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Neuropsychological test using machine learning for cognitive impairment screening. 使用机器学习进行认知障碍筛查的神经心理测试。
IF 1.4 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-09-01 Epub Date: 2022-06-02 DOI: 10.1080/23279095.2022.2078210
Chanda Simfukwe, SangYun Kim, Seong Soo An, Young Chul Youn

Objectives: Neuropsychological tests (NPTs) are widely used tools to evaluate cognitive functioning. The interpretation of these tests can be time-consuming and requires a specialized clinician. For this reason, we trained machine learning models that detect normal controls (NC), cognitive impairment (CI), and dementia among subjects.

Patients and methods: A total number of 14,927 subject datasets were collected from the formal neuropsychological assessments Seoul Neuropsychological Screening Battery (SNSB) by well-qualified neuropsychologists. The dataset included 44 NPTs of SNSB, age, education level, and diagnosis of each participant. The dataset was preprocessed and classified according to three different classes NC, CI, and dementia. We trained machine-learning with a supervised machine learning classifier algorithm support vector machine (SVM) 30 times with classification from scikit-learn (https://scikit-learn.org/stable/) to distinguish the prediction accuracy, sensitivity, and specificity of the models; NC vs. CI, NC vs. dementia, and NC vs. CI vs. dementia. Confusion matrixes were plotted using the testing dataset for each model.

Results: The trained model's 30 times mean accuracies for predicting cognitive states were as follows; NC vs. CI model was 88.61 ± 1.44%, NC vs. dementia model was 97.74 ± 5.78%, and NC vs. CI vs. dementia model was 83.85 ± 4.33%. NC vs. dementia showed the highest accuracy, sensitivity, and specificity of 97.74 ± 5.78, 97.99 ± 5.78, and 96.08 ± 4.33% in predicting dementia among subjects, respectively.

Conclusion: Based on the results, the SVM algorithm is more appropriate in training models on an imbalanced dataset for a good prediction accuracy compared to natural network and logistic regression algorithms. The NC vs. dementia machine-learning trained model with SVM based on NPTs SNSB dataset could assist neuropsychologists in classifying the cognitive function of subjects.

目的神经心理测试(npt)是广泛应用于认知功能评估的工具。这些测试的解释可能是耗时的,需要一个专业的临床医生。出于这个原因,我们训练了机器学习模型来检测受试者中的正常对照(NC)、认知障碍(CI)和痴呆。患者和方法由专业的神经心理学家从正式的神经心理学评估首尔神经心理学筛查组(SNSB)中收集了14927个受试者数据集。数据集包括44个SNSB的NPTs,每个参与者的年龄、教育程度和诊断。对数据集进行预处理,并根据NC、CI和痴呆三种不同的类别进行分类。通过scikit-learn (https://scikit-learn.org/stable/)的分类,我们使用有监督的机器学习分类器算法支持向量机(SVM)对机器学习进行了30次训练,以区分模型的预测准确性、灵敏度和特异性;NC与CI, NC与痴呆,NC与CI与痴呆。使用每个模型的测试数据集绘制混淆矩阵。结果训练后的模型预测认知状态的30倍平均准确率为:NC与CI模型比较为88.61±1.44%,NC与痴呆模型比较为97.74±5.78%,NC与CI与痴呆模型比较为83.85±4.33%。NC与痴呆预测的准确率、灵敏度和特异性最高,分别为97.74±5.78、97.99±5.78和96.08±4.33%。结论与自然网络和逻辑回归算法相比,SVM算法更适合在不平衡数据集上训练模型,具有较好的预测精度。基于NPTs SNSB数据集的SVM机器学习训练模型可以帮助神经心理学家对被试的认知功能进行分类。
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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。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub 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
Improvement of α-amino Ester Hydrolase Stability via Computational Protein Design 通过计算蛋白质设计提高α-氨基酯水解酶的稳定性。
IF 3 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-10-11 DOI: 10.1007/s10930-023-10155-z
Colton E. Lagerman, Emily A. Joe, Martha A. Grover, Ronald W. Rousseau, Andreas S. Bommarius

Amino ester hydrolases (AEHs) are capable of rapid synthesis of cephalexin but suffer from rapid deactivation even at low temperatures. Previous efforts to engineer AEH have generated several improved variants but have been limited in scope in part due to limitations in activity assay throughput for β-lactam synthesis reactions. Rational design of ‘whole variants’ was explored to rapidly improve AEH thermostability by mutating between 3–15% of residues. Most variants were found to be inactive due to a mutated calcium binding site, the function of which has not previously been described. Four active variants, all with improved melting temperatures, were characterized in terms of synthesis and hydrolysis activity, melting temperature, and deactivation at 25°C. Two variants were found to have improved total turnover numbers relative to the initial AEH variant; however, a clear tradeoff exists between improved stability and overall activity of each variant.

氨基酯水解酶(AEHs)能够快速合成头孢氨苄,但即使在低温下也会快速失活。先前设计AEH的努力已经产生了几种改进的变体,但其范围受到限制,部分原因是β-内酰胺合成反应的活性测定吞吐量受到限制。探索了“整个变体”的合理设计,通过在3-15%的残基之间突变来快速提高AEH的热稳定性。由于钙结合位点突变,大多数变体被发现是无活性的,其功能先前尚未描述。四种活性变体,均具有改进的熔融温度,在合成和水解活性、熔融温度和25°C下失活方面进行了表征。研究发现,与最初的AEH变体相比,两种变体的总营业额有所提高;然而,在改进的稳定性和每个变体的整体活动性之间存在明显的折衷。
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引用次数: 0
Amine Group Surface-Functionalized Carbon Quantum Dots Exhibit Anti-amyloidogenic Effects Towards Hen Egg White Lysozyme by Inducing Formation of Nontoxic Spherical Aggregates 胺基表面功能化碳量子点通过诱导无毒球形聚集体的形成对母鸡蛋清溶菌酶表现出抗淀粉样蛋白生成作用。
IF 3 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-10-07 DOI: 10.1007/s10930-023-10157-x
M. P. Taraka Prabhu, Shreya Chrungoo, Nandini Sarkar

The tendency of polypeptide chains to deviate from their conventional protein folding pathway and instead get trapped as off-pathway intermediates, has been a matter of great concern. These off-pathway intermediates eventually lead to the formation of insoluble, ordered fibrillar aggregates called amyloids, which are responsible for a host of neurodegenerative diseases like Alzheimer’s disease, Parkinson’s disease and Type II diabetes. In spite of extensive research, development of an effective therapeutic strategy against amyloidosis still remains elusive. In recent times, carbon quantum dots (CQD) have grabbed the attention of researchers against amyloidogenesis due to their ease of preparation, aqueous soluble nature, unique optical properties, high surface to volume ratio, physio-chemical properties, semi-conducting nature and mainly biocompatible. In the current study, we have reported an easy-to-prepare procedure for synthesis of amine group surface functionalized CQDs from commonly available kitchen spices with anti-oxidant properties. The as-synthesized CQDs were evaluated for their anti-amyloidogenic properties towards Hen Egg White Lysozyme (HEWL). Our results clearly show that the surfaced functionalized CQDs were able to interact with HEWL, thereby forming a stable complex, which was resistant towards amyloid formation and instead lead to the formation of non-toxic globular aggregates.

多肽链偏离其传统的蛋白质折叠途径,转而作为非途径中间体被捕获的趋势,一直是一个备受关注的问题。这些非途径中间体最终导致形成称为淀粉样蛋白的不溶性有序原纤维聚集体,淀粉样蛋白导致阿尔茨海默病、帕金森病和II型糖尿病等一系列神经退行性疾病。尽管进行了广泛的研究,但开发一种有效的治疗淀粉样变性的策略仍然难以捉摸。近年来,碳量子点(CQD)因其易于制备、水溶性、独特的光学性质、高表面积比、理化性质、半导电性和主要的生物相容性而引起了研究人员对淀粉样变性的关注。在目前的研究中,我们报道了一种易于制备的方法,用于从常用的具有抗氧化性能的厨房香料中合成胺基表面功能化CQD。评价了所合成的CQD对母鸡蛋清溶菌酶(HEWL)的抗淀粉样变性特性。我们的结果清楚地表明,表面功能化的CQD能够与HEWL相互作用,从而形成稳定的复合物,该复合物对淀粉样蛋白的形成具有抗性,并导致无毒球状聚集体的形成。
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引用次数: 0
Kennedy Epitope (KE)-dependent Retrograde Transport of Efficiently Cleaved HIV-1 Envelopes (Envs) and its Effect on Env Cell Surface Expression and Viral Particle Formation 有效切割的HIV-1包膜(Envs)的肯尼迪表位(KE)依赖性逆转录转运及其对Env细胞表面表达和病毒颗粒形成的影响。
IF 1.9 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-10-04 DOI: 10.1007/s10930-023-10161-1
Supratik Das, Hilal Ahmad Parray, Adarsh Kumar Chiranjivi, Prince Kumar, Abhishek Goswami, Manish Bansal, Deepak Kumar Rathore, Rajesh Kumar, Sweety Samal

Efficiently cleaved HIV-1 Envs are the closest mimics of functional Envs as they specifically expose only bNAb (broadly neutralizing antibody) epitopes and not non-neutralizing ones, making them suitable for developing vaccine immunogens. We have previously identified several efficiently cleaved Envs from clades A, B, C and B/C. We also described that truncation of the CT (C-terminal tail) of a subset of these Envs, but not others, impairs their ectodomain conformation/antigenicity on the cell surface in a CT conserved hydrophilic domain (CHD) or Kennedy epitope (KE)-dependent manner. Here, we report that those Envs (4 − 2.J41 and JRCSF), whose native-like ectodomain conformation/antigenicity on the cell surface is disrupted upon CT truncation, but not other Envs like JRFL, whose CT truncation does not have an effect on ectodomain integrity on the cell surface, are also defective in retrograde transport from early to late endosomes. Restoration of the CHD/KE in the CT of these Envs restores wild-type levels of distribution between early and late endosomes. In the presence of retrograde transport inhibitor Retro 2, cell surface expression of 4 − 2.J41 and JRCSF Envs increases [as does in the presence of Rab7a DN and Rab7b DN (DN: dominant negative)] but particle formation decreases for 4 − 2.J41 and JRCSF Env pseudotyped viruses. Our results show for the first time a correlation between CT-dependent, CHD/KE regulated retrograde transport and cell surface expression/viral particle formation of these efficiently cleaved Envs. Based on our results we hypothesize that a subset of these efficiently cleaved Envs use a CT-dependent, CHD/KE-mediated mechanism for assembly and release from late endosomes.

高效切割的HIV-1Env是功能性Env最接近的模拟物,因为它们只特异性暴露bNAb(广泛中和抗体)表位,而不是非中和表位,使其适合开发疫苗免疫原。我们之前已经从分支A、B、C和B/C中鉴定了几种有效切割的Env。我们还描述了这些Env的一个子集的CT(C末端尾部)的截短,而不是其他Env的截短,以CT保守亲水结构域(CHD)或肯尼迪表位(KE)依赖的方式损害了它们在细胞表面的胞外结构域构象/抗原性。在这里,我们报告那些Env(4 - 2.J41和JRCSF),其在细胞表面上的天然样外结构域构象/抗原性在CT截短时被破坏,而不是其他Env如JRFL,其CT截短对细胞表面上外结构域完整性没有影响,其在从早期到晚期内体的逆行转运中也有缺陷。这些Env的CT中CHD/KE的恢复恢复了早期和晚期内体之间的野生型分布水平。在存在逆行转运抑制剂Retro 2的情况下,4 - 2.J41和JRCSF Envs增加[在存在Rab7a DN和Rab7b DN(DN:显性阴性)的情况下也是如此],但颗粒形成减少4 - 2.J41和JRCSF Env假型病毒。我们的结果首次显示了CT依赖性、CHD/KE调节的逆行转运与这些有效切割的Env的细胞表面表达/病毒颗粒形成之间的相关性。基于我们的结果,我们假设这些有效切割的Env的一个子集使用CT依赖性、CHD/KE介导的机制来组装和从晚期内体释放。
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引用次数: 0
Purification and Biochemical Characterization of the DNA Binding Domain of the Nitrogenase Transcriptional Activator NifA from Gluconacetobacter diazotrophicus 重氮葡萄球菌固氮酶转录激活剂NifA DNA结合域的纯化及生化性质研究。
IF 3 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-10-03 DOI: 10.1007/s10930-023-10158-w
Heidi G. Standke, Lois Kim, Cedric P. Owens

NifA is a σ54 activator that turns on bacterial nitrogen fixation under reducing conditions and when fixed cellular nitrogen levels are low. The redox sensing mechanism in NifA is poorly understood. In α- and β-proteobacteria, redox sensing involves two pairs of Cys residues within and immediately following the protein’s central AAA+ domain. In this work, we examine if an additional Cys pair that is part of a C(X)5 C motif and located immediately upstream of the DNA binding domain of NifA from the α-proteobacterium Gluconacetobacter diazotrophicus (Gd) is involved in redox sensing. We hypothesize that the Cys residues’ redox state may directly influence the DNA binding domain’s DNA binding affinity and/or alter the protein’s oligomeric sate. Two DNA binding domain constructs were generated, a longer construct (2C-DBD), consisting of the DNA binding domain with the upstream Cys pair, and a shorter construct (NC-DBD) that lacks the Cys pair. The Kd of NC-DBD for its cognate DNA sequence (nifH-UAS) is equal to 20.0 µM. The Kd of 2C-DBD for nifH-UAS when the Cys pair is oxidized is 34.5 µM. Reduction of the disulfide bond does not change the DNA binding affinity. Additional experiments indicate that the redox state of the Cys residues does not influence the secondary structure or oligomerization state of the NifA DNA binding domain. Together, these results demonstrate that the Cys pair upstream of the DNA binding domain of Gd-NifA does not regulate DNA binding or domain dimerization in a redox dependent manner.

NifA是一种σ54激活剂,在还原条件下和固定细胞氮水平较低时开启细菌固氮。NifA中的氧化还原传感机制尚不清楚。在α-和β-蛋白细菌中,氧化还原传感涉及蛋白质中心AAA+结构域内和紧挨着该结构域的两对Cys残基。在这项工作中,我们检测了一个额外的Cys对是否参与氧化还原传感,该Cys对是C(X)5C基序的一部分,位于α-蛋白细菌重氮葡萄球菌(Gd)的NifA的DNA结合结构域的正上游。我们假设Cys残基的氧化还原状态可能直接影响DNA结合结构域的DNA结合亲和力和/或改变蛋白质的寡聚状态。产生了两个DNA结合结构域构建体,一个较长的构建体(2C-DBD),由具有上游Cys对的DNA结合结构体组成,另一个较短的构建体缺乏Cys对。NC-DBD的同源DNA序列(nifH-UAS)的Kd等于20.0µM。当Cys对被氧化时,nifH UAS的2C-DBD的Kd为34.5µM。二硫键的还原不会改变DNA结合亲和力。另外的实验表明Cys残基的氧化还原状态不影响NifA DNA结合结构域的二级结构或低聚状态。总之,这些结果表明,Gd-NifA的DNA结合结构域上游的Cys对不以氧化还原依赖的方式调节DNA结合或结构域二聚化。
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引用次数: 0
Protein Kinases and their Inhibitors Implications in Modulating Disease Progression 蛋白激酶及其抑制剂在调节疾病进展中的意义。
IF 3 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-09-28 DOI: 10.1007/s10930-023-10159-9
Rabiya Ahsan, Mohd Muazzam Khan, Anuradha Mishra, Gazala Noor, Usama Ahmad

Protein phosphorylation plays an important role in cellular pathways, including cell cycle regulation, metabolism, differentiation and survival. The protein kinase superfamily network consists of 518 members involved in intrinsic or extrinsic interaction processes. Protein kinases are divided into two categories based on their ability to phosphorylate tyrosine, serine, and threonine residues. The complexity of the system implies its vulnerability. Any changes in the pathways of protein kinases may be implicated in pathological processes. Therefore, they are regarded as having an important role in human diseases and represent prospective therapeutic targets. This article provides a review of the protein kinase inhibitors approved by the FDA. Finally, we summarize the mechanism of action of protein kinases, including their role in the development and progression of protein kinase-related roles in various pathological conditions and the future therapeutic potential of protein kinase inhibitors, along with links to protein kinase databases. Further clinical studies aimed at examining the sequence of protein kinase inhibitor availability would better utilize current protein kinase inhibitors in diseases. Additionally, this review may help researchers and biochemists find new potent and selective protein kinase inhibitors and provide more indications for using existing drugs.

蛋白质磷酸化在细胞周期调控、代谢、分化和存活等细胞途径中发挥着重要作用。蛋白激酶超家族网络由518个参与内在或外在相互作用过程的成员组成。蛋白激酶根据其磷酸化酪氨酸、丝氨酸和苏氨酸残基的能力分为两类。系统的复杂性意味着它的脆弱性。蛋白激酶途径的任何变化都可能与病理过程有关。因此,它们被认为在人类疾病中具有重要作用,并代表着潜在的治疗靶点。本文综述了美国食品药品监督管理局批准的蛋白激酶抑制剂。最后,我们总结了蛋白激酶的作用机制,包括它们在各种病理条件下蛋白激酶相关作用的发展和进展中的作用,以及蛋白激酶抑制剂未来的治疗潜力,以及与蛋白激酶数据库的链接。旨在检查蛋白激酶抑制剂可用性序列的进一步临床研究将更好地利用目前的蛋白激酶抑制剂治疗疾病。此外,这篇综述可能有助于研究人员和生物化学家找到新的强效和选择性蛋白激酶抑制剂,并为使用现有药物提供更多适应症。
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引用次数: 0
Investigating the Effect of Substituting a Single Cysteine Residue on the Thermal Stability of an Engineered Sweet Protein, Single-Chain Monellin 研究取代单一半胱氨酸残基对工程甜蛋白单链Monellin热稳定性的影响。
IF 3 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-09-22 DOI: 10.1007/s10930-023-10154-0
Kyosuke Ohnuma, Atsuko Yamashita, Norihisa Yasui

Single-chain monellin (SCM) is an engineered protein that links the two chains of monellin, a naturally sweet-tasting protein. This protein is an attractive candidate for use as a sugar replacement in food and beverages and has numerous other applications. Therefore, generating SCM mutants with improved stability is an active area of research to broaden the range of its potential applications. In this study, we focused on the Cys41 residue of SCM, which is a single cysteine residue present at a structurally important position. This residue is often substituted with Ser. However, this substitution may destabilize SCM because Cys41 is buried in the hydrophobic core of the protein. Therefore, we designed mutants that substituted Ala, Val, and Leu for this residue, namely C41A, C41V, and C41L. We characterized these three mutants, SCM C41S, and wild type (WT). Differential scanning fluorimetric analysis revealed that substituting Cys41 with Ala or Val increased the thermal stability of SCM, while substitution with Ser or Leu decreased its stability. Determination of the crystal structures of SCM C41A and C41V mutants revealed that the overall structures and main chain structures around the 41st residue of both mutants were almost identical to the WT. On the other hand, the orientations of the amino acid side chains near the 41st residue differed among the SCM variants. Taken together, our results indicate that substituting Cys41 with Ala or Val increases the stability of SCM and provide insight into the structural basis of this improvement.

单链monellin(SCM)是一种连接monellin两条链的工程蛋白,monellin是一种天然甜味蛋白。这种蛋白质是在食品和饮料中用作糖替代品的有吸引力的候选者,并且具有许多其他应用。因此,产生具有提高稳定性的SCM突变体是拓宽其潜在应用范围的一个活跃的研究领域。在本研究中,我们重点研究了SCM的Cys41残基,这是一个存在于结构重要位置的单一半胱氨酸残基。该残基通常被Ser。然而,这种取代可能会使SCM不稳定,因为Cys41埋在蛋白质的疏水核心中。因此,我们设计了用Ala、Val和Leu取代该残基的突变体,即C41A、C41V和C41L。我们鉴定了这三个突变体,SCM C41S和野生型(WT)。差示扫描荧光分析表明,用Ala或Val取代Cys41提高了SCM的热稳定性,而用Ser或Leu取代则降低了SCM的稳定性。对SCM C41A和C41V突变体的晶体结构的测定表明,这两个突变体的第41个残基周围的整体结构和主链结构与WT几乎相同。总之,我们的结果表明,用Ala或Val取代Cys41可以提高SCM的稳定性,并为这种改进的结构基础提供了见解。
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引用次数: 0
Biophysical Characterization of p51 and p66 Monomers of HIV-1 Reverse Transcriptase with Their Inhibitors HIV-1逆转录酶p51和p66单体及其抑制剂的生物物理特性。
IF 3 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-09-20 DOI: 10.1007/s10930-023-10156-y
Supaphorn Seetaha, Nuntaporn Kamonsutthipaijit, Maho Yagi-Utsumi, Yanaka Seako, Takumi Yamaguchi, Supa Hannongbua, Koichi Kato, Kiattawee Choowongkomon

Human immunodeficiency virus (HIV)-1 reverse transcriptase (HIV-1 RT) is responsible for the transcription of viral RNA genomes into DNA genomes and has become an important target for the treatment of acquired immune deficiency syndrome (AIDS). This study used biophysical techniques to characterize the HIV-1 RT structure, monomer forms, and the non-nucleoside reverse transcriptase inhibitors (NNRTIs) bound forms. Inactive p66W401A and p51W401A were selected as models to study the HIV-1 RT monomer structures. Nuclear magnetic resonance (NMR) spectroscopy revealed that the unliganded forms of p66W401A protein and p51W401A protein had similar conformation to each other in solution. The complexes of p66W401A or p51W401A with inhibitors showed similar conformations to p66 in the RT heterodimer bound to the NNRTIs. Furthermore, the results of paramagnetic relaxation enhancement (PRE)-assisted NMR revealed that the unliganded forms of the p66W401A and p51W401A conformations were different from the unliganded heterodimer, characterized by a greater distance between the fingers and thumb subdomains. Small-angle X-ray scattering (SAXS) experiments confirmed that p66W401A and p51W401A can bind with inhibitors, similar to the p66/p51 heterodimer. The findings of this study increase the structural knowledge base of HIV-1 RT monomers, which may be helpful in the future design of potent viral inhibitors.

人类免疫缺陷病毒(HIV)-1逆转录酶(HIV-1RT)负责将病毒RNA基因组转录为DNA基因组,已成为治疗获得性免疫缺陷综合征(AIDS)的重要靶点。本研究使用生物物理技术来表征HIV-1 RT的结构、单体形式和非核苷逆转录酶抑制剂(NNRTI)结合形式。选择无活性的p66W401A和p51W401A作为模型来研究HIV-1RT单体结构。核磁共振(NMR)谱显示,p66W401A蛋白和p51W401A蛋白在溶液中具有相似的构象。p66W401A或p51W401A与抑制剂的复合物在与NNRTI结合的RT异二聚体中显示出与p66相似的构象。此外,顺磁弛豫增强(PRE)辅助NMR的结果表明,p66W401A和p51W401A构象的未标记形式与未标记的异二聚体不同,其特征在于手指和拇指亚结构域之间的距离更大。小角度X射线散射(SAXS)实验证实,p66W401A和p51W401A可以与抑制剂结合,类似于p66/p51异二聚体。这项研究的发现增加了HIV-1 RT单体的结构知识库,这可能有助于未来设计有效的病毒抑制剂。
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引用次数: 0
Analysis of a Novel Peptide That Is Capable of Inhibiting the Enzymatic Activity of the Protein Kinase A Catalytic Subunit-Like Protein from Trypanosoma equiperdum 一种能够抑制等锥虫蛋白激酶a催化亚基样蛋白酶活性的新型肽的分析。
IF 3 4区 生物学 Q4 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-09-15 DOI: 10.1007/s10930-023-10153-1
Nelson A. Araujo, José Bubis

A 26-residue peptide possessing the αN-helix motif of the protein kinase A (PKA) regulatory subunit-like proteins from the Trypanozoom subgenera (VAP26, sequence = VAPYFEKSEDETALILKLLTYNVLFS), was shown to inhibit the enzymatic activity of the Trypanosoma equiperdum PKA catalytic subunit-like protein, in a similar manner that the mammalian heat-stable soluble PKA inhibitor known as PKI. However, VAP26 does not contain the PKI inhibitory sequence. Bioinformatics analyzes of the αN-helix motif from various Trypanozoon PKA regulatory subunit-like proteins suggested that the sequence could form favorable peptide-protein interactions of hydrophobic nature with the PKA catalytic subunit-like protein, which possibly may represent an alternative PKA inhibitory mechanism. The sequence of the αN-helix motif of the Trypanozoon proteins was shown to be highly homologous but significantly divergent from the corresponding αN-helix motifs of their Leishmania and mammalian counterparts. This sequence divergence contrasted with the proposed secondary structure of the αN-helix motif, which appeared conserved in every analyzed regulatory subunit-like protein. In silico mutation experiments at positions I234, L238 and F244 of the αN-helix motif from the Trypanozoon proteins destabilized both the specific motif and the protein. On the contrary, mutations at positions T239 and Y240 stabilized the motif and the protein. These results suggested that the αN-helix motif from the Trypanozoon proteins probably possessed a different evolutionary path than their Leishmania and mammalian counterparts. Moreover, finding stabilizing mutations indicated that new inhibitory peptides may be designed based on the αN-helix motif from the Trypanozoon PKA regulatory subunit-like proteins.

Graphical Abstract

一种26个残基的肽,具有来自锥虫亚属的蛋白激酶A(PKA)调节亚单位样蛋白的αN-螺旋基序(VAP26,序列 = VAPYFEKSESEDETALILKLLTYNVLFS),以与哺乳动物热稳定可溶性PKA抑制剂PKI类似的方式抑制等锥虫PKA催化亚单位样蛋白的酶活性。然而,VAP26不包含PKI抑制序列。对各种锥虫PKA调节亚单位样蛋白的αN-螺旋基序的生物信息学分析表明,该序列可以与PKA催化亚单位样蛋白质形成疏水性的肽-蛋白质相互作用,这可能代表了一种替代的PKA抑制机制。锥虫蛋白的αN-螺旋基序序列被证明是高度同源的,但与利什曼原虫和哺乳动物对应物的相应αN-螺旋基序显著不同。这种序列差异与所提出的αN-螺旋基序的二级结构形成了对比,后者在每个分析的调控亚基样蛋白中都是保守的。在来自锥虫蛋白的αN-螺旋基序的I234、L238和F244位置的计算机突变实验中,破坏了特定基序和蛋白质的稳定。相反,T239和Y240位置的突变稳定了基序和蛋白质。这些结果表明,锥虫蛋白的αN-螺旋基序可能与利什曼原虫和哺乳动物的进化路径不同。此外,发现稳定突变表明,新的抑制肽可能是基于锥虫PKA调节亚单位样蛋白的αN-螺旋基序设计的。
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引用次数: 0
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The Protein Journal
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