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Development of a protein-ligand-binding site prediction method based on interaction energy and sequence conservation. 基于相互作用能和序列守恒的蛋白质-配体结合位点预测方法的建立。
Pub Date : 2016-09-01 Epub Date: 2016-07-11 DOI: 10.1007/s10969-016-9204-2
Hiroto Tsujikawa, Kenta Sato, Cao Wei, Gul Saad, Kazuya Sumikoshi, Shugo Nakamura, Tohru Terada, Kentaro Shimizu

We present a new method for predicting protein-ligand-binding sites based on protein three-dimensional structure and amino acid conservation. This method involves calculation of the van der Waals interaction energy between a protein and many probes placed on the protein surface and subsequent clustering of the probes with low interaction energies to identify the most energetically favorable locus. In addition, it uses amino acid conservation among homologous proteins. Ligand-binding sites were predicted by combining the interaction energy and the amino acid conservation score. The performance of our prediction method was evaluated using a non-redundant dataset of 348 ligand-bound and ligand-unbound protein structure pairs, constructed by filtering entries in a ligand-binding site structure database, LigASite. Ligand-bound structure prediction (bound prediction) indicated that 74.0 % of predicted ligand-binding sites overlapped with real ligand-binding sites by over 25 % of their volume. Ligand-unbound structure prediction (unbound prediction) indicated that 73.9 % of predicted ligand-binding residues overlapped with real ligand-binding residues. The amino acid conservation score improved the average prediction accuracy by 17.0 and 17.6 points for the bound and unbound predictions, respectively. These results demonstrate the effectiveness of the combined use of the interaction energy and amino acid conservation in the ligand-binding site prediction.

我们提出了一种基于蛋白质三维结构和氨基酸守恒预测蛋白质配体结合位点的新方法。该方法包括计算蛋白质与放置在蛋白质表面的许多探针之间的范德华相互作用能,然后将具有低相互作用能的探针聚类以确定能量最有利的位点。此外,它利用同源蛋白之间的氨基酸守恒。结合相互作用能和氨基酸守恒分数预测配体结合位点。通过筛选配体结合位点结构数据库LigASite中的条目,构建了348对配体结合和非配体结合的蛋白质结构对的非冗余数据集,对我们的预测方法的性能进行了评估。配体结合结构预测(binding prediction)表明,74.0%的预测配体结合位点与实际配体结合位点的重叠量超过其体积的25%。配体非结合结构预测(unbinding prediction)表明,73.9%的预测配体结合残基与实际配体结合残基重叠。氨基酸保守评分将结合和未结合预测的平均预测精度分别提高了17.0和17.6分。这些结果证明了相互作用能与氨基酸守恒相结合在配体结合位点预测中的有效性。
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引用次数: 10
Expression, purification, and crystallization of Schizosaccharomyces pombe eIF2B Schizosaccharomyces pombe eIF2B的表达、纯化和结晶
Pub Date : 2016-03-29 DOI: 10.1007/s10969-016-9203-3
K. Kashiwagi, T. Shigeta, H. Imataka, Takuhiro Ito, S. Yokoyama
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引用次数: 4
The impact of structural genomics: the first quindecennial 结构基因组学的影响:第一个十年
Pub Date : 2016-03-02 DOI: 10.1007/s10969-016-9201-5
M. Grabowski, E. Niedzialkowska, M. Zimmerman, W. Minor
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引用次数: 57
Automated protein motif generation in the structure-based protein function prediction tool ProMOL. 在基于结构的蛋白质功能预测工具 ProMOL 中自动生成蛋白质主题。
Pub Date : 2015-12-01 Epub Date: 2015-11-16 DOI: 10.1007/s10969-015-9199-0
Mikhail Osipovitch, Mitchell Lambrecht, Cameron Baker, Shariq Madha, Jeffrey L Mills, Paul A Craig, Herbert J Bernstein

ProMOL, a plugin for the PyMOL molecular graphics system, is a structure-based protein function prediction tool. ProMOL includes a set of routines for building motif templates that are used for screening query structures for enzyme active sites. Previously, each motif template was generated manually and required supervision in the optimization of parameters for sensitivity and selectivity. We developed an algorithm and workflow for the automation of motif building and testing routines in ProMOL. The algorithm uses a set of empirically derived parameters for optimization and requires little user intervention. The automated motif generation algorithm was first tested in a performance comparison with a set of manually generated motifs based on identical active sites from the same 112 PDB entries. The two sets of motifs were equally effective in identifying alignments with homologs and in rejecting alignments with unrelated structures. A second set of 296 active site motifs were generated automatically, based on Catalytic Site Atlas entries with literature citations, as an expansion of the library of existing manually generated motif templates. The new motif templates exhibited comparable performance to the existing ones in terms of hit rates against native structures, homologs with the same EC and Pfam designations, and randomly selected unrelated structures with a different EC designation at the first EC digit, as well as in terms of RMSD values obtained from local structural alignments of motifs and query structures. This research is supported by NIH grant GM078077.

ProMOL 是 PyMOL 分子图形系统的一个插件,是一种基于结构的蛋白质功能预测工具。ProMOL 包括一套用于构建主题模板的例程,这些模板用于筛选酶活性位点的查询结构。以前,每个主题模板都是手动生成的,并且在优化灵敏度和选择性参数时需要监督。我们开发了一种算法和工作流程,用于在 ProMOL 中自动完成主题构建和测试程序。该算法使用一套根据经验得出的参数进行优化,几乎不需要用户干预。自动图案生成算法首先与一组基于相同 112 个 PDB 条目的相同活性位点手工生成的图案进行了性能比较测试。在识别同源排列和拒绝不相关结构的排列方面,这两组图案的效果相当。第二组 296 个活性位点图案是根据催化位点图谱条目和文献引文自动生成的,作为现有人工生成图案模板库的扩展。新的主题模板在与原生结构、具有相同 EC 和 Pfam 名称的同源物、随机选择的具有不同 EC 第一位数字的非相关结构的比对中的命中率,以及从主题和查询结构的局部结构比对中获得的 RMSD 值方面,表现出与现有模板相当的性能。这项研究得到了美国国立卫生研究院 GM078077 基金的支持。
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引用次数: 0
Gene selection and cloning approaches for co-expression and production of recombinant protein-protein complexes. 共同表达和生产重组蛋白-蛋白复合物的基因选择和克隆方法。
Pub Date : 2015-12-01 Epub Date: 2015-12-15 DOI: 10.1007/s10969-015-9200-y
György Babnigg, Robert Jedrzejczak, Boguslaw Nocek, Adam Stein, William Eschenfeldt, Lucy Stols, Norman Marshall, Alicia Weger, Ruiying Wu, Mark Donnelly, Andrzej Joachimiak

Multiprotein complexes play essential roles in all cells and X-ray crystallography can provide unparalleled insight into their structure and function. Many of these complexes are believed to be sufficiently stable for structural biology studies, but the production of protein-protein complexes using recombinant technologies is still labor-intensive. We have explored several strategies for the identification and cloning of heterodimers and heterotrimers that are compatible with the high-throughput (HTP) structural biology pipeline developed for single proteins. Two approaches are presented and compared which resulted in co-expression of paired genes from a single expression vector. Native operons encoding predicted interacting proteins were selected from a repertoire of genomes, and cloned directly to expression vector. In an alternative approach, Helicobacter pylori proteins predicted to interact strongly were cloned, each associated with translational control elements, then linked into an artificial operon. Proteins were then expressed and purified by standard HTP protocols, resulting to date in the structure determination of two H. pylori complexes.

多蛋白复合物在所有细胞中都发挥着至关重要的作用,而 X 射线晶体学可以提供对其结构和功能的无与伦比的洞察力。据信,这些复合物中有许多在结构生物学研究中足够稳定,但利用重组技术生产蛋白质-蛋白质复合物仍是一项劳动密集型工作。我们探索了几种识别和克隆异源二聚体和异源三聚体的策略,这些策略与为单个蛋白质开发的高通量(HTP)结构生物学流水线兼容。本文介绍了两种方法并进行了比较,这两种方法通过单一表达载体实现了成对基因的共同表达。从基因组库中选择了编码预测的相互作用蛋白的本地操作子,并直接克隆到表达载体上。另一种方法是克隆幽门螺旋杆菌蛋白质,预测它们会发生强烈的相互作用,每种蛋白质都与翻译控制元件相关联,然后连接到人工操作子中。然后用标准的 HTP 方案表达和纯化蛋白质,迄今已确定了两种幽门螺杆菌复合物的结构。
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引用次数: 0
Crystal structure of the MazG-related nucleoside triphosphate pyrophosphohydrolase from Thermotoga maritima MSB8. 海洋热藓MSB8中与mazg相关的核苷三磷酸焦磷酸水解酶的晶体结构。
Pub Date : 2015-06-01 Epub Date: 2015-03-11 DOI: 10.1007/s10969-015-9195-4
Balasundaram Padmanabhan, Prashant Deshmukh, Shigeyuki Yokoyama, Yoshitaka Bessho

The MazG family proteins, which are highly conserved in bacteria, are nucleoside triphosphate pyrophosphohydrolases that hydrolyze all canonical nucleoside triphosphates, and are also involved in removing noncanonical nucleoside triphosphates to prevent their incorporation into DNA or RNA. The primary structure of TM0360 from Thermotoga maritima MSB8 suggested that TM0360 is a MazG-related nucleoside triphosphate pyrophosphohydrolase. The crystal structure of the TM0360 protein was determined by the MAD technique at 2.0 Å resolution. The asymmetric unit contains an intact dimer molecule. The overall structure of TM0360 is similar to the known structures of the dimeric MazG protein and dUTPases. The putative NTP binding pocket in TM0360, identified by considering the probable NTP-interacting residues and structural features, suggested that TM0360 resembles the C-terminal domain of Escherichia coli MazG, although TM0360 may be a truncated paralog of the N-terminal domain of T. maritima MazG (TM0913), according to its primary structure. The putative function of TM0360 is discussed, based on structural homology.

在细菌中高度保守的MazG家族蛋白是三磷酸核苷焦磷酸水解酶,它能水解所有典型的三磷酸核苷,也参与去除非典型的三磷酸核苷,以防止它们与DNA或RNA结合。对来自Thermotoga maritima MSB8的TM0360的初步结构分析表明,TM0360是一种与mazg相关的核苷三磷酸焦磷酸水解酶。TM0360蛋白的晶体结构采用MAD技术测定,分辨率为2.0 Å。不对称单元包含一个完整的二聚体分子。TM0360的整体结构与已知的二聚体MazG蛋白和dUTPases的结构相似。通过考虑可能的NTP相互作用残基和结构特征,在TM0360中发现了假定的NTP结合口袋,表明TM0360类似于大肠杆菌MazG的c端结构域,尽管TM0360可能是T. maritima MazG (TM0913)的n端结构域的截断平行结构域。基于结构同源性,讨论了TM0360的假设函数。
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引用次数: 2
Solution structures of the DNA-binding domains of immune-related zinc-finger protein ZFAT. 免疫相关锌指蛋白ZFAT dna结合域的溶液结构。
Pub Date : 2015-06-01 Epub Date: 2015-03-24 DOI: 10.1007/s10969-015-9196-3
Naoya Tochio, Takashi Umehara, Kazuhiko Nakabayashi, Misao Yoneyama, Kengo Tsuda, Mikako Shirouzu, Seizo Koshiba, Satoru Watanabe, Takanori Kigawa, Takehiko Sasazuki, Senji Shirasawa, Shigeyuki Yokoyama

ZFAT is a transcriptional regulator, containing eighteen C2H2-type zinc-fingers and one AT-hook, involved in autoimmune thyroid disease, apoptosis, and immune-related cell survival. We determined the solution structures of the thirteen individual ZFAT zinc-fingers (ZF) and the tandemly arrayed zinc-fingers in the regions from ZF2 to ZF5, by NMR spectroscopy. ZFAT has eight uncommon bulged-out helix-containing zinc-fingers, and six of their structures (ZF4, ZF5, ZF6, ZF10, ZF11, and ZF13) were determined. The distribution patterns of the putative DNA-binding surface residues are different among the ZFAT zinc-fingers, suggesting the distinct DNA sequence preferences of the N-terminal and C-terminal zinc-fingers. Since ZFAT has three to five consecutive tandem zinc-fingers, which may cooperatively function as a unit, we also determined two tandemly arrayed zinc-finger structures, between ZF2 to ZF4 and ZF3 to ZF5. Our NMR spectroscopic analysis detected the interaction between ZF4 and ZF5, which are connected by an uncommon linker sequence, KKIK. The ZF4-ZF5 linker restrained the relative structural space between the two zinc-fingers in solution, unlike the other linker regions with determined structures, suggesting the involvement of the ZF4-ZF5 interfinger linker in the regulation of ZFAT function.

ZFAT是一种转录调节因子,包含18个c2h2型锌指和1个AT-hook,参与自身免疫性甲状腺疾病、细胞凋亡和免疫相关细胞存活。我们用核磁共振光谱测定了13个ZFAT锌指(ZF)和ZF2 ~ ZF5区域串联排列的锌指的溶液结构。ZFAT有8个不常见的凸起的含螺旋锌指,确定了其中的6个结构(ZF4、ZF5、ZF6、ZF10、ZF11和ZF13)。假设的DNA结合表面残基在ZFAT锌指之间的分布模式不同,表明n端和c端锌指具有不同的DNA序列偏好。由于ZFAT有三到五个连续串联的锌指,它们可以作为一个单元协同工作,我们还确定了两个串联排列的锌指结构,在ZF2到ZF4和ZF3到ZF5之间。我们的核磁共振光谱分析检测到ZF4和ZF5之间的相互作用,它们通过一个不常见的连接序列KKIK连接。与其他结构确定的连接区域不同,ZF4-ZF5连接区域限制了溶液中两个锌指之间的相对结构空间,表明ZF4-ZF5连接区域参与了ZFAT功能的调节。
{"title":"Solution structures of the DNA-binding domains of immune-related zinc-finger protein ZFAT.","authors":"Naoya Tochio,&nbsp;Takashi Umehara,&nbsp;Kazuhiko Nakabayashi,&nbsp;Misao Yoneyama,&nbsp;Kengo Tsuda,&nbsp;Mikako Shirouzu,&nbsp;Seizo Koshiba,&nbsp;Satoru Watanabe,&nbsp;Takanori Kigawa,&nbsp;Takehiko Sasazuki,&nbsp;Senji Shirasawa,&nbsp;Shigeyuki Yokoyama","doi":"10.1007/s10969-015-9196-3","DOIUrl":"https://doi.org/10.1007/s10969-015-9196-3","url":null,"abstract":"<p><p>ZFAT is a transcriptional regulator, containing eighteen C2H2-type zinc-fingers and one AT-hook, involved in autoimmune thyroid disease, apoptosis, and immune-related cell survival. We determined the solution structures of the thirteen individual ZFAT zinc-fingers (ZF) and the tandemly arrayed zinc-fingers in the regions from ZF2 to ZF5, by NMR spectroscopy. ZFAT has eight uncommon bulged-out helix-containing zinc-fingers, and six of their structures (ZF4, ZF5, ZF6, ZF10, ZF11, and ZF13) were determined. The distribution patterns of the putative DNA-binding surface residues are different among the ZFAT zinc-fingers, suggesting the distinct DNA sequence preferences of the N-terminal and C-terminal zinc-fingers. Since ZFAT has three to five consecutive tandem zinc-fingers, which may cooperatively function as a unit, we also determined two tandemly arrayed zinc-finger structures, between ZF2 to ZF4 and ZF3 to ZF5. Our NMR spectroscopic analysis detected the interaction between ZF4 and ZF5, which are connected by an uncommon linker sequence, KKIK. The ZF4-ZF5 linker restrained the relative structural space between the two zinc-fingers in solution, unlike the other linker regions with determined structures, suggesting the involvement of the ZF4-ZF5 interfinger linker in the regulation of ZFAT function. </p>","PeriodicalId":73957,"journal":{"name":"Journal of structural and functional genomics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2015-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1007/s10969-015-9196-3","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33155277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 12
Expression platforms for producing eukaryotic proteins: a comparison of E. coli cell-based and wheat germ cell-free synthesis, affinity and solubility tags, and cloning strategies. 生产真核蛋白的表达平台:大肠杆菌细胞和小麦无生殖细胞合成、亲和力和溶解度标签和克隆策略的比较
Pub Date : 2015-06-01 Epub Date: 2015-04-09 DOI: 10.1007/s10969-015-9198-1
David J Aceti, Craig A Bingman, Russell L Wrobel, Ronnie O Frederick, Shin-Ichi Makino, Karl W Nichols, Sarata C Sahu, Lai F Bergeman, Paul G Blommel, Claudia C Cornilescu, Katarzyna A Gromek, Kory D Seder, Soyoon Hwang, John G Primm, Grzegorz Sabat, Frank C Vojtik, Brian F Volkman, Zsolt Zolnai, George N Phillips, John L Markley, Brian G Fox

Vectors designed for protein production in Escherichia coli and by wheat germ cell-free translation were tested using 21 well-characterized eukaryotic proteins chosen to serve as controls within the context of a structural genomics pipeline. The controls were carried through cloning, small-scale expression trials, large-scale growth or synthesis, and purification. Successfully purified proteins were also subjected to either crystallization trials or (1)H-(15)N HSQC NMR analyses. Experiments evaluated: (1) the relative efficacy of restriction/ligation and recombinational cloning systems; (2) the value of maltose-binding protein (MBP) as a solubility enhancement tag; (3) the consequences of in vivo proteolysis of the MBP fusion as an alternative to post-purification proteolysis; (4) the effect of the level of LacI repressor on the yields of protein obtained from E. coli using autoinduction; (5) the consequences of removing the His tag from proteins produced by the cell-free system; and (6) the comparative performance of E. coli cells or wheat germ cell-free translation. Optimal promoter/repressor and fusion tag configurations for each expression system are discussed.

设计用于在大肠杆菌中生产蛋白质和小麦无生殖细胞翻译的载体,在结构基因组学管道中选择21种特征明确的真核蛋白作为对照,对其进行了测试。对照通过克隆、小规模表达试验、大规模生长或合成和纯化进行。成功纯化的蛋白质也进行结晶试验或(1)H-(15)N HSQC核磁共振分析。实验评价:(1)限制性/结扎和重组克隆系统的相对有效性;(2)麦芽糖结合蛋白(MBP)作为溶解度增强标签的价值;(3) MBP融合的体内蛋白水解作为纯化后蛋白水解的替代方案的后果;(4) LacI抑制因子水平对自诱导大肠杆菌蛋白产量的影响;(5)从无细胞系统产生的蛋白质中去除His标签的后果;(6)大肠杆菌细胞与小麦无生殖细胞翻译的比较性能。讨论了每种表达系统的最佳启动子/阻遏子和融合标签配置。
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引用次数: 9
Crystal structures of Mycobacterial MeaB and MMAA-like GTPases. 分枝杆菌MeaB和mmaa样gtp酶的晶体结构。
Pub Date : 2015-06-01 Epub Date: 2015-04-02 DOI: 10.1007/s10969-015-9197-2
Thomas E Edwards, Loren Baugh, Jameson Bullen, Ruth O Baydo, Pam Witte, Kaitlin Thompkins, Isabelle Q H Phan, Jan Abendroth, Matthew C Clifton, Banumathi Sankaran, Wesley C Van Voorhis, Peter J Myler, Bart L Staker, Christoph Grundner, Donald D Lorimer

The methylmalonyl Co-A mutase-associated GTPase MeaB from Methylobacterium extorquens is involved in glyoxylate regulation and required for growth. In humans, mutations in the homolog methylmalonic aciduria associated protein (MMAA) cause methylmalonic aciduria, which is often fatal. The central role of MeaB from bacteria to humans suggests that MeaB is also important in other, pathogenic bacteria such as Mycobacterium tuberculosis. However, the identity of the mycobacterial MeaB homolog is presently unclear. Here, we identify the M. tuberculosis protein Rv1496 and its homologs in M. smegmatis and M. thermoresistibile as MeaB. The crystal structures of all three homologs are highly similar to MeaB and MMAA structures and reveal a characteristic three-domain homodimer with GDP bound in the G domain active site. A structure of Rv1496 obtained from a crystal grown in the presence of GTP exhibited electron density for GDP, suggesting GTPase activity. These structures identify the mycobacterial MeaB and provide a structural framework for therapeutic targeting of M. tuberculosis MeaB.

来自敲诈勒索甲基杆菌的甲基丙二酰辅酶a突变相关GTPase MeaB参与乙醛酸调节,是生长所必需的。在人类中,同源甲基丙二酸尿相关蛋白(MMAA)的突变导致甲基丙二酸尿症,这通常是致命的。从细菌到人类的MeaB的核心作用表明,MeaB在其他致病菌如结核分枝杆菌中也很重要。然而,分枝杆菌MeaB同源物的身份目前尚不清楚。本研究将结核分枝杆菌蛋白Rv1496及其在耻毛分枝杆菌和耐高温分枝杆菌中的同源物鉴定为MeaB。这三种同源物的晶体结构与MeaB和MMAA的结构高度相似,并显示出一种特征的三结构域同型二聚体,GDP结合在G结构域活性位点。在GTP存在下生长的晶体中获得的Rv1496结构显示出GTP的电子密度,表明GTP酶活性。这些结构可识别分枝杆菌MeaB,并为结核分枝杆菌MeaB的靶向治疗提供结构框架。
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引用次数: 6
Annotation of proteins of unknown function: initial enzyme results. 功能未知的蛋白质注释:初始酶结果。
Pub Date : 2015-03-01 Epub Date: 2015-01-29 DOI: 10.1007/s10969-015-9194-5
Talia McKay, Kaitlin Hart, Alison Horn, Haeja Kessler, Greg Dodge, Keti Bardhi, Kostandina Bardhi, Jeffrey L Mills, Herbert J Bernstein, Paul A Craig

Working with a combination of ProMOL (a plugin for PyMOL that searches a library of enzymatic motifs for local structural homologs), BLAST and Pfam (servers that identify global sequence homologs), and Dali (a server that identifies global structural homologs), we have begun the process of assigning functional annotations to the approximately 3,500 structures in the Protein Data Bank that are currently classified as having "unknown function". Using a limited template library of 388 motifs, over 500 promising in silico matches have been identified by ProMOL, among which 65 exceptionally good matches have been identified. The characteristics of the exceptionally good matches are discussed.

结合proml (PyMOL的插件,用于搜索酶基序库的局部结构同源),BLAST和Pfam(识别全局序列同源的服务器)以及Dali(识别全局结构同源的服务器),我们已经开始了为蛋白质数据库中目前被分类为具有“未知功能”的大约3,500个结构分配功能注释的过程。利用有限的388个motif模板库,ProMOL已经鉴定出500多个有前途的硅匹配,其中鉴定出65个非常好的匹配。讨论了异常好匹配的特点。
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引用次数: 15
期刊
Journal of structural and functional genomics
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