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Tartrate Dehydrogenase in Bacillus Species: Deciphering Unique Catalytic Diversity Through Kinetic, Structural and Molecular Docking Analysis. 芽孢杆菌中的酒石酸脱氢酶:通过动力学、结构和分子对接分析解密独特的催化多样性
Pub Date : 2024-02-01 Epub Date: 2023-12-21 DOI: 10.1007/s10930-023-10170-0
Manali Chandnani, Disha Patel, Twinkle Patel, Aditi Buch

Divergently evolved Tartrate dehydrogenase (TDH) exhibits multiple catalytic activities at a single active site; the enzyme from P. putida (pTDH) being structurally and biochemically well-characterized. Occurrence of TDH-associated ability to aerobically metabolize L-tartrate in Bacillus isolates and limited resemblance of ycsA-encoded protein sequences with pTDH rendered Bacillus TDH as an intriguing enzyme with possible catalytic diversity as well as evolutionary significance. The present study explores substrate interactions of TDHs from B. subtilis 168 (168bTDH) and B. licheniformis DSM-13 (429bTDH) through kinetic, structural and molecular docking-based analysis. Heterologously expressed bTDHs, purified from insoluble fractions of E. coli BL21(DE3) cells, could significantly catalyze L-tartrate and meso-tartrate as substrates in forward reaction. Unlike pTDH, bTDHs distinctly and more efficiently catalyzed the reverse reaction using dihydroxyfumarate substrate following sigmoidal kinetics; the ability being ~ 4 fold higher in 168bTDH. Their binding energies predicted from molecular docking, further substantiated the relative substrate specificities, while revealing major residues involved in protein-ligand interactions at active site. The kinetic analysis and homology modelling validated using Ramachandran Plot analysis predicted a dimeric nature for bTDH. Collectively, the results highlight unique catalytic potential of phylogenetically recent bTDHs, offering an important protein engineering target to mediate efficient enantioselective enzymatic biotransformations.

分歧进化的酒石酸脱氢酶(TDH)在单个活性位点上表现出多种催化活性;来自普氏拟杆菌(P. putida)的酶(pTDH)在结构上和生物化学上都有很好的表征。由于芽孢杆菌分离物中存在与 TDH 相关的有氧代谢 L-酒石酸盐的能力,而且 ycsA 编码的蛋白质序列与 pTDH 的相似性有限,因此芽孢杆菌 TDH 可能是一种具有催化多样性和进化意义的令人感兴趣的酶。本研究通过动力学、结构和分子对接分析,探讨了枯草芽孢杆菌 168(168bTDH)和地衣芽孢杆菌 DSM-13(429bTDH)的 TDH 的底物相互作用。从大肠杆菌 BL21(DE3)细胞不溶性馏分中纯化的异源表达 bTDHs 在正向反应中能显著催化作为底物的 L-酒石酸盐和中酒石酸盐。与 pTDH 不同的是,bTDHs 在以二羟富马酸为底物的反向反应中的催化能力比 pTDH 高出约 4 倍。分子对接预测的结合能进一步证实了它们的相对底物特异性,同时揭示了活性位点上参与蛋白质-配体相互作用的主要残基。动力学分析和同源建模通过拉马钱德兰图分析进行了验证,预测 bTDH 具有二聚体性质。总之,这些结果凸显了系统发育较晚的 bTDHs 的独特催化潜力,为介导高效对映选择性酶促生物转化提供了一个重要的蛋白质工程目标。
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引用次数: 0
Significance of Sequence Features in Classification of Protein-Protein Interactions Using Machine Learning. 利用机器学习对蛋白质-蛋白质相互作用进行分类时序列特征的重要性。
Pub Date : 2024-02-01 Epub Date: 2023-12-19 DOI: 10.1007/s10930-023-10168-8
Sini S Raj, S S Vinod Chandra

Protein-protein interactions are crucial for the entry of viruses into the cell. Understanding the mechanism of interactions is essential in studying human-virus association, developing new biologics and drug candidates, as well as viral infections and antiviral responses. Experimental methods to analyze human-virus protein-protein interactions based on protein sequence data are time-consuming and labor-intensive, so machine learning models are being developed to predict interactions and determine large-scale interactomes between species. The present work highlights the importance of sequence features in classifying interacting and non-interacting proteins from the protein sequence data. Higher dimensional amino acid sequence features such as Amino Acid Composition (AAC), Dipeptide Composition (DPC), Grouped Amino Acid Composition (GAAC), Pseudo-Amino Acid Composition (PAAC) etc., are extracted. Following feature extraction, three datasets were created: Dataset 1 contains all of the extracted features. While Datasets 2 and 3 contain the most relevant features obtained through dimensionality reduction. To analyze the importance of high-dimensional features and their participation in protein-protein interactions, a random forest classifier is trained on three datasets. With dimensionality reduction, the model exhibited exceptional accuracy, indicating that dimensionality reduction fails to capture the complexity of interactions and the underlying relationships between human and viral proteins. As a result of retaining high-dimensional features, it is possible to capture all the characteristics of protein-protein interactions that resemble host-pathogen associations, leading to the development of biologically meaningful models. Our proposed approach is a more realistic and comprehensive classification model, leading to deeper insights and better applications in virology and drug development.

蛋白质与蛋白质之间的相互作用对病毒进入细胞至关重要。了解相互作用的机制对于研究人类与病毒的关联、开发新的生物制剂和候选药物以及病毒感染和抗病毒反应至关重要。基于蛋白质序列数据分析人类-病毒蛋白质-蛋白质相互作用的实验方法耗时耗力,因此人们正在开发机器学习模型来预测相互作用并确定物种间的大规模相互作用组。本研究强调了序列特征在从蛋白质序列数据中对相互作用和非相互作用蛋白质进行分类方面的重要性。本研究提取了氨基酸组成(AAC)、二肽组成(DPC)、成组氨基酸组成(GAAC)、假氨基酸组成(PAAC)等高维氨基酸序列特征。特征提取后,创建了三个数据集:数据集 1 包含所有提取的特征。数据集 2 和 3 包含通过降维获得的最相关特征。为了分析高维特征的重要性及其在蛋白质-蛋白质相互作用中的参与情况,在三个数据集上训练了随机森林分类器。通过降维,模型表现出了极高的准确性,这表明降维无法捕捉到人类和病毒蛋白质之间相互作用的复杂性和潜在关系。由于保留了高维特征,因此有可能捕捉到与宿主-病原体关联类似的蛋白质-蛋白质相互作用的所有特征,从而开发出具有生物学意义的模型。我们提出的方法是一种更现实、更全面的分类模型,能为病毒学和药物开发带来更深刻的见解和更好的应用。
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引用次数: 0
Biochemical Characterization of Laccase from Spirulina CPCC-695 and Their Role in Estrone Degradation. 螺旋藻 CPCC-695 漆酶的生化特征及其在雌酮降解中的作用
Pub Date : 2024-02-01 Epub Date: 2023-12-21 DOI: 10.1007/s10930-023-10169-7
Neha Sami, Bushra Afzal, Durdana Yasin, Tasneem Fatma

The addition of exogenous endocrine disrupting compounds (EDCs) like estrone, in the food chain through the aquatic system, disrupts steroid biosynthesis and metabolism by altering either the genomic or non-genomic pathway that eventually results in various diseases. Thus, bioremediation of these compounds is urgently required to prevent their addition and persistence in the environment. Enzymatic degradation has proven to be a knight in shining armour as it is safe and generates no toxic products. The multicopper oxidases (E.C. 1.10.3.2 benzenediol: oxygen oxidoreductase), laccase with the potential to degrade both phenolic and non-phenolic substrates has recently gained attention. In this study, the laccase was purified, characterized, and used to study estrone degradation. The culture filtrate (crude laccase) was concentrated and precipitated using cold-acetone and dialyzed against tris buffer (50 mM) giving a four-fold partially purified form, with 45.56% yield and 204.14 U/mg as specific activity and a single peak at 250-300 nm. The partially purified laccase was approximately 80 kDa as estimated by SDS-PAGE preferred ABTS as substrate. Both crude and partially purified laccase showed maximum activity at pH 3.0, 40 °C, and 4 mM ABTS. Kinetic constants (Km, Vmax) of crude and partially purified laccase were found to be 0.83 mM; 494.31 mM/min, and 0.58 mM; 480.54 mM/min respectively. Iron sulphate and sodium azide inhibited laccase maximally. Crude and partially purified laccase degradation efficiency was 87.55 and 91.35% respectively. Spirulina CPCC-695 laccase with efficient estrone degradation ability renders them promising candidates for EDCs bioremediation.

通过水生系统在食物链中添加雌酮等外源性内分泌干扰化合物(EDCs),会改变基因组或非基因组途径,从而扰乱类固醇的生物合成和代谢,最终导致各种疾病。因此,迫切需要对这些化合物进行生物修复,以防止其在环境中的添加和持续存在。事实证明,酶降解是一种安全且不产生有毒产物的 "盔甲骑士"。具有降解酚类和非酚类底物潜力的多铜氧化酶(E.C. 1.10.3.2 苯二醇:氧氧化还原酶)--漆酶最近受到了关注。本研究对漆酶进行了纯化、表征,并将其用于研究雌酮降解。培养滤液(粗漆酶)经浓缩后用冷丙酮沉淀,并用三羟甲基氨基甲烷缓冲液(50 mM)透析,得到四倍的部分纯化形式,产率为 45.56%,比活度为 204.14 U/mg,在 250-300 纳米波长处有一个单峰。根据 SDS-PAGE 估计,部分纯化的漆酶约为 80 kDa,以 ABTS 为底物。粗制和部分纯化的漆酶都在 pH 值为 3.0、温度为 40 °C、ABTS 为 4 mM 的条件下显示出最大活性。粗制和部分纯化的漆酶的动力学常数(Km、Vmax)分别为 0.83 mM;494.31 mM/min 和 0.58 mM;480.54 mM/min。硫酸铁和叠氮化钠对漆酶的抑制作用最大。粗提纯和部分提纯的漆酶降解效率分别为 87.55% 和 91.35%。螺旋藻 CPCC-695 漆酶具有高效的雌酮降解能力,因此有望用于 EDCs 的生物修复。
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引用次数: 0
Structural and Biochemical Studies on Klebsiella Pneumoniae Enoyl-ACP Reductase (FabI) Suggest Flexible Substrate Binding Site. 肺炎克雷伯氏菌烯酰-ACP 还原酶(FabI)的结构和生化研究表明底物结合位点灵活。
Pub Date : 2024-02-01 Epub Date: 2023-12-21 DOI: 10.1007/s10930-023-10176-8
Soumya Biswas, Anupam Patra, Prajita Paul, Namrata Misra, Gajraj Singh Kushwaha, Mrutyunjay Suar

Klebsiella pneumoniae, a bacterial pathogen infamous for antibiotic resistance, is included in the priority list of pathogens by various public health organizations due to its extraordinary ability to develop multidrug resistance. Bacterial fatty acid biosynthesis pathway-II (FAS-II) has been considered a therapeutic drug target for antibacterial drug discovery. Inhibition of FAS-II enzyme, enoyl-acyl carrier protein reductase, FabI, not only inhibits bacterial infections but also reverses antibiotic resistance. Here, we characterized Klebsiella pneumoniae FabI (KpFabI) using complementary experimental approaches including, biochemical, x-ray crystallography, and molecular dynamics simulation studies. Biophysical studies shows that KpFabI organizes as a tetramer molecular assembly in solution as well as in the crystal structure. Enzyme kinetics studies reveal a distinct catalytic property towards crotonyl CoA and reducing cofactor NADH. Michaelis-Menten constant (Km) values of substrates show that KpFabI has higher preference towards NADH as compared to crotonyl CoA. The crystal structure of tetrameric apo KpFabI folds into a classic Rossman fold in which β-strands are sandwiched between α-helices. A highly flexible substrate binding region is located toward the interior of the tetrameric assembly. Thermal stability assay on KpFabI with its substrate shows that the flexibility is primarily stabilized by cofactor NADH. Moreover, the molecular dynamics further supports that KpFabI has highly flexible regions at the substrate binding site. Together, these findings provide evidence for highly dynamic substrate binding sites in KpFabI, therefore, this information will be vital for specific inhibitors discovery targeting Klebsiella pneumoniae.

肺炎克雷伯氏菌(Klebsiella pneumoniae)是一种以抗生素耐药性而臭名昭著的细菌病原体,由于其发展多种药物耐药性的非凡能力,被各种公共卫生组织列入优先病原体名单。细菌脂肪酸生物合成途径-II(FAS-II)一直被认为是抗菌药物研发的治疗靶点。抑制 FAS-II 酶--烯酰-酰基载体蛋白还原酶 FabI,不仅能抑制细菌感染,还能逆转抗生素耐药性。在此,我们采用互补实验方法,包括生物化学、X 射线晶体学和分子动力学模拟研究,对肺炎克雷伯菌 FabI(KpFabI)进行了表征。生物物理研究表明,KpFabI 在溶液和晶体结构中都以四聚体分子组装的形式存在。酶动力学研究表明,KpFabI 对巴豆酰 CoA 和还原性辅助因子 NADH 具有独特的催化特性。底物的迈克尔斯-门顿常数(Km)值表明,与巴豆基 CoA 相比,KpFabI 对 NADH 的偏好更高。四聚体 apo KpFabI 的晶体结构折叠成典型的罗斯曼折叠,其中 β 链夹在α 螺旋之间。高度灵活的底物结合区位于四聚体组装的内部。KpFabI 与底物的热稳定性分析表明,这种灵活性主要是由辅助因子 NADH 稳定的。此外,分子动力学研究进一步证实,KpFabI 在底物结合位点具有高度柔性区域。这些发现共同证明了 KpFabI 底物结合位点的高度动态性,因此,这些信息对于发现针对肺炎克雷伯氏菌的特异性抑制剂至关重要。
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引用次数: 0
Efficient Expression in the Prokaryotic Host System, Purification and Structural Analyses of the Recombinant Human ACE2 Catalytic Subunit as a Hybrid Protein with the B Subunit of Cholera Toxin (CTB-ACE2). 重组人ACE2催化亚基与霍乱毒素B亚基杂交蛋白在原核宿主系统中的高效表达、纯化及结构分析
Pub Date : 2024-02-01 Epub Date: 2023-11-28 DOI: 10.1007/s10930-023-10164-y
Maryam Ghahramani, Mohammad Bagher Shahsavani, Seyed Hossein Khaleghinejad, Ali Niazi, Ali Akbar Moosavi-Movahedi, Reza Yousefi

Angiotensin-converting enzyme 2 (ACE2) has a specific interaction with the coronavirus spike protein, enabling its entry into human cells. This membrane enzyme converts angiotensin II into angiotensin 1-7, which has an essential role in protecting the heart and improving lung function. Many therapeutic properties have been attributed to the human recombinant ACE2 (hrACE2), especially in combating complications related to diabetes mellitus and hypertension, as well as, preventing the coronavirus from entering the target tissues. In the current study, we designed an appropriate gene construct for the hybrid protein containing the ACE2 catalytic subunit and the B subunit of cholera toxin (CTB-ACE2). This structural feature will probably help the recombinant hybrid protein enter the mucosal tissues, including the lung tissue. Optimization of this hybrid protein expression was investigated in BL21 bacterial host cells. Also, the hybrid protein was identified with an appropriate antibody using the ELISA method. A large amount of the hybrid protein (molecular weight of ~ 100 kDa) was expressed as the inclusion body when the induction was performed in the presence of 0.25 mM IPTG and 1% sucrose for 10 h. Finally, the protein structural features were assessed using several biophysical methods. The fluorescence emission intensity and oligomeric size distribution of the CTB-ACE2 suggested a temperature-dependent alteration. The β-sheet and α-helix were also dominant in the hybrid protein structure, and this protein also displays acceptable chemical stability. In overall, according to our results, the efficient expression and successful purification of the CTB-ACE2 protein may pave the path for its therapeutic applications against diseases such as covid-19, diabetes mellitus and hypertension.

血管紧张素转换酶2 (ACE2)与冠状病毒刺突蛋白具有特异性相互作用,使其能够进入人体细胞。这种膜酶将血管紧张素II转化为血管紧张素1-7,对保护心脏和改善肺功能具有重要作用。人类重组ACE2 (hrACE2)具有许多治疗特性,特别是在对抗糖尿病和高血压相关并发症以及防止冠状病毒进入靶组织方面。在本研究中,我们为含有ACE2催化亚基和霍乱毒素B亚基的杂交蛋白(CTB-ACE2)设计了一个合适的基因结构。这种结构特征可能有助于重组杂交蛋白进入粘膜组织,包括肺组织。研究了该杂交蛋白在BL21细菌宿主细胞中的表达优化。用ELISA法对该杂交蛋白进行鉴定。在0.25 mM IPTG和1%蔗糖的作用下诱导10 h后,大量杂交蛋白(分子量约100 kDa)被表达为包涵体。最后,采用多种生物物理方法评估蛋白质的结构特征。CTB-ACE2的荧光发射强度和寡聚体大小分布显示温度依赖性变化。在杂交蛋白的结构中,β-片和α-螺旋也占主导地位,该蛋白也表现出良好的化学稳定性。总之,根据我们的研究结果,CTB-ACE2蛋白的高效表达和成功纯化可能为其在covid-19、糖尿病和高血压等疾病的治疗应用铺平道路。
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引用次数: 0
Use of 2D FFT and DTW in Protein Sequence Comparison. 2D FFT和DTW在蛋白质序列比较中的应用。
Pub Date : 2024-02-01 Epub Date: 2023-10-17 DOI: 10.1007/s10930-023-10160-2
Jayanta Pal, Soumen Ghosh, Bansibadan Maji, Dilip Kumar Bhattacharya

Protein sequence comparison remains a challenging work for the researchers owing to the computational complexity due to the presence of 20 amino acids compared with only four nucleotides in Genome sequences. Further, protein sequences of different species are of different lengths; it throws additional changes to the researchers to develop methods, specially alignment-free methods, to compare protein sequences. In this work, an efficient technique to compare protein sequences is developed by a graphical representation. First, the classified grouping of 20 amino acids with a cardinality of 4 based on polar class is considered to narrow down the representational range from 20 to 4. Then a unit vector technique based on a two-quadrant Cartesian system is proposed to provide a new two-dimensional graphical representation of the protein sequence. Now, two approaches are proposed to cope with the varying lengths of protein sequences from various species: one uses Dynamic Time Warping (DTW), while the other one uses a two-dimensional Fast Fourier Transform (2D FFT). Next, the effectiveness of these two techniques is analyzed using two evaluation criteria-quantitative measures based on symmetric distance (SD) and computational speed. An analysis is performed on five data sets of 9 ND4, 9 ND5, 9 ND6, 12 Baculovirus, and 24 TF proteins under the two methods. It is found that the FFT-based method produces the same results as DTW but in less computational time. It is found that the result of the proposed method agrees with the known biological reference. Further, the present method produces better clustering than the existing ones.

蛋白质序列比较对研究人员来说仍然是一项具有挑战性的工作,因为基因组序列中存在20个氨基酸,而只有4个核苷酸,因此计算复杂。此外,不同物种的蛋白质序列具有不同的长度;它为研究人员开发比较蛋白质序列的方法,特别是无比对方法带来了额外的变化。在这项工作中,通过图形表示开发了一种比较蛋白质序列的有效技术。首先,基于极性类别对基数为4的20个氨基酸进行分类分组,以将代表性范围从20缩小到4。然后,提出了一种基于两象限笛卡尔系统的单位向量技术,以提供蛋白质序列的新的二维图形表示。现在,提出了两种方法来处理来自不同物种的不同长度的蛋白质序列:一种使用动态时间扭曲(DTW),而另一种使用二维快速傅立叶变换(2D FFT)。接下来,使用基于对称距离(SD)和计算速度的两个评估标准定量测量来分析这两种技术的有效性。在两种方法下对9个ND4、9个ND5、9个ND 6、12个杆状病毒和24个TF蛋白的5个数据集进行分析。研究发现,基于FFT的方法产生了与DTW相同的结果,但计算时间更短。研究发现,该方法的结果与已知的生物学参考文献一致。此外,本方法产生了比现有方法更好的聚类。
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引用次数: 0
Targeting Aminoglycoside Acetyltransferase Activity of Mycobacterium tuberculosis (H37Rv) Derived Eis (Enhanced Intracellular Survival) Protein with Quercetin. 槲皮素靶向结核分枝杆菌(H37Rv)衍生的细胞内存活增强蛋白的氨基糖苷乙酰转移酶活性。
Pub Date : 2024-02-01 Epub Date: 2023-11-06 DOI: 10.1007/s10930-023-10165-x
Logesh Radhakrishnan, Rahul Dani, Irfan Navabshan, Shazia Jamal, Neesar Ahmed

Eis (Enhanced intracellular survival) protein is an aminoglycoside acetyltransferase enzyme classified under the family - GNAT (GCN5-related family of N-acetyltransferases) secreted by Mycobacterium tuberculosis (Mtb). The enzymatic activity of Eis results in the acetylation of kanamycin, thereby impairing the drug's action. In this study, we expressed and purified recombinant Eis (rEis) to determine the enzymatic activity of Eis and its potential inhibitor. Glide-enhanced precision docking was used to perform molecular docking with chosen ligands. Quercetin was found to interact Eis with a maximum binding affinity of -8.379 kcal/mol as compared to other ligands. Quercetin shows a specific interaction between the positively charged amino acid arginine in Eis and the aromatic ring of quercetin through π-cation interaction. Further, the effect of rEis was studied on the antibiotic activity of kanamycin A in the presence and absence of quercetin. It was observed that the activity of rEis aminoglycoside acetyltransferase decreased with increasing quercetin concentration. The results from the disk diffusion assay confirmed that increasing the concentration of quercetin inhibits the rEis protein activity. In conclusion, quercetin may act as a potential Eis inhibitor.

Eis(Enhanced cellular survival)蛋白是一种氨基糖苷乙酰转移酶,属于结核分枝杆菌(Mtb)分泌的GNAT家族(GCN5相关的N-乙酰转移酶家族)。艾斯的酶活性导致卡那霉素的乙酰化,从而削弱药物的作用。在本研究中,我们表达并纯化了重组Eis(rEis),以测定Eis的酶活性及其潜在的抑制剂。Glide增强精密对接用于与选定的配体进行分子对接。与其他配体相比,槲皮素与Eis相互作用的最大结合亲和力为-8.379 kcal/mol。槲皮素通过π-阳离子相互作用,表现出Eis中带正电荷的氨基酸精氨酸与槲皮素的芳香环之间的特异性相互作用。此外,研究了在槲皮素存在和不存在的情况下,rEis对卡那霉素A的抗生素活性的影响。随着槲皮素浓度的增加,rEis氨基糖苷乙酰转移酶活性降低。来自盘扩散测定的结果证实,增加槲皮素的浓度抑制rEis蛋白活性。总之,槲皮素可能是一种潜在的Eis抑制剂。
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引用次数: 0
Role Transformation of HSPA8 to Heme-peroxidase After Binding Hemin to Catalyze Heme Polymerization HSPA8 与血红素结合后转变为血红素过氧化物酶催化血红素聚合的作用
Pub Date : 2023-12-08 DOI: 10.1007/s10930-023-10167-9
A. Pandey, Vishal Trivedi
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引用次数: 0
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