Protein Structure, Tertiary

蛋白质结构,第三纪
  • 文章类型: Journal Article
    微生物氢(H2)循环是各种缺氧生态系统的多样性和功能性的基础。在负责的三个进化上不同的氢化酶超家族中,[FeFe]氢化酶被认为仅限于细菌和真核生物。这里,我们证明厌氧古细菌编码多种,活跃,通过将现有和新基因组的分析与广泛的生化实验相结合,以及[FeFe]氢化酶的古老谱系。[FeFe]氢化酶由9个古细菌门的基因组编码,并由产生H2的Asgard古细菌培养物表达。我们报告了DPANN古细菌中的超氨基氢化酶,该酶结合催化H簇并产生H2。此外,我们鉴定并表征了通过[FeFe]和[NiFe]氢化酶在其他十个古细菌中融合形成的显着杂合复合物。系统发育分析和结构模型表明,混合氢化酶具有深刻的进化史。这些发现揭示了古细菌的新代谢适应,用于生物技术开发的流线型H2催化剂,以及两种主要的H2代谢酶之间令人惊讶地交织在一起的进化史。
    Microbial hydrogen (H2) cycling underpins the diversity and functionality of diverse anoxic ecosystems. Among the three evolutionarily distinct hydrogenase superfamilies responsible, [FeFe] hydrogenases were thought to be restricted to bacteria and eukaryotes. Here, we show that anaerobic archaea encode diverse, active, and ancient lineages of [FeFe] hydrogenases through combining analysis of existing and new genomes with extensive biochemical experiments. [FeFe] hydrogenases are encoded by genomes of nine archaeal phyla and expressed by H2-producing Asgard archaeon cultures. We report an ultraminimal hydrogenase in DPANN archaea that binds the catalytic H-cluster and produces H2. Moreover, we identify and characterize remarkable hybrid complexes formed through the fusion of [FeFe] and [NiFe] hydrogenases in ten other archaeal orders. Phylogenetic analysis and structural modeling suggest a deep evolutionary history of hybrid hydrogenases. These findings reveal new metabolic adaptations of archaea, streamlined H2 catalysts for biotechnological development, and a surprisingly intertwined evolutionary history between the two major H2-metabolizing enzymes.
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  • 文章类型: Journal Article
    热稳定成簇的规则间隔短回文重复序列(CRISPR)和CRISPR相关(Cas9)酶可以提高基因组编辑效率和递送,这是由于延长的蛋白质寿命。然而,最初的实验表明,当用于培养的人细胞时,嗜热脂肪土芽孢杆菌Cas9(GeoCas9)实际上是无活性的。GeoCas9的实验室进化变体通过获得楔形(WED)结构域中的突变来克服这一自然限制,该突变产生>100倍以上的基因组编辑水平。野生型和改进的GeoCas9(iGeoCas9)酶的冷冻电子显微镜(cryo-EM)结构揭示iGeoCas9的WED结构域与DNA底物之间的延伸接触。生化分析表明,iGeoCas9在哺乳动物而不是细菌细胞典型的镁限制条件下加速DNA解链以捕获底物。这些发现使其他Cas9直系同源物的合理工程能够提高基因组编辑水平。指向编辑酶改进的一般策略。一起,这些结果揭示了Cas9WED结构域在DNA解链中的新作用,并证明了加速的靶标解链如何显著提高Cas9诱导的基因组编辑活性.
    Thermostable clustered regularly interspaced short palindromic repeats (CRISPR) and CRISPR-associated (Cas9) enzymes could improve genome-editing efficiency and delivery due to extended protein lifetimes. However, initial experimentation demonstrated Geobacillus stearothermophilus Cas9 (GeoCas9) to be virtually inactive when used in cultured human cells. Laboratory-evolved variants of GeoCas9 overcome this natural limitation by acquiring mutations in the wedge (WED) domain that produce >100-fold-higher genome-editing levels. Cryoelectron microscopy (cryo-EM) structures of the wild-type and improved GeoCas9 (iGeoCas9) enzymes reveal extended contacts between the WED domain of iGeoCas9 and DNA substrates. Biochemical analysis shows that iGeoCas9 accelerates DNA unwinding to capture substrates under the magnesium-restricted conditions typical of mammalian but not bacterial cells. These findings enabled rational engineering of other Cas9 orthologs to enhance genome-editing levels, pointing to a general strategy for editing enzyme improvement. Together, these results uncover a new role for the Cas9 WED domain in DNA unwinding and demonstrate how accelerated target unwinding dramatically improves Cas9-induced genome-editing activity.
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  • 文章类型: Journal Article
    各种生物体蛋白质组的实质部分包含缺乏确定的三维结构的固有无序蛋白质(IDPs)。这些国内流离失所者表现出各种各样的构象,表现出显著的时空异质性和卓越的构象灵活性。由于缺乏明确定义的天然结构,对国内流离失所者的结构或结构集合进行表征在概念和方法上提出了重大挑战。虽然诸如蛋白质集合数据库(PED)之类的数据库提供了通过结合实验数据和分子建模获得的IDP集合,缺乏反应坐标对全面理解系统的相关方面提出了挑战。在这项研究中,我们利用能源景观可视化方法(JCTC,6482,2019),以审查来自PED的四个IDP集合。ELVim,一种避免需要先验反应坐标的方法,有助于分析合奏。研究的特定IDP集合如下:核孔蛋白的两个片段(NUL:884-993和NUS:1313-1390),酵母sic1N-末端(1-90),和Drk(1-59)的N端SH3结构域。利用ELViM可以对合奏进行全面验证,便于检测采样过程中潜在的不一致。此外,它允许识别和表征集合中最普遍的构象。此外,ELViM有助于在不同条件下获得的合奏的比较分析,从而为调查国内流离失所者的功能机制提供了强有力的工具。
    A substantial portion of various organisms\' proteomes comprises intrinsically disordered proteins (IDPs) that lack a defined three-dimensional structure. These IDPs exhibit a diverse array of conformations, displaying remarkable spatiotemporal heterogeneity and exceptional conformational flexibility. Characterizing the structure or structural ensemble of IDPs presents significant conceptual and methodological challenges owing to the absence of a well-defined native structure. While databases such as the Protein Ensemble Database (PED) provide IDP ensembles obtained through a combination of experimental data and molecular modeling, the absence of reaction coordinates poses challenges in comprehensively understanding pertinent aspects of the system. In this study, we leverage the energy landscape visualization method (JCTC, 6482, 2019) to scrutinize four IDP ensembles sourced from PED. ELViM, a methodology that circumvents the need for a priori reaction coordinates, aids in analyzing the ensembles. The specific IDP ensembles investigated are as follows: two fragments of nucleoporin (NUL: 884-993 and NUS: 1313-1390), yeast sic 1 N-terminal (1-90), and the N-terminal SH3 domain of Drk (1-59). Utilizing ELViM enables the comprehensive validation of ensembles, facilitating the detection of potential inconsistencies in the sampling process. Additionally, it allows for identifying and characterizing the most prevalent conformations within an ensemble. Moreover, ELViM facilitates the comparative analysis of ensembles obtained under diverse conditions, thereby providing a powerful tool for investigating the functional mechanisms of IDPs.
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  • 文章类型: Journal Article
    膜通道蛋白(MCP)在物质通过细胞膜的运输中起关键作用,并且是疫苗和药物的主要靶标。对于新兴的离子液体(IL)药物,对IL如何影响MCP的结构和传输功能的合理理解对于它们的设计至关重要。在这项工作中,采用GPU加速的微秒级分子动力学模拟研究了IL对MCP的调控机制。有趣的是,IL更喜欢插入水通道蛋白2(AQP2)的脂质双层和通道,但吸附在电压门控钠通道(Nav)的入口上。分子轨迹和自由能分析反映出IL对MCP的结构影响最小,但显着影响MCP的功能。这表明IL可以通过AQP2将水的总能量屏障降低1.88kcal/mol,而通过Nav的Na增加了1.70kcal/mol。因此,水和Na+的渗透率可以提高和降低至少1个数量级,分别。此外,结合MCP的疏水性和密闭水/离子配位效应,提出了一种异常的IL门控机制。更重要的是,我们进行了实验以证实IL对人细胞AQP2的影响,并发现IL处理显著加速了细胞体积的变化以响应外部渗透压的改变.总的来说,这些定量结果不仅将加深对IL-细胞相互作用的理解,还可能为药物的合理设计和疾病诊断提供启示.
    Membrane channel proteins (MCPs) play key roles in matter transport through cell membranes and act as major targets for vaccines and drugs. For emerging ionic liquid (IL) drugs, a rational understanding of how ILs affect the structure and transport function of MCP is crucial to their design. In this work, GPU-accelerated microsecond-long molecular dynamics simulations were employed to investigate the modulating mechanism of ILs on MCP. Interestingly, ILs prefer to insert into the lipid bilayer and channel of aquaporin-2 (AQP2) but adsorb on the entrance of voltage-gated sodium channels (Nav). Molecular trajectory and free energy analysis reflect that ILs have a minimal impact on the structure of MCPs but significantly influence MCP functions. It demonstrates that ILs can decrease the overall energy barrier for water through AQP2 by 1.88 kcal/mol, whereas that for Na+ through Nav is increased by 1.70 kcal/mol. Consequently, the permeation rates of water and Na+ can be enhanced and reduced by at least 1 order of magnitude, respectively. Furthermore, an abnormal IL gating mechanism was proposed by combining the hydrophobic nature of MCP and confined water/ion coordination effects. More importantly, we performed experiments to confirm the influence of ILs on AQP2 in human cells and found that treatment with ILs significantly accelerated the changes in cell volume in response to altered external osmotic pressure. Overall, these quantitative results will not only deepen the understanding of IL-cell interactions but may also shed light on the rational design of drugs and disease diagnosis.
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  • 文章类型: Journal Article
    出于建立酶驱动的铜提取生物浸出途径的雄心,将来自嗜酸氧化亚铁硫杆菌(AfR)的1型铜蛋白赤霉素的特性与来自该酶的祖先形式(N0)和在嗜酸亚铁支原体(FaR)中鉴定的古细菌酶的特性进行了比较。尽管N0和FaR都显示出与AfR相似的氧化还原电位,但它们的电子传输速率却明显较慢。氧化还原电位和电子转移速率之间缺乏相关性表明,AfR及其相关的电子转移链发展为特别促进铁氧化能量有效转化为ATP形成。在嗜酸F.中,除非通过未知的机制上调,否则该途径并不有效。此外,虽然AfR的电化学性能与以前的数据一致,以前未报告的行为被发现导致与部分未折叠形式的蛋白质相关的形式。固定在电极上的AfR的循环伏安(CV)响应显示出有限的稳定性,这可能与该蛋白质的部分未折叠状态的存在有关。因此,在这项研究中获得的见解可能会为优化的rusticyanin变体的生物浸出过程以及酶催化的含铜矿石如黄铜矿的溶解提供信息。
    Motivated by the ambition to establish an enzyme-driven bioleaching pathway for copper extraction, properties of the Type-1 copper protein rusticyanin from Acidithiobacillus ferrooxidans (AfR) were compared with those from an ancestral form of this enzyme (N0) and an archaeal enzyme identified in Ferroplasma acidiphilum (FaR). While both N0 and FaR show redox potentials similar to that of AfR their electron transport rates were significantly slower. The lack of a correlation between the redox potentials and electron transfer rates indicates that AfR and its associated electron transfer chain evolved to specifically facilitate the efficient conversion of the energy of iron oxidation to ATP formation. In F. acidiphilum this pathway is not as efficient unless it is up-regulated by an as of yet unknown mechanism. In addition, while the electrochemical properties of AfR were consistent with previous data, previously unreported behavior was found leading to a form that is associated with a partially unfolded form of the protein. The cyclic voltammetry (CV) response of AfR immobilized onto an electrode showed limited stability, which may be connected to the presence of the partially unfolded state of this protein. Insights gained in this study may thus inform the engineering of optimized rusticyanin variants for bioleaching processes as well as enzyme-catalyzed solubilization of copper-containing ores such as chalcopyrite.
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  • 文章类型: Journal Article
    进化上保守的结构褶皱可以产生不同的生物学功能,然而,预测有助于在这种褶皱中出现新活动的原子尺度相互作用仍然具有挑战性。胰腺型核糖核酸酶说明了这种复杂性,共享一个核心结构,该结构已经演变为适应各种功能。在这项研究中,我们使用祖先序列重建来探测区分RNase2/3亚家族嗜酸性粒细胞成员中生物学活性的进化和分子决定子.我们的调查揭示了功能性,结构,以及将进化的祖先AncRNase与其当代嗜酸性粒细胞RNase直系同源物区分开的动力学行为。利用蛋白质工程祖先重建的潜力,我们使用AncRNase预测来设计一个最小的4残基变体,该变体将人RNase2转化为具有RNase3成员抗微生物和细胞毒活性的嵌合酶。这项工作为控制结构的突变和进化途径提供了独特的见解,函数,和嗜酸性粒细胞RNase亚家族内的构象状态,提供靶向调节RNase相关功能的潜力。
    Evolutionarily conserved structural folds can give rise to diverse biological functions, yet predicting atomic-scale interactions that contribute to the emergence of novel activities within such folds remains challenging. Pancreatic-type ribonucleases illustrate this complexity, sharing a core structure that has evolved to accommodate varied functions. In this study, we used ancestral sequence reconstruction to probe evolutionary and molecular determinants that distinguish biological activities within eosinophil members of the RNase 2/3 subfamily. Our investigation unveils functional, structural, and dynamical behaviors that differentiate the evolved ancestral ribonuclease (AncRNase) from its contemporary eosinophil RNase orthologs. Leveraging the potential of ancestral reconstruction for protein engineering, we used AncRNase predictions to design a minimal 4-residue variant that transforms human RNase 2 into a chimeric enzyme endowed with the antimicrobial and cytotoxic activities of RNase 3 members. This work provides unique insights into mutational and evolutionary pathways governing structure, function, and conformational states within the eosinophil RNase subfamily, offering potential for targeted modulation of RNase-associated functions.
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  • 文章类型: Journal Article
    磷化氢(PLB)是一种跨膜微肽,可调节心肌中的Ca2+泵SERCA,但是这种调节的物理机制仍然知之甚少。PLB降低活性SERCA的Ca2+敏感性,增加泵循环所需的Ca2+浓度。然而,当ATP缺失时,PLB不会降低Ca2+与SERCA的结合,提示PLB不抑制SERCACa2+亲和力。对这些看似矛盾的结果的普遍解释是,PLB减缓了与Ca2结合相关的SERCA酶循环的转变,改变运输Ca2依赖性,而实际上不影响Ca2协调位点的平衡结合亲和力。这里,我们考虑另一个假设,在不存在ATP的情况下对Ca2+结合的测量忽略了增加SERCACa2+结合亲和力的核苷酸结合的重要变构效应。我们推测,PLB通过逆转这种变形反应来抑制SERCA。为了测试这个,我们使用荧光SERCA生物传感器来定量在存在和不存在不可水解的ATP类似物的情况下,非循环SERCA的Ca2亲和力。AMPPCP.核苷酸激活增加SERCACa2+亲和力,这种效应被PLB的共表达逆转。有趣的是,在不存在核苷酸的情况下,PLB对Ca2+亲和力没有影响。这些结果调和了来自ATP酶测定与Ca2+结合测定的先前矛盾的观察结果。此外,SERCA的结构分析揭示了连接ATP-和Ca2+结合位点的新型变构途径。我们提出该途径被PLB结合破坏。因此,PLB通过中断ATP对泵的变构激活来降低SERCA的平衡Ca2亲和力。
    Phospholamban (PLB) is a transmembrane micropeptide that regulates the sarcoplasmic reticulum Ca2+-ATPase (SERCA) in cardiac muscle, but the physical mechanism of this regulation remains poorly understood. PLB reduces the Ca2+ sensitivity of active SERCA, increasing the Ca2+ concentration required for pump cycling. However, PLB does not decrease Ca2+ binding to SERCA when ATP is absent, suggesting PLB does not inhibit SERCA Ca2+ affinity. The prevailing explanation for these seemingly conflicting results is that PLB slows transitions in the SERCA enzymatic cycle associated with Ca2+ binding, altering transport Ca2+ dependence without actually affecting the equilibrium binding affinity of the Ca2+-coordinating sites. Here, we consider another hypothesis, that measurements of Ca2+ binding in the absence of ATP overlook important allosteric effects of nucleotide binding that increase SERCA Ca2+ binding affinity. We speculated that PLB inhibits SERCA by reversing this allostery. To test this, we used a fluorescent SERCA biosensor to quantify the Ca2+ affinity of non-cycling SERCA in the presence and absence of a non-hydrolyzable ATP-analog, AMPPCP. Nucleotide activation increased SERCA Ca2+ affinity, and this effect was reversed by co-expression of PLB. Interestingly, PLB had no effect on Ca2+ affinity in the absence of nucleotide. These results reconcile the previous conflicting observations from ATPase assays versus Ca2+ binding assays. Moreover, structural analysis of SERCA revealed a novel allosteric pathway connecting the ATP- and Ca2+-binding sites. We propose this pathway is disrupted by PLB binding. Thus, PLB reduces the equilibrium Ca2+ affinity of SERCA by interrupting allosteric activation of the pump by ATP.
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  • 文章类型: Journal Article
    哺乳动物SLC26蛋白是基于膜的阴离子转运蛋白,属于大型SLC26/SulP家族,它们的许多变异与遗传性疾病有关。最近的结构研究揭示了几个SLC26成员的惊人相似的同源二聚体分子结构,暗示一个共同的分子原理。现在出现了一个新的问题,即这些结构相似的蛋白质如何执行不同的生理功能。在这项研究中,我们试图确定常见的与SLC26蛋白之间的不同分子机制使用引入SLC26A4,SLC26A5和SLC26A9的天然存在和人工错义变化。我们发现:(i)阴离子结合位点处的碱性残基对于SLC26A4的阴离子反表达和SLC26A5的运动功能都是必需的,其转化为非极性残基至关重要,但不足以在SLC26A9中快速解偶联阴离子运输;(ii)N端和C端胞质结构域中的保守极性残基可能参与动态氢键网络,并且对于SLC26A之间的反表达至关重要,但对于每个C26A之间的TM14在SLC26A9中没有功能意义,但对SLC26A4和SLC26A5的功能至关重要,可能有助于最佳地定向核心结构域相对于细胞膜内门域的相对运动轴。这些发现促进了我们对SLC26蛋白质家族不同生理作用的分子机制的理解。
    Mammalian SLC26 proteins are membrane-based anion transporters that belong to the large SLC26/SulP family, and many of their variants are associated with hereditary diseases. Recent structural studies revealed a strikingly similar homodimeric molecular architecture for several SLC26 members, implying a shared molecular principle. Now a new question emerges as to how these structurally similar proteins execute diverse physiological functions. In this study, we sought to identify the common versus distinct molecular mechanism among the SLC26 proteins using both naturally occurring and artificial missense changes introduced to SLC26A4, SLC26A5, and SLC26A9. We found: (i) the basic residue at the anion binding site is essential for both anion antiport of SLC26A4 and motor functions of SLC26A5, and its conversion to a nonpolar residue is crucial but not sufficient for the fast uncoupled anion transport in SLC26A9; (ii) the conserved polar residues in the N- and C-terminal cytosolic domains are likely involved in dynamic hydrogen-bonding networks and are essential for anion antiport of SLC26A4 but not for motor (SLC26A5) and uncoupled anion transport (SLC26A9) functions; (iii) the hydrophobic interaction between each protomer\'s last transmembrane helices, TM14, is not of functional significance in SLC26A9 but crucial for the functions of SLC26A4 and SLC26A5, likely contributing to optimally orient the axis of the relative movements of the core domain with respect to the gate domains within the cell membrane. These findings advance our understanding of the molecular mechanisms underlying the diverse physiological roles of the SLC26 family of proteins.
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  • 文章类型: Journal Article
    睫状神经营养因子(CNTF)通过非信号α受体CNTF受体(CNTFR)和两种信号β受体糖蛋白130(gp130)和白血病抑制因子受体(LIFR)激活细胞。CNTF衍生的,Axokine对肥胖和胰岛素抵抗具有保护作用,但由于CNTF抗体的出现而停止了临床开发。嵌合细胞因子IC7使用具有来自CNTF的LIFR结合位点的白细胞介素(IL-)6的框架通过IL-6R:gp130:LIFR复合物激活细胞。类似于CNTF/Axokine,IC7保护小鼠免受肥胖和胰岛素抵抗。这里,我们开发了特异性靶向IL-6R:gp130:LIFR复合物的不依赖CNTF的嵌合体。在GIL-6和GIO-6中,我们分别将LIFR结合位点从LIF或OSM转移到IL-6。虽然GIO-6通过gp130:IL-6R:LIFR和gp130:IL-6R:OSMR复合物发出信号,GIL-6选择性激活IL-6R:gp130:LIFR受体复合物。通过对IC7和CNTF的重新评估,我们发现制瘤素M受体(OSMR)作为替代的非规范高亲和力受体,导致IL-6R:OSMR:gp130和CNTFR:OSMR:gp130受体复合物,分别。OSMR作为IC7和CNTF的替代高亲和力受体的发现表明GIL-6是第一个真正选择性的IL-6R:gp130:LIFR细胞因子,而GIO-6是IC7的无CNTF替代品。
    Ciliary neurotrophic factor (CNTF) activates cells via the non-signaling α-receptor CNTF receptor (CNTFR) and the two signaling β-receptors glycoprotein 130 (gp130) and leukemia inhibitory factor receptor (LIFR). The CNTF derivate, Axokine, was protective against obesity and insulin resistance, but clinical development was halted by the emergence of CNTF antibodies. The chimeric cytokine IC7 used the framework of interleukin (IL-)6 with the LIFR-binding site from CNTF to activate cells via IL-6R:gp130:LIFR complexes. Similar to CNTF/Axokine, IC7 protected mice from obesity and insulin resistance. Here, we developed CNTF-independent chimeras that specifically target the IL-6R:gp130:LIFR complex. In GIL-6 and GIO-6, we transferred the LIFR binding site from LIF or OSM to IL-6, respectively. While GIO-6 signals via gp130:IL-6R:LIFR and gp130:IL-6R:OSMR complexes, GIL-6 selectively activates the IL-6R:gp130:LIFR receptor complex. By re-evaluation of IC7 and CNTF, we discovered the Oncostatin M receptor (OSMR) as an alternative non-canonical high-affinity receptor leading to IL-6R:OSMR:gp130 and CNTFR:OSMR:gp130 receptor complexes, respectively. The discovery of OSMR as an alternative high-affinity receptor for IC7 and CNTF designates GIL-6 as the first truly selective IL-6R:gp130:LIFR cytokine, whereas GIO-6 is a CNTF-free alternative for IC7.
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  • 文章类型: Journal Article
    血红素与蛋白质结合的过程在几乎所有生命形式中都很普遍,以控制许多重要的生物学特性,如O2结合,电子转移,气体传感或建立催化能力。在这些情况下,血红素通常与离散血红素结合袋中的蛋白质紧密结合(不可逆地),与一个或两个血红素配体提供的血红素铁最常见的His,Cys或Tyr残基。血红素结合也可以用作调节机制,例如在转录调节或离子通道控制中。当用作调节器时,血红素结合更弱,具有不同的血红素连接处,不需要离散的血红素口袋。这使得血红素调节蛋白的表征变得困难,并且需要新的方法来预测和理解血红素-蛋白质相互作用。我们应用ProFunc生物信息学工具的修改版本来识别来自蛋白质数据库(PDB)和AlphaFold模型的血红素依赖性调节蛋白测试集中的血红素结合位点。鉴定出的潜在血红素结合位点可以在PyMol和,如有必要,优化与RosettaDOCK。我们证明了该方法可用于鉴定蛋白质中的血红素结合位点,包括在没有晶体结构的情况下,但是当结构信息的质量较高时,该方法更准确。ProFunc工具,随着这项工作中使用的修改,可在https://www上公开获得。ebi.AC.uk/thornton-srv/databases/profunc,可以很容易地用于检查新的血红素结合目标。
    The process of heme binding to a protein is prevalent in almost all forms of life to control many important biological properties, such as O2-binding, electron transfer, gas sensing or to build catalytic power. In these cases, heme typically binds tightly (irreversibly) to a protein in a discrete heme binding pocket, with one or two heme ligands provided most commonly to the heme iron by His, Cys or Tyr residues. Heme binding can also be used as a regulatory mechanism, for example in transcriptional regulation or ion channel control. When used as a regulator, heme binds more weakly, with different heme ligations and without the need for a discrete heme pocket. This makes the characterization of heme regulatory proteins difficult, and new approaches are needed to predict and understand the heme-protein interactions. We apply a modified version of the ProFunc bioinformatics tool to identify heme-binding sites in a test set of heme-dependent regulatory proteins taken from the Protein Data Bank and AlphaFold models. The potential heme binding sites identified can be easily visualized in PyMol and, if necessary, optimized with RosettaDOCK. We demonstrate that the methodology can be used to identify heme-binding sites in proteins, including in cases where there is no crystal structure available, but the methodology is more accurate when the quality of the structural information is high. The ProFunc tool, with the modification used in this work, is publicly available at https://www.ebi.ac.uk/thornton-srv/databases/profunc and can be readily adopted for the examination of new heme binding targets.
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