在环境流行病学中分析多个表观基因组媒介的方法
Arce Domingo-Relloso1, Maria Tellez-Plaza2, Linda Valeri3,4
1Department of Biostatistics, Columbia University Mailman School of Public Health, 722 West 168Th Street, New York, NY, 10032, USA. ad3531@cumc.columbia.edu.
Current environmental health reports
|February 22, 2024
概括
环境因素影响表观遗传变化,可能会调解慢性疾病风险. 本综述探讨了在流行病学研究中量化这些表观基因组调解效应的方法.
科学领域:
- 环境表观遗传学环境表观遗传学
- 流行病学研究方法 流行病学研究方法
- 慢性疾病病因 慢性疾病病因学
背景情况:
- 表观遗传修饰对环境暴露很敏感.
- 这些表观遗传变化被假设在慢性疾病的发展中起作用.
- 量化表观遗传学在环境暴露与疾病关联中的调解作用对于公共卫生至关重要.
研究的目的:
- 审查和总结现有的调解分析方法,适用于表观基因组数据.
- 强调了解环境流行病学中的表观基因组调解的重要性.
- 为分析环境暴露,表观遗传媒介和疾病结果提供当前方法的概述.
主要方法:
- 对适应高维数据的统计中介分析技术的审查.
- 讨论复杂的表观遗传数据集的包含维度缩小的方法.
- 探索解决表观基因组调解分析挑战的方法.
主要成果:
- 已经开发了几种方法来解决高维表观基因组数据中介的问题.
- 缩小尺寸的技术被整合到调解算法中,以处理omics数据的复杂性.
- 现有的方法面临挑战,包括灵敏度分析,调解者相互作用和环境混合.
结论:
- 在表观基因组调解分析方面取得了方法上的进步.
- 未来的研究应该专注于开发灵敏度分析,调解者相互作用,环境混合和多组数据集成的强有力的方法.
- 应对这些挑战将通过表观遗传途径提高对慢性疾病环境影响的准确量化.
相关概念视频
Epigenetic Regulation
3.0K
Epigenetic changes alter the physical structure of the DNA without changing the genetic sequence and often regulate whether genes are turned on or off. This regulation ensures that each cell produces only proteins necessary for its function. For example, proteins that promote bone growth are not produced in muscle cells. Epigenetic mechanisms play an essential role in healthy development. Conversely, precisely regulated epigenetic mechanisms are disrupted in diseases like cancer.
X-chromosome...
X-chromosome...
3.0K
Gene-Environment Interactions
318
Gene expression is a dynamic process that is significantly influenced by environmental factors. This interaction underlies the complex nature of biological development and the phenotypic differences observed among individuals, even among those with identical genetic makeups. Factors such as radiation, temperature, behavior, nutrition, and stress play pivotal roles in determining how genes are expressed. The concept of the reaction range is central to understanding this interaction. It posits...
318
Epistasis Analysis
5.0K
Although Mendel chose seven unrelated traits in peas to study gene segregation, most traits involve multiple gene interactions that create a spectrum of phenotypes. When the interaction of various genes or alleles at different locations influences a phenotype, this is called epistasis. Epistasis often involves one gene masking or interfering with the expression of another (antagonistic epistasis). Epistasis often occurs when different genes are part of the same biochemical pathway. The...
5.0K


