首页 > 最新文献

Protein Science最新文献

英文 中文
AlphaFold model quality self-assessment improvement via deep graph learning. 通过深度图学习改进AlphaFold模型质量自评估。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-09-01 DOI: 10.1002/pro.70274
Jacob Verburgt, Zicong Zhang, Daisuke Kihara

In recent years, significant advancements have been made in deep learning-based computational modeling of proteins, with DeepMind's AlphaFold2 standing out as a landmark achievement. These computationally modeled protein structures not only provide atomic coordinates but also include self-confidence metrics to assess the relative quality of the modeling, either for individual residues or the entire protein. However, these self-confidence scores are not always reliable; for instance, poorly modeled regions of a protein may sometimes be assigned high confidence. To address this limitation, we introduce Equivariant Quality Assessment Folding (EQAFold), an enhanced framework that refines the Local Distance Difference Test prediction head of AlphaFold to generate more accurate self-confidence scores. Our results demonstrate that EQAFold outperforms the standard AlphaFold architecture and recent model quality assessment protocols in providing more reliable confidence metrics. Source code for EQAFold is available at https://github.com/kiharalab/EQAFold_public.

近年来,基于深度学习的蛋白质计算建模取得了重大进展,其中DeepMind的AlphaFold2是一项具有里程碑意义的成就。这些计算建模的蛋白质结构不仅提供原子坐标,而且还包括自信度量来评估建模的相对质量,无论是单个残基还是整个蛋白质。然而,这些自信分数并不总是可靠的;例如,蛋白质中建模不良的区域有时可能被赋予高置信度。为了解决这一限制,我们引入了等变质量评估折叠(Equivariant Quality Assessment折叠,eqfold),这是一个增强的框架,它改进了AlphaFold的局部距离差异测试预测头,以生成更准确的自信分数。我们的结果表明,eqfold在提供更可靠的置信度指标方面优于标准的AlphaFold架构和最近的模型质量评估协议。EQAFold的源代码可从https://github.com/kiharalab/EQAFold_public获得。
{"title":"AlphaFold model quality self-assessment improvement via deep graph learning.","authors":"Jacob Verburgt, Zicong Zhang, Daisuke Kihara","doi":"10.1002/pro.70274","DOIUrl":"10.1002/pro.70274","url":null,"abstract":"<p><p>In recent years, significant advancements have been made in deep learning-based computational modeling of proteins, with DeepMind's AlphaFold2 standing out as a landmark achievement. These computationally modeled protein structures not only provide atomic coordinates but also include self-confidence metrics to assess the relative quality of the modeling, either for individual residues or the entire protein. However, these self-confidence scores are not always reliable; for instance, poorly modeled regions of a protein may sometimes be assigned high confidence. To address this limitation, we introduce Equivariant Quality Assessment Folding (EQAFold), an enhanced framework that refines the Local Distance Difference Test prediction head of AlphaFold to generate more accurate self-confidence scores. Our results demonstrate that EQAFold outperforms the standard AlphaFold architecture and recent model quality assessment protocols in providing more reliable confidence metrics. Source code for EQAFold is available at https://github.com/kiharalab/EQAFold_public.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 9","pages":"e70274"},"PeriodicalIF":5.2,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12359199/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144874895","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploration of the interaction between dynein intermediate chain and dynactin p150Glued reveals a novel binding Interface. 动态蛋白中间链与动态蛋白p150glue相互作用的探索揭示了一种新的结合界面。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70242
A J Di Nicola, Bryn L Romig, Stella M Davis, Paul H Cleary, Claire H Yung, Daniel R Marsan, Anna C Merkt, Nikolaus M Loening

Cytoplasmic dynein is a motor protein that plays a role in a number of cellular processes including retrograde transport. In many cases, dynein needs to interact with another protein, dynactin, to be fully active. An important step in the assembly of the dynein/dynactin complex is the interaction between the N-terminal portion of the intermediate chain (IC) subunit of dynein and the coiled-coil 1B (CC1B) region of the p150Glued subunit of dynactin. Despite evidence for this interaction from binding studies, the exact location of where these proteins bind has remained elusive due to the dynamic nature of the interaction and the presence of intrinsically disordered regions in IC. By using intermolecular paramagnetic relaxation enhancements, we have been able to constrain the location of IC binding on p150Glued to a position that is different from what has recently been hypothesized in a model of the dynein/dynactin complex based on cryo-electron microscopy (cryo-EM) data and AlphaFold predictions. In addition, although phosphorylation is important for regulating dynein/dynactin interactions, we show that a phosphomimetic mutation of IC is not sufficient to alter binding with p150Glued.

胞质动力蛋白是一种马达蛋白,在包括逆行运输在内的许多细胞过程中起作用。在许多情况下,动力蛋白需要与另一种蛋白质——动力蛋白相互作用,才能充分发挥活性。dynein/dynactin复合物组装的一个重要步骤是dynein中间链(IC)亚基的n端部分与dynactin p150glue亚基的线圈状1B (CC1B)区域之间的相互作用。尽管从结合研究中得到了这种相互作用的证据,但由于相互作用的动态性和IC中存在的内在无序区域,这些蛋白质结合的确切位置仍然难以捉摸。我们已经能够将IC结合在p150glue上的位置限制在一个不同于最近基于冷冻电子显微镜(cryo-EM)数据和AlphaFold预测的dynein/dynactin复合物模型中假设的位置。此外,尽管磷酸化对调节动力蛋白/动力蛋白相互作用很重要,但我们发现IC的拟磷突变不足以改变与p150glue的结合。
{"title":"Exploration of the interaction between dynein intermediate chain and dynactin p150<sup>Glued</sup> reveals a novel binding Interface.","authors":"A J Di Nicola, Bryn L Romig, Stella M Davis, Paul H Cleary, Claire H Yung, Daniel R Marsan, Anna C Merkt, Nikolaus M Loening","doi":"10.1002/pro.70242","DOIUrl":"10.1002/pro.70242","url":null,"abstract":"<p><p>Cytoplasmic dynein is a motor protein that plays a role in a number of cellular processes including retrograde transport. In many cases, dynein needs to interact with another protein, dynactin, to be fully active. An important step in the assembly of the dynein/dynactin complex is the interaction between the N-terminal portion of the intermediate chain (IC) subunit of dynein and the coiled-coil 1B (CC1B) region of the p150<sup>Glued</sup> subunit of dynactin. Despite evidence for this interaction from binding studies, the exact location of where these proteins bind has remained elusive due to the dynamic nature of the interaction and the presence of intrinsically disordered regions in IC. By using intermolecular paramagnetic relaxation enhancements, we have been able to constrain the location of IC binding on p150<sup>Glued</sup> to a position that is different from what has recently been hypothesized in a model of the dynein/dynactin complex based on cryo-electron microscopy (cryo-EM) data and AlphaFold predictions. In addition, although phosphorylation is important for regulating dynein/dynactin interactions, we show that a phosphomimetic mutation of IC is not sufficient to alter binding with p150<sup>Glued</sup>.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70242"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12679947/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144718341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Protease mimicry: Dissecting the ester bond crosslinking mechanics in bacterial adhesin proteins. 蛋白酶模拟:剖析细菌黏附蛋白的酯键交联机制。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70238
Yuliana Yosaatmadja, Vanessa Ung, Xinlu Liu, Yixuan Zhao, Julia K Wardega, Aria Shetty, Sophie Schoensee, Ivanhoe K H Leung, Jeremy R Keown, David C Goldstone, Edward N Baker, Paul G Young, Davide Mercadante, Christopher J Squire

The ester bond crosslink discovered within bacterial adhesin proteins offers a captivating insight into the convergent evolution of enzyme-like machinery. Crystal structures reveal a putative catalytic triad comprising an acid-base-nucleophile combination and an oxyanion-like site that suggests a serine protease-like mechanism drives the crosslinking process. We now provide confirmation of the mechanism, revealing functional catalytic dyads or triads, and the recapitulation of protease machinery from a Pseudomonas bacterium and a human cytomegalovirus related only by convergent evolution. Molecular dynamics simulations suggest how a conservative threonine-to-serine mutation of the nucleophile induces hydrolysis and eliminates the ester bond crosslink. Collectively, our structural, functional, and computational efforts detail the molecular intricacies of intramolecular ester bond formation and underscore the convergent evolutionary adaptations of bacteria in exploiting enzyme-like machinery to protect essential adhesin proteins from the mechanical, biological, and chemical hostilities of their replicative niche.

在细菌黏附蛋白中发现的酯键交联为酶样机制的趋同进化提供了一个迷人的见解。晶体结构揭示了一个假定的催化三元体,包括一个酸碱亲核试剂组合和一个类似氧阴离子的位点,这表明一个类似丝氨酸蛋白酶的机制驱动了交联过程。我们现在提供了机制的确认,揭示了功能催化二联体或三联体,并概括了假单胞菌细菌和人类巨细胞病毒的蛋白酶机制,这些蛋白酶机制仅通过趋同进化相关。分子动力学模拟表明,亲核试剂的保守苏氨酸到丝氨酸突变如何诱导水解并消除酯键交联。总的来说,我们在结构、功能和计算方面的努力详细描述了分子内酯键形成的分子复杂性,并强调了细菌在利用酶样机制保护必需的粘附蛋白免受其复制生态位的机械、生物和化学敌对行为方面的趋同进化适应。
{"title":"Protease mimicry: Dissecting the ester bond crosslinking mechanics in bacterial adhesin proteins.","authors":"Yuliana Yosaatmadja, Vanessa Ung, Xinlu Liu, Yixuan Zhao, Julia K Wardega, Aria Shetty, Sophie Schoensee, Ivanhoe K H Leung, Jeremy R Keown, David C Goldstone, Edward N Baker, Paul G Young, Davide Mercadante, Christopher J Squire","doi":"10.1002/pro.70238","DOIUrl":"10.1002/pro.70238","url":null,"abstract":"<p><p>The ester bond crosslink discovered within bacterial adhesin proteins offers a captivating insight into the convergent evolution of enzyme-like machinery. Crystal structures reveal a putative catalytic triad comprising an acid-base-nucleophile combination and an oxyanion-like site that suggests a serine protease-like mechanism drives the crosslinking process. We now provide confirmation of the mechanism, revealing functional catalytic dyads or triads, and the recapitulation of protease machinery from a Pseudomonas bacterium and a human cytomegalovirus related only by convergent evolution. Molecular dynamics simulations suggest how a conservative threonine-to-serine mutation of the nucleophile induces hydrolysis and eliminates the ester bond crosslink. Collectively, our structural, functional, and computational efforts detail the molecular intricacies of intramolecular ester bond formation and underscore the convergent evolutionary adaptations of bacteria in exploiting enzyme-like machinery to protect essential adhesin proteins from the mechanical, biological, and chemical hostilities of their replicative niche.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70238"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12679949/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144718342","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An intrinsically disordered region of Ubp10 regulates its binding and activity on ubiquitinated histone substrates. Ubp10的内在紊乱区域调节其在泛素化组蛋白底物上的结合和活性。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70237
Anneliese M Faustino, Melesse Nune, Raquel Merino-Urteaga, Edgar Manriquez-Sandoval, Matthew Poyton, Taekjip Ha, Cynthia Wolberger, Stephen D Fried

Monoubiquitinated histone H2B at K123 in yeast (K120 in humans) is a transient modification that is both attached and removed during transcription. H2B is ubiquitinated in yeast by the E2/E3 pair, Rad6/Bre1, and deubiquitinated by two enzymes, Ubp8 and Ubp10. Previous studies had shown that Ubp10 has higher activity on ubiquitinated H2A/H2B dimers than on intact nucleosomes, but that activity on nucleosomes is higher in the presence of the histone chaperone, FACT. By contrast, the Ubp8 complex has equal activity on both histone substrates and is unaffected by FACT. We report here the results of single-molecule FRET experiments showing that FACT unwraps DNA and evicts ubiquitinated H2A/H2B dimers, the preferred substrate of Ubp10. To explore the basis for the differing activity of Ubp10 on ubiquitinated H2A/H2B dimers and nucleosomes, we employed crosslinking mass spectrometry combined with structural modeling. These studies revealed that Ubp10 forms a different set of interactions with H2A/H2B in free versus nucleosomal states. Acidic stretches within the N-terminal intrinsically disordered region (IDR) of Ubp10 interact extensively with H2A/H2B heterodimers, whereas this portion of Ubp10 interacts more with the tails of histones H3 and H4 in the nucleosome. The importance of these interactions for affinity is consistent with binding studies showing the IDR is necessary for substrate interactions. Structural modeling using the crosslinks as constraints suggests that the complex formed by Ubp10 with free H2A/H2B dimers could not be formed within a nucleosome due to steric clash with the DNA, H3, and H4, thereby explaining its low activity on ubiquitinated nucleosomes.

单泛素化组蛋白H2B在酵母的K123位点(人类的K120位点)是一种瞬时修饰,在转录过程中既附着又被移除。H2B在酵母中通过E2/E3对Rad6/Bre1泛素化,并通过Ubp8和Ubp10两种酶去泛素化。先前的研究表明Ubp10在泛素化的H2A/H2B二聚体上比在完整的核小体上具有更高的活性,但在组蛋白伴侣FACT存在时,Ubp10在核小体上的活性更高。相比之下,Ubp8复合物在两种组蛋白底物上具有相同的活性,并且不受FACT的影响。我们在这里报告了单分子FRET实验的结果,表明FACT打开DNA并驱逐泛素化的H2A/H2B二聚体,Ubp10的首选底物。为了探究Ubp10在泛素化H2A/H2B二聚体和核小体上不同活性的基础,我们采用了交联质谱结合结构建模的方法。这些研究表明Ubp10在游离状态和核小体状态下与H2A/H2B形成不同的相互作用。Ubp10的n端内在无序区(IDR)内的酸性延伸与H2A/H2B异源二聚体广泛相互作用,而Ubp10的这一部分更多地与核小体中组蛋白H3和H4的尾部相互作用。这些相互作用对亲和力的重要性与结合研究一致,表明IDR对底物相互作用是必要的。使用交联作为约束的结构建模表明,由于与DNA、H3和H4的空间冲突,Ubp10与游离H2A/H2B二聚体形成的复合物不能在核小体内形成,从而解释了其在泛素化核小体上的低活性。
{"title":"An intrinsically disordered region of Ubp10 regulates its binding and activity on ubiquitinated histone substrates.","authors":"Anneliese M Faustino, Melesse Nune, Raquel Merino-Urteaga, Edgar Manriquez-Sandoval, Matthew Poyton, Taekjip Ha, Cynthia Wolberger, Stephen D Fried","doi":"10.1002/pro.70237","DOIUrl":"10.1002/pro.70237","url":null,"abstract":"<p><p>Monoubiquitinated histone H2B at K123 in yeast (K120 in humans) is a transient modification that is both attached and removed during transcription. H2B is ubiquitinated in yeast by the E2/E3 pair, Rad6/Bre1, and deubiquitinated by two enzymes, Ubp8 and Ubp10. Previous studies had shown that Ubp10 has higher activity on ubiquitinated H2A/H2B dimers than on intact nucleosomes, but that activity on nucleosomes is higher in the presence of the histone chaperone, FACT. By contrast, the Ubp8 complex has equal activity on both histone substrates and is unaffected by FACT. We report here the results of single-molecule FRET experiments showing that FACT unwraps DNA and evicts ubiquitinated H2A/H2B dimers, the preferred substrate of Ubp10. To explore the basis for the differing activity of Ubp10 on ubiquitinated H2A/H2B dimers and nucleosomes, we employed crosslinking mass spectrometry combined with structural modeling. These studies revealed that Ubp10 forms a different set of interactions with H2A/H2B in free versus nucleosomal states. Acidic stretches within the N-terminal intrinsically disordered region (IDR) of Ubp10 interact extensively with H2A/H2B heterodimers, whereas this portion of Ubp10 interacts more with the tails of histones H3 and H4 in the nucleosome. The importance of these interactions for affinity is consistent with binding studies showing the IDR is necessary for substrate interactions. Structural modeling using the crosslinks as constraints suggests that the complex formed by Ubp10 with free H2A/H2B dimers could not be formed within a nucleosome due to steric clash with the DNA, H3, and H4, thereby explaining its low activity on ubiquitinated nucleosomes.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70237"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12679948/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144732923","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Structural investigations connect the disordered N-terminal extension of HypB to the activities of HypB and SlyD in E. coli. 结构研究将大肠杆菌中HypB的无序n端延伸与HypB和sld的活性联系起来。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70231
Wayne W H Law, Dmitry Pichugin, Ranjith Muhandiram, Deborah B Zamble, Voula Kanelis

The activities of [NiFe]-hydrogenase enzymes, which are critical to many microbes, require insertion of a Ni(II) ion into the bimetallic catalytic center. Delivery of Ni(II) to [NiFe]-hydrogenases depends, in part, on the metallochaperone HypB, which lies at the center of a Ni(II) transfer pathway that includes the metal storage protein SlyD and the metallochaperone HypA. SlyD is a source of Ni(II) ions for HypB, whereas Ni(II) from HypB is transferred to HypA. In this work, we examine how the intrinsically disordered N-terminal extension (NTE) of HypB modulates the action of the HypB GTPase domain (G-domain). The NTE contains a high-affinity Ni(II) binding site, while the G-domain contains a lower affinity Ni(II) binding site that is affected by binding of guanine nucleotides. The HypB G-domain is also affected by SlyD and provides Ni(II) to HypA. Our NMR data show that, although disordered, the HypB NTE possesses residual structure and makes transient interactions with the HypB G-domain and with SlyD. A set of common residues in the center of the NTE are affected by SlyD and G-domain binding, and also by binding of Ni(II) to the high-affinity site located at the N terminus of the protein. The NTE interacts with residues in or near the Ni(II)- and GDP-binding sites in the G-domain, which are also affected when SlyD binds the NTE. Thus, the data showcase a complex interaction network between HypB and SlyD, and provide molecular details regarding how the HypB NTE links the activities of the HypB G-domain and SlyD.

对许多微生物至关重要的[NiFe]-氢化酶的活性需要在双金属催化中心插入一个Ni(II)离子。Ni(II)向[NiFe]-氢化酶的传递部分取决于金属伴侣HypB,它位于Ni(II)转移途径的中心,该途径包括金属储存蛋白sld和金属伴侣HypA。sld是HypB的Ni(II)离子来源,而HypB的Ni(II)转移到HypA。在这项工作中,我们研究了HypB的内在无序n端延伸(NTE)如何调节HypB GTPase结构域(g结构域)的作用。NTE包含一个高亲和力的Ni(II)结合位点,而g结构域包含一个受鸟嘌呤核苷酸结合影响的低亲和力的Ni(II)结合位点。HypB的g结构域也受到sld的影响,并向HypA提供Ni(II)。我们的核磁共振数据表明,虽然无序,但HypB NTE具有残余结构,并与HypB g结构域和sld发生瞬态相互作用。NTE中心的一组常见残基受到sld和g结构域结合的影响,也受到Ni(II)与位于蛋白质N端的高亲和力位点结合的影响。NTE与g域中Ni(II)-和gdp结合位点内或附近的残基相互作用,当slld与NTE结合时,这些残基也会受到影响。因此,这些数据展示了HypB和sld之间复杂的相互作用网络,并提供了HypB NTE如何将HypB g结构域和sld的活性联系起来的分子细节。
{"title":"Structural investigations connect the disordered N-terminal extension of HypB to the activities of HypB and SlyD in E. coli.","authors":"Wayne W H Law, Dmitry Pichugin, Ranjith Muhandiram, Deborah B Zamble, Voula Kanelis","doi":"10.1002/pro.70231","DOIUrl":"10.1002/pro.70231","url":null,"abstract":"<p><p>The activities of [NiFe]-hydrogenase enzymes, which are critical to many microbes, require insertion of a Ni(II) ion into the bimetallic catalytic center. Delivery of Ni(II) to [NiFe]-hydrogenases depends, in part, on the metallochaperone HypB, which lies at the center of a Ni(II) transfer pathway that includes the metal storage protein SlyD and the metallochaperone HypA. SlyD is a source of Ni(II) ions for HypB, whereas Ni(II) from HypB is transferred to HypA. In this work, we examine how the intrinsically disordered N-terminal extension (NTE) of HypB modulates the action of the HypB GTPase domain (G-domain). The NTE contains a high-affinity Ni(II) binding site, while the G-domain contains a lower affinity Ni(II) binding site that is affected by binding of guanine nucleotides. The HypB G-domain is also affected by SlyD and provides Ni(II) to HypA. Our NMR data show that, although disordered, the HypB NTE possesses residual structure and makes transient interactions with the HypB G-domain and with SlyD. A set of common residues in the center of the NTE are affected by SlyD and G-domain binding, and also by binding of Ni(II) to the high-affinity site located at the N terminus of the protein. The NTE interacts with residues in or near the Ni(II)- and GDP-binding sites in the G-domain, which are also affected when SlyD binds the NTE. Thus, the data showcase a complex interaction network between HypB and SlyD, and provide molecular details regarding how the HypB NTE links the activities of the HypB G-domain and SlyD.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70231"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12284835/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144691296","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Barrel expansion of outer membrane protein G nanopore through β-hairpin duplication. 通过β-发夹复制外膜蛋白G纳米孔的桶状扩张。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70203
Joshua C Foster, Bach Pham, Ryan Pham, Patrick Ryan, Nhu Tong, Jacqueline Sharp, Satomi Inaba-Inoue, Jie Liang, Konstantinos Beis, Min Chen

Outer membrane β-barrel proteins (OMPs) are channels found in the outer membranes of Gram-negative bacteria characterized by a stable and diverse barrel architecture, which has made them attractive for nanopore sensing applications. Here, we systematically investigated the feasibility of expanding outer membrane protein G (OmpG) from its native 14-stranded β-barrel to an enhanced conductance variant by independently duplicating each of its seven hairpin units and inserting them downstream of their endogenous positions. Most combinations did not increase pore diameter, but duplication of the terminal seventh hairpin exhibited a rare population of pores with enhanced conductance, suggesting barrel enlargement. Further engineering efforts to optimize the terminal β-turn sequence have resulted in up to 50% of pores with increased conductance. Importantly, the enlarged pores retained the sensing functionality of the original scaffold, highlighting the potential of this approach for developing β-barrel OMP sensors with tunable dimensions.

外膜β-桶状蛋白(OMPs)是在革兰氏阴性菌外膜中发现的通道,其特征是具有稳定和多样化的桶状结构,这使得它们在纳米孔传感应用中具有吸引力。在这里,我们系统地研究了将外膜蛋白G (OmpG)从其天然的14股β-桶扩展到增强电导变体的可行性,方法是独立复制其七个发夹单元,并将它们插入其内源性位置的下游。大多数组合没有增加气孔直径,但末端第7发夹的重复表现出罕见的气孔群,电导增强,表明桶增大。进一步优化终端β-转序的工程努力已经导致高达50%的孔隙电导率增加。重要的是,扩大的孔隙保留了原始支架的传感功能,突出了这种方法在开发具有可调尺寸的β-桶OMP传感器方面的潜力。
{"title":"Barrel expansion of outer membrane protein G nanopore through β-hairpin duplication.","authors":"Joshua C Foster, Bach Pham, Ryan Pham, Patrick Ryan, Nhu Tong, Jacqueline Sharp, Satomi Inaba-Inoue, Jie Liang, Konstantinos Beis, Min Chen","doi":"10.1002/pro.70203","DOIUrl":"10.1002/pro.70203","url":null,"abstract":"<p><p>Outer membrane β-barrel proteins (OMPs) are channels found in the outer membranes of Gram-negative bacteria characterized by a stable and diverse barrel architecture, which has made them attractive for nanopore sensing applications. Here, we systematically investigated the feasibility of expanding outer membrane protein G (OmpG) from its native 14-stranded β-barrel to an enhanced conductance variant by independently duplicating each of its seven hairpin units and inserting them downstream of their endogenous positions. Most combinations did not increase pore diameter, but duplication of the terminal seventh hairpin exhibited a rare population of pores with enhanced conductance, suggesting barrel enlargement. Further engineering efforts to optimize the terminal β-turn sequence have resulted in up to 50% of pores with increased conductance. Importantly, the enlarged pores retained the sensing functionality of the original scaffold, highlighting the potential of this approach for developing β-barrel OMP sensors with tunable dimensions.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70203"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12267663/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144966515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An alternative pocket for binding the N-degrons by the UBR1 and UBR2 ubiquitin E3 ligases. 通过UBR1和UBR2泛素E3连接连接N-degrons的替代口袋。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70248
Shih-Ting Huang, Dai-Hua Chen, Tianchen Ren, Nicole Thomas, Jian Wu, Banumathi Sankaran, Renee Jones, Susan Taylor, Yuan Chen

The UBR family of ubiquitin ligases binds to N-termini of their targets (known as N-degron) to induce their ubiquitination and degradation via a conserved domain known as UBR-box. UBR1 and UBR2 share the highest sequence homology among the family, and substantial structural studies were previously performed for substrate binding by the UBR-boxes of UBR1 and UBR2. Here, we describe a new pocket in the UBR-boxes of UBR1 and UBR2 for binding the second residues of N-degrons through determining five co-crystal structures of the UBR-boxes with various N-degron peptides. Together with binding affinities measured by fluorescence polarization, we show that the two highly homologous UBR-boxes can interact with the second residue of an N-degron differently. In addition, the UBR-boxes undergo different conformational changes when binding N-degrons. Furthermore, we demonstrate that the sidechain of the third amino acid of an N-degron has no contribution to binding the UBR-boxes. These findings represent a new conceptual advancement for the UBR E3 ligases and the new insights described here can be leveraged for developing their selective ligands for research and potential therapies.

UBR家族的泛素连接酶通过一个被称为UBR-box的保守结构域与靶标的n端(称为N-degron)结合,诱导它们的泛素化和降解。UBR1和UBR2在家族中具有最高的序列同源性,之前对UBR1和UBR2的ubr -box结合底物进行了大量的结构研究。在这里,我们描述了UBR1和UBR2的ubr -box中一个新的口袋,通过确定ubr -box与各种N-degron肽的五种共晶结构,可以结合N-degron的第二残基。结合荧光偏振测量的结合亲和力,我们发现两个高度同源的ubr -box可以不同地与N-degron的第二个残基相互作用。此外,ubr -box在结合N-degrons时发生了不同的构象变化。此外,我们证明了N-degron的第三个氨基酸侧链对ubr -box的结合没有贡献。这些发现代表了UBR E3连接酶的新概念进展,这里描述的新见解可以用于开发用于研究和潜在治疗的选择性配体。
{"title":"An alternative pocket for binding the N-degrons by the UBR1 and UBR2 ubiquitin E3 ligases.","authors":"Shih-Ting Huang, Dai-Hua Chen, Tianchen Ren, Nicole Thomas, Jian Wu, Banumathi Sankaran, Renee Jones, Susan Taylor, Yuan Chen","doi":"10.1002/pro.70248","DOIUrl":"https://doi.org/10.1002/pro.70248","url":null,"abstract":"<p><p>The UBR family of ubiquitin ligases binds to N-termini of their targets (known as N-degron) to induce their ubiquitination and degradation via a conserved domain known as UBR-box. UBR1 and UBR2 share the highest sequence homology among the family, and substantial structural studies were previously performed for substrate binding by the UBR-boxes of UBR1 and UBR2. Here, we describe a new pocket in the UBR-boxes of UBR1 and UBR2 for binding the second residues of N-degrons through determining five co-crystal structures of the UBR-boxes with various N-degron peptides. Together with binding affinities measured by fluorescence polarization, we show that the two highly homologous UBR-boxes can interact with the second residue of an N-degron differently. In addition, the UBR-boxes undergo different conformational changes when binding N-degrons. Furthermore, we demonstrate that the sidechain of the third amino acid of an N-degron has no contribution to binding the UBR-boxes. These findings represent a new conceptual advancement for the UBR E3 ligases and the new insights described here can be leveraged for developing their selective ligands for research and potential therapies.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70248"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12304086/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144966494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Resolving the structure and assembly of the honeybee silk heterotetrameric coiled coil. 解决了蜜蜂丝异质四聚体线圈的结构和装配问题。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70230
Caitlin L Johnston, Chacko Jobichen, Lyndall J Briggs, Michelle Michie, Jian-Wei Liu, Craig J Morton, Andrew C Warden, Tara D Sutherland

Coiled coil structures, first proposed by Crick in the 1950s, are protein structural motifs found across diverse biological systems. Honeybee silk was among the earliest identified coiled coils, with X-ray diffraction studies in the 1960s revealing its characteristic helical packing. Decades of research have provided insights into silk composition and formation, yet the molecular details of its coiled coil assembly and final structure remained unresolved. In this study, we generated a structural model of the tetrameric coiled coil using AlphaFold and validated it with crosslinking mass spectrometry and medium-resolution cryo-electron microscopy. The model reveals that the four proteins (F1-F4) adopt an antiparallel configuration in a defined clockwise arrangement (F1-F3-F2-F4). Furthermore, we experimentally investigated the formation of this coiled coil complex using biochemical techniques, including blue-native PAGE and circular dichroism spectroscopy. The sum of these experimental results and the structural predictions has allowed for the elucidation of key transitional steps in the assembly pathway, suggesting molecular interactions that may drive tetramer formation. These findings support a stepwise assembly model in which F2 and F4 form a stable core, F3 binds to the complex, and F1 initiates formation of the final, highly ordered structure. These structural insights establish a framework for understanding and directing coiled coil assembly, the fundamental building block of honeybee silk. By resolving this structure and its assembly process, this work lays the foundation for future rational design of functional sequences and materials with tailored properties.

卷曲线圈结构是在多种生物系统中发现的蛋白质结构基序,最早由克里克在20世纪50年代提出。蜜蜂丝是最早被发现的螺旋状线圈之一,20世纪60年代的x射线衍射研究揭示了其螺旋状包装的特征。几十年的研究已经提供了对丝绸组成和形成的见解,但其盘绕线圈组装和最终结构的分子细节仍未解决。在这项研究中,我们使用AlphaFold生成了四聚体线圈的结构模型,并用交联质谱和中分辨率冷冻电镜对其进行了验证。模型显示,四个蛋白(F1-F4)在定义的顺时针排列(F1-F3-F2-F4)中采用反平行构型。此外,我们利用生物化学技术,包括蓝色原生PAGE和圆二色光谱,实验研究了这种卷曲线圈复合物的形成。这些实验结果和结构预测的总和已经允许阐明组装途径中的关键过渡步骤,表明分子相互作用可能驱动四聚体的形成。这些发现支持一个逐步组装模型,其中F2和F4形成一个稳定的核心,F3结合到复合物上,F1开始形成最终的、高度有序的结构。这些结构的见解建立了一个框架,理解和指导螺旋线圈组装,蜜蜂丝的基本组成部分。通过解决这种结构及其组装过程,本工作为未来合理设计功能序列和定制性能的材料奠定了基础。
{"title":"Resolving the structure and assembly of the honeybee silk heterotetrameric coiled coil.","authors":"Caitlin L Johnston, Chacko Jobichen, Lyndall J Briggs, Michelle Michie, Jian-Wei Liu, Craig J Morton, Andrew C Warden, Tara D Sutherland","doi":"10.1002/pro.70230","DOIUrl":"10.1002/pro.70230","url":null,"abstract":"<p><p>Coiled coil structures, first proposed by Crick in the 1950s, are protein structural motifs found across diverse biological systems. Honeybee silk was among the earliest identified coiled coils, with X-ray diffraction studies in the 1960s revealing its characteristic helical packing. Decades of research have provided insights into silk composition and formation, yet the molecular details of its coiled coil assembly and final structure remained unresolved. In this study, we generated a structural model of the tetrameric coiled coil using AlphaFold and validated it with crosslinking mass spectrometry and medium-resolution cryo-electron microscopy. The model reveals that the four proteins (F1-F4) adopt an antiparallel configuration in a defined clockwise arrangement (F1-F3-F2-F4). Furthermore, we experimentally investigated the formation of this coiled coil complex using biochemical techniques, including blue-native PAGE and circular dichroism spectroscopy. The sum of these experimental results and the structural predictions has allowed for the elucidation of key transitional steps in the assembly pathway, suggesting molecular interactions that may drive tetramer formation. These findings support a stepwise assembly model in which F2 and F4 form a stable core, F3 binds to the complex, and F1 initiates formation of the final, highly ordered structure. These structural insights establish a framework for understanding and directing coiled coil assembly, the fundamental building block of honeybee silk. By resolving this structure and its assembly process, this work lays the foundation for future rational design of functional sequences and materials with tailored properties.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70230"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12284834/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144691295","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Two cysteines control Tse1 secretion by H1-T6SS in Pseudomonas aeruginosa. 两种半胱氨酸控制铜绿假单胞菌H1-T6SS分泌Tse1。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70226
Marie M Grandjean, Jean-Pierre Duneau, Edwige B Garcin, Laetitia Houot, Olivier Bornet, Christophe Bordi, Latifa Elantak, Corinne Sebban-Kreuzer

Type Six Secretion Systems (T6SS) are molecular machines that export toxic effector proteins into bacterial competitors or eukaryotic cells. Pseudomonas aeruginosa's H1-T6SS secretes Tse1, which contains a disulfide bond between cysteines at positions 7 and 148, linking its N- and C-terminal regions. The role of this disulfide bond in Tse1 activity and mechanism of action during bacterial competition is unknown. In this study, we investigated the role of the C7-C148 disulfide bond within Tse1. First, NMR spectroscopy experiments suggest a redox-active instead of a structural disulfide bond. Moreover, while the presence of this bond did not alter Tse1's amidase activity or toxicity in Escherichia coli, substituting cysteines C7 or C148 in P. aeruginosa strains affected the bacterium's capacity to lyse prey cells. Secretome analysis showed that the Tse1C148S variant was not secreted via the H1-T6SS, whereas the Tse1C7S variant was secreted. These findings suggest that cysteine 148 is likely important for Tse1's assembly with the T6SS machinery, while cysteine 7 appears to be involved in its disassembly, potentially through the formation of the disulfide bond. This study points to a potential redox regulation mechanism during the assembly and disassembly of Tse1 with Hcp1, consistent with a "bridge of delivery" model.

第六型分泌系统(T6SS)是将毒性效应蛋白输出到细菌竞争对手或真核细胞的分子机器。铜绿假单胞菌的H1-T6SS分泌Tse1,其在位置7和148的半胱氨酸之间含有二硫键,连接其N端和c端区域。在细菌竞争过程中,这种二硫键在Tse1活性中的作用和作用机制尚不清楚。在这项研究中,我们研究了C7-C148二硫键在Tse1中的作用。首先,核磁共振光谱实验表明,一个氧化还原活性,而不是一个结构二硫键。此外,虽然该键的存在不会改变大肠杆菌中Tse1的酰胺酶活性或毒性,但在铜绿假单胞菌菌株中替换半胱氨酸C7或C148会影响细菌裂解猎物细胞的能力。分泌组分析显示,Tse1C148S变体不通过H1-T6SS分泌,而Tse1C7S变体则通过H1-T6SS分泌。这些发现表明,半胱氨酸148可能对Tse1与T6SS机制的组装很重要,而半胱氨酸7似乎参与了其拆卸,可能是通过形成二硫键。本研究指出了Tse1与Hcp1组装和拆卸过程中潜在的氧化还原调节机制,符合“传递桥”模型。
{"title":"Two cysteines control Tse1 secretion by H1-T6SS in Pseudomonas aeruginosa.","authors":"Marie M Grandjean, Jean-Pierre Duneau, Edwige B Garcin, Laetitia Houot, Olivier Bornet, Christophe Bordi, Latifa Elantak, Corinne Sebban-Kreuzer","doi":"10.1002/pro.70226","DOIUrl":"10.1002/pro.70226","url":null,"abstract":"<p><p>Type Six Secretion Systems (T6SS) are molecular machines that export toxic effector proteins into bacterial competitors or eukaryotic cells. Pseudomonas aeruginosa's H1-T6SS secretes Tse1, which contains a disulfide bond between cysteines at positions 7 and 148, linking its N- and C-terminal regions. The role of this disulfide bond in Tse1 activity and mechanism of action during bacterial competition is unknown. In this study, we investigated the role of the C7-C148 disulfide bond within Tse1. First, NMR spectroscopy experiments suggest a redox-active instead of a structural disulfide bond. Moreover, while the presence of this bond did not alter Tse1's amidase activity or toxicity in Escherichia coli, substituting cysteines C7 or C148 in P. aeruginosa strains affected the bacterium's capacity to lyse prey cells. Secretome analysis showed that the Tse1C148S variant was not secreted via the H1-T6SS, whereas the Tse1C7S variant was secreted. These findings suggest that cysteine 148 is likely important for Tse1's assembly with the T6SS machinery, while cysteine 7 appears to be involved in its disassembly, potentially through the formation of the disulfide bond. This study points to a potential redox regulation mechanism during the assembly and disassembly of Tse1 with Hcp1, consistent with a \"bridge of delivery\" model.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70226"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12302283/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144732859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Recognizing amino acid sidechains in a medium-resolution cryo-electron density map. 在中分辨率低温电子密度图中识别氨基酸侧链。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-08-01 DOI: 10.1002/pro.70217
Dibyendu Mondal, Vipul Kumar, Tadej Satler, Rakesh Ramachandran, Daniel Saltzberg, Ilan Chemmama, Kala Bharath Pilla, Ignacia Echeverria, Benjamin M Webb, Meghna Gupta, Klim Verba, Andrej Sali

Building an accurate atomic structure model of a protein into a cryo-electron microscopy (cryo-EM) map at worse than 3 Å resolution is difficult. To facilitate this task, we devised a method for assigning the amino acid residue sequence to the backbone fragments traced in an input cryo-EM map (EMSequenceFinder). EMSequenceFinder relies on a Bayesian scoring function for ranking 20 standard amino acid residue types at a given backbone position, based on the fit to a density map, map resolution, and secondary structure propensity. The fit to a density is quantified by a convolutional neural network that was trained on ~5.56 million amino acid residue densities extracted from cryo-EM maps at 3-10 Å resolution and corresponding atomic structure models deposited in the Electron Microscopy Data Bank (EMDB). We benchmarked EMSequenceFinder by predicting the sequences of 58,044 distinct ɑ-helix and β-strand fragments, given the fragment backbone coordinates fitted in their density maps. EMSequenceFinder identifies the correct sequence as the best-scoring sequence in 77.8% of these cases. We also assessed EMSequenceFinder on separate datasets of cryo-EM maps at resolutions from 4 to 6 Å. The accuracy of EMSequenceFinder (58%) was better than that of three tested state-of-the-art methods, including findMysequence (45%), ModelAngelo (27%), and sequence_from_map in Phenix (12.9%). We further illustrate EMSequenceFinder by threading the Severe Acute Respiratory Syndrome Coronavirus 2 Non-Structural Protein 2 sequence into eight cryo-EM maps at resolutions from 3.7 to 7.0 Å. EMSequenceFinder is implemented in our open-source Integrative Modeling Platform (IMP) program. Thus, it is expected to be helpful for integrative structure modeling based on a cryo-EM map and other information, such as models of protein complex components and chemical crosslinks between them. EMSequenceFinder is available as part of our open-source IMP distribution at https://integrativemodeling.org/.

在低于3 Å分辨率的低温电子显微镜(cryo-EM)图中建立蛋白质的精确原子结构模型是困难的。为了方便这项任务,我们设计了一种方法,将氨基酸残基序列分配到输入低温电镜图(EMSequenceFinder)中追踪的主链片段。EMSequenceFinder依靠贝叶斯评分功能,根据密度图、图分辨率和二级结构倾向对给定主链位置上的20种标准氨基酸残基类型进行排序。通过卷积神经网络对从3-10 Å分辨率的冷冻电镜图中提取的约556万个氨基酸残基密度和沉积在电子显微镜数据库(EMDB)中的相应原子结构模型进行训练,对密度的拟合进行量化。我们对EMSequenceFinder进行了基准测试,通过预测58,044个不同的j -螺旋和β-链片段的序列,给出了片段主链坐标在它们的密度图中拟合。在77.8%的情况下,EMSequenceFinder将正确的序列识别为得分最高的序列。我们还评估了EMSequenceFinder在4到6分辨率的低温电镜图上的独立数据集Å。EMSequenceFinder的准确率(58%)优于经过测试的三种最先进的方法,包括findMysequence(45%)、ModelAngelo(27%)和Phenix中的sequence_from_map(12.9%)。我们进一步通过将严重急性呼吸综合征冠状病毒2非结构蛋白2序列插入到8个分辨率从3.7到7.0 Å的冷冻电镜图中来说明EMSequenceFinder。EMSequenceFinder是在我们的开源集成建模平台(IMP)程序中实现的。因此,基于低温电镜图谱和其他信息,如蛋白质复合物组分的模型和它们之间的化学交联,有望有助于构建整体结构模型。EMSequenceFinder是我们开源IMP发行版的一部分,网址是https://integrativemodeling.org/。
{"title":"Recognizing amino acid sidechains in a medium-resolution cryo-electron density map.","authors":"Dibyendu Mondal, Vipul Kumar, Tadej Satler, Rakesh Ramachandran, Daniel Saltzberg, Ilan Chemmama, Kala Bharath Pilla, Ignacia Echeverria, Benjamin M Webb, Meghna Gupta, Klim Verba, Andrej Sali","doi":"10.1002/pro.70217","DOIUrl":"10.1002/pro.70217","url":null,"abstract":"<p><p>Building an accurate atomic structure model of a protein into a cryo-electron microscopy (cryo-EM) map at worse than 3 Å resolution is difficult. To facilitate this task, we devised a method for assigning the amino acid residue sequence to the backbone fragments traced in an input cryo-EM map (EMSequenceFinder). EMSequenceFinder relies on a Bayesian scoring function for ranking 20 standard amino acid residue types at a given backbone position, based on the fit to a density map, map resolution, and secondary structure propensity. The fit to a density is quantified by a convolutional neural network that was trained on ~5.56 million amino acid residue densities extracted from cryo-EM maps at 3-10 Å resolution and corresponding atomic structure models deposited in the Electron Microscopy Data Bank (EMDB). We benchmarked EMSequenceFinder by predicting the sequences of 58,044 distinct ɑ-helix and β-strand fragments, given the fragment backbone coordinates fitted in their density maps. EMSequenceFinder identifies the correct sequence as the best-scoring sequence in 77.8% of these cases. We also assessed EMSequenceFinder on separate datasets of cryo-EM maps at resolutions from 4 to 6 Å. The accuracy of EMSequenceFinder (58%) was better than that of three tested state-of-the-art methods, including findMysequence (45%), ModelAngelo (27%), and sequence_from_map in Phenix (12.9%). We further illustrate EMSequenceFinder by threading the Severe Acute Respiratory Syndrome Coronavirus 2 Non-Structural Protein 2 sequence into eight cryo-EM maps at resolutions from 3.7 to 7.0 Å. EMSequenceFinder is implemented in our open-source Integrative Modeling Platform (IMP) program. Thus, it is expected to be helpful for integrative structure modeling based on a cryo-EM map and other information, such as models of protein complex components and chemical crosslinks between them. EMSequenceFinder is available as part of our open-source IMP distribution at https://integrativemodeling.org/.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 8","pages":"e70217"},"PeriodicalIF":5.2,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12302279/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144732858","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Protein Science
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
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
×
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
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
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