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Characterization of putative proteins encoded by variable ORFs in white spot syndrome virus genome 白斑综合征病毒基因组中可变orf编码的推定蛋白的特性
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-04-18 DOI: 10.1186/s12900-019-0106-y
Cayro de Macêdo Mendes, Diego Gomes Teixeira, João Paulo Matos Santos Lima, Daniel Carlos Ferreira Lanza

White Spot Syndrome Virus (WSSV) is an enveloped double-stranded DNA virus which causes mortality of several species of shrimp, being considered one of the main pathogens that affects global shrimp farming. This virus presents a complex genome of ~?300?kb and viral isolates that present genomes with great identity. Despite this conservation, some variable regions in the WSSV genome occur in coding regions, and these putative proteins may have some relationship with viral adaptation and virulence mechanisms. Until now, the functions of these proteins were little studied. In this work, sequences and putative proteins encoded by WSSV variable regions were characterized in silico.

The in silico approach enabled determining the variability of some sequences, as well as the identification of some domains resembling the Formin homology 2, RNA recognition motif, Xeroderma pigmentosum group D repair helicase, Hemagglutinin and Ankyrin motif. The information obtained from the sequences and the analysis of secondary and tertiary structure models allow to infer that some of these proteins possibly have functions related to protein modulation/degradation, intracellular transport, recombination and endosome fusion events.

The bioinformatics approaches were efficient in generating three-dimensional models and to identify domains, thereby enabling to propose possible functions for the putative polypeptides produced by the ORFs wsv129, wsv178, wsv249, wsv463a, wsv477, wsv479, wsv492, and wsv497.

白斑综合征病毒(WSSV)是一种包膜双链DNA病毒,可导致几种虾类死亡,被认为是影响全球虾类养殖的主要病原体之一。这种病毒的复杂基因组约为300?KB和病毒分离株具有高度同一性的基因组。尽管存在这种保守性,但WSSV基因组中的一些可变区域出现在编码区,这些假定的蛋白质可能与病毒适应和毒力机制有一定关系。到目前为止,对这些蛋白质的功能研究很少。在这项工作中,用计算机对WSSV可变区编码的序列和可能的蛋白质进行了表征。计算机方法能够确定一些序列的可变性,以及识别一些类似于Formin同源性2、RNA识别基序、着色性干皮病D组修复解旋酶、血凝素和锚蛋白基序的结构域。从序列中获得的信息以及对二级和三级结构模型的分析可以推断出其中一些蛋白质可能具有与蛋白质调节/降解、细胞内运输、重组和核内体融合事件相关的功能。生物信息学方法在生成三维模型和识别结构域方面是有效的,从而能够提出由ORFs wsv129、wsv178、wsv249、wsv463a、wsv477、wsv479、wsv492和wsv497产生的假定多肽的可能功能。
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引用次数: 3
Correction to: Classification of the human THAP protein family identifies an evolutionarily conserved coiled coil region 更正:人类THAP蛋白家族的分类确定了一个进化上保守的卷曲线圈区域
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-03-29 DOI: 10.1186/s12900-019-0105-z
Hiral M. Sanghavi, Sairam S. Mallajosyula, Sharmistha Majumdar
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引用次数: 0
Effect of low complexity regions within the PvMSP3α block II on the tertiary structure of the protein and implications to immune escape mechanisms PvMSP3α block II内低复杂度区域对蛋白三级结构的影响及其对免疫逃逸机制的影响
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-03-27 DOI: 10.1186/s12900-019-0104-0
Alebachew Messele Kebede, Fitsum Girma Tadesse, Adey Desta Feleke, Lemu Golassa, Endalamaw Gadisa

Plasmodium vivax merozoite surface protein 3α (PvMSP3α) is a promising vaccine candidate which has shown strong association with immunogenicity and protectiveness. Its use is however complicated by evolutionary plasticity features which enhance immune evasion. Low complexity regions (LCRs) provide plasticity in surface proteins of Plasmodium species, but its implication in vaccine design remain unexplored. Here population genetic, comparative phylogenetic and structural biology analysis was performed on the gene encoding PvMSP3α.

Three LCRs were found in PvMSP3α block II. Both the predicted tertiary structure of the protein and the phylogenetic trees based on this region were influenced by the presence of the LCRs. The LCRs were mainly B cell epitopes within or adjacent. In addition a repeat motif mimicking one of the B cell epitopes was found within the PvMSP3a block II low complexity region. This particular B cell epitope also featured rampant alanine substitutions which might impair antibody binding.

The findings indicate that PvMSP3α block II possesses LCRs which might confer a strong phenotypic plasticity. The phenomenon of phenotypic plasticity and implication of LCRs in malaria immunology in general and vaccine candidate genes in particular merits further exploration.

间日疟原虫merozoite surface protein 3α (PvMSP3α)是一种很有前途的候选疫苗,具有很强的免疫原性和保护性。然而,它的使用由于增强免疫逃避的进化可塑性特征而变得复杂。低复杂性区(lcr)提供了疟原虫表面蛋白的可塑性,但其在疫苗设计中的意义尚不清楚。本文对编码PvMSP3α的基因进行了群体遗传、比较系统发育和结构生物学分析。在PvMSP3α block II中发现3个lcr。lcr的存在对蛋白质三级结构的预测和基于该区域的系统发育树都有影响。lcr主要为B细胞内或邻近的表位。此外,在PvMSP3a block II低复杂度区发现了一个模仿B细胞表位的重复基序。这种特殊的B细胞表位也具有猖獗的丙氨酸取代,这可能会损害抗体的结合。这些发现表明PvMSP3α block II具有lcr,这可能赋予了PvMSP3α block II很强的表型可塑性。lcr的表型可塑性现象及其在疟疾免疫学和疫苗候选基因中的意义值得进一步探讨。
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引用次数: 8
QRNAS: software tool for refinement of nucleic acid structures QRNAS:用于改进核酸结构的软件工具
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-03-21 DOI: 10.1186/s12900-019-0103-1
Juliusz Stasiewicz, Sunandan Mukherjee, Chandran Nithin, Janusz M. Bujnicki

Computational models of RNA 3D structure often present various inaccuracies caused by simplifications used in structure prediction methods, such as template-based modeling or coarse-grained simulations. To obtain a high-quality model, the preliminary RNA structural model needs to be refined, taking into account atomic interactions. The goal of the refinement is not only to improve the local quality of the model but to bring it globally closer to the true structure.

We present QRNAS, a software tool for fine-grained refinement of nucleic acid structures, which is an extension of the AMBER simulation method with additional restraints. QRNAS is capable of handling RNA, DNA, chimeras, and hybrids thereof, and enables modeling of nucleic acids containing modified residues.

We demonstrate the ability of QRNAS to improve the quality of models generated with different methods. QRNAS was able to improve MolProbity scores of NMR structures, as well as of computational models generated in the course of the RNA-Puzzles experiment. The overall geometry improvement may be associated with increased model accuracy, especially on the level of correctly modeled base-pairs, but the systematic improvement of root mean square deviation to the reference structure should not be expected. The method has been integrated into a computational modeling workflow, enabling improved RNA 3D structure prediction.

RNA三维结构的计算模型往往存在各种不准确性,这是由于结构预测方法中使用的简化,例如基于模板的建模或粗粒度模拟。为了获得高质量的模型,需要对初步的RNA结构模型进行细化,考虑到原子间的相互作用。精化的目标不仅是提高模型的局部质量,而且使其更接近全局的真实结构。我们提出了QRNAS,一种用于细粒度细化核酸结构的软件工具,它是琥珀模拟方法的扩展,具有额外的限制。QRNAS能够处理RNA、DNA、嵌合体及其杂交体,并且能够对含有修饰残基的核酸进行建模。我们证明了QRNAS能够提高用不同方法生成的模型的质量。QRNAS能够提高核磁共振结构的MolProbity分数,以及在RNA-Puzzles实验过程中生成的计算模型。整体几何结构的改进可能与模型精度的提高有关,特别是在正确建模的碱基对水平上,但不应期望对参考结构的均方根偏差的系统改进。该方法已集成到计算建模工作流中,从而改进了RNA 3D结构预测。
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引用次数: 39
Classification of the human THAP protein family identifies an evolutionarily conserved coiled coil region 人类THAP蛋白家族的分类确定了一个进化上保守的卷曲线圈区域
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-03-05 DOI: 10.1186/s12900-019-0102-2
Hiral M. Sanghavi, Sairam S. Mallajosyula, Sharmistha Majumdar

The THAP (Thanatos Associated Proteins) protein family in humans is implicated in various important cellular processes like epigenetic regulation, maintenance of pluripotency, transposition and disorders like cancers and hemophilia. The human THAP protein family which consists of twelve members of different lengths has a well characterized amino terminal, zinc-coordinating, DNA-binding domain called the THAP domain. However, the carboxy terminus of most THAP proteins is yet to be structurally characterized. A coiled coil region is known to help in protein oligomerization in THAP1 and THAP11. It is not known if other human THAP proteins oligomerize. We have used bioinformatic tools to explore the possibility of dimerization of THAP proteins via a coiled coil region.

Classification of human THAP protein into three size based groups led to the identification of an evolutionarily conserved alpha helical region, downstream of the amino terminal THAP domain. Secondary structure predictions, alpha helical wheel plots and protein models demonstrated the strong possibility of coiled coil formation in this conserved, leucine rich region of all THAP proteins except THAP10.

The identification of a predicted oligomerization region in the human THAP protein family opens new directions to investigate the members of this protein family.

THAP (Thanatos Associated Proteins, Thanatos Associated Proteins)蛋白家族参与多种重要的细胞过程,如表观遗传调控、多能性维持、转位以及癌症和血友病等疾病。人类THAP蛋白家族由12个不同长度的成员组成,具有一个很好的特征氨基末端,锌配位,dna结合结构域,称为THAP结构域。然而,大多数THAP蛋白的羧基端尚未被结构表征。已知一个卷曲的线圈区域有助于THAP1和THAP11的蛋白质寡聚化。目前尚不清楚是否有其他人类THAP蛋白寡聚。我们使用生物信息学工具来探索THAP蛋白通过卷曲线圈区域二聚化的可能性。将人类THAP蛋白分为三个基于大小的组,鉴定出一个进化上保守的α螺旋区域,位于氨基末端THAP结构域的下游。二级结构预测、α螺旋轮图和蛋白质模型表明,除THAP10外,所有THAP蛋白在这个保守的富含亮氨酸的区域形成盘绕线圈的可能性很大。在人类THAP蛋白家族中预测寡聚化区域的鉴定为研究该蛋白家族成员开辟了新的方向。
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引用次数: 11
A new technique for predicting intrinsically disordered regions based on average distance map constructed with inter-residue average distance statistics 基于残差平均距离统计构造的平均距离图,提出了一种预测内在无序区域的新方法
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-02-06 DOI: 10.1186/s12900-019-0101-3
Takumi Shimomura, Kohki Nishijima, Takeshi Kikuchi

It had long been thought that a protein exhibits its specific function through its own specific 3D-structure under physiological conditions. However, subsequent research has shown that there are many proteins without specific 3D-structures under physiological conditions, so-called intrinsically disordered proteins (IDPs). This study presents a new technique for predicting intrinsically disordered regions in a protein, based on our average distance map (ADM) technique. The ADM technique was developed to predict compact regions or structural domains in a protein. In a protein containing partially disordered regions, a domain region is likely to be ordered, thus it is unlikely that a disordered region would be part of any domain. Therefore, the ADM technique is expected to also predict a disordered region between domains.

The results of our new technique are comparable to the top three performing techniques in the community-wide CASP10 experiment. We further discuss the case of p53, a tumor-suppressor protein, which is the most significant protein among cell cycle regulatory proteins. This protein exhibits a disordered character as a monomer but an ordered character when two p53s form a dimer.

Our technique can predict the location of an intrinsically disordered region in a protein with an accuracy comparable to the best techniques proposed so far. Furthermore, it can also predict a core region of IDPs forming definite 3D structures through interactions, such as dimerization. The technique in our study may also serve as a means of predicting a disordered region which would become an ordered structure when binding to another protein.

长期以来,人们一直认为蛋白质在生理条件下通过其自身特定的3d结构来展示其特定的功能。然而,随后的研究表明,在生理条件下,有许多蛋白质没有特定的3d结构,即所谓的内在无序蛋白质(IDPs)。本研究提出了一种基于平均距离图(ADM)技术预测蛋白质内在无序区域的新技术。ADM技术是用来预测蛋白质中的紧致区域或结构域的。在含有部分无序区域的蛋白质中,结构域区域可能是有序的,因此无序区域不太可能是任何结构域的一部分。因此,预计ADM技术也可以预测域之间的无序区域。我们的新技术的结果与社区范围内CASP10实验中表现最好的三种技术相当。我们进一步讨论了肿瘤抑制蛋白p53的情况,它是细胞周期调节蛋白中最重要的蛋白。当两个p53形成二聚体时,该蛋白表现出无序的特性,而当两个p53形成二聚体时则表现出有序的特性。我们的技术可以预测蛋白质中内在无序区域的位置,其准确性可与目前提出的最佳技术相媲美。此外,它还可以预测IDPs通过相互作用(如二聚化)形成确定的三维结构的核心区域。我们研究中的技术也可以作为一种预测无序区域在与另一种蛋白质结合时将成为有序结构的手段。
{"title":"A new technique for predicting intrinsically disordered regions based on average distance map constructed with inter-residue average distance statistics","authors":"Takumi Shimomura,&nbsp;Kohki Nishijima,&nbsp;Takeshi Kikuchi","doi":"10.1186/s12900-019-0101-3","DOIUrl":"https://doi.org/10.1186/s12900-019-0101-3","url":null,"abstract":"<p>It had long been thought that a protein exhibits its specific function through its own specific 3D-structure under physiological conditions. However, subsequent research has shown that there are many proteins without specific 3D-structures under physiological conditions, so-called intrinsically disordered proteins (IDPs). This study presents a new technique for predicting intrinsically disordered regions in a protein, based on our average distance map (ADM) technique. The ADM technique was developed to predict compact regions or structural domains in a protein. In a protein containing partially disordered regions, a domain region is likely to be ordered, thus it is unlikely that a disordered region would be part of any domain. Therefore, the ADM technique is expected to also predict a disordered region between domains.</p><p>The results of our new technique are comparable to the top three performing techniques in the community-wide CASP10 experiment. We further discuss the case of p53, a tumor-suppressor protein, which is the most significant protein among cell cycle regulatory proteins. This protein exhibits a disordered character as a monomer but an ordered character when two p53s form a dimer.</p><p>Our technique can predict the location of an intrinsically disordered region in a protein with an accuracy comparable to the best techniques proposed so far. Furthermore, it can also predict a core region of IDPs forming definite 3D structures through interactions, such as dimerization. The technique in our study may also serve as a means of predicting a disordered region which would become an ordered structure when binding to another protein.</p>","PeriodicalId":51240,"journal":{"name":"BMC Structural Biology","volume":"19 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s12900-019-0101-3","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4246141","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: 5
Crystal structure of E. coli PRPP synthetase 大肠杆菌PRPP合成酶的晶体结构
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-01-15 DOI: 10.1186/s12900-019-0100-4
Weijie Zhou, Andrew Tsai, Devon A. Dattmore, Devin P. Stives, Iva Chitrakar, Alexis M. D’alessandro, Shiv Patil, Katherine A. Hicks, Jarrod B. French

Ribose-phosphate pyrophosphokinase (EC 2.7.6.1) is an enzyme that catalyzes the ATP-dependent conversion of ribose-5-phosphate to phosphoribosyl pyrophosphate. The reaction product is a key precursor for the biosynthesis of purine and pyrimidine nucleotides.

We report the 2.2?? crystal structure of the E. coli ribose-phosphate pyrophosphobinase (EcKPRS). The protein has two type I phosphoribosyltransferase folds, related by 2-fold pseudosymmetry. The propeller-shaped homohexameric structure of KPRS is composed of a trimer of dimers, with the C-terminal domains forming the dimeric blades of the propeller and the N-terminal domains forming the hexameric core. The key, conserved active site residues are well-defined in the structure and positioned appropriately to bind substrates, adenosine monophosphate and ribose-5-phosphate. The allosteric site is also relatively well conserved but, in the EcKPRS structure, several residues from a flexible loop occupy the site where the allosteric modulator, adenosine diphosphate, is predicted to bind. The presence of the loop in the allosteric site may be an additional level of regulation, whereby low affinity molecules are precluded from binding.

Overall, this study details key structural features of an enzyme that catalyzes a critical step in nucleotide metabolism. This work provides a framework for future studies of this important protein and, as nucleotides are critical for viability, may serve as a foundation for the development of novel anti-bacterial drugs.

核糖-磷酸焦磷酸激酶(EC 2.7.6.1)是一种酶,催化atp依赖的核糖-5-磷酸转化为磷酸核糖基焦磷酸。该反应产物是嘌呤和嘧啶核苷酸生物合成的关键前体。我们报告2.2??大肠杆菌核磷酸焦磷酸酶(EcKPRS)的晶体结构。该蛋白有两个I型磷酸核糖基转移酶折叠,由2倍假对称相关。KPRS的螺旋桨型同六聚体结构由三聚体组成,其中c端结构域形成螺旋桨的二聚体叶片,n端结构域形成六聚体核心。关键的、保守的活性位点残基在结构上是明确的,并且定位合适,可以结合底物、单磷酸腺苷和5-磷酸核糖。变构位点也相对保守,但在EcKPRS结构中,来自柔性环的几个残基占据了变构调节剂二磷酸腺苷预计结合的位点。在变构位点环的存在可能是一种额外的调节水平,因此低亲和分子被排除在结合之外。总的来说,这项研究详细介绍了催化核苷酸代谢关键步骤的酶的关键结构特征。这项工作为这种重要蛋白质的未来研究提供了一个框架,并且由于核苷酸对生存能力至关重要,可以作为开发新型抗菌药物的基础。
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引用次数: 14
E. coli PRPP Synthetase 大肠杆菌PRPP合成酶
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-01-15 DOI: 10.2210/PDB6ASV/PDB
Weijie Zhou, Andrew Tsai, Devon A. Dattmore, Devin P Stives, I. Chitrakar, A. D’alessandro, Shiv Patil, K. Hicks, J. French
Background Ribose-phosphate pyrophosphokinase (EC 2.7.6.1) is an enzyme that catalyzes the ATP-dependent conversion of ribose-5-phosphate to phosphoribosyl pyrophosphate. The reaction product is a key precursor for the biosynthesis of purine and pyrimidine nucleotides.
背景磷酸核糖焦磷酸激酶(EC 2.7.6.1)是一种催化5-磷酸核糖ATP依赖性转化为磷酸核糖焦磷酸盐的酶。反应产物是嘌呤和嘧啶核苷酸生物合成的关键前体。
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引用次数: 1
The human transketolase-like proteins TKTL1 and TKTL2 are bona fide transketolases 人转酮酶样蛋白TKTL1和TKTL2是真正的转酮酶
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2019-01-15 DOI: 10.1186/s12900-018-0099-y
Gaurang P. Deshpande, Hugh-George Patterton, M. Faadiel Essop

Three transketolase genes have been identified in the human genome to date: transketolase (TKT), transketolase-like 1 (TKTL1) and transketolase-like 2 (TKTL2). Altered TKT functionality is strongly implicated in the development of diabetes and various cancers, thus offering possible therapeutic utility. It will be of great value to know whether TKTL1 and TKTL2 are, similarly, potential therapeutic targets. However, it remains unclear whether TKTL1 and TKTL2 are functional transketolases.

Homology modelling of TKTL1 and TKTL2 using TKT as template, revealed that both TKTL1 and TKTL2 could assume a folded structure like TKT. TKTL1/2 presented a cleft of suitable dimensions between the homodimer surfaces that could accommodate the co-factor-substrate. An appropriate cavity and a hydrophobic nodule were also present in TKTL1/2, into which the diphosphate group fitted, and that was implicated in aminopyrimidine and thiazole ring binding in TKT, respectively. The presence of several identical residues at structurally equivalent positions in TKTL1/2 and TKT identified a network of interactions between the protein and co-factor-substrate, suggesting the functional fidelity of TKTL1/2 as transketolases.

Our data support the hypothesis that TKTL1 and TKTL2 are functional transketolases and represent novel therapeutic targets for diabetes and cancer.

迄今为止,在人类基因组中已鉴定出三种转酮醇酶基因:转酮醇酶(TKT)、转酮醇酶样1 (TKTL1)和转酮醇酶样2 (TKTL2)。TKT功能的改变与糖尿病和各种癌症的发展密切相关,因此提供了可能的治疗效用。了解TKTL1和TKTL2是否同样是潜在的治疗靶点将具有重要价值。然而,尚不清楚TKTL1和TKTL2是否是功能性转酮酶。以TKT为模板,对TKTL1和TKTL2进行同源性建模,发现TKTL1和TKTL2都具有与TKT相似的折叠结构。TKTL1/2在同型二聚体表面之间存在合适尺寸的间隙,可以容纳辅因子-底物。在TKTL1/2中还存在一个合适的空腔和一个疏水结节,二磷酸基团分别与TKT中的氨基嘧啶和噻唑环结合有关。在TKTL1/2和TKT的结构等效位置上存在几个相同的残基,确定了蛋白质和辅因子-底物之间的相互作用网络,表明TKTL1/2作为转酮酶的功能保真度。我们的数据支持了TKTL1和TKTL2是功能性转酮酶的假设,代表了糖尿病和癌症的新治疗靶点。
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引用次数: 13
Cryo-electron microscope image denoising based on the geodesic distance 基于测地线距离的低温电镜图像去噪
Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2018-12-17 DOI: 10.1186/s12900-018-0094-3
Jianquan Ouyang, Zezhi Liang, Chunyu Chen, Zhuosong Fu, Yue Zhang, Hongrong Liu

To perform a three-dimensional (3-D) reconstruction of electron cryomicroscopy (cryo-EM) images of viruses, it is necessary to determine the similarity of image blocks of the two-dimensional (2-D) projections of the virus. The projections containing high resolution information are typically very noisy. Instead of the traditional Euler metric, this paper proposes a new method, based on the geodesic metric, to measure the similarity of blocks.

Our method is a 2-D image denoising approach. A data set of 2243 cytoplasmic polyhedrosis virus (CPV) capsid particle images in different orientations was used to test the proposed method. Relative to Block-matching and three-dimensional filtering (BM3D), Stein’s unbiased risk estimator (SURE), Bayes shrink and K-means singular value decomposition (K-SVD), the experimental results show that the proposed method can achieve a peak signal-to-noise ratio (PSNR) of 45.65. The method can remove the noise from the cryo-EM image and improve the accuracy of particle picking.

The main contribution of the proposed model is to apply the geodesic distance to measure the similarity of image blocks. We conclude that manifold learning methods can effectively eliminate the noise of the cryo-EM image and improve the accuracy of particle picking.

为了对病毒的电子冷冻显微镜(cryo-EM)图像进行三维(3-D)重建,有必要确定病毒二维(2-D)投影的图像块的相似性。包含高分辨率信息的投影通常非常嘈杂。本文在传统欧拉度量的基础上,提出了一种基于测地线度量的块相似性度量方法。我们的方法是一种二维图像去噪方法。利用2243个不同方向的细胞质多角体病毒(CPV)衣壳颗粒图像数据集对该方法进行了验证。实验结果表明,相对于块匹配和三维滤波(BM3D)、Stein’s无偏风险估计(SURE)、贝叶斯收缩(Bayes shrink)和K-means奇异值分解(K-SVD),该方法的峰值信噪比(PSNR)为45.65。该方法可以去除低温电镜图像中的噪声,提高颗粒拾取的精度。该模型的主要贡献是利用测地线距离来度量图像块的相似性。结果表明,流形学习方法可以有效地消除低温电镜图像中的噪声,提高颗粒拾取的精度。
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引用次数: 3
期刊
BMC Structural Biology
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