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PSS-3D1D: an improved 3D1D profile method of protein fold recognition for the annotation of twilight zone sequences. PSS-3D1D:一种改进的用于模糊区序列标注的蛋白质折叠识别3D1D剖面方法。
Pub Date : 2011-12-01 Epub Date: 2011-12-03 DOI: 10.1007/s10969-011-9119-x
K Ganesan, S Parthasarathy

Annotation of any newly determined protein sequence depends on the pairwise sequence identity with known sequences. However, for the twilight zone sequences which have only 15-25% identity, the pair-wise comparison methods are inadequate and the annotation becomes a challenging task. Such sequences can be annotated by using methods that recognize their fold. Bowie et al. described a 3D1D profile method in which the amino acid sequences that fold into a known 3D structure are identified by their compatibility to that known 3D structure. We have improved the above method by using the predicted secondary structure information and employ it for fold recognition from the twilight zone sequences. In our Protein Secondary Structure 3D1D (PSS-3D1D) method, a score (w) for the predicted secondary structure of the query sequence is included in finding the compatibility of the query sequence to the known fold 3D structures. In the benchmarks, the PSS-3D1D method shows a maximum of 21% improvement in predicting correctly the α + β class of folds from the sequences with twilight zone level of identity, when compared with the 3D1D profile method. Hence, the PSS-3D1D method could offer more clues than the 3D1D method for the annotation of twilight zone sequences. The web based PSS-3D1D method is freely available in the PredictFold server at http://bioinfo.bdu.ac.in/servers/ .

任何新确定的蛋白质序列的注释依赖于与已知序列的成对序列一致性。然而,对于辨识度只有15-25%的模糊区序列,两两比较的方法是不够的,标注是一项具有挑战性的任务。这样的序列可以通过使用识别其折叠的方法进行注释。Bowie等人描述了一种3D1D剖面方法,其中折叠成已知3D结构的氨基酸序列通过其与已知3D结构的兼容性来识别。我们利用预测的二级结构信息对上述方法进行了改进,并将其用于模糊带序列的褶皱识别。在我们的蛋白质二级结构3D1D (PSS-3D1D)方法中,在查找查询序列与已知折叠3D结构的兼容性时,将查询序列的预测二级结构的分数(w)包含在内。在基准测试中,与3D1D剖面法相比,PSS-3D1D方法在预测具有模糊带同一性的序列的α + β类褶皱方面的准确率提高了21%。因此,与3D1D方法相比,PSS-3D1D方法可以为模糊带序列的标注提供更多的线索。基于web的PSS-3D1D方法可以在PredictFold服务器上免费获得,网址为http://bioinfo.bdu.ac.in/servers/。
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引用次数: 3
Prediction of metalloproteinase family based on the concept of Chou's pseudo amino acid composition using a machine learning approach. 基于Chou伪氨基酸组成概念的金属蛋白酶家族的机器学习预测。
Pub Date : 2011-12-01 Epub Date: 2011-12-03 DOI: 10.1007/s10969-011-9120-4
Majid Mohammad Beigi, Mohaddeseh Behjati, Hassan Mohabatkar

Matrix metalloproteinase (MMPs) and disintegrin and metalloprotease (ADAMs) belong to the zinc-dependent metalloproteinase family of proteins. These proteins participate in various physiological and pathological states. Thus, prediction of these proteins using amino acid sequence would be helpful. We have developed a method to predict these proteins based on the features derived from Chou's pseudo amino acid composition (PseAAC) server and support vector machine (SVM) as a powerful machine learning approach. With this method, for ADAMs and MMPs families, an overall accuracy and Matthew's correlation coefficient (MCC) of 95.89 and 0.90% were achieved respectively. Furthermore, the method is able to predict two major subclasses of MMP family; Furin-activated secreted MMPs and Type II trans-membrane; with MCC of 0.89 and 0.91%, respectively. The overall accuracy for Furin-activated secreted MMPs and Type II trans-membrane was 98.18 and 99.07, respectively. Our data demonstrates an effective classification of Metalloproteinase family based on the concept of PseAAC and SVM.

基质金属蛋白酶(MMPs)和崩解素和金属蛋白酶(ADAMs)属于锌依赖性金属蛋白酶家族。这些蛋白质参与各种生理和病理状态。因此,利用氨基酸序列对这些蛋白质进行预测是有帮助的。我们开发了一种基于Chou的伪氨基酸组成(PseAAC)服务器和支持向量机(SVM)的特征来预测这些蛋白质的方法,作为一种强大的机器学习方法。该方法对ADAMs和MMPs家族的总体准确率和马修相关系数(MCC)分别达到95.89和0.90%。此外,该方法能够预测MMP家族的两个主要亚类;furin激活的分泌型MMPs和II型跨膜;MCC分别为0.89和0.91%。furin激活的分泌型MMPs和II型跨膜的总体准确性分别为98.18和99.07。我们的数据证明了基于PseAAC和SVM概念的金属蛋白酶家族的有效分类。
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引用次数: 111
Solution NMR structure of MED25(391-543) comprising the activator-interacting domain (ACID) of human mediator subunit 25. MED25(391-543)的溶液核磁共振结构,包含人类介质亚基25的激活物相互作用域(ACID)。
Pub Date : 2011-09-01 Epub Date: 2011-07-23 DOI: 10.1007/s10969-011-9115-1
Alexander Eletsky, William T Ruyechan, Rong Xiao, Thomas B Acton, Gaetano T Montelione, Thomas Szyperski

The solution NMR structure of protein MED25(391-543), comprising the activator interacting domain (ACID) of subunit 25 of the human mediator, is presented along with the measurement of polypeptide backbone heteronuclear 15N-{1H} NOEs to identify fast internal motional modes. This domain interacts with the acidic transactivation domains of Herpes simplex type 1 (HSV-1) protein VP16 and the Varicella-zoster virus (VZV) major transactivator protein IE62, which initiate transcription of viral genes. The structure is similar to the β-barrel domains of the human protein Ku and the SPOC domain of human protein SHARP, and provides a starting point to understand the structural biology of initiation of HSV-1 and VZV gene activation. Homology models built for the two ACID domains of the prostate tumor overexpressed (PTOV1) protein using the structure of MED25(391-543) as a template suggest that differential biological activities of the ACID domains in MED25 and PTOV1 arise from modulation of quite similar protein-protein interactions by variable residues grouped around highly conserved charged surface areas.

蛋白质MED25(391-543)的溶液核磁共振结构,包括人体介质亚基25的激活物相互作用域(ACID),以及多肽骨干异核15N-{1H} NOEs的测量,以确定快速内部运动模式。该结构域与单纯疱疹1型(HSV-1)蛋白VP16和水痘-带状疱疹病毒(VZV)主要反激活蛋白IE62的酸性反激活结构域相互作用,启动病毒基因的转录。该结构与人类蛋白Ku的β-桶结构域和人类蛋白SHARP的SPOC结构域相似,为了解HSV-1和VZV基因激活起始的结构生物学提供了一个起点。以MED25(391-543)结构为模板,对前列腺肿瘤过表达蛋白(PTOV1)的两个ACID结构域建立的同源性模型表明,MED25和PTOV1中ACID结构域的差异生物学活性源于高度保守的带电表面周围的可变残基对非常相似的蛋白-蛋白相互作用的调节。
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引用次数: 20
Crystal structure of a putative transcriptional regulator SCO0520 from Streptomyces coelicolor A3(2) reveals an unusual dimer among TetR family proteins. 来自色链霉菌A3的转录调节因子SCO0520的晶体结构揭示了TetR家族蛋白中一个不寻常的二聚体。
Pub Date : 2011-09-01 Epub Date: 2011-05-29 DOI: 10.1007/s10969-011-9112-4
Ekaterina V Filippova, Maksymilian Chruszcz, Marcin Cymborowski, Jun Gu, Alexei Savchenko, Aled Edwards, Wladek Minor

A structure of the apo-form of the putative transcriptional regulator SCO0520 from Streptomyces coelicolor A3(2) was determined at 1.8 Å resolution. SCO0520 belongs to the TetR family of regulators. In the crystal lattice, the asymmetric unit contains two monomers that form an Ω-shaped dimer. The distance between the two DNA-recognition domains is much longer than the corresponding distances in the known structures of other TetR family proteins. In addition, the subunits in the dimer have different conformational states, resulting in different relative positions of the DNA-binding and regulatory domains. Similar conformational modifications are observed in other TetR regulators and result from ligand binding. These studies provide information about the flexibility of SCO0520 molecule and its putative biological function.

以1.8 Å的分辨率确定了来自色链霉菌A3(2)的推定转录调节因子SCO0520的载脂蛋白结构。SCO0520属于TetR系列监管机构。在晶格中,不对称单元包含两个单体,形成Ω-shaped二聚体。这两个dna识别结构域之间的距离比已知的其他TetR家族蛋白结构中的相应距离要长得多。此外,二聚体中的亚基具有不同的构象状态,导致dna结合域和调控域的相对位置不同。在其他的TetR调节因子中也观察到类似的构象修饰,这些修饰是由配体结合引起的。这些研究为SCO0520分子的柔韧性及其可能的生物学功能提供了信息。
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引用次数: 6
Solution NMR structure of Dsy0195 homodimer from Desulfitobacterium hafniense: first structure representative of the YabP domain family of proteins involved in spore coat assembly. 来自Desulfitobacterium hafniense的Dsy0195同源二聚体的溶液核磁共振结构:第一个代表参与孢子外壳组装的YabP结构域家族的结构。
Pub Date : 2011-09-01 Epub Date: 2011-09-09 DOI: 10.1007/s10969-011-9117-z
Yunhuang Yang, Theresa A Ramelot, John R Cort, Huang Wang, Colleen Ciccosanti, Mei Jiang, Haleema Janjua, Thomas B Acton, Rong Xiao, John K Everett, Gaetano T Montelione, Michael A Kennedy

Protein domain family YabP (PF07873) is a family of small protein domains that are conserved in a wide range of bacteria and involved in spore coat assembly during the process of sporulation. The 62-residue fragment of Dsy0195 from Desulfitobacterium hafniense, which belongs to the YabP family, exists as a homodimer in solution under the conditions used for structure determination using NMR spectroscopy. The structure of the Dsy0195 homodimer contains two identical 62-residue monomeric subunits, each consisting of five anti-parallel beta strands (β1, 23-29; β2, 31-38; β3, 41-46; β4, 49-59; β5, 69-80). The tertiary structure of the Dsy0195 monomer adopts a cylindrical fold composed of two beta sheets. The two monomer subunits fold into a homodimer about a single C2 symmetry axis, with the interface composed of two anti-parallel beta strands, β1-β1' and β5b-β5b', where β5b refers to the C-terminal half of the bent β5 strand, without any domain swapping. Potential functional regions of the Dsy0195 structure were predicted based on conserved sequence analysis. The Dsy0195 structure reported here is the first representative structure from the YabP family.

蛋白结构域家族YabP (PF07873)是一个广泛存在于细菌中的小蛋白结构域家族,在孢子形成过程中参与孢子外壳组装。hafniense Desulfitobacterium Dsy0195的62位残基片段属于YabP家族,在NMR结构测定条件下以同二聚体的形式存在于溶液中。Dsy0195同型二聚体的结构包含两个相同的62位残基单体亚基,每个亚基由5个反平行的β链组成(β 1,23 -29;β2、31-38;β3 41-46;β4,49-59;β5,69 - 80)。Dsy0195单体的三级结构采用由两片β片组成的圆柱形褶皱。两个单体亚基围绕单个C2对称轴折叠成同型二聚体,界面由两条反平行的β链组成,β1-β1'和β5b-β5b',其中β5b指弯曲的β5链的c端一半,没有任何结构域交换。基于保守序列分析预测了Dsy0195结构的潜在功能区。本文报道的Dsy0195结构是YabP家族的第一个代表性结构。
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引用次数: 3
A simplified recipe for assigning amide NMR signals using combinatorial 14N amino acid inverse-labeling. 使用组合14N氨基酸反标记分配酰胺核磁共振信号的简化配方。
Pub Date : 2011-09-01 Epub Date: 2011-08-25 DOI: 10.1007/s10969-011-9116-0
Hidekazu Hiroaki, Yoshitaka Umetsu, Yo-ichi Nabeshima, Minako Hoshi, Daisuke Kohda

Assignment of backbone amide proton resonances is one of the most time-consuming stages of any protein NMR study when the protein samples behave non-ideally. A robust and convenient NMR procedure for analyzing spectra of marginal-to-low quality is helpful for high-throughput structure determination. The 14N selective- and inverse-labeling method is a candidate solution. Here, we present a simplified protocol for assigning protein backbone amide NMR signals. When 14N inversely labeled residues are present in a protein, their backbone NH cross peaks vanish from the protein's 1H-(15)N HSQC spectrum, and thus, their chemical shifts can be readily identified by a process of elimination. Some metabolically related amino acids, for example, Ile, Leu, and Val, cannot be individually incorporated but can be inversely labeled together. We optimized and simplified the protocol and M9-based medium formula for the 14N selective- and inverse-labeling method without any additives. Our approach should be cost-effective, because the method could be additively applied stepwise, even when the proteins of interest were found to be non-ideal.

当蛋白质样品表现不理想时,主酰胺质子共振的分配是任何蛋白质核磁共振研究中最耗时的阶段之一。一种鲁棒且方便的谱分析方法有助于高通量结构测定。14N选择性和反标记法是一个候选的解决方案。在这里,我们提出了一个简化的协议分配蛋白质骨架酰胺核磁共振信号。当蛋白质中存在14N反向标记的残基时,它们的主干NH交叉峰从蛋白质的1H-(15)N HSQC光谱中消失,因此,它们的化学位移可以通过消除过程很容易地识别出来。一些与代谢相关的氨基酸,如Ile、Leu和Val,不能单独合并,但可以反向标记在一起。我们优化和简化了不添加任何添加剂的14N选择性和反标记法的方案和基于m9的培养基配方。我们的方法应该是具有成本效益的,因为该方法可以累加地逐步应用,即使发现感兴趣的蛋白质是非理想的。
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引用次数: 21
Statistical measures on residue-level protein structural properties. 残馀水平蛋白质结构特性的统计方法。
Pub Date : 2011-07-01 Epub Date: 2011-03-31 DOI: 10.1007/s10969-011-9104-4
Yuanyuan Huang, Stephen Bonett, Andrzej Kloczkowski, Robert Jernigan, Zhijun Wu

The atomic-level structural properties of proteins, such as bond lengths, bond angles, and torsion angles, have been well studied and understood based on either chemistry knowledge or statistical analysis. Similar properties on the residue-level, such as the distances between two residues and the angles formed by short sequences of residues, can be equally important for structural analysis and modeling, but these have not been examined and documented on a similar scale. While these properties are difficult to measure experimentally, they can be statistically estimated in meaningful ways based on their distributions in known proteins structures. Residue-level structural properties including various types of residue distances and angles are estimated statistically. A software package is built to provide direct access to the statistical data for the properties including some important correlations not previously investigated. The distributions of residue distances and angles may vary with varying sequences, but in most cases, are concentrated in some high probability ranges, corresponding to their frequent occurrences in either α-helices or β-sheets. Strong correlations among neighboring residue angles, similar to those between neighboring torsion angles at the atomic-level, are revealed based on their statistical measures. Residue-level statistical potentials can be defined using the statistical distributions and correlations of the residue distances and angles. Ramachandran-like plots for strongly correlated residue angles are plotted and analyzed. Their applications to structural evaluation and refinement are demonstrated. With the increase in both number and quality of known protein structures, many structural properties can be derived from sets of protein structures by statistical analysis and data mining, and these can even be used as a supplement to the experimental data for structure determinations. Indeed, the statistical measures on various types of residue distances and angles provide more systematic and quantitative assessments on these properties, which can otherwise be estimated only individually and qualitatively. Their distributions and correlations in known protein structures show their importance for providing insights into how proteins may fold naturally to various residue-level structures.

基于化学知识或统计分析,蛋白质的原子级结构特性,如键长、键角和扭转角,已经得到了很好的研究和理解。残基水平上的类似性质,如两个残基之间的距离和残基短序列形成的角度,对于结构分析和建模同样重要,但这些还没有在类似的尺度上进行检查和记录。虽然这些特性很难通过实验测量,但基于它们在已知蛋白质结构中的分布,可以以有意义的方式进行统计估计。残差水平的结构性质包括各种残差距离和残差角度的统计估计。构建了一个软件包来提供对属性的统计数据的直接访问,这些属性包括一些以前没有研究过的重要相关性。残基距离和残基角度的分布随序列的变化而变化,但在大多数情况下,残基距离和残基角度的分布集中在一些高概率范围内,这与它们在α-螺旋或β-片中的频繁出现相对应。基于它们的统计度量,揭示了相邻剩余角之间的强相关性,类似于原子水平上相邻扭转角之间的强相关性。残差水平的统计势可以用残差距离和残差角度的统计分布和相关性来定义。绘制并分析了强相关残馀角的ramachandran样图。说明了它们在结构评价和结构优化中的应用。随着已知蛋白质结构的数量和质量的增加,通过统计分析和数据挖掘可以从蛋白质结构集中获得许多结构特性,这些甚至可以作为结构确定实验数据的补充。事实上,对各种残差距离和残差角度的统计度量提供了对这些性质更系统和定量的评价,否则只能单独和定性地估计。它们在已知蛋白质结构中的分布和相关性显示了它们对于深入了解蛋白质如何自然折叠成各种残基水平结构的重要性。
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引用次数: 6
Free energies for coarse-grained proteins by integrating multibody statistical contact potentials with entropies from elastic network models. 利用弹性网络模型的熵与多体统计接触势的积分计算粗粒蛋白质的自由能。
Pub Date : 2011-07-01 Epub Date: 2011-06-15 DOI: 10.1007/s10969-011-9113-3
Michael T Zimmermann, Sumudu P Leelananda, Pawel Gniewek, Yaping Feng, Robert L Jernigan, Andrzej Kloczkowski

We propose a novel method of calculation of free energy for coarse grained models of proteins by combining our newly developed multibody potentials with entropies computed from elastic network models of proteins. Multi-body potentials have been of much interest recently because they take into account three dimensional interactions related to residue packing and capture the cooperativity of these interactions in protein structures. Combining four-body non-sequential, four-body sequential and pairwise short range potentials with optimized weights for each term, our coarse-grained potential improved recognition of native structure among misfolded decoys, outperforming all other contact potentials for CASP8 decoy sets and performance comparable to the fully atomic empirical DFIRE potentials. By combing statistical contact potentials with entropies from elastic network models of the same structures we can compute free energy changes and improve coarse-grained modeling of protein structure and dynamics. The consideration of protein flexibility and dynamics should improve protein structure prediction and refinement of computational models. This work is the first to combine coarse-grained multibody potentials with an entropic model that takes into account contributions of the entire structure, investigating native-like decoy selection.

我们提出了一种计算粗粒度蛋白质模型自由能的新方法,该方法将我们新开发的多体势与蛋白质弹性网络模型计算的熵相结合。多体势最近引起了很大的兴趣,因为它们考虑了与残基包装相关的三维相互作用,并捕获了这些相互作用在蛋白质结构中的协同性。将四体非序列、四体序列和配对短程势与每个项的优化权值相结合,我们的粗粒度势提高了对错误折叠诱饵的天然结构的识别,优于CASP8诱饵集的所有其他接触势,性能可与全原子经验DFIRE势相媲美。通过将统计接触势与相同结构的弹性网络模型的熵相结合,可以计算自由能的变化,从而改进蛋白质结构和动力学的粗粒度建模。考虑到蛋白质的灵活性和动态性可以改善蛋白质结构的预测和计算模型的改进。这项工作是第一次将粗粒度多体势与熵模型结合起来,该模型考虑了整个结构的贡献,研究了原生诱饵选择。
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引用次数: 19
Leveraging structure determination with fragment screening for infectious disease drug targets: MECP synthase from Burkholderia pseudomallei. 利用结构测定和片段筛选感染性疾病药物靶标:伪伯克氏菌MECP合成酶。
Pub Date : 2011-07-01 Epub Date: 2011-02-26 DOI: 10.1007/s10969-011-9102-6
Darren W Begley, Robert C Hartley, Douglas R Davies, Thomas E Edwards, Jess T Leonard, Jan Abendroth, Courtney A Burris, Janhavi Bhandari, Peter J Myler, Bart L Staker, Lance J Stewart

As part of the Seattle Structural Genomics Center for Infectious Disease, we seek to enhance structural genomics with ligand-bound structure data which can serve as a blueprint for structure-based drug design. We have adapted fragment-based screening methods to our structural genomics pipeline to generate multiple ligand-bound structures of high priority drug targets from pathogenic organisms. In this study, we report fragment screening methods and structure determination results for 2C-methyl-D-erythritol-2,4-cyclo-diphosphate (MECP) synthase from Burkholderia pseudomallei, the gram-negative bacterium which causes melioidosis. Screening by nuclear magnetic resonance spectroscopy as well as crystal soaking followed by X-ray diffraction led to the identification of several small molecules which bind this enzyme in a critical metabolic pathway. A series of complex structures obtained with screening hits reveal distinct binding pockets and a range of small molecules which form complexes with the target. Additional soaks with these compounds further demonstrate a subset of fragments to only bind the protein when present in specific combinations. This ensemble of fragment-bound complexes illuminates several characteristics of MECP synthase, including a previously unknown binding surface external to the catalytic active site. These ligand-bound structures now serve to guide medicinal chemists and structural biologists in rational design of novel inhibitors for this enzyme.

作为西雅图传染病结构基因组学中心的一部分,我们寻求通过配体结合结构数据来增强结构基因组学,这些数据可以作为基于结构的药物设计的蓝图。我们已经将基于片段的筛选方法应用于我们的结构基因组学管道,以从致病生物中产生高优先级药物靶点的多个配体结合结构。在这项研究中,我们报道了从引起类melidosis的革兰氏阴性菌Burkholderia pseudomallei中提取的c -甲基-d -赤藓糖醇-2,4-环二磷酸(MECP)合成酶的片段筛选方法和结构测定结果。通过核磁共振波谱以及晶体浸泡和x射线衍射的筛选,鉴定出了几个在关键代谢途径中结合该酶的小分子。通过筛选hit获得的一系列复杂结构揭示了不同的结合口袋和一系列与靶标形成复合物的小分子。这些化合物的额外浸泡进一步证明了片段的子集仅在以特定组合存在时才与蛋白质结合。这个片段结合复合物的集合阐明了MECP合成酶的几个特征,包括催化活性位点外的一个以前未知的结合表面。这些配体结合结构现在可以指导药物化学家和结构生物学家合理设计这种酶的新型抑制剂。
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引用次数: 18
Proceedings of the International Conference on Structural Genomics. May 10-14, 2011. Toronto, Canada. 结构基因组学国际会议录。2011年5月10日至14日。加拿大多伦多。
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引用次数: 0
期刊
Journal of structural and functional genomics
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