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Dual Antimicrobial and Anticancer Activity of Membrane-Active Peptide BP52 膜活性肽 BP52 的双重抗菌和抗癌活性
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-27 DOI: 10.1007/s10930-024-10231-y
Hai Bui Thi Phuong, Hoa Doan Ngan, Hue Pham Thi, Binh Nguyen Thi Thanh, Tien T. Dang, Thao N.T. Ho, Tung Truong Thanh, Minh Nguyen Hong, Huy Luong Xuan

The linear undecapeptide BP52 was previously reported to have antibacterial activity against phytopathogenic bacteria species. Due to the structural similarities to naturally occurring cationic helical antimicrobial peptides, it was speculated that this peptide could potentially target microbial pathogens and cancer cells found in mammals. Consequently, this study aims to further investigate the structural and biological properties of this peptide. Our findings indicate that BP52 exhibits strong antimicrobial and anticancer activity while displaying relatively low levels of hemolytic activity. Hence, this study suggests that BP52 could be a potential lead compound for drug discovery against infectious diseases and cancer. Besides, new insights into the relationships between the structure and the multifunctional properties of antimicrobial peptides were also explored.

据先前报道,线性十一肽 BP52 对植物病原菌具有抗菌活性。由于该肽与天然存在的阳离子螺旋抗菌肽结构相似,因此推测它有可能针对哺乳动物体内的微生物病原体和癌细胞。因此,本研究旨在进一步研究这种多肽的结构和生物学特性。我们的研究结果表明,BP52 具有很强的抗菌和抗癌活性,同时溶血活性相对较低。因此,这项研究表明,BP52 有可能成为一种潜在的先导化合物,用于发现抗传染病和癌症的药物。此外,研究还对抗菌肽的结构与多功能特性之间的关系有了新的认识。
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引用次数: 0
Characterization of the Three DHFRs and K65P Variant: Enhanced Substrate Affinity and Molecular Dynamics Analysis 三种 DHFR 和 K65P 变体的特征:增强的底物亲和力和分子动力学分析。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-23 DOI: 10.1007/s10930-024-10228-7
Ruirui Feng, Shuanghao Yang, Xingchu Zhao, Bo Sun, Shengkai Zhang, Qirong Shen, Qun Wan

Dihydrofolate reductase (DHFR) is ubiquitously present in all living organisms and plays a crucial role in the growth of the fungal pathogen R.solani. Sequence alignment confirmed the evolutionary conservation of the essential lid domain, with the amino acid ‘P’ within the PEKN lid domain appearing with a frequency of 89.5% in higher organisms and 11.8% in lower organisms. Consequently, a K65P variant was introduced into R.solani DHFR (rDHFR). Subsequent enzymatic kinetics assays were conducted for human DHFR (hDHFR), rDHFR, E. coli DHFR (eDHFR), and the K65P variant. hDHFR exhibited the highest kcat of 0.95 s−1, followed by rDHFR with 0.14 s−1, while eDHFR displayed the lowest kcat of 0.09 s−1. Remarkably, the K65P variant induced a significant reduction in Km, resulting in a 1.8-fold enhancement in catalytic efficiency (kcat/Km) relative to the wild type. Differential scanning fluorimetry and binding free energy calculations confirmed the enhanced substrate affinity for both folate and NADPH in the K65P variant. These results suggest that the K65P mutation enhances substrate affinity and catalytic efficiency in DHFR, highlighting the evolutionary and functional importance of the K65 residue.

二氢叶酸还原酶(DHFR)普遍存在于所有生物体内,在真菌病原体R.solani的生长过程中起着至关重要的作用。序列比对证实了基本睑域的进化保守性,PEKN睑域中的氨基酸 "P "在高等生物中出现的频率为 89.5%,在低等生物中出现的频率为 11.8%。因此,在 R.solani DHFR(rDHFR)中引入了 K65P 变体。随后对人类 DHFR(hDHFR)、rDHFR、大肠杆菌 DHFR(eDHFR)和 K65P 变体进行了酶动力学测定。hDHFR 的 kcat 最高,为 0.95 s-1,其次是 rDHFR,为 0.14 s-1,而 eDHFR 的 kcat 最低,为 0.09 s-1。值得注意的是,K65P 变体显著降低了 Km,使催化效率(kcat/Km)比野生型提高了 1.8 倍。差示扫描荧光测定法和结合自由能计算证实,K65P 变体对叶酸和 NADPH 的底物亲和力增强。这些结果表明,K65P 突变增强了 DHFR 的底物亲和力和催化效率,突出了 K65 残基在进化和功能上的重要性。
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引用次数: 0
Structural, Biochemical, and Phylogenetic Analysis of Bacterial and Fungal Carbohydrate Esterase Family 15 Glucuronoyl Esterases in the Rumen 瘤胃中细菌和真菌碳水化合物酯酶家族 15 葡萄糖醛酸酯酶的结构、生化和系统发育分析
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-17 DOI: 10.1007/s10930-024-10221-0
Robert J. Gruninger, Maya Kevorkova, Kristin E. Low, Darryl R. Jones, Liam Worrall, Tim A. McAllister, D. Wade Abbott

Glucuronoyl esterases (GEs) are carbohydrate active enzymes in carbohydrate esterase family 15 which are involved in the hydrolysis of lignin-carbohydrate complexes. They are encoded by a wide range of aerobic and anaerobic fungi and bacteria inhabiting diverse environments. The rumen microbiome is a complex microbial community with a wide array of enzymes that specialize in deconstructing plant cell wall carbohydrates. Enzymes from the rumen tend to show low similarity to homologues found in other environments, making the rumen microbiome a promising source for the discovery of novel enzymes. Using a combination of phylogenetic and structural analysis, we investigated the structure-function relationship of GEs from the rumen bacteria Fibrobacter succinogenes and Ruminococcus flavefaciens, and from the rumen fungus, Piromyces rhizinflata. All adopt a canonical α/β hydrolase fold and possess a structurally conserved Ser-His-Glu/Asp catalytic triad. Structural variations in the enzymes are localized to loops surrounding the active site. Analysis of the active site structures in these enzymes emphasized the importance of structural plasticity in GEs with non-canonical active site conformations. We hypothesize that interkingdom HGT events may have contributed to the diversity of GEs in the rumen, and this is demonstrated by the phylogenetic and structural similarity observed between rumen bacterial and fungal GEs. This study advances our understanding of the structure-function relationship in glucuronoyl esterases and illuminates the evolutionary dynamics that contribute to enzyme diversity in the rumen microbiome.

葡萄糖醛酸酯酶(GEs)是碳水化合物酯酶家族 15 中的碳水化合物活性酶,参与水解木质素-碳水化合物复合物。它们由栖息在不同环境中的多种需氧和厌氧真菌和细菌编码。瘤胃微生物群是一个复杂的微生物群落,其中有大量专门分解植物细胞壁碳水化合物的酶。瘤胃中的酶往往与其他环境中的同源物相似度较低,因此瘤胃微生物群是发现新型酶的一个很有前景的来源。通过系统发育和结构分析相结合的方法,我们研究了琥珀酸纤维菌、反刍球菌和瘤胃真菌中的GEs的结构-功能关系。所有酶都采用典型的 α/β 水解酶折叠,并具有结构上保守的 Ser-His-Glu/Asp 催化三元组。这些酶的结构变化集中在活性位点周围的环路上。对这些酶活性位点结构的分析强调了具有非典型活性位点构象的基因工程酶结构可塑性的重要性。我们推测王国间的 HGT 事件可能促成了瘤胃中 GEs 的多样性,瘤胃细菌和真菌 GEs 之间的系统发育和结构相似性也证明了这一点。这项研究加深了我们对葡萄糖醛酸酯酶结构与功能关系的理解,并揭示了导致瘤胃微生物群中酶多样性的进化动态。
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引用次数: 0
Rational Design, Synthesis, and Computational Investigation of Dihydropyridine [2,3-d] Pyrimidines as Polyphenol Oxidase Inhibitors with Improved Potency 二氢吡啶[2,3-d]嘧啶作为多酚氧化酶抑制剂的合理设计、合成和计算研究,提高了其效力。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-04 DOI: 10.1007/s10930-024-10220-1
Mustafa Oğuzhan Kaya, Mine Nazan Kerimak-Öner, Tuna Demirci, Ahmad Badreddin Musatat, Oğuzhan Özdemir, Yeşim Kaya, Mustafa Arslan

Polyphenol oxidase (PPO) is an industrially important enzyme associated with browning reactions. In the present study, a set of ten new dihydropyridine [2,3-d] pyrimidines (TD-Hid-1-10) were synthesized and was found to be proven characteristically by 1H NMR, 13C NMR, IR, elemental analysis, and assessed as possible PPO inhibitors. PPO was purified from banana using three-phase partitioning, achieving an 18.65-fold purification and 136.47% activity recovery. Enzyme kinetics revealed that the compounds TD-Hid-6 and TD-Hid-7 are to be the most potent inhibitors, exhibiting mixed-type inhibition profile with IC50 values of 1.14 µM, 5.29 µM respectively against purified PPO enzyme. Electronic structure calculations at the B3LYP/PBE0 level of theories using def-2 SVP, def2-TZVP basis sets with various molecular descriptors characterized the electronic behavior of studied derivatives TD-Hid-1-10. Molecular electrostatic potential (MEP) and reduced density gradient analyses of RDG-NCI provided insights into charge distributions and weak intermolecular interactions. Docking study simulations predicted binding poses within crucial amino acid sequence in the 2y9x enzyme’s active site, which is typically similar in sequence to the PPO form is not allowed. Ligands were analysed in terms of binding energies, inhibitor concentrations (mM) and various molecular interactions such as H-bonds, H-carbon, π-carbon, π-sigma, π-sigma, π-π T-shaped, π-π stacked, π-alkyl, Van der Waals and Cu interactions. The lowest binding energy (-7.83 kcal/mol) and the highest inhibitory effect (1.83 mM) were shown by the ligand Td-Hid-6, which forms H-bonds with Met280 and Asn260, exhibits π-sigma interactions with His61 and π-alkyl interactions with Val283. Other ligands also showed different interactions with various amino acids; for example, the Td-Hid-1 ligand formed H-bonds with His244 and showed π-sigma interactions with His244 and Val283.

多酚氧化酶(PPO)是一种与褐变反应有关的重要工业酶。本研究合成了一组十个新的二氢吡啶[2,3-d]嘧啶(TD-Hid-1-10),并通过 1H NMR、13C NMR、IR 和元素分析证实了它们的特征,并将其评估为可能的 PPO 抑制剂。利用三相分配法从香蕉中纯化了 PPO,纯化率达 18.65 倍,活性回收率达 136.47%。酶动力学研究表明,TD-Hid-6 和 TD-Hid-7 是最有效的抑制剂,对纯化的 PPO 酶的 IC50 值分别为 1.14 µM、5.29 µM,表现出混合型抑制特征。在 B3LYP/PBE0 理论水平上,使用 def-2 SVP、def2-TZVP 基集和各种分子描述符对所研究的衍生物 TD-Hid-1-10 的电子行为进行了电子结构计算。分子静电位(MEP)和 RDG-NCI 的还原密度梯度分析深入揭示了电荷分布和微弱的分子间相互作用。Docking 研究模拟预测了 2y9x 酶活性位点关键氨基酸序列内的结合位置,该位置通常与 PPO 形式相似,但不允许结合。配体的结合能、抑制剂浓度(毫摩尔)和各种分子相互作用(如 H 键、H-碳、π-碳、π-σ、π-σ、π-π T 形、π-π 堆叠、π-烷基、范德华和 Cu 相互作用)进行了分析。配体 Td-Hid-6 的结合能最低(-7.83 kcal/mol),抑制作用最高(1.83 mM),它与 Met280 和 Asn260 形成 H 键,与 His61 存在π-Σ相互作用,与 Val283 存在π-烷基相互作用。其他配体也显示出与各种氨基酸的不同相互作用;例如,Td-Hid-1 配体与 His244 形成 H 键,并与 His244 和 Val283 显示出 π-sigma 相互作用。
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引用次数: 0
Structural, Biochemical Characterization and Molecular Mechanism of Cerastokunin: A New Kunitz-Type Peptide with Potential Inhibition of Thrombin, Factor Xa and Platelets Cerastokunin 的结构、生化特征和分子机制:一种具有潜在凝血酶、Xa 因子和血小板抑制作用的新型 Kunitz 型多肽。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-02 DOI: 10.1007/s10930-024-10226-9
Noussaiba Saghour, Fatah Chérifi, Samah Saoud, Younes Zebbiche, Amel Meribai, Nadjia Bekkari, Taright-Mahi Samya, Fatima Laraba-Djebari

The current investigation focused on separating Cerastes cerastes venom to produce the first Kunitz-type peptide. Based on its anti-trypsin effect, Cerastokunin, a 7.75 kDa peptide, was purified until homogenity by three steps of chromatography. Cerastokunin was found to include 67 amino acid residues that were obtained by de novo sequencing using LC-MALDI-MSMS. Upon alignment with Kunitz-type peptides, there was a high degree of similarity. Cerastokunin’s 3D structure had 12% α-helices and 21% β-strands with pI 8.48. Cerastokunin showed a potent anticoagulant effect by inhibiting the protease activity of thrombin and trypsin as well as blocking the intrinsic and extrinsic coagulation pathways. In both PT and aPPT, Cerastokunin increased the blood clotting time in a dose-dependent way. Using Lys48 and Gln192 for direct binding, Cerastokunin inhibited thrombin, Factor Xa and trypsin as shown by molecular docking. Cerastokunin exhibited a dose–response blockade of PARs-dependent pathway platelet once stimulated by thrombin. An increased concentration of Cerastokunin resulted in a larger decrease of tail thrombus in the mice-carrageenan model in an in vivo investigation when compared to the effects of antithrombotic medications. At all Cerastokunin doses up to 6 mg/kg, no in vivo toxicity was seen in challenged mice over the trial’s duration.

Graphical Abstract

目前的研究重点是分离 Cerastes cerastes 毒液,以产生首个 Kunitz 型多肽。Cerastokunin 是一种 7.75 kDa 的多肽,根据其抗胰蛋白酶作用,通过三步层析将其纯化至均一。通过 LC-MALDI-MSMS 重新测序,发现 Cerastokunin 包含 67 个氨基酸残基。经与 Kunitz 型肽进行比对,两者具有高度相似性。Cerastokunin 的三维结构中有 12% 的 α 螺旋和 21% 的 β 链,pI 为 8.48。Cerastokunin 可抑制凝血酶和胰蛋白酶的蛋白酶活性,阻断内在和外在凝血途径,从而显示出强大的抗凝作用。在 PT 和 aPPT 中,Cerastokunin 都能以剂量依赖的方式延长凝血时间。如分子对接所示,Cerastokunin 与 Lys48 和 Gln192 直接结合,可抑制凝血酶、Xa 因子和胰蛋白酶。一旦受到凝血酶的刺激,Cerastokunin 就会对 PARs 依赖性途径血小板产生剂量反应性阻断。在一项体内研究中,与抗血栓药物的效果相比,Cerastokunin 浓度的增加可使小鼠卡拉胶模型中的尾部血栓减少更多。在所有 Cerastokunin 剂量(最高达 6 毫克/千克)的试验期间,接受挑战的小鼠均未出现体内毒性。
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引用次数: 0
Structural Phylogenetics with Protein Mass Spectrometry: A Proof-of-Concept 利用蛋白质质谱进行结构系统学研究:概念验证。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-29 DOI: 10.1007/s10930-024-10227-8
Benjamin P. Todd, Kevin M. Downard

It is demonstrated, for the first time, that a mass spectrometry approach (known as phylonumerics) can be successfully implemented for structural phylogenetics investigations to chart the evolution of a protein’s structure and function. Illustrated for the compact globular protein myoglobin, peptide masses produced from the proteolytic digestion of the protein across animal species generate trees congruent to the sequence tree counterparts. Single point mutations calculated during the same mass tree building step can be followed along interconnected branches of the tree and represent a viable structural metric. A mass tree built for 15 diverse animal species, easily resolve the birds from mammal species, and the ruminant mammals from the remainder of the animals. Mutations within helix-spanning peptide segments alter both the mass and structure of the protein in these segments. Greater evolution is found in the B-helix over the A, E, F, G and H helices. A further mass tree study, of six more closely related primate species, resolves gorilla from the other primates based on a P22S mutation within the B-helix. The remaining five primates are resolved into two groups based on whether they contain a glycine or serine at position 23 in the same helix. The orangutan is resolved from the gibbon and siamang by its G-helix C110S mutation, while homo sapiens are resolved from chimpanzee based on the Q116H mutation. All are associated with structural perturbations in such helices. These structure altering mutations can be tracked along interconnecting branches of a mass tree, to follow the protein’s structure and evolution, and ultimately the evolution of the species in which the proteins are expressed. Those that have the greatest impact on a protein’s structure, its function, and ultimately the evolution of the species, can be selectively tracked or monitored.

该研究首次证明,质谱方法(称为 "系统数值学")可成功应用于结构系统学研究,以绘制蛋白质结构和功能的进化图谱。以结构紧凑的球状蛋白质肌红蛋白为例,通过对不同动物物种的蛋白质进行蛋白酶解产生的肽质量生成了与序列树对应的树。在同一质量树构建步骤中计算出的单点突变可沿着质量树相互连接的分支进行追踪,是一种可行的结构度量方法。为 15 个不同动物物种构建的质量树可以很容易地将鸟类与哺乳动物物种区分开来,并将反刍哺乳动物与其他动物区分开来。跨越螺旋的肽段内的突变会改变这些肽段内蛋白质的质量和结构。与 A、E、F、G 和 H 螺旋相比,B 螺旋的进化程度更高。对六种亲缘关系更近的灵长类动物进行的进一步质量树研究,根据 B 螺旋中的 P22S 突变,将大猩猩与其他灵长类动物区分开来。其余五种灵长类动物则根据它们在同一螺旋的第 23 位含有甘氨酸还是丝氨酸分成了两组。猩猩因其 G 螺旋 C110S 突变而与长臂猿和暹罗猿区分开来,而智人则因 Q116H 突变而与黑猩猩区分开来。所有这些都与这些螺旋的结构扰动有关。这些改变结构的突变可以沿着质量树相互连接的分支进行追踪,以了解蛋白质的结构和进化,并最终了解表达蛋白质的物种的进化。可以有选择地跟踪或监测那些对蛋白质结构、功能以及物种进化影响最大的突变。
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引用次数: 0
Protein S-Nitrosylation: A Chemical Modification with Ubiquitous Biological Activities 蛋白质 S-亚硝基化:具有普遍生物活性的化学修饰
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-28 DOI: 10.1007/s10930-024-10223-y
Adam A. Aboalroub, Khaldun M. Al Azzam

Nitric oxide (NO) induces protein posttranslational modification (PTM), known as S-nitrosylation, which has started to gain attention as a critical regulator of thousands of substrate proteins. However, our understanding of the biological consequences of this emerging PTM is incomplete because of the limited number of identified S-nitrosylated proteins (S–NO proteins). Recent advances in detection methods have effectively contributed to broadening the spectrum of discovered S–NO proteins. This article briefly reviews the progress in S–NO protein detection methods and discusses how these methods are involved in characterizing the biological consequences of this PTM. Additionally, we provide insight into S–NO protein-related diseases, focusing on the role of these proteins in mitigating the severity of infectious diseases.

Graphical Abstract

一氧化氮(NO)可诱导蛋白质翻译后修饰(PTM),即 S-亚硝基化,它作为数千种底物蛋白质的关键调节因子已开始受到关注。然而,由于已鉴定的 S-亚硝基化蛋白质(S-NO 蛋白质)数量有限,我们对这一新兴 PTM 的生物学后果的了解还不全面。检测方法的最新进展有效地拓宽了已发现的 S-NO 蛋白的范围。本文简要回顾了 S-NO 蛋白检测方法的进展,并讨论了这些方法如何参与表征这种 PTM 的生物学后果。此外,我们还深入探讨了与 S-NO 蛋白相关的疾病,重点是这些蛋白质在减轻传染性疾病严重性方面的作用。
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引用次数: 0
Mechanistic Insights into How the Single Point Mutation Change the Autoantibody Repertoire 单点突变如何改变自身抗体汇集的机制启示
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-28 DOI: 10.1007/s10930-024-10225-w
Zhong Ni, Fangyuan Song, Huimin Zhou, Ying Xu, Zhiguo Wang, Dongfeng Chen

A recent study showed that just one point mutation F33 to Y in the complementarity-determining region 1 of heavy chain (H-CDR1) could lead to the auto-antibody losing its DNA binding ability. However, the potential molecular mechanisms have not been well elucidated. In this study, we investigated how the antibody lost the DNA binding ability caused by mutation F33 to Y in the H-CDR1. We found that the electrostatic force was not the primary driving force for the interaction between anti-DNA antibodies and the antigen single strand DNA (ssDNA), and that the H-CDR2 largely contributed to the binding of antigen ssDNA, even larger than H-CDR1. The H-F33Y mutation could increase the hydrogen-bond interaction but impair the pi-pi stacking interaction between the antibody and ssDNA. We further found that F33H, W98H and Y95L in the wiletype antibody could form the stable pi-pi stacking interaction with the nucleotide bases of ssDNA. However, the Y33 in mutant could not form the parallel sandwich pi-pi stacking interaction with the ssDNA. To further confirm the importance of pi-pi stacking, the wildtype antibody and the mutants (F33YH, F33AH, W98AH and Y95AL) were experimentally expressed in CHO cells and purified, and the results from ELISA clearly showed that all the mutants lost the ssDNA binding ability. Taken together, our findings may not only deepen the understanding of the underlying interaction mechanism between autoantibody and antigen, but also broad implications in the field of antibody engineer.

最近的一项研究表明,只要重链互补决定区 1(H-CDR1)中的一个点突变 F33 变为 Y,就会导致自身抗体失去与 DNA 结合的能力。然而,潜在的分子机制尚未得到很好的阐明。在本研究中,我们研究了抗体是如何因 H-CDR1 中的 F33 突变为 Y 而失去 DNA 结合能力的。我们发现,静电力并不是抗DNA抗体与抗原单链DNA(ssDNA)相互作用的主要驱动力,H-CDR2在很大程度上促进了抗原ssDNA的结合,甚至大于H-CDR1。H-F33Y突变可增加抗体与抗原单链DNA之间的氢键相互作用,但会损害抗体与抗原单链DNA之间的π-π堆积相互作用。我们进一步发现,Wile 型抗体中的 F33H、W98H 和 Y95L 可以与 ssDNA 的核苷酸碱基形成稳定的 pi-pi 堆叠作用。然而,突变体中的 Y33 不能与 ssDNA 形成平行的三明治 pi-pi 堆叠作用。为了进一步证实 pi-pi 堆叠的重要性,我们在 CHO 细胞中实验表达并纯化了野生型抗体和突变体(F33YH、F33AH、W98AH 和 Y95AL),ELISA 的结果清楚地表明所有突变体都失去了与 ssDNA 结合的能力。综上所述,我们的发现不仅可以加深对自身抗体与抗原之间相互作用机制的理解,而且在抗体工程师领域具有广泛的意义。
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引用次数: 0
A Machine Learning Approach to Identify C Type Lectin Domain (CTLD) Containing Proteins 识别含 C 型连接蛋白域 (CTLD) 蛋白质的机器学习方法
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-28 DOI: 10.1007/s10930-024-10224-x
Lovepreet Singh, Sukhwinder Singh, Desh Deepak Singh

Lectins are sugar interacting proteins which bind specific glycans reversibly and have ubiquitous presence in all forms of life. They have diverse biological functions such as cell signaling, molecular recognition, etc. C-type lectins (CTL) are a group of proteins from the lectin family which have been studied extensively in animals and are reported to be involved in immune functions, carcinogenesis, cell signaling, etc. The carbohydrate recognition domain (CRD) in CTL has a highly variable protein sequence and proteins carrying this domain are also referred to as C-type lectin domain containing proteins (CTLD). Because of this low sequence homology, identification of CTLD from hypothetical proteins in the sequenced genomes using homology based programs has limitations. Machine learning (ML) tools use characteristic features to identify homologous sequences and it has been used to develop a tool for identification of CTLD. Initially 500 sequences of well annotated CTLD and 500 sequences of non CTLD were used in developing the machine learning model. The classifier program Linear SVC from sci kit library of python was used and characteristic features in CTLD sequences like dipeptide and tripeptide composition were used as training attributes in various classifiers. A precision, recall and multiple correlation coefficient (MCC) value of 0.92, 0.91 and 0.82 respectively were obtained when tested on external test set. On fine tuning of the parameters like kernel, C value, gamma, degree and increasing number of non CTLD sequences there was improvement in precision, recall and MCC and the corresponding values were 0.99, 0.99 and 0.96. New CTLD have also been identified in the hypothetical segment of human genome using the trained model. The tool is available on our local server for interested users.

凝集素是一种与糖相互作用的蛋白质,可逆地与特定的糖结合,在所有生命形式中无处不在。它们具有多种生物功能,如细胞信号传导、分子识别等。C 型凝集素(CTL)是凝集素家族中的一类蛋白质,已在动物体内进行了广泛的研究,据报道它参与免疫功能、致癌、细胞信号传导等。CTL 中的碳水化合物识别结构域(CRD)具有高度可变的蛋白质序列,携带该结构域的蛋白质也被称为含 C 型凝集素结构域的蛋白质(CTLD)。由于序列同源性较低,因此使用基于同源性的程序从已测序基因组中的假定蛋白质中识别 CTLD 有其局限性。机器学习(ML)工具利用特征来识别同源序列,它已被用于开发一种识别 CTLD 的工具。在开发机器学习模型时,最初使用了 500 个注释良好的 CTLD 序列和 500 个非 CTLD 序列。使用了 python sci kit 库中的分类器程序 Linear SVC,并将 CTLD 序列中的特征(如二肽和三肽组成)作为各种分类器的训练属性。在外部测试集上进行测试时,精确度、召回率和多重相关系数(MCC)值分别为 0.92、0.91 和 0.82。在微调内核、C 值、伽马值、度数等参数以及增加非 CTLD 序列的数量后,精确度、召回率和多重相关系数均有所提高,相应的值分别为 0.99、0.99 和 0.96。利用训练有素的模型还在人类基因组的假设片段中鉴定出了新的 CTLD。该工具可在我们的本地服务器上供感兴趣的用户使用。
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引用次数: 0
A Protease from Moringa oleifera Lam. Exhibits In-vitro Blood Clot Solubilization and Fibrin Hydrolysis 从油辣木中提取的一种蛋白酶具有体外溶解血凝块和水解纤维蛋白的作用
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-28 DOI: 10.1007/s10930-024-10222-z
Sawetaji, Kamal Krishan Aggarwal

Thrombosis is the formation of abnormal blood clots in the blood vessels that obstruct blood flow and lead to thrombosis. Current treatments for thrombosis are associated with serious side effects. Therefore there is a need for alternative natural therapy. A fibrinolytic protease was isolated from fresh leaves of Moringa oleifera Lam. and characterized for its potential to solubilize blood clots and hydrolyse fibrin under in-vitro conditions. The isolated protease showed a single protein band on native-PAGE. It showed optimum fibrinolytic activity at pH 8.0, 37 oC with 50 µg protein. The fibrinolytic activity of isolated protease was also confirmed by fibrin zymography. Km and Vmax of isolated protease were determined by the Lineweaver Burk plot. The isolated protease could solubilize 96.41% of blood clots by 96 h under in-vitro conditions. In-vitro fibrin hydrolysis and blood clot solubilization activities shown by an isolated protease from leaves of Moringa oleifera Lam. suggest its fibrinolytic potential to dissolve blood clots. Being a natural molecule and from a dietary plant it can be explored as an alternative natural therapy against thrombosis.

血栓形成是指血管内形成异常血块,阻碍血液流动并导致血栓形成。目前治疗血栓的方法都有严重的副作用。因此,有必要寻找替代的自然疗法。从油辣木的新鲜叶子中分离出一种纤维蛋白溶解蛋白酶,并对其在体外条件下溶解血凝块和水解纤维蛋白的潜力进行了鉴定。分离出的蛋白酶在原生聚合酶链上显示出单一的蛋白质条带。它在 pH 值为 8.0、温度为 37 oC、蛋白质含量为 50 µg 时显示出最佳的纤维蛋白溶解活性。纤维蛋白酶谱也证实了分离蛋白酶的纤维蛋白溶解活性。分离蛋白酶的 Km 和 Vmax 是通过 Lineweaver Burk 图确定的。在体外条件下,分离蛋白酶可在 96 小时内溶解 96.41% 的血凝块。从油辣木叶片中分离出的蛋白酶所显示的体外纤维蛋白水解和血凝块溶解活性表明,它具有溶解血凝块的纤维蛋白溶解潜力。作为一种天然分子和食源性植物,它可以作为一种替代性自然疗法来治疗血栓形成。
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The Protein Journal
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