Abstract
The establishment of genomics in health care systems has been occurring for the past decade. It is recognised that implementing genomics within a health service is challenging without a system-wide approach. Globally, as clinical genomics implementation programs have matured there is a growing body of information around program design and outcomes. Program structures vary depending on local ecosystems including the health system, politics and funding availability, however, lessons from other programs are important to the design of programs in different jurisdictions. Here we describe an adaptive approach to the implementation of genomics into a publicly funded health care system servicing a population of 5.1 million people. The adaptive approach enabled flexibility to facilitate substantial changes during the program in response to learnings and external factors. We report the benefits and challenges experienced by the program, particularly in relation to the engagement of people and services, and the design of both individual projects and the program as a whole.
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Introduction
Information from genome sequencing can be used to inform patient care and is at a point where its mainstream use in various medical specialities is possible1,2. The ability to translate genomics into clinical practice is complex and requires tailored system-wide changes to health organisations3, and may require a re-assessment of how genomic services and value in healthcare are evaluated.
To realise the potential of genomics in healthcare, the challenges it poses need to be addressed systematically. Challenges include: increasing patients and community awareness of genomics and familial implications; training a clinical workforce to apply genomics in clinical practice; establishing infrastructure for genomic testing, analysis and information systems for genomic data management, sharing, integration and long-term data usage; providing evidence on the value of genomics to the healthcare system and patient care; and addressing concerns about ethical, legal and social issues raised by the application of genomic medicine4,5,6,7. The level of interrelated system-wide changes required for the incorporation of genomics into routine care likely results in fragmented and costly adoption of genomic services8.
There has been a global investment in the implementation of genomics into healthcare systems, with multiple countries or jurisdictions establishing programs9,10,11,12,13. Each program has set out to address different issues related to the uptake and management of genomics in clinical settings, fundamental research, and translation of genomic research. These approaches have varied, reflecting local requirements, context and end goals.
Public healthcare in Australia is a joint responsibility of the Federal Government and the seven states and territories. Each state manages its own public health services. In the last five years investment in genomics has occurred through a single national research program (Australian Genomics)9 as well as individual state/territory-based programs3,13. These programs have had significant success in creating political and health systems support for clinical genomics in all Australian public health systems. However, the Australian context of a federated healthcare system has resulted in implementation at varying levels of maturity, reflecting each jurisdiction’s healthcare system and research environment.
This paper describes the genomics program in one state, Queensland, where health services are governed and delivered through 16 Hospital and Health Services as statutory bodies14,15 utilising a budget of $AU15.6 billion (2019–20). This publicly funded system provides healthcare for a population of 5.1 million people over a geographical area seven times the size of the United Kingdom.
Program structure and processes
Program at the time of establishment
In 2015 the Queensland Government announced a $AU25 million investment to integrate genomics into Queensland’s healthcare system16 with the stated objective “to demonstrate the value of genomic medicine in everyday Queensland healthcare”. From this investment, the Queensland Genomics Health Alliance (Queensland Genomics) program was established. Queensland Genomics was a 5-year program (2016–2021) established to bring together the health system, research, academia and consumers (Fig. 1) to accelerate the uptake of genomics through the creation of capability and infrastructure.
Prior to Queensland Genomics, the majority of genomic sequencing was ordered or accessed via the state-wide genetic health service, Genetic Health Queensland, with ad hoc ordering by individual clinicians in other specialties. Testing was largely provided through research projects or ordered directly from private laboratories using department diagnostic budgets. The selection of genomic testing by clinicians who were from non-genetic specialties was generally dependant on the individual’s knowledge of genomic sequencing in their speciality and availability of external services.
Program design
The structure and management of the Queensland Genomics program were based on an adaptive management philosophy17. The adaptive management strategy establishes processes that feedback learnings based on experiences of running the program and have mechanisms to enable change that reflects these learnings. It is applied in complex adaptive systems, such as healthcare18, so that programs can operate in situations of uncertainty19. This program model was selected as genomics is a discipline experiencing fast technological changes and an evolving knowledge base.
The program contained three sequential rounds called Discovery, Strategy, and Legacy Rounds (Fig. 2). Each round was structured into two arms—Clinical and Capability. The three rounds supported the adaptive management approach, with learnings and needs identified from each Round being used in the selection of projects for the subsequent rounds.
While the structure of the rounds and arms was maintained for the program’s duration, the project selection and expectations changed. The Discovery Round focused on building capacity within the health system through the demonstration of genomics utility by research projects. It was modelled on the structure of other genomic alliances3,9. Clinical and Capability projects were selected via an open granting process. The Clinical arm consisted of translational research projects (Table 1). The Capability arm was established to understand needs (present and future) and build capability and capacity for clinical genomics within Queensland’s health system through multi-disciplinary collaborative projects (Table 2).
The Strategy and Legacy Rounds were established after the governance review and focused on patient outcomes through sustainable clinical genomics implementation, clinical innovation to match future needs, and targeted health system capability building. Selection of investments changed from a granting process to a multi-stage, co-design process with the project teams and involved stakeholders, health services and Clinical Networks. Within the Strategy and Legacy Rounds the clinical projects were categorised as implementation, innovation or incubation projects. Implementation and incubation projects applied the best evidence to clinical practice or developed evidence in clinical practise, respectively, with the aim to become standard-of-care following completion of the program. Incubation projects were those not ready for investment due to gaps identified within the co-design process. However, with support, they had the potential to be ready for funding later during the Legacy Round.
The Capability arm of the program was restructured to better support Queensland Health’s state-wide services and core business functions to build their ability to undertake and utilise genomics, as well as continuing to support the needs of Clinical projects. In both the Strategy and Legacy Rounds, the projects moved from five large collaborative projects to smaller commissioned work to deliver specific projects with health service-focused objectives (Table 2).
Governance review and program restructure
The Queensland Genomics Business Plan specified a review of governance, structure and operations at the 18-month time point. The governance review gathered information by interviewing key stakeholders from; Hospital and Health Services, clinicians and clinical services, Queensland Health executive branches, consumers, academia and research institutes. The interviews focused on what was needed for the program to support the continual adoption of genomics into Queensland’s healthcare system by exploring; executive and clinical network engagement, evidence, investment outcomes, health system readiness and requirements, and options for private-public partnerships.
The governance review identified several key findings; (1) if the original program structure was continued, it was unlikely to affect sustained uptake of genomics into the health system once the program ended, (2) the first round of projects had insufficient engagement with the health system as the program was geared heavily towards research rather than healthcare transformation, and (3) the original plan modelled Queensland Genomics to other genomics alliances, but this assumed that these programs operated in the same context and with the same funding structure as Queensland. Therefore continuing this model would not meet the needs of the Queensland health system.
In response, the program was restructured prior to the start of the Strategy Round to have an emphasis on health implementation with a focus on Queensland Health ownership of outcomes, and sponsorship of projects and initiatives. The updated aim of the program became to “accelerate the translation of genomics into clinical practice”. The restructure included changes to: governance structure and responsibilities; project selection processes; Queensland Genomics involvement in the management of projects and strategic interactions with Queensland Health; and requirements for projects to engage with health services. This new process was designed by the Queensland Genomics business team in consultation with Queensland Health Executive leadership and approved by the Governance Oversight Group.
The restructure resulted in Queensland Genomics moving from its initial research, demonstration and ‘discovery’ orientation to a focus on; (1) sustainable clinical genomics implementation and incubation, (2) clinical innovation with potential to match future needs, and (3) targeted health system capability building. This is reflected in the main outcomes of the program (Table 3).
Management systems and program governance
Queensland Genomics was established as an external entity to the health system that was managed via a university (support for finance, human resources, and operational space). This enabled the program’s operations to function independently with a governance oversight group that reported to Queensland’s Department of Health. The main roles of the Governance Oversight Group were approving Queensland Genomics processes and endorsing decisions. The Queensland Genomics business team were not genomics experts or clinicians and were recruited to provide leadership in health transformation, business and technology strategy, communication and engagement, and innovation. They supported the individual projects through project design and delivery, contract administration, and establishing connections between projects and Queensland Health. As needed, specialist expertise was drawn upon using ad hoc advisory panels and the program’s community advisory group (Fig. 3).
Following the governance review, Clinical projects were led by a practising clinician and, where possible, Clinical and Capability projects were sponsored and led by Queensland Health or Hospital and Health Services (Tables 1 and 2). Each project reported to and gained advice and direction from a Project Steering Committee (PSC). Typically, a PSC included a mix of project team members, Queensland Health representatives, community advocates, external technical experts, and/or Queensland Genomics business team members. This individual project oversight aimed to engage Queensland Health in the process to ensure (1) project objectives fit the end-user’s needs, and (2) appropriate internal stakeholders were engaged to prompt post-program legacy for the project outcomes.
Community advisory group
The Queensland Genomics program had an overarching emphasis that projects should be patient-orientated. The Queensland Genomics Community Advisory Group (CAG) was established at the start of the program (Fig. 2) and consisted of up to 11 members representing patients, carers, consumer advocates, clinicians and researchers. It was a requirement for Clinical and Capability projects to engage with the patient community in project development and/or implementation. The CAG provided input for projects if they had no existing patient community organisations to engage with. In the Strategy and Legacy Rounds, the CAG received funding from Queensland Genomics to identify, develop, and deliver its own community-led projects (Table 2).
Program activities
In the Discovery Round, four Clinical project grants were awarded in areas of cancer, common chronic diseases, and infectious diseases (Table 1). Five Capability projects were funded (Table 2). The Capability projects generally containing a series of interrelated sub-projects and multiple partner collaboration20,21,22.
In the Strategy and Legacy Rounds, 11 Clinical projects were funded. These projects were organised into three clinical portfolio areas; Cancer, Whole-of-Life, and Infectious Diseases (Table 1)23,24,25,26. Structuring projects into portfolios enabled sharing of resources, processes and learning, enabling sustainable implementation. Consequently, the individual projects contributed to broader portfolio-specific objectives around: implementation of a state-wide workforce model for genomics; establishment of a genomics clinical advisory service and a molecular tumour board for cancer; proposed data integration solution for the integrated electronic Medical Record (ieMR); and providing evidence for genomics as a routine tool in infectious disease outbreaks.
These portfolio-specific objectives came from commonalities identified in Clinical projects’ plans, or needs identified by capabilities projects, health services or the Queensland Genomics business team. These objectives fostered collaboration by building and funding co-dependencies between projects and by association with their clinical services. Thereby, lifting capability, creating value for each partner, and creating inter-departmental connections. This approach did require additional time and effort to develop collaborations and, in some instances, was met with reluctance from project members. Implementation of this approach required additional resourcing at the program’s administrative level, plus support and funding for the project partners.
Sixteen Capability projects were commissioned within the Strategy and Legacy Rounds (Table 2). Projects focused on (1) preparation of the health system for genomics, or (2) support or evaluation of Clinical projects27,28,29,30,31,32,33,34,35. In addition, seven projects designed by the CAG were funded in the Strategy and Legacy Rounds (Table 2) that focused on areas of need for the patient community and patient support mechanisms within the health system36.
Lessons learned from an adaptive approach
The aim, and ultimate achievement, of Queensland Genomics was the development of capacity, infrastructure and policies to enable safe, appropriate and consistent application of genomics in Queensland’s public health system. The choice to design the Queensland Genomics program using an adaptive management approach had a number of benefits particularly to the program’s flexibility and adaptability. However, this direction was not without its challenges. The lesson, and actions suggested, based on Queensland Genomics’ experiences are summarised in Table 4. These observations centred around; how stakeholders were engaged and supported to contribute, mechanisms of the program and project design that enabled flexibility, and support provided to enable the timely establishment of expectations.
Benefits
Time to determine program direction
The Discovery Round was designed as a time to capture lessons from program activities, and utilise this information to assess and make changes to the program direction. Critically, the governance review found that the program was unlikely to affect sustained uptake of genomics into Queensland’s health system once the program ended if it continued along a research orientated path. This led to a program-wide restructuring whereby the program envisioned a future where genomics was business-as-usual in Queensland’s health system. This led to a program of work in the Strategy and Legacy Rounds that was customised to the health system and its specific health implementation needs, with ongoing smaller adjustments as new opportunities were identified. The recognition that the program’s initial direction would not facilitate health system implementation and the capacity to pivot the program in response to the recommendation was only possible due to the original program design. The design provided time and assessment mechanisms to determine the most appropriate direction for the program.
Establish health system ownership
Health system ownership of program activities was imperative to ensure post-program uptake of genomics. For successful implementation within a health system upskilling and supporting providers needed to occur across multiple interrelated services. For example, Clinical projects were run by medical specialities who at the completion of the project may be responsible for test ordering and management of patients, but sample processing and sequencing are the responsibility of pathology services, and clinical data management is the responsibility of information systems. The adaptive approach allowed for health services’ needs in the uptake of genomics to be identified whilst projects were running, and project plans to be revised accordingly through engagement with those future owners.
Multiple opportunities for increased stakeholder buy-in
Genomics is a discipline that requires a level of genetic literacy before people can contribute to discussions2. It is an inherent issue in the adoption of new technologies in complex healthcare systems that stakeholders without pre-existing knowledge or involvement are difficult to effectively engage. The Queensland Genomics program was initiated with stakeholder consultation with predominantly researchers, and clinical specialists, services and administrators that already had involvement with clinical genetics or genomics. However, it has been shown that high-level stakeholders, such as healthcare executives and regulators, need to be engaged for long-term adoption of genomics in clinical care37. The use of an adaptive model allowed the program to be established with the support and input of engaged stakeholders, whilst having the ability to engage and upskill new stakeholders during the program.
Responsive to external influences and events
The adaptive design allowed the Capability and Clinical arms to reflect and respond to the changing landscape of clinical genomics in Australia. During the program’s lifecycle the Australian clinical genome sequencing market fundamentally changed. This demonstrated a national vulnerability in accredited sequencing capacity and affected Queensland Health’s plans for clinical genomics. There was also the deployment of a federal program to standardise aspects of clinical genomics across states in response to the National Health Genomics Policy Framework38. The adaptive strategy enabled Queensland Genomics to accommodate these changes into the program and post-program planning by providing investment, data management processes and workforce planning around genomic sequencing into Queensland Health’s statewide public pathology service.
Challenges
Change management
Pivoting the program to reflect the governance review findings required substantial change management for both funded stakeholders and program administrators. The program was established with a granting and research style funding and reporting structure that was familiar to the Discovery Round stakeholders that had pre-existing experience with these processes. When the governance review identified limitations in the program’s ability to enact health system implementation, the program structure was changed from a granting process to a commissioning process with focus on Queensland Health as the beneficiary. For existing external stakeholders the change in funding structure and program expectations was difficult to manage. There was also a significant change in responsibilities and work load for the program administration, as they shifted from a largely oversight and administration role to being active in project deployment, system capability development, and coordinating a genomics ecosystem for Queensland.
External structures and processes
A challenge with adaptive management is that it can impose unfamiliar demands on the managing organisation39. Much of this was avoided by implementing the program outside the health system bureaucracy to enable the development of an agile program business structure. However, the program struggled to maintain this agile business structure whilst working within standard government processes of the health system. This influenced project approvals, contracting, intellectual property agreements, ethical and governance approvals, and ultimately, the timeline for implementation of the program. This was exacerbated by the post-governance review changes.
Competing with health system priorities
Engaging organisation leadership is critical for the successful uptake of genomics in clinical settings37,40. Yet, as genomics isn’t mainstream it was difficult to convince executive leaders, with health system-wide responsibilities, that genomics is worthy of their time and attention. The Queensland Genomics program made numerous attempts throughout the program to engage executive leaders in program activities and post-program planning for clinical genomics, with varying degrees of success. In the case of post-program planning the impending program end date created an urgency that motivated action within Queensland Health, in the form of an Executive-level working group to develop a State policy position for genomics in Queensland as a precursor for the development of funding frameworks.
Conclusions
It is recognised that genomics as a clinical test requires system-wide change to be effectively implemented into a health system8. By structuring Queensland Genomics using an adaptive management philosophy, the program had the opportunity to collect and apply lessons from earlier activities and feed this information into an engagement strategy that could affect real change to the health system from within the program. This ultimately enabled the program to evolve over time and create a program that was relevant to Queensland Health’s system needs. Overall, this approach:
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Prompted broad health system awareness, knowledge and readiness for clinical genomics - not only at clinical level, but also at an operational and executive level
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Coordinated involvement from health information management, infrastructure planning, information technology, pathology services, patient services, multiple medical disciplines, and health policy
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Focused on developing a program that can deliver post-program sustainability within existing Queensland Health governance and funding frameworks
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Planned for post-program continuation of genomics within clinical services and health systems.
Through adapting funding structure and program development to enable a customised approach to genomics implementation needs, Queensland Genomics has prompted administration of funding and resources that reflected health system stakeholder needs and system readiness.
References
Barwell, J., Snape, K. & Wedderburn, S. The new genomic medicine service and implications for patients. Clin. Med. 19, 273–277 (2019).
Burns, B. L. et al. Healthcare system priorities for successful integration of genomics: an Australian focus. Front. Public Health https://doi.org/10.3389/fpubh.2019.00041 (2019).
Gaff, C. L. et al. Preparing for genomic medicine: a real world demonstration of health system change. NPJ Genom. Med. 2, 16 (2017).
Aronson, S. J. & Rehm, H. L. Building the foundation for genomics in precision medicine. Nature 526, 336–342 (2015).
Tabor, H. K. & Goldenberg, A. What precision medicine can learn from rare genetic disease research and translation. AMA J. Ethics 20, E834–E840 (2018).
Haga, S. B. & Orlando, L. A. The enduring importance of family health history in the era of genomic medicine and risk assessment. Per Med. 17, 229–239 (2020).
The Global Alliance for Genomics and Health. A federated ecosystem for sharing genomic, clinical data. Science. 352, 1278–1280 (2016).
Ginsburg, G. S. & Phillips, K. A. Precision medicine: from science to value. Health Aff. 37, 694–701 (2018).
Stark, Z. et al. Australian genomics: a federated model for integrating genomics into healthcare. Am. J. Hum. Genet. 105, 7–14 (2019).
Denny, J. C. et al. The “All of Us” Research Program. N. Engl. J. Med. 381, 668–676 (2019).
Dheensa, S., Samuel, G., Lucassen, A. M. & Farsides, B. Towards a national genomics medicine service: the challenges facing clinical-research hybrid practices and the case of the 100 000 genomes project. J. Med. Ethics 44, 397–403 (2018).
Stark, Z. et al. Integrating genomics into healthcare: a global responsibility. Am. J. Hum. Genet. 104, 13–20 (2019).
Global Genomic Medicine Collaborative. Catalogue of Global Genomics Medicine Initiatives. https://www.genomicspolicy.org/catalogue-introduction (2020).
Queensland Health, Department of Health Governance Framework. State of Queensland (Queensland Health), Brisbane. https://www.health.qld.gov.au/__data/assets/pdf_file/0037/668539/governance-framework-pdf.pdf (2019).
Hospital and Health Boards Act Queensland (2011).
$25 million for UQ genomics research. Queensland Government (2015).
Griffin, P. M. et al. Healthcare Systems Engineering (John Wiley & Sons, Inc, 2016).
Martin, C. M. Complex adaptive systems approaches in health care—A slow but real emergence? J. Eval. Clin. Pract. 24, 266–268 (2018).
Rouse, W. B., Johns, M. M. E. & Pepe, K. M. Learning in the health care enterprise. Learn Health Sys. 1, e10024 (2017).
McMeniman, E. K. et al. The interplay of sun damage and genetic risk in Australian multiple and single primary melanoma cases and controls. Br. J. Dermatol. 183, 357–366 (2019).
Primiero, C. A. et al. Evaluation of the efficacy of 3D total-body photography with sequential digital dermoscopy in a high-risk melanoma cohort: protocol for a randomised controlled trial. BMJ Open. 9, e032969 (2019).
Elliott, T. M. et al. A hybrid simulation model approach to examine bacterial genome sequencing during a hospital outbreak. BMC Infect. Dis. 20, 72–72 (2020).
Rodriguez-Acevedo, A. J. et al. Developing a gene panel for pharmacoresistant epilepsy: a review of epilepsy pharmacogenetics. Future Med. 22, 225–234 (2021).
Roberts, L. W. et al. Genomic surveillance, characterization and intervention of a polymicrobial multidrug-resistant outbreak in critical care. Microb. Genom. https://doi.org/10.1099/mgen.0.000530 (2021).
Demeshko, A. et al. Factors influencing cancer genetic somatic mutation test ordering by cancer physician. J. Transl. Med. 18, 431 (2020).
Chapman, P. et al. Genomic investigation reveals contaminated detergent as the source of an extended-spectrum-β-lactamase-producing Klebsiella michiganensis outbreak in a neonatal unit. J. Clin. Microbiol. 58, e01980–19 (2020).
Pratt, G. et al. Genomic Partnerships: Guidelines for genomics research with Aboriginal and Torres Strait Islander peoples of Queensland. (QIMR Berghofer Medical Research Institute, Brisbane, 2019).
Bradford, D. K. et al. Understanding the barriers to genomic healthcare in Queensland through an information management lens. Stud. Health Technol. Inform. 266, 37–43 (2019).
Metke-Jimenez, A. et al. A SMART on FHIR prototype for genomic test ordering. Stud. Health Technol. Inform. 266, 121–126 (2019).
Leonard, C. et al. Running genomic analyses in the cloud. Stud. Health Technol. Inform. 266, 149–155 (2019).
Gordon, L. G. et al. Estimating the costs of genomic sequencing in cancer control. BMC Health Serv. Res. 20, 492 (2020).
Gordon, L. G. et al. Budget impact analysis of routinely using whole-genomic sequencing of six multidrug-resistant bacterial pathogens in Queensland, Australia. BMJ Open. 11, e041968 (2021).
Curtis, C. et al. Protecting trust in medical genetics in the new era of forensics. Genet. Med. 21, 1483–1485 (2019).
Belcher, A. et al. What does Australia’s investment in genomics mean for public health? Aust. NZ J. Public Health 43, 204–206 (2019).
Vidgen, M. E. et al. Sharing genomic data from clinical testing with researchers: public survey of expectations of clinical genomic data management in Queensland, Australia. BMC Med. Ethics 21, 119 (2020).
Wallingford, C. K. et al. Queensland consumers’ awareness and understanding of clinical genetics services. Front. Genet. https://doi.org/10.3389/fgene.2020.537743 (2020).
O’Daniel, J. M. & Berg, J. S. A missing link in the bench-to-bedside paradigm: engaging regulatory stakeholders in clinical genomics research. Genome Med. 8, 95 (2016).
Australian Government Department of Health, National Health Genomics Policy Framework 2018-2021. Commonwealth of Australia Department of Health, Canberra. https://www1.health.gov.au/internet/main/publishing.nsf/Content/national-health-genomics-policy-framework-2018-2021 (2017).
Williams, B. K. & Brown, E. D. Adaptive management: from more talk to real action. Environ. Manag. 53, 465–479 (2014).
Hartzler, A. et al. Stakeholder engagement: a key component of integrating genomic information into electronic health records. Genet. Med. 15, 792–801 (2013).
Acknowledgements
We would like to thank all the Queensland Genomics Health Alliance’s stakeholders and funded partners for their support of the program. Queensland Genomics Health Alliance was an Advance Queensland initiative funded by Queensland Health, Queensland Government and administered through The University of Queensland. NW is funded by a National Health and Medical Research Council of Australia (NHMRC) Senior Research Fellowship (APP1139071).
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M.E.V., N.W. and D.W. conceptualised the study. M.E.V. and N.W. were responsible for drafting the manuscript. D.W., D.B., K.C., C.M., R.L.W. and K.M. contributed technical and intellectual content, and provided critical revision of drafts. All authors reviewed and approved the final manuscript.
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N.W. is a founder and shareholder of genomiQa Pty Ltd, and a member of its Board. R.L.W. is the chair of the Medical Services Advisory Committee, Commonwealth of Australia. The views expressed in this paper do not reflect those of Commonwealth. D.B. is the independent Chair of the INGENA Steering Committee. All other authors declare no competing interests.
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Vidgen, M.E., Williamson, D., Cutler, K. et al. Queensland Genomics: an adaptive approach for integrating genomics into a public healthcare system. npj Genom. Med. 6, 71 (2021). https://doi.org/10.1038/s41525-021-00234-4
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DOI: https://doi.org/10.1038/s41525-021-00234-4
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