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电喷雾电离-离子淌度质谱联用化学计量学方法用于家族性淀粉样多发性神经病 I 型(FAP-I)患者血清转甲状腺素蛋白的特征分析。

A chemometric approach for characterization of serum transthyretin in familial amyloidotic polyneuropathy type I (FAP-I) by electrospray ionization-ion mobility mass spectrometry.

机构信息

Department of Chemical Engineering and Analytical Chemistry, Institute for Research on Nutrition and Food Safety (INSA·UB), University of Barcelona, Martí i Franquès 1-11, 3rd floor, 08028 Barcelona, Spain.

Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Barcelona, Spain.

出版信息

Talanta. 2018 May 1;181:87-94. doi: 10.1016/j.talanta.2017.12.072. Epub 2017 Dec 30.

Abstract

In this study, we describe a chemometric data analysis approach to assist in the interpretation of the complex datasets from the analysis of high-molecular mass oligomeric proteins by ion mobility mass spectrometry (IM-MS). The homotetrameric protein transthyretin (TTR) is involved in familial amyloidotic polyneuropathy type I (FAP-I). FAP-I is associated with a specific TTR mutant variant (TTR(Met30)) that can be easily detected analyzing the monomeric forms of the mutant protein. However, the mechanism of protein misfolding and aggregation onset, which could be triggered by structural changes in the native tetrameric protein, remains under investigation. Serum TTR from healthy controls and FAP-I patients was purified under non-denaturing conditions by conventional immunoprecipitation in solution and analyzed by IM-MS. IM-MS allowed separation and characterization of several tetrameric, trimeric and dimeric TTR gas ions due to their differential drift time. After an appropriate data pre-processing, multivariate curve resolution alternating least squares (MCR-ALS) was applied to the complex datasets. A group of seven independent components being characterized by their ion mobility profiles and mass spectra were resolved to explain the observed data variance in control and patient samples. Then, principal component analysis (PCA) and partial least squares discriminant analysis (PLS-DA) were considered for exploration and classification. Only four out of the seven resolved components were enough for an accurate differentiation. Furthermore, the specific TTR ions identified in the mass spectra of these components and the resolved ion mobility profiles provided a straightforward insight into the most relevant oligomeric TTR proteoforms for the disease.

摘要

在这项研究中,我们描述了一种化学计量数据分析方法,以协助解释通过离子淌度质谱(IM-MS)分析高分子量寡聚蛋白时产生的复杂数据集。四聚体蛋白转甲状腺素(TTR)与家族性淀粉样多神经病 I 型(FAP-I)有关。FAP-I 与一种特定的 TTR 突变变体(TTR(Met30))有关,通过分析突变蛋白的单体形式可以很容易地检测到该变体。然而,蛋白质错误折叠和聚集的机制仍在研究中,这种机制可能是由天然四聚体蛋白的结构变化引发的。本研究采用非变性条件下的常规溶液免疫沉淀法从健康对照者和 FAP-I 患者的血清中纯化 TTR,并通过 IM-MS 进行分析。IM-MS 允许由于其不同的漂移时间而分离和表征几种四聚体、三聚体和二聚体 TTR 气体离子。在适当的数据预处理后,将多变量曲线分辨交替最小二乘法(MCR-ALS)应用于复杂数据集。通过其离子淌度谱和质谱特征化的一组七个独立成分被解析,以解释对照和患者样本中观察到的数据方差。然后,考虑了主成分分析(PCA)和偏最小二乘判别分析(PLS-DA)进行探索和分类。在七个解析的成分中,只有四个足以进行准确的区分。此外,这些成分的质谱中鉴定出的特定 TTR 离子和解析出的离子淌度谱为疾病的最相关寡聚 TTR 蛋白形式提供了直接的见解。

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