, Asano J, Babakaiff R, Barber S, Beland J, Bohacec S, Brown-John M, Chand S, Charest D, Charters AM, Cullum R, Dhalla N, Featherstone R, Gerhard DS, Hoffman B, Holt RA, Hou J, Kuo BYL, Lee LLC, Lee S, Leung D, Ma K, Matsuo C, Mayo M, McDonald H, Prabhu AL, Pandoh P, Riggins GJ, de Algara TR, Rupert JL, Smailus D, Stott J, Tsai M, Varhol R, Vrljicak P, Wong D, Wu MK, Xie YY, Yang G, Zhang I, Hirst M, Jones SJM, Helgason CD, Simpson EM, Hoodless PA, Marra MA. A mouse atlas of gene expression: large-scale digital gene-expression profiles from precisely defined developing C57BL/6J mouse tissues and cells. Proc Natl Acad Sci U S A 2005; 102:18485-90. [PMID: 16352711 PMCID: PMC1311911 DOI: 10.1073/pnas.0509455102] [Citation(s) in RCA: 100] [Impact Index Per Article: 5.3] [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] [Indexed: 11/18/2022] Open
Abstract
We analyzed 8.55 million LongSAGE tags generated from 72 libraries. Each LongSAGE library was prepared from a different mouse tissue. Analysis of the data revealed extensive overlap with existing gene data sets and evidence for the existence of approximately 24,000 previously undescribed genomic loci. The visual cortex, pancreas, mammary gland, preimplantation embryo, and placenta contain the largest number of differentially expressed transcripts, 25% of which are previously undescribed loci.
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Affiliation(s)
- Asim S Siddiqui
- Canada's Michael Smith Genome Sciences Centre, British Columbia Cancer Research Centre, British Columbia Cancer Agency, Vancouver, BC, Canada V5Z 4S6
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