Peptide binding to HLA-DP proteins at pH 5.0 and pH 7.0: a quantitative molecular docking study

Q3 Biochemistry, Genetics and Molecular Biology BMC Structural Biology Pub Date : 2012-08-05 DOI:10.1186/1472-6807-12-20
Atanas Patronov, Ivan Dimitrov, Darren R Flower, Irini Doytchinova
{"title":"Peptide binding to HLA-DP proteins at pH 5.0 and pH 7.0: a quantitative molecular docking study","authors":"Atanas Patronov,&nbsp;Ivan Dimitrov,&nbsp;Darren R Flower,&nbsp;Irini Doytchinova","doi":"10.1186/1472-6807-12-20","DOIUrl":null,"url":null,"abstract":"<p>HLA-DPs are class II MHC proteins mediating immune responses to many diseases. Peptides bind MHC class II proteins in the acidic environment within endosomes. Acidic pH markedly elevates association rate constants but dissociation rates are almost unchanged in the pH range 5.0 – 7.0. This pH-driven effect can be explained by the protonation/deprotonation states of Histidine, whose imidazole has a pK<sub>a</sub> of 6.0. At pH 5.0, imidazole ring is protonated, making Histidine positively charged and very hydrophilic, while at pH 7.0 imidazole is unprotonated, making Histidine less hydrophilic. We develop here a method to predict peptide binding to the four most frequent HLA-DP proteins: DP1, DP41, DP42 and DP5, using a molecular docking protocol. Dockings to virtual combinatorial peptide libraries were performed at pH 5.0 and pH 7.0.</p><p>The X-ray structure of the peptide – HLA-DP2 protein complex was used as a starting template to model by homology the structure of the four DP proteins. The resulting models were used to produce virtual combinatorial peptide libraries constructed using the single amino acid substitution (SAAS) principle. Peptides were docked into the DP binding site using AutoDock at pH 5.0 and pH 7.0. The resulting scores were normalized and used to generate Docking Score-based Quantitative Matrices (DS-QMs). The predictive ability of these QMs was tested using an external test set of 484 known DP binders. They were also compared to existing servers for DP binding prediction. The models derived at pH 5.0 predict better than those derived at pH 7.0 and showed significantly improved predictions for three of the four DP proteins, when compared to the existing servers. They are able to recognize 50% of the known binders in the top 5% of predicted peptides.</p><p>The higher predictive ability of DS-QMs derived at pH 5.0 may be rationalised by the additional hydrogen bond formed between the backbone carbonyl oxygen belonging to the peptide position before p1 (p-1) and the protonated ε-nitrogen of His<sup>79β</sup>. Additionally, protonated His residues are well accepted at most of the peptide binding core positions which is in a good agreement with the overall negatively charged peptide binding site of most MHC proteins.</p>","PeriodicalId":51240,"journal":{"name":"BMC Structural Biology","volume":"12 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2012-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/1472-6807-12-20","citationCount":"19","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC Structural Biology","FirstCategoryId":"1085","ListUrlMain":"https://link.springer.com/article/10.1186/1472-6807-12-20","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Biochemistry, Genetics and Molecular Biology","Score":null,"Total":0}
引用次数: 19

Abstract

HLA-DPs are class II MHC proteins mediating immune responses to many diseases. Peptides bind MHC class II proteins in the acidic environment within endosomes. Acidic pH markedly elevates association rate constants but dissociation rates are almost unchanged in the pH range 5.0 – 7.0. This pH-driven effect can be explained by the protonation/deprotonation states of Histidine, whose imidazole has a pKa of 6.0. At pH 5.0, imidazole ring is protonated, making Histidine positively charged and very hydrophilic, while at pH 7.0 imidazole is unprotonated, making Histidine less hydrophilic. We develop here a method to predict peptide binding to the four most frequent HLA-DP proteins: DP1, DP41, DP42 and DP5, using a molecular docking protocol. Dockings to virtual combinatorial peptide libraries were performed at pH 5.0 and pH 7.0.

The X-ray structure of the peptide – HLA-DP2 protein complex was used as a starting template to model by homology the structure of the four DP proteins. The resulting models were used to produce virtual combinatorial peptide libraries constructed using the single amino acid substitution (SAAS) principle. Peptides were docked into the DP binding site using AutoDock at pH 5.0 and pH 7.0. The resulting scores were normalized and used to generate Docking Score-based Quantitative Matrices (DS-QMs). The predictive ability of these QMs was tested using an external test set of 484 known DP binders. They were also compared to existing servers for DP binding prediction. The models derived at pH 5.0 predict better than those derived at pH 7.0 and showed significantly improved predictions for three of the four DP proteins, when compared to the existing servers. They are able to recognize 50% of the known binders in the top 5% of predicted peptides.

The higher predictive ability of DS-QMs derived at pH 5.0 may be rationalised by the additional hydrogen bond formed between the backbone carbonyl oxygen belonging to the peptide position before p1 (p-1) and the protonated ε-nitrogen of His79β. Additionally, protonated His residues are well accepted at most of the peptide binding core positions which is in a good agreement with the overall negatively charged peptide binding site of most MHC proteins.

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
肽结合HLA-DP蛋白在pH 5.0和pH 7.0:定量分子对接研究
HLA-DPs是II类MHC蛋白,介导对许多疾病的免疫反应。肽在酸性环境中与核内体内的MHC II类蛋白结合。酸性pH值显著提高缔合速率常数,但在pH值5.0 - 7.0范围内,解离速率几乎不变。这种ph驱动效应可以用组氨酸的质子化/去质子化状态来解释,组氨酸的咪唑的pKa为6.0。在pH 5.0时,咪唑环质子化,使组氨酸带正电,亲水性强;而在pH 7.0时,咪唑环未质子化,组氨酸亲水性较差。我们在这里开发了一种方法来预测肽结合到四种最常见的HLA-DP蛋白:DP1, DP41, DP42和DP5,使用分子对接协议。在pH 5.0和pH 7.0下进行虚拟组合肽库的对接。以肽- HLA-DP2蛋白复合物的x射线结构为起始模板,通过同源性对四种DP蛋白的结构进行建模。所得到的模型被用于利用单氨基酸取代(SAAS)原理构建虚拟组合肽库。在pH 5.0和pH 7.0下,使用AutoDock将肽对接到DP结合位点。结果分数被归一化并用于生成基于对接分数的定量矩阵(DS-QMs)。这些QMs的预测能力使用484个已知DP结合物的外部测试集进行测试。还将它们与现有的DP绑定预测服务器进行了比较。在pH 5.0下建立的模型比在pH 7.0下建立的模型预测更好,并且与现有服务器相比,对四种DP蛋白中的三种的预测显着提高。他们能够在预测的前5%的肽中识别50%的已知结合物。在pH 5.0下得到的DS-QMs具有较高的预测能力,这可能是由于在p1 (p-1)之前属于肽位的主链羰基氧与His79β的质子化ε-氮之间形成了额外的氢键。此外,质子化的His残基在大多数肽结合核心位置被很好地接受,这与大多数MHC蛋白的整体负电荷肽结合位点很好地一致。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
3.60
自引率
0.00%
发文量
0
审稿时长
>12 weeks
期刊介绍: BMC Structural Biology is an open access, peer-reviewed journal that considers articles on investigations into the structure of biological macromolecules, including solving structures, structural and functional analyses, and computational modeling.
期刊最新文献
Characterization of putative proteins encoded by variable ORFs in white spot syndrome virus genome Correction to: Classification of the human THAP protein family identifies an evolutionarily conserved coiled coil region Effect of low complexity regions within the PvMSP3α block II on the tertiary structure of the protein and implications to immune escape mechanisms QRNAS: software tool for refinement of nucleic acid structures Classification of the human THAP protein family identifies an evolutionarily conserved coiled coil region
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1