polygenic risk scores

多基因风险评分
  • 文章类型: Journal Article
    脊柱关节病(SpA),包括强直性脊柱炎(AS)和银屑病关节炎(PsA),根据家庭研究和全基因组关联研究(GWAS)得出的遗传力估计,已证明具有实质性的遗传易感性。GWAS已经发现了许多与SpA易感性相关的遗传基因座,与人类白细胞抗原(HLA)基因显着相关,这是AS和PsA的主要遗传风险因素。已经确定了将PsA与仅皮肤型银屑病区分开的特定位点,虽然这些仍然有限。有必要对更大样本量进行进一步研究,以鉴定更多的PsA特异性遗传标记。当前的研究重点是将这些遗传见解转化为临床应用。例如,多基因风险评分对疾病风险和诊断的分类显示出希望,未来的研究应侧重于完善这些风险评估工具,以改善SpA患者的临床结局.应对这些挑战将有助于将基因检测纳入患者护理并影响临床实践。
    Spondyloarthropathies (SpA), including ankylosing spondylitis (AS) and psoriatic arthritis (PsA), have been shown to have a substantial genetic predisposition based on heritability estimates derived from family studies and genome-wide association studies (GWAS). GWAS have uncovered numerous genetic loci associated with susceptibility to SpA, with significant associations to human leukocyte antigen (HLA) genes, which are major genetic risk factors for both AS and PsA. Specific loci differentiating PsA from cutaneous-only psoriasis have been identified, though these remain limited. Further research with larger sample sizes is necessary to identify more PsA-specific genetic markers. Current research focuses on translating these genetic insights into clinical applications. For example, polygenic risk scores are showing promise for the classification of disease risk and diagnosis and future research should focus on refining these risk assessment tools to improve clinical outcomes for individuals with SpA. Addressing these challenges will help integrate genetic testing into patients care and impact clinical practice.
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  • 文章类型: Journal Article
    背景:通过体外受精(IVF)产生的胚胎的遗传组成可以通过植入前遗传测试(PGT)进行检查。直到最近,PGT仅限于检测单基因,高风险致病变种,大型结构变体,和非整倍体。最近的进展使IVF胚胎的全基因组基因分型变得可行和负担得起,提高了筛查胚胎患乳腺癌等多基因疾病风险的可能性,高血压,糖尿病,或精神分裂症。尽管围绕这项新技术展开了激烈的争论,称为多基因胚胎筛查(PES;也称为PGT-P),它已经在一些国家提供给IVF患者。几篇文章研究了流行病学,临床,和对PES的伦理观点;然而,一个全面的,缺乏对这一新兴领域的原则性审查。
    目的:这篇综述有四个主要目标。首先,鉴于PES研究的跨学科性质,我们的目标是为对该主题感兴趣的生殖专家提供有关PES的独立教育背景。第二,我们对支持和反对引入PES的论点进行了全面和批判性的审查,将关键问题具体化和优先排序。我们还涵盖了IVF患者的态度,临床医生,和公众对PES。第三,我们区分了未来可能的PES患者组,强调与每个群体有关的好处和危害。最后,我们的审查,由ESHRE支持,旨在帮助医疗保健专业人员和政策制定者做出关于是否在诊所引入PES的决策,如果是这样,如何,和谁。
    方法:我们使用术语“多基因胚胎筛查”搜索了2003年1月1日至2024年1月3日之间发表的PubMed索引文章,\'多基因植入前\',和“PGT-P”。我们将评论限于英语的主要研究论文,其主要重点是针对医疗状况的PES。我们还包括没有出现在搜索中但被认为是相关的论文。
    结果:PES的主要理论益处是降低筛查后出生的儿童的终生多基因疾病风险。风险降低的幅度是根据统计模型预测的,模拟,和兄弟姐妹对分析。基于所有方法的结果表明,在最佳情况下,一种或多种疾病的相对风险降低是可能的。然而,由于这些模型抽象了几个实际限制,实现的收益可能会更小,特别是由于胚胎数量有限和未来风险估计的准确性不清楚.PES可能会对患者及其未来的孩子产生负面影响,以及社会。主要的个人危害是未经指示的IVF治疗,试管婴儿成功率可能会降低,和病人的困惑,不完整的咨询,选择过载。可能的主要社会危害包括丢弃的胚胎,对“设计婴儿”的需求不断增加,过分强调疾病的遗传决定因素,不平等的访问,非欧洲祖先的人的效用较低。益处和危害在主要潜在患者群体中有所不同,包括已经需要IVF的患者,有严重多基因疾病史的有生育能力的人,和肥沃健康的人。在美国,IVF患者和公众对PES的态度似乎是积极的,虽然医疗保健专业人员很谨慎,对临床效用持怀疑态度,关心病人的咨询。
    结论:PES降低多种多基因疾病风险的理论潜力需要进一步研究其益处和危害。鉴于大量的实际限制和可能的危害,特别是不必要的IVF治疗和丢弃的存活胚胎,在进一步澄清其利弊平衡之前,应仅在研究背景下提供PES。医疗保健专业人员和公众之间的态度差距需要通过扩大公众和患者的教育,并提供信息和公正的遗传咨询资源来缩小。
    BACKGROUND: The genetic composition of embryos generated by in vitro fertilization (IVF) can be examined with preimplantation genetic testing (PGT). Until recently, PGT was limited to detecting single-gene, high-risk pathogenic variants, large structural variants, and aneuploidy. Recent advances have made genome-wide genotyping of IVF embryos feasible and affordable, raising the possibility of screening embryos for their risk of polygenic diseases such as breast cancer, hypertension, diabetes, or schizophrenia. Despite a heated debate around this new technology, called polygenic embryo screening (PES; also PGT-P), it is already available to IVF patients in some countries. Several articles have studied epidemiological, clinical, and ethical perspectives on PES; however, a comprehensive, principled review of this emerging field is missing.
    OBJECTIVE: This review has four main goals. First, given the interdisciplinary nature of PES studies, we aim to provide a self-contained educational background about PES to reproductive specialists interested in the subject. Second, we provide a comprehensive and critical review of arguments for and against the introduction of PES, crystallizing and prioritizing the key issues. We also cover the attitudes of IVF patients, clinicians, and the public towards PES. Third, we distinguish between possible future groups of PES patients, highlighting the benefits and harms pertaining to each group. Finally, our review, which is supported by ESHRE, is intended to aid healthcare professionals and policymakers in decision-making regarding whether to introduce PES in the clinic, and if so, how, and to whom.
    METHODS: We searched for PubMed-indexed articles published between 1/1/2003 and 1/3/2024 using the terms \'polygenic embryo screening\', \'polygenic preimplantation\', and \'PGT-P\'. We limited the review to primary research papers in English whose main focus was PES for medical conditions. We also included papers that did not appear in the search but were deemed relevant.
    RESULTS: The main theoretical benefit of PES is a reduction in lifetime polygenic disease risk for children born after screening. The magnitude of the risk reduction has been predicted based on statistical modelling, simulations, and sibling pair analyses. Results based on all methods suggest that under the best-case scenario, large relative risk reductions are possible for one or more diseases. However, as these models abstract several practical limitations, the realized benefits may be smaller, particularly due to a limited number of embryos and unclear future accuracy of the risk estimates. PES may negatively impact patients and their future children, as well as society. The main personal harms are an unindicated IVF treatment, a possible reduction in IVF success rates, and patient confusion, incomplete counselling, and choice overload. The main possible societal harms include discarded embryos, an increasing demand for \'designer babies\', overemphasis of the genetic determinants of disease, unequal access, and lower utility in people of non-European ancestries. Benefits and harms will vary across the main potential patient groups, comprising patients already requiring IVF, fertile people with a history of a severe polygenic disease, and fertile healthy people. In the United States, the attitudes of IVF patients and the public towards PES seem positive, while healthcare professionals are cautious, sceptical about clinical utility, and concerned about patient counselling.
    CONCLUSIONS: The theoretical potential of PES to reduce risk across multiple polygenic diseases requires further research into its benefits and harms. Given the large number of practical limitations and possible harms, particularly unnecessary IVF treatments and discarded viable embryos, PES should be offered only within a research context before further clarity is achieved regarding its balance of benefits and harms. The gap in attitudes between healthcare professionals and the public needs to be narrowed by expanding public and patient education and providing resources for informative and unbiased genetic counselling.
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  • 文章类型: Journal Article
    痴呆的神经精神症状(NPSs)的临床特征和病理生理学已得到广泛研究。然而,认知衰退和阿尔茨海默病(AD)的临床前阶段NPSs的遗传结构和潜在神经生物学机制在很大程度上仍然未知。轻度行为障碍(MBI)代表了偶发性认知障碍的危险状态,其定义是在以后的生活中,非痴呆个体中持续NPS的出现。这些NPS包括情感失调,动机减少,冲动控制失调,异常的感知和思想内容,和社会不恰当。越来越多的证据最近开始进一步阐明MBI的遗传背景,重点研究其与AD相关遗传因素的潜在关联。载脂蛋白E(APOE)基因型和MS4A基因座与情感失调有关,ZCWPW1具有社交不称职和精神病,BIN1和EPHA1伴精神病,和NME8冷漠。MBI和多基因风险评分(PRS)之间的关联在AD痴呆方面也被探索。潜在的相关机制包括神经炎症,突触功能障碍,表观遗传修饰,氧化应激反应,蛋白酶体损伤,和异常的免疫反应。在这次审查中,我们总结并批判性地讨论了MBI遗传背景的现有证据,重点是AD,旨在深入了解潜在的潜在神经生物学机制,到目前为止,这在很大程度上仍未被探索。此外,我们提出了这个新兴领域的未来研究领域,目的是更好地了解MBI的分子病理生理学及其与认知衰退的遗传联系。
    The clinical features and pathophysiology of neuropsychiatric symptoms (NPSs) in dementia have been extensively studied. However, the genetic architecture and underlying neurobiological mechanisms of NPSs at preclinical stages of cognitive decline and Alzheimer\'s disease (AD) remain largely unknown. Mild behavioral impairment (MBI) represents an at-risk state for incident cognitive impairment and is defined by the emergence of persistent NPSs among non-demented individuals in later life. These NPSs include affective dysregulation, decreased motivation, impulse dyscontrol, abnormal perception and thought content, and social inappropriateness. Accumulating evidence has recently begun to shed more light on the genetic background of MBI, focusing on its potential association with genetic factors related to AD. The Apolipoprotein E (APOE) genotype and the MS4A locus have been associated with affective dysregulation, ZCWPW1 with social inappropriateness and psychosis, BIN1 and EPHA1 with psychosis, and NME8 with apathy. The association between MBI and polygenic risk scores (PRSs) in terms of AD dementia has been also explored. Potential implicated mechanisms include neuroinflammation, synaptic dysfunction, epigenetic modifications, oxidative stress responses, proteosomal impairment, and abnormal immune responses. In this review, we summarize and critically discuss the available evidence on the genetic background of MBI with an emphasis on AD, aiming to gain insights into the potential underlying neurobiological mechanisms, which till now remain largely unexplored. In addition, we propose future areas of research in this emerging field, with the aim to better understand the molecular pathophysiology of MBI and its genetic links with cognitive decline.
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  • 文章类型: Systematic Review
    在过去几年中,关于多基因风险评分(PRS)的前瞻性临床使用的辩论已大大增加。已经广泛强调了PRS在个人和人群水平上改善患者护理的潜在益处。尽管如此,在临床环境中使用PRS带来了许多尚未解决的伦理挑战和随之而来的规范差距,阻碍了其最佳实施.这里,我们对规范性文献的原因进行了系统回顾,这些文献讨论了与使用PRS预防和治疗常见复杂疾病有关的伦理问题和道德论点.总的来说,我们包含并分析了34条记录,从2013年到2023年。研究结果分为三个主要主题:在第一个主题中,我们考虑PRS对个人及其亲属的潜在危害。在主题“对健康公平的威胁”中,“我们考虑与社会相关的伦理问题,专注于正义问题。最后,主题“迈向最佳实践”收集了一系列研究重点和临时建议,以考虑PRS的最佳临床翻译。我们得出的结论是,在临床护理中使用PRS重振了健康正义问题上的旧辩论;但是,开放的问题,关于临床咨询的最佳实践,建议适用于单基因环境的伦理考虑不足以应对PRS新出现的挑战。
    Debates about the prospective clinical use of polygenic risk scores (PRS) have grown considerably in the last years. The potential benefits of PRS to improve patient care at individual and population levels have been extensively underlined. Nonetheless, the use of PRS in clinical contexts presents a number of unresolved ethical challenges and consequent normative gaps that hinder their optimal implementation. Here, we conducted a systematic review of reasons of the normative literature discussing ethical issues and moral arguments related to the use of PRS for the prevention and treatment of common complex diseases. In total, we have included and analyzed 34 records, spanning from 2013 to 2023. The findings have been organized in three major themes: in the first theme, we consider the potential harms of PRS to individuals and their kin. In the theme \"Threats to health equity,\" we consider ethical concerns of social relevance, with a focus on justice issues. Finally, the theme \"Towards best practices\" collects a series of research priorities and provisional recommendations to be considered for an optimal clinical translation of PRS. We conclude that the use of PRS in clinical care reinvigorates old debates in matters of health justice; however, open questions, regarding best practices in clinical counseling, suggest that the ethical considerations applicable in monogenic settings will not be sufficient to face PRS emerging challenges.
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  • 文章类型: Journal Article
    尽管部署了特定的乳腺癌筛查策略,近几十年来,乳腺癌发病率显著上升。为了扭转这一趋势,科学家对乳腺癌患病率进行了广泛的流行病学研究,识别众多个体危险因素,促进全民健康教育。再加上基因检测的进步,已经开发了基于乳腺癌基因的风险预测模型,尽管有固有的局限性。在新的千年里,人工智能(AI)作为主导技术力量的出现表明,用AI开发的乳腺癌预测模型可能代表研究的下一个前沿。
    Despite the deployment of specific breast cancer screening strategies, breast cancer incidence rates have escalated significantly over recent decades. In a bid to reverse this trend, scientists have engaged in extensive epidemiological research into breast cancer prevalence, identifying numerous individual risk factors and promoting population-wide health education. Coupled with advances in genetic testing, risk prediction models based on breast cancer genes have been developed, albeit with inherent limitations. In the new millennium, the emergence of artificial intelligence (AI) as a dominant technological force suggests that breast cancer prediction models developed with AI may represent the next frontier in research.
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  • 文章类型: Journal Article
    在过去的十年中,关于睡眠的定量和分子遗传学研究已大大增加。新的行为遗传学技术标志着睡眠研究的新时代。本文总结了过去十年中最重要的发现,遗传和环境对睡眠和睡眠障碍的影响及其与人类健康相关变量(包括焦虑和抑郁)的关系。在这篇综述中,我们简要介绍了行为遗传研究(例如双胞胎和全基因组关联研究)的主要方法。然后,我们讨论了以下方面的关键研究发现:遗传和环境对正常睡眠和睡眠障碍的影响,以及睡眠和健康变量之间的关联(强调了基因在睡眠个体差异中的重要作用及其与其他变量的关联)。最后,我们讨论了未来的调查路线并得出结论,包括那些专注于与这种类型的研究相关的问题和误解。在过去的十年中,我们对遗传和环境对睡眠及其疾病的影响的认识有所扩大。两者,双胞胎和全基因组关联研究表明,睡眠和睡眠障碍受到遗传因素的显著影响,并且首次将多种特定的遗传变异与睡眠特征和障碍相关联.
    During the last decade quantitative and molecular genetic research on sleep has increased considerably. New behavioural genetics techniques have marked a new era for sleep research. This paper provides a summary of the most important findings from the last ten years, on the genetic and environmental influences on sleep and sleep disorders and their associations with health-related variables (including anxiety and depression) in humans. In this review we present a brief summary of the main methods in behaviour genetic research (such as twin and genome-wide association studies). We then discuss key research findings on: genetic and environmental influences on normal sleep and sleep disorders, as well as on the association between sleep and health variables (highlighting a substantial role for genes in individual differences in sleep and their associations with other variables). We end by discussing future lines of enquiry and drawing conclusions, including those focused on problems and misconceptions associated with research of this type. In this last decade our knowledge about genetic and environmental influences on sleep and its disorders has expanded. Both, twin and genome-wide association studies show that sleep and sleep disorders are substantially influenced by genetic factors and for the very first time multiple specific genetic variants have been associated with sleep traits and disorders.
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  • 文章类型: Journal Article
    早期识别注意力缺陷/多动障碍(ADHD)对于减轻与其诊断相关的许多负面功能结果至关重要。因为多动症有很强的遗传基础,使用多基因风险评分(PRS)可能有助于ADHD的早期识别及相关结局.因此,我们对儿科人群中ADHD和PRS之间的关联进行了系统的检索.所有文章均按先验纳入和排除标准进行筛选,and,经过仔细审查,33项研究纳入我们的系统评价,16项具有可提取数据的研究纳入我们的荟萃分析。审查结果分为三个共同主题:ADHD-PRS与1)ADHD和ADHD症状的诊断2)精神病理学合并症和3)认知和教育结果之间的关联。较高的ADHD-PRS与诊断的几率增加(OR=1.37;p<0.001)和更多的ADHD症状(β=0.06;p<0.001)相关。虽然在系统评价中,ADHD-PRS与持续的诊断轨迹相关,荟萃分析未证实这些发现(OR=1.09;p=0.62).研究结果表明,ADHD-PRS与焦虑/抑郁(OR=1.16;p<0.001)和易怒/情绪失调(OR=1.14;p<0.001)等精神病理学合并症的几率增加有关。最后,虽然系统评价显示ADHD-PRS与各种负面认知结果相关,荟萃分析显示无显著相关性(β=0.08;p=0.07)。我们对现有文献的回顾表明,ADHD-PRS,连同风险因素,可能有助于早期发现疑似ADHD和相关疾病的儿童。
    Early identification of attention-deficit/hyperactivity disorder (ADHD) is critical for mitigating the many negative functional outcomes associated with its diagnosis. Because of the strong genetic basis of ADHD, the use of polygenic risk scores (PRS) could potentially aid in the early identification of ADHD and associated outcomes. Therefore, a systematic search of the literature on the association between ADHD and PRS in pediatric populations was conducted. All articles were screened for a priori inclusion and exclusion criteria, and, after careful review, 33 studies were included in our systematic review and 16 studies with extractable data were included in our meta-analysis. The results of the review were categorized into three common themes: the associations between ADHD-PRS with 1) the diagnosis of ADHD and ADHD symptoms 2) comorbid psychopathology and 3) cognitive and educational outcomes. Higher ADHD-PRS were associated with increased odds of having a diagnosis (OR = 1.37; p<0.001) and more symptoms of ADHD (β = 0.06; p<0.001). While ADHD-PRS were associated with a persistent diagnostic trajectory over time in the systematic review, the meta-analysis did not confirm these findings (OR = 1.09; p = 0.62). Findings showed that ADHD-PRS were associated with increased odds for comorbid psychopathology such as anxiety/depression (OR = 1.16; p<0.001) and irritability/emotional dysregulation (OR = 1.14; p<0.001). Finally, while the systematic review showed that ADHD-PRS were associated with a variety of negative cognitive outcomes, the meta-analysis showed no significant association (β = 0.08; p = 0.07). Our review of the available literature suggests that ADHD-PRS, together with risk factors, may contribute to the early identification of children with suspected ADHD and associated disorders.
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  • 文章类型: Journal Article
    基于风险因素的模型无法准确估计选定人群的风险,尤其是年轻人。相当数量的人也被归类为处于中等风险,对他们来说,最佳的预防策略可能更精确。几种个性化风险预测工具,包括冠状动脉钙评分,多基因风险评分,代谢风险评分可以改善风险评估,等待临床试验的支持性结果数据。其他工具可能会在不久的将来出现。风险预测的多维方法具有精确风险预测的前景。这可以实现有针对性的预防,最大限度地减少不必要的成本和风险,同时最大限度地提高收益。也可以在生命早期发现高危人群,创造机会阻止新生冠状动脉粥样硬化的发展并预防未来的临床事件。
    Risk factor-based models fail to accurately estimate risk in select populations, in particular younger individuals. A sizable number of people are also classified as being at intermediate risk, for whom the optimal preventive strategy could be more precise. Several personalized risk prediction tools, including coronary artery calcium scoring, polygenic risk scores, and metabolic risk scores may be able to improve risk assessment, pending supportive outcome data from clinical trials. Other tools may well emerge in the near future. A multidimensional approach to risk prediction holds the promise of precise risk prediction. This could allow for targeted prevention minimizing unnecessary costs and risks while maximizing benefits. High-risk individuals could also be identified early in life, creating opportunities to arrest the development of nascent coronary atherosclerosis and prevent future clinical events.
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  • 文章类型: Journal Article
    多基因风险影响癌症易感性。我们评估了多基因风险评分是否可以与未来疾病状态的其他预测因子一起用于癌症的成本效益风险分层筛查。
    我们对通过多基因风险评分评估筛查干预措施与更常规的筛查方式相比的成本效益的论文进行了系统评价。我们纳入了报告成本效益结果的论文,对癌症类型或多基因风险模型的形式没有限制。我们使用卫生经济研究质量清单评估研究。
    本综述共纳入10项研究,调查了3种癌症:前列腺癌(n=5),结直肠(n=3),和乳房(n=2)。在这10篇论文中,当使用质量清单评估时,9得分很高(在0-100量表上得分>75)。在这10项研究中,8得出结论,多基因风险信息癌症筛查可能比替代方案更具成本效益。
    尽管纳入的研究得出了积极的结论,由于缺乏关于多基因风险分层成本的有力证据,尚不清楚多基因风险分层是否有助于具有成本效益的癌症筛查。不同祖先的影响,潜在的下游经济后遗症,以及将收集和使用大量的多基因风险数据。
    Polygenic risk influences susceptibility to cancer. We assessed whether polygenic risk scores could be used in conjunction with other predictors of future disease status in cost-effective risk-stratified screening for cancer.
    We undertook a systematic review of papers that evaluated the cost-effectiveness of screening interventions informed by polygenic risk scores compared with more conventional screening modalities. We included papers reporting cost-effectiveness outcomes with no restriction on type of cancer or form of polygenic risk modeled. We evaluated studies using the Quality of Health Economic Studies checklist.
    A total of 10 studies were included in the review, which investigated 3 cancers: prostate (n = 5), colorectal (n = 3), and breast (n = 2). Of the 10 papers, 9 scored highly (score >75 on a 0-100 scale) when assessed using the quality checklist. Of the 10 studies, 8 concluded that polygenic risk-informed cancer screening was likely to be more cost-effective than alternatives.
    Despite the positive conclusions of the included studies, it is unclear if polygenic risk stratification will contribute to cost-effective cancer screening given the absence of robust evidence on the costs of polygenic risk stratification, the effects of differential ancestry, potential downstream economic sequalae, and how large volumes of polygenic risk data would be collected and used.
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  • 文章类型: Journal Article
    目的综述预测肾癌发生发展的遗传风险模型的研究现状,通过识别和比较已发布模型的性能。
    从最近的系统评价和Cancer-PRS网络目录中确定了风险模型。模型的叙事综合,我们进行了之前的验证研究和相关的全基因组关联研究(GWAS).然后在英国生物库(UKB)队列中评估和比较已识别模型的区分和校准(案例,452;控件,487925)。
    总共鉴定了39个预测肾癌发展的遗传模型,并在UKB中验证了31个。在该队列中,几种仅遗传模型(25个中的7个)和大多数混合遗传-表型模型(6个中的5个)具有一定的判别能力(受试者工作特征曲线下面积>0.5)。总的来说,含有大量在GWAS中鉴定的遗传变异的模型比含有少量与已知因果途径相关的变异的模型表现更好.然而,纳入的模型的性能始终低于其他癌症的遗传风险模型.
    尽管遗传模型有可能识别出罹患肾癌风险最高的人群,它们的表现比其他癌症的最佳遗传风险模型差。这可能是由于迄今为止在GWAS中鉴定的与肾癌相关的遗传变异相对较少。改进的肾癌遗传风险模型的发展取决于与该疾病相关的更多变异的鉴定。这些是否在未来的肾癌筛查途径中具有实用性尚待确定。
    To review the current state of genetic risk models for predicting the development of kidney cancer, by identifying and comparing the performance of published models.
    Risk models were identified from a recent systematic review and the Cancer-PRS web directory. A narrative synthesis of the models, previous validation studies and related genome-wide association studies (GWAS) was carried out. The discrimination and calibration of the identified models was then assessed and compared in the UK Biobank (UKB) cohort (cases, 452; controls, 487 925).
    A total of 39 genetic models predicting the development of kidney cancer were identified and 31 were validated in the UKB. Several of the genetic-only models (seven of 25) and most of the mixed genetic-phenotypic models (five of six) had some discriminatory ability (area under the receiver operating characteristic curve >0.5) in this cohort. In general, models containing a larger number of genetic variants identified in GWAS performed better than models containing a small number of variants associated with known causal pathways. However, the performance of the included models was consistently poorer than genetic risk models for other cancers.
    Although there is potential for genetic models to identify those at highest risk of developing kidney cancer, their performance is poorer than the best genetic risk models for other cancers. This may be due to the comparatively small number of genetic variants associated with kidney cancer identified in GWAS to date. The development of improved genetic risk models for kidney cancer is dependent on the identification of more variants associated with this disease. Whether these will have utility within future kidney cancer screening pathways is yet to determined.
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