Fiorini Michael R, Dilliott Allison A, Farhan Sali M K
Montreal Neurological Institute and Hospital, Montreal, Quebec, Canada H3A2B4.
Department of Human Genetics, McGill University, Montreal, Quebec, Canada H3A0G4.
Hum Mutat. 2023 Nov 13;2023:8620557. doi: 10.1155/2023/8620557. eCollection 2023.
Amyotrophic lateral sclerosis (ALS) is a debilitating neurodegenerative disease affecting approximately two per 100,000 individuals globally. While there are many benefits to offering early genetic testing to people with ALS, this has also led to an increase in the yield of novel variants of uncertain significance in ALS-associated genes. Computational () predictors, including REVEL and CADD, are widely employed to provide supporting evidence of pathogenicity for variants in conjunction with clinical, molecular, and other genetic evidence. However, predictors are developed to be broadly applied across the human genome; thus, their ability to evaluate the consequences of variation in ALS-associated genes remains unclear. To resolve this ambiguity, we surveyed 20 definitive and moderate ClinGen-defined ALS-associated genes from two large, open-access ALS sequencing datasets (total people with ALS = 8,230; controls = 9,671) to investigate REVEL and CADD's ability to predict which variants are most likely to be disease-causing in ALS. While our results indicate a predetermined pathogenicity threshold for REVEL that could be of clinical value for classifying variants in ALS-associated genes, an accurate threshold was not evident for CADD, and both predictors were of limited value for resolving which variants of uncertain significance (VUS) may be likely pathogenic in ALS. Our findings allow us to provide important recommendations for the use of REVEL and CADD scores for variants and indicate that both tools should be used with caution when attempting to evaluate the pathogenicity of VUSs in ALS genetic testing.
肌萎缩侧索硬化症(ALS)是一种使人衰弱的神经退行性疾病,全球每10万人中约有两人受其影响。虽然对ALS患者进行早期基因检测有诸多益处,但这也导致了ALS相关基因中意义不确定的新变异的检出率增加。包括REVEL和CADD在内的计算预测工具被广泛用于结合临床、分子和其他基因证据,为变异的致病性提供支持证据。然而,这些预测工具是为在人类基因组中广泛应用而开发的;因此,它们评估ALS相关基因变异后果的能力仍不明确。为了解决这一模糊性问题,我们从两个大型的、开放获取的ALS测序数据集(ALS患者总数 = 8230人;对照 = 9671人)中调查了20个经临床基因组资源(ClinGen)明确界定的与ALS相关的基因,以研究REVEL和CADD预测哪些变异最有可能在ALS中致病的能力。虽然我们的结果表明REVEL存在一个可用于对ALS相关基因变异进行分类的具有临床价值的预定致病性阈值,但CADD的准确阈值并不明显,并且这两种预测工具在解决哪些意义不确定的变异(VUS)可能在ALS中致病方面价值有限。我们的研究结果使我们能够就REVEL和CADD分数在变异中的应用提供重要建议,并表明在试图评估ALS基因检测中VUS的致病性时,应谨慎使用这两种工具。