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Doxorubicin Recognition and Transport by the MATE Multidrug Transporter NorM From Vibrio cholerae 霍乱弧菌MATE多药转运体NorM对阿霉素的识别和转运。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-17 DOI: 10.1016/j.jmb.2025.169549
Pei-Yu Hsieh , Ksenija Romane , Julia Kowal , Kaspar P. Locher , Hendrik W. van Veen
Multidrug and toxic compound extrusion (MATE) transport proteins contribute to multidrug resistance in human pathogens by extruding various cytotoxic compounds from the cellular interior. Despite their importance across all domains of life, the specificities and mechanisms of substrate transport of these proteins remain poorly understood due to limited structural and functional information. Here, we determined the cryo-electron microscopy structure of NorM from Vibrio cholerae (NorM-VC) in complex with the anthracycline antibiotic doxorubicin, using the NabFab approach. The structure reveals that the doxorubicin-binding pocket is located halfway through the membrane, within the C-lobe of the protein. Functional studies targeting the doxorubicin-interacting residues validated the binding pocket and enabled detailed analysis of the doxorubicin transport reaction. Our findings indicate doxorubicin binding within a multisite binding chamber engaged in a general transport mechanism for a variety of substrates.
多药和有毒化合物挤压(MATE)转运蛋白通过从细胞内部挤压各种细胞毒性化合物,促进人类病原体的多药耐药。尽管它们在生命的所有领域都很重要,但由于结构和功能信息有限,这些蛋白质的底物运输的特异性和机制仍然知之甚少。本研究采用NabFab方法测定了霍乱弧菌(Vibrio cholerae, NorM- vc)与蒽环类抗生素阿霉素复合物的低温电镜结构。结构显示,阿霉素结合袋位于膜的中间,在蛋白质的c叶内。针对阿霉素相互作用残基的功能研究验证了结合袋,并对阿霉素转运反应进行了详细的分析。我们的研究结果表明,阿霉素在多位点结合腔内的结合参与了多种底物的一般运输机制。
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引用次数: 0
Gene Expression Imaging in Hematopoiesis 造血过程中的基因表达成像。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-15 DOI: 10.1016/j.jmb.2025.169545
Justin C. Wheat , Robert A. Coleman , Ulrich Steidl
Hematopoiesis, or the process of blood production, has long served as a prototype for stem cell biology research owing to the relative ease of obtaining blood as well as functional testing in vitro and in vivo (through stem cell transplantation). One central question in the field over the last century is how the various forms and phenotypes of blood cells arise from a common pool of hematopoietic stem cells. Key to that exercise have been in depth studies into how the genes required for cell differentiation are expressed and regulated. Paramount to these efforts have been single cell analysis techniques, which have helped resolve heterogeneity at multiple levels of hematopoietic regulation. Recently, as major advances in the fields of quantitative microscopy and systems biology have revolutionized modern molecular biology, the hematopoietic research community has begun to employ these techniques, leading to significant advances in our understanding of blood production. In this review, we discuss the historical role imaging has played in developing heuristics in the field of hematopoiesis research and, importantly, discuss the exciting areas being explored with novel and innovative technologies. Finally, we close with a discussion of the main challenges that will face the field going forward.
由于相对容易获得血液以及体外和体内(通过干细胞移植)的功能测试,造血或血液生产过程长期以来一直是干细胞生物学研究的原型。在上个世纪,该领域的一个核心问题是各种形式和表型的血细胞是如何从一个共同的造血干细胞池中产生的。这项工作的关键是深入研究细胞分化所需的基因是如何表达和调节的。这些努力中最重要的是单细胞分析技术,它有助于解决造血调节在多个水平上的异质性。最近,随着定量显微镜和系统生物学领域的重大进展彻底改变了现代分子生物学,造血研究界已经开始采用这些技术,导致我们对血液产生的理解取得了重大进展。在这篇综述中,我们讨论了成像在造血研究领域的启发式发展中所起的历史作用,更重要的是,讨论了正在探索的令人兴奋的领域,包括新的和创新的技术。最后,我们将讨论该领域未来将面临的主要挑战。
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引用次数: 0
Distinct Cis-acting Elements Combinatorically Mediate Co-localization of mRNAs Encoding for Co-translational Interactors in Cytoplasmic Clusters in S. cerevisiae 不同的顺式作用元件组合介导酿酒酵母细胞质簇中编码共翻译相互作用物的mrna的共定位。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-14 DOI: 10.1016/j.jmb.2025.169546
Qamar Shhade , Marianna E. Estrada , Rawad Hanna , Muhammad Makhzumy , Hagit Bar-Yosef , Guenter Kramer , Bernd Bukau , Ayala Shiber
Many newly synthesized proteins assemble co-translationally, providing a vital mechanism to prevent subunit misfolding in the crowded cytoplasm. Initial evidence indicates that the spatial organization of mRNAs aids this assembly, but it is unclear how these mRNAs are organized and how common this mechanism is. We used single-molecule Fluorescence in situ Hybridization in Saccharomyces cerevisiae to examine the spatial organization of mRNAs encoding subunits of various cytosolic complexes involved in critical cellular functions, such as fatty acid synthesis, glycolysis, translation and various amino acid biosynthesis. We found that mRNAs of the same protein complex often co-localize in specific cytoplasmic clusters. Additionally, we observed that the mRNAs encoding enzymes of biosynthetic pathways are organized in cytosolic clusters. Focusing on mRNAs encoding fatty acid synthase complex subunits, we discovered that non-coding cis elements significantly influence mRNA localization in an additive manner. Specifically, 5′ and 3′ UTRs, together with further upstream and downstream regions, facilitate co-localization. Inhibiting mRNA co-localization impaired growth when complex activity was essential, highlighting the importance of mRNA spatial organization for cellular survival. Transiently disrupting mRNA translation also affected clustering, indicating that both the nascent chains and mRNA sequence targeting cues are combinatorically contributing to spatial organization. Proteomics analysis demonstrates the impact of cis-elements on the abundance of the encoded subunits, as well as the entire pathway. In summary, we provide evidence that mRNA co-localization in cytoplasmic foci is coordinated by complementary mechanisms crucial for co-translational assembly, allowing efficient regulation of protein complex formation and entire pathways.
许多新合成的蛋白质共翻译组装,提供了一个重要的机制,以防止亚基错误折叠在拥挤的细胞质。初步证据表明,mrna的空间组织有助于这种组装,但尚不清楚这些mrna是如何组织的,以及这种机制有多普遍。我们利用单分子荧光原位杂交技术在酿酒酵母中检测了参与关键细胞功能(如脂肪酸合成、糖酵解、翻译和各种氨基酸生物合成)的各种胞质复合物亚基编码mrna的空间组织。我们发现相同蛋白复合物的mrna经常在特定的细胞质簇中共定位。此外,我们观察到编码生物合成途径酶的mrna被组织在细胞质簇中。专注于编码脂肪酸合成酶复合物亚基的mRNA,我们发现非编码顺式元件以加性方式显著影响mRNA定位。具体来说,5‘和3’ utr与上游和下游区域一起促进了共定位。当复杂活性是必需的时,抑制mRNA共定位会损害生长,这突出了mRNA空间组织对细胞存活的重要性。短暂中断mRNA翻译也会影响聚类,这表明新生链和mRNA序列靶向线索共同促进了空间组织。蛋白质组学分析表明顺式元件对编码亚基的丰度以及整个途径的影响。总之,我们提供的证据表明,细胞质病灶中的mRNA共定位是通过对共翻译组装至关重要的互补机制协调的,可以有效调节蛋白质复合物的形成和整个途径。
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引用次数: 0
Protein Intrinsic Disorder and Adaptation to Extreme Environments: Resilience of Chaos. 蛋白质内在紊乱和对极端环境的适应:混乱的恢复力。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-14 DOI: 10.1016/j.jmb.2025.169547
Vladimir N Uversky

Extremophiles are organisms adapted not only to survive in harsh conditions but thrive in environments considered extreme or uninhabitable by most life forms. They serve as a living reflection of a popular motto "What doesn't kill you makes you stronger" and show that life on Earth is spread well outside the human-centric comfort zone. In fact, extremophiles, being found in deep crustal and oceanic depths, outer space, highly acidic and basic conditions, extreme temperatures (+122 °C to -20 °C), and in the presence of toxins and high radiation, demonstrate life's remarkable adaptability. Polyextremophiles, capable of enduring multiple extreme conditions, further highlight this adaptability, whereas super-extremophiles, exhibiting resilience in seemingly impossible environments, showcase the extraordinary capacity of life to endure and thrive. Even though they inhabit vastly different environments, extremophiles, polyextremophiles, and super-extremophiles are all Earth organisms. They are made of the same elements found on our planet and share basic biological similarities with other life forms. Their survival in extreme conditions is due to adaptations and changes in their existing cellular structures and metabolic processes, and not because they use entirely new fundamental components or chemical reactions. While extremophiles employ a multitude of factors, mechanisms, and survival strategies to withstand harsh environments, this study addresses a specific aspect of extremophile adaptation by concentrating solely on the functions of intrinsically disordered proteins (IDPs) and intrinsically disordered regions (IDRs).

极端微生物是一种不仅适应在恶劣条件下生存,而且在大多数生命形式认为极端或不适合居住的环境中茁壮成长的生物。它们生动地反映了一句流行的格言:“杀不死你的,让你更强大”,并表明地球上的生命远远超出了以人类为中心的舒适区。事实上,在地壳深处和海洋深处、外太空、强酸性和碱性条件、极端温度(+122°C至-20°C)以及存在毒素和高辐射的环境中发现的极端微生物表明,生命具有非凡的适应性。能够忍受多种极端条件的多极端生物进一步突出了这种适应性,而超级极端生物在看似不可能的环境中表现出弹性,展示了生命生存和繁衍的非凡能力。尽管它们生活在截然不同的环境中,但极端微生物、多极端微生物和超级极端微生物都是地球上的生物。它们由地球上发现的相同元素组成,与其他生命形式有着基本的生物相似性。它们在极端条件下的生存是由于它们现有的细胞结构和代谢过程的适应和变化,而不是因为它们使用了全新的基本成分或化学反应。虽然极端微生物利用多种因素、机制和生存策略来抵御恶劣环境,但本研究通过仅关注内在无序蛋白(IDPs)和内在无序区域(IDRs)的功能,解决了极端微生物适应的一个特定方面。
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引用次数: 0
Binding and Translocation of Substrate Allosterically Promotes Functional Interactions Within the AlkB–AlkG Electron Transfer Complex 底物的结合和易位变构地促进了AlkB-AlkG电子转移复合物内的功能相互作用。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-14 DOI: 10.1016/j.jmb.2025.169548
Karolina Mikulska-Ruminska , Matthew Licht , Mehmed Z. Ertem , John Shanklin , Qun Liu , Ivet Bahar
The alkane monooxygenase AlkB and rubredoxin AlkG form an electron transfer complex that hydroxylates terminal alkanes to produce alcohols. The recent cryoEM study of Fontimonas thermophila AlkB–AlkG complex revealed its architecture, including a dodecane (D12) substrate at the active site. However, FtAlkBG molecular mechanism of action remains unknown. Here, we examined its dynamics and interactions by multiscale computations, including molecular dynamics simulations, elastic network models, and QM/MM of the oxygen activation mechanism at the AlkB catalytic site. D12 maintained stable interactions within the catalytic site during two MD runs, coordinated by hydrophobic residues L263–L264, I267, I133. A third extended run revealed that D12 could translocate to a membrane-exposed site near S49/F46 along a hydrophobic channel gated by I54. During this translocation, D12 was temporarily stabilized at intermediate sites IS1 (lined by I27/L30–G31/G50/L53–I54/P59/S124/A127–V128) and IS2 (I33–G34/L37/L45–F46/S49) before nearly exiting the protein, and diffused back to the active site, assisted by L30. Substrate binding and translocation across those intermediate sites affects the coupling between the iron centers in AlkBG, and interfacial interactions between AlkB–AlkG. The channel was further connected to the cytosol, near two surface-exposed arginines, potentially allowing for O2 passage. The allosteric effects between D12 putative entry site, catalytic site and AlkB–AlkG interface were analyzed by ENM-based methods which confirmed the cooperative perturbation responses and strongly correlated movements of residues belonging to those distal regions. Our study provides new mechanistic insights into key sites and their interactions that could be targeted for developing AlkB-variants with desirable alkane conversion functions.
烷烃单加氧酶AlkB和红氧还蛋白AlkG形成一个电子转移复合物,羟基化末端烷烃生成醇。最近对嗜热Fontimonas AlkB-AlkG复合物的低温电镜研究揭示了其结构,包括活性位点的十二烷(D12)底物。然而,FtAlkBG的分子作用机制尚不清楚。在这里,我们通过多尺度计算,包括分子动力学模拟、弹性网络模型和AlkB催化位点氧活化机制的QM/MM,研究了它的动力学和相互作用。在两次MD运行中,D12在催化位点保持稳定的相互作用,由疏水残基L263-L264, I267, I133协调。第三次实验表明,D12可以沿着I54门控的疏水通道转移到S49/F46附近的膜暴露位点。在这个易位过程中,D12在接近退出蛋白之前暂时稳定在中间位点IS1 (I27/L30- g31 /G50/L53-I54/P59/S124/A127-V128)和IS2 (I33-G34/L37/L45-F46/S49),并在L30的协助下扩散回活性位点。这些中间位点的底物结合和易位影响AlkBG中铁中心之间的耦合以及AlkB-AlkG之间的界面相互作用。该通道进一步连接到细胞质,靠近两个表面暴露的精氨酸,可能允许O2通过。基于enm的方法分析了D12推定进入位点、催化位点和AlkB-AlkG界面之间的变构效应,证实了这些远端区域残基的协同摄动响应和强相关运动。我们的研究为关键位点及其相互作用提供了新的机制见解,这些位点可以用于开发具有理想烷烃转化功能的alkb变体。
{"title":"Binding and Translocation of Substrate Allosterically Promotes Functional Interactions Within the AlkB–AlkG Electron Transfer Complex","authors":"Karolina Mikulska-Ruminska ,&nbsp;Matthew Licht ,&nbsp;Mehmed Z. Ertem ,&nbsp;John Shanklin ,&nbsp;Qun Liu ,&nbsp;Ivet Bahar","doi":"10.1016/j.jmb.2025.169548","DOIUrl":"10.1016/j.jmb.2025.169548","url":null,"abstract":"<div><div>The alkane monooxygenase AlkB and rubredoxin AlkG form an electron transfer complex that hydroxylates terminal alkanes to produce alcohols. The recent cryoEM study of <em>Fontimonas thermophila</em> AlkB–AlkG complex revealed its architecture, including a dodecane (D12) substrate at the active site. However, FtAlkBG molecular mechanism of action remains unknown. Here, we examined its dynamics and interactions by multiscale computations, including molecular dynamics simulations, elastic network models, and QM/MM of the oxygen activation mechanism at the AlkB catalytic site. D12 maintained stable interactions within the catalytic site during two MD runs, coordinated by hydrophobic residues L263–L264, I267, I133. A third extended run revealed that D12 could translocate to a membrane-exposed site near S49/F46 along a hydrophobic channel gated by I54. During this translocation, D12 was temporarily stabilized at intermediate sites <em>IS1</em> (lined by I27/L30–G31/G50/L53–I54/P59/S124/A127–V128) and <em>IS2</em> (I33–G34/L37/L45–F46/S49) before nearly exiting the protein, and diffused back to the active site, assisted by L30. Substrate binding and translocation across those intermediate sites affects the coupling between the iron centers in AlkBG, and interfacial interactions between AlkB–AlkG. The channel was further connected to the cytosol, near two surface-exposed arginines, potentially allowing for O<sub>2</sub> passage. The allosteric effects between D12 putative entry site, catalytic site and AlkB–AlkG interface were analyzed by ENM-based methods which confirmed the cooperative perturbation responses and strongly correlated movements of residues belonging to those distal regions. Our study provides new mechanistic insights into key sites and their interactions that could be targeted for developing AlkB-variants with desirable alkane conversion functions.</div></div>","PeriodicalId":369,"journal":{"name":"Journal of Molecular Biology","volume":"438 2","pages":"Article 169548"},"PeriodicalIF":4.5,"publicationDate":"2025-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145534009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Structural Basis of Redox-Dependent Affinities of Dihydroorotate Dehydrogenase for Its Substrates and Products 二氢乙酸脱氢酶对底物和产物的氧化还原依赖亲和力的结构基础。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-13 DOI: 10.1016/j.jmb.2025.169544
Osamu Tani , Tomomi Kubota , Tomoko Yamasaki , Takatsugu Hirokawa , Koji Furukawa , Kazuhiko Yamasaki
Dihydroorotate dehydrogenase (DHODH), containing a cofactor, flavin mononucleotide (FMN), catalyzes the oxidation of dihydroorotate to orotate. In Trypanosoma brucei, the causative parasite of African trypanosomiasis, the DHODH enzyme (TbDHODH) couples this reaction with the reduction of fumarate to succinate. These reactions occur successively in the same catalytic site through a ping-pong bi–bi mechanism. FMN is reduced in the first step and re-oxidized in the second one. Here, we investigated how the redox state of FMN influences the binding of substrates and products to TbDHODH by NMR analyses of a catalytically impaired mutant. The affinities for the substrates, dihydroorotate and fumarate, were redox-dependent: dihydroorotate preferred the oxidized state, whereas fumarate preferred the reduced state. One of the products, succinate, exhibited no detectable binding to either of the redox states, suggesting its efficient product release. In contrast, the product of the first-half reaction, orotate, showed stronger binding to the oxidized state, suggesting that product inhibition may occur unless orotate is rapidly consumed in the subsequent biosynthetic step. The structural basis of these findings was elucidated by crystallography of the complexes with the above ligands in both redox states, along with quantitative analyses of the interactions using quantum chemical calculations. Upon reduction, the FMN isoalloxazine ring gains two additional hydrogens and becomes more bent at its center. These changes perturb the interactions among the ligands, flavin, and surrounding residues (notably Lys44, Asn68, and Asn195), primarily in the electrostatic term, which quantitatively explains the difference in binding affinities.
双氢角酸脱氢酶(DHODH)含有一个辅助因子黄素单核苷酸(FMN),催化双氢角酸酯氧化为旋合。在非洲锥虫病的致病寄生虫布鲁氏锥虫中,DHODH酶(TbDHODH)将这种反应与富马酸还原成琥珀酸盐结合在一起。这些反应通过乒乓- bi-bi机制在同一催化位点连续发生。FMN在第一步被还原,在第二步被再氧化。在这里,我们通过对催化受损突变体的核磁共振分析,研究了FMN的氧化还原状态如何影响底物和产物与TbDHODH的结合。底物二氢乙酸酯和富马酸酯的亲和力是氧化还原依赖的:二氢乙酸酯倾向于氧化态,而富马酸酯倾向于还原态。其中一种产物琥珀酸盐在两种氧化还原状态下均未表现出可检测到的结合,表明其产物释放效率高。相反,前半反应的产物,旋酸酯,显示出更强的结合氧化状态,这表明产物抑制可能发生,除非旋酸酯在随后的生物合成步骤中迅速消耗。这些发现的结构基础是通过与上述配体在两种氧化还原状态下的配合物的晶体学,以及使用量子化学计算的相互作用的定量分析来阐明的。在还原后,FMN异氧嘧啶环获得两个额外的氢,并在其中心变得更弯曲。这些变化扰乱了配体、黄素和周围残基(特别是Lys44、Asn68和Asn195)之间的相互作用,主要是在静电项上,这从数量上解释了结合亲和的差异。
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引用次数: 0
Molecular Insights Into the Binding Dynamics of Transcription Factor TBR1 to T-box DNA Sequences 转录因子TBR1与T-box DNA序列结合动力学的分子洞察。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-12 DOI: 10.1016/j.jmb.2025.169543
Raymond Hartman , Ashleigh Blane , Fillmon Kubrom , Riyaadh Mayet , J. Carlos Penedo , Sylvia Fanucchi
TBR1 is a transcription factor critical for brain development that recognises a specific nucleotide sequence, the T-box binding element (TBE). Dysregulation or mutation of TBR1 is linked to a spectrum of neurodevelopmental disorders, including autism, speech delay, and intellectual disability, yet the molecular mechanism underlying its DNA recognition remains poorly defined. Here, we examine how the TBR1 T-box domain recognises DNA containing either a single TBE or a palindromic arrangement of two adjacent TBEs. Both sequences are derived from naturally occurring TBR1 binding motifs located within genomic regions annotated as candidate enhancers of autism-associated genes. The TBR1 T-box binds its cognate element in a sequence-specific, enthalpically driven, and entropically opposed manner. Single-molecule Förster resonance energy transfer (smFRET) reveals that the single-site sequence binds one monomer, whereas the palindromic sequence can recruit a second monomer and exhibits additional dynamic events unique to this architecture. These include short-range transitions of a monomer along the palindromic DNA before dissociation or before the arrival of a second monomer. Molecular docking and dynamics simulations support these observations, predicting fewer stabilising contacts per TBE and hence greater conformational flexibility for the palindromic complex. Together, our findings reveal how DNA architecture modulates affinity and kinetics within the T-box family: single TBEs promote stable monomeric binding, whereas palindromic arrangements enable dual occupancy and dynamic exchange. This study provides the first detailed mechanistic insight into DNA recognition by a T-box transcription factor, advancing understanding of its role in neurodevelopmental gene regulation.
TBR1是一种对大脑发育至关重要的转录因子,它可以识别特定的核苷酸序列,即T-box结合元件(TBE)。TBR1的失调或突变与一系列神经发育障碍有关,包括自闭症、语言迟缓和智力残疾,但其DNA识别的分子机制仍不清楚。在这里,我们研究了TBR1 T-box结构域如何识别包含单个TBE或两个相邻TBE的回文排列的DNA。这两个序列都来源于自然存在的TBR1结合基序,这些基序位于基因组区域中,被注释为自闭症相关基因的候选增强子。TBR1 T-box以序列特异性、焓驱动和熵相反的方式结合其同源元件。单分子Förster共振能量转移(smFRET)表明,单位点序列结合一个单体,而回文序列可以招募第二个单体,并表现出这种结构特有的额外动态事件。这些包括单体在解离之前或第二个单体到达之前沿着回文DNA的短程转移。分子对接和动力学模拟支持这些观察结果,预测每个TBE的稳定接触较少,因此回文络合物的构象灵活性更大。总之,我们的研究结果揭示了DNA结构如何调节T-box家族内的亲和力和动力学:单个TBEs促进稳定的单体结合,而回文排列使双占用和动态交换成为可能。这项研究首次提供了T-box转录因子对DNA识别的详细机制,促进了对其在神经发育基因调控中的作用的理解。
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引用次数: 0
SpatialFusion: A Unified Model for Integrating Spatial Transcriptomics to Unveil Cell-type Distribution, Interaction, and Functional Heterogeneity in Tissue Microenvironments SpatialFusion:一个整合空间转录组学的统一模型,以揭示组织微环境中细胞类型分布、相互作用和功能异质性。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-12 DOI: 10.1016/j.jmb.2025.169535
Mengqiu Wang , Zhiwei Zhang , Xinxin Zhang , Ruoyan Dai , Zhenghui Wang , Zeyao Chen , Lixin Lei , Zhenxing Li , Qianjin Guo
Recent advances in spatial transcriptomics (ST) have significantly enhanced our understanding of tissue structure and intercellular interactions. However, existing methods for spatial domain identification and cell type deconvolution still face challenges related to accuracy, robustness, and computational efficiency. To address these issues, we introduce SpatialFusion, an innovative deep learning model designed to improve both spatial domain identification and cell type deconvolution by integrating gene expression and spatial coordinates. The core innovation of SpatialFusion lies in its use of graph neural networks (GNN) and attention mechanisms to capture complex spatial relationships through multi-dimensional embeddings of spatial data. By employing a dual-encoding strategy (co-learning of spatial graphs and feature maps) and self-supervised contrastive learning, the model significantly enhances accuracy and robustness across datasets. Experimental results demonstrate that SpatialFusion outperforms existing methods in accuracy and resolution when applied to the human DLPFC dataset, particularly in capturing complex, layer-specific expression patterns. The model also shows strong robustness in cell type deconvolution, accurately mapping spatial cell type distributions despite noise and low cell density. In breast cancer tumor microenvironment analysis, SpatialFusion revealed spatial heterogeneity and identified potential therapeutic targets, COX6C and CCND1, providing valuable insights for precision medicine.
空间转录组学(ST)的最新进展极大地增强了我们对组织结构和细胞间相互作用的理解。然而,现有的空间域识别和细胞类型反褶积方法仍然面临着精度、鲁棒性和计算效率方面的挑战。为了解决这些问题,我们引入了SpatialFusion,这是一种创新的深度学习模型,旨在通过整合基因表达和空间坐标来改进空间域识别和细胞类型反卷积。SpatialFusion的核心创新在于利用图神经网络(GNN)和注意力机制,通过空间数据的多维嵌入来捕捉复杂的空间关系。通过采用双编码策略(空间图和特征图的共同学习)和自监督对比学习,该模型显著提高了跨数据集的准确性和鲁棒性。实验结果表明,当应用于人类DLPFC数据集时,SpatialFusion在准确性和分辨率方面优于现有方法,特别是在捕获复杂的、特定层的表达模式方面。该模型在细胞类型反褶积方面也表现出很强的鲁棒性,可以在噪声和低细胞密度的情况下准确地映射空间细胞类型分布。在乳腺癌肿瘤微环境分析中,SpatialFusion揭示了空间异质性,发现了潜在的治疗靶点COX6C和CCND1,为精准医疗提供了有价值的见解。
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引用次数: 0
On the Relationship Between Protein Stability, Thermostability, and Allosteric Signaling. 蛋白质稳定性、热稳定性和变构信号之间的关系。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-10 DOI: 10.1016/j.jmb.2025.169537
Raechell, Wei-Ven Tee, Bingxue Dong, Enrico Guarnera, Igor N Berezovsky

The thermodynamic stability of proteins and regulation of their functional activity can be described within the energy landscape framework, where the former is provided by a unique native conformational ensemble separated by an energy gap from misfolded structures, and the latter is based on conformational transitions between structural states in the native ensemble. This work investigates the relationship between fundamentals of structural stability and dynamics-driven allosteric regulation. We describe here general proteomic trends and fold/function-specific determinants of protein stability. The intricate relationship between stability and allostery has been observed, showing how requirements on stability and thermal adaptation drive and shape the protein's "structural platform", while complementary sequence-structure determinants control the allosteric signaling and regulation. We illustrate our findings using four groups of proteins - inorganic pyrophosphatase and β-glucosidase representing hydrolases, the CheY signaling protein, and adenylate kinase - obtained from host organisms spanning from psychrophiles to hyperthermophiles. We also show that allosteric effects of mutations in adenylate kinase account for experimentally observed changes in organismal fitness expressed in bacterial growth rates. Epistasis arising from the effects of these mutations is another important phenomenon, resulting in unexpected non-additive changes in fitness that could not be explained by the stability changes alone. The findings in this work and options for further investigations of the stability-signaling relationship are provided by the sequence-dependent model of allostery employed here and implemented in AlloSigMA 3 - the latest update of our AlloSigMA web-server (https://allosigma.bii.a-star.edu.sg).

蛋白质的热力学稳定性及其功能活性的调控可以在能量景观框架内描述,其中前者是通过与错误折叠结构之间的能量间隙分隔的独特的天然构象系来解释的,后者是基于天然系中结构状态之间的构象转换。这项工作调查了结构稳定性的基本原理和动力驱动的变构调节之间的关系。这里使用分子热适应作为参考模型,揭示了蛋白质组学的一般趋势和蛋白质稳定性的折叠/功能特异性决定因素。我们还观察到稳定性和变构之间的复杂关系,表明对稳定性和热适应的要求如何驱动和塑造蛋白质的“结构平台”,而互补的序列结构决定因素随后控制变构信号传导和调控。我们使用四组蛋白质来说明我们的发现-即无机焦磷酸酶和代表水解酶的β-葡萄糖苷酶,CheY信号蛋白和腺苷酸激酶-从宿主生物中获得,从嗜冷生物到超嗜热生物。我们还表明,在腺苷酸激酶中发生变构作用的突变解释了实验观察到的细菌生长速率表达的有机体适应性变化。由这些突变效应引起的上位性是另一个重要现象,它导致了适应度的意外非加性变化,而这种变化不能仅用稳定性变化来解释。本文的研究结果及其对稳定性-信号关系进一步研究的潜力由本文采用的变构序列依赖模型提供,并在AlloSigMA 3 - AlloSigMA web服务器的最新更新(https://allosigma.bii.a-star.edu.sg)中实现。
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引用次数: 0
RNA Binding by the Yeast Slf1 and Sro9 La-motif Domains 酵母Slf1和Sro9 la基序结构域的RNA结合。
IF 4.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2025-11-10 DOI: 10.1016/j.jmb.2025.169534
Evan Pacheco , Aron A Shoara , Logan W Donaldson
Slf1 and Sro9 are paralogous RNA-binding proteins in Saccharomyces cerevisiae that belong to the LARP1 (La-related protein 1) subgroup of the greater La family. These proteins function as translational regulators during cellular stress, acting through either direct mRNA binding or interactions with ribosomal factors. In this study, we characterized the structural and RNA-binding properties of the La-motif (LaM) domains of Slf1 and Sro9 using a combination of nuclear magnetic resonance (NMR) spectroscopy, calorimetry, and molecular dynamics (MD) simulations. Both LaM domains exhibited micromolar affinity for RNA ligands, including poly(A). Notably, the Sro9 LaM domain displayed a thermal denaturation midpoint of 36 °C suggesting a potential regulatory mechanism for this protein during hyperthermic stress. An NMR analysis of the Slf1 LaM domain revealed that its RNA binding platform undergoes widespread conformational sampling on the micro- to millisecond timescale, even in the presence of RNA. Molecular dynamics simulations corroborated these experimental NMR observations and highlighted the role of transient aromatic stacking during RNA binding. Furthermore, a glutamine substitution mutant (Q278A in Slf1) known to impair RNA binding also destabilized the protein-RNA interaction in molecular simulations. Collectively, our findings confirm that RNA binding by LaM domains is an evolutionarily conserved feature among eukaryotes and provide critical insights into the structural and dynamic mechanisms underlying Slf1 and Sro9 function in yeast.
Slf1和Sro9是酿酒酵母中同源的rna结合蛋白,属于La大家族的LARP1 (La相关蛋白1)亚群。这些蛋白在细胞应激过程中作为翻译调节因子,通过直接mRNA结合或与核糖体因子相互作用发挥作用。在这项研究中,我们利用核磁共振(NMR)光谱、量热法和分子动力学(MD)模拟相结合的方法表征了Slf1和Sro9的La-motif (LaM)结构域的结构和rna结合特性。两个LaM结构域都对RNA配体(包括poly(A))具有微摩尔亲和力。值得注意的是,Sro9 LaM结构域显示出36°C的热变性中点,这表明该蛋白在高温胁迫下可能存在调节机制。对Slf1 LaM结构域的核磁共振分析表明,即使在RNA存在的情况下,其RNA结合平台也会在微至毫秒的时间尺度上进行广泛的构象采样。分子动力学模拟证实了这些实验核磁共振观察结果,并强调了瞬时芳香层在RNA结合过程中的作用。此外,已知破坏RNA结合的谷氨酰胺替代突变体(Slf1中的Q278A)在分子模拟中也破坏了蛋白质-RNA相互作用的稳定性。总的来说,我们的研究结果证实了RNA与LaM结构域的结合是真核生物的进化保守特征,并为酵母中Slf1和Sro9功能的结构和动力学机制提供了重要的见解。
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Journal of Molecular Biology
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