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A global survey of intramolecular isopeptide bonds. 分子内异肽键的全球调查。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70342
Francesco Costa, Ioannis Riziotis, Antonina Andreeva, Delhi Kalwan, Jennifer de Jong, Philip Hinchliffe, Fabio Parmeggiani, Paul R Race, Steven G Burston, Alex Bateman, Rob Barringer

Many proteins harbor covalent intramolecular bonds that enhance their stability and resistance to thermal, mechanical, and proteolytic insults. Intramolecular isopeptide bonds represent one such covalent interaction, yet their distribution across protein domains and organisms has been largely unexplored. Here, we sought to address this by employing a large-scale prediction of intramolecular isopeptide bonds in the AlphaFold database using the structural template-based software Isopeptor. Our findings reveal an extensive phyletic distribution in bacterial and archaeal surface proteins resembling fibrillar adhesins and pilins. All identified intramolecular isopeptide bonds are found in two structurally distinct folds, CnaA-like or CnaB-like, from a relatively small set of related Pfam families, including 10 novel families that we predict to contain intramolecular isopeptide bonds. One CnaA-like domain of unknown function, DUF11 (renamed here to "CLIPPER") is broadly distributed in cell-surface proteins from Gram-positive bacteria, Gram-negative bacteria, and archaea, and is structurally and biophysically characterized in this work. Using x-ray crystallography, we resolve a CLIPPER domain from a Gram-negative fibrillar adhesin that contains an intramolecular isopeptide bond and further demonstrate that it imparts thermostability and resistance to proteolysis. Our findings demonstrate the extensive distribution of intramolecular isopeptide bond-containing protein domains in nature and structurally resolve the previously cryptic CLIPPER domain.

许多蛋白质含有共价的分子内键,这增强了它们的稳定性和对热、机械和蛋白质水解损伤的抵抗力。分子内异肽键代表了一种共价相互作用,但它们在蛋白质结构域和生物体中的分布在很大程度上尚未被探索。在这里,我们试图通过使用基于结构模板的软件Isopeptor在AlphaFold数据库中对分子内异肽键进行大规模预测来解决这个问题。我们的发现揭示了广泛的种类分布在细菌和古细菌表面蛋白类似纤维粘连蛋白和柱状蛋白。所有已鉴定的分子内异肽键都存在于两个结构不同的折叠中,cnaa样或cnab样,来自相对较小的相关Pfam家族,包括我们预测包含分子内异肽键的10个新家族。DUF11是一种功能未知的类cnaa结构域,广泛分布于革兰氏阳性菌、革兰氏阴性菌和古菌的细胞表面蛋白中,在本研究中对其进行了结构和生物物理表征。利用x射线晶体学,我们从含有分子内异肽键的革兰氏阴性纤维粘附素中分离出CLIPPER结构域,并进一步证明它具有热稳定性和抗蛋白质水解性。我们的研究结果证明了分子内含有异肽键的蛋白质结构域在自然界中的广泛分布,并在结构上解决了以前隐式的CLIPPER结构域。
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引用次数: 0
A large-scale evolutionary and structural analysis of CLC channels and transporters. CLC通道和转运体的大规模进化和结构分析。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70389
Ayush Mishra, Gladys Díaz Vázquez, Janice L Robertson

The CLC family of membrane proteins consists of chloride channels and anion/proton antiporters. How the same fold accommodates two distinct mechanisms remains poorly understood, and the small set of experimental structures provides limited insight. Here we show that it is possible to scale up CLC structural information using AlphaFold2 predictions and combine this with an ensemble-based machine learning approach to identify subtle structural differences associated with each mechanistic class. We first carried out a phylogenetic analysis on CLC sequences to infer 569 channels and 1051 transporter homologs of eukaryotic origin that were previously unidentified. We then examined AlphaFold2's ability to detect subtle differences among experimentally solved CLC structures using distance difference matrices and validated the use of these models in our study. Next, we trained a random forest classifier on channel versus transporter grouped distance data, generating a structure-based predictor for CLC subtypes. Shapley value analysis was then carried out to calculate importance values, allowing the identification of changes in helix-pair distances most strongly associated with the classifier's ability to predict CLC subtype. These differences are summarized by three concerted changes found in channels: reduced distance between dimerization interface helices and the C-terminal half of the protein, expansion of the anion transport pathway along the membrane, and insertion of an interfacial helix between αJ and αK. These changes overlap with observations from experimental structures, showing that this approach expands structural information across sequence space. This establishes a framework for large-scale structural analysis when experimental data is limited and may be useful for the study of other protein families.

CLC膜蛋白家族由氯离子通道和阴离子/质子反转运蛋白组成。同样的折叠如何容纳两种不同的机制仍然知之甚少,而一小部分实验结构提供了有限的见解。在这里,我们展示了使用AlphaFold2预测来扩大CLC结构信息的可能性,并将其与基于集成的机器学习方法相结合,以识别与每个机制类相关的细微结构差异。我们首先对CLC序列进行了系统发育分析,推断出569个通道和1051个以前未确定的真核同源转运蛋白。然后,我们使用距离差矩阵检验了AlphaFold2检测实验解决的CLC结构之间细微差异的能力,并验证了这些模型在我们研究中的使用。接下来,我们训练了一个随机森林分类器,根据通道和转运体分组的距离数据,生成了一个基于结构的CLC亚型预测器。然后进行Shapley值分析以计算重要值,从而确定与分类器预测CLC亚型的能力最密切相关的螺旋对距离的变化。这些差异可以归结为通道中三个一致的变化:二聚化界面螺旋与蛋白质c端之间的距离减少,阴离子沿膜运输途径的扩展,以及αJ和αK之间界面螺旋的插入。这些变化与实验结构的观察结果重叠,表明该方法在序列空间中扩展了结构信息。在实验数据有限的情况下,这为大规模结构分析建立了框架,并可能对其他蛋白质家族的研究有用。
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引用次数: 0
The ATPase activity of ABCB10 is modulated by conserved transmembrane arginine residues and by functional groups in the biliverdin molecule. ABCB10的atp酶活性由保守的跨膜精氨酸残基和胆绿素分子中的官能团调节。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70366
Annabella Nouel Barreto, Valeria Arellano Haro, Alex L Hernandez, Maria E Zoghbi

The human ATP-binding cassette (ABC)-transporter ABCB10 is essential for red blood cell development and protects mitochondria against oxidative stress. The transporter's basal ATPase activity is stimulated by the transported substrate (biliverdin), implying long-range communication between the transmembrane substrate binding site(s) and the nucleotide-binding domains that hydrolyze ATP. However, the molecular events that lead to stimulation by substrate are not fully understood. A recent Cryo-EM model of biliverdin-bound ABCB10 in GDN-micelles shows a substrate binding site that differs from a prior sequence alignment prediction, generating ambiguity. Therefore, we conducted a functional analysis to identify ABCB10's residues necessary for substrate-induced ATPase stimulation, as well as relevant biliverdin functional groups. We found that mutation of the highly conserved R232 and R295 decreased the stimulation by biliverdin, suggesting a more relevant role for these residues than what was derived from the Cryo-EM model. GDN abolished ABCB10's stimulation by biliverdin, so it might also affect substrate binding in this model. We also found that ABCB10's stimulation is specific for biliverdin, as biliverdin dimethyl ester was not an effective stimulator, whereas mesobiliverdin inhibits instead of stimulating. Interestingly, some of the arginine mutants display elevated basal ATPase activity. Also, by using Luminescence Resonance Energy Transfer we have detected alterations in the conformational equilibrium of these arginine mutants and a lack of response to biliverdin. In general, our data suggest delicate complementarities between the substrate and its binding pocket on ABCB10, with small modifications largely impacting the basal ATPase activity and the transporter's ability to be stimulated by substrate.

人类atp结合盒(ABC)转运体ABCB10对红细胞发育和保护线粒体免受氧化应激至关重要。转运体的基础ATP酶活性受到转运底物(胆绿素)的刺激,这意味着跨膜底物结合位点和水解ATP的核苷酸结合域之间的远程通信。然而,导致底物刺激的分子事件尚不完全清楚。最近在gdn胶束中胆绿素结合的ABCB10的Cryo-EM模型显示了与先前序列比对预测不同的底物结合位点,产生了模糊性。因此,我们进行了功能分析,以确定底物诱导的ATPase刺激所需的ABCB10残基,以及相关的胆绿素官能团。我们发现高度保守的R232和R295的突变减少了胆绿素的刺激,这表明这些残基的作用比从cro - em模型中得到的更相关。GDN消除了胆绿素对ABCB10的刺激,因此在该模型中GDN也可能影响底物结合。我们还发现ABCB10的刺激是针对胆绿素的,因为胆绿素二甲酯不是一种有效的刺激剂,而中胆绿素是抑制而不是刺激。有趣的是,一些精氨酸突变体显示出升高的基础atp酶活性。此外,通过发光共振能量转移,我们检测到这些精氨酸突变体的构象平衡发生了变化,并且对胆绿素缺乏反应。总的来说,我们的数据表明底物与其在ABCB10上的结合袋之间存在微妙的互补性,微小的修饰在很大程度上影响了基础atp酶活性和转运体被底物刺激的能力。
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引用次数: 0
DJ-1 in human lenses: Potential role in preventing advanced glycation endproduct formation. 人晶状体中的DJ-1:预防晚期糖基化终产物形成的潜在作用。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70375
Sandip K Nandi, Rooban B Nahomi, Shivani Rathee, Neeti Gupta, Sanjeev Kumar Mittal, Ram H Nagaraj

The amino groups of lysine and arginine residues in proteins react with reducing sugars and carbonyl compounds to form advanced glycation endproducts (AGEs). Several AGEs have been detected in human lenses, and their levels have been shown to increase with age and cataract formation. AGEs can lead to structural changes, yellow pigmentation, and cross-linking of lens proteins. Studies have shown a positive correlation between AGEs levels and lens age, stiffness, and cataracts. Recent research suggests that DJ-1 can inhibit the accumulation of AGEs in cellular proteins by reversing the early glycation steps. Our study found that DJ-1 is present in epithelial cells and the outer cortex of the human lens. DJ-1 is catalytically active in human lenses, and its ability to metabolize methylglyoxal (MGO) into D-lactate diminishes as the lens ages. The formation of MGH-1 from MGO was promoted in lens proteins treated with the DJ-1 inhibitor. Recombinant DJ-1 prevents α-dicarbonyl-mediated cross-linking and AGE accumulation in human αB-crystallin. DJ-1 prevents glyoxal-mediated cell death and AGE accumulation in human lens epithelial cells. Taken together, our results suggest that DJ-1 in the human lens hinders AGE accumulation. Enhancing its activity using pharmacological agents can potentially delay or prevent the onset of presbyopia and cataracts.

蛋白质中赖氨酸和精氨酸残基的氨基与还原糖和羰基化合物反应形成晚期糖基化终产物(AGEs)。在人的晶状体中发现了几种AGEs,它们的水平随着年龄和白内障的形成而增加。AGEs可导致晶状体蛋白的结构改变、黄色色素沉着和交联。研究表明AGEs水平与晶状体年龄、硬度和白内障呈正相关。最近的研究表明,DJ-1可以通过逆转早期糖基化步骤来抑制细胞蛋白中AGEs的积累。我们的研究发现,DJ-1存在于人类晶状体的上皮细胞和外皮层中。DJ-1在人体晶状体中具有催化活性,其将甲基乙二醛(MGO)代谢成d -乳酸的能力随着晶状体的老化而减弱。经DJ-1抑制剂处理的晶状体蛋白促进MGO生成MGH-1。重组DJ-1抑制α-二羰基介导的交联和AGE在人α b -晶体蛋白中的积累。DJ-1可预防乙醛介导的人晶状体上皮细胞死亡和AGE的积累。综上所述,我们的研究结果表明,人晶状体中的DJ-1阻碍了AGE的积累。使用药物增强其活性可以潜在地延缓或预防老花眼和白内障的发生。
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引用次数: 0
The product of Ellman's reaction inhibits cholinesterases. 埃尔曼反应的产物抑制胆碱酯酶。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70371
Jure Stojan, Xavier Brazzolotto

Kinetic and crystallographic studies reveal that the binding of the thiocholine-thionitrobenzoic acid product, released during the measurement of thioester-analog substrates hydrolysis according to Ellman's method, inhibits cholinesterases by a pure competitive mechanism. This can only be recorded as the progressive accumulation of the product upon subsequent additions of substrate aliquots. A wide affinity variation was observed among several tested enzymes, with the highest values found in human butyrylcholinesterase and Torpedo acetylcholinesterase. Nearly two orders of magnitude lower affinities were determined with human, mouse, and electrophorus acetylcholinesterases, and human atypical butyrylcholinesterase. These findings can be explained by the unexpected accommodation of the thiocholine-thionitrobenzoic acid in the active site of human butyrylcholinesterase, with the positively charged trimethylammonium choline pointing to the enzyme's peripheral site. At the same time, the carboxyl group of the nitrobenzoic moiety interacts with the enzyme's oxyanion hole. This explains the virtual absence of product inhibition in atypical human butyrylcholinesterase (D70G), purified or in plasma.

动力学和晶体学研究表明,根据Ellman的方法测量硫酯-类似底物水解过程中释放的硫胆碱-硫代硝基苯甲酸产物的结合,通过纯粹的竞争机制抑制胆碱酯酶。这只能记录为随后添加底物等分后产物的逐渐积累。在几种酶之间观察到广泛的亲和力变化,以人类丁基胆碱酯酶和鱼雷乙酰胆碱酯酶的亲和力值最高。与人、鼠、鳗乙酰胆碱酯酶和人非典型丁酰胆碱酯酶的亲和性降低近两个数量级。这些发现可以解释为硫代胆碱-硫代硝基苯甲酸在人丁基胆碱酯酶活性位点的意外调节,带正电的三甲基胆碱铵指向酶的外周位点。同时,硝基苯甲酸部分的羧基与酶的氧阴离子孔相互作用。这解释了在非典型人丁基胆碱酯酶(D70G)中,纯化或血浆中几乎没有产物抑制。
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引用次数: 0
Structures of two LarA-like nickel-pincer nucleotide cofactor-utilizing enzymes with a single catalytic histidine residue. 两种具有单一催化组氨酸残基的类lara钳形镍核苷酸辅助因子利用酶的结构。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70362
Santhosh Gatreddi, Sundharraman Subramanian, Dexin Sui, Tianqi Wang, Julian Urdiain-Arraiza, Benoît Desguin, Robert P Hausinger, Kristin N Parent, Jian Hu

The nickel-pincer nucleotide (NPN) cofactor catalyzes the racemization/epimerization of α-hydroxy acids in enzymes of the LarA family. The established proton-coupled hydride transfer mechanism requires two catalytic histidine residues that alternately act as general acids and general bases. Notably, however, a fraction of LarA homologs (LarAHs) lack one of the active site histidine residues, replacing it with an asparaginyl side chain that cannot participate in acid/base catalysis. Here, we investigated two such LarAHs and solved their cryo-electron microscopic structures with and without loaded NPN cofactor, respectively. The structures revealed a consistent octameric assembly that is unprecedented in the LarA family and unveiled a new set of active site residues that likely recognize and process substrates differently from those of the well-studied LarAHs. Genomic context analysis suggested their potential involvement in carbohydrate metabolism. Together, these findings lay the groundwork for expanding the breadth of reactions and the range of mechanisms of LarA enzymes.

镍钳核苷酸(NPN)辅助因子在LarA家族酶中催化α-羟基酸的外消旋/外映异构。建立的质子偶联氢化物转移机制需要两个催化组氨酸残基交替充当一般酸和一般碱。然而,值得注意的是,一小部分LarA同源物(LarAHs)缺乏活性位点组氨酸残基之一,取而代之的是不能参与酸/碱催化的天冬酰胺侧链。在这里,我们研究了两种这样的LarAHs,并分别求解了它们在加载和未加载NPN辅助因子时的低温电镜结构。这些结构揭示了一个一致的八聚体组装,这在LarA家族中是前所未有的,并揭示了一组新的活性位点残基,这些残基可能识别和处理底物不同于那些被充分研究的LarAHs。基因组背景分析表明它们可能参与碳水化合物代谢。总之,这些发现为扩大反应的广度和LarA酶的机制范围奠定了基础。
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引用次数: 0
Membrane-forming phospholipids allosterically modulate native-state prolyl isomerization in a CNG channel. 成膜磷脂在CNG通道中变构调节原生丙烯异构化。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70383
Ashley J Newton, Robert D Latvala, Adefoluke E Kuforiji, Philipp A M Schmidpeter

Ion channel activity is intricately linked to the surrounding lipid environment, yet the molecular effects of lipid-mediated regulation remain largely understudied. Here, we show that membrane-forming phospholipids, which are known to modulate the activity of the cyclic nucleotide-gated channel SthK from Spirochaeta thermophila, exhibit effects that extend well beyond the membrane boundary. Using stopped-flow flux assays, we demonstrate that anionic lipids, which are known to promote channel opening, also affect the fast-to-slow activation ratio and the cAMP potency in SthK. Enzymatic catalysis studies confirm that this occurs by altering the cis/trans equilibrium at Pro300 in the apo state. Additionally, cryogenic electron microscopy structures of SthK reveal lipid-dependent conformational changes that propagate from the bundle crossing into the cytosolic domains. All observed effects correlate with the electronegativity of the lipid headgroup, indicating a common underlying mechanism. Our results highlight membrane-forming phospholipids as allosteric regulators of SthK, controlling multiple functional characteristics of the channel.

离子通道活性与周围的脂质环境错综复杂地联系在一起,然而脂质介导调节的分子效应在很大程度上仍未得到充分研究。在这里,我们发现形成膜的磷脂,已知可以调节来自嗜热螺旋体的环核苷酸门控通道SthK的活性,其作用远远超出了膜边界。通过停止流动通量测定,我们证明了阴离子脂质,已知可以促进通道打开,也会影响SthK的快慢激活比和cAMP效价。酶催化研究证实,这是通过改变载脂蛋白状态下Pro300的顺/反平衡而发生的。此外,SthK的低温电镜结构揭示了脂质依赖性构象变化,这些构象变化从束交叉传播到细胞质结构域。所有观察到的效应都与脂质头基团的电负性相关,表明了一个共同的潜在机制。我们的研究结果强调了成膜磷脂作为SthK的变构调节剂,控制通道的多种功能特征。
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引用次数: 0
PLNet: Persistent Laplacian neural network for protein-protein binding free energy prediction. 用于蛋白质结合自由能预测的持续拉普拉斯神经网络。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70377
Xingjian Xu, Chunmei Wang, Guo-Wei Wei, Jiahui Chen

Recent advances in topology-based modeling have greatly improved molecular prediction tasks, particularly in protein-ligand binding affinity. However, when the focus shifts to predicting protein-protein interactions (PPIs) binding free energy, the question becomes significantly more challenging due to the ineffective use of topological features and the lack of reliable datasets. In this work, we propose a persistent-Laplacian machine learning framework centered on the Persistent-Laplacian Neural Network (PLNet), which encodes each protein chain at the binding interface using both persistent Laplacian-based features and protein language model embeddings. It can achieve a promising Pearson correlation of 0.80 under leave-out-protein-out cross-validation on our newly assembled benchmark dataset, P2P, which includes 6886 protein complexes drawn from existing sources. For comparison, we also implement a gradient-boosting decision tree model under the same settings. This baseline method highlights the advantage of PLNet in capturing complex topology-aware descriptors in PPI prediction.

基于拓扑的建模的最新进展极大地改善了分子预测任务,特别是在蛋白质-配体结合亲和力方面。然而,当焦点转移到预测蛋白质-蛋白质相互作用(PPIs)结合自由能时,由于拓扑特征的无效使用和缺乏可靠的数据集,这个问题变得更具挑战性。在这项工作中,我们提出了一个以persistent- laplacian Neural Network (PLNet)为中心的persistent- laplacian机器学习框架,该框架使用基于persistent laplacian的特征和蛋白质语言模型嵌入来编码结合界面上的每个蛋白质链。在我们新组装的基准数据集P2P上,它包括从现有来源提取的6886个蛋白质复合物,在遗漏蛋白质交叉验证下,它可以实现有希望的0.80的Pearson相关性。为了比较,我们还在相同的设置下实现了梯度增强决策树模型。这种基线方法突出了PLNet在PPI预测中捕获复杂拓扑感知描述符方面的优势。
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引用次数: 0
Nuclear Magnetic Resonance-based fragment screen of the E3 ligase Fem-1 homolog B. E3连接酶Fem-1同源物B的核磁共振片段筛选。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70365
Jade M Katinas, Kangsa Amporndanai, Ashley J Taylor, Kristie L Rose, Peter C Gareiss, Roberto A Crespo, Jason Phan, Alex G Waterson, Stephen W Fesik

Targeted protein degradation using PROTACs (PROteolysis TArgeting Chimeras) has emerged as a transformative therapeutic strategy, largely relying on a small number of E3 ubiquitin ligases such as CRBN and VHL. However, resistance, toxicity, and poor oral bioavailability limit the utility of PROTACs and highlight the need to expand the E3 ligase toolbox. Fem-1 homolog B (FEM1B) is a lesser-known E3 ligase that offers a promising alternative due to its broad expression and ability to recognize diverse degron motifs. Here, we describe the development of a stable construct of FEM1B, the results of a protein-observed NMR-based fragment screen using this construct, and the X-ray structures of some of the fragment hits when bound to the protein. From these results, new PROTACs utilizing FEM1B as the E3 ligase may be discovered, providing an alternative E3 ligase for targeted protein degradation.

使用PROteolysis TArgeting Chimeras (PROteolysis TArgeting Chimeras)靶向蛋白降解已经成为一种变变性的治疗策略,主要依赖于少量的E3泛素连接酶,如CRBN和VHL。然而,耐药、毒性和较差的口服生物利用度限制了PROTACs的使用,并突出了扩大E3连接酶工具箱的必要性。fem1同源物B (FEM1B)是一种鲜为人知的E3连接酶,由于其广泛表达和识别多种退化基序的能力,它提供了一个有希望的替代方案。在这里,我们描述了FEM1B稳定结构的发展,使用该结构的基于蛋白质观察的核磁共振片段筛选的结果,以及一些片段与蛋白质结合时的x射线结构。根据这些结果,可能会发现利用FEM1B作为E3连接酶的新PROTACs,为靶向蛋白降解提供替代的E3连接酶。
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引用次数: 0
PDB-CAT: A user-friendly tool to classify and analyze PDB protein-ligand complexes. PDB- cat:一个用户友好的工具分类和分析PDB蛋白配体复合物。
IF 5.2 3区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-12-01 DOI: 10.1002/pro.70379
Ariadna Llop-Peiró, Said Trujillo-De León, Gerard Pujadas, Santiago Garcia-Vallvé, Aleix Gimeno

The Protein Data Bank (PDB) contains more than 235,000 three-dimensional biostructures and is growing at a rate of nearly 10% per year. The PDB is essential to gain knowledge on how proteins and ligands interact and how these interactions are correlated with the quantitative activity of each ligand/target pair. Unfortunately, the lack of a tool that can classify structures as apo or holo, that is by no means straightforward, and differentiate between covalent and non-covalent ligand-protein complexes makes it difficult to obtain the structures that belong to each set. To address this issue, we present PDB-CAT, a user-friendly tool that facilitates the categorization and extraction of key information from PDBx/mmCIF files through an efficient parallelized implementation. PDB-CAT uses a blacklist-based approach to automatically identify the ligand in a complex. It then classifies the PDB files based on ligand presence: structures without a ligand are classified as apo, whereas those with a ligand are classified as covalently or non-covalently bound, depending on the type of binding. As well as making this classification, the program can verify if there are any mutations in the protein sequence by comparing it to a reference sequence. An example is included to illustrate two different uses: the classification of SARS-CoV-2 Main Protease complexes depending on their variant, and the complete screening of the PDBbindv2020, achieved in <10 min. PDB-CAT is now available on GitHub (https://github.com/URV-cheminformatics/PDB-CAT) and the corresponding tutorial on GitBook (https://ariadnallopps-organization.gitbook.io/pdb-cat).

蛋白质数据库(PDB)包含超过23.5万个三维生物结构,并以每年近10%的速度增长。PDB对于了解蛋白质和配体如何相互作用以及这些相互作用如何与每个配体/靶对的定量活性相关至关重要。不幸的是,缺乏一种工具,可以将结构分为载脂蛋白或全脂蛋白,这绝非直截了当地,并区分共价和非共价配体-蛋白质复合物,这使得很难获得属于每一组的结构。为了解决这个问题,我们提出了PDB-CAT,这是一个用户友好的工具,通过有效的并行实现,可以方便地从PDBx/mmCIF文件中分类和提取关键信息。PDB-CAT使用基于黑名单的方法来自动识别复合物中的配体。然后根据配体的存在对PDB文件进行分类:没有配体的结构被分类为载脂蛋白,而那些有配体的结构被分类为共价或非共价结合,这取决于结合的类型。除了进行这种分类外,该程序还可以通过将蛋白质序列与参考序列进行比较来验证蛋白质序列中是否存在任何突变。其中包括一个例子来说明两种不同的用途:根据其变体对SARS-CoV-2主要蛋白酶复合物进行分类,以及完成PDBbindv2020的筛选
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Protein Science
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