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Correction to "Perturbed differentiation of murine embryonic stem cells upon Pelota deletion due to dysregulated FOXO1/β-catenin signaling". 更正“由于FOXO1/β-catenin信号失调导致Pelota缺失导致小鼠胚胎干细胞分化紊乱”。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2026-02-11 DOI: 10.1111/febs.70447
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引用次数: 0
Distinct interaction modes orchestrate the polymerization of ASC PYD and CARD domains into filamentous structures. 不同的相互作用模式协调ASC、PYD和CARD结构域聚合成丝状结构。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-08-28 DOI: 10.1111/febs.70242
Hasan Ozan Otas, Nesrin Erkol

Apoptosis-associated speck-like protein containing a CARD (ASC) is an adaptor protein composed of a pyrin domain (PYD) and a caspase activation and recruitment domain (CARD). ASC plays a key role in the inflammasome complex by forming a supramolecular structure called the ASC speck, which promotes inflammation and pyroptosis. The assembly of ASC-dependent inflammasomes is mediated by homotypic interactions between receptor, adaptor, and effector proteins, with PYD-PYD and CARD-CARD interactions categorized into three major types (type I, II, and III). These interactions orchestrate the homo-oligomerization of inflammasome components, serving as a platform for caspase-1 activation. Through maintaining interaction homeostasis, ASC regulates innate immune responses and functions as a tumor suppressor. Dysregulation of ASC due to genetic mutations is implicated in various cancers and autoimmune diseases. However, the mechanisms driving ASC speck formation remain unclear, leaving questions on its domain-specific interactions. To address this, we used a cell line model to investigate the roles of single and double mutations within the PYD and CARD domains of ASC. We separately fused wild-type (wt)PYD and wtCARD domains to GFP and mCherry to assess the effects of these mutations on interaction dynamics using fluorescence microscopy and Förster resonance energy transfer (FRET) systems. Our results reveal previously unknown cooperative mechanisms in which specific PYD and CARD residues function as enhancers or disruptors of homo-oligomerization, highlighting the importance of cumulative interaction effects. Our study provides new insights into the molecular basis of ASC domain polymerizations.

含有CARD的凋亡相关斑点样蛋白(ASC)是一种由pyrin结构域(PYD)和caspase激活和募集结构域(CARD)组成的衔接蛋白。ASC通过形成一种称为ASC斑点的超分子结构在炎性小体复合体中发挥关键作用,该结构促进炎症和焦亡。asc依赖性炎症小体的组装是由受体、适配器和效应蛋白之间的同型相互作用介导的,PYD-PYD和CARD-CARD相互作用分为三种主要类型(I型、II型和III型)。这些相互作用协调炎症小体成分的同质寡聚化,作为caspase-1激活的平台。通过维持相互作用的稳态,ASC调节先天免疫反应并发挥肿瘤抑制作用。基因突变引起的ASC失调与多种癌症和自身免疫性疾病有关。然而,驱动ASC斑点形成的机制仍然不清楚,留下了关于其特定领域相互作用的问题。为了解决这个问题,我们使用细胞系模型来研究ASC的PYD和CARD结构域内的单突变和双突变的作用。我们分别将野生型(wt)PYD和wtCARD结构域与GFP和mCherry融合,利用荧光显微镜和Förster共振能量转移(FRET)系统评估这些突变对相互作用动力学的影响。我们的研究结果揭示了以前未知的合作机制,其中特定的PYD和CARD残基作为同质寡聚化的增强剂或破坏者,突出了累积相互作用效应的重要性。我们的研究为ASC结构域聚合的分子基础提供了新的见解。
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引用次数: 0
Small heat shock protein Hsp20 contributes to pathogenic development of Ustilago maydis by regulating multiple cellular pathways through its interaction with cytoskeletal proteins. 小热休克蛋白Hsp20通过与细胞骨架蛋白的相互作用调节多种细胞通路,参与麦氏黑穗病的致病发展。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-10-13 DOI: 10.1111/febs.70280
Aroni Mitra, Ankita Kar, Koustav Bhakta, Anisha Roy, Dibya Mukherjee, Abhrajyoti Ghosh, Anupama Ghosh

Ustilago maydis causes smut disease in maize. In this study, we investigated the molecular basis of the contribution of small heat shock protein Hsp20 to U. maydis pathogenicity. Through biochemical studies, we demonstrate environment-dependent oligomeric plasticity and phase separation properties associated with purified Hsp20. Using genetic deletion mutants of hsp20, we evaluated the involvement of the protein in major cellular processes leading to the pathogenic development of the fungus. Hsp20 was found to form higher order oligomers in vitro that assemble into liquid condensates. Within cells, Hsp20 formed distinct punctate structures that we believe play a pivotal role in its function. These punctate structures were demonstrated to sequester proteins such as actin and septin within them. The absence of Hsp20 was found to significantly affect key cellular processes, such as endocytosis, budding, cell polarity determination and mating, in U. maydis cells. The deletion mutant failed to sporulate and complete the pathogenic life cycle. Further studies are needed to obtain mechanistic insights into the regulation of these cellular processes by Hsp20.

玉米黑穗病菌引起玉米黑穗病。在这项研究中,我们研究了小热休克蛋白Hsp20对美国梅迪斯致病性贡献的分子基础。通过生化研究,我们证明了与纯化Hsp20相关的环境依赖性寡聚物可塑性和相分离特性。利用hsp20基因缺失突变体,我们评估了该蛋白在导致真菌致病性发展的主要细胞过程中的参与。发现Hsp20在体外形成高阶低聚物,组装成液体凝聚体。在细胞内,Hsp20形成了独特的点状结构,我们认为这在其功能中起着关键作用。这些点状结构被证明可以将肌动蛋白和septin等蛋白质隔离在其中。研究发现,Hsp20的缺失显著影响了U. maydis细胞的内吞作用、出芽、细胞极性决定和交配等关键细胞过程。缺失突变体不能产生孢子并完成致病生命周期。需要进一步的研究来获得Hsp20调控这些细胞过程的机制。
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引用次数: 0
Label-free imaging of intracellular structures in living mammalian cells via external apodization phase-contrast microscopy. 活体哺乳动物细胞胞内结构的无标记成像技术。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-10-17 DOI: 10.1111/febs.70286
Hiroshi Ohno, Takenori Nishimura, Kenta Kainoh, Yoshitaka Ohashi, Naoko Onodera, Mayuko Kano, Lay Nurhana Sari, Masato Masuda, Yoshiaki Tamura, Teppei Nishino, Yusuke Hayashi, Yusuke Yamamoto, Shin-Ichiro Takahashi, Yuta Mishima, Yosuke Yoneyama, Yoshinori Takeuchi, Motohiro Sekiya, Takashi Matsuzaka, Takafumi Miyamoto, Hitoshi Shimano

Developing techniques to visualize intracellular structures, which influence the spatiotemporal functionality of biomolecules, is essential for elucidating mechanisms governing cellular behavior. In this study, we demonstrate that label-free external apodized phase-contrast (ExAPC) microscopy serves as a valuable tool for the simultaneous observation of various intracellular structures with high spatiotemporal resolution, while successfully mitigating halo artifacts. Additionally, through quantitative analysis of images obtained by combining ExAPC microscopy with fluorescence microscopy, we identified distinct heterogeneities in biomolecular condensates, lipid droplets, and mitochondria. Our findings highlight the potential of ExAPC microscopy to provide detailed insights into alterations in intracellular structures associated with diverse cellular processes, corroborating the existing knowledge and potentially contributing to the discovery of previously unknown cellular mechanisms.

研究影响生物分子时空功能的细胞内结构的可视化技术,对于阐明控制细胞行为的机制至关重要。在这项研究中,我们证明了无标记的外部apodized相对比(ExAPC)显微镜作为一种有价值的工具,可以同时观察具有高时空分辨率的各种细胞内结构,同时成功地减轻晕伪影。此外,通过结合ExAPC显微镜和荧光显微镜获得的图像进行定量分析,我们发现生物分子凝聚物、脂滴和线粒体中存在明显的异质性。我们的研究结果强调了ExAPC显微镜的潜力,可以提供与多种细胞过程相关的细胞内结构变化的详细见解,证实了现有的知识,并可能有助于发现以前未知的细胞机制。
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引用次数: 0
Structural and functional characterization of the newly identified Photorhabdus laumondii tumor necrosis factor-like lectin. 新鉴定的laumondii肿瘤坏死因子样凝集素的结构和功能特征。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-10-17 DOI: 10.1111/febs.70293
Filip Melicher, Pavel Dobeš, Jan Komárek, Lukáš Faltinek, Marek Korsák, Petra Sýkorová, Josef Houser, Michaela Wimmerová

Photorhabdus bacteria live in mutualistic relationships with Heterorhabditis nematodes, and together, they act as effective insect pathogens. These bacteria produce a diverse array of lectins, sugar-binding proteins that are believed to play crucial roles in the complex tripartite interaction among Photorhabdus, nematodes, and their insect hosts. One such lectin, Photorhabdus laumondii tumor necrosis factor (TNF)-like lectin (PLTL), identified in Photorhabdus laumondii subsp. laumondii TTO1, exhibits notable sequence similarity to the N-terminal domain of the BC2L-C lectin (BC2L-CN), a TNF-like lectin recognized for its specificity toward fucosylated glycans associated with human embryonic stem cells and certain cancers. Through glycan array analysis and surface plasmon resonance, we identified PLTL's binding preference for branched histo-blood group oligosaccharides. The crystallographic structure of PLTL in complex with the BLeb pentasaccharide reveals a network of direct and water-mediated hydrogen bonds simultaneously stabilizing the Fucα1-2 and Galα1-3 moieties, which define its narrow glycan specificity. A combination of mass spectrometry, protein crystallography, and analytical ultracentrifugation showed a unique hexameric PLTL architecture stabilized by intermolecular disulfide bridges. Our data suggest that PLTL may contribute to the mutualistic relationship between Photorhabdus and its nematode symbiont, Heterorhabditis bacteriophora, rather than playing a role in the interaction with the insect host. This study provides a structural and functional characterization of PLTL, a newly identified member of the TNF-like lectin family. Comparative analysis with BC2L-CN highlights both conserved and distinct structural features, suggesting potential applications in glycan recognition-based diagnostics or biotechnological tools beyond its biological role. Our findings underscore its complex glycan specificity and offer insights into its potential role in Photorhabdus-nematode symbiosis.

光habdus细菌与Heterorhabditis nematodes生活在共生关系中,它们共同作为有效的昆虫病原体。这些细菌产生多种凝集素,糖结合蛋白,被认为在光habdus,线虫和它们的昆虫宿主之间复杂的三方相互作用中起着至关重要的作用。其中一种凝集素是在laumondii光habdus中发现的肿瘤坏死因子(TNF)样凝集素(PLTL)。BC2L-C凝集素(BC2L-CN)的n端结构域具有显著的序列相似性,BC2L-CN是一种类似tnf的凝集素,因其对与人类胚胎干细胞和某些癌症相关的集中聚糖的特异性而被认可。通过聚糖阵列分析和表面等离子体共振,我们确定了PLTL对支化组织血型低聚糖的结合偏好。PLTL与BLeb五糖配合物的晶体结构揭示了一个直接和水介导的氢键网络,同时稳定了Fucα1-2和Galα1-3基团,这决定了它的窄聚糖特异性。质谱、蛋白质晶体学和分析超离心的结合显示了一种独特的六聚体PLTL结构,该结构由分子间二硫桥稳定。我们的数据表明,PLTL可能有助于光habdus与其线虫共生体Heterorhabditis bacteriophora之间的互惠关系,而不是与昆虫宿主的相互作用。本研究提供了PLTL的结构和功能特征,PLTL是一种新发现的tnf样凝集素家族成员。与BC2L-CN的比较分析突出了其保守和独特的结构特征,表明其在基于聚糖识别的诊断或生物技术工具方面的潜在应用超出了其生物学作用。我们的研究结果强调了其复杂的聚糖特异性,并为其在光线虫共生中的潜在作用提供了见解。
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引用次数: 0
Comprehensive analysis of the role of ASC1 and APE2 introns on cellular fitness, transcription, and post-transcriptional dynamics. 综合分析ASC1和APE2内含子在细胞适应性、转录和转录后动力学中的作用。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-10-23 DOI: 10.1111/febs.70294
Emma Fidler, Zulifa Khan, Ahlam Awada, Katherine Dwyer, Susheel Pangeni, Takeshi Sakamoto, Athar Ansari

A splicing-competent intron has been found to affect the expression of a gene at almost every step between transcription and translation. In this investigation, we performed a comprehensive analysis of the role of an intron from two yeast genes, ASC1 and APE2, on cellular fitness and at different steps of gene expression. Mutants containing intronless versions of either gene grew 30-60% slower than their intron-containing counterparts, and their growth was compromised on ethanol and glycerol medium. Furthermore, there was an enhanced R-loop signal in the coding region of both genes in the absence of the intron. Steady-state RNA levels of ASC1 and APE2 decreased by about 30-fold and 5-fold, respectively, in the absence of the intron. Nascent transcription analysis revealed a drop in transcription of both ASC1 and APE2 by 4-10 fold and 2-5 fold, respectively, in the intronless state. The half-life of mRNA of both genes registered a 2- to 3-fold decline in the absence of an intron. A fluorescence in situ hybridization approach detected an increase in nuclear retention of mRNA in the absence of the intron for both genes. Measurement of protein level by western blot found no detectable signal for either protein in the absence of an intron. These results suggest that the introns of both genes affect the expression of their genes at the level of transcription, mRNA stability, and nucleocytoplasmic transport of mRNA. Furthermore, both ASC1 and APE2 introns affect the fitness of cells in terms of growth rate and the ability to grow on different carbon sources.

一个剪接能力的内含子已经被发现影响基因在转录和翻译之间的几乎每一步的表达。在这项研究中,我们对两个酵母基因ASC1和APE2的内含子在细胞适应性和基因表达的不同步骤中的作用进行了全面分析。含有两种基因无内含子版本的突变体比含有内含子版本的突变体生长慢30-60%,并且它们在乙醇和甘油培养基上的生长受到损害。此外,在没有内含子的情况下,两个基因的编码区R-loop信号增强。在没有内含子的情况下,ASC1和APE2的稳态RNA水平分别下降了约30倍和5倍。新生转录分析显示,在无内含子状态下,ASC1和APE2的转录分别下降了4-10倍和2-5倍。在缺少内含子的情况下,两种基因的mRNA的半衰期都下降了2- 3倍。荧光原位杂交方法检测到在两个基因缺少内含子的情况下,mRNA的核保留增加。在缺少内含子的情况下,用western blot检测蛋白质水平,发现两种蛋白质都没有可检测的信号。这些结果表明,这两个基因的内含子在转录、mRNA稳定性和mRNA的核质转运水平上影响其基因的表达。此外,ASC1和APE2内含子都影响细胞的生长速率和在不同碳源上生长的能力。
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引用次数: 0
Hydration-coupled allosteric locking of a phenol- and zinc-free bioactive insulin analog. 无酚和无锌生物活性胰岛素类似物的水合偶联变构锁定。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-10-22 DOI: 10.1111/febs.70283
Esra Ayan, Hiroaki Matsuura, Yoshiaki Kawano, Zain Abhari, Abdullah Kepceoğlu, Takehiko Tosha, Hasan Demirci

Modern insulin still depends on phenol and zinc to keep the hormone stable in vials and pumps, yet both additives slow absorption and raise safety concerns. We therefore asked a simple, clinically driven question: Can we stabilize the fast-acting T-state of insulin without phenol/zinc by exploiting pH-dependent water and anion binding? Using high-resolution synchrotron crystallography (1.4-1.76 Å), we solved novel designer and acid-stable cubic insulin structures from pH 2 to 6 in citrate-sulfate buffers and mapped solvent/anion contacts onto computational analyses. Across the acidic range, we uncovered a conserved 'water-anion clamp' centered on the Phe1ᴮ-Asn3ᴮ pocket that locks insulin in its bioactive T-conformation while neutralizing the protein's positive charge. This clamp: (i) removes the need for phenolic ligands, and (ii) keeps monomers soluble at high concentration. The structural blueprint we provide can guide formulation of phenol- and zinc-free, ultra-rapid insulin for subcutaneous pumps and high-strength cartridges, addressing unmet needs in intensive diabetes management. By clarifying how simple buffer anions and structured water can replace traditional preservatives, our work may link atomic-level detail to a practical therapeutic goal: faster, safer insulin delivery.

现代胰岛素仍然依赖于苯酚和锌来保持小瓶和泵中的激素稳定,但这两种添加剂都减缓了吸收,并引起了安全问题。因此,我们提出了一个简单的,临床驱动的问题:我们能否通过利用ph依赖性水和阴离子结合来稳定胰岛素的速效t状态,而不需要苯酚/锌?利用高分辨率同步加速器晶体学(1.4-1.76 Å),我们在柠檬酸盐-硫酸盐缓冲液中解决了pH为2至6的新型设计和酸稳定的立方胰岛素结构,并将溶剂/阴离子接触映射到计算分析中。在酸性范围内,我们发现了一个保守的“水-阴离子钳”,它以Phe1 -Asn3为中心,将胰岛素锁定在其生物活性的t构象中,同时中和蛋白质的正电荷。这种箝位:(i)消除了对酚类配体的需要,(ii)在高浓度下保持单体可溶。我们提供的结构蓝图可以指导无酚和无锌、用于皮下泵和高强度胰岛素盒的超快速胰岛素的配方,解决糖尿病强化管理中未满足的需求。通过阐明简单的缓冲阴离子和结构水如何取代传统的防腐剂,我们的工作可能将原子水平的细节与实际的治疗目标联系起来:更快,更安全的胰岛素输送。
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引用次数: 0
Psoriasis-like inflammation induces structural and functional changes in mitochondria. 牛皮癣样炎症诱导线粒体的结构和功能改变。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-10-28 DOI: 10.1111/febs.70301
Gabrielė Kulkovienė, Martyna Uldukytė, Sofiya Haluts, Milda Kairytė, Jonas Šoliūnas, Viktorija Šalčiūtė, Rūta Inčiūraitė, Jurgita Skiecevičienė, Monika Iešmantaitė, Ramunė Morkūnienė, Aistė Jekabsone

Mitochondrial structural and functional changes accompany psoriasis, yet the mitochondrial response to psoriatic inflammation in keratinocytes and fibroblasts remains unexplored. In this study, we investigated the effect of psoriasis-like inflammation (PLI) induced by a cytokine cocktail (interleukin (IL)-17A, IL-22 and tumour necrosis factor (TNF)-α) on mitochondrial network morphology and function in cultured keratinocytes (HaCaT) and fibroblasts (BJ-5ta). In both cell types, PLI triggered the expression of psoriasis-related Elafin and high amounts of cytokines (IL-1, IL-6), interferons (IFN-α, IFN-β, IFN-γ), and chemokines (C-C motif chemokine 5 (CCL5) and IL-8), accompanied by increased mitochondrial membrane potential, reactive oxygen species (ROS) production, respiration suppression, network fragmentation, swelling and cristae disassembly. Stimulated emission depletion (STED) nanoscopy revealed the disappearance of mitochondrial cristae in response to PLI, with the process starting more quickly and being more pronounced in keratinocytes than in fibroblasts. These findings highlight cell-specific mitochondrial responses to psoriatic inflammation, guiding future investigations towards new pharmacological targets for managing psoriasis.

银屑病伴随线粒体结构和功能改变,但线粒体对银屑病炎症的反应在角质形成细胞和成纤维细胞中仍未被研究。在这项研究中,我们研究了细胞因子混合物(白细胞介素(IL)-17A、IL-22和肿瘤坏死因子(TNF)-α)诱导的银屑病样炎症(PLI)对培养的角质形成细胞(HaCaT)和成纤维细胞(BJ-5ta)线粒体网络形态和功能的影响。在这两种细胞类型中,PLI触发了银屑病相关的Elafin和大量细胞因子(IL-1、IL-6)、干扰素(IFN-α、IFN-β、IFN-γ)和趋化因子(C-C基元趋化因子5 (CCL5)和IL-8)的表达,并伴有线粒体膜电位升高、活性氧(ROS)产生、呼吸抑制、网络断裂、肿胀和嵴解体。受激辐射耗竭(STED)纳米镜显示,PLI导致线粒体嵴消失,与成纤维细胞相比,这一过程在角质形成细胞中开始得更快、更明显。这些发现强调了细胞特异性线粒体对银屑病炎症的反应,指导了未来研究银屑病治疗的新药理学靶点。
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引用次数: 0
TGFβ enhances platelet-breast-cancer-cell interaction and promotes platelet aggregation. TGFβ增强血小板与乳腺癌细胞的相互作用并促进血小板聚集。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-10-17 DOI: 10.1111/febs.70279
Margherita Genitoni, Lucia Merolle, Agnese Razzoli, Eleonora Maurizi, Gaia Gavioli, Roberto Baricchi, Chiara Marraccini, Davide Schiroli

Platelets (PLTs) have a significant impact on tumor development and progression, particularly in breast cancer, and contribute to cancer-associated thrombosis (CAT). Transforming growth factor beta (TGFβ), which is abundantly secreted by PLTs, is known to promote cancer aggressiveness. Nevertheless, the role of TGFβ in the PLT-cancer-cell interaction is largely unexplored. This study investigates how TGFβ stimulation of MCF7 breast cancer cells affects their capacity to interact with PLTs and induce PLT aggregation. MCF7, pre-treated with TGFβ and then exposed to PLTs, exhibited enhanced epithelial-mesenchymal transition (EMT) and a significantly increased ability to bind PLTs in suspension, as well as to stimulate PLT activation and aggregation. Gene expression and surface protein analyses revealed that TGFβ induced the upregulation of MCF7 adhesion molecules such as integrin-αv/CD51 and galectin-3. Intriguingly, these effects were abolished when cells were plated at high density, suggesting that TGFβ signaling may be influenced by cell junction regulation. Furthermore, we selected specific inhibitors of integrin-αv (cilengitide) and galectin-3 (GB1107) that did not interfere with PLT aggregation itself. Cilengitide, but not GB1107, effectively reduced the increased PLT-MCF7 interaction induced by TGFβ. Both inhibitors, however, significantly diminished PLT aggregation triggered by TGFβ-treated MCF7 cells. Complementary analyses of proteomic datasets from breast cancer tissues demonstrated a significant positive correlation between TGFβ1 and the platelet marker integrin alpha-IIb (ITGA2B; also known as CD41), particularly in luminal A subtypes and in cancers with lymph node involvement. These findings suggest that TGFβ stimulation enhances PLT-breast-cancer cell interactions and promotes PLT aggregation through the upregulation of specific adhesion proteins, thereby potentially contributing to CAT and metastatic progression.

血小板(PLTs)对肿瘤的发生和发展有重要影响,特别是在乳腺癌中,并有助于癌症相关血栓形成(CAT)。转化生长因子β (TGFβ),由plt大量分泌,已知可促进癌症侵袭性。然而,TGFβ在plt -癌细胞相互作用中的作用在很大程度上尚未被探索。本研究探讨TGFβ刺激MCF7乳腺癌细胞如何影响其与PLT相互作用和诱导PLT聚集的能力。用tgf - β预处理MCF7,然后暴露于PLT,表现出增强的上皮-间质转化(EMT)和显著增强的悬浮中结合PLT的能力,以及刺激PLT激活和聚集的能力。基因表达和表面蛋白分析显示,TGFβ诱导MCF7粘附分子如整合素-αv/CD51和半乳糖凝集素-3上调。有趣的是,当细胞被高密度处理时,这些效应被消除,这表明tgf - β信号可能受到细胞连接调节的影响。此外,我们选择了特异性的整合素-αv(西伦吉肽)和半凝集素-3 (GB1107)抑制剂,它们不会干扰PLT本身的聚集。西伦吉肽,而非GB1107,能有效降低TGFβ诱导的PLT-MCF7相互作用。然而,这两种抑制剂都能显著降低tgf β处理的MCF7细胞引发的PLT聚集。来自乳腺癌组织的蛋白质组学数据集的补充分析表明,tgf - β1与血小板标志物整合素α - iib (ITGA2B,也称为CD41)之间存在显著的正相关,特别是在管腔a亚型和淋巴结累及的癌症中。这些发现表明,TGFβ刺激增强了PLT-乳腺癌细胞的相互作用,并通过上调特异性粘附蛋白促进PLT聚集,从而可能促进CAT和转移进展。
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引用次数: 0
Modifying inhibitor specificity for homologous enzymes by machine learning. 通过机器学习修饰抑制剂对同源酶的特异性。
IF 4.2 Pub Date : 2026-02-01 Epub Date: 2025-09-05 DOI: 10.1111/febs.70249
Dor S Gozlan, Reut Meiri, Gili Shapira, Matt Coban, Evette S Radisky, Yaron Orenstein, Niv Papo

Selective inhibitors are essential for targeted therapeutics and for probing enzyme functions in various biological systems. The two main challenges in identifying such protein-based inhibitors lie in the extensive experimental effort required, including the generation of large libraries, and in tailoring the selectivity of inhibitors to enzymes with homologous structures. To address these challenges, machine learning (ML) is being used to improve protein design by training on targeted libraries and identifying key interface mutations that enhance affinity and specificity. However, such ML-based methods are limited by inaccurate energy calculations and difficulties in predicting the structural impacts of multiple mutations. Here, we present an ML-based method that leverages HTS data to streamline the design of selective protease inhibitors. To demonstrate its utility, we applied our new method to find inhibitors of matrix metalloproteinases (MMPs), a family of homologous proteases involved in both physiological and pathological processes. By training ML models on binding data for three MMPs (MMP-1, MMP-3, and MMP-9), we successfully designed a novel N-TIMP2 variant with a differential specificity profile, namely, high affinity for MMP-9, moderate affinity for MMP-3, and low affinity for MMP-1. Our experimental validation showed that this novel variant exhibited a significant specificity shift and enhanced selectivity compared with wild-type N-TIMP2. Through molecular modeling and energy minimization, we obtained structural insights into the variant's enhanced selectivity. Our findings highlight the power of ML-based methods to reduce experimental workloads, facilitate the rational design of selective inhibitors, and advance the understanding of specific inhibitor-enzyme interactions in homologous enzyme systems.

选择性抑制剂对于靶向治疗和探测各种生物系统中的酶功能是必不可少的。鉴定这种基于蛋白质的抑制剂的两个主要挑战在于需要大量的实验工作,包括生成大型文库,以及调整抑制剂对具有同源结构的酶的选择性。为了应对这些挑战,机器学习(ML)正被用于通过训练目标文库和识别增强亲和力和特异性的关键接口突变来改进蛋白质设计。然而,这种基于ml的方法受到能量计算不准确和难以预测多个突变的结构影响的限制。在这里,我们提出了一种基于ml的方法,利用HTS数据来简化选择性蛋白酶抑制剂的设计。为了证明它的实用性,我们应用我们的新方法来寻找基质金属蛋白酶(MMPs)的抑制剂,这是一个参与生理和病理过程的同源蛋白酶家族。通过对三种MMPs (MMP-1、MMP-3和MMP-9)的结合数据进行ML模型训练,我们成功设计了一种新的N-TIMP2变体,它具有不同的特异性,即对MMP-9具有高亲和力,对MMP-3具有中等亲和力,对MMP-1具有低亲和力。我们的实验验证表明,与野生型N-TIMP2相比,这种新变体表现出显著的特异性转移和增强的选择性。通过分子建模和能量最小化,我们获得了变体增强选择性的结构见解。我们的研究结果突出了基于ml的方法在减少实验工作量,促进选择性抑制剂的合理设计以及促进对同源酶系统中特定抑制剂-酶相互作用的理解方面的力量。
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