快乐:高效,大规模生成和评估基因型和表型的合成数据集
Sophie Wharrie1, Zhiyu Yang2, Vishnu Raj1
1Department of Computer Science, Aalto University, Espoo 02150, Finland.
Bioinformatics (Oxford, England)
|August 30, 2023
概括
HAPNEST有效地生成大规模的合成基因型和表型数据,克服现有方法的可扩展性限制. 这使得可靠的生物库规模分析和改进的多基因风险评分的开发成为可能.
科学领域:
- 基因组学就是基因组学.
- 计算生物学 计算生物学
- 统计遗传学 统计遗传学
背景情况:
- 现有的模拟合成基因型和表型数据的方法缺乏用于大规模分析的可扩展性.
- 需要对合成数据质量进行系统评估,并对多基因风险评分开发的基准数据集进行评估.
研究的目的:
- 引入HAPNEST,一种有效的方法,用于生成多种个体级别的基因型和表型数据.
- 证明HAPNEST在促进生物库规模分析和评估多基因风险评分方法方面的实用性.
主要方法:
- HAPNEST 是为了有效生成合成基因型和表型数据而开发的.
- 该方法被用来创建一个大数据集,包括100万个个体,680万个变体和9个表型.
- 通过使用不同祖先和遗传架构的合成数据,比较了七种多基因风险评分生成方法.
主要成果:
- 与替代品相比,HAPNEST提供更快的计算速度和较低的与参考面板的相关性.
- 生成的合成数据保留了现实数据的关键统计属性.
- 一个大规模的合成数据集 (1,008,000个体,6.8M个变体,9个特征) 已成功生成.
结论:
- HAPNEST提供了一个可扩展和高效的解决方案,用于生成高质量的合成生物数据.
- 开发的合成数据集和HAPNEST软件促进了大规模的基因组研究和多基因风险评分的开发.
相关概念视频
Background and Environment Affect Phenotype
6.6K
Although the genetic makeup of an organism plays a major role in determining the phenotype, there are also several environmental factors, such as temperature, oxygen availability, presence of mutagens, that can alter an organism’s phenotype.
An example of how genetic background affects phenotype can be seen in horses. The Extension gene in horses is responsible for their coat color. A wild-type gene (EE) produces black pigment in the coat, while a mutant gene (ee) produces red pigment. A...
An example of how genetic background affects phenotype can be seen in horses. The Extension gene in horses is responsible for their coat color. A wild-type gene (EE) produces black pigment in the coat, while a mutant gene (ee) produces red pigment. A...
6.6K
Synthetic Biology
4.8K
Synthetic biology is an interdisciplinary science that involves using principles from disciplines such as engineering, molecular biology, cell biology, and systems biology. It involves remodeling existing organisms from nature or constructing completely new synthetic organisms for applications such as protein or enzyme production, bioremediation, value-added macromolecule production, and the addition of desirable traits to crops, to name a few.
Golden rice
Golden rice is a genetically modified...
Golden rice
Golden rice is a genetically modified...
4.8K
Multiple Allele Traits
34.3K
The Concept of Multiple Allelism
34.3K
Trihybrid Crosses
23.4K
Trihybrid Crosses
Some of Mendel’s crosses examined three pairs of contrasting characteristics. Such a cross is called a trihybrid cross. A trihybrid cross is a combination of three individual monohybrid crosses. For example, plant height (tall vs. short), seed shape (round vs. wrinkled), and seed color (yellow vs. green).
The F1 generation plants of a trihybrid cross are heterozygous for all three traits and produce eight gametes. Upon self-fertilization, these gametes have an equal...
Some of Mendel’s crosses examined three pairs of contrasting characteristics. Such a cross is called a trihybrid cross. A trihybrid cross is a combination of three individual monohybrid crosses. For example, plant height (tall vs. short), seed shape (round vs. wrinkled), and seed color (yellow vs. green).
The F1 generation plants of a trihybrid cross are heterozygous for all three traits and produce eight gametes. Upon self-fertilization, these gametes have an equal...
23.4K
Polygenic Traits
66.0K
When more than one gene is responsible for a given phenotype, the trait is considered polygenic. Human height is a polygenic trait. Studies have uncovered hundreds of loci that influence height, and there are believed to be many more. Due to the high number of genes involved, as well as environmental and nutritional factors, height varies significantly within a given population. The distribution of height forms a bell-shaped curve, with relatively few individuals in the population at the...
66.0K


