在零星疾病队列中对生殖系变异调用工具的性能比较
Qiaofeng Song1, Jinglan Zhai1, Changshui Chen2
1Human Phenome Institute, MOE Key Laboratory of Contemporary Anthropology, Zhangjiang Fudan International Innovation Center, Fudan University, 825 Zhangheng Road, Shanghai, 201203, China.
Molecular genetics and genomics : MGG
|September 6, 2025
概括
DeepVariant和GATK HaplotypeCaller对罕见疾病变种的调用有不同的强度. 在和自闭症等零星病例中选择正确的基因诊断工具至关重要.
科学领域:
- 基因组学和生物信息学
- 罕见疾病的遗传学
- 神经发育障碍
背景情况:
- 准确的变异呼叫对于使用下一代测序 (NGS) 诊断罕见疾病至关重要.
- 现有的基准测试通常使用细胞系或三组,而不是零星病例.
- 在和自闭症谱系障碍等罕见疾病中,零星病例很常见.
研究的目的:
- 系统地比较DeepVariant和GATK HaplotypeCaller在中国零星和自闭症群体中的表现.
- 在罕见的,零星的神经发育障碍中确定致病变异的变异呼叫器有效性.
主要方法:
- 对DeepVariant和GATK HaplotypeCaller进行比较分析
- 使用了两组患有偶发性和自闭症谱系障碍 (ASD) 的中国患者.
- 分析疾病相关基因组的变异性调用性能.
主要成果:
- 对于单核酸变体 (SNVs),DeepVariant的精度和灵敏度更高.
- GATK HaplotypeCaller在识别罕见变异方面表现出色, 这对罕见疾病遗传学至关重要.
- 在两个呼叫者之间观察到检测潜在有害变异的差异.
结论:
- 不同类型的呼叫者有不同的权衡,需要根据具体情况选择策略.
- 优化生殖变异检测管道对于零星的神经发育障碍至关重要.
- 这些发现为精准医学在罕见疾病诊断中提供了实用见解.
相关概念视频
Comparing Copy Number Variations and SNPs
17.9K
Sequencing of the human genome has opened up several best-kept secrets of the genome. Scientists have identified thousands of genome variations that exist within a population. These variations can be a single nucleotide or a larger chromosomal variation.
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
Copy number variations or CNVs are the structural variations that cover more than 1kb of DNA sequence. The single nucleotide polymorphism (SNP), on the other hand, is a single nucleotide change or a point mutation that is found in more than 1%...
17.9K
Single Nucleotide Polymorphisms-SNPs
15.8K
A single nucleotide polymorphism or SNP is a single nucleotide variation at a specific genomic position in a large population. It is the most prevalent type of sequence variation found in the human genome. Point mutations that occur in more than 1% of the population qualify as SNPs. These are present once every 1000 nucleotides on an average in the human genome. Replacement of a purine with another purine (A/G) or a pyrimidine with another pyrimidine (C/T) is known as a transition. In contrast,...
15.8K
Genetic Variation
387
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,...
387
Comparing the Survival Analysis of Two or More Groups
279
Survival analysis is a cornerstone of medical research, used to evaluate the time until an event of interest occurs, such as death, disease recurrence, or recovery. Unlike standard statistical methods, survival analysis is particularly adept at handling censored data—instances where the event has not occurred for some participants by the end of the study or remains unobserved. To address these unique challenges, specialized techniques like the Kaplan-Meier estimator, log-rank test, and...
279
Genome-wide Association Studies-GWAS
14.1K
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...
14.1K


