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Infrared Spectral Patterns of Thyroglobulin Bearing Thyroiditogenic Epitopes 含促甲状腺抗原表位甲状腺球蛋白的红外光谱图谱。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-12-04 DOI: 10.1007/s10930-024-10243-8
Igor Cherepanov, Alexandr Sidorov, Liubov Beduleva, Alexey Terentiev, Daria Menshikova, Tatyana Khramova, Igor Menshikov, Pavel Ivanov

Thyroglobulin is a major autoantigen to which autoimmune response, destroying the thyroid gland in Hashimoto’s thyroiditis, is directed. To detect a pathological autoimmune response to thyroglobulin, as well as the successful induction of experimental autoimmune thyroiditis, thyroglobulin carrying thyroiditogenic epitopes is necessary. It is not known which features of thyroglobulin structure determine the presence of thyroiditogenic epitopes and can serve as markers of their presence. We compared structure of thyroglobulin bearing thyroiditogenic epitopes (freshly isolated thyroglobulin) and thyroglobulin which had lost thyroiditogenic epitopes (lyophilized thyroglobulin). Fourier-transform infrared (FTIR) spectroscopy was used to elucidate the structure of thyroglobulin. The markers indicating the presence of thyroiditogenic epitopes on thyroglobulin are the vibrations of diiodotyrosine, monoiodotyrosine/diiodotyrosine relation in the range of 0.24–0.43 (95% confidence interval) and relatively high (> 32%) α-helix content. The loss of thyroiditogenic epitopes on thyroglobulin is associated with a weakening or complete disappearance of diiodotyrosine oscillations and a decrease in the proportion of α-helices in secondary structure. Thyroglobulin extracted with phenylmethylsulfonyl fluoride (PMSF) added is characterized by the same relatively high monoiodotyrosine/diiodotyrosine relation and low proportion of alpha helices as thyroglobulin without thyroiditogenic epitopes. Therefore, serine protease inhibitor PMSF is not suitable for extraction of native thyroglobulin bearing thyroiditogenic epitopes. FTIR spectroscopy can be used to detect thyroiditogenic epitopes on thyroglobulin.

甲状腺球蛋白是桥本甲状腺炎中自身免疫反应破坏甲状腺的主要自身抗原。为了检测对甲状腺球蛋白的病理性自身免疫反应,以及成功诱导实验性自身免疫性甲状腺炎,携带甲状腺源性表位的甲状腺球蛋白是必要的。目前尚不清楚甲状腺球蛋白结构的哪些特征决定了促甲状腺抗原表位的存在,并可作为其存在的标记。我们比较了含有促甲状腺抗原表位(新鲜分离的甲状腺球蛋白)和失去促甲状腺抗原表位(冻干甲状腺球蛋白)的甲状腺球蛋白的结构。采用傅里叶变换红外光谱(FTIR)分析了甲状腺球蛋白的结构。甲状腺球蛋白上存在促甲状腺表位的标志是二碘酪氨酸、单碘酪氨酸/二碘酪氨酸在0.24 ~ 0.43(95%置信区间)范围内的振动和较高(> ~ 32%)的α-螺旋含量。甲状腺球蛋白上促甲状腺表位的缺失与二碘酪氨酸振荡的减弱或完全消失以及二级结构中α-螺旋比例的减少有关。添加苯基甲基磺酰氟(PMSF)提取的甲状腺球蛋白与不含促甲状腺抗原表位的甲状腺球蛋白具有较高的单碘酪氨酸/二碘酪氨酸关系和较低的α螺旋比例。因此,丝氨酸蛋白酶抑制剂PMSF不适合提取含有促甲状腺抗原表位的天然甲状腺球蛋白。FTIR光谱可用于检测甲状腺球蛋白的促甲状腺抗原表位。
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引用次数: 0
Wasp Venom: Future Breakthrough in Production of Antimicrobial Peptides 黄蜂毒液:抗菌肽生产的未来突破。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-12-04 DOI: 10.1007/s10930-024-10242-9
Bikramjit Bhattacharya, Shreshtha Bhattacharya, Srinjana Khatun, Namitha A. Bhaktham, M. Maneesha, C. Subathra Devi

The emergence of multi-drug-resistant pathogens and the decrease in the discovery of newer antibiotics have led to a quest for novel alternatives. Recently, wasp venom has spiked interest due to the presence of various active compounds, showcasing a diverse range of therapeutic effects. Wasps are creatures of the Hymenoptera order, and their venom chemically comprises antimicrobial peptides such as Anoplin, Mastoparan, Polybia-CP, Polydim-I, and Polybia MP1 that play a significant role in the biological effects of the venom. AMPs belong to the family of cationic peptides with α-helical structure, which exhibits a diversity of structural motifs and are crucial for innate immunity and defence in these creatures. These peptides demonstrate not only antimicrobial properties but also a wide range of other biological activities like anti-biofilm and anti-inflammatory, linked to their varying capacity to interact with biological membranes. Although wasp venom has the potential to be a cutting-edge natural source for the creation of new drugs, its usage is still restricted due to its availability and the lack of sophisticated methods for synthesizing its therapeutic components. Therefore, this review article provides insights about the therapeutic use of the wasp venom peptides against the antimicrobial-resistant pathogens, as well as its constraints and opportunities for future pharmacological development.

多重耐药病原体的出现和新抗生素发现的减少导致人们寻求新的替代品。最近,由于各种活性化合物的存在,黄蜂毒液引起了人们的兴趣,显示出各种各样的治疗效果。黄蜂是膜翅目生物,它们的毒液化学成分包括抗菌肽,如Anoplin, Mastoparan, Polybia- cp, polydm - i和Polybia MP1,它们在毒液的生物效应中起着重要作用。AMPs属于α-螺旋结构的阳离子多肽家族,具有多种结构基序,对这些生物的先天免疫和防御至关重要。这些肽不仅具有抗菌特性,而且具有广泛的其他生物活性,如抗生物膜和抗炎,这与它们与生物膜相互作用的不同能力有关。尽管黄蜂毒液有潜力成为创造新药的尖端天然来源,但由于其可用性和缺乏合成其治疗成分的复杂方法,其使用仍然受到限制。因此,本文综述了黄蜂毒液肽治疗耐药病原菌的应用,以及其局限性和未来药理学发展的机遇。
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引用次数: 0
Exploring Acoustic Detection of α-Synuclein Fibrils α-突触核蛋白原纤维的声学检测研究。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-12-04 DOI: 10.1007/s10930-024-10241-w
M. Brun-Cosme-Bruny, L. Gerfault, V. Mourier, N. Torres, P. Bleuet

Over the past decades, the incidence of Parkinson’s disease (PD) cases has doubled in industrialized countries. While patients over 70 years old still represent more than half of the cases, the disease is increasingly affecting younger individuals. Environmental factors have been implicated, such as the effects of certain pesticides or chemicals on neurons, such as rotenone or 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP). Researchers have also demonstrated the influence of genetic mutations in younger patients. A-synuclein is a protein encoded by the SNCA gene, known to undergo various mutations in hereditary cases of PD. These mutations alter the composition and spatial arrangements of α-synuclein. The proteins, originally of linear shape, aggregate during the progression of PD, forming fibrillary structures that propagate through brain tissues. Among the physical therapies investigated for treating α-synuclein aggregation, ultrasonic waves, capable of altering protein and cell behaviors, have recently been used to disrupt α-synuclein fibrils within tissues in cellular and animal models, with the hope of developing treatments based on ultrasound properties. However, detecting fibrils typically requires invasive and non-biocompatible chemical compounds or cumbersome machinery. In this study, our acoustic experimental setup allowed us to investigate the response of α-synuclein to ultrasound perturbations. By capturing the transmitted wave across proteins over a frequency range 10 kHz to 10 MHz, no ultrasound signature indicating the presence of proteins was observed.

Significance Statement: The results report there is no ultrasound signature of the presence of α-synuclein fibrils, from 10 kHz to 10 MHz.

在过去的几十年里,帕金森氏病(PD)的发病率在工业化国家翻了一番。虽然70岁以上的患者仍占病例的一半以上,但这种疾病越来越多地影响到年轻人。环境因素已被涉及,如某些杀虫剂或化学品对神经元的影响,如鱼藤酮或1-甲基-4-苯基-1,2,3,6-四氢吡啶(MPTP)。研究人员还证明了基因突变对年轻患者的影响。a -synuclein是一种由SNCA基因编码的蛋白质,已知在PD的遗传性病例中会发生各种突变。这些突变改变了α-突触核蛋白的组成和空间排列。这些原本呈线状的蛋白质在PD的发展过程中聚集,形成纤维状结构,并在脑组织中传播。在研究治疗α-突触核蛋白聚集的物理疗法中,能够改变蛋白质和细胞行为的超声波最近被用于破坏细胞和动物模型中组织内的α-突触核蛋白原纤维,希望开发基于超声特性的治疗方法。然而,检测原纤维通常需要侵入性和非生物相容性的化学化合物或笨重的机器。在这项研究中,我们的声学实验装置允许我们研究α-突触核蛋白对超声扰动的响应。通过在10千赫到10兆赫的频率范围内捕获穿过蛋白质的透射波,没有观察到表明蛋白质存在的超声波特征。意义声明:结果报告在10 kHz至10 MHz范围内未见α-突触核蛋白原纤维存在的超声特征。
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引用次数: 0
Antibody Aggregation: A Problem Within the Biopharmaceutical Industry and Its Role in AL Amyloidosis Disease 抗体聚集:生物制药行业的一个问题及其在 AL 淀粉样变性疾病中的作用。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-11 DOI: 10.1007/s10930-024-10237-6
Kate Sheehan, Hyesoo Jeon, Sinéad C. Corr, Jerrard M. Hayes, K. H. Mok

Due to the large size and rapid growth of the global therapeutic antibody market, there is major interest in understanding the aggregation of protein products as it can compromise efficacy, concentration, and safety. Various production and storage conditions have been identified as capable of inducing aggregation of polyclonal and monoclonal antibody (mAb) therapies such as low pH, freezing, light exposure, lyophilisation and increased ionic strength. The addition of stabilising excipients to these therapeutics helps to combat the formation of aggregates with future aggregation inhibition mechanisms involving the introduction of point mutations and glycoengineering within aggregation prone regions (APRs). Antibody aggregation also plays an integral role in the pathogenesis of a condition known as amyloid light chain (AL) amyloidosis which is characterised by the production of improperly folded and amyloidogenic immunoglobulin light chains (LCs). Current diagnostic tools rely heavily on histological staining with their future moving towards amyloid component identification and proteomic analysis. For many years, treatment options designed for multiple myeloma (MM) have been applied to AL amyloidosis patients by depleting plasma cell numbers. More recently, treatment strategies more specific to this condition have been developed with many designed to recognize amyloid fibrils and trigger their degradation without causing systemic plasma cell cytotoxicity. Amyloid fibrils in AL disease and aggregates in antibody therapeutics are both formed through the oligomerisation of misfolded / modified proteins attempting to reach a thermodynamically stable, free energy minimum that is lower than the respective monomers themselves. Although the final morphologies are different, by understanding the principles underlying such aggregation, we expect to find common insights that may contribute to the development of new and effective methods of antibody aggregation and/or amyloidosis management. We envision that this area of research will continue to be very relevant in both industry and clinical settings.

由于全球治疗性抗体市场规模庞大且增长迅速,人们对了解蛋白质产品的聚集问题产生了浓厚的兴趣,因为它可能会影响疗效、浓度和安全性。各种生产和储存条件已被确认能够诱发多克隆和单克隆抗体(mAb)疗法的聚集,如低 pH 值、冷冻、光照、冻干和离子强度增加。在这些疗法中添加稳定辅料有助于抑制聚集体的形成,未来的聚集抑制机制包括在易聚集区(APR)内引入点突变和糖工程。抗体聚集在淀粉样轻链(AL)淀粉样变性病的发病机制中也起着不可或缺的作用,该病的特点是产生折叠不当的淀粉样免疫球蛋白轻链(LC)。目前的诊断工具在很大程度上依赖于组织学染色,其未来发展方向是淀粉样蛋白成分鉴定和蛋白质组分析。多年来,针对多发性骨髓瘤(MM)的治疗方案一直通过消耗浆细胞数量来治疗 AL 淀粉样变性患者。最近,针对这种病症开发出了更具针对性的治疗策略,其中许多策略旨在识别淀粉样纤维并促使其降解,同时不会引起全身性浆细胞细胞毒性。AL 疾病中的淀粉样纤维和抗体疗法中的聚集体都是通过错误折叠/修饰蛋白质的低聚作用形成的,这种低聚作用试图达到热力学稳定的自由能最小值,该值低于各自的单体本身。虽然最终的形态各异,但通过了解这种聚集的基本原理,我们希望找到共同的见解,从而有助于开发新的、有效的抗体聚集和/或淀粉样变性管理方法。我们预计,这一研究领域将继续在工业和临床领域发挥重要作用。
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引用次数: 0
DAAO Mutant Sites among Different Mice Strains and Their Effects on Enzyme Activity 不同小鼠品系的 DAAO 突变位点及其对酶活性的影响
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-02 DOI: 10.1007/s10930-024-10235-8
Zhou Yu-Cong, Fu Sheng-Ling, Liu Hao

Previous studies reported that D-amino acid oxidase (DAAO) activity was closely associated with neuropathic pain, cognitive characteristics of schizophrenia and so on. To determine DAAO mutant sites in different strains of mice and their effects on enzyme activity, we successfully constructed a prokaryotic expression system for heterologous expression of DAAO in vitro. There were total five nucleotide mutations distributed in exons 2, 8, 9, 10 of C57 mice. Three mutations located on exons 8 and 9 were synonymous mutations and had no variation on the encoded amino acid. The remaining two mutations in exons 2 (V64A) and 10 (R295H) were non-synonymous mutations, which might affect enzymatic activity and protein structure of mDAAO. Based on the determination of the kinetic constants and IC50 of mDAAO mutants in vitro, the differences in amino acid levels at these two sites (V64A, R295H) increased the affinity of C57 DAAO with substrate and enhanced its catalytic efficiency. Besides, the IC50 value of C57 DAAO was less than that of Balb/c and other DAAO mutants (SUN: reducted by about 11.9%; CBIO: reducted by about 26.5%), which meant that the affinity of C57 DAAO with CBIO was higher.

以往研究表明,D-氨基酸氧化酶(DAAO)活性与神经病理性疼痛、精神分裂症的认知特征等密切相关。为了确定不同品系小鼠 DAAO 的突变位点及其对酶活性的影响,我们成功构建了一个原核表达系统,用于体外异源表达 DAAO。C57小鼠共有5个核苷酸突变,分别分布在2、8、9、10号外显子。其中位于第 8 和 9 号外显子上的三个突变为同义突变,编码的氨基酸没有变化。其余两个位于外显子 2(V64A)和 10(R295H)的突变为非同义突变,可能会影响 mDAAO 的酶活性和蛋白质结构。根据 mDAAO 突变体体外动力学常数和 IC50 的测定,这两个位点(V64A、R295H)氨基酸水平的差异增加了 C57 DAAO 与底物的亲和力,提高了其催化效率。此外,C57 DAAO的IC50值低于Balb/c和其他DAAO突变体(SUN:还原了约11.9%;CBIO:还原了约26.5%),这意味着C57 DAAO与CBIO的亲和力更高。
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引用次数: 0
Unraveling the interaction between a glycolytic regulator protein EhPpdk and an anaphase promoting complex protein EhApc10: yeast two hybrid screening, in vitro binding assays and molecular simulation study 揭示糖酵解调节蛋白EhPpdk与无丝分裂期促进复合蛋白EhApc10之间的相互作用:酵母双杂交筛选、体外结合试验和分子模拟研究。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1007/s10930-024-10238-5
Suchetana Pal, Pinaki Biswas, Raktim Ghosh, Somasri Dam

The anaphase promoting complex (APC or cyclosome) is a major ubiquitin ligase that coordinates mitotic and G1 progression, acting as a major regulator of chromosome segregation. While the human APC contains fourteen subunits, it is yet to be explored in the pathogen Entamoeba histolytica. Our study reveals the existence of a single functional Apc10 homolog in E. histolytica, which acts as a processivity factor of ubiquitin ligase activity in human. A cDNA library generated from HM1:IMSS strain of E. histolytica was screened for interaction partners of EhApc10 in yeast two hybrid study. The novel interactor, a glycolytic enzyme, pyruvate phosphate dikinase (Ppdk) was found to interact with EhApc10 and further validated by in vitro assay. A comprehensive in silico study has emphasized the structural and functional aspects, encompassing physicochemical traits, predictive 3D structure modelling, validation of EhApc10-EhPpdk interaction through molecular docking and simulation. The interplay between a cell cycle protein and a glycolytic enzyme highlights the connection between cellular metabolism and the cell cycle regulatory mechanism. The study serves as the groundwork for future research on the non-mitotic role of APC beyond cell cycle.

无丝分裂促进复合体(APC 或 cyclosome)是一种主要的泛素连接酶,可协调有丝分裂和 G1 进程,是染色体分离的主要调节器。人类 APC 含有 14 个亚基,但在病原体 Entamoeba histolytica 中还没有发现。我们的研究揭示了组织溶解实体中存在一个功能性 Apc10 同源物,它是人类泛素连接酶活性的一个过程性因子。在酵母双杂交研究中,从组织溶解酵母的 HM1:IMSS 菌株中产生的 cDNA 文库筛选出了 EhApc10 的相互作用伙伴。研究发现,新的相互作用因子(一种糖酵解酶,丙酮酸磷酸二激酶(Ppdk))与 EhApc10 有相互作用,并通过体外实验进一步验证了这种相互作用。一项全面的硅学研究强调了结构和功能方面,包括理化特性、预测性三维结构建模、通过分子对接和模拟验证 EhApc10-EhPpdk 的相互作用。细胞周期蛋白与糖酵解酶之间的相互作用凸显了细胞代谢与细胞周期调控机制之间的联系。这项研究为今后研究 APC 在细胞周期之外的非有丝分裂作用奠定了基础。
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引用次数: 0
Unravelling the Significance of Seed Proteomics: Insights into Seed Development, Function, and Agricultural Applications 揭示种子蛋白质组学的意义:种子发育、功能和农业应用的启示。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1007/s10930-024-10240-x
Jameel R. Al-Obaidi, Su-Ee Lau, Yvonne Jing Mei Liew, Boon Chin Tan, Norasfaliza Rahmad

Seeds are essential for plant reproduction, ensuring species survival and dispersal while adapting to diverse environments throughout a plant’s life. Proteomics has emerged as a powerful tool for deciphering the complexities of seed growth, germination, and stress responses. Advanced proteomic technologies enable the analysis of protein changes during germination, dormancy, and ageing, enhancing our understanding of seed lifespan and vitality. Recent studies have revealed detailed insights into metabolic processes and storage protein profiles across various plant species. This knowledge is crucial for improving seed storage, conserving quality, and maintaining viability. Additionally, it contributes to sustainable agriculture by identifying stress-responsive proteins and signalling pathways that can mitigate stress and enhance farming practices. This review highlights significant advancements in seed proteomics over the past decade, discussing critical discoveries related to storage proteins, protein interactions, and proteome modifications due to stress. It illustrates how these insights transform seed biology, boosting productivity, food security, and environmentally friendly practices. The review also identifies existing knowledge gaps and provides direction for future research, underscoring the need for continued interdisciplinary collaboration in this dynamic field.

种子对植物的繁殖至关重要,它能确保物种的生存和传播,同时在植物的一生中适应不同的环境。蛋白质组学已成为解读种子生长、萌发和应激反应复杂性的有力工具。先进的蛋白质组学技术能够分析萌发、休眠和老化过程中蛋白质的变化,从而加深我们对种子寿命和生命力的了解。最近的研究揭示了对不同植物物种代谢过程和贮藏蛋白质特征的详细了解。这些知识对于改善种子贮藏、保护质量和保持活力至关重要。此外,这些知识还有助于可持续农业的发展,因为它们确定了可缓解压力和改进耕作方法的压力响应蛋白和信号通路。本综述重点介绍了过去十年中种子蛋白质组学的重大进展,讨论了与贮藏蛋白、蛋白质相互作用以及应激引起的蛋白质组修饰有关的重要发现。它说明了这些见解如何改变种子生物学,提高生产力、粮食安全和环保实践。综述还指出了现有的知识差距,为未来研究指明了方向,强调了在这一充满活力的领域继续开展跨学科合作的必要性。
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引用次数: 0
Influence of Cataract Causing Mutations on αA-Crystallin: A Computational Approach 导致白内障的突变对αA-结晶素的影响:计算方法
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-11-01 DOI: 10.1007/s10930-024-10239-4
Kajal Abrol, Jayarani Basumatari, Jupita Handique, Muthukumaran Rajagopalan, Amutha Ramaswamy

The αA-crystallin protein plays a vital role in maintaining the refractive index and transparency of the eye lens. Significant clinical studies have emerged as the αA-crystallin is prone to aggregation, resulting in the formation of cataracts with varied etiologies due to mutations. This work aims to comprehend the structural and functional role of cataract-causing mutations in αA-crystallin, particularly at N-Terminal and α-Crystallin Domains, using in-silico approaches including molecular dynamics simulation. About 19 mutants of αA-crystallin along with native structure were simulated for 100 ns and the post-simulations analyses reveal pronounced dynamics of αA-crystallin due to the enhanced structure flexibility as its native compactness was lost and is witnessed mainly by the mutants R12L, R21L, R21Q, R54L, R65Q, R116C and R116H. It is observed that αA-crystallin discloses the NTD motions as the dominant one and the same was endorsed by the linear variation between Rg and the center-of-mass of αA-crystallin. Interestingly, such enhanced dynamics of αA-crystallin mutants associated with the structure flexibility is internally modulated by the dynamic exchange of secondary structure elements β-sheets and coils (R2 = 0.619) during simulation. Besides, the observed pronounced dynamics of dimer interface region (β3-L6-β4 segment) of ACD along with CTD dynamics also gains importance. Particularly, the highly dynamic mutants are also characterized by enhanced non-covalent and hydrophobic interactions which renders detrimental effects towards its stability, and favours possible protein unfolding mechanisms. Overall, this study highlights the mutation-mediated structural distortions in αA-crystallin and demands the need for further potential development of inhibitors against cataract formation.

αA-晶体蛋白在维持眼睛晶状体的折射率和透明度方面发挥着重要作用。由于αA-晶体蛋白容易发生聚集,从而导致不同病因的突变形成白内障,因此出现了重要的临床研究。这项研究旨在利用分子动力学模拟等室内方法,理解导致白内障的αA-结晶素突变的结构和功能作用,特别是在N端和α-结晶素域。我们对αA-结晶素的大约 19 个突变体和原生结构进行了 100 ns 的模拟,模拟后的分析表明,由于αA-结晶素失去了原生结构的紧密性,结构灵活性增强,因此αA-结晶素具有明显的动态变化,这主要体现在突变体 R12L、R21L、R21Q、R54L、R65Q、R116C 和 R116H 上。据观察,αA-结晶素以 NTD 运动为主,Rg 与αA-结晶素质量中心之间的线性变化也证明了这一点。有趣的是,αA-结晶素突变体与结构灵活性相关的动态增强在模拟过程中受到二级结构元素β片和线圈动态交换(R2 = 0.619)的内部调节。此外,观察到的 ACD 的二聚体界面区(β3-L6-β4 段)的明显动态以及 CTD 动态也变得非常重要。特别是,高动态突变体还具有非共价和疏水相互作用增强的特点,这对其稳定性产生了不利影响,并有利于可能的蛋白质折叠机制。总之,这项研究强调了突变介导的αA-结晶蛋白结构畸变,并要求进一步开发潜在的白内障形成抑制剂。
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引用次数: 0
HaloClass: Salt-Tolerant Protein Classification with Protein Language Models HaloClass:利用蛋白质语言模型进行耐盐蛋白质分类
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-21 DOI: 10.1007/s10930-024-10236-7
Kush Narang, Abhigyan Nath, William Hemstrom, Simon K. S. Chu

Salt-tolerant proteins, also known as halophilic proteins, have unique adaptations to function in high-salinity environments. These proteins have naturally evolved in extremophilic organisms, and more recently, are being increasingly applied as enzymes in industrial processes. Due to an abundance of salt-tolerant sequences and a simultaneous lack of experimental structures, most computational methods to predict stability are sequence-based only. These approaches, however, are hindered by a lack of structural understanding of these proteins. Here, we present HaloClass, an SVM classifier that leverages ESM-2 protein language model embeddings to accurately identify salt-tolerant proteins. On a newer and larger test dataset, HaloClass outperforms existing approaches when predicting the stability of never-before-seen proteins that are distal to its training set. Finally, on a mutation study that evaluated changes in salt tolerance based on single- and multiple-point mutants, HaloClass outperforms existing approaches, suggesting applications in the guided design of salt-tolerant enzymes.

耐盐蛋白质又称嗜卤蛋白质,具有在高盐度环境中发挥作用的独特适应性。这些蛋白质是在嗜极端生物中自然进化而来的,近来正越来越多地被用作工业流程中的酶。由于存在大量耐盐序列,同时又缺乏实验结构,因此大多数预测稳定性的计算方法都是基于序列的。然而,这些方法因缺乏对这些蛋白质结构的了解而受到阻碍。在这里,我们介绍一种 SVM 分类器 HaloClass,它利用 ESM-2 蛋白语言模型嵌入来准确识别耐盐蛋白质。在一个更新、更大的测试数据集上,HaloClass 在预测与其训练集相距甚远的从未见过的蛋白质的稳定性时,表现优于现有方法。最后,在一项评估基于单点和多点突变体的耐盐性变化的突变研究中,HaloClass 的表现优于现有方法,这表明它可应用于耐盐酶的指导设计。
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引用次数: 0
Exosomes with Engineered Brain Derived Neurotrophic Factor on Their Surfaces Can Proliferate Menstrual Blood Derived Mesenchymal Stem Cells: Targeted Delivery for a Protein Drug 表面含有脑源性神经营养因子的外泌体能使月经血衍生间充质干细胞增殖:蛋白质药物的靶向递送。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-10-13 DOI: 10.1007/s10930-024-10234-9
Fatemeh Siamian Gorji, Seyedeh Farzaneh Mahdavian, Shabanali Khodashenas, Zeinab Rezaee Kiasari, Reza Valadan, Saeed Khalili, Mohammad Reza Mahdavi

Despite the efficacy of brain derived neurotrophic factor (BDNF) in neuro-regenerative medicine, it can’t pass the blood–brain barrier. Recently, exosomes have been harnessed for targeted delivery of therapeutics into brain. Given these facts, an engineered exosome capable of BDNF expression on the surface would be an amenable tool for drug delivery. The BDNF gene was cloned into a plex-lamp lentiviral vector and virus particles were packaged using the Torano method. HEK293T cells were transduced by the purified viruses to produce and purify recombinant exosomes displaying the fusion protein on their surfaces. Western blot, Zeta sizer, TEM, and ELISA methods were used for exosome characterization. The effect of engineered exosomes on menstrual blood-derived mesenchymal stem cells (Mens-MSCs) proliferation was evaluated by cell counting assay, MTT assay, and qPCR on the bcl2 and nestin genes. Approximately, 1.8 × 108 TdU/ml of the viral particles was purified from the transfected cells and transduced into the HEK293T. Western blot and ELISA methods confirmed the surface display of the LAMP-BDNF fusion. TEM graphs and Zeta sizer results confirmed the morphology and the size of purified exosomes. Treatment of Mens-MSCs with the targeted exosomes augmented the expression level of bcl2 and nestin genes, increased the cell proliferation, and elevated the cell number. Chimeric BDNF on the exosome surface could retain its biological activity and elevate the expression of bcl2 and nestin genes. Moreover, these exosomes are capable of elevating the Mens-MSCs proliferation.

尽管脑源性神经营养因子(BDNF)在神经再生医学中很有效,但它无法通过血脑屏障。最近,外泌体被用于向大脑定向输送治疗药物。鉴于这些事实,一种能在表面表达 BDNF 的工程外泌体将成为一种合适的给药工具。我们将 BDNF 基因克隆到慢病毒载体中,并采用托拉诺方法包装病毒颗粒。用纯化的病毒转导 HEK293T 细胞,产生并纯化表面显示融合蛋白的重组外泌体。外泌体的表征采用了 Western 印迹、Zeta 测定仪、TEM 和 ELISA 方法。通过细胞计数法、MTT 法和 bcl2 和 nestin 基因的 qPCR 法,评估了工程外泌体对月经血间充质干细胞(Mens-MSCs)增殖的影响。从转染细胞中纯化出约 1.8 × 108 TdU/ml 的病毒颗粒,并将其转染到 HEK293T 中。Western 印迹和 ELISA 方法证实了 LAMP-BDNF 融合体的表面显示。TEM图和Zeta测定仪结果证实了纯化外泌体的形态和大小。用靶向外泌体处理孟氏间充质干细胞可提高 bcl2 和 nestin 基因的表达水平,增加细胞增殖并提高细胞数量。外泌体表面的嵌合 BDNF 可保持其生物活性并提高 bcl2 和 nestin 基因的表达。此外,这些外泌体还能促进孟氏间充质干细胞的增殖。
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The Protein Journal
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