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The environmental chemical exposome and health insurance: Examining associations and effect modification of epigenetic aging in a representative sample of United States adults. 环境化学暴露和健康保险:在美国成年人的代表性样本中检查表观遗传衰老的关联和影响修改。
Pub Date : 2025-11-24 eCollection Date: 2026-01-01 DOI: 10.1093/exposome/osaf015
Jamaji C Nwanaji-Enwerem, Dennis Khodasevich, Nicole Gladish, Hanyang Shen, Anne K Bozack, Saher Daredia, Belinda L Needham, David H Rehkopf, Andres Cardenas

Environmental exposures are contributors to morbidity and mortality, yet the potential protective role of health insurance in mitigating these effects remains underexplored. We used data from the 1999-2000 and 2001-2002 cycles of the National Health and Nutrition Examination Survey (NHANES) to examine whether health insurance status is associated with the chemical exposome and whether being insured modifies relationships of environmental exposures with epigenetic aging biomarkers of morbidity and mortality (GrimAge2 and DunedinPoAm). Among 2315 adults aged 50 - 84 years, we evaluated 64 chemical exposures. In covariate, socioeconomic status-adjusted models, being insured compared to being uninsured was marginally associated with 0.21-SD lower blood lead levels (95% CI: -0.39, -0.04, P = 0.03) and 0.29-SD higher PCB180 levels (95% CI: 0.003, 0.57, P = 0.048). In leukocyte- and covariate-adjusted models, insurance attenuated the relationship of lead with GrimAge2 (Insured: β = 0.08-years, 95% CI: -0.08, 0.24; Uninsured β = 0.65-years, 95% CI: 0.11, 1.20; P interaction = 0.04) and DunedinPoAm (Insured: β = 0.001, 95% CI: -0.002, 0.003; Uninsured β = 0.01, 95% CI 0.0001, 0.02; P interaction = 0.047). Similar trends were also observed for cadmium, cotinine, and PCB180 but not statistically different between insurance categories. These findings suggest that health insurance may serve as a protective factor against the biological aging impacts of certain environmental exposures, possibly through improved access to exposure monitoring and preventive/therapeutic care. While not a substitute for environmental policy or exposure remediation, insurance may represent a small, complementary, and more immediately actionable tool to help reduce harm. However, given the small magnitude of model estimates, results should be interpreted with caution regarding their practical significance.

环境暴露是造成发病率和死亡率的因素,但健康保险在减轻这些影响方面的潜在保护作用仍未得到充分探讨。我们使用1999-2000年和2001-2002年国家健康和营养检查调查(NHANES)周期的数据来检验健康保险状况是否与化学物质暴露有关,以及投保是否改变了环境暴露与表观遗传老化生物标志物发病率和死亡率的关系(grimag2和DunedinPoAm)。在2315名50 - 84岁的成年人中,我们评估了64种化学暴露。在协变量中,经社会经济地位调整的模型中,与未投保者相比,投保者血铅水平降低0.21 sd (95% CI: -0.39, -0.04, P = 0.03), PCB180水平升高0.29 sd (95% CI: 0.003, 0.57, P = 0.048)。在白细胞和协变量调整模型中,保险减弱了铅与GrimAge2(投保:β = 0.08年,95% CI: -0.08, 0.24;未投保β = 0.65年,95% CI: 0.11, 1.20; P交互作用= 0.04)和DunedinPoAm(投保:β = 0.001, 95% CI: -0.002, 0.003;未投保β = 0.01, 95% CI 0.0001, 0.02; P交互作用= 0.047)的关系。镉、可替宁和PCB180也观察到类似的趋势,但不同保险类别之间没有统计学差异。这些研究结果表明,健康保险可能通过改善获得暴露监测和预防/治疗护理的机会,作为防止某些环境暴露的生物老化影响的保护因素。虽然不能替代环境政策或暴露补救,但保险可能是一种小型的、补充的、更可立即采取行动的工具,有助于减少危害。然而,由于模型估计的幅度较小,对结果的解释应谨慎考虑其实际意义。
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引用次数: 0
Oculomics meets exposomics: a roadmap for applying multi-modal ocular biomarkers in precision environmental health research. 眼组学与暴露组学:在精确环境健康研究中应用多模态眼生物标志物的路线图。
Pub Date : 2025-11-10 eCollection Date: 2025-01-01 DOI: 10.1093/exposome/osaf013
Haoran Cheng, Jeremy A Sarnat, Douglas I Walker, Anant Madabhushi, Amritpal Singh, Rohan Dhamdhere, Jodhbir S Mehta, Tien Yin Wong, John S Ji, Carmen J Marsit, Dean P Jones, Daniel S W Ting, Darren S J Ting, Donghai Liang

Precision environmental health (PEH) is an emerging field that seeks to understand how diverse environmental exposures interact with individual biological and genetic factors to influence health outcomes. While recent advances in exposomics have enabled systematic characterization of the exposome, the integrated compilation of all physical, chemical, biological, and psychosocial influences that affect biology and health, identifying and developing sensitive biomarkers remains a critical challenge. The human eye offers unique potential for non-invasive biomarker discovery. Ocular biomarkers can be utilized not only for diagnostics and therapeutic responses of ocular diseases, but also for monitoring environmental exposures and predicting systemic health outcomes. Retinal imaging modalities such as color fundus photography, optical coherence tomography, and optical coherence tomography angiography capture biomarkers linked to environmental exposures and systemic conditions like cardiovascular and neurodegenerative diseases, a field known as oculomics. Similarly, ocular fluids, such as tears, aqueous humor and vitreous humor, may also reflect pollution-induced oxidative stress and inflammation and systemic health conditions. This paper summarizes current evidence on how ocular biomarkers can bridge environmental exposures and systemic health outcomes, and proposes future research directions using state of the art methodologies such as exposome-wide association studies, high dimensional mediation analysis, and multi-modal foundation models. Despite encouraging progress, significant challenges remain, including the need for large and standardized datasets, rigorous validation, and ethical safeguards to ensure equitable application. Advances in artificial intelligence, including federated learning, alongside global consortium efforts, will be essential to overcome these barriers. Addressing these gaps will unlock the full potential of oculomics and exposomics, advancing the goals of precision environmental health.

精确环境健康(PEH)是一个新兴领域,旨在了解不同的环境暴露如何与个体生物和遗传因素相互作用,从而影响健康结果。虽然暴露组学的最新进展使暴露体的系统表征成为可能,但综合汇编影响生物学和健康的所有物理、化学、生物和社会心理影响,确定和开发敏感的生物标志物仍然是一项重大挑战。人眼为非侵入性生物标志物的发现提供了独特的潜力。眼部生物标志物不仅可以用于眼部疾病的诊断和治疗反应,还可以用于监测环境暴露和预测全身健康结果。视网膜成像方式,如彩色眼底摄影、光学相干断层扫描和光学相干断层扫描血管造影,捕捉与环境暴露和心血管和神经退行性疾病等系统性疾病相关的生物标志物,这是一个被称为眼组学的领域。同样,眼液,如泪液、房水和玻璃体,也可能反映污染引起的氧化应激、炎症和全身健康状况。本文总结了眼部生物标志物如何在环境暴露和系统健康结果之间架起桥梁的现有证据,并提出了未来的研究方向,使用最新的方法,如暴露范围关联研究、高维中介分析和多模态基础模型。尽管取得了令人鼓舞的进展,但仍存在重大挑战,包括需要大型和标准化的数据集、严格的验证和确保公平应用的道德保障。人工智能的进步,包括联合学习,以及全球联盟的努力,对于克服这些障碍至关重要。解决这些差距将释放经济学和暴露学的全部潜力,推进精准环境卫生的目标。
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引用次数: 0
Prevention, precision prevention and precision medicine. 预防、精准预防、精准医疗。
Pub Date : 2025-10-25 eCollection Date: 2025-01-22 DOI: 10.1093/exposome/osaf011
Paolo Vineis

It has been proposed that the measurement of the sequence of exposures an individual is exposed to over time (or "expotype," complementary to the genotype) would be a way to promote precision medicine at the patient's bed, and also primary prevention. The incorporation of new technologies, like omics, genotypes, Electronic Health Records, georeferencing and AI, into public health is attractive; however, the thesis of this Commentary is that the use of the exposome approach for precision prevention needs to be examined critically. The use of the expotype for practical purposes requires proof of causality, and the added value of the expotype may be limited, for example if measured through the NNT (Number Needed to Treat). In addition, the medical system may not afford the extra budgets to measure the expotype at the patient's bed (particularly if it goes beyond the anamnesis and georeferencing, and includes omic measurements). I also argue that public health is largely a matter of structural interventions at the societal level, like taxation, and not only of individual responsibility. The main successes in tackling diseases have been tobacco taxation, sugar taxes and of course vaccination, rather than individualized health promotion. The proposal of extending precision therapy to precision prevention should not divert our attention from the great opportunities for prevention at the population level. Population prevention is cheaper, it usually addresses several diseases with a single intervention (think of smoking or air pollution) and does not need to be replicated at each generation like cure.

有人提出,测量个体暴露于一段时间内的暴露序列(或“暴露型”,与基因型互补)将是促进患者床上精准医疗的一种方式,也是初级预防的一种方式。将组学、基因型、电子健康记录、地理参考和人工智能等新技术纳入公共卫生具有吸引力;然而,本评注的论点是,需要对使用暴露法进行精确预防进行严格审查。将暴露型用于实际目的需要证明因果关系,并且暴露型的附加值可能是有限的,例如,如果通过NNT(需要治疗的数量)来衡量。此外,医疗系统可能负担不起额外的预算来测量患者床上的暴露(特别是如果它超出了记忆和地理参考,并且包括组学测量)。我还认为,公共卫生在很大程度上是一个社会层面的结构性干预问题,就像税收一样,而不仅仅是个人责任。在防治疾病方面取得的主要成功是烟草税、糖税,当然还有疫苗接种,而不是个性化的健康促进。将精准治疗扩展到精准预防的建议不应转移我们对在人口层面进行预防的巨大机会的关注。人口预防更便宜,它通常通过一次干预来解决几种疾病(想想吸烟或空气污染),不需要像治疗一样每代重复。
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引用次数: 0
A statistical workflow for analyzing the untargeted chemical exposome and metabolome in epidemiologic studies using high-dimensional mixture methods. 用高维混合方法分析流行病学研究中非靶向化学暴露体和代谢组的统计工作流程。
Pub Date : 2025-10-01 eCollection Date: 2025-01-01 DOI: 10.1093/exposome/osaf010
Anna S Young, Chris Gennings, Stephanie M Eick, Donghai Liang, Douglas I Walker

Humans are exposed to upwards of thousands of chemicals simultaneously, but research has traditionally focused on the health effects of only one chemical at a time. Single-chemical analyses not only underestimate total health risk, but also ignore bias from multicollinearity and co-exposure confounding between chemicals. Advanced statistical mixture methods address these challenges and allow us to both estimate the cumulative health effect of chemical mixtures and identify the strongest chemical contributors. At the same time, untargeted chemical exposome profiling through high-resolution mass spectrometry (HRMS) now supports measurement of over 100,000 chemical signals in biospecimens. However, most mixture methods cannot evaluate untargeted exposome data containing more chemical variables than samples. Weighted quantile sum regression with its recent random subsets implementation (WQSRS) is a unique, statistically powerful mixture method for high-dimensional exposome data. It estimates weights of chemicals towards the mixture index over many different repetitions in which only a small random subset of chemicals is used at a time, thus de-correlating data and avoiding overfitting. In this paper, we discuss our statistical workflow and important considerations for the application of WQSRS to exposome epidemiology, including manual quantization for non-detects, custom repeated holdouts for matched data, pre-selection of exogenous chemicals, parameter decisions, interpretation options, and visualizations. We then describe its application to functional pathway enrichment analysis with integrated exposome-metabolome data to explore underlying biological mechanisms. These data science approaches will enable exposome epidemiology to discover previously unknown risk factors, estimate cumulative health risk from total chemical mixtures, and gain mechanistic insight.

人类同时暴露于数千种以上的化学物质中,但研究传统上一次只关注一种化学物质对健康的影响。单化学品分析不仅低估了总健康风险,而且忽略了多重共线性和化学品间共暴露混淆的偏差。先进的统计混合方法解决了这些挑战,使我们能够估计化学混合物对健康的累积影响,并确定最强的化学贡献者。与此同时,通过高分辨率质谱(HRMS)的非靶向化学暴露谱分析现在支持测量生物标本中超过100,000种化学信号。然而,大多数混合方法不能评估含有比样品更多化学变量的非靶向暴露数据。加权分位数和回归及其最新的随机子集实现(WQSRS)是一种独特的、统计上强大的高维暴露数据混合方法。它估计在许多不同的重复中化学物质对混合指数的权重,其中每次只使用一小部分随机化学物质,从而去相关数据并避免过拟合。在本文中,我们讨论了我们的统计工作流程和应用WQSRS暴露流行病学的重要考虑因素,包括未检测到的手动量化,匹配数据的自定义重复保留,外源化学物质的预选,参数决定,解释选项和可视化。然后,我们描述了它在功能途径富集分析中的应用,结合暴露体-代谢组数据来探索潜在的生物学机制。这些数据科学方法将使暴露流行病学能够发现以前未知的风险因素,估计总化学混合物的累积健康风险,并获得机制洞察力。
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引用次数: 0
Molecular profiling of neuronal extracellular vesicles reveals brain tissue specific signals. 神经元细胞外囊泡分子图谱揭示脑组织特异性信号。
Pub Date : 2025-08-14 eCollection Date: 2025-01-01 DOI: 10.1093/exposome/osaf007
Vrinda Kalia, Gabriela L Jackson, Regina J Dominguez, Brismar Pinto-Pacheco, Tessa Bloomquist, Julia Furnari, Matei Banu, Olga Volpert, Katherine E Manz, Douglas I Walker, Kurt D Pennell, Peter D Canoll, Jeffrey N Bruce, Erez Eitan, Haotian Wu, Andrea A Baccarelli

Extracellular vesicles (EVs) released by neurons (nEVs) provide an opportunity to measure biomarkers from the brain circulating in the periphery. No study yet has directly compared molecular cargo in brain tissue to nEVs found in circulation in humans. In 5 matched sets of brain tissue, serum, total EVs, and nEVs, obtained from the Bartoli Brain Tumor Laboratory at Columbia University, we compared the levels microRNAs and environmental chemicals because microRNAs are one of the most studied nEV cargoes and offer great potential as biomarkers and environmental chemical load in nEVs is understudied and could reveal chemical burden in the brain. We also compared metabolomic profiles in a different set of matched serum, total EVs, and nEVs since metabolites in nEVs are also understudied but could offer potential biomarkers. Highly expressed brain tissue miRNAs showed stronger correlations with nEVs than serum or total EVs. We detected several environmental chemical pollutant classes in nEVs. The chemical pollutant concentrations in nEVs were more strongly correlated with brain tissue levels (r = 0.72, P = 7.2e-16) than those observed between brain tissue and serum (r = 0.7, P = 5.8e-15) or total EVs (r = 0.58, P = 1.5e-09). Compared to serum and total EVs, we observed an enrichment of metabolites with known signaling roles, such as bile acids, oleic acid, phosphatidylserine, and isoprenoids in nEVs. We provide evidence that nEV cargo is closely correlated with brain tissue content, further supporting their utility as a brain liquid biopsy in humans.

神经元(nev)释放的细胞外囊泡(EVs)提供了测量外周循环大脑生物标志物的机会。目前还没有研究直接将脑组织中的分子货物与人体循环中发现的新能源汽车进行比较。在哥伦比亚大学Bartoli脑肿瘤实验室获得的5组脑组织、血清、总ev和新能源汽车中,我们比较了microrna和环境化学物质的水平,因为microrna是研究最多的新能源汽车货物之一,具有巨大的生物标志物潜力,而新能源汽车中的环境化学负荷尚未得到充分研究,可以揭示大脑中的化学负担。我们还比较了不同组匹配血清、总电动汽车和新能源汽车的代谢组学特征,因为新能源汽车的代谢物也未得到充分研究,但可能提供潜在的生物标志物。高表达的脑组织mirna与新能源汽车的相关性强于血清或总ev。在新能源汽车中检测到多种环境化学污染物。新能源汽车化学污染物浓度与脑组织水平的相关性(r = 0.72, P = 7.2e-16)高于脑组织与血清水平(r = 0.7, P = 5.8e-15)或总ev浓度(r = 0.58, P = 1.5e-09)。与血清和总ev相比,我们观察到新能源ev中具有已知信号作用的代谢物(如胆汁酸、油酸、磷脂酰丝氨酸和类异戊二烯)的富集。我们提供的证据表明,新冠病毒货物与脑组织含量密切相关,进一步支持了它们作为人类脑液体活检的实用性。
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引用次数: 0
Exposome-wide association study of cognition among older adults in the National Health and Nutrition Examination Survey. 全国健康与营养调查中老年人认知的全暴露关联研究。
Pub Date : 2025-01-28 eCollection Date: 2025-01-01 DOI: 10.1093/exposome/osaf002
Lauren Y M Middleton, Erika Walker, Scarlet Cockell, John Dou, Vy K Nguyen, Mitchell Schrank, Chirag J Patel, Erin B Ware, Justin A Colacino, Sung Kyun Park, Kelly M Bakulski

Cognitive impairment among older adults is a growing public health challenge and environmental chemicals may be modifiable risk factors. A wide array of chemicals has not yet been tested for association with cognition in an environment-wide association framework. In the US National Health and Nutrition Examination Survey (NHANES) 1999-2000 and 2011-2014 cross-sectional cycles, cognition was assessed using the Digit Symbol Substitution Test (DSST, scores 0-117) among participants aged 60 years and older. Concentrations of environmental chemicals measured in blood or urine were log2 transformed and standardized. Chemicals with at least 50% of measures above the lower limit of detection were included (nchemicals = 147, nclasses=14). We tested for associations between chemical concentrations and cognition using parallel survey-weighted multivariable linear regression models adjusted for age, sex, race/ethnicity, education, smoking status, fish consumption, cycle year, urinary creatinine, and cotinine. Participants with at least one chemical measurement (n = 4982) were mean age 69.8 years, 55.0% female, 78.2% non-Hispanic White, and 77.0% at least high school educated. The mean DSST score was 50.4 (standard deviation (SD)=17.4). In adjusted analyses, 5 of 147 exposures were associated with DSST at P-value <.01. Notably, a SD increase in log2-scaled cotinine concentration was associated with 2.71 points lower DSST score (95% CI -3.69, -1.73). A SD increase in log2-scaled urinary tungsten concentration was associated with 1.34 points lower DSST score (95% CI -2.11, -0.56). Exposure to environmental chemicals, particularly metals and tobacco smoke, may be modifiable factors for cognition among older adults.

老年人的认知障碍是一个日益严重的公共卫生挑战,环境化学品可能是可改变的风险因素。在环境范围内的关联框架中,尚未对一系列化学物质与认知的关联进行测试。在美国国家健康与营养调查(NHANES) 1999-2000年和2011-2014年的横截面周期中,使用数字符号替代测试(DSST,得分0-117)评估60岁及以上参与者的认知能力。血液或尿液中测量的环境化学物质的浓度进行了log2转换和标准化。至少有50%的措施高于检测下限的化学品被包括在内(nchemicals = 147, nclasses=14)。我们使用平行调查加权多变量线性回归模型对年龄、性别、种族/民族、教育程度、吸烟状况、鱼类消费、周期年、尿肌酐和可替宁进行校正,检验化学物质浓度与认知之间的关系。至少有一种化学测量的参与者(n = 4982)平均年龄为69.8岁,55.0%为女性,78.2%为非西班牙裔白人,77.0%为高中以上学历。平均DSST评分为50.4(标准差(SD)=17.4)。在校正分析中,147例暴露中有5例与p值2标度可替宁浓度下DSST评分降低2.71分相关(95% CI -3.69, -1.73)。log2标度尿钨浓度的SD升高与DSST评分降低1.34分相关(95% CI -2.11, -0.56)。暴露于环境化学物质,特别是金属和烟草烟雾,可能是老年人认知能力的可改变因素。
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引用次数: 0
An evolutionary perspective for the exposome. 暴露者的进化观点。
Pub Date : 2024-12-04 eCollection Date: 2024-02-09 DOI: 10.1093/exposome/osae008
Paolo Vineis, Sonia Dagnino

The exposome was proposed following the realization that most human diseases have an environmental rather than a genetic (hereditary) origin. Non-communicable diseases are, in fact, the consequence of multiple exposures that activate a sequence of stages in a multistage process that already starts in early life. This attracted attention to both the multiplicity (in fact, potentially the totality) of exposures humans are exposed to since conception and to the life-long perspective of disease causation. In this paper, we examine an extension of the exposome concept that incorporates a Darwinian approach based on the concept of phenotypic plasticity. One of the theses is that interpreting exposome science as "precision environmental research" is only a partial interpretation, largely focused on chemical exposures, while a broadening of the perspective is needed, also in light of the planetary crisis. Such broadening involves the incorporation of basic concepts from evolutionary biology and medicine, including the ability of organisms to adapt to rapidly changing environments. We refer in particular to cancer and "Darwinian carcinogenesis."

在认识到大多数人类疾病具有环境而不是遗传(遗传)起源之后,提出了暴露体。事实上,非传染性疾病是在生命早期就已经开始的多阶段过程中,多次接触而激活一系列阶段的结果。这引起了人们对人类自受孕以来所受到的多重(实际上可能是全部)接触的关注,以及对疾病病因的终身看法。在本文中,我们研究了暴露概念的扩展,该概念结合了基于表型可塑性概念的达尔文方法。其中一个论点是,将暴露科学解释为“精确的环境研究”只是一种片面的解释,主要集中在化学品暴露上,同时需要扩大视角,也考虑到地球危机。这种扩展涉及将进化生物学和医学的基本概念结合起来,包括生物体适应快速变化的环境的能力。我们特别提到癌症和“达尔文癌变”。
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引用次数: 0
Use, limitations, and future directions of mixtures approaches to understand the health impacts of weather- and climate change-related exposures, an under-studied aspect of the exposome. 使用混合物方法了解与天气和气候变化有关的暴露对健康的影响、其局限性和未来方向,这是暴露体中研究不足的一个方面。
Pub Date : 2024-10-16 eCollection Date: 2024-01-01 DOI: 10.1093/exposome/osae007
Vivian Do, Robbie M Parks, Joan A Casey, Dana E Goin, Marianthi-Anna Kioumourtzoglou

The exposome concept aims to account for the comprehensive and cumulative effects of physical, chemical, biological, and psychosocial influences on biological systems. To date, limited exposome research has explicitly included climate change-related exposures. We define these exposures as those that will intensify with climate change, including direct effects like extreme heat, tropical cyclones, wildfires, downstream effects like air pollution, power outages, and limited or contaminated food and water supplies. These climate change-related exposures can occur individually or simultaneously. Here, we discuss the concept of a climate mixture, defined as three or more simultaneous climate change-related exposures, in the context of the exposome. In a motivating climate mixture example, we consider the impact of a co-occurring tropical cyclone, power outage, and flooding on respiratory hospitalizations. We identify current gaps and future directions for assessing the effect of climate mixtures on health. Mixtures methods allow us to incorporate climate mixtures into exposomics.

暴露组概念旨在说明物理、化学、生物和社会心理影响对生物系统的综合累积效应。迄今为止,暴露组研究中明确包括与气候变化相关的暴露的还很有限。我们将这些暴露定义为随着气候变化而加剧的暴露,包括极端高温、热带气旋、野火等直接影响,以及空气污染、停电、食物和水供应受限或污染等下游影响。这些与气候变化相关的影响可能单独发生,也可能同时发生。在此,我们将在暴露体的背景下讨论气候混合物的概念,即三种或三种以上同时发生的与气候变化相关的暴露。在一个有启发性的气候混合物例子中,我们考虑了同时发生的热带气旋、停电和洪水对呼吸道住院治疗的影响。我们确定了评估气候混合物对健康影响的当前差距和未来方向。混合物方法使我们能够将气候混合物纳入暴露研究。
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引用次数: 0
Exposomics: perfection not required. Exposomics: 不要求完美。
Pub Date : 2024-10-04 eCollection Date: 2024-01-01 DOI: 10.1093/exposome/osae006
Gary W Miller
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引用次数: 0
A long and winding road: Culture change on data sharing in exposomics 漫长而曲折的道路:世卫组织数据共享的文化变革
Pub Date : 2024-04-13 DOI: 10.1093/exposome/osae004
Robert O Wright, Konstantinos C Makris, P. Natsiavas, Timothy Fennel, Blake R Rushing, Ander Wilson
Data sharing requires cooperation from data generators (e.g., epidemiologists, lab investigators) and data users (e.g., epidemiologists, biostatisticians, computer scientists). Data generation and data use in human exposome studies require significant but different skill sets and are separated temporally in many cases. Sharing will require maintaining a history of data generation and a system to address the concerns of data generators around credit for conducting rigorous work (e.g., authorship). Sharing also requires addressing the needs of data users to facilitate harmonization, searchability and QA/QC of data. We present these issues from the perspectives of data generators and data users and include the special case of real-world data (e.g., electronic health records). We conclude with recommendations to address how to better promote data sharing in exposomics through authorship, cost recovery and addressing ethical issues.
数据共享需要数据生成者(如流行病学家、实验室研究人员)和数据使用者(如流行病学家、生物统计学家、计算机科学家)的合作。人类暴露组研究中的数据生成和数据使用需要大量不同的技能组合,而且在许多情况下时间上是分离的。要实现共享,就必须保留数据生成的历史记录,并建立一个系统来解决数据生成者对开展严谨工作所获得的荣誉(如作者身份)的担忧。共享还需要满足数据用户的需求,以促进数据的统一、可搜索性和质量保证/质量控制。我们从数据生成者和数据使用者的角度来阐述这些问题,并包括真实世界数据(如电子健康记录)的特殊情况。最后,我们就如何通过作者身份、成本回收和解决伦理问题更好地促进暴露组学中的数据共享提出了建议。
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引用次数: 0
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Exposome
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