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The Rotterdam Study. Design update and major findings between 2020 and 2024. 鹿特丹研究。2020 至 2024 年间的设计更新和主要研究成果。
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-02-01 Epub Date: 2024-02-07 DOI: 10.1007/s10654-023-01094-1
M Arfan Ikram, Brenda C T Kieboom, Willem Pieter Brouwer, Guy Brusselle, Layal Chaker, Mohsen Ghanbari, André Goedegebure, M Kamran Ikram, Maryam Kavousi, Rob J de Knegt, Annemarie I Luik, Joyce van Meurs, Luba M Pardo, Fernando Rivadeneira, Frank J A van Rooij, Meike W Vernooij, Trudy Voortman, Natalie Terzikhan

The Rotterdam Study is a population-based cohort study, started in 1990 in the district of Ommoord in the city of Rotterdam, the Netherlands, with the aim to describe the prevalence and incidence, unravel the etiology, and identify targets for prediction, prevention or intervention of multifactorial diseases in mid-life and elderly. The study currently includes 17,931 participants (overall response rate 65%), aged 40 years and over, who are examined in-person every 3 to 5 years in a dedicated research facility, and who are followed-up continuously through automated linkage with health care providers, both regionally and nationally. Research within the Rotterdam Study is carried out along two axes. First, research lines are oriented around diseases and clinical conditions, which are reflective of medical specializations. Second, cross-cutting research lines transverse these clinical demarcations allowing for inter- and multidisciplinary research. These research lines generally reflect subdomains within epidemiology. This paper describes recent methodological updates and main findings from each of these research lines. Also, future perspective for coming years highlighted.

鹿特丹研究是一项以人口为基础的队列研究,于 1990 年在荷兰鹿特丹市的 Ommoord 区启动,旨在描述中老年多因素疾病的流行和发病情况,揭示病因,并确定预测、预防或干预目标。该研究目前包括 17931 名 40 岁及以上的参与者(总回复率为 65%),他们每 3 至 5 年在专门的研究机构接受一次亲自检查,并通过与地区和国家医疗保健提供者的自动链接进行持续跟踪。鹿特丹研究的研究工作围绕两个轴心展开。首先,研究项目围绕疾病和临床症状展开,反映了医学专业的特点。其次,横向研究路线横穿这些临床分界线,以便开展跨学科和多学科研究。这些研究方向通常反映了流行病学的子领域。本文介绍了每个研究领域的最新方法和主要发现。此外,还重点介绍了未来几年的展望。
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引用次数: 0
Dimensions of health data Integrity. 健康数据完整性的各个方面。
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-02-01 Epub Date: 2024-02-15 DOI: 10.1007/s10654-024-01106-8
Jochen K Lennerz, Nick Schneider, Karl Lauterbach

Health data integrity, as an emergent concept, stands to reshape the lifecycle of data-driven healthcare and research, ensuring a shared commitment to ethical practices and improved patient care.

健康数据完整性作为一个新兴概念,将重塑数据驱动的医疗保健和研究的生命周期,确保对道德实践和改善患者护理的共同承诺。
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引用次数: 0
Lifestyle changes in middle age and risk of cancer: evidence from the European Prospective Investigation into Cancer and Nutrition. 中年生活方式的改变与癌症风险:欧洲癌症与营养前瞻性调查的证据。
IF 7.7 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-02-01 Epub Date: 2024-01-05 DOI: 10.1007/s10654-023-01059-4
Edoardo Botteri, Giulia Peveri, Paula Berstad, Vincenzo Bagnardi, Geir Hoff, Alicia K Heath, Amanda J Cross, Paolo Vineis, Laure Dossus, Mattias Johansson, Heinz Freisling, Komodo Matta, Inge Huybrechts, Sairah L F Chen, Kristin B Borch, Torkjel M Sandanger, Therese H Nøst, Christina C Dahm, Christian S Antoniussen, Sandar Tin Tin, Agnès Fournier, Chloé Marques, Fanny Artaud, Maria-José Sánchez, Marcela Guevara, Carmen Santiuste, Antonio Agudo, Rashmita Bajracharya, Verena Katzke, Fulvio Ricceri, Claudia Agnoli, Manuela M Bergmann, Matthias B Schulze, Salvatore Panico, Giovanna Masala, Anne Tjønneland, Anja Olsen, Tanja Stocks, Jonas Manjer, Amaia Aizpurua-Atxega, Elisabete Weiderpass, Elio Riboli, Marc J Gunter, Pietro Ferrari

In this study, we aimed to provide novel evidence on the impact of changing lifestyle habits on cancer risk. In the EPIC cohort, 295,865 middle-aged participants returned a lifestyle questionnaire at baseline and during follow-up. At both timepoints, we calculated a healthy lifestyle index (HLI) score based on cigarette smoking, alcohol consumption, body mass index and physical activity. HLI ranged from 0 (most unfavourable) to 16 (most favourable). We estimated the association between HLI change and risk of lifestyle-related cancers-including cancer of the breast, lung, colorectum, stomach, liver, cervix, oesophagus, bladder, and others-using Cox regression models. We reported hazard ratios (HR) with 95% confidence intervals (CI). Median time between the two questionnaires was 5.7 years, median age at follow-up questionnaire was 59 years. After the follow-up questionnaire, we observed 14,933 lifestyle-related cancers over a median follow-up of 7.8 years. Each unit increase in the HLI score was associated with 4% lower risk of lifestyle-related cancers (HR 0.96; 95%CI 0.95-0.97). Among participants in the top HLI third at baseline (HLI > 11), those in the bottom third at follow-up (HLI ≤ 9) had 21% higher risk of lifestyle-related cancers (HR 1.21; 95%CI 1.07-1.37) than those remaining in the top third. Among participants in the bottom HLI third at baseline, those in the top third at follow-up had 25% lower risk of lifestyle-related cancers (HR 0.75; 95%CI 0.65-0.86) than those remaining in the bottom third. These results indicate that lifestyle changes in middle age may have a significant impact on cancer risk.

在这项研究中,我们旨在就改变生活习惯对癌症风险的影响提供新的证据。在 EPIC 队列中,有 295,865 名中年参与者在基线和随访期间返回了一份生活方式问卷。在这两个时间点,我们根据吸烟、饮酒、体重指数和体育锻炼情况计算了健康生活方式指数(HLI)得分。健康生活方式指数从 0(最不利)到 16(最有利)不等。我们使用 Cox 回归模型估算了 HLI 变化与生活方式相关癌症(包括乳腺癌、肺癌、结直肠癌、胃癌、肝癌、宫颈癌、食道癌、膀胱癌和其他癌症)风险之间的关系。我们报告了带有 95% 置信区间 (CI) 的危险比 (HR)。两次问卷调查之间的中位时间为 5.7 年,随访问卷调查时的中位年龄为 59 岁。在后续问卷调查后,我们观察到 14,933 例与生活方式相关的癌症,中位随访时间为 7.8 年。HLI得分每增加一个单位,与生活方式相关的癌症风险就会降低4%(HR 0.96;95%CI 0.95-0.97)。在基线HLI排名前三分之一(HLI>11)的参与者中,随访时排名后三分之一(HLI≤9)的参与者患生活方式相关癌症的风险(HR 1.21;95%CI 1.07-1.37)比排名前三分之一的参与者高21%。在基线时处于 HLI 底部三分之一的参与者中,随访时处于顶部三分之一的参与者患生活方式相关癌症的风险(HR 0.75;95%CI 0.65-0.86)比处于底部三分之一的参与者低 25%。这些结果表明,中年时期生活方式的改变可能会对癌症风险产生重大影响。
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引用次数: 0
Cohort profile: the China surgery and anesthesia cohort (CSAC). 队列概况:中国手术与麻醉队列(CSAC)。
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-02-01 Epub Date: 2024-01-10 DOI: 10.1007/s10654-023-01083-4
Lei Yang, Wenwen Chen, Dongxu Chen, Junhui He, Junren Wang, Yuanyuan Qu, Yao Yang, Yuling Tang, Huolin Zeng, Wanxin Deng, Hongxin Liu, Lining Huang, Xuze Li, Lei Du, Jin Liu, Qian Li, Huan Song

The China Surgery and Anaesthesia Cohort (CSAC) study was launched in July 2020 and is an ongoing prospective cohort study recruiting patients aged 40-65 years who underwent elective surgeries with general anaesthesia across four medical centres in China. The general objective of the CSAC study is to improve our understanding of the complex interaction between environmental and genetic components as well as to determine their effects on a wide range of interested surgery/anaesthesia-related outcomes. To achieve this goal, we collected enriched phenotypic data, e.g., sociodemographic characteristics, lifestyle factors, perioperative neuropsychological changes, anaesthesia- and surgery-related complications, and medical conditions, at recruitment, as well as through both active (at 1, 3, 7 days and 1, 3, 6, 12 months after surgery) and passive (for more than 1 year after surgery) follow-up assessments. We also obtained omics data from blood samples. In addition, COVID-19-related information was collected from all participants since January 2023, immediately after COVID-19 restrictions were eased in China. As of July 18, 2023, 12,766 participants (mean age = 52.40 years, 57.93% were female) completed baseline data collection (response rate = 94.68%), among which approximately 70% donated blood and hair samples. The follow-up rates within 12 months after surgery were > 92%. Our initial analyses have demonstrated the incidence of and risk factors for chronic postsurgical pain (CPSP) and postoperative cognitive dysfunction (POCD) among middle-aged Chinese individuals, which may prompt further mechanistic exploration and facilitate the development of effective interventions for preventing those conditions. Additional studies, such as genome-wide association analyses for identifying the genetic determinants of CPSP and POCD, are ongoing, and their findings will be released in the future.

中国手术与麻醉队列(CSAC)研究于 2020 年 7 月启动,是一项正在进行的前瞻性队列研究,招募年龄在 40-65 岁之间、在中国四个医疗中心接受全身麻醉择期手术的患者。CSAC研究的总体目标是加深我们对环境和遗传因素之间复杂相互作用的理解,并确定它们对各种相关手术/麻醉相关结果的影响。为实现这一目标,我们在招募时收集了丰富的表型数据,如社会人口学特征、生活方式因素、围术期神经心理学变化、麻醉和手术相关并发症以及医疗状况,并通过主动(术后 1、3、7 天和 1、3、6、12 个月)和被动(术后 1 年以上)随访评估收集了这些数据。我们还从血液样本中获得了omics数据。此外,自 2023 年 1 月中国放宽 COVID-19 限制后,我们立即收集了所有参与者的 COVID-19 相关信息。截至2023年7月18日,12766名参与者(平均年龄=52.40岁,57.93%为女性)完成了基线数据收集(回复率=94.68%),其中约70%捐献了血液和毛发样本。术后 12 个月内的随访率大于 92%。我们的初步分析表明了中国中年人术后慢性疼痛(CPSP)和术后认知功能障碍(POCD)的发生率和风险因素,这可能会促使我们进一步探索其机理,并促进开发有效的干预措施来预防这些疾病。其他研究正在进行中,例如为确定 CPSP 和 POCD 的遗传决定因素而进行的全基因组关联分析,其结果将在未来公布。
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引用次数: 0
Bias assessment and correction for Levin's population attributable fraction in the presence of confounding. 在存在混杂因素的情况下,对莱文人口可归因分数进行偏差评估和校正。
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-02-01 Epub Date: 2024-01-03 DOI: 10.1007/s10654-023-01063-8
John Ferguson, Alberto Alvarez, Martin Mulligan, Conor Judge, Martin O'Donnell

In 1953, Morton Levin introduced a simple approach to estimating population attributable fractions (PAF) depending only on risk factor prevalence and relative risk. This formula and its extensions are still in widespread use today, particularly to estimate PAF in populations where individual data is unavailable. Unfortunately, Levin's approach is known to be asymptotically biased for the PAF when the risk factor-disease relationship is confounded even if relative risks that are correctly adjusted for confounding are used in the estimator. Here we describe a simple re-expression of Miettinen's estimand that depends on the causal relative risk, the unadjusted relative risk and the population risk factor prevalence. While this re-expression is not new, it has been underappreciated in the literature, and the associated estimator may be useful in estimating PAF in populations when individual data is unavailable provided estimated adjusted and unadjusted relative risks can be transported to the population of interest. Using the re-expressed estimand, we develop novel analytic formulae for the relative and absolute asymptotic bias in Levin's formula, solidifying earlier work by Darrow and Steenland that used simulations to investigate this bias. We extend all results to settings with non-binary valued risk factors and continuous exposures and discuss the utility of these results in estimating PAF in practice.

1953 年,莫顿-列文(Morton Levin)提出了一种简单的方法来估算人群可归因分数(PAF),这种方法只依赖于风险因素的流行率和相对风险。这一公式及其扩展至今仍被广泛使用,特别是在缺乏个体数据的人群中估算 PAF。遗憾的是,众所周知,当风险因素与疾病的关系受到混杂因素影响时,即使在估算中使用了针对混杂因素进行了正确调整的相对风险,Levin 的方法也会对 PAF 产生渐近偏差。在这里,我们描述了 Miettinen 估计数的一个简单重表达式,它取决于因果相对风险、未调整相对风险和人群风险因素流行率。虽然这种重新表达并不新鲜,但在文献中一直未得到充分重视,相关的估算器可能有助于在缺乏个体数据的情况下估算人群中的 PAF,前提是估算的调整和未调整相对风险可以转移到相关人群中。利用重新表达的估计值,我们为列文式中的相对偏差和绝对渐近偏差开发了新的分析公式,巩固了达罗(Darrow)和斯坦兰(Steenland)使用模拟来研究这种偏差的早期工作。我们将所有结果扩展到非二元风险因素和连续暴露的环境中,并讨论了这些结果在实践中估计 PAF 的实用性。
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引用次数: 0
A diet-wide association study for liver cancer risk: findings from a prospective cohort study in Chinese men. 肝癌风险的全膳食关联研究:中国男性前瞻性队列研究的结果。
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-02-01 Epub Date: 2024-01-10 DOI: 10.1007/s10654-023-01071-8
Jia-Yi Tuo, Zhuo-Ying Li, Qiu-Ming Shen, Yu-Ting Tan, Hong-Lan Li, Yong-Bing Xiang

Dietary factors have been extensively investigated as possible risk factors for liver cancer, but the evidence is inconclusive. Our study systematically assessed the association between 142 foods and nutrients and liver cancer risk in a Chinese population using a diet-wide association study. Based on data from 59,844 men in the Shanghai Men's Health Study (SMHS), we assessed the diet intake by dietary questionnaires. Cox regression was used to quantify the association between each food and nutrient and liver cancer risk. A false discovery rate (FDR) of 0.05 was used to select the foods and nutrients for validation. In the cohort, 431 liver cancer cases were identified during 712,373 person-years of follow-up. Retinol (HR per 1 SD increment = 1.09, 95% CI: 1.03-1.14) was associated with a higher risk of liver cancer, whereas onions (HR per 1 SD increment = 0.67, 95% CI: 0.54-0.84) and manganese (HR per 1 SD increment = 0.85, 95% CI: 0.78-0.94) were inversely associated with liver cancer risk. In the replication analysis, estimates for these foods and nutrients were similar in magnitude and direction. Our findings confirm that retinol, onions and manganese were associated with liver cancer risk, which provides reliable evidence between diet and liver cancer development.

膳食因素作为肝癌的可能风险因素已被广泛研究,但目前尚无定论。我们的研究采用全膳食关联研究的方法,系统地评估了中国人群中 142 种食物和营养素与肝癌风险之间的关联。根据上海男性健康研究(SMHS)中 59844 名男性的数据,我们通过膳食调查问卷评估了他们的膳食摄入量。我们采用考克斯回归法来量化每种食物和营养素与肝癌风险之间的关联。采用0.05的误发现率(FDR)来选择进行验证的食物和营养素。在712,373人年的随访中,共发现了431例肝癌病例。视黄醇(每 1 SD 增量的 HR = 1.09,95% CI:1.03-1.14)与肝癌风险较高相关,而洋葱(每 1 SD 增量的 HR = 0.67,95% CI:0.54-0.84)和锰(每 1 SD 增量的 HR = 0.85,95% CI:0.78-0.94)与肝癌风险成反比。在重复分析中,这些食物和营养素的估计值在幅度和方向上相似。我们的研究结果证实,视黄醇、洋葱和锰与肝癌风险有关,这为饮食与肝癌的发生提供了可靠的证据。
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引用次数: 0
The impact of the COVID-19 pandemic on mortality in Sweden-Did it differ across socioeconomic groups? COVID-19 大流行对瑞典死亡率的影响--不同社会经济群体之间是否存在差异?
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-02-01 Epub Date: 2024-01-05 DOI: 10.1007/s10654-023-01068-3
Thor Norström, Mats Ramstedt

The characterization of the socioeconomic profile of COVID-19 mortality is limited. Likewise, the mapping of potential indirect adverse outcomes of the pandemic, such as suicide and alcohol abuse, along socioeconomic lines is still meagre. The main aim of this paper is to (i) depict SES-differences in COVID-19 mortality, and (ii) to assess the impact of the COVID-19 pandemic on suicide and alcohol mortality across socioeconomic groups. We used Swedish monthly data spanning the period January 2016-December 2021. We chose education as indicator of socioeconomic status (SES). The following causes of deaths were included in the analysis: COVID-19, all-cause mortality excluding COVID-19, suicide and a composite index of alcohol-specific deaths. SARIMA-modelling was used to assess the impact of the pandemic on suicide and alcohol-specific mortality. Two alternative measures of the pandemic were used: (1) a dummy that was coded 1 during the pandemic (March 2020 and onwards), and 0 otherwise, and (2) the Oxford COVID-19 Government Response Tracker's Stringency Index. There was a marked SES-gradient in COVID-19 mortality in the working-age population (25-64) which was larger than for other causes of death. A SES-gradient was also found in the old-age population, but this gradient did not differ from the gradient for other causes of death. The outcome from the SARIMA time-series analyses suggested that the pandemic did not have any impact on suicide or alcohol-specific mortality in any of the educational and gender groups.

COVID-19 死亡率的社会经济特征描述有限。同样,对这一流行病可能造成的间接不良后果(如自杀和酗酒)的社会经济特征描述也很有限。本文的主要目的是:(i) 描述 COVID-19 死亡率的社会经济地位差异;(ii) 评估 COVID-19 大流行对不同社会经济群体的自杀和酗酒死亡率的影响。我们使用了瑞典 2016 年 1 月至 2021 年 12 月期间的月度数据。我们选择教育程度作为社会经济地位(SES)的指标。分析包括以下死因:COVID-19、不包括 COVID-19 的全因死亡率、自杀和酒精特异性死亡综合指数。SARIMA 模型用于评估大流行病对自杀和酒精导致的死亡的影响。采用了两种不同的大流行衡量方法:(1) 在大流行期间(2020 年 3 月及以后)编码为 1,否则编码为 0 的虚拟变量;(2) 牛津 COVID-19 政府响应跟踪的严格指数。在 COVID-19 中,工作年龄人口(25-64 岁)的死亡率存在明显的社会经济梯度,该梯度大于其他死因。在老年人口中也发现了社会经济地位梯度,但这一梯度与其他死因的梯度并无不同。SARIMA 时间序列分析的结果表明,大流行病对任何教育和性别群体的自杀或酗酒死亡率都没有影响。
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引用次数: 0
The magnitude and direction of the relationship between risk factor and cognition depends on age: a pooled analysis of 5 community-based studies. 风险因素与认知之间关系的程度和方向取决于年龄:对 5 项社区研究的汇总分析。
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-02-01 Epub Date: 2024-01-05 DOI: 10.1007/s10654-023-01087-0
Osorio Meirelles, Anthony Arnette, Vilmundur Guðnason, Lenore J Launer

The mixed evidence of the association between high levels of cardiovascular risk factors (CVRF) and the risk for cognitive impairment may be due to confounding of age across studies. We pooled and harmonized individual-level data (30,967 persons, age range 42-96 years) from five prospective cohorts to investigate by 1 year age increments to investigate whether or not there is change in slope describing the association of CVRF to a cognitive outcome (Digit Symbol Substitution Test; DSST). The CVRF included: systolic and diastolic blood pressure, total cholesterol, fasting glucose and body mass index. Linear and quadratic piecewise regression models were fit to the trajectory patterns of these slopes (betas). The pattern of yearly slope changes showed higher CVRF were associated with lower DSST, but associations attenuated toward zero as age increased for all but DBP where 1 year slopes for DBP changed direction from negative to positive from mid- to late-age. Age is not only a driver of cognitive decline-age also modifies the direction and strength of the association of cognitive function to CVRF and cohort age may be one reason why the evidence for CVRF-CD association is mixed.

高水平的心血管风险因素(CVRF)与认知障碍风险之间的关系证据不一,这可能是由于不同研究中年龄的混淆。我们汇集并统一了来自五个前瞻性队列的个人水平数据(30967 人,年龄范围为 42-96 岁),以 1 岁为增量进行调查,研究描述 CVRF 与认知结果(数字符号替换测试;DSST)相关性的斜率是否发生变化。CVRF 包括:收缩压和舒张压、总胆固醇、空腹血糖和体重指数。对这些斜率(β)的轨迹模式拟合了线性和二次片断回归模型。年斜率变化模式显示,较高的 CVRF 与较低的 DSST 相关,但随着年龄的增长,除 DBP 外,其他指标的相关性都趋于零。年龄不仅是认知能力下降的驱动因素,年龄也会改变认知功能与 CVRF 关联的方向和强度,队列年龄可能是 CVRF 与 CD 关联证据不一的原因之一。
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引用次数: 0
Two sample Mendelian Randomisation using an outcome from a multilevel model of disease progression 使用疾病进展多层次模型中的结果进行双样本孟德尔随机试验
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-01-28 DOI: 10.1007/s10654-023-01093-2
Michael Lawton, Yoav Ben-Shlomo, Apostolos Gkatzionis, Michele T. Hu, Donald Grosset, Kate Tilling

Identifying factors that are causes of disease progression, especially in neurodegenerative diseases, is of considerable interest. Disease progression can be described as a trajectory of outcome over time—for example, a linear trajectory having both an intercept (severity at time zero) and a slope (rate of change). A technique for identifying causal relationships between one exposure and one outcome in observational data whilst avoiding bias due to confounding is two sample Mendelian Randomisation (2SMR). We consider a multivariate approach to 2SMR using a multilevel model for disease progression to estimate the causal effect an exposure has on the intercept and slope. We carry out a simulation study comparing a naïve univariate 2SMR approach to a multivariate 2SMR approach with one exposure that effects both the intercept and slope of an outcome that changes linearly with time since diagnosis. The simulation study results, across six different scenarios, for both approaches were similar with no evidence against a non-zero bias and appropriate coverage of the 95% confidence intervals (for intercept 93.4–96.2% and the slope 94.5–96.0%). The multivariate approach gives a better joint coverage of both the intercept and slope effects. We also apply our method to two Parkinson’s cohorts to examine the effect body mass index has on disease progression. There was no strong evidence that BMI affects disease progression, however the confidence intervals for both intercept and slope were wide.

找出导致疾病进展(尤其是神经退行性疾病)的因素是人们相当感兴趣的问题。疾病进展可以描述为结果随时间变化的轨迹--例如,具有截距(零时的严重程度)和斜率(变化率)的线性轨迹。双样本孟德尔随机法(2SMR)是一种在观测数据中确定一种暴露与一种结果之间因果关系的技术,同时可避免混杂因素造成的偏差。我们考虑了一种多变量的 2SMR 方法,利用疾病进展的多层次模型来估计暴露对截距和斜率的因果效应。我们进行了一项模拟研究,比较了天真的单变量 2SMR 方法和多变量 2SMR 方法,其中单变量 2SMR 方法中的一种暴露会同时影响截距和斜率,而截距和斜率会随着诊断后的时间发生线性变化。在六种不同的情况下,两种方法的模拟研究结果相似,没有证据表明存在非零偏倚,95%置信区间的覆盖率适当(截距为 93.4-96.2%,斜率为 94.5-96.0%)。多变量方法对截距和斜率效应的联合覆盖效果更好。我们还将我们的方法应用于两个帕金森病队列,以研究体重指数对疾病进展的影响。没有强有力的证据表明体重指数会影响疾病的进展,但是截距和斜率的置信区间都很宽。
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引用次数: 0
Meta-regression of genome-wide association studies to estimate age-varying genetic effects 对全基因组关联研究进行元回归,以估计随年龄变化的遗传效应
IF 13.6 1区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-01-06 DOI: 10.1007/s10654-023-01086-1

Abstract

Fixed-effect meta-analysis has been used to summarize genetic effects on a phenotype across multiple Genome-Wide Association Studies (GWAS) assuming a common underlying genetic effect. Genetic effects may vary with age (or other characteristics), and not allowing for this in a GWAS might lead to bias. Meta-regression models between study heterogeneity and allows effect modification of the genetic effects to be explored. The aim of this study was to explore the use of meta-analysis and meta-regression for estimating age-varying genetic effects on phenotypes. With simulations we compared the performance of meta-regression to fixed-effect and random -effects meta-analyses in estimating (i) main genetic effects and (ii) age-varying genetic effects (SNP by age interactions) from multiple GWAS studies under a range of scenarios. We applied meta-regression on publicly available summary data to estimate the main and age-varying genetic effects of the FTO SNP rs9939609 on Body Mass Index (BMI). Fixed-effect and random-effects meta-analyses accurately estimated genetic effects when these did not change with age. Meta-regression accurately estimated both main genetic effects and age-varying genetic effects. When the number of studies or the age-diversity between studies was low, meta-regression had limited power. In the applied example, each additional minor allele (A) of rs9939609 was inversely associated with BMI at ages 0 to 3, and positively associated at ages 5.5 to 13. Our findings challenge the assumption that genetic effects are consistent across all ages and provide a method for exploring this. GWAS consortia should be encouraged to use meta-regression to explore age-varying genetic effects.

摘要 固定效应荟萃分析(Fixed-effect meta-analysis)一直被用于总结多个全基因组关联研究(GWAS)对表型的遗传效应,并假设存在共同的潜在遗传效应。遗传效应可能会随着年龄(或其他特征)的变化而变化,如果在 GWAS 中不考虑这一点,可能会导致偏差。元回归模型介于研究异质性之间,允许对遗传效应的效应修正进行探讨。本研究的目的是探讨如何利用元分析和元回归估算年龄变化对表型的遗传效应。通过模拟,我们比较了元回归与固定效应和随机效应元分析在各种情况下从多个 GWAS 研究中估计 (i) 主要遗传效应和 (ii) 年龄变化遗传效应(SNP 与年龄的交互作用)的性能。我们对公开的汇总数据进行了元回归,以估计 FTO SNP rs9939609 对体重指数(BMI)的主要遗传效应和年龄变化遗传效应。当遗传效应不随年龄变化时,固定效应和随机效应荟萃分析能准确估计遗传效应。元回归能准确估计主要遗传效应和随年龄变化的遗传效应。当研究数量较少或研究之间的年龄多样性较低时,元回归的作用有限。在应用的例子中,rs9939609 的每一个额外小等位基因(A)在 0-3 岁时与体重指数成反比,在 5.5-13 岁时与体重指数成正比。我们的研究结果对遗传效应在所有年龄段都一致的假设提出了质疑,并提供了一种探讨这一问题的方法。应鼓励全球基因组研究联合会使用元回归法来探索不同年龄段的遗传效应。
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期刊
European Journal of Epidemiology
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