Xeredar:一个开放源码的r包,用于统计分析使用鱼类或两栖动物eleuthero胚胎的内分泌新方法(NAMs)。

IF 2.8 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES
Inka Marie Spyridonov, Lijuan Yan, Eduard Szöcs, Ana Filipa Pereira Miranda, Carsten Lange, Andrew Tindall, David Du Pasquier, Gregory Lemkine, Lennart Weltje, Maike Habekost, Pernille Thorbek
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引用次数: 0

摘要

新方法方法(NAMs)的实验设计可能偏离常见的生态毒理学研究,通常需要量身定制的统计方法。例如,在使用水生脊椎动物胚胎检测内分泌活性的NAMs中(非洲爪猴胚胎甲状腺测定(XETA)、快速雄激素干扰活性报告(RADAR)测定和快速体内雌激素活性(REACTIV)测定),所有浓度组都嵌套在三个独立的研究重复中,在相关测试指南中称为“运行”。在这里,运行被称为重复,以强调它们作为重复的、独立的实体的作用。相比之下,对于大多数其他生态毒理学研究,重复是在浓度组中嵌套的。这导致了XETA、RADAR和REACTIV检测的不同依赖结构。忽视这一点违反了观察独立性的基本统计要求,可能导致错误的结论。不幸的是,在XETA、RADAR和REACTIV检测指南的统计部分,并没有明确建议将这种依赖关系结构视为使用混合方差分析的统计建议,仅在附件中提供。在这里,我们提出了“xeredar”,一个开源的r包,允许XETA, RADAR和REACTIV分析的自动统计分析,其中通过混合方差分析正确地考虑了数据的依赖结构。xeredar在36个XETA环试验研究中得到验证,并在41个RADAR环试验研究中进一步测试。对REACTIV分析进行了功率分析,表明与混合方差分析方法相比,忽略依赖结构可能导致功率降低和假阳性率增加。开源r包“xeredar”还附带了一个Shiny的应用程序,使每个人都可以访问它,从而增强XETA, RADAR和REACTIV分析的统计分析的标准化和可重复性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
xeredar: An open-source R package for the statistical analysis of endocrine new approach methodologies using fish and amphibian eleutheroembryos.

The experimental design of new approach methodologies (NAMs) might deviate from common ecotoxicological studies, often requiring tailored statistical approaches. For instance, in NAMs developed for the detection of endocrine activity using aquatic vertebrate eleutheroembryos (Xenopus eleutheroembryonic thyroid assay [XETA], rapid androgen disruption activity reporter [RADAR] assay and rapid estrogen activity in vivo [REACTIV] assay), all concentration groups are nested within three independent study repeats, named 'runs' in the relevant test guidelines. Here, runs are referred to as replicates to emphasize their role as the repeated, independent entity. By contrast, for most other ecotoxicological studies, the replicates are nested in the concentration groups. This leads to a different dependency structure for XETA, RADAR, and REACTIV assays. Disregarding this violates the basic statistical requirement for independence of observations potentially leading to incorrect conclusions. Unfortunately, in the statistical sections of the test guidelines of the XETA, RADAR and REACTIV assays, it is not clearly recommended to regard this dependency structure, as statistical recommendations using a mixed analysis of variance (ANOVA) are provided only in the annexes. Here, we present xeredar, an open-source R package allowing automated statistical analysis of XETA, RADAR, and REACTIV assays where the dependency structure of the data is correctly regarded through a mixed ANOVA. The xeredar package was validated on 36 XETA ring test studies and further tested on 41 RADAR ring test studies. A power analysis was carried out for the REACTIV assay, demonstrating that ignoring the dependency structure potentially leads to lower power and an increased false-positive rate compared with the mixed ANOVA approach. The open-source R package xeredar also comes with a Shiny application, making it accessible to everyone and thereby enhancing standardization and reproducibility for the statistical analyses of XETA, RADAR, and REACTIV assays.

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来源期刊
CiteScore
7.40
自引率
9.80%
发文量
265
审稿时长
3.4 months
期刊介绍: The Society of Environmental Toxicology and Chemistry (SETAC) publishes two journals: Environmental Toxicology and Chemistry (ET&C) and Integrated Environmental Assessment and Management (IEAM). Environmental Toxicology and Chemistry is dedicated to furthering scientific knowledge and disseminating information on environmental toxicology and chemistry, including the application of these sciences to risk assessment.[...] Environmental Toxicology and Chemistry is interdisciplinary in scope and integrates the fields of environmental toxicology; environmental, analytical, and molecular chemistry; ecology; physiology; biochemistry; microbiology; genetics; genomics; environmental engineering; chemical, environmental, and biological modeling; epidemiology; and earth sciences. ET&C seeks to publish papers describing original experimental or theoretical work that significantly advances understanding in the area of environmental toxicology, environmental chemistry and hazard/risk assessment. Emphasis is given to papers that enhance capabilities for the prediction, measurement, and assessment of the fate and effects of chemicals in the environment, rather than simply providing additional data. The scientific impact of papers is judged in terms of the breadth and depth of the findings and the expected influence on existing or future scientific practice. Methodological papers must make clear not only how the work differs from existing practice, but the significance of these differences to the field. Site-based research or monitoring must have regional or global implications beyond the particular site, such as evaluating processes, mechanisms, or theory under a natural environmental setting.
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