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Two heads are better than one: Single stranded DNA translocation of UvrD-family dimers vs. monomers. 两个头比一个头好:uvrd家族二聚体与单体的单链DNA易位。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-15 DOI: 10.1016/j.jmb.2026.170069
Kacey N Mersch, Binh Nguyen, Alexander G Kozlov, Timothy M Lohman

UvrD-family Superfamily 1A helicases are processive ATP-dependent motor proteins that function during DNA replication, recombination, repair, and transcription. UvrD-family monomers translocate along single stranded (ss) DNA with 3'-to-5' directionality but must be activated by dimerization to become helicases in the absence of force or accessory factors. Mycobacterium tuberculosis (Mtb) UvrD1 helicase forms dimers via a disulfide bond between native cysteines in the 2B sub-domains of each monomer. E. coli UvrD forms non-covalent dimers using the same 2B domain interface as in Mtb UvrD1. Using both ensemble and single DNA molecule approaches we examined an E. coli UvrD variant (R421C), which forms covalent dimers with constitutive helicase activity. For the first time this has enabled us to compare the ssDNA translocation and helicase activities of covalent dimers and monomers. Crosslinked UvrD dimers exhibit much higher ssDNA translocation processivities than monomers, although with similar translocation rates. Crosslinked UvrD dimers also show highly processive DNA unwinding of thousands of base pairs, much higher than non-crosslinked UvrD dimers, while monomers show no DNA unwinding activity. DNA unwinding rates of crosslinked UvrD dimers are only ∼20% slower than ssDNA translocation rates, indicating they are "active" helicases that directly facilitate duplex destabilization.

uvrd家族超家族1A解旋酶是一种显性atp依赖的运动蛋白,在DNA复制、重组、修复和转录过程中发挥作用。uvrd家族单体沿着单链DNA以3‘到5’的方向进行转运,但必须通过二聚化激活才能在没有力或辅助因子的情况下成为解旋酶。结核分枝杆菌(Mtb) UvrD1解旋酶通过每个单体2B亚结构域的天然半胱氨酸之间的二硫键形成二聚体。大肠杆菌UvrD使用与Mtb UvrD1相同的2B结构域界面形成非共价二聚体。使用集合和单DNA分子方法,我们检测了大肠杆菌UvrD变体(R421C),它形成具有组成解旋酶活性的共价二聚体。这使我们第一次能够比较共价二聚体和单体的ssDNA易位和解旋酶活性。交联UvrD二聚体表现出比单体高得多的ssDNA易位过程,尽管易位率相似。交联的UvrD二聚体也显示出数千个碱基对的高度DNA解绕,远高于非交联的UvrD二聚体,而单体则没有DNA解绕活性。交联UvrD二聚体的DNA解绕率仅比ssDNA易位率慢约20%,表明它们是直接促进双链不稳定的“活性”解旋酶。
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引用次数: 0
HandMol at MolecularWebXR.org: Immersive, multiuser visualization and interactive modeling with natural interactions, on the web across a wide range of devices. HandMol在MolecularWebXR.org:沉浸式,多用户可视化和自然交互的交互式建模,在各种设备的网络上。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-13 DOI: 10.1016/j.jmb.2026.170067
Fabio Cortes Rodriguez, Lucien F Krapp, Fernando Augusto Teixeira Pinto Meireles, Giulio Tesei, Matteo Dal Peraro, Luciano A Abriata

Understanding and manipulating the 3D structure and dynamics of molecular systems is central to all molecular sciences including structural biology. MolecularWebXR's new HandMol module provides a browser-based, multiuser environment for immersive molecular visualization and interactive modeling across all modern devices. Leveraging the WebXR standard, HandMol requires no installation, allowing users to seamlessly access shared virtual rooms from VR/AR headsets, mobile devices, or computers. HandMol enables natural interaction through hand tracking, allowing users to query atom information by pointing or to manipulate structures using bare-hand gestures. Real-time physics feedback is provided via integrated engines, including ANI-2x for small molecules, AMBER14 for atomistic biomolecular systems, and CALVADOS coarse-grained models. We demonstrate HandMol's utility through 3D-difficult tasks like ligand (un)docking, driving conformational changes, and preparing starting poses for simulations. This globally accessible platform facilitates scientific discussion, hypothesis testing, and immersive education by bridging high-performance molecular dynamics with intuitive, natural control in a collaborative virtual space. Resource link:https://molecularwebxr.org/ Direct link to HandMol:https://molecularwebxr.org/create.

理解和操纵分子系统的三维结构和动力学是包括结构生物学在内的所有分子科学的核心。MolecularWebXR的新HandMol模块提供了一个基于浏览器的多用户环境,可以在所有现代设备上进行沉浸式分子可视化和交互式建模。利用WebXR标准,HandMol无需安装,允许用户从VR/AR耳机,移动设备或计算机无缝访问共享的虚拟房间。HandMol通过手部跟踪实现自然交互,允许用户通过指向来查询原子信息或使用徒手手势来操作结构。实时物理反馈通过集成引擎提供,包括ANI-2x小分子,AMBER14原子生物分子系统和CALVADOS粗粒度模型。我们通过3d困难的任务,如配体(非)对接,驱动构象变化和准备模拟的开始姿势来演示HandMol的实用性。这个全球可访问的平台通过在协作虚拟空间中将高性能分子动力学与直观、自然的控制联系起来,促进了科学讨论、假设检验和沉浸式教育。资源链接:https://molecularwebxr.org/直接链接到HandMol:https://molecularwebxr.org/create。
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引用次数: 0
Determinants of Etoposide Hypersensitivity Span all of the Top2 alpha Catalytic Domains. 依托泊苷超敏性的决定因素跨越所有Top2 α催化结构域。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-13 DOI: 10.1016/j.jmb.2026.170068
Karin C Nitiss, Matthew Gilbertson, Maureen N McCoy, Abhishek Deshpande, Anh T Q Cong, Hannah Miles, Viraj Shah, Kim Cuaresma, Matthew J Schellenberg, John L Nitiss

Type II topoisomerases are found in all kingdoms of life and perform key biological functions during replication, transcription, and other DNA metabolic events. These enzymes are also the targets of important classes of anti-bacterial and anti-cancer drugs. Clinically active drugs targeting topoisomerase II primarily act as poisons rather than as enzyme inhibitors. During the normal enzymatic reaction, topoisomerase poisons stabilize the normally reversible covalent enzyme/DNA adduct leading to DNA damage. More recently, Top2 mutants have been identified that exert the same effect as these small molecules, and expression of these mutants in cells leads to genome instability. Mutations that increase the potency of topoisomerase targeting drugs have the potential to mimic drug action and expand insight into the drug mechanism. Here we carried out an extensive screen of mutations in human Top2α to identify mutations that result in elevated levels of sensitivity to the anti-cancer drug etoposide. This screen was conducted by expressing a library of mutagenized human Top2α that complemented a yeast temperature sensitive Top2 allele in rad52- yeast strains. Etoposide hypersensitive mutations were identified throughout the catalytic domains of Top2α. Mutants were typically hypersensitive to other Top2 inhibitors, although some mutants had hypersensitivity that was specific for etoposide. Several examples of mutant proteins identified in the screen were purified and characterized biochemically. These proteins exhibited a broad range of alterations in enzyme activity including altered requirements for divalent cations, altered relaxation and decatenation activity, altered utilization of ATP, and enhanced DNA cleavage in the absence of inhibitors. Our results suggest that diverse mechanisms influence the ability of small molecules to convert type II topoisomerases to DNA damaging agents, and the etoposide hypersensitivity mutations found provide landmarks for the development of small molecules with improved potency.

II型拓扑异构酶存在于所有生物王国中,在复制、转录和其他DNA代谢事件中发挥关键的生物学功能。这些酶也是重要的抗菌和抗癌药物的靶点。临床上针对拓扑异构酶II的活性药物主要是作为毒药而不是作为酶抑制剂。在正常的酶促反应中,拓扑异构酶毒素稳定了通常可逆的共价酶/DNA加合物,导致DNA损伤。最近,已经发现Top2突变体与这些小分子具有相同的作用,并且这些突变体在细胞中的表达导致基因组不稳定。增加拓扑异构酶靶向药物效力的突变有可能模拟药物作用并扩大对药物机制的了解。在这里,我们对人类Top2α进行了广泛的突变筛选,以确定导致对抗癌药物依托泊苷敏感性水平升高的突变。该筛选是通过表达一个突变的人Top2α文库来完成的,该文库在rad52-酵母菌株中补充了酵母温度敏感的Top2等位基因。在Top2α的催化结构域中发现了依托泊苷超敏突变。突变体通常对其他Top2抑制剂过敏,尽管一些突变体对依托泊苷具有特异性过敏。在筛选中鉴定的几个突变蛋白的例子被纯化和生化表征。这些蛋白在酶活性方面表现出广泛的改变,包括对二价阳离子的需求改变,弛豫和十碳二烯的活性改变,ATP的利用改变,以及在缺乏抑制剂的情况下DNA切割增强。我们的研究结果表明,多种机制影响了小分子将II型拓扑异构酶转化为DNA损伤剂的能力,并且发现的依托opo苷超敏突变为具有更高效力的小分子的发展提供了里程碑。
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引用次数: 0
Missense3D: leveraging protein structures, including AlphaFold models, to understand the effect of missense variants. Missense3D:利用蛋白质结构,包括AlphaFold模型,来了解错义变异的影响。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-13 DOI: 10.1016/j.jmb.2026.170066
Ifigenia Tsitsa, Gordon Hanna, Anja Conev, Suhail A Islam, Michael Je Sternberg, Alessia David

The growing availability of 3D protein structures enables large-scale assessment of missense variants and their phenotypic impact. Missense3D, first developed in 2019, predicts the structural consequences of amino acid substitutions and provides mechanistic explanations by identifying features such as cavities, steric clashes and disrupted non-covalent bonds that may cause protein misfolding. The new Missense3D algorithm presented here accepts genomics, protein, and structural coordinates; models variants on both single proteins and protein-protein complexes using experimental and predicted structures, including AlphaFold models; performs automated sequence-structure mapping; and evaluates structural model quality before analysis. The Missense3D web server is freely available to all users, including commercial ones, at https://missense3d.bc.ic.ac.uk/~missense3d2/.

三维蛋白质结构的日益可用性使大规模评估错义变异及其表型影响成为可能。Missense3D于2019年首次开发,它预测了氨基酸取代的结构后果,并通过识别可能导致蛋白质错误折叠的空腔、空间冲突和被破坏的非共价键等特征,提供了机制解释。本文提出的新的Missense3D算法接受基因组学、蛋白质和结构坐标;使用实验和预测结构对单个蛋白质和蛋白质复合物的变异进行建模,包括AlphaFold模型;执行自动序列结构映射;并在分析前对结构模型质量进行评价。Missense3D web服务器免费提供给所有用户,包括商业用户,网址为https://missense3d.bc.ic.ac.uk/~missense3d2/。
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引用次数: 0
Differential recognition of β-catenin and TRIP6 by MAGI1 PDZ6 and allosteric modulation by DLL1. MAGI1 PDZ6对β-catenin和TRIP6的差异识别和DLL1的变构调节。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-13 DOI: 10.1016/j.jmb.2026.170057
Valeria Pennacchietti, Cosmin Marian Obreja, Rodolfo Ippoliti, Stefano Gianni, Francesca Malagrinò

MAGI1 is a multidomain scaffold protein that coordinates signaling complexes involved in cell adhesion, polarity, and signal transduction. While PDZ domains are generally regarded as independent interaction modules, the role of interdomain communication in regulating partner recognition remains poorly understood. Here, we investigated the molecular basis of partner recognition by its sixth PDZ domain (PDZ6) and the contribution of neighboring domains to this process. Using stopped-flow kinetics, we characterized the interactions of PDZ6 with two physiological partners, β-catenin and TRIP6. The two proteins displayed distinct kinetic and thermodynamic behaviors, indicating different recognition mechanisms despite targeting the same domain. Analysis of ionic strength and pH dependence revealed distinct molecular determinants underlying the two interactions. While β-catenin binding was largely insensitive to the multidomain context, TRIP6 recognition was selectively influenced by adjacent domains. Remarkably, binding of DLL1 to the neighboring PDZ5 domain strongly enhanced TRIP6 affinity while exerting minimal effects on β-catenin, and this effect was further modulated by pH. Together, these findings support a model in which MAGI1 behaves as a dynamically coupled scaffold whose binding properties are shaped by interdomain communication, highlighting the importance of studying PDZ-mediated interactions within their multidomain context.

MAGI1是一种多结构域支架蛋白,协调参与细胞粘附、极性和信号转导的信号复合物。虽然PDZ域通常被认为是独立的相互作用模块,但域间通信在调节伴侣识别中的作用仍然知之甚少。在这里,我们研究了通过其第六个PDZ结构域(PDZ6)识别伴侣的分子基础以及邻近结构域对这一过程的贡献。利用停流动力学,我们表征了PDZ6与两个生理伙伴β-catenin和TRIP6的相互作用。这两种蛋白表现出不同的动力学和热力学行为,表明尽管靶向相同的结构域,但识别机制不同。离子强度和pH依赖性的分析揭示了两种相互作用的不同分子决定因素。虽然β-catenin结合在很大程度上对多结构域不敏感,但TRIP6的识别受到邻近结构域的选择性影响。值得注意的是,DLL1与邻近的PDZ5结构域的结合强烈增强了TRIP6的亲和力,同时对β-catenin的影响很小,并且这种影响可以通过ph进一步调节。总之,这些发现支持了一个模型,其中MAGI1的行为是一个动态耦合的支架,其结合特性是由结构域间的通信塑造的,强调了在多结构域背景下研究pdz介导的相互作用的重要性。
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引用次数: 0
Lactate-associated H3K18 lactylation and SYT8 in the temozolomide response of glioblastoma cells. 乳酸相关H3K18乳酸化和SYT8在胶质母细胞瘤细胞替莫唑胺反应中的作用。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-12 DOI: 10.1016/j.jmb.2026.170064
Sansong Chen, Yiming Deng, Limin Cheng

Lactate and histone H3K18 lactylation (H3K18la) have been linked to glioblastoma biology. We examined their relationship with synaptotagmin 8 (SYT8) and the response to temozolomide (TMZ). U251MG and U87MG cells were cultured under normoxia or hypoxia and exposed to TMZ, sodium lactate or both. H3K18la enrichment at the SYT8 promoter was assessed by chromatin immunoprecipitation. The effects of SYT8 knockdown were evaluated using CCK-8, colony formation, flow cytometry, wound healing and Transwell assays. Lactate and protein abundance were measured, including H3K18la normalized to total H3 in the four-group experiment. Endpoint tumor weight was assessed in a subcutaneous U87MG xenograft model. TMZ reduced CCK-8 signal and intracellular lactate in both cell lines, whereas lactate supplementation attenuated several effects of TMZ. H3K18la was enriched at the SYT8 promoter, and SYT8 knockdown was accompanied by lower lactate and H3K18la signals. Under TMZ treatment, SYT8-depleted cells formed fewer colonies and had a higher apoptosis fraction. Lactate partly reversed these changes and increased H3K18la/total H3 while SYT8 protein remained low. The combined SYT8-knockdown and TMZ group had the lowest endpoint tumor weight. These results link SYT8 to lactate-associated H3K18 lactylation and TMZ response in GBM cells. The reciprocal changes in SYT8, lactate and H3K18la suggest a possible feedback relationship that warrants further mechanistic study.

乳酸和组蛋白H3K18乳酸化(H3K18la)与胶质母细胞瘤生物学有关。我们研究了它们与synaptotagmin 8 (SYT8)和对替莫唑胺(TMZ)的反应的关系。U251MG和U87MG细胞分别在常氧或缺氧条件下培养,并分别暴露于TMZ、乳酸钠或两者同时暴露。通过染色质免疫沉淀法评估SYT8启动子处H3K18la的富集情况。通过CCK-8、菌落形成、流式细胞术、伤口愈合和Transwell试验评估SYT8敲除的效果。测定乳酸和蛋白质丰度,包括四组实验中归一化到总H3的H3K18la。在皮下U87MG异种移植模型中评估终点肿瘤重量。TMZ降低了两种细胞系的CCK-8信号和细胞内乳酸,而乳酸补充减弱了TMZ的一些作用。H3K18la在SYT8启动子富集,SYT8敲低伴随着乳酸和H3K18la信号的降低。在TMZ处理下,syt8缺失的细胞形成更少的集落,凋亡率更高。乳酸部分逆转了这些变化,增加了H3K18la/总H3,而SYT8蛋白保持在较低水平。syt8 -敲除联合TMZ组的终点肿瘤重量最低。这些结果将SYT8与GBM细胞中乳酸相关的H3K18乳酸化和TMZ反应联系起来。SYT8、乳酸和H3K18la的相互变化表明可能存在反馈关系,值得进一步的机制研究。
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引用次数: 0
Ribosomal protein eL22 contributes to the assembly of 60S ribosomal subunits in Saccharomyces cerevisiae. 核糖体蛋白eL22参与酿酒酵母60S核糖体亚基的组装。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-12 DOI: 10.1016/j.jmb.2026.170065
José Fernández-Fernández, Sara Martín-Villanueva, Taylor N Ayers, Carla V Galmozzi, John L Woolford, Jesús de la Cruz

Ribosome biogenesis is a highly coordinated pathway that involves the assembly of ribosomal RNAs (rRNAs) with ribosomal proteins (r-proteins) to generate functional ribosomal subunits (r-subunits). The Saccharomyces cerevisiae (yeast) large 60S r-subunit consists of three rRNA molecules and 46 r-proteins. The contributions of nearly all r-proteins of the yeast large r-subunit have been characterized; however, a few non-essential proteins remain poorly understood. Although non-essential, human eL22 has been identified as a key player in p53 regulation during ribosomal stress and as a highly mutated target in cancers. Despite this function, the role of eL22 in ribosome maturation is still ill-defined. In this study, we characterized yeast eL22 r-protein, which is encoded by two paralogous genes that exhibit markedly different expression levels. Our results show that eL22 assembles into intermediate nucleolar pre-60S ribosomal particles. Loss of eL22 impairs cell growth and reduces 60S r-subunit accumulation, phenotypes that are exacerbated at low temperatures. Analysis of pre-rRNA processing by pulse-chase labeling, northern blot hybridization, and primer extension reveals a defect in 27S pre-rRNA maturation, specifically at the level of 27SB pre-rRNA processing. Consequently, nuclear export of eL22-deficient pre-60S particles is mildly impaired. Furthermore, we identify genetic interactions between eL22 and neighboring r-proteins, eL38 and eL31. We conclude that eL22 assembly is required for optimal pre-60S maturation during middle nucleolar stages, particularly at low temperatures, a function likely supported by the cooperative action of other r-proteins associated with common elements of 25S rRNA.

核糖体生物发生是一个高度协调的途径,涉及核糖体rna (rrna)与核糖体蛋白(r-蛋白)的组装,以产生功能性核糖体亚单位(r-亚单位)。酿酒酵母(Saccharomyces cerevisiae,酵母)大60S r-亚基由3个rRNA分子和46个r-蛋白组成。酵母大r亚基的几乎所有r蛋白的贡献已经被表征;然而,一些非必需蛋白质仍然知之甚少。虽然不是必需的,但人类eL22已被确定为核糖体应激期间p53调控的关键参与者,并且是癌症中高度突变的靶点。尽管有这种功能,eL22在核糖体成熟中的作用仍然不明确。在本研究中,我们对酵母eL22 r-蛋白进行了表征,该蛋白由两个同源基因编码,表现出明显不同的表达水平。我们的研究结果表明,eL22组装成中间核仁前60s核糖体颗粒。eL22的缺失会损害细胞生长,减少60S r-亚基积累,这些表型在低温下会加剧。通过脉冲追踪标记、northern blot杂交和引物延伸对pre-rRNA加工进行分析,发现27S pre-rRNA成熟存在缺陷,特别是在27SB pre-rRNA加工水平上。因此,缺乏el22的前60s颗粒的核出口受到轻微损害。此外,我们还确定了eL22与邻近的r-蛋白eL38和eL31之间的遗传相互作用。我们得出结论,eL22的组装是在核蕊中期(尤其是低温下)最佳的60s前成熟所必需的,这一功能可能得到了与25S rRNA共同元件相关的其他r蛋白的协同作用的支持。
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引用次数: 0
Recurrent catalytic-site change and electrostatic remodeling across the HEPN ribonuclease fold. HEPN核糖核酸酶折叠中反复发生的催化位点变化和静电重塑。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-08 DOI: 10.1016/j.jmb.2026.170055
Marc Zimmer

When evolution removes a residue essential for catalysis, the protein fold may survive, but whether the former active site simply decays or is physicochemically remodeled remains unclear. We explored this question in the HEPN family of ribonucleases. HEPN proteins normally cleave RNA using a conserved R-X(4-6)-H motif, in which histidine plays a central catalytic role. Using the structure-first workflow now implemented as FOLDTRACE, we searched the AlphaFold/UniProt50 representative database for HEPN-fold proteins without requiring retention of the catalytic motif. Among the 1,000 top-ranked hits, 836 lacked an explicit HEPN name or attached HEPN-clan Pfam cross-reference. Of these, 750 were DUF86/UPF0331 proteins already recognizable as HEPN-related at the family level, illustrating incomplete per-record cross-referencing rather than discovery of an unknown HEPN family. Eighty-six proteins lacked the canonical catalytic histidine, and most retained the ancestral HEPN cleft. Phylogenetic analyses showed repeated H/non-H state changes. Monomer-level electrostatic screening identified a subset with strong negative shifts, but dimer reconstruction showed why these calls require oligomeric validation: A0A852UQU6 retained a strong shift at the composite active site, whereas another monomer-level candidate did not. Together, these results establish recurrent catalytic-state change and physicochemical remodeling of the ancestral HEPN cleft. Whether such remodeling corresponds to altered binding, regulation, or another molecular function remains a hypothesis requiring experimental testing.

当进化去除催化所必需的残基时,蛋白质折叠可能存活下来,但以前的活性位点是简单地衰变还是物理化学重塑尚不清楚。我们在核糖核酸酶的HEPN家族中探讨了这个问题。HEPN蛋白通常使用保守的R-X(4-6)-H基序切割RNA,组氨酸在其中起中心催化作用。使用结构优先的工作流程(现在实现为FOLDTRACE),我们在AlphaFold/UniProt50代表性数据库中搜索HEPN-fold蛋白,而不需要保留催化基序。在排名靠前的1000个搜索结果中,有836个没有明确的HEPN名称或附加的HEPN氏族Pfam交叉参考。其中,750个是DUF86/UPF0331蛋白,已经在家族水平上被识别为HEPN相关,说明每个记录的交叉参考不完整,而不是发现未知的HEPN家族。86种蛋白质缺乏典型的催化组氨酸,大多数保留了祖先的HEPN裂缝。系统发育分析显示重复的H/非H态变化。单体水平的静电筛选确定了一个具有强烈负位移的子集,但二聚体重建显示了为什么这些调用需要寡聚体验证:A0A852UQU6在复合活性位点保留了强烈的位移,而另一个单体水平的候选分子没有。总之,这些结果确定了遗传性HEPN裂的反复催化状态变化和理化重塑。这种重塑是否与改变的结合、调节或其他分子功能相对应,仍然是一个需要实验验证的假设。
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引用次数: 0
LoRA-N-Gly: Sequence-based Prediction of N-Linked Glycosylation Sites by Tuning Protein Language Models with Low-rank Adaptation. LoRA-N-Gly:通过调节具有低秩适应性的蛋白质语言模型,基于序列预测n -链糖基化位点。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-08 DOI: 10.1016/j.jmb.2026.170056
Zhiyong Feng, Xing Zhang, He Wang, Xu Hong, Hongxun Yao, Jian Zhan, Yaoqi Zhou

Glycosylation is implicated in many diseases, from cancer to neurodegeneration. Elucidating these disease mechanisms requires precise identification of glycosylation sites. Computational prediction provides an efficient complement to labor-intensive experiments, yet further accuracy improvements are needed for practical use. Here, we present LoRA-N-Gly, a lightweight and efficient end-to-end approach that leverages Low-Rank Adaptation (LoRA) to fine-tune the ESM2-3B protein language model for direct, residue-level prediction of N-linked glycosylation sites. By updating only a small set of LoRA parameters, LoRA-N-Gly substantially reduces trainable parameters and training cost while remaining sequence-only (protein sequence as the sole input feature). LoRA-N-Gly, which maps raw sequences directly to site probabilities without handcrafted features or separate post-processing stages, achieves the best performance among the methods compared on predicting N-linked glycosylation sites.

糖基化与许多疾病有关,从癌症到神经退行性疾病。阐明这些疾病机制需要精确识别糖基化位点。计算预测为劳动密集型实验提供了有效的补充,但在实际应用中需要进一步提高精度。在这里,我们提出了LoRA- n - gly,这是一种轻量级和高效的端到端方法,利用低秩适应(LoRA)对ESM2-3B蛋白语言模型进行微调,以直接预测n链糖基化位点的残基水平。LoRA- n - gly通过仅更新一小部分LoRA参数,大大减少了可训练参数和训练成本,同时保持仅序列(蛋白质序列作为唯一输入特征)。LoRA-N-Gly将原始序列直接映射到位点概率,而不需要手工制作特征或单独的后处理阶段,在预测n链糖基化位点方面取得了最好的效果。
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引用次数: 0
DC+: A web server for the analysis of residual dipolar couplings. 一个用于分析剩余偶极耦合的web服务器。
IF 4.7 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-10-08 DOI: 10.1016/j.jmb.2026.170054
Yang Shen, Frank Delaglio, Ad Bax

A server-based program, DC+, is presented for analysis of residual dipolar couplings (RDCs) and residual chemical shift anisotropy (RCSA) in proteins and nucleic acids. The program aims to meet commonly encountered needs in the analysis of RDCs. In addition to standard fitting of RDCs to known internuclear vector orientations using standard singular value decomposition (SVD), a multitude of features allow adjustment of such fits to specific cases: (1) fitting to the sum of RDCs, such as commonly measured for methylene or methyl 13C-1H vectors, (2) fitting of RDCs to ensembles of structures, with either equal or optimized weights for the ensemble members, (3) fitting of RDCs to idealized α-helical or canonical nucleic-acid duplex structure, (4) orthogonalization of multiple sets of alignment tensors and generation of orthogonalized RDC sets, and (5) fitting of RCSA to either a static structure or an ensemble. The program includes options to weigh experimental RDCs by the inverse of their reported uncertainty, to select different sets of RDCs for validation from those used for fitting, and to carry out jackknifed cross-validation, a feature that is particularly useful when only few RDCs (< ∼25) are available. DC+ also contains a robust non-linear least-squares fitting mode, suitable for evaluation of data in cases where the magnitude and/or asymmetry of the alignment tensor are known. By integrating fitting, validation, uncertainty analysis, ensemble optimization, and visualization within a single web interface, DC+ provides a comprehensive environment for routine and advanced RDC analysis. The server is freely available at https://spin.niddk.nih.gov/bax-apps/nmrserver/dc+/.

提出了一种基于服务器的程序DC+,用于分析蛋白质和核酸中的残余偶极偶联(rdc)和残余化学位移各向异性(RCSA)。该程序旨在满足在分析发展中国家时经常遇到的需求。除了使用标准奇异值分解(SVD)对已知核间矢量方向的rdc进行标准拟合外,还有许多特征允许根据具体情况调整这种拟合:(1)对RDC总和的拟合,如通常测量的亚甲基或甲基13C-1H载体;(2)RDC对结构集合的拟合,对集合成员的权值相等或优化;(3)RDC对理想α-螺旋或正则核酸双相结构的拟合;(4)多组取向张量的正交化和正交化RDC集的生成;(5)RCSA对静态结构或集合的拟合。该程序包括通过其报告的不确定性的倒数来权衡实验rdc的选项,从用于拟合的rdc中选择不同的rdc集进行验证,以及进行jackknifned交叉验证,这一功能在只有少数rdc(< ~ 25)可用时特别有用。DC+还包含一个鲁棒的非线性最小二乘拟合模式,适用于在已知对齐张量的大小和/或不对称性的情况下评估数据。通过将拟合、验证、不确定性分析、集成优化和可视化集成到单个web界面中,DC+为常规和高级RDC分析提供了一个全面的环境。该服务器可在https://spin.niddk.nih.gov/bax-apps/nmrserver/dc+/免费获得。
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