推进风险基因在异基频谱的发现
Madison Caballero1,2, Behrang Mahjani1,2,3,4,5,6,7
1Seaver Autism Center for Research and Treatment, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
ArXiv
|November 26, 2025
概括
鉴定疾病的遗传风险因素是具有挑战性的,特别是对于中间频率和效果的变体. 本综述探讨了在这个"缺失的中间"中改善基因发现的策略,以更好地了解遗传贡献.
科学领域:
- 人类遗传学 人类遗传学
- 基因组医学是基因组医学.
- 疾病风险因素识别 疾病风险因素识别
背景情况:
- 遗传风险因子的发现彻底改变了人类遗传学.
- 目前的方法擅长识别罕见的,高透率的变种和常见的,低影响的变种.
- 在识别中间频率和效果大小的变异方面存在差距,阻碍了全面的基因发现.
研究的目的:
- 审查和组织基因风险基因识别在变异频谱中的策略.
- 突出不同变种类别的方法论优点和局限性.
- 为将基因发现扩展到未经研究的中间频率范围提出创新建议.
主要方法:
- 基因发现策略的分类基于变异频率 (罕见,中等,常见).
- 在每个频率尺度上分析方法限制和统计功率限制.
- 跨学科创新的整合,包括变体注释,联合建模,表型精细化和基于网络的推断.
主要成果:
- 目前的方法是针对极端变异频率的优化,留下了一个"缺失的中间"的发现.
- 有限的统计能力和错误的病原性分类阻碍了中间变异的识别.
- 在注释,建模,表型和网络推理方面的创新为弥合这一差距提供了途径.
结论:
- 解决遗传变异的"缺失中间"对于推进人类遗传学和理解疾病至关重要.
- 基于变频频谱的统一框架可以指导未来的研究方向.
- 综合性风险基因发现需要整合多种方法来涵盖所有变异类.
相关概念视频
Genome-wide Association Studies-GWAS
15.2K
Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
GWAS does not require the identification of the target gene involved in...
GWAS does not require the identification of the target gene involved in...
15.2K
Hardy-Weinberg Principle
75.9K
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.
75.9K
Genetic Screens
5.6K
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...
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...
5.6K
Mutation, Gene Flow, and Genetic Drift
61.7K
In a population that is not at Hardy-Weinberg equilibrium, the frequency of alleles changes over time. Therefore, any deviations from the five conditions of Hardy-Weinberg equilibrium can alter the genetic variation of a given population. Conditions that change the genetic variability of a population include mutations, natural selection, non-random mating, gene flow, and genetic drift (small population size).
61.7K
Genetic Variation
1.2K
Genetic variation is the diversity in DNA sequences found among individuals of the same species. This diversity is crucial for a species' survival because it helps organisms adapt to environmental changes. Genetic variation begins with fertilization, where an egg and sperm cell merge. Each of these cells carries 23 chromosomes, up to 46 in the fertilized egg. Chromosomes are long DNA strands that contain genes, the basic units of heredity.
Genes exist in different versions called alleles,...
Genes exist in different versions called alleles,...
1.2K
Multiple Allele Traits
37.9K
The Concept of Multiple Allelism
37.9K


