rBahadur:高维基基因型数据结构化的高效仿真与对分类交配的应用
Richard Border1, Osman Asif Malik2
1Neurology and Computer Science, University of California, Los Angeles, 675 Charles E Young Dr S, Los Angeles, CA, 90095, USA. border.richard@gmail.com.
BMC bioinformatics
|August 18, 2023
概括
我们开发了一个新的算法,rb_dplr,以生成合成基因型数据,准确地反映分类交配效应. 这种方法在计算上是高效的,并改善了遗传架构复制.
科学领域:
- 遗传学 是一个遗传学.
- 计算生物学 计算生物学
- 统计遗传学 统计遗传学
背景情况:
- 生成合成基因型数据对于遗传学研究至关重要.
- 现有的方法很难准确地模拟分类交配 (AM) 的效应.
- 选择性交配显著影响着种群中的遗传架构.
研究的目的:
- 介绍一种新的算法,rb_dplr,用于生成合成基因型数据.
- 为了有效地复制由各种交配诱导的遗传架构.
- 为应对这一挑战提供一个计算效率高的解决方案.
主要方法:
- 开发了rb_dplr算法,用于生成高维二进制随机变量.
- 利用巴哈杜尔对多变量伯努利分布的2次方程近似.
- 在rBahadur R库中实现了算法.
主要成果:
- rb_dplr算法成功地重复了AM诱导的遗传架构.
- 在生成复杂的基因型数据方面证明了计算效率.
- rBahadur R套餐是公开提供的.
结论:
- rb_dplr提供了一种有效和高效的方法来模拟基因型数据与分类配对.
- 这一进步有助于更准确的基因架构研究.
- 拉巴哈德图书馆促进了这种方法的更广泛应用.
更多相关视频
相关概念视频
Punnett Squares
A Punnett square displays the possible genotypes offspring can inherit from two parental genotypes. If a trait’s inheritance pattern (e.g., dominant or recessive) is known, Punnett squares can also be used to determine the probability of inheriting a phenotype. Punnett squares are applicable in situations where trait inheritance is determined by a single gene locus and traits are independently inherited. However, they cannot predict trait probabilities for more complex genetic inheritance...
Multiple Allele Traits
For the same gene multiple alleles can interact to influence phenotypes like the shape and protein composition of an individual cells.By studying allele interactions on the molecular and cellular levels researchers can understand the resulting phenotypes and complications of human conditions like sickle cell trait, improving treatment.The ABO blood group system is a common example of multiple alleles in humans. This system includes three alleles called IA, IB, and i alleles, which combine in...
Hardy-Weinberg Principle
Diploid organisms have two alleles of each gene, one from each parent, in their somatic cells. Therefore, each individual contributes two alleles to the gene pool of the population. The gene pool of a population is the sum of every allele of all genes within that population and has some degree of variation. Genetic variation is typically expressed as a relative frequency, which is the percentage of the total population that has a given allele, genotype or phenotype.In the early 20th century,...
Incomplete Dominance
Gregor Mendel's work (1822 - 1884) was primarily focused on pea plants. Through his initial experiments, he determined that every gene in a diploid cell has two variants called alleles inherited from each parent. He suggested that amongst these two alleles, one allele is dominant in character and the other recessive. The combination of alleles determines the phenotype of a gene in an organism.
The Ratio of X Chromosome to Autosomes
In most organisms, sex is determined by the ratio of X and Y chromosomes. However, in some organisms, such as Drosophila and C.elegans, sex is determined by the ratio of the number of X chromosomes to the number of sets of autosomes. The Y chromosome in Drosophila is active but does not determine sex. It contains genes responsible for the production of sperms in adult flies.
Normal male Drosophila has a ratio of one X chromosome to two sets of autosomes. In contrast, normal female Drosophila...
Normal male Drosophila has a ratio of one X chromosome to two sets of autosomes. In contrast, normal female Drosophila...
Genetic Screens
Genetic screens are tools used to identify genes and mutations responsible for phenotypes of interest. Genetic screens help identify individuals or a group of people at risk of developing genetic diseases and help them with early intervention, targeted therapy, and reproductive options.
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which result in visible changes...
Forward genetic screens
Forward or “classical” genetic screens involve creating random mutations in an organism’s DNA using radiation, mutagens, or insertion of additional bases, which result in visible changes...


