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Synonymous and non-synonymous codon substitutions can alleviate dependence on GroEL for folding. 同义和非同义密码子替换可以减轻折叠对 GroEL 的依赖。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-01 DOI: 10.1002/pro.5087
Tali Haviv Reingewertz, Miki Ben-Maimon, Zohar Zafrir, Tamir Tuller, Amnon Horovitz

The Escherichia coli GroEL/ES chaperonin system facilitates protein folding in an ATP-driven manner. There are <100 obligate clients of this system in E. coli although GroEL can interact and assist the folding of a multitude of proteins in vitro. It has remained unclear, however, which features distinguish obligate clients from all the other proteins in an E. coli cell. To address this question, we established a system for selecting mutations in mouse dihydrofolate reductase (mDHFR), a GroEL interactor, that diminish its dependence on GroEL for folding. Strikingly, both synonymous and non-synonymous codon substitutions were found to reduce mDHFR's dependence on GroEL. The non-synonymous substitutions increase the rate of spontaneous folding whereas computational analysis indicates that the synonymous substitutions appear to affect translation rates at specific sites.

大肠杆菌的 GroEL/ES 合子蛋白系统以 ATP 驱动的方式促进蛋白质折叠。有
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引用次数: 0
Use of protease substrate specificity screening in the rational design of selective protease inhibitors with unnatural amino acids: Application to HGFA, matriptase, and hepsin. 利用蛋白酶底物特异性筛选合理设计具有非天然氨基酸的选择性蛋白酶抑制剂:应用于 HGFA、matriptase 和 hepsin。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-01 DOI: 10.1002/pro.5110
Matthew W Mahoney, Jonathan Helander, Anoopjit S Kooner, Mariah Norman, Vishnu C Damalanka, Paolo De Bona, Paulina Kasperkiewicz, Wioletta Rut, Marcin Poreba, Maithri M Kashipathy, Kevin P Battaile, Scott Lovell, Anthony J O'Donoghue, Charles S Craik, Marcin Drag, James W Janetka

Inhibition of the proteolytic processing of hepatocyte growth factor (HGF) and macrophage stimulating protein (MSP) is an attractive approach for the drug discovery of novel anticancer therapeutics which prevent tumor progression and metastasis. Here, we utilized an improved and expanded version of positional scanning of substrate combinatorial libraries (PS-SCL) technique called HyCoSuL to optimize peptidomimetic inhibitors of the HGF/MSP activating serine proteases, HGFA, matriptase, and hepsin. These inhibitors have an electrophilic ketone serine trapping warhead and thus form a reversible covalent bond to the protease. We demonstrate that by varying the P2, P3, and P4 positions of the inhibitor with unnatural amino acids based on the protease substrate preferences learned from HyCoSuL, we can predictably modify the potency and selectivity of the inhibitor. We identified the tetrapeptide JH-1144 (8) as a single digit nM inhibitor of HGFA, matriptase and hepsin with excellent selectivity over Factor Xa and thrombin. These unnatural peptides have increased metabolic stability relative to natural peptides of similar structure. The tripeptide inhibitor PK-1-89 (2) has excellent pharmacokinetics in mice with good compound exposure out to 24 h. In addition, we obtained an X-ray structure of the inhibitor MM1132 (15) bound to matriptase revealing an interesting binding conformation useful for future inhibitor design.

抑制肝细胞生长因子(HGF)和巨噬细胞刺激蛋白(MSP)的蛋白水解加工是一种极具吸引力的方法,有助于发现新型抗癌治疗药物,防止肿瘤的发展和转移。在这里,我们利用一种名为 HyCoSuL 的底物组合文库定位扫描(PS-SCL)技术的改进和扩展版本,优化了 HGF/MSP、HGFA、matriptase 和 hepsin 等丝氨酸蛋白酶活化的拟肽抑制剂。这些抑制剂具有亲电酮丝氨酸捕获弹头,因此能与蛋白酶形成可逆的共价键。我们证明,根据从 HyCoSuL 中了解到的蛋白酶底物偏好,用非天然氨基酸改变抑制剂的 P2、P3 和 P4 位置,就可以预测地改变抑制剂的效力和选择性。我们发现四肽 JH-1144 (8) 是一位数 nM 的 HGFA、matriptase 和 hepsin 抑制剂,对 Xa 因子和凝血酶具有极佳的选择性。与结构相似的天然肽相比,这些非天然肽具有更高的代谢稳定性。三肽抑制剂 PK-1-89 (2) 在小鼠体内具有良好的药代动力学特性,化合物暴露时间长达 24 小时。此外,我们还获得了抑制剂 MM1132 (15) 与 matriptase 结合的 X 射线结构,揭示了一种有趣的结合构象,有助于未来抑制剂的设计。
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引用次数: 0
Fit-for-purpose heterodivalent single-domain antibody for gastrointestinal targeting of toxin B from Clostridium difficile. 适用于艰难梭菌毒素 B 胃肠道靶向的异等价单域抗体。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-01 DOI: 10.1002/pro.5035
Everardo R Rodriguez Rodriguez, Rune Thorbjørn Nordvang, Marcus Petersson, Jakob Kræmmer Haar Rendsvig, Emma Wenzel Arendrup, Monica L Fernández Quintero, Timothy P Jenkins, Andreas H Laustsen, Sandra Wingaard Thrane

Single-domain antibodies (sdAbs), such as VHHs, are increasingly being developed for gastrointestinal (GI) applications against pathogens to strengthen gut health. However, what constitutes a suitable developability profile for applying these proteins in a gastrointestinal setting remains poorly explored. Here, we describe an in vitro methodology for the identification of sdAb derivatives, more specifically divalent VHH constructs, that display extraordinary developability properties for oral delivery and functionality in the GI environment. We showcase this by developing a heterodivalent VHH construct that cross-inhibits the toxic activity of the glycosyltransferase domains (GTDs) from three different toxinotypes of cytotoxin B (TcdB) from lineages of Clostridium difficile. We show that the VHH construct possesses high stability and binding activity under gastric conditions, in the presence of bile salts, and at high temperatures. We suggest that the incorporation of early developability assessment could significantly aid in the efficient discovery of VHHs and related constructs fit for oral delivery and GI applications.

单域抗体(sdAbs),如 VHHs,正越来越多地被开发用于胃肠道(GI)应用,以对抗病原体,增强肠道健康。然而,在胃肠道环境中应用这些蛋白时,什么才是合适的可开发性特征还没有得到很好的探讨。在这里,我们描述了一种体外方法,用于鉴定 sdAb 衍生物,更具体地说是二价 VHH 构建物,它们在胃肠道环境中的口服给药和功能性方面显示出非凡的可开发性。我们通过开发一种异源二价 VHH 构建物来展示这一点,这种构建物能交叉抑制来自艰难梭菌三个不同毒素类型的细胞毒素 B (TcdB) 的糖基转移酶结构域 (GTD) 的毒性活性。我们的研究表明,VHH 构建体在胃肠条件下、胆汁盐存在下和高温条件下都具有很高的稳定性和结合活性。我们认为,纳入早期可开发性评估可大大有助于高效地发现适合口服给药和消化道应用的 VHH 及相关构建体。
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引用次数: 0
Evolution of fungal tuberculosis necrotizing toxin (TNT) domain-containing enzymes reveals divergent adaptations to enhance NAD cleavage. 真菌结核坏死毒素(TNT)含域酶的进化揭示了增强 NAD 裂解的不同适应性。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-01 DOI: 10.1002/pro.5071
Eugenio Ferrario, Juha Pekka Kallio, Mahdi Emdadi, Øyvind Strømland, Johannes G M Rack, Mathias Ziegler

Tuberculosis necrotizing toxin (TNT) is a protein domain discovered on the outer membrane of Mycobacterium tuberculosis (Mtb), and the fungal pathogen Aspergillus fumigatus. TNT domains have pure NAD(P) hydrolytic activity, setting them apart from other NAD-cleaving domains such as ADP-ribosyl cyclase and Toll/interleukin-1 receptor homology (TIR) domains which form a wider set of products. Importantly, the Mtb TNT domain has been shown to be involved in immune evasion via depletion of the intracellular NAD pool of macrophages. Therefore, an intriguing hypothesis is that TNT domains act as "NAD killers" in host cells facilitating pathogenesis. Here, we explore the phylogenetic distribution of TNT domains and detect their presence solely in bacteria and fungi. Within fungi, we discerned six TNT clades. In addition, X-ray crystallography and AlphaFold2 modeling unveiled clade-specific strategies to promote homodimer stabilization of the fungal enzymes, namely, Ca2+ binding, disulfide bonds, or hydrogen bonds. We show that dimer stabilization is a requirement for NADase activity and that the group-specific strategies affect the active site conformation, thereby modulating enzyme activity. Together, these findings reveal the evolutionary lineage of fungal TNT enzymes, corroborating the hypothesis of them being pure extracellular NAD (eNAD) cleavers, with possible involvement in microbial warfare and host immune evasion.

结核坏死毒素(TNT)是在结核分枝杆菌(Mtb)和真菌病原体烟曲霉的外膜上发现的一种蛋白质结构域。TNT 结构域具有纯粹的 NAD(P) 水解活性,使其有别于其他 NAD 分解结构域,如 ADP-ribosyl cyclase 和 Toll/interleukin-1 receptor homology (TIR) 结构域,后者可形成更多的产物。重要的是,Mtb TNT 结构域已被证明可通过消耗巨噬细胞内的 NAD 池参与免疫逃避。因此,一个耐人寻味的假设是,TNT结构域在宿主细胞中充当 "NAD杀手",促进致病机理。在这里,我们探索了 TNT 结构域的系统发育分布,并发现它们只存在于细菌和真菌中。在真菌中,我们发现了六个 TNT 支系。此外,X 射线晶体学和 AlphaFold2 建模揭示了促进真菌酶的同源二聚体稳定的支系特异性策略,即 Ca2+ 结合、二硫键或氢键。我们的研究表明,二聚体稳定是 NAD 酶活性的必要条件,而且群特异性策略会影响活性位点构象,从而调节酶的活性。这些发现共同揭示了真菌 TNT 酶的进化脉络,证实了它们是纯粹的胞外 NAD(eNAD)裂解器,可能参与微生物战争和宿主免疫逃避的假说。
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引用次数: 0
Thermostability and binding properties of single-chained Fv fragments derived from therapeutic antibodies. 源自治疗性抗体的单链 Fv 片段的耐热性和结合特性。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-01 DOI: 10.1002/pro.5084
Takashi Tadokoro, Harumi Tsuboi, Kota Nakamura, Tetsushi Hayakawa, Reo Ohmura, Izumi Kato, Masaki Inoue, Shin-Ichi Tsunoda, Sayaka Niizuma, Yukari Okada, Satoko Otsuguro, Katsumi Maenaka

Small antibody fragments have recently been used as alternatives to full-length monoclonal antibodies in therapeutic applications. One of the most popular fragment antibodies is single-chain fragment variables (scFvs), consisting of variable heavy (VH) and variable light (VL) domains linked by a flexible peptide linker. scFvs have small molecular sizes, which enables good tissue penetration and low immunogenicity. Despite these advantages, the use of scFvs, especially for therapeutic purpose, is still limited because of the difficulty to regulate the binding activity and conformational stability. In this study, we constructed and analyzed 10 scFv fragments derived from 10 representatives of FDA-approved mAbs to evaluate their physicochemical properties. Differential scanning calorimetry analysis showed that scFvs exhibited relatively high but varied thermostability, from 50 to 70°C of melting temperatures, and different unfolding cooperativity. Surface plasmon resonance analysis revealed that scFvs fragments that exhibit high stability and cooperative unfolding likely tend to maintain antigen binding. This study demonstrated the comprehensive physicochemical properties of scFvs derived from FDA-approved antibodies, providing insights into antibody design and development.

在治疗应用中,小型抗体片段最近被用作全长单克隆抗体的替代品。单链片段抗体(scFvs)是最受欢迎的片段抗体之一,它由可变重域(VH)和可变轻域(VL)组成,并通过一个灵活的肽链连接。尽管scFvs具有这些优点,但由于其结合活性和构象稳定性难以调控,因此其应用(尤其是用于治疗目的)仍然受到限制。在这项研究中,我们构建并分析了 10 个 scFv 片段,这些片段来源于 10 种美国 FDA 批准的 mAbs 代表药物,并对它们的理化性质进行了评估。差示扫描量热分析表明,scFvs 具有相对较高但不同的热稳定性,熔化温度在 50 到 70°C 之间,并且具有不同的解折合作性。表面等离子体共振分析表明,表现出高稳定性和合作性展开的 scFvs 片段可能倾向于保持抗原结合。这项研究展示了从美国食品药物管理局批准的抗体中提取的 scFvs 的综合理化特性,为抗体的设计和开发提供了启示。
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引用次数: 0
Improved prediction of site-rates from structure with averaging across homologs. 通过对同源物进行平均,改进了从结构预测位点速率的方法。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-01 DOI: 10.1002/pro.5086
Christoffer Norn, Fábio Oliveira, Ingemar André

Variation in mutation rates at sites in proteins can largely be understood by the constraint that proteins must fold into stable structures. Models that calculate site-specific rates based on protein structure and a thermodynamic stability model have shown a significant but modest ability to predict empirical site-specific rates calculated from sequence. Models that use detailed atomistic models of protein energetics do not outperform simpler approaches using packing density. We demonstrate that a fundamental reason for this is that empirical site-specific rates are the result of the average effect of many different microenvironments in a phylogeny. By analyzing the results of evolutionary dynamics simulations, we show how averaging site-specific rates across many extant protein structures can lead to correct recovery of site-rate prediction. This result is also demonstrated in natural protein sequences and experimental structures. Using predicted structures, we demonstrate that atomistic models can improve upon contact density metrics in predicting site-specific rates from a structure. The results give fundamental insights into the factors governing the distribution of site-specific rates in protein families.

蛋白质必须折叠成稳定的结构,这在很大程度上限制了蛋白质位点突变率的变化。根据蛋白质结构和热力学稳定性模型计算特定位点突变率的模型,对根据序列计算的经验特定位点突变率的预测能力很强,但效果一般。使用详细的蛋白质能量原子模型的模型并不优于使用堆积密度的简单方法。我们证明,造成这种情况的一个根本原因是,特定位点的经验速率是系统发育中许多不同微环境的平均效应的结果。通过分析进化动力学模拟的结果,我们展示了在许多现存蛋白质结构中平均特定位点速率是如何正确恢复位点速率预测的。自然蛋白质序列和实验结构也证明了这一结果。利用预测的结构,我们证明了原子模型在预测结构中特定位点的速率时可以改进接触密度指标。这些结果从根本上揭示了影响蛋白质家族中特定位点速率分布的因素。
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引用次数: 0
Antigen-binding fragments with improved crystal lattice packing and enhanced conformational flexibility at the elbow region as crystallization chaperones. 作为结晶伴侣,抗原结合片段具有更好的晶格堆积和更强的肘部构象灵活性。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-01 DOI: 10.1002/pro.5081
Heather A Bruce, Alexander U Singer, Levi L Blazer, Khanh Luu, Lynda Ploder, Alevtina Pavlenco, Igor Kurinov, Jarrett J Adams, Sachdev S Sidhu

It has been shown previously that a set of three modifications-termed S1, Crystal Kappa, and elbow-act synergistically to improve the crystallizability of an antigen-binding fragment (Fab) framework. Here, we prepared a phage-displayed library and performed crystallization screenings to identify additional substitutions-located near the heavy-chain elbow region-which cooperate with the S1, Crystal Kappa, and elbow modifications to increase expression and improve crystallizability of the Fab framework even further. One substitution (K141Q) supports the signature Crystal Kappa-mediated Fab:Fab crystal lattice packing interaction. Another substitution (E172G) improves the compatibility of the elbow modification with the Fab framework by alleviating some of the strain incurred by the shortened and bulkier elbow linker region. A third substitution (F170W) generates a split-Fab conformation, resulting in a powerful crystal lattice packing interaction comprising the biological interaction interface between the variable heavy and light chain domains. In sum, we have used K141Q, E172G, and F170W substitutions-which complement the S1, Crystal Kappa, and elbow modifications-to generate a set of highly crystallizable Fab frameworks that can be used as chaperones to enable facile elucidation of Fab:antigen complex structures by x-ray crystallography.

以前的研究表明,一组名为 S1、Crystal Kappa 和 elbow 的三种修饰协同作用,可提高抗原结合片段(Fab)框架的结晶性。在这里,我们制备了一个噬菌体展示文库,并进行了结晶筛选,以确定位于重链肘部区域附近的其他取代,这些取代与 S1、Crystal Kappa 和肘部修饰协同作用,提高了表达量,并进一步改善了 Fab 框架的结晶性。其中一个替换(K141Q)支持 Crystal Kappa 介导的 Fab:Fab 晶格堆积相互作用。另一个取代(E172G)通过减轻缩短和增大的肘部连接区所产生的一些应变,提高了肘部修饰与 Fab 框架的兼容性。第三个取代(F170W)产生了一个分裂的 Fab 构象,从而产生了强大的晶格包装相互作用,包括可变重链和轻链结构域之间的生物相互作用界面。总之,我们利用 K141Q、E172G 和 F170W 的置换--这些置换是对 S1、Crystal Kappa 和肘部修饰的补充--生成了一组高度可结晶的 Fab 框架,它们可用作伴侣,通过 X 射线晶体学技术方便地阐明 Fab:抗原复合物的结构。
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引用次数: 0
Tubulin-binding region alters tau-lipid interactions and changes toxicity of tau fibrils formed in the presence of phosphatidylserine lipids. 微管蛋白结合区改变了 tau 与脂质的相互作用,并改变了在磷脂酰丝氨酸脂质存在下形成的 tau 纤维的毒性。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-01 DOI: 10.1002/pro.5078
Abid Ali, Aidan P Holman, Axell Rodriguez, Mikhail Matveyenka, Dmitry Kurouski

Alzheimer's disease is the fastest-growing neurodegenerative disease that affects over six million Americans. The abnormal aggregation of amyloid β peptide and Tau protein is the expected molecular cause of the loss of neurons in brains of AD patients. A growing body of evidence indicates that lipids can alter the aggregation rate of amyloid β peptide and modify the toxicity of amyloid β aggregates. However, the role of lipids in Tau aggregation remains unclear. In this study, we utilized a set of biophysical methods to determine the extent to which phospatidylserine (PS) altered the aggregation properties of Tau isoforms with one (1N4R) and two (2N4R) N terminal inserts that enhance the binding of Tau to tubulin. We found that the length and saturation of fatty acids (FAs) in PS altered the aggregation rate of 2N4R isoform, while no changes in the aggregation rate of 1N4R were observed. These results indicate that N terminal inserts play an important role in protein-lipid interactions. We also found that PS could change the toxicity of 1N4R and 2N4R Tau fibrils, as well as alter molecular mechanisms by which these aggregates exert cytotoxicity to neurons. Finally, we found that although Tau fibrils formed in the presence and absence of PS endocytosed by cells, only fibril species that were formed in the presence of PS exert strong impairment of the cell mitochondria.

阿尔茨海默病是发展最快的神经退行性疾病,影响着六百多万美国人。淀粉样β肽和Tau蛋白的异常聚集是导致阿尔茨海默病患者大脑神经元丧失的预期分子原因。越来越多的证据表明,脂质可以改变淀粉样β肽的聚集率,并改变淀粉样β聚集体的毒性。然而,脂质在Tau聚集中的作用仍不清楚。在这项研究中,我们利用一套生物物理方法来确定磷脂酰丝氨酸(PS)在多大程度上改变了具有一个(1N4R)和两个(2N4R)N末端插入物的Tau异构体的聚集特性,这些插入物增强了Tau与小管蛋白的结合。我们发现 PS 中脂肪酸(FA)的长度和饱和度会改变 2N4R 异构体的聚集率,而 1N4R 的聚集率没有变化。这些结果表明,N 端插入物在蛋白质与脂质的相互作用中发挥着重要作用。我们还发现 PS 可以改变 1N4R 和 2N4R Tau 纤维的毒性,并改变这些聚集体对神经元产生细胞毒性的分子机制。最后,我们发现,虽然细胞在有 PS 和无 PS 的情况下都能内吞形成 Tau 纤维,但只有在有 PS 的情况下形成的纤维种类才会对细胞线粒体造成强烈损害。
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引用次数: 0
The potential role of liquid-liquid phase separation in the cellular fate of the compartments for unconventional protein secretion. 液-液相分离在非常规蛋白质分泌区细胞命运中的潜在作用。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-01 DOI: 10.1002/pro.5085
Luis Felipe S Mendes, Carolina O Gimenes, Marília D O da Silva, Saroj K Rout, Roland Riek, Antonio J Costa-Filho

Eukaryotic cells have developed intricate mechanisms for biomolecule transport, particularly in stressful conditions. This interdisciplinary study delves into unconventional protein secretion (UPS) pathways activated during starvation, facilitating the export of proteins bypassing most of the components of the classical secretory machinery. Specifically, we focus on the underexplored mechanisms of the GRASP's role in UPS, particularly in biogenesis and cargo recruitment for the vesicular-like compartment for UPS. Our results show that liquid-liquid phase separation (LLPS) plays a key role in the coacervation of Grh1, the GRASP yeast homologue, under starvation-like conditions. This association seems a precursor to the Compartment for Unconventional Protein Secretion (CUPS) biogenesis. Grh1's self-association is regulated by electrostatic, hydrophobic, and hydrogen-bonding interactions. Importantly, our study demonstrates that phase-separated states of Grh1 can recruit UPS cargo under starvation-like situations. Additionally, we explore how the coacervate liquid-to-solid transition could impact cells' ability to return to normal post-stress states. Our findings offer insights into intracellular protein dynamics and cell adaptive responses to stress.

真核细胞发展出了复杂的生物大分子运输机制,尤其是在压力条件下。这项跨学科研究深入探讨了在饥饿状态下激活的非常规蛋白质分泌(UPS)途径,这种途径绕过了经典分泌机制的大部分组件,促进了蛋白质的输出。具体而言,我们重点研究了 GRASP 在 UPS 中尚未被充分探索的作用机制,尤其是在 UPS 的囊状区室的生物生成和货物招募方面。我们的研究结果表明,在类似饥饿的条件下,液-液相分离(LLPS)在Grh1(GRASP的酵母同源物)的凝聚过程中发挥了关键作用。这种结合似乎是非常规蛋白分泌区(CUPS)生物发生的前体。Grh1 的自我结合受静电、疏水和氢键相互作用的调控。重要的是,我们的研究表明,在类似饥饿的情况下,相分离状态的 Grh1 可以招募 UPS 货物。此外,我们还探讨了凝聚态液态到固态的转变如何影响细胞恢复正常应激后状态的能力。我们的研究结果为细胞内蛋白质动力学和细胞对应激的适应性反应提供了见解。
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引用次数: 0
Assessing the functional roles of coevolving PHD finger residues. 评估共同进化的 PHD 手指残基的功能作用。
IF 4.5 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-01 DOI: 10.1002/pro.5065
Shraddha Basu, Ujwal Subedi, Marco Tonelli, Maral Afshinpour, Nitija Tiwari, Ernesto J Fuentes, Suvobrata Chakravarty

Although in silico folding based on coevolving residue constraints in the deep-learning era has transformed protein structure prediction, the contributions of coevolving residues to protein folding, stability, and other functions in physical contexts remain to be clarified and experimentally validated. Herein, the PHD finger module, a well-known histone reader with distinct subtypes containing subtype-specific coevolving residues, was used as a model to experimentally assess the contributions of coevolving residues and to clarify their specific roles. The results of the assessment, including proteolysis and thermal unfolding of wildtype and mutant proteins, suggested that coevolving residues have varying contributions, despite their large in silico constraints. Residue positions with large constraints were found to contribute to stability in one subtype but not others. Computational sequence design and generative model-based energy estimates of individual structures were also implemented to complement the experimental assessment. Sequence design and energy estimates distinguish coevolving residues that contribute to folding from those that do not. The results of proteolytic analysis of mutations at positions contributing to folding were consistent with those suggested by sequence design and energy estimation. Thus, we report a comprehensive assessment of the contributions of coevolving residues, as well as a strategy based on a combination of approaches that should enable detailed understanding of the residue contributions in other large protein families.

虽然深度学习时代基于共演化残基约束的硅学折叠已经改变了蛋白质结构预测,但共演化残基对蛋白质折叠、稳定性和物理环境中其他功能的贡献仍有待澄清和实验验证。本文以PHD手指模块(一种著名的组蛋白阅读器,具有不同的亚型,包含亚型特异的共演化残基)为模型,通过实验评估共演化残基的贡献并明确其具体作用。评估结果(包括野生型蛋白和突变型蛋白的蛋白水解和热折叠)表明,尽管共演化残基在硅学上有很大的限制,但它们的贡献各不相同。在一种亚型中,具有较大限制的残基位置有助于提高稳定性,而在其他亚型中则不然。为了补充实验评估,我们还对单个结构进行了计算序列设计和基于生成模型的能量估计。序列设计和能量估算将有助于折叠的共同进化残基与无助于折叠的残基区分开来。对有助于折叠的位置上的突变进行蛋白水解分析的结果与序列设计和能量估算的结果一致。因此,我们报告了对共同进化残基贡献的全面评估,以及一种基于多种方法组合的策略,该策略应能详细了解其他大型蛋白质家族中残基的贡献。
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引用次数: 0
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