Alemasov Nikolay A, Timofeev Vladimir S, Ivanisenko Nikita V, Kolchanov Nikolay A, Ivanisenko Vladimir A
Institute of Cytology and Genetics of Siberian Branch of Russian Academy of Sciences, 630090, Novosibirsk, Russia; Kurchatov Genomics Center of Institute of Cytology and Genetics of Siberian Branch of Russian Academy of Sciences, 630090, Novosibirsk, Russia.
Kurchatov Genomics Center of Institute of Cytology and Genetics of Siberian Branch of Russian Academy of Sciences, 630090, Novosibirsk, Russia; Novosibirsk State Technical University, 630073, Novosibirsk, Russia.
J Mol Graph Model. 2022 Jan;110:108026. doi: 10.1016/j.jmgm.2021.108026. Epub 2021 Oct 6.
Mutations in the SOD1 protein can lead to the death of motor neurons, which, in turn, causes an incurable disease called amyotrophic lateral sclerosis (ALS). At the same time, the mechanism of the onset and development of this disease is not fully understood and is often contradictory.
Accelerated Molecular Dynamics as implemented in the OpenMM library, principal component analysis, regression analysis, random forest method.
The stability of hydrogen bonds in 72 mutants of the SOD1 protein was calculated. Principal component analysis was carried out. Based on ten principal components acting as predictors, a multiple linear regression model was constructed. An analysis of the correlation of these ten principal components with the initial values of the stability of hydrogen bonds made it possible to characterize the contribution of known structurally and functionally important sites in the SOD1 to the scatter of ALS patients' survival time.
Such an analysis made it possible to put forward hypotheses about the relationship between the stabilizing and destabilizing effects of mutations in different structurally and functionally important regions of SOD1 with the patients's survival time.
超氧化物歧化酶1(SOD1)蛋白的突变可导致运动神经元死亡,进而引发一种名为肌萎缩侧索硬化症(ALS)的不治之症。同时,该疾病的发病及发展机制尚未完全明确,且往往相互矛盾。
采用OpenMM库中实现的加速分子动力学、主成分分析、回归分析、随机森林方法。
计算了SOD1蛋白72个突变体中氢键的稳定性。进行了主成分分析。基于作为预测因子的十个主成分构建了多元线性回归模型。对这十个主成分与氢键稳定性初始值的相关性分析,使得能够表征SOD1中已知的结构和功能重要位点对ALS患者生存时间离散度的贡献。
这样的分析使得能够提出关于SOD1不同结构和功能重要区域突变的稳定和去稳定作用与患者生存时间之间关系的假设。