为临床药理学和药物遗传学评估 AlphaFold:与亨廷顿氏症有关的亨廷廷基因变异的案例研究

Ajith Kumar Ethirajulu, Vineesh Sriramoju, Amruta Gajanan Bhat, Murali Ramanathan
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摘要

评估人工智能(AI)指导下的 AlphaFold 算法,以研究人类亨廷汀蛋白的结合相互作用和亨廷汀蛋白肽的聚集。将与亨廷顿氏病有关的亨廷汀蛋白变体作为评估 AlphaFold 的模型系统。研究了亨廷顿蛋白的变体以及含有 21、31、51 或 78 个谷氨酸的多谷氨酰胺束(PQT)的亨廷顿肽。获得了亨廷变体的三维结构及其与亨廷相关蛋白-40(HAP40)的相互作用。用对应于 PQT 变体、氨基末端序列(NTS)加 PQT、NTS 加 PQT 加富脯氨酸区(PRR)以及从 NTS 到 HEAT3 的 300 个氨基酸序列的肽序列进行了聚集实验。使用 1、3、6 或 12 个肽序列进行的寡聚实验用于评估聚集体的四元结构。PQT肽和PQT加NTS肽形成了一种螺旋二级结构,在聚集体的四元结构中形成了一个中心核。与 21Q 亨廷蛋白相比,与疾病相关的 31Q、51Q 和 78Q 全长亨廷蛋白变体的氨基端和羧基端之间的距离明显缩小。HAP40 与 78Q 变体的相互作用增加了氨基和羧基末端之间的距离。AlphaFold 发现了人类狩猎蛋白的关键三级结构变化,这些变化已在实验模型中得到独立证实。这些结果凸显了 AlphaFold 在药物研究中生成假设的实用性。
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Evaluating AlphaFold for Clinical Pharmacology and Pharmacogenetics: A Case-Study of Huntingtin Variants Linked to Huntington’s Disease

To evaluate the artificial intelligence (AI)-guided AlphaFold algorithm for studying the binding interactions of human huntingtin and the aggregation of huntingtin peptides. Variants of huntingtin protein implicated in Huntington’s disease were used as a model system to evaluate AlphaFold. Variants of huntingtin and huntingtin peptides with polyglutamine tracts (PQT) containing 21, 31, 51, or 78 glutamines were studied. The 3-dimensional structures of huntingtin variants and their interactions with huntingtin-associated protein-40 (HAP40) were obtained. Aggregation experiments were conducted with peptide sequences corresponding to variants of PQT, amino terminal sequence (NTS) plus PQT, NTS plus PQT plus proline rich region (PRR), and the 300 amino acid sequence from the NTS through HEAT3 of huntingtin. Oligomerization experiments with 1, 3, 6, or 12 peptide sequences were used to assess the quaternary structures of aggregates. The PQT and PQT plus NTS peptides formed a helical secondary structure that formed a central core in the quaternary structure of the aggregates The PRR formed an extended type II polyproline helix that did not participate in central core the aggregates. The distance between the amino and carboxyl termini of disease-linked 31Q, 51Q, and 78Q variants of full-length huntingtin was prominently decreased compared to the 21Q huntingtin. The interaction of HAP40 with the 78Q variant increased the distance between the amino and carboxyl termini. AlphaFold identified key tertiary structure changes in human huntingtin that have been independently corroborated in experimental models. The results highlight the utility of AlphaFold for hypothesis generation in pharmaceutical research.

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