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为野生动物研究设计表观遗传时钟。

Designing Epigenetic Clocks for Wildlife Research.

作者信息

Newediuk Levi, Richardson Evan S, Bohart Alyssa M, Roberto-Charron Amélie, Garroway Colin J, Jones Meaghan J

机构信息

Department of Biological Sciences, University of Manitoba, Winnipeg, Manitoba, Canada.

Environment and Climate Change Canada, Winnipeg, Manitoba, Canada.

出版信息

Mol Ecol Resour. 2025 May 6:e14120. doi: 10.1111/1755-0998.14120.

Abstract

The applications of epigenetic clocks - statistical models that predict an individual's age based on DNA methylation patterns - are expanding in wildlife conservation and management. This growing interest highlights the need for field-specific design best practices. Here, we provide recommendations for two main applications of wildlife epigenetic clocks: estimating the unknown ages of individuals and assessing their biological ageing rates. Epigenetic clocks were originally developed to measure biological ageing rates of human tissues, which presents challenges for their adoption in wildlife research. Most notably, the estimated chronological ages of sampled wildlife can be unreliable, and sampling restrictions limit the number and variety of tissues with which epigenetic clocks can be constructed, reducing their accuracy. To address these challenges, we present a detailed workflow for designing, validating applying accurate wildlife epigenetic clocks. Using simulations and analyses applied to an extensive polar bear dataset from across the Canadian Arctic, we demonstrate that accurate epigenetic clocks for wildlife can be constructed and validated using a limited number of samples, accommodating projects with small budgets and sampling constraints. The concerns we address are critical for clock design, whether researchers or third-party service providers perform the bioinformatics. With our workflow and examples, we hope to support the accessible and widespread use of epigenetic clocks in wildlife conservation and management.

摘要

表观遗传时钟(即基于DNA甲基化模式预测个体年龄的统计模型)在野生动物保护和管理中的应用正在不断拓展。这种日益增长的兴趣凸显了针对特定领域设计最佳实践的必要性。在此,我们针对野生动物表观遗传时钟的两个主要应用提供建议:估计个体的未知年龄以及评估它们的生物衰老速率。表观遗传时钟最初是为测量人体组织的生物衰老速率而开发的,这给它们在野生动物研究中的应用带来了挑战。最显著的是,所采样野生动物的估计实际年龄可能不可靠,而且采样限制也制约了可用于构建表观遗传时钟的组织数量和种类,从而降低了其准确性。为应对这些挑战,我们提出了一个详细的工作流程,用于设计、验证和应用准确的野生动物表观遗传时钟。通过对来自加拿大北极地区广泛的北极熊数据集进行模拟和分析,我们证明了利用有限数量的样本就可以构建和验证准确的野生动物表观遗传时钟,这适应了预算有限和存在采样限制的项目。无论生物信息学工作是由研究人员还是第三方服务提供商来完成,我们所解决的这些问题对于时钟设计都至关重要。借助我们的工作流程和示例,我们希望能支持表观遗传时钟在野生动物保护和管理中得到广泛且便捷的应用。

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