通过多基因风险评分预测与年龄相关的特征的陷
Valentina Escott-Price1,2, Karl Michael Schmidt3
1Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University, Cardiff, UK.
Annals of human genetics
|July 7, 2023
概括
多基因风险评分 (PRS) 提供了对疾病风险的洞察力,但由于方法而有很大差异. 在发现数据中解决与年龄相关的偏差对于改善神经退行性疾病中PRS准确性至关重要.
科学领域:
- 遗传学和基因组学 遗传学和基因组学
- 流行病学 流行病学
- 计算生物学 计算生物学
背景情况:
- 多基因风险评分 (PRS) 汇总了多个遗传变异的影响,以估计疾病易感性.
- 目前的PRS应用在临床实用性方面面临挑战,原因是不一致性和预测准确性的限制.
研究的目的:
- 审查PRS对与年龄有关的疾病的应用.
- 确定PRS预测准确性的陷和局限性,特别是关于衰老和死亡的影响.
- 讨论提高PRS在神经退行性疾病预测中的实用性的战略.
主要方法:
- 对多基因风险评分和与年龄有关的疾病现有文献的审查.
- 分析影响PRS变异性的因素,包括变异选择,发现GWAS和方法.
- 检查遗传关联研究中的年龄相关偏差及其对PRS的影响.
主要成果:
- 基于变体数量,发现GWAS和生成方法,PRS值表现出相当大的变化.
- 老龄化和死亡率的影响对PRS预测准确性带来了重大限制.
- 对于神经退行性疾病,PRS准确度受到发现GWAS样本的年龄的影响,反映了特定年龄的风险.
结论:
- 提高PRS预测准确性需要精确的临床诊断和仔细考虑发现和验证数据集中的年龄分布.
- 纵向研究对于验证PRS预测至关重要,特别是对于神经退行性疾病.
- 解决与年龄相关的偏见对于PRS可靠的临床应用至关重要.
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