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Tuning the H2 Production Activity of ToHydA by Molecular Simulation-Informed Protein Engineering 利用分子模拟信息蛋白工程调控ToHydA产氢活性
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-13 DOI: 10.1021/acs.biochem.6c00006
Chandan K. Das, , , Subhasri Ghosh, , , Shuvankar Naskar, , , Thomas Happe*, , and , Lars V. Schäfer*, 

In the context of biohydrogen production, the O2-stable Group B [FeFe]-hydrogenase from Thermosediminibacter oceani has attracted significant interest due to its distinctive TSCCCP motif near the active site, which contains an additional (third) cysteine residue that is absent in the TSCCP motif of standard Group A hydrogenases. The precise role of the additional cysteine residue in H2 production has remained an open question. In this study, we sought to contribute to the understanding of this cysteine’s role in H2 production by combining molecular dynamics (MD) simulations, site-directed mutagenesis, biochemical assays, and Fourier-transform infrared (FTIR) spectroscopy. Remarkably, a cysteine-to-serine exchange variant (TSSCCP) demonstrated enhanced H2 production activity without compromising the O2-stability of ToHydA, offering new insights into its functional dynamics.

在生物制氢的背景下,来自海洋热沉积杆菌(Thermosediminibacter oceani)的o2稳定的B族[FeFe]氢化酶引起了极大的兴趣,因为它在活性位点附近具有独特的TSCCCP基序,其中含有标准A族氢化酶TSCCP基序中不存在的额外(第三)半胱氨酸残基。额外的半胱氨酸残基在H2生产中的确切作用仍然是一个悬而未决的问题。在这项研究中,我们试图通过结合分子动力学(MD)模拟、位点定向诱变、生化分析和傅里叶变换红外(FTIR)光谱来了解这种半胱氨酸在H2生产中的作用。值得注意的是,一种半胱氨酸-丝氨酸交换变体(TSSCCP)在不影响ToHydA的o2稳定性的情况下显示出增强的H2生产活性,为其功能动力学提供了新的见解。
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引用次数: 0
Proton-Coupled Chromophore and Protein Structural Changes Control Phytochrome Activation 质子偶联发色团和蛋白质结构变化控制光敏色素活化。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-13 DOI: 10.1021/acs.biochem.5c00713
Galaan Merga, , , Maximilian Große, , , Anastasia Kraskov, , , Francisco Velazquez Escobar, , , Norbert Michael, , , Manal Ebrahim, , , Luisa Sauthof, , , Patrick Scheerer, , , Franz Bartl*, , and , Peter Hildebrandt*, 

Phytochromes are sensory photoreceptors in eukaryotes and prokaryotes that control physiological processes. In prototypical phytochromes, photoisomerization of the methine-bridged tetrapyrrole of the Pr state is the first step in (de)activating the photoreceptor. The underlying reaction sequence runs through a series of intermediate states. Among them, the Meta-Rc state plays a critical role since it precedes the formation of the Pfr state, which is linked to the functional secondary structure transition of the tongue, a phytochrome-specific peptide segment. In this work, we have studied the structure and reactions of Meta-Rc of the bacterial phytochrome Agp1 (Agrobacterium fabrum) by IR difference and resonance Raman spectroscopy. It is shown that the formation of Meta-Rc is associated with the enolization of the terminal ring D and the deprotonation of ring B or C, whereas reprotonation of the chromophore occurs with the decay of Meta-Rc. Proton migration represents the essential trigger for the secondary structure transition of the tongue since the β-sheet and α-helix structures can be interconverted by changing the pH. The pH-dependent conformational equilibrium is observed in Meta-Rc at 250 K and in Pfr at 290 K, albeit with different pKA values. The results show that the secondary structure transition is induced by chromophore-linked proton transfer steps rather than by conformational relaxations of the chromophore itself. In view of previous findings on the proton dependence of the reverse process in bathy phytochromes, we conclude that intramolecular proton transfer is an indispensable prerequisite for the secondary structure transition in phytochromes in general.

光敏色素是真核生物和原核生物中控制生理过程的感觉光感受器。在光敏色素的原型中,Pr态的甲基桥接四吡咯的光异构化是激活光感受器的第一步。潜在的反应序列经过一系列中间状态。其中,Meta-Rc状态先于Pfr状态的形成,起着至关重要的作用,而Pfr状态与舌的功能性二级结构转变(光敏色素特异性肽段)有关。本文利用红外差值和共振拉曼光谱研究了细菌光敏色素Agp1 (Agrobacterium fabrum)的Meta-Rc的结构和反应。结果表明,Meta-Rc的形成与末端环D的烯醇化和B环或C环的去质子化有关,而发色团的再生则与Meta-Rc的衰变有关。质子迁移是舌头二级结构转变的重要触发因素,因为β-片和α-螺旋结构可以通过改变ph相互转换。250 K时Meta-Rc和290 K时Pfr的构象平衡依赖于ph,尽管pKA值不同。结果表明,二级结构转变是由发色团连接的质子转移步骤引起的,而不是由发色团本身的构象弛豫引起的。鉴于前人对光敏色素中质子依赖的研究结果,我们认为分子内质子转移是光敏色素二级结构转变不可或缺的先决条件。
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引用次数: 0
KRAS Can Bind to FTase Despite Disruption of the CAAX Binding Site 尽管CAAX结合位点被破坏,KRAS仍能与FTase结合。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-12 DOI: 10.1021/acs.biochem.5c00732
Martin Carion, , , Rebeca Cuesta, , , Dominika Kowalczyk, , , Wim Smets, , , Erik Soons, , , Hugo Klaassen, , , Bart Vanderhoydonck, , , Arnaud Marchand, , , Matthias Versele, , , Patrick Chaltin, , , Peter Dedecker, , , Heewon Park*, , and , Shehab Ismail*, 

Protein prenylation is a post-translational modification promoting membrane association where isoprenoid lipids attach to C-terminal cysteines of eukaryotic proteins such as Ras and Rho GTPases, nucleus lamins, and G-protein subunits. Three enzymes catalyze this process: farnesyltransferase (FTase) and geranylgeranyltransferase type I and II (GGTase I and RabGGTase). FTase and GGTase-I recognize C-terminal CaaX motifs, of which the terminal amino acid confers specificity. Due to its involvement in oncogenic Ras activation, FTase has become a major anticancer target for drug development. Although first-generation FTase inhibitors failed in clinical trials in many cancers due to compensatory geranylgeranylation of KRAS and NRAS, they remain effective against HRAS-driven tumors and other pathologies, such as Hutchinson–Gilford progeria syndrome. The FTase inhibitor A-176120 was reported to compete with farnesyl and not KRAS. However, our crystallographic and biochemical analyses reveal that A-176120 sterically interferes with the engagement of the KRAS CAAX motif, reducing, but not abolishing, its binding to FTase.

蛋白质前酰化是一种促进膜结合的翻译后修饰,类异戊二烯类脂质附着在真核蛋白的c端半胱氨酸上,如Ras和Rho gtpase、核层蛋白和g蛋白亚基。三种酶催化这一过程:法尼基转移酶(FTase)和香叶基转移酶I型和II型(GGTase I和RabGGTase)。FTase和GGTase-I识别c端CaaX基序,其末端氨基酸赋予特异性。由于其参与致癌Ras激活,FTase已成为药物开发的主要抗癌靶点。尽管由于KRAS和NRAS的代偿性香叶酰化,第一代FTase抑制剂在许多癌症的临床试验中失败,但它们对hras驱动的肿瘤和其他病理(如Hutchinson-Gilford早衰综合征)仍然有效。据报道,FTase抑制剂A-176120与farnesyl而不是KRAS竞争。然而,我们的晶体学和生化分析表明,A-176120在空间上干扰KRAS CAAX基序的结合,减少而不是消除其与FTase的结合。
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引用次数: 0
Targeted Protein Degrader from Ginkgo to Mitigate Amyloid β-Induced Neurotoxicity 银杏靶向蛋白降解物减轻β淀粉样蛋白诱导的神经毒性。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-12 DOI: 10.1021/acs.biochem.5c00763
Bamaprasad Dutta, , , Shining Loo, , , Antony Kam, , , Chuan-Fa Liu, , and , James P. Tam*, 

Protein degradation through the autophagy–lysosome process by eukaryotic cells is a major pathway to remove unwanted proteins, organelles, and invading pathogens. It is also an emerging intervention strategy to selectively eliminate inaccessible toxic amyloid proteins to prevent amyloid β (Aβ)-induced neurotoxicity. Currently, there is no natural product-derived peptide that targets amyloid proteins for degradation through the autophagy–lysosome pathway. We recently discovered a new peptide family from Ginkgo biloba nuts, which we termed β-ginkgotides. The prototype β-gB1 is 20-residue in length, cross-braced by three disulfides, and stable to proteolytic degradation. Importantly, it has an LC3-interacting region (LIR) motif, which promotes selective autophagy to degrade harmful proteins and to prevent cell death. Here, we show that β-gB1 is cell-penetrating, primarily entering cells through energy-dependent endocytosis, and protects Aβ-induced neurotoxicity using an SH-SY5Y neuronal cell-based model. Functional studies using synthetic β-gB1 revealed that it impedes Aβ accumulation and reverses the altered gene expression associated with Alzheimer’s disease (AD) pathophysiology induced by Aβ. Importantly, β-gB1 maintains cellular homeostasis and enhances the clearance of Aβ aggregates through selective autophagy, thereby safeguarding neurons from Aβ toxicity. Collectively, these results support that β-ginkgotide is a first-in-class cysteine-rich peptide (CRP)-based targeted protein degrader and underscore its potential as a novel and promising neuroprotective therapeutic to manage Aβ-induced neurotoxicity in AD and other neurodegenerative disorders.

真核细胞通过自噬-溶酶体过程降解蛋白质是去除不需要的蛋白质、细胞器和入侵病原体的主要途径。它也是一种新兴的干预策略,选择性地消除不可接近的有毒淀粉样蛋白,以防止淀粉样蛋白β (Aβ)诱导的神经毒性。目前,还没有一种天然产物衍生肽能够通过自噬-溶酶体途径靶向淀粉样蛋白进行降解。我们最近从银杏中发现了一个新的肽家族,我们将其命名为β-银杏苷。原型β-gB1长度为20个残基,由三个二硫化物交叉支撑,对蛋白水解降解稳定。重要的是,它具有lc3相互作用区(LIR)基序,可促进选择性自噬以降解有害蛋白并防止细胞死亡。在这里,我们通过SH-SY5Y神经元细胞模型证明β-gB1具有细胞穿透性,主要通过能量依赖性内吞作用进入细胞,并保护a - β诱导的神经毒性。利用合成β-gB1进行的功能研究表明,它可以阻止Aβ的积累,并逆转与Aβ诱导的阿尔茨海默病(AD)病理生理相关的基因表达改变。重要的是,β-gB1维持细胞稳态,并通过选择性自噬增强Aβ聚集体的清除,从而保护神经元免受Aβ毒性。总的来说,这些结果支持β-银杏苷是一种一流的基于半胱氨酸富肽(CRP)的靶向蛋白降解剂,并强调了其作为一种新的有前途的神经保护治疗药物的潜力,可以治疗a - β诱导的AD和其他神经退行性疾病的神经毒性。
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引用次数: 0
Bacterial Cofactors for CRISPR Activation CRISPR激活的细菌辅助因子。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-12 DOI: 10.1021/acs.biochem.5c00738
Zhipeng Wang, , , Yujue Wang, , and , Quanjiang Ji*, 

Anti-CRISPR (Acr) proteins have long exemplified the viral counterattack against CRISPR-Cas immunity. By contrast, comparatively little is known about host proteins that may increase Cas effector activity. Recent work on a compact type V nuclease, Cas12p, demonstrates that this phage-associated effector depends on the bacterial thioredoxin TrxA for efficient DNA cleavage. TrxA binds a dedicated thioredoxin-binding (TB) domain on Cas12p through a redox-sensitive interaction, promoting an active conformation competent for DNA cleavage. This finding adds to a small but growing set of CRISPR activators and highlights that CRISPR-Cas systems are not static defense modules but dynamic networks shaped by auxiliary factors that can fine-tune their activity.

抗crispr (Acr)蛋白早就证明了病毒对CRISPR-Cas免疫的反击。相比之下,对可能增加Cas效应物活性的宿主蛋白知之甚少。最近对紧凑型V型核酸酶Cas12p的研究表明,这种噬菌体相关效应物依赖于细菌硫氧还蛋白TrxA进行有效的DNA切割。TrxA通过氧化还原敏感相互作用结合Cas12p上的专用硫氧还蛋白结合(TB)结构域,促进能够进行DNA切割的活性构象。这一发现增加了一组小但不断增长的CRISPR激活剂,并强调CRISPR- cas系统不是静态防御模块,而是由可以微调其活性的辅助因素形成的动态网络。
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引用次数: 0
Computational Evolution of Anti-PD-1 Antibodies Induces Structural Refolding for High-Affinity Interactions 抗pd -1抗体的计算进化诱导高亲和力相互作用的结构重折叠。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-11 DOI: 10.1021/acs.biochem.5c00574
Yuanjun Shi, , , Yeil Kim, , , Pulan Liu, , , Jimin Wang*, , , Shaogeng Tang*, , and , Victor S. Batista*, 

Checkpoint inhibitors targeting the PD-1/PD-L1 axis are key immunotherapies, but the dynamic and flexible nature of PD-1 complicates rational antibody engineering. Here, we use computational saturation mutagenesis, AlphaFold prediction, and molecular dynamics (MD) simulations to evolve pembrolizumab variants with suitable binding. Seven engineered antibodies form additional salt bridges and hydrophobic contacts via refolding of both the antibody and the PD-1 interface. One variant, m7p.5, displays improved biphasic kinetics and high-affinity binding (KD,apparent = 62 pM). Structural changes include an α-helix to loop transition in the antibody heavy chain and a 4.6-Å Cα shift of a PD-1 loop. These results show that computational evolution can access binding modes inaccessible to traditional rigid structural design, enabling high-affinity antibodies for flexible targets. It is demonstrated that our integrated computational approaches including MD simulations can generate new picomolar high-affinity antibodies targeting specific epitopes of proteins that may be intrinsically flexible and are difficult to target with reasonable computational cost, which would be far less than an experimental cost for finding new antibodies with equivalent binding affinities. This study provides a new tool that can be combined with other artificial-intelligence-based antibody generation against PD-1 from the existing anti-PD-1 antibody library with broad applications in protein–protein interactions.

靶向PD-1/PD-L1轴的检查点抑制剂是关键的免疫疗法,但PD-1的动态性和灵活性使合理的抗体工程复杂化。在这里,我们使用计算饱和诱变、AlphaFold预测和分子动力学(MD)模拟来进化具有合适结合的派姆单抗变体。7种工程抗体通过抗体和PD-1界面的再折叠形成额外的盐桥和疏水接触。一个变体,m7p。5,表现出改善的双相动力学和高亲和力结合(KD,表观= 62 pM)。结构变化包括抗体重链上α-螺旋到环的转变和PD-1环的4.6-Å Cα位移。这些结果表明,计算进化可以获得传统刚性结构设计无法获得的结合模式,使高亲和力抗体能够针对柔性靶标。结果表明,包括MD模拟在内的综合计算方法可以生成新的皮摩尔高亲和力抗体,靶向蛋白质的特定表位,这些表位可能具有内在的灵活性,并且难以以合理的计算成本靶向,这将远远低于寻找具有等效结合亲和力的新抗体的实验成本。该研究提供了一种新的工具,可以与现有抗PD-1抗体库中其他基于人工智能的抗PD-1抗体生成相结合,在蛋白质-蛋白质相互作用中具有广泛的应用。
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引用次数: 0
Structural Insights into PFAS-β-Lactoglobulin-Binding Mechanism Mediating PFAS Toxicity PFAS-β-乳球蛋白结合机制介导PFAS毒性的结构见解。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-10 DOI: 10.1021/acs.biochem.5c00606
Shalja Verma, , , Anika Singh, , , Randhal S. Ramirez Orozco, , , Lela Vukovic, , , Mahesh Narayan*, , and , Pravindra Kumar*, 

The strong, polar covalent nature of C–F bonds contributes to the permanent nature of per- and polyfluoroalkyl substances (PFAS). PFAS are toxic to humans. Here, we have examined the ability of the small, globular milk protein β-lactoglobulin to bind PFAS. This protein transports hydrophobic and amphiphilic compounds, including retinol and fatty acids, for vision and brain development; therefore, understanding its interactions with PFAS is significant. The crystal structures of β-lactoglobulin complexed with PFOA (perfluorooctanoic acid) at 2.0 Å, PFOS (perfluorooctanesulfonic acid) at 2.5 Å, and PFDA (perfluorodecanoic acid) at 2.0 Å reveal the high affinity of the compounds for the central calyx of β-lactoglobulin, which is the canonical retinol and fatty acid binding site. Analyses of the data indicate significant hydrophobic interactions stabilizing the binding of the PFAS hydrophobic “tails” within the calyx and interactions between Lys60 and Lys69 and the PFAS polar head groups. Comparative structural analysis revealed the presence of an open conformation of the EF loop containing the Glu89 latch residue in the complexed structures compared to the apo-form. Molecular dynamics (MD) simulations revealed the high stability of PFAS binding and the attainment of energy minima in all complexes. The average binding energy of PFDA in the β-lactoglobulin calyx was −25 kcal/mol, which was higher than that of PFOS (−21 kcal/mol) and PFOA (−23 kcal/mol) due to the increased van der Waals interactions between the longer hydrophobic chain of PFDA and β-lactoglobulin. This work advances a mechanism by which β-lactoglobulin can recruit PFAS and act as a transporter for the “forever” chemical, potentially mediating its neurotoxicity.

C-F键的强极性共价键性质决定了全氟烷基和多氟烷基物质(PFAS)的永久性。PFAS对人体有毒。在这里,我们研究了小的球状乳蛋白β-乳球蛋白结合PFAS的能力。这种蛋白质运输疏水性和两亲性化合物,包括视黄醇和脂肪酸,用于视力和大脑发育;因此,了解其与PFAS的相互作用是非常重要的。β-乳球蛋白与PFOA(全氟辛酸)在2.0 Å、PFOS(全氟辛烷磺酸)在2.5 Å和PFDA(全氟烷酸)在2.0 Å络合的晶体结构表明,这些化合物对β-乳球蛋白的中心花萼具有很高的亲和力,而β-乳球蛋白是视黄醇和脂肪酸的典型结合位点。数据分析表明,显著的疏水相互作用稳定了萼内PFAS疏水“尾”的结合,以及Lys60和Lys69与PFAS极性头基团之间的相互作用。比较结构分析显示,在复杂结构中,与载脂蛋白形式相比,EF环的开放构象中含有Glu89锁存残基。分子动力学(MD)模拟表明,PFAS结合的稳定性高,在所有配合物中都达到了能量最小。PFDA在β-乳球蛋白花萼中的平均结合能为-25 kcal/mol,高于PFOS (-21 kcal/mol)和PFOA (-23 kcal/mol),这是由于PFDA与β-乳球蛋白长链之间的范德华相互作用增加所致。这项工作提出了一种机制,β-乳球蛋白可以招募PFAS并作为“永久”化学物质的转运体,潜在地介导其神经毒性。
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引用次数: 0
H2S-Mediated Persulfidation of the Classical Zinc Finger Protein Yin-Yang 1 h2s介导的经典锌指蛋白的过硫化
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-06 DOI: 10.1021/acs.biochem.5c00395
Madison M. Worth, , , Logan J. Badeau, , , Abigail D. Reitz, , and , Sarah L. J. Michel*, 

Yin-Yang 1 (YY1) is a CCHH-type classical zinc finger (ZF) protein that plays diverse roles in gene expression, acting as both a transcriptional activator and repressor, which is important for DNA repair, neuronal development, and oncogenesis. Classical ZFs adopt a ββα fold upon Zn(II) binding, and YY1 contains four CCHH-type domains. The two central domains (ZF2 and ZF3) are known to directly bind to DNA. Although ZFs have traditionally been viewed as just structural domains, emerging data shows that ZFs can be modified by the gaseous signaling molecule hydrogen sulfide, H2S, to form persulfides. These data are principally from proteomics studies from which several classical ZFs, including YY1, were identified as persulfidated. Herein, we report how the classical ZF YY1 is persulfidated by H2S and the effects of persulfidation on DNA binding using three ZF constructs containing the second domain (YY1-ZF2), third domain (YY1-ZF3), and both the second and third domains (YY1-ZF2-ZF3). Persulfidation of all three constructs was observed using an NBF-Cl/dimedone tag-switch method. Persulfidation required Zn(II) and O2. Superoxide, as measured by hydroethidine and superoxide dismutase experiments, was also observed as an intermediate. YY1-ZF2-ZF3 was also shown to bind to the adeno-associated virus P5 initiator and IL-6 promoter DNA via a fluorescence anisotropy assay. This ZF/DNA binding was abrogated by H2S; however, when DNA was bound to YY1-ZF2-ZF3, it was unreactive to H2S modification suggesting a protective effect of the DNA macromolecule. In addition, H2S disrupted the secondary structure of all three YY1 constructs as measured by circular dichroism.

阴阳1 (Yin-Yang 1, YY1)是一种cchh型经典锌指(zinc finger, ZF)蛋白,在基因表达中发挥多种作用,同时作为转录激活因子和转录抑制因子,在DNA修复、神经元发育和肿瘤发生中发挥重要作用。经典ZFs在Zn(II)结合时采用ββα折叠,YY1含有4个cchh型结构域。已知两个中心结构域(ZF2和ZF3)直接与DNA结合。虽然传统上认为ZFs只是一个结构域,但新出现的数据表明,ZFs可以被气体信号分子硫化氢(H2S)修饰,形成过硫化物。这些数据主要来自蛋白质组学研究,其中几个经典的zf,包括YY1,被鉴定为过硫化。在这里,我们报告了经典ZF YY1是如何被H2S过硫化的,以及过硫化对DNA结合的影响,使用了三种ZF结构域,包括第二结构域(YY1- zf2),第三结构域(YY1- zf3),以及第二和第三结构域(YY1- zf2 - zf3)。使用NBF-Cl/二美酮标记切换方法观察了所有三种结构的过硫化。过硫化需要Zn(II)和O2。超氧化物,通过氢乙胺和超氧化物歧化酶实验测量,也被观察到作为中间产物。通过荧光各向异性实验,还显示YY1-ZF2-ZF3与腺相关病毒P5启动子和IL-6启动子DNA结合。H2S破坏了ZF/DNA的结合;然而,当DNA与YY1-ZF2-ZF3结合时,它对H2S修饰无反应,这表明DNA大分子具有保护作用。此外,通过圆二色性测量,H2S破坏了所有三个YY1构建体的二级结构。
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引用次数: 0
Explainable Artificial Intelligence to Decode the Blood–Brain Barrier Permeability of Gut Microbial Metabolites 可解释的人工智能解码肠道微生物代谢物的血脑屏障通透性。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-04 DOI: 10.1021/acs.biochem.5c00647
Chunyi Yang, , , Lan Yang, , , Yuyang Song, , , Mengxuan Du, , , Zhenyu Ma, , , Yuwen Xu, , , Min Xiao, , , Chang Liu*, , and , Xukai Jiang*, 

Modulation of the nervous system by gut microbiota through metabolic pathways is a key mechanism of communication within the gut–brain axis. A critical factor determining whether gut microbial metabolites can exert functional effects in the brain is their ability to cross the blood–brain barrier (BBB). However, current methods for assessing BBB permeability lack systematic, standardized approaches and advanced predictive technologies. Traditional experimental techniques are often costly and time-consuming compared to computational methods. To address these limitations, we developed an automated molecular simulation workflow to generate a high-quality data set of gut microbial metabolites annotated with thermodynamic features related to BBB permeability. Based on this data set, we constructed an interpretable thermodynamic evaluation framework capable of accurately identifying key factors that influence transmembrane transport. The robustness and predictive power of our models were validated using two authoritative benchmark data sets, confirming their ability to reliably distinguish BBB-permeable from nonpermeable compounds. Furthermore, our findings highlight the substantial potential of gut microbiota metabolism to influence BBB permeability via metabolic pathways. Overall, this study provides a powerful tool for identifying gut microbiota-derived metabolites with potential biological activity in the brain and introduces a novel paradigm for the intelligent prediction of BBB permeability.

肠道微生物群通过代谢途径调节神经系统是肠-脑轴内沟通的关键机制。决定肠道微生物代谢物是否能在大脑中发挥功能作用的一个关键因素是它们穿过血脑屏障(BBB)的能力。然而,目前评估血脑屏障渗透率的方法缺乏系统、标准化的方法和先进的预测技术。与计算方法相比,传统的实验技术往往是昂贵和耗时的。为了解决这些限制,我们开发了一个自动化的分子模拟工作流程,以生成高质量的肠道微生物代谢物数据集,其中注释了与血脑屏障渗透性相关的热力学特征。基于这些数据,我们构建了一个可解释的热力学评估框架,能够准确识别影响跨膜运输的关键因素。使用两个权威基准数据集验证了我们的模型的稳健性和预测能力,证实了它们能够可靠地区分bbb渗透性和非渗透性化合物。此外,我们的研究结果强调了肠道微生物群代谢通过代谢途径影响血脑屏障通透性的巨大潜力。总的来说,这项研究为鉴定大脑中具有潜在生物活性的肠道微生物衍生代谢物提供了有力的工具,并为智能预测血脑屏障通透性提供了一种新的范例。
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引用次数: 0
Microprotein-Derived Secreted Peptide That Stimulates Cellular cAMP Production 刺激细胞cAMP生成的微蛋白衍生分泌肽。
IF 3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2026-02-04 DOI: 10.1021/acs.biochem.5c00764
Joan M. Vaughan*, , , Victor J. Pai, , , Brendan Miller, , , Eduardo Vieira de Souza, , , Cynthia J. Donaldson, , and , Alan Saghatelian*, 

Thousands of recently discovered microproteins represent a new frontier in the search for functional and disease-causing genes. Though shorter than canonical proteins, some microproteins contain signal peptides and are predicted to produce secreted peptides. However, whether any of the microprotein-derived secreted peptides possess biological activity remains underexplored. Here, we screen a small library of secreted peptides from the microproteome by measuring signaling downstream from GPCRs. This approach identified several cAMP-stimulating peptides, including a secreted peptide from a “non-coding” HLA complex P5 RNA (HCP5). The HCP5-secreted peptide (HCP5-SP) is encoded by a small open reading frame embedded in the HCP5 mRNA. In vitro assays with synthetic HCP5-SP and HCP5-SP analogs validated its cAMP-stimulating activity and revealed the necessity for the wild-type C-terminal sequence for activity. Furthermore, HCP5-SP promotes the proliferation of HEK293T cells, providing an alternative mechanism that might explain some of the cancer biology associated with HCP5 mRNA. In summary, this work establishes a workflow for the preliminary identification of bioactive microproteins and demonstrates that the vast, largely untapped microproteome is a source of novel bioactive endogenous peptides.

最近发现的数千种微蛋白代表了寻找功能和致病基因的新前沿。一些微蛋白虽然比典型蛋白短,但含有信号肽,预计会产生分泌肽。然而,微蛋白衍生的分泌肽是否具有生物活性仍未得到充分研究。在这里,我们通过测量gpcr下游的信号传导来筛选来自微蛋白质组的一小部分分泌肽库。该方法鉴定了几种camp刺激肽,包括来自“非编码”HLA复合物P5 RNA (HCP5)的分泌肽。HCP5分泌肽(HCP5- sp)由嵌入在HCP5 mRNA中的小开放阅读框编码。体外合成HCP5-SP和HCP5-SP类似物的实验验证了其刺激camp的活性,并揭示了野生型c端序列的必要性。此外,HCP5- sp促进HEK293T细胞的增殖,提供了一种可能解释与HCP5 mRNA相关的一些癌症生物学的替代机制。总之,这项工作建立了一个初步鉴定生物活性微蛋白的工作流程,并证明了大量未开发的微蛋白质组是新型生物活性内源性肽的来源。
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Biochemistry Biochemistry
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