在存在混的情况下,测试多基因分数的差异
Jennifer Blanc1, Jeremy J Berg1
1Department of Human Genetics, University of Chicago, 920 E 58th St CLSC, Chicago, IL 60637, USA.
Genetics
|April 15, 2025
概括
多基因分数可以被祖先混,影响健康差异研究. 在估计和测试小组中对人口结构的控制对于准确的遗传预测和关联测试至关重要.
科学领域:
- 人口遗传学 人口遗传学
- 统计遗传学 统计遗传学
- 人类遗传学 人类遗传学
背景情况:
- 多基因分数可以从基因型中预测表型,但可以通过祖先来混.
- 了解祖先的作用对于进化见解和健康差异研究至关重要.
- 混是由于遗传和环境因素引起的,这些因素与估计小组中的祖先相关.
研究的目的:
- 调查人口结构和混如何影响多基因得分预测和祖先关联测试.
- 确定需要在全基因组关联研究 (GWAS) 中进行控制的特定人口结构轴.
- 评估在多基因分数分析中控制分层的方法.
主要方法:
- 从人口和统计遗传学理论建模.
- 计算机模拟用于研究混效应.
- 对多基因分数与祖先变异之间的关联测试的分析.
主要成果:
- 估计小组中的混会导致基于人口结构重叠的多基因分数分布偏差.
- 在GWAS面板中必须控制特定的人口结构轴,以保护关联测试.
- 人口结构模型中的估计噪声有助于剩余的混.
结论:
- 准确的多基因分数应用需要仔细控制由于人口结构而导致的混.
- 识别和控制正确的人口结构轴对有效的GWAS至关重要.
- 需要进一步的研究,以减轻多基因分数分析中的残留混.
更多相关视频
09:38Generalized Psychophysiological Interaction PPI Analysis of Memory Related Connectivity in Individuals at Genetic Risk for Alzheimer's Disease
Published on: November 14, 2017
14.8K
06:52Using Cholesky Decomposition to Explore Individual Differences in Longitudinal Relations between Reading Skills
Published on: September 17, 2019
6.2K
相关概念视频
Confounding in Epidemiological Studies
111
Confounding in statistical epidemiology represents a pivotal challenge, referring to the distortion in the perceived relationship between an exposure and an outcome due to the presence of a third variable, known as a confounder. This variable is associated with both the exposure and the outcome but is not a direct link in their causal chain. Its presence can lead to erroneous interpretations of the exposure's effect, either exaggerating or underestimating the true association. This...
111
Strategies for Assessing and Addressing Confounding
70
Confounding is a critical issue in epidemiological studies, often leading to misleading conclusions about associations between exposures and outcomes. It occurs when the relationship between the exposure and the outcome is mixed with the effects of other factors that influence the outcome. Given that, addressing confounding is of high importance for drawing accurate inferences in research.
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
Confounding can be addressed at both the design phase of a study and through analytical methods after data...
70
Pleiotropy
38.2K
Pleiotropy is the phenomenon in which a single gene impacts multiple, seemingly unrelated phenotypic traits. For example, defects in the SOX10 gene cause Waardenburg Syndrome Type 4, or WS4, which can cause defects in pigmentation, hearing impairments, and an absence of intestinal contractions necessary for elimination. This diversity of phenotypes results from the expression pattern of SOX10 in early embryonic and fetal development. SOX10 is found in neural crest cells that form melanocytes,...
38.2K
Human Genetics
473
Human genetics provides a profound framework for understanding the interplay between genetic predispositions and human psychology. At the heart of this discipline lies the study of how genes influence physical traits, behaviors, and susceptibility to diseases. Each person carries a unique genetic code that subtly or significantly shapes their psychological and behavioral landscape.
The complex relationship between genetics and psychology is observable through common biological components such...
The complex relationship between genetics and psychology is observable through common biological components such...
473
Genome-wide Association Studies-GWAS
12.1K
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...
12.1K
Comparing Copy Number Variations and SNPs
16.8K
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%...
16.8K
