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Human recombinant tyrosinase destabilization caused by the double mutation R217Q/R402Q. 由R217Q/R402Q双突变引起的重组酪氨酸酶失稳。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70029
Sarah Toay, Narin Sheri, Ian MacDonald, Yuri V Sergeev

Oculocutaneous albinism is an autosomal recessive inherited disorder associated with mutations in the TYR gene. A single missense change in the tyrosinase (Tyr) could result in partial or complete loss of catalytic activity. The effect of two genetic mutations in the same Tyr as the molecule is less studied. Here, we study single mutation variants, R217Q, R402Q, and a double mutant variant, R217Q/R402Q, to establish a link between alterations at the level of the atomic model of the protein and the disease phenotype. Human recombinant intra-melanosomal Tyr domains of Tyr and three mutant variants were expressed in T. ni. Larvae were purified using the combination of IMAC and SEC, and diphenolase activities were measured. The Tyr homology model was equilibrated using 100 ns molecular dynamics and analyzed using computational methods. The purified R217Q and R217Q/R402Q variants show decreased catalytic activities compared to those of the Tyr and R402Q variants. The R217Q/R402Q variant has the lowest protein activity and is significantly reduced.

皮肤白化病是一种常染色体隐性遗传疾病,与TYR基因突变有关。酪氨酸酶(Tyr)的单个错义改变可能导致部分或完全丧失催化活性。在同一个Tyr中,两个基因突变对分子的影响研究较少。在这里,我们研究了单突变变体R217Q、R402Q和双突变变体R217Q/R402Q,以建立蛋白质原子模型水平上的改变与疾病表型之间的联系。在T. ni中表达了重组人黑素体内Tyr结构域和三个突变体。采用IMAC和SEC联合纯化幼虫,测定二酚酶活性。利用100ns分子动力学对Tyr同源性模型进行了平衡,并用计算方法对其进行了分析。与Tyr和R402Q变体相比,纯化的R217Q和R217Q/R402Q变体的催化活性降低。R217Q/R402Q变异蛋白活性最低,且显著降低。
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引用次数: 0
α-N-Methyltransferase regiospecificity is mediated by proximal, redundant enzyme-substrate interactions. α- n -甲基转移酶区域特异性是由近端冗余酶-底物相互作用介导的。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70021
Kathryn K Crone, Jason W Labonte, Mikael H Elias, Michael F Freeman

N-Methylation of the peptide backbone confers pharmacologically beneficial characteristics to peptides that include greater membrane permeability and resistance to proteolytic degradation. The borosin family of ribosomally synthesized and post-translationally modified peptides offer a post-translational route to install amide backbone α-N-methylations. Previous work has elucidated the substrate scope and engineering potential of two examples of type I borosins, which feature autocatalytic precursors that encode N-methyltransferases that methylate their own C-termini in trans. We recently reported the first discrete N-methyltransferase and precursor peptide from Shewanella oneidensis MR-1, a minimally iterative, type IV borosin that allowed the first detailed kinetic analyses of borosin N-methyltransferases. Herein, we characterize the substrate scope and resilient regiospecificity of this discrete N-methyltransferase by comparison of relative rates and methylation patterns of over 40 precursor peptide variants along with structure analyses of nine enzyme-substrate complexes. Sequences critical to methylation are identified and demonstrated in assaying minimal peptide substrates and non-native peptide sequences for assessment of secondary structure requirements and engineering potential. This work grants understanding towards the mechanism of substrate recognition and iterative activity by discrete borosin N-methyltransferases.

肽骨架的n -甲基化赋予肽在药理学上有益的特性,包括更大的膜渗透性和抵抗蛋白水解降解。核糖体合成的硼蛋白家族和翻译后修饰的肽提供了一个翻译后的途径来安装酰胺主链α- n甲基化。先前的工作已经阐明了两种I型硼蛋白的底物范围和工程潜力,它们具有编码n -甲基转移酶的自催化前体,该前体可将其自身的c -末端甲基化。我们最近报道了第一个离散的n -甲基转移酶和前体肽来自希瓦氏菌MR-1,这是一种最小迭代的IV型硼蛋白,允许对硼蛋白n -甲基转移酶进行首次详细的动力学分析。在此,我们通过比较40多种前体肽变体的相对速率和甲基化模式以及9种酶-底物复合物的结构分析,表征了这种离散n -甲基转移酶的底物范围和弹性区域特异性。在分析最小肽底物和非天然肽序列以评估二级结构要求和工程潜力时,鉴定和证明了对甲基化至关重要的序列。这项工作授予对底物识别和离散硼蛋白n -甲基转移酶的迭代活性机制的理解。
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引用次数: 0
Super-resolution imaging of proteins inside live mammalian cells with mLIVE-PAINT.
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70008
Haresh Bhaskar, Zoe Gidden, Gurvir Virdi, Dirk-Jan Kleinjan, Susan J Rosser, Sonia Gandhi, Lynne Regan, Mathew H Horrocks

Super-resolution microscopy has revolutionized biological imaging, enabling the visualization of structures at the nanometer length scale. Its application in live cells, however, has remained challenging. To address this, we adapted LIVE-PAINT, an approach we established in yeast, for application in live mammalian cells. Using the 101A/101B coiled-coil peptide pair as a peptide-based targeting system, we successfully demonstrate the super-resolution imaging of two distinct proteins in mammalian cells, one localized in the nucleus, and the second in the cytoplasm. This study highlights the versatility of LIVE-PAINT, suggesting its potential for live-cell super-resolution imaging across a range of protein targets in mammalian cells. We name the mammalian cell version of our original method mLIVE-PAINT.

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引用次数: 0
LEA_4 motifs function alone and in conjunction with synergistic cosolutes to protect a labile enzyme during desiccation. LEA_4基序单独发挥作用,并与协同辅质结合,在干燥过程中保护不稳定的酶。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70028
Vincent Nicholson, Kenny Nguyen, Edith Gollub, Mary McCoy, Feng Yu, Alex S Holehouse, Shahar Sukenik, Thomas C Boothby

Organisms from all kingdoms of life depend on Late Embryogenesis Abundant (LEA) proteins to survive desiccation. LEA proteins are divided into broad families distinguished by the presence of family-specific motif sequences. The LEA_4 family, characterized by 11-residue motifs, plays a crucial role in the desiccation tolerance of numerous species. However, the role of these motifs in the function of LEA_4 proteins is unclear, with some studies finding that they recapitulate the function of full-length LEA_4 proteins in vivo, and other studies finding the opposite result. In this study, we characterize the ability of LEA_4 motifs to protect a desiccation-sensitive enzyme, citrate synthase (CS), from loss of function during desiccation. We show here that LEA_4 motifs not only prevent the loss of function of CS during desiccation but also that they can do so more robustly via synergistically interactions with cosolutes. Our analysis further suggests that cosolutes induce synergy with LEA_4 motifs in a manner that correlates with transfer free energy. This research advances our understanding of LEA_4 proteins by demonstrating that during desiccation their motifs can protect specific clients to varying degrees and that their protective capacity is modulated by their chemical environment. Our findings extend beyond the realm of desiccation tolerance, offering insights into the interplay between IDPs and cosolutes. By investigating the function of LEA_4 motifs, we highlight broader strategies for understanding protein stability and function.

来自所有生命王国的生物体都依赖于晚期胚胎发生丰富蛋白(LEA)来在干燥中生存。LEA蛋白被划分为广泛的家族,通过家族特异性基序序列的存在来区分。LEA_4家族具有11个基序,在许多物种的干燥耐受性中起着至关重要的作用。然而,这些基序在LEA_4蛋白功能中的作用尚不清楚,一些研究发现它们在体内概括了全长LEA_4蛋白的功能,而另一些研究则发现相反的结果。在这项研究中,我们描述了LEA_4基序保护干燥敏感酶柠檬酸合成酶(CS)在干燥过程中功能丧失的能力。我们在这里表明,LEA_4基序不仅可以防止CS在干燥过程中的功能丧失,而且可以通过与co溶质的协同相互作用更有力地阻止CS的功能丧失。我们的分析进一步表明,辅质以一种与转移自由能相关的方式诱导与LEA_4基序的协同。本研究通过证明在干燥过程中它们的基序可以不同程度地保护特定的客户,并且它们的保护能力是由它们的化学环境调节的,从而提高了我们对LEA_4蛋白的理解。我们的研究结果超出了干燥耐受性的范围,为IDPs和co溶质之间的相互作用提供了见解。通过研究LEA_4基序的功能,我们强调了理解蛋白质稳定性和功能的更广泛的策略。
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引用次数: 0
Translation of the downstream ORF from bicistronic mRNAs by human cells: Impact of codon usage and splicing in the upstream ORF. 人类细胞对双频mrna下游ORF的翻译:上游ORF中密码子使用和剪接的影响
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70036
Philippe Paget-Bailly, Alexandre Helpiquet, Mathilde Decourcelle, Roxane Bories, Ignacio G Bravo

Biochemistry textbooks describe eukaryotic mRNAs as monocistronic. However, increasing evidence reveals the widespread presence and translation of upstream open reading frames preceding the "main" ORF. DNA and RNA viruses infecting eukaryotes often produce polycistronic mRNAs and viruses have evolved multiple ways of manipulating the host's translation machinery. Here, we introduce an experimental model to study gene expression regulation from virus-like bicistronic mRNAs in human cells. The model consists of a short upstream ORF and a reporter downstream ORF encoding a fluorescent protein. We have engineered synonymous variants of the upstream ORF to explore large parameter space, including codon usage preferences, mRNA folding features, and splicing propensity. We show that human translation machinery can translate the downstream ORF from bicistronic mRNAs, albeit reporter protein levels are thousand times lower than those from the upstream ORF. Furthermore, synonymous recoding of the upstream ORF exclusively during elongation significantly influences its own translation efficiency, reveals cryptic splice signals, and modulates the probability of downstream ORF translation. Our results are consistent with a leaky scanning mechanism facilitating downstream ORF translation from bicistronic mRNAs in human cells, offering new insights into the role of upstream ORFs in translation regulation.

生物化学教科书将真核mrna描述为单顺反子。然而,越来越多的证据表明,上游开放阅读框在“主”ORF之前广泛存在和翻译。感染真核生物的DNA和RNA病毒经常产生多顺反子mrna,病毒已经进化出多种操纵宿主翻译机制的方法。在这里,我们引入了一个实验模型来研究病毒样双链mrna在人类细胞中的基因表达调控。该模型由上游短ORF和编码荧光蛋白的报告下游ORF组成。我们设计了上游ORF的同义变体,以探索更大的参数空间,包括密码子使用偏好、mRNA折叠特征和剪接倾向。我们发现人类翻译机制可以翻译双链mrna的下游ORF,尽管报告蛋白水平比上游ORF低千分之一。此外,上游ORF在延伸期间的同义重编码显著影响其自身的翻译效率,揭示了隐剪接信号,并调节了下游ORF翻译的概率。我们的研究结果与泄漏扫描机制一致,该机制促进了人类细胞中双频mrna的下游ORF翻译,为上游ORF在翻译调节中的作用提供了新的见解。
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引用次数: 0
The multifaceted role of XCL1 in health and disease. XCL1在健康和疾病中的多方面作用。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70032
Muhammed Syed, Acacia F Dishman, Brian F Volkman, Tara L Walker

The chemokine XC motif chemokine ligand 1 (XCL1) is an unusually specialized member of a conserved family of around 50 small, secreted proteins that are best known for their ability to stimulate the directional migration of cells. All chemokines adopt a very similar folded structure that binds a specific G protein-coupled receptor (GPCR), and most chemokines bind extracellular matrix glycosaminoglycans, often in a dimeric or oligomeric form. Owing in part to the lack of a disulfide bond that is conserved in all other chemokines, XCL1 interconverts between two distinct structures with distinct functions. One XCL1 fold resembles the structure of all other chemokines (chemokine fold), while the other does not (alternate fold). The chemokine fold of XCL1 displays high affinity for the GPCR XCR1, while the alternative fold binds GAGs and exhibits antimicrobial activity. Although the canonical role of XCL1 as a CD8+ dendritic cell chemoattractant was defined more than a decade ago, the misconception that XCL1 is a lymphocyte-specific chemoattractant still prevails in the recent literature. This review aims to highlight the structure-guided functions of XCL1 and reclarify its immunological role. In addition, the implications of this metamorphic chemokine in vaccine development and emerging functions in the nervous system will be explored.

趋化因子XC基序趋化因子配体1 (XCL1)是一个由大约50个小的分泌蛋白组成的保守家族的一个异常特殊的成员,这些蛋白以其刺激细胞定向迁移的能力而闻名。所有趋化因子采用非常相似的折叠结构,结合特定的G蛋白偶联受体(GPCR),大多数趋化因子结合细胞外基质糖胺聚糖,通常以二聚体或低聚体形式。部分由于缺乏在所有其他趋化因子中保守的二硫键,XCL1在两个具有不同功能的不同结构之间相互转换。一个XCL1折叠类似于所有其他趋化因子的结构(趋化因子折叠),而另一个则不同(交替折叠)。XCL1的趋化因子折叠对GPCR XCR1显示出高亲和力,而替代折叠结合GAGs并表现出抗菌活性。尽管十多年前就确定了XCL1作为CD8+树突状细胞化学引诱剂的典型作用,但在最近的文献中,关于XCL1是淋巴细胞特异性化学引诱剂的误解仍然盛行。本文旨在强调XCL1的结构导向功能,并重新阐明其免疫学作用。此外,将探讨这种变质趋化因子在疫苗开发和神经系统中新出现的功能中的意义。
{"title":"The multifaceted role of XCL1 in health and disease.","authors":"Muhammed Syed, Acacia F Dishman, Brian F Volkman, Tara L Walker","doi":"10.1002/pro.70032","DOIUrl":"10.1002/pro.70032","url":null,"abstract":"<p><p>The chemokine XC motif chemokine ligand 1 (XCL1) is an unusually specialized member of a conserved family of around 50 small, secreted proteins that are best known for their ability to stimulate the directional migration of cells. All chemokines adopt a very similar folded structure that binds a specific G protein-coupled receptor (GPCR), and most chemokines bind extracellular matrix glycosaminoglycans, often in a dimeric or oligomeric form. Owing in part to the lack of a disulfide bond that is conserved in all other chemokines, XCL1 interconverts between two distinct structures with distinct functions. One XCL1 fold resembles the structure of all other chemokines (chemokine fold), while the other does not (alternate fold). The chemokine fold of XCL1 displays high affinity for the GPCR XCR1, while the alternative fold binds GAGs and exhibits antimicrobial activity. Although the canonical role of XCL1 as a CD8+ dendritic cell chemoattractant was defined more than a decade ago, the misconception that XCL1 is a lymphocyte-specific chemoattractant still prevails in the recent literature. This review aims to highlight the structure-guided functions of XCL1 and reclarify its immunological role. In addition, the implications of this metamorphic chemokine in vaccine development and emerging functions in the nervous system will be explored.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 2","pages":"e70032"},"PeriodicalIF":4.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11751857/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143010477","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
GDFold2: A fast and parallelizable protein folding environment with freely defined objective functions.
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70041
Tianyu Mi, Nan Xiao, Haipeng Gong

An important step of mainstream protein structure prediction is to model the 3D protein structure based on the predicted 2D inter-residue geometric information. This folding step has been integrated into a unified neural network to allow end-to-end training in state-of-the-art methods like AlphaFold2, but is separately implemented using the Rosetta folding environment in some traditional methods like trRosetta. Despite the inferiority in prediction accuracy, the conventional approach allows for the sampling of various protein conformations compatible with the predicted geometric constraints, partially capturing the dynamic information. Here, we propose GDFold2, a novel protein folding environment, to address the limitations of Rosetta. On the one hand, GDFold2 is highly computationally efficient, capable of accomplishing multiple folding processes in parallel within the time scale of minutes for generic proteins. On the other hand, GDFold2 supports freely defined objective functions to fulfill diversified optimization requirements. Moreover, we propose a quality assessment (QA) model to provide reliable prediction on the quality of protein structures folded by GDFold2, thus substantially simplifying the selection of structural models. GDFold2 and the QA model could be combined to investigate the transition path between protein conformational states, and the online server is available at https://structpred.life.tsinghua.edu.cn/server_gdfold2.html.

{"title":"GDFold2: A fast and parallelizable protein folding environment with freely defined objective functions.","authors":"Tianyu Mi, Nan Xiao, Haipeng Gong","doi":"10.1002/pro.70041","DOIUrl":"10.1002/pro.70041","url":null,"abstract":"<p><p>An important step of mainstream protein structure prediction is to model the 3D protein structure based on the predicted 2D inter-residue geometric information. This folding step has been integrated into a unified neural network to allow end-to-end training in state-of-the-art methods like AlphaFold2, but is separately implemented using the Rosetta folding environment in some traditional methods like trRosetta. Despite the inferiority in prediction accuracy, the conventional approach allows for the sampling of various protein conformations compatible with the predicted geometric constraints, partially capturing the dynamic information. Here, we propose GDFold2, a novel protein folding environment, to address the limitations of Rosetta. On the one hand, GDFold2 is highly computationally efficient, capable of accomplishing multiple folding processes in parallel within the time scale of minutes for generic proteins. On the other hand, GDFold2 supports freely defined objective functions to fulfill diversified optimization requirements. Moreover, we propose a quality assessment (QA) model to provide reliable prediction on the quality of protein structures folded by GDFold2, thus substantially simplifying the selection of structural models. GDFold2 and the QA model could be combined to investigate the transition path between protein conformational states, and the online server is available at https://structpred.life.tsinghua.edu.cn/server_gdfold2.html.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 2","pages":"e70041"},"PeriodicalIF":4.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11773392/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143053470","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
Investigation into the effect of phenylalanine gating on anaerobic haem breakdown using the energy landscape approach.
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.5243
Alasdair D Keith, Elizabeth B Sawyer, Desmond C Y Choy, James L Cole, Cheng Shang, George S Biggs, Oskar James Klein, Paul D Brear, David J Wales, Paul D Barker

We have recently demonstrated a novel anaerobic NADH-dependent haem breakdown reaction, which is carried out by a range of haemoproteins. The Yersinia enterocolitica protein, HemS, is the focus of further research presented in the current paper. Using conventional experimental methods, bioinformatics, and energy landscape theory (ELT), we provide new insight into the mechanism of the novel breakdown process. Of particular interest is the behavior of a double phenylalanine gate, which opens and closes according to the relative situations of haem and NADH within the protein pocket. This behavior suggests that the double phe-gate fulfills a regulatory role within the pocket, controlling the access of NADH to haem. Additionally, stopped-flow spectroscopy results provide kinetic comparisons between the wild-type and the selected mutants. We also present a fully resolved crystal structure for the F104AF199A HemS monomer, including its extensive loop, the first such structure to be completely resolved for HemS or any of its close homologues. The energy landscapes approach provided key information regarding the gating strategy employed by HemS, compensating for current limitations with conventional biophysical and molecular dynamics approaches. We propose that ELT become more widely used in the field, particularly in the investigation of the dynamics and interactions of weak-binding ligands, and for gating features, within protein cavities.

{"title":"Investigation into the effect of phenylalanine gating on anaerobic haem breakdown using the energy landscape approach.","authors":"Alasdair D Keith, Elizabeth B Sawyer, Desmond C Y Choy, James L Cole, Cheng Shang, George S Biggs, Oskar James Klein, Paul D Brear, David J Wales, Paul D Barker","doi":"10.1002/pro.5243","DOIUrl":"10.1002/pro.5243","url":null,"abstract":"<p><p>We have recently demonstrated a novel anaerobic NADH-dependent haem breakdown reaction, which is carried out by a range of haemoproteins. The Yersinia enterocolitica protein, HemS, is the focus of further research presented in the current paper. Using conventional experimental methods, bioinformatics, and energy landscape theory (ELT), we provide new insight into the mechanism of the novel breakdown process. Of particular interest is the behavior of a double phenylalanine gate, which opens and closes according to the relative situations of haem and NADH within the protein pocket. This behavior suggests that the double phe-gate fulfills a regulatory role within the pocket, controlling the access of NADH to haem. Additionally, stopped-flow spectroscopy results provide kinetic comparisons between the wild-type and the selected mutants. We also present a fully resolved crystal structure for the F104AF199A HemS monomer, including its extensive loop, the first such structure to be completely resolved for HemS or any of its close homologues. The energy landscapes approach provided key information regarding the gating strategy employed by HemS, compensating for current limitations with conventional biophysical and molecular dynamics approaches. We propose that ELT become more widely used in the field, particularly in the investigation of the dynamics and interactions of weak-binding ligands, and for gating features, within protein cavities.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 2","pages":"e5243"},"PeriodicalIF":4.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11773379/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143053473","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
AFFIPred: AlphaFold2 structure-based Functional Impact Prediction of missense variations. 基于AlphaFold2结构的错义变异功能影响预测。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70030
Mustafa S Pir, Emel Timucin

Protein structure holds immense potential for pathogenicity prediction, albeit structure-based predictors are limited compared to the sequence-based counterparts due to the "structure knowledge gap" between large number of available protein sequences and relatively limited number of structures. Leveraging the highly accurate protein structures predicted by AlphaFold2 (AF2), we introduce AFFIPred, an ensemble machine learning classifier that combines sequence and AF2-based structural characteristics to predict missense variant pathogenicity. Based on the assessments on unseen datasets, AFFIPred reached a comparable level of performance with the state-of-the-art predictors such as AlphaMissense. We also showed that the recruitment of AF2 structures that are full-length and represent the unbound states ensures more precise SASA calculations compared to the recruitment of experimental structures. In line with the completeness of the AF2 structures, their use provide a more comprehensive view of the structural characteristics of the missense variation datasets by capturing all variants. AFFIPred maintains high-level accuracy without the limitations of PDB-based classifiers. AFFIPred has predicted over 210 million variations of the human proteome, which are accessible at https://affipred.timucinlab.com/.

蛋白质结构具有巨大的致病性预测潜力,尽管由于大量可用的蛋白质序列和相对有限的结构之间的“结构知识差距”,基于结构的预测与基于序列的预测相比是有限的。利用AlphaFold2 (AF2)预测的高度精确的蛋白质结构,我们引入了affpred,这是一种集成机器学习分类器,结合序列和基于AF2的结构特征来预测错义变异致病性。基于对未见数据集的评估,affpred达到了与AlphaMissense等最先进的预测器相当的性能水平。我们还表明,与实验结构的招募相比,全长和代表未结合状态的AF2结构的招募确保了更精确的SASA计算。与AF2结构的完整性一致,它们的使用通过捕获所有变异,为错义变异数据集的结构特征提供了更全面的视图。affpred保持高精确度,没有基于pdb的分类器的限制。affpred预测了超过2.1亿个人类蛋白质组的变异,这些变异可以在https://affipred.timucinlab.com/上找到。
{"title":"AFFIPred: AlphaFold2 structure-based Functional Impact Prediction of missense variations.","authors":"Mustafa S Pir, Emel Timucin","doi":"10.1002/pro.70030","DOIUrl":"10.1002/pro.70030","url":null,"abstract":"<p><p>Protein structure holds immense potential for pathogenicity prediction, albeit structure-based predictors are limited compared to the sequence-based counterparts due to the \"structure knowledge gap\" between large number of available protein sequences and relatively limited number of structures. Leveraging the highly accurate protein structures predicted by AlphaFold2 (AF2), we introduce AFFIPred, an ensemble machine learning classifier that combines sequence and AF2-based structural characteristics to predict missense variant pathogenicity. Based on the assessments on unseen datasets, AFFIPred reached a comparable level of performance with the state-of-the-art predictors such as AlphaMissense. We also showed that the recruitment of AF2 structures that are full-length and represent the unbound states ensures more precise SASA calculations compared to the recruitment of experimental structures. In line with the completeness of the AF2 structures, their use provide a more comprehensive view of the structural characteristics of the missense variation datasets by capturing all variants. AFFIPred maintains high-level accuracy without the limitations of PDB-based classifiers. AFFIPred has predicted over 210 million variations of the human proteome, which are accessible at https://affipred.timucinlab.com/.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 2","pages":"e70030"},"PeriodicalIF":4.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11751861/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143010354","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
NumSimEX: A method using EXX hydrogen exchange mass spectrometry to map the energetics of protein folding landscapes.
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-02-01 DOI: 10.1002/pro.70045
Jasper A G Flint, Jacob Witten, Isabella Han, John Strahan, Jovan Damjanovic, Nevon Song, Tim Poterba, Alexis Jaramillo Cartagena, Angelika Hirsch, Tony Ni, Julie L Sohl, Amy S Wagaman, Sheila S Jaswal

Hydrogen exchange mass spectrometry (HXMS) is a powerful tool to understand protein folding pathways and energetics. However, HXMS experiments to date have used exchange conditions termed EX1 or EX2 which limit the information that can be gained compared to the more general EXX exchange regime. If EXX behavior could be understood and analyzed, a single HXMS timecourse on an intact protein could fully map its folding landscape without requiring denaturation. To address this challenge, we developed a numerical simulation method called NumSimEX that models EXX exchange for arbitrarily complex folding pathways. NumSimEx fits protein folding dynamics to experimental HXMS data by iteratively comparing the simulated and experimental timecourses, allowing for determination of both kinetic and thermodynamic protein folding parameters. After analytically verifying NumSimEX's accuracy, we demonstrated its power on HXMS data from beta-2 microglobulin (β2M), a protein involved in dialysis-related amyloidosis. In particular, using NumSimEX, we identified three-state kinetics that near-perfectly matched experimental observation. This proof-of-principle application of NumSimEX sets the stage for harnessing HXMS to expand our understanding of proteins currently excluded from traditional protein folding methods. NumSimEX is freely available at https://github.com/JaswalLab/NumSimEX_Public.

{"title":"NumSimEX: A method using EXX hydrogen exchange mass spectrometry to map the energetics of protein folding landscapes.","authors":"Jasper A G Flint, Jacob Witten, Isabella Han, John Strahan, Jovan Damjanovic, Nevon Song, Tim Poterba, Alexis Jaramillo Cartagena, Angelika Hirsch, Tony Ni, Julie L Sohl, Amy S Wagaman, Sheila S Jaswal","doi":"10.1002/pro.70045","DOIUrl":"10.1002/pro.70045","url":null,"abstract":"<p><p>Hydrogen exchange mass spectrometry (HXMS) is a powerful tool to understand protein folding pathways and energetics. However, HXMS experiments to date have used exchange conditions termed EX1 or EX2 which limit the information that can be gained compared to the more general EXX exchange regime. If EXX behavior could be understood and analyzed, a single HXMS timecourse on an intact protein could fully map its folding landscape without requiring denaturation. To address this challenge, we developed a numerical simulation method called NumSimEX that models EXX exchange for arbitrarily complex folding pathways. NumSimEx fits protein folding dynamics to experimental HXMS data by iteratively comparing the simulated and experimental timecourses, allowing for determination of both kinetic and thermodynamic protein folding parameters. After analytically verifying NumSimEX's accuracy, we demonstrated its power on HXMS data from beta-2 microglobulin (β2M), a protein involved in dialysis-related amyloidosis. In particular, using NumSimEX, we identified three-state kinetics that near-perfectly matched experimental observation. This proof-of-principle application of NumSimEX sets the stage for harnessing HXMS to expand our understanding of proteins currently excluded from traditional protein folding methods. NumSimEX is freely available at https://github.com/JaswalLab/NumSimEX_Public.</p>","PeriodicalId":20761,"journal":{"name":"Protein Science","volume":"34 2","pages":"e70045"},"PeriodicalIF":4.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11761709/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143047692","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
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Protein Science
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