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Hughes J, Shymka M, Ng T, Phulka JS, Safabakhsh S, Laksman Z. Polygenic Risk Score Implementation into Clinical Practice for Primary Prevention of Cardiometabolic Disease. Genes (Basel) 2024; 15:1581. [PMID: 39766848 PMCID: PMC11675431 DOI: 10.3390/genes15121581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Revised: 12/05/2024] [Accepted: 12/06/2024] [Indexed: 01/11/2025] Open
Abstract
Background: Cardiovascular disease is a leading cause of mortality globally and a major contributor to disability. Traditional risk factors, as initially established in the FRAMINGHAM study, have helped to stratify populations and identify patients for early intervention. Incorporating genetic factors enhances risk stratification tools, enabling the earlier identification of individuals at increased risk and facilitating more targeted and effective risk factor modifications. While monogenic risk variants are present in a minority of the population, polygenic risk scores (PRS) are collections of multiple single-nucleotide variants that collectively provide summative risk and capture a more accurate risk score for a greater number of people. PRS have demonstrated clear utility in cardiometabolic diseases by predicting onset, progression, and therapeutic response. Methods: A structured and exploratory hybrid search strategy was employed, combining keyword-based database searches and supplementary techniques to comprehensively synthesize the literature on PRS implementation in clinical practice. Discussion: A comprehensive overview of PRS in cardiometabolic diseases and their potential avenues for integration into primary care is discussed. First, we examine the implementation of genetic screening, risk communication, and intervention strategies through the lens of the American Heart Association's implementation criteria, focusing on their efficacy, minimization of harm, and logistical considerations. Then, we explores how the varied perceptions of patients and practitioners towards PRS can influence both adoption and utilization. Lastly, we addresses the need for the development of clear guidelines and regulations to support this process, ensuring PRS integration is both scientifically sound and ethically responsible. Future directions: Initiatives aimed at advancing personalized approaches to disease prevention will enhance health outcomes. Developing guidelines for the responsible use of PRS by establishing benefits, while mitigating risk, will a key factor in implementation for clinical utility. Conclusions: For integration into clinical practice, we must address both patient and provider concerns and experience. Standardized guidelines and training will help to effectively implement PRS into clinical practice. Developing these resources will be essential for PRS to fulfill its potential in personalized, patient-centered care.
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Affiliation(s)
- Julia Hughes
- Department of Medicine, University of British Columbia, Vancouver, BC V5M 1M9, Canada; (J.H.); (M.S.); (T.N.)
| | - Mikayla Shymka
- Department of Medicine, University of British Columbia, Vancouver, BC V5M 1M9, Canada; (J.H.); (M.S.); (T.N.)
| | - Trevor Ng
- Department of Medicine, University of British Columbia, Vancouver, BC V5M 1M9, Canada; (J.H.); (M.S.); (T.N.)
| | - Jobanjit S. Phulka
- Department of Medicine, University of British Columbia, Vancouver, BC V5M 1M9, Canada; (J.H.); (M.S.); (T.N.)
| | - Sina Safabakhsh
- Department of Medicine, University of British Columbia, Vancouver, BC V5M 1M9, Canada; (J.H.); (M.S.); (T.N.)
| | - Zachary Laksman
- Department of Medicine, University of British Columbia, Vancouver, BC V5M 1M9, Canada; (J.H.); (M.S.); (T.N.)
- Centre for Heart Lung Innovation (HLI), Vancouver, BC V6Z 1Y6, Canada
- School of Biomedical Engineering, University of British Columbia, Vancouver, BC V6T 2B9, Canada
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Zheng L, Smit AK, Cust AE, Janda M. Targeted Screening for Cancer: Learnings and Applicability to Melanoma: A Scoping Review. J Pers Med 2024; 14:863. [PMID: 39202054 PMCID: PMC11355139 DOI: 10.3390/jpm14080863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Revised: 08/12/2024] [Accepted: 08/13/2024] [Indexed: 09/03/2024] Open
Abstract
This scoping review aims to systematically gather evidence from personalized cancer-screening studies across various cancers, summarize key components and outcomes, and provide implications for a future personalized melanoma-screening strategy. Peer-reviewed articles and clinical trial databases were searched for, with restrictions on language and publication date. Sixteen distinct studies were identified and included in this review. The studies' results were synthesized according to key components, including risk assessment, risk thresholds, screening pathways, and primary outcomes of interest. Studies most frequently reported about breast cancers (n = 7), followed by colorectal (n = 5), prostate (n = 2), lung (n = 1), and ovarian cancers (n = 1). The identified screening programs were evaluated predominately in Europe (n = 6) and North America (n = 4). The studies employed multiple different risk assessment tools, screening schedules, and outcome measurements, with few consistent approaches identified across the studies. The benefit-harm assessment of each proposed personalized screening program indicated that the majority were feasible and effective. The establishment of a personalized screening program is complex, but results of the reviewed studies indicate that it is feasible, can improve participation rates, and screening outcomes. While the review primarily examines screening programs for cancers other than melanoma, the insights can be used to inform the development of a personalized melanoma screening strategy.
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Affiliation(s)
- Lejie Zheng
- Centre for Health Services Research, The University of Queensland, St. Lucia, QLD 4067, Australia;
| | - Amelia K. Smit
- The Daffodil Centre, The University of Sydney, a Joint Venture with Cancer Council NSW, Sydney, NSW 2006, Australia; (A.K.S.); (A.E.C.)
- Melanoma Institute Australia, The University of Sydney, Sydney, NSW 2065, Australia
| | - Anne E. Cust
- The Daffodil Centre, The University of Sydney, a Joint Venture with Cancer Council NSW, Sydney, NSW 2006, Australia; (A.K.S.); (A.E.C.)
- Melanoma Institute Australia, The University of Sydney, Sydney, NSW 2065, Australia
| | - Monika Janda
- Centre for Health Services Research, The University of Queensland, St. Lucia, QLD 4067, Australia;
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Fuat A, Adlen E, Monane M, Coll R, Groves S, Little E, Wild J, Kamali FJ, Soni Y, Haining S, Riding H, Riveros-Mckay F, Peneva I, Lachapelle A, Giner-Delgado C, Weale ME, Plagnol V, Harrison S, Donnelly P. A polygenic risk score added to a QRISK®2 cardiovascular disease risk calculator demonstrated robust clinical acceptance and clinical utility in the primary care setting. Eur J Prev Cardiol 2024; 31:716-722. [PMID: 38243727 DOI: 10.1093/eurjpc/zwae004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 12/08/2023] [Accepted: 12/08/2023] [Indexed: 01/21/2024]
Abstract
AIMS The aim of the study was to assess the real-world feasibility, acceptability, and impact of an integrated risk tool for cardiovascular disease (CVD IRT, combining the standard QRISK®2 risk algorithm with a polygenic risk score), implemented within routine primary practice in the UK National Health Service. METHODS AND RESULTS The Healthcare Evaluation of Absolute Risk Testing Study (NCT05294419) evaluated participants undergoing primary care health checks. Both QRISK2 and CVD IRT scores were returned to the healthcare providers (HCPs), who then communicated the results to participants. The primary outcome of the study was feasibility of CVD IRT implementation. Secondary outcomes included changes in CVD risk (QRISK2 vs. CVD IRT) and impact of the CVD IRT on clinical decision-making. A total of 832 eligible participants (median age 55 years, 62% females, 97.5% White ethnicity) were enrolled across 12 UK primary care practices. Cardiovascular disease IRT scores were obtained on 100% of the blood samples. Healthcare providers stated that the CVD IRT could be incorporated into routine primary care in a straightforward manner in 90.7% of reports. Participants stated they were 'likely' or 'very likely' to recommend the use of this test to their family or friends in 86.9% of reports. Participants stated that the test was personally useful (98.8%) and that the results were easy to understand (94.6%). When CVD IRT exceeded QRISK2, HCPs planned changes in management for 108/388 (27.8%) of participants and 47% (62/132) of participants with absolute risk score changes of >2%. CONCLUSION Amongst HCPs and participants who agreed to the trial of genetic data for refinement of clinical risk prediction in primary care, we observed that CVD IRT implementation was feasible and well accepted. The CVD IRT results were associated with planned changes in prevention strategies.
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Affiliation(s)
| | - Ella Adlen
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
| | - Mark Monane
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
| | - Ruth Coll
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
| | - Sarah Groves
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
| | | | | | | | - Yusuf Soni
- Riverside General Practice, Stockton-on-Tees, UK
| | - Shona Haining
- Research and Evidence, NHS North of England Commissioning Support, Durham, UK
| | - Helen Riding
- Research and Evidence, NHS North of England Commissioning Support, Durham, UK
| | | | - Iliana Peneva
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
| | | | | | - Michael E Weale
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
| | - Vincent Plagnol
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
| | - Seamus Harrison
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
| | - Peter Donnelly
- Genomics plc, King Charles House, Park End Street, Oxford OX1 1JD, UK
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Chen X, Heisser T, Cardoso R, Hoffmeister M, Brenner H. Personalized Initial Screening Age for Colorectal Cancer in Individuals at Average Risk. JAMA Netw Open 2023; 6:e2339670. [PMID: 37878311 PMCID: PMC10600582 DOI: 10.1001/jamanetworkopen.2023.39670] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 09/12/2023] [Indexed: 10/26/2023] Open
Abstract
Importance Colorectal cancer (CRC) risk varies widely in the population at average risk without a family history, but there are no established routines for translating this variation into personalized starting ages of screening. Objective To illustrate derivation of risk-adapted starting ages of CRC screening based on the concept of risk advancement period (RAP) using sex and a polygenic risk score (PRS) as an example. Design, Setting, and Participants This cohort study included participants in the UK Biobank study recruited in England, Wales, and Scotland between March 13, 2006, and October 1, 2010. Participants were aged 40 to 69 years, with no previous bowel cancer screening and no family history of CRC. Follow-up of cancer data was completed February 29, 2020, for England and Wales and January 31, 2021, for Scotland. The censoring date for death data was September 30, 2021, for England and Wales and October 31, 2021, for Scotland. Exposures Data on age, sex, and family history were collected at the baseline interview. A PRS was calculated based on 139 CRC-related risk loci. Main Outcomes and Measures Hazard ratios (HRs) of sex and PRS with CRC risk and mortality were estimated using Cox proportional hazards regression models and were translated to RAPs to quantify how many years of age earlier or later men and individuals in higher or lower PRS deciles would reach risks comparable with those of the reference group (ie, women or those in the 5th and 6th PRS deciles). Results Among 242 779 participants (median age, 55 [IQR, 48-61] years; 55.7% women), 2714 incident CRC cases were identified during a median follow-up of 11.2 (IQR, 10.5-11.8) years and 758 deaths during a median follow-up of 12.8 (IQR, 12.0-13.4) years. The HRs of CRC risk were 1.57 (95% CI, 1.46-1.70) for men vs women and ranged from 0.51 (95% CI, 0.41-0.62) to 2.29 (95% CI, 2.01-2.62) across PRS deciles compared with the reference. The RAPs were 5.6 (95% CI, 4.6-6.6) years for men vs women and ranged from -8.4 (95% CI, -11.0 to -5.9) to 10.3 (95% CI, 8.5-12.1) years across PRS deciles compared with the reference deciles. Risk-adapted starting ages of screening would vary by 24 years between men in the highest PRS decile and women in the lowest PRS decile. Similar results were obtained regarding CRC mortality. Conclusions and Relevance In this large cohort study including women and men at average risk of CRC, risk-adapted starting ages of screening strongly varied by sex and a PRS. The RAP concept could easily accommodate additional factors for defining personalized starting ages of screening.
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Affiliation(s)
- Xuechen Chen
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
- Medical Faculty Heidelberg, Heidelberg University, Heidelberg, Germany
| | - Thomas Heisser
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - Rafael Cardoso
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - Michael Hoffmeister
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
| | - Hermann Brenner
- Division of Clinical Epidemiology and Aging Research, German Cancer Research Center, Heidelberg, Germany
- Division of Preventive Oncology, German Cancer Research Center and National Center for Tumor Diseases, Heidelberg, Germany
- German Cancer Consortium, German Cancer Research Center, Heidelberg, Germany
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Abdellaoui A, Yengo L, Verweij KJH, Visscher PM. 15 years of GWAS discovery: Realizing the promise. Am J Hum Genet 2023; 110:179-194. [PMID: 36634672 PMCID: PMC9943775 DOI: 10.1016/j.ajhg.2022.12.011] [Citation(s) in RCA: 163] [Impact Index Per Article: 81.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
It has been 15 years since the advent of the genome-wide association study (GWAS) era. Here, we review how this experimental design has realized its promise by facilitating an impressive range of discoveries with remarkable impact on multiple fields, including population genetics, complex trait genetics, epidemiology, social science, and medicine. We predict that the emergence of large-scale biobanks will continue to expand to more diverse populations and capture more of the allele frequency spectrum through whole-genome sequencing, which will further improve our ability to investigate the causes and consequences of human genetic variation for complex traits and diseases.
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Affiliation(s)
- Abdel Abdellaoui
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands.
| | - Loic Yengo
- Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD, Australia
| | - Karin J H Verweij
- Department of Psychiatry, Amsterdam UMC, University of Amsterdam, Amsterdam, the Netherlands
| | - Peter M Visscher
- Institute for Molecular Bioscience, University of Queensland, Brisbane, QLD, Australia
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