Data Sciences, Genomics, and Bioinformatics, Alexion Pharmaceuticals, Inc., Boston, Massachusetts.
Schrödinger Inc., New York, New York.
Hum Mutat. 2020 Jul;41(7):1250-1262. doi: 10.1002/humu.24010. Epub 2020 Mar 18.
Hypophosphatasia (HPP) is a rare metabolic disorder characterized by low tissue-nonspecific alkaline phosphatase (TNSALP) typically caused by ALPL gene mutations. HPP is heterogeneous, with clinical presentation correlating with residual TNSALP activity and/or dominant-negative effects (DNE). We measured residual activity and DNE for 155 ALPL variants by transient transfection and TNSALP enzymatic activity measurement. Ninety variants showed low residual activity and 24 showed DNE. These results encompass all missense variants with carrier frequencies above 1/25,000 from the Genome Aggregation Database. We used resulting data as a reference to develop a new computational algorithm that scores ALPL missense variants and predicts high/low TNSALP enzymatic activity. Our approach measures the effects of amino acid changes on TNSALP dimer stability with a physics-based implicit solvent energy model. We predict mutation deleteriousness with high specificity, achieving a true-positive rate of 0.63 with false-positive rate of 0, with an area under receiver operating curve (AUC) of 0.9, better than all in silico predictors tested. Combining this algorithm with other in silico approaches can further increase performance, reaching an AUC of 0.94. This study expands our understanding of HPP heterogeneity and genotype/phenotype relationships with the aim of improving clinical ALPL variant interpretation.
低磷酸酯酶症(HPP)是一种罕见的代谢紊乱疾病,其特征是组织非特异性碱性磷酸酶(TNSALP)活性降低,通常由 ALPL 基因突变引起。HPP 具有异质性,临床表现与残余 TNSALP 活性和/或显性负效应(DNE)相关。我们通过瞬时转染和 TNSALP 酶活性测定来测量 155 种 ALPL 变体的残余活性和 DNE。90 种变体显示出低残余活性,24 种变体显示出 DNE。这些结果涵盖了来自基因组聚集数据库的所有载频大于 1/25000 的错义变异。我们使用这些结果作为参考,开发了一种新的计算算法,用于对 ALPL 错义变异进行评分,并预测 TNSALP 酶活性的高低。我们的方法使用基于物理的隐式溶剂能量模型来测量氨基酸变化对 TNSALP 二聚体稳定性的影响。我们以高特异性预测突变的有害性,真阳性率为 0.63,假阳性率为 0,接收器操作曲线(AUC)下面积为 0.9,优于所有测试的计算预测因子。将该算法与其他计算方法结合使用可以进一步提高性能,达到 AUC 为 0.94。这项研究扩展了我们对 HPP 异质性和基因型/表型关系的理解,旨在改善临床 ALPL 变异体的解释。