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使用Alphafold-2和DeepMSA2预测冠状病毒通道中的构象状态:优势与局限

Prediction of conformational states in a coronavirus channel using Alphafold-2 and DeepMSA2: Strengths and limitations.

作者信息

Torres Jaume, Pervushin Konstantin, Surya Wahyu

机构信息

School of Biological Sciences, Nanyang Technological University, 60 Nanyang Drive, Singapore 637551, Singapore.

出版信息

Comput Struct Biotechnol J. 2024 Oct 16;23:3730-3740. doi: 10.1016/j.csbj.2024.10.021. eCollection 2024 Dec.

DOI:10.1016/j.csbj.2024.10.021
PMID:39525089
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11543627/
Abstract

The envelope (E) protein is present in all coronavirus genera. This protein can form pentameric oligomers with ion channel activity which have been proposed as a possible therapeutic target. However, high resolution structures of E channels are limited to those of the severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), responsible for the recent COVID-19 pandemic. In the present work, we used Alphafold-2 (AF2), in ColabFold without templates, to predict the transmembrane domain (TMD) structure of six E-channels representative of genera alpha-, beta- and gamma-coronaviruses in the family. High-confidence models were produced in all cases when combining multiple sequence alignments (MSAs) obtained from DeepMSA2. Overall, AF2 predicted at least two possible orientations of the α-helices in E-TMD channels: one where a conserved polar residue (Asn-15 in the SARS sequence) is oriented towards the center of the channel, 'polar-in', and one where this residue is in an interhelical orientation 'polar-inter'. For the SARS models, the comparison with the two experimental models 'closed' (PDB: 7K3G) and 'open' (PDB: 8SUZ) is described, and suggests a ∼60˚ α-helix rotation mechanism involving either the full TMD or only its N-terminal half, to allow the passage of ions. While the results obtained are not identical to the two high resolution models available, they suggest various conformational states with striking similarities to those models. We believe these results can be further optimized by means of MSA subsampling, and guide future high resolution structural studies in these and other viral channels.

摘要

包膜(E)蛋白存在于所有冠状病毒属中。这种蛋白可以形成具有离子通道活性的五聚体寡聚体,有人提出将其作为一种可能的治疗靶点。然而,E通道的高分辨率结构仅限于严重急性呼吸综合征冠状病毒2(SARS-CoV-2)的结构,该病毒是近期新冠疫情的元凶。在本研究中,我们在没有模板的情况下,使用ColabFold中的AlphaFold-2(AF2)来预测该科中α-、β-和γ-冠状病毒属的六种E通道的跨膜结构域(TMD)结构。当结合从DeepMSA2获得的多序列比对(MSA)时,在所有情况下都产生了高可信度模型。总体而言,AF2预测了E-TMD通道中α-螺旋至少两种可能的取向:一种是保守的极性残基(SARS序列中的Asn-15)朝向通道中心,即“极性向内”,另一种是该残基处于螺旋间取向,即“极性相间”。对于SARS模型,描述了与两个实验模型“关闭”(PDB:7K3G)和“开放”(PDB:8SUZ)的比较,结果表明存在一种约60˚的α-螺旋旋转机制,该机制涉及整个TMD或仅其N端一半,以允许离子通过。虽然获得的结果与现有的两个高分辨率模型不完全相同,但它们表明了与这些模型具有显著相似性的各种构象状态。我们相信,这些结果可以通过MSA二次抽样进一步优化,并为这些及其他病毒通道未来的高分辨率结构研究提供指导。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/304d70f4a6ce/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/5e2a26a2a61b/ga1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/adaee6b3faeb/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/45a4274c1651/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/417173ef09ea/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/84744f76b652/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/6f73b13882ca/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/67371dfe19dc/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/304d70f4a6ce/gr7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/5e2a26a2a61b/ga1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/adaee6b3faeb/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/45a4274c1651/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/417173ef09ea/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/84744f76b652/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/6f73b13882ca/gr5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/67371dfe19dc/gr6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c391/11543627/304d70f4a6ce/gr7.jpg

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