In silico modeling

计算机建模
  • 文章类型: Journal Article
    摘要感染性心内膜炎(IE)是一种威胁生命的感染,在过去的二十年中,由于植入式心脏设备的增加,患病率几乎翻了一番。经导管主动脉瓣植入术(TAVI)是目前最常见的心脏手术之一。TAVI使用率继续呈指数级上升,增加TAVI-IE的必然性。TAVI患者通常是非手术患者,在不去除瓣膜或细菌生物膜的情况下,TAVI-IE的1年死亡率可高达74%。粪肠球菌,一种历史上不太常见的IE病原体,是TAVI-IE的主要原因。由于肠球菌固有抗性和生物膜形成,治疗选择是有限的。有必要采用新的方法来解决当前的治疗差距。我们描述了治疗TAVI-IE的现有挑战,以及如何将可用的治疗发现方法与“LivingHeart”模型结合起来,为未来创造解决方案。
    SUMMARYInfective endocarditis (IE) is a life-threatening infection that has nearly doubled in prevalence over the last two decades due to the increase in implantable cardiac devices. Transcatheter aortic valve implantation (TAVI) is currently one of the most common cardiac procedures. TAVI usage continues to exponentially rise, inevitability increasing TAVI-IE. Patients with TAVI are frequently nonsurgical candidates, and TAVI-IE 1-year mortality rates can be as high as 74% without valve or bacterial biofilm removal. Enterococcus faecalis, a historically less common IE pathogen, is the primary cause of TAVI-IE. Treatment options are limited due to enterococcal intrinsic resistance and biofilm formation. Novel approaches are warranted to tackle current therapeutic gaps. We describe the existing challenges in treating TAVI-IE and how available treatment discovery approaches can be combined with an in silico \"Living Heart\" model to create solutions for the future.
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  • 文章类型: Journal Article
    热熔挤出(HME)已被广泛用作生产多种剂型的连续且高度灵活的药物制造工艺。特别是,HME能够制备无定形固体分散体(ASD),其可以提高水溶性差的药物的生物利用度。药物-聚合物混合物的流变性能可显著影响通过HME的药物制剂的加工性能,并最终影响最终使用的产品性能,如物理稳定性和药物释放。这篇综述的目的是提供各种流变技术和特性的概述,这些技术和特性可用于评估药物-聚合物混合物的流动行为和可加工性以及药物-聚合物相互作用等制剂特性,混溶性/溶解度,和塑化以改善HME加工性能。还提供了HME处理ASD的热力学和动力学概述,以及扩展和过程建模的方面,突出配方设计和工艺开发的流变特性。总的来说,这篇综述提供了对关键流变特性的有价值的见解,可用作优化HME加工条件的预测工具。
    Hot melt extrusion (HME) has been widely used as a continuous and highly flexible pharmaceutical manufacturing process for the production of a variety of dosage forms. In particular, HME enables preparation of amorphous solid dispersions (ASDs) which can improve bioavailability of poorly water-soluble drugs. The rheological properties of drug-polymer mixtures can significantly influence the processability of drug formulations via HME and eventually the end-use product properties such as physical stability and drug release. The objective of this review is to provide an overview of various rheological techniques and properties that can be used to evaluate the flow behavior and processability of the drug-polymer mixtures as well as formulation characteristics such as drug-polymer interactions, miscibility/solubility, and plasticization to improve the HME processability. An overview of the thermodynamics and kinetics of ASD processing by HME is also provided, as well as aspects of scale-up and process modeling, highlighting rheological properties on formulation design and process development. Overall, this review provides valuable insights into critical rheological properties which can be used as a predictive tool to optimize the HME processing conditions.
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  • 文章类型: Journal Article
    当前的研究首次描述了Rasamsoniaemersonii的两个裂解多糖单加氧酶(LPMO)基因在响应各种碳源时的时间和差异转录表达。对不同碳源的碳水化合物活性酶(CAZymes)表达的基于质谱的分泌组分析显示出不同水平的LPMO(AA9),AA3,AA7,过氧化氢酶,和超氧化物歧化酶酶指向LPMO和辅助酶之间的氧化还原相互作用。此外,据观察,细胞寡糖对LPMO的表达有负面影响,以前的报告中没有强调这一点。LPMO1(30kDa)和LPMO2(47kDa),在巴斯德毕赤酵母中克隆和表达,对Avicel具有催化活性,(kcat/Km)为6.6×10-2mg-1mlmin-1和1.8×10-2mg-1mlmin-1,分别。Avicel/羧甲基纤维素(CMC)的水解产物的质谱显示存在C1/C4氧化的寡糖,表明它们是3型LPMO。LPMO1和LPMO2的3D结构分析揭示了保守催化残基在其活性位点的不同排列。开发的酶混合物由来自R.emersonii突变体M36的纤维素酶组成,补充了重组LPMO1/LPMO2,从而显着增强了PRAJ工业中蒸汽/酸预处理的未洗涤稻草浆液的糖化作用(浦那,印度)。目前的工作表明,LPMO1和LPMO2是催化高效的,并且具有高度的热稳定性,强调它们在提高基准酶鸡尾酒性能方面的有用性。关键点:•质谱描绘了LPMO和辅助酶之间的微妙相互作用。•Cello-寡糖强烈下调LPMO1表达。•与CellicCTec3相比,开发的LPMO混合物显示出优异的水解。
    The current study is the first to describe the temporal and differential transcriptional expression of two lytic polysaccharide monooxygenase (LPMO) genes of Rasamsonia emersonii in response to various carbon sources. The mass spectrometry based secretome analysis of carbohydrate active enzymes (CAZymes) expression in response to different carbon sources showed varying levels of LPMOs (AA9), AA3, AA7, catalase, and superoxide dismutase enzymes pointing toward the redox-interplay between the LPMOs and auxiliary enzymes. Moreover, it was observed that cello-oligosaccharides have a negative impact on the expression of LPMOs, which has not been highlighted in previous reports. The LPMO1 (30 kDa) and LPMO2 (47 kDa), cloned and expressed in Pichia pastoris, were catalytically active with (kcat/Km) of 6.6×10-2 mg-1 ml min-1 and 1.8×10-2 mg-1 ml min-1 against Avicel, respectively. The mass spectrometry of hydrolysis products of Avicel/carboxy methyl cellulose (CMC) showed presence of C1/C4 oxidized oligosaccharides indicating them to be Type 3 LPMOs. The 3D structural analysis of LPMO1 and LPMO2 revealed distinct arrangements of conserved catalytic residues at their active site. The developed enzyme cocktails consisting of cellulase from R. emersonii mutant M36 supplemented with recombinant LPMO1/LPMO2 resulted in significantly enhanced saccharification of steam/acid pretreated unwashed rice straw slurry from PRAJ industries (Pune, India). The current work indicates that LPMO1 and LPMO2 are catalytically efficient and have a high degree of thermostability, emphasizing their usefulness in improving benchmark enzyme cocktail performance. KEY POINTS: • Mass spectrometry depicts subtle interactions between LPMOs and auxiliary enzymes. • Cello-oligosaccharides strongly downregulated the LPMO1 expression. • Developed LPMO cocktails showed superior hydrolysis in comparison to CellicCTec3.
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  • 文章类型: Journal Article
    背景:该研究旨在通过涉及计算机的综合评估来评估荨麻精油(UDEO)的抗氧化和伤口愈合特性,在体外,和体内分析。还研究了UDEO的植物化学以鉴定至关重要的痕量化合物。
    方法:研究了色谱中多模式入口(MMI)的各种进样方法,以达到较低的仪器检测限。随后,采用计算机模拟研究来深入研究已鉴定化合物的潜在生物活性。标准抗氧化试验,包括ABTS·+和TAC,被执行了。使用大鼠模型实施以伤口愈合为中心的体内测试。将大鼠随机分为四组:生理盐水,凡士林车,胞嘧啶,和5%UDEO软膏。通过色度研究评估伤口愈合进展。
    结果:气相色谱结合三重四极杆质谱(GC-MS/MS)分析显示UDEO中存在97种不耐热化合物。随后的计算机模拟研究揭示了鉴定的化合物抑制COX-2,TNF-α,和IL-6,表明抗炎反应和愈合过程的可能增强。体外测试阐明了UDEO的显着抗氧化能力,伤口愈合数据强化了这一发现,在局部应用UDEO后,显示出89%的实质性闭合率。值得注意的是,纤维蛋白原和C反应蛋白(CRP)水平显着降低,表明与对照相比,氧化应激损伤最小化。此外,与对照相比,UDEO表现出抗氧化酶活性的增加。
    结论:该研究得出结论,UDEO具有显着的抗氧化和伤口愈合特性,由其丰富的植物化学成分支持。这些发现表明其在氧化应激和炎症条件的治疗干预中的潜在应用。
    BACKGROUND: The study aimed to assess the antioxidant and wound healing properties of Urtica dioica essential oil (UDEO) through a comprehensive evaluation involving in silico, in vitro, and in vivo analyses. The phytochemistry of UDEO was also investigated to identify trace compounds crucial.
    METHODS: Various injection methods of the multimode inlet (MMI) in chromatography were investigated to attain lower instrumental detection limits. Subsequently, in silico studies were employed to delve deeper into the potential biological activities of the identified compounds. Standard antioxidative tests, encompassing ABTS•+ and TAC, were performed. In vivo tests centered on wound healing were implemented using rat models. The rats were randomly allocated to four groups: saline solution, vaseline vehicle, cytol centella, and 5% UDEO ointment. Wound healing progress was evaluated through a chromatic study.
    RESULTS: Gas chromatography combined with triple quadrupole mass spectrometry (GC-MS/MS) analysis revealed the presence of 97 thermolabile compounds in UDEO. Subsequent in silico studies unveiled the potential of identified compounds to inhibit COX-2, TNF-α, and IL-6, suggesting a possible enhancement of anti-inflammatory responses and healing processes. In vitro tests elucidated the notable antioxidant capacity of UDEO, a finding reinforced by wound healing data, revealing a substantial closure rate of 89% following the topical application of UDEO. Notably, fibrinogen and C-reactive protein (CRP) levels were significantly reduced, indicating minimized oxidative stress damage compared to control. Additionally, UDEO exhibited an increase in antioxidant enzyme activities compared to control.
    CONCLUSIONS: The study concludes that UDEO possesses significant antioxidant and wound-healing properties, supported by its rich phytochemical composition. The findings suggest its potential application in therapeutic interventions for oxidative stress and inflammatory conditions.
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  • 文章类型: Journal Article
    治疗性蛋白质的可逆自缔合(RSA)在高浓度制剂的开发中提出了主要挑战。尤其是那些打算皮下给药的。因此,了解自缔合机制对于设计和选择具有可接受的可开发性的候选人以进行临床试验至关重要。实验和计算机建模的结合提供了阐明自关联界面的强大工具。已经在不同的溶液条件下广泛研究了单克隆抗体的RSA,并且已经显示涉及抗原结合片段和可结晶片段两者的相互作用。新型模态,如双特异性抗体,抗原结合片段,单链可变片段,和双抗体构成了一类快速增长的基于抗体的治疗剂,与单克隆抗体相比具有独特的生理化学性质。在这项研究中,双抗体-白细胞介素22融合蛋白(FP-1)的RSA界面使用氢-氘交换耦合质谱(HDX-MS)结合计算机模拟研究.一起来看,结果表明,复杂的溶液行为是FP-1自缔合的基础,其界面可归因于双抗体可变轻链中的特定片段。这些发现还表明,HDX-MS与计算机建模的组合是指导新型生物治疗方式的设计和候选选择的强大工具。
    Reversible self-association (RSA) of therapeutic proteins presents major challenges in the development of high-concentration formulations, especially those intended for subcutaneous administration. Understanding self-association mechanisms is therefore critical to the design and selection of candidates with acceptable developability to advance to clinical trials. The combination of experiments and in silico modeling presents a powerful tool to elucidate the interface of self-association. RSA of monoclonal antibodies has been studied extensively under different solution conditions and have been shown to involve interactions for both the antigen-binding fragment and the crystallizable fragment. Novel modalities such as bispecific antibodies, antigen-binding fragments, single-chain-variable fragments, and diabodies constitute a fast-growing class of antibody-based therapeutics that have unique physiochemical properties compared to monoclonal antibodies. In this study, the RSA interface of a diabody-interleukin 22 fusion protein (FP-1) was studied using hydrogen-deuterium exchange coupled with mass spectrometry (HDX-MS) in combination with in silico modeling. Taken together, the results show that a complex solution behavior underlies the self-association of FP-1 and that the interface thereof can be attributed to a specific segment in the variable light chain of the diabody. These findings also demonstrate that the combination of HDX-MS with in silico modeling is a powerful tool to guide the design and candidate selection of novel biotherapeutic modalities.
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  • 文章类型: Journal Article
    线粒体发生是指线粒体产生和维持的过程,在细胞代谢中起着至关重要的作用。线粒体过程,如能量产生,对氧化应激的反应,细胞死亡都受到酶的严格调控。类黄酮分子malvidin-3-葡萄糖苷(M3G),可以在各种各样的水果和蔬菜中找到,已被证明可以改善线粒体活性。然而,介导M3G对线粒体生成作用的精确酶尚不清楚。
    这里,我们使用计算机分子建模工具来研究M3G给药后酶如何促进线粒体生成。我们使用计算方法来发现已知与M3G相互作用并在线粒体生理学中起重要作用的候选靶酶。进行分子对接以测量M3G-酶复合物的结合亲和力和稳定性。使用生物信息学技术分析发现的酶的结构和功能特征,并制定了它们与M3G相互作用的预测功能含义。
    我们进行这些研究的目的是更好地了解M3G如何通过改变SIRT-1,AMPK,和PGC-1α通过M3G。
    总之,我们的研究结果为M3G影响线粒体发生的分子途径提供了线索.此外,对发现的酶及其与M3G的相互作用进行实验验证可能有助于开发改善线粒体功能和细胞健康的治疗方法。
    UNASSIGNED: Mitochondriogenesis refers to the process of creating and maintaining mitochondria, which plays an essential role in cellular metabolism. Mitochondrial processes such as energy generation, the response to oxidative stress, and cell death are all tightly regulated by enzymes. The flavonoid molecule malvidin-3-glucoside (M3G), which may be found in a wide variety of fruits and vegetables, has been shown to improve mitochondrial activity. However, the precise enzymes that mediate M3G\'s effect on mitochondriogenesis are yet unknown.
    UNASSIGNED: Here, we used in silico molecular modeling tools to look at how enzymes contribute to mitochondriogenesis after M3G administration. We used computational methods to discover candidate target enzymes known to interact with M3G and play important roles in mitochondrial physiology. Molecular docking was conducted to measure the binding affinity and stability of the M3G-enzyme complexes. The found enzymes\' structural and functional features were analyzed using bioinformatics techniques, and the predicted functional implications of their interaction with M3G were formulated.
    UNASSIGNED: Our goal in doing these studies was to understand better how M3G regulates mitochondriogenesis by the action of altering SIRT-1, AMPK, and PGC-1α via M3G.
    UNASSIGNED: In sum, our findings provide light on the molecular pathways by which M3G influences mitochondriogenesis. Furthermore, experimental validation of the discovered enzymes and their interactions with M3G may aid in the development of therapeutic approaches to improve mitochondrial function and cellular health.
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  • 文章类型: Journal Article
    许多含有小活性分子的药物制剂被用于治疗冠状动脉疾病,这影响了世界上很大一部分人口。然而,这些分子在治疗功效方面的不足导致了具有优异特性的基于蛋白质和肽的生物分子的治疗用途,如靶标特异性亲和力和低免疫原性,在危重疾病中。蛋白质-蛋白质相互作用,由于分子技术的进步以及涉及结合使用计算机方法的策略,已经使治疗肽的设计达到了先进的维度。特别是,利用蛋白质/肽结构建模提供的优势,分子对接用于研究它们的相互作用,分子动力学模拟它们在生理条件下的相互作用,以及可以与所有这些结合工作的机器学习技术,在开发可以调节冠状动脉疾病的发展和进展的治疗肽方面取得了重大进展。在这个范围内,这篇综述讨论了开发用于治疗冠状动脉疾病的肽疗法的计算机模拟方法,以及鉴定可以通过这些设计调节的分子机制的策略,并为未来的研究提供了全面的前景。
    Many drug formulations containing small active molecules are used for the treatment of coronary artery disease, which affects a significant part of the world\'s population. However, the inadequate profile of these molecules in terms of therapeutic efficacy has led to the therapeutic use of protein and peptide-based biomolecules with superior properties, such as target-specific affinity and low immunogenicity, in critical diseases. Protein‒protein interactions, as a consequence of advances in molecular techniques with strategies involving the combined use of in silico methods, have enabled the design of therapeutic peptides to reach an advanced dimension. In particular, with the advantages provided by protein/peptide structural modeling, molecular docking for the study of their interactions, molecular dynamics simulations for their interactions under physiological conditions and machine learning techniques that can work in combination with all these, significant progress has been made in approaches to developing therapeutic peptides that can modulate the development and progression of coronary artery diseases. In this scope, this review discusses in silico methods for the development of peptide therapeutics for the treatment of coronary artery disease and strategies for identifying the molecular mechanisms that can be modulated by these designs and provides a comprehensive perspective for future studies.
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  • 文章类型: Journal Article
    将计算机模拟应用于研究两种配体的效率,即,UCB-J和UCB-F,与参与调节神经末梢突触功能的突触小泡糖蛋白2(SV2)的同种型结合,最终目的是了解UCB-J和UCB-F之间相互作用对SV2不同亚型的选择性。进行了对接和大规模分子动力学模拟,以解开各种结合模式,互动的类型,和束缚自由能,覆盖氢键和非特异性疏水相互作用,水桥,π-π,和阳离子-π相互作用。可以详细公开UCB-J和UCB-F与蛋白质袋中的特定残基键合类型的总体优选。独特的交互指纹,即,与UCB-J的吡啶部分的额外阳离子-π相互作用的氢键,可以被确立为其对SV2同工型A(SV2A)的高选择性的解释。其他分子细节,主要指π-π相互作用和氢键的存在,也可以作为UCB-F示踪剂对三种同工型的选择性来源进行分析。模拟提供了原子细节,以支持针对突触小泡糖蛋白及其相关疾病的新选择性示踪剂的未来发展。
    In silico modeling was applied to study the efficiency of two ligands, namely, UCB-J and UCB-F, to bind to isoforms of the synaptic vesicle glycoprotein 2 (SV2) that are involved in the regulation of synaptic function in the nerve terminals, with the ultimate goal to understand the selectivity of the interaction between UCB-J and UCB-F to different isoforms of SV2. Docking and large-scale molecular dynamics simulations were carried out to unravel various binding patterns, types of interactions, and binding free energies, covering hydrogen bonding and nonspecific hydrophobic interactions, water bridge, π-π, and cation-π interactions. The overall preference for bonding types of UCB-J and UCB-F with particular residues in the protein pockets can be disclosed in detail. A unique interaction fingerprint, namely, hydrogen bonding with additional cation-π interaction with the pyridine moiety of UCB-J, could be established as an explanation for its high selectivity over the SV2 isoform A (SV2A). Other molecular details, primarily referring to the presence of π-π interactions and hydrogen bonding, could also be analyzed as sources of selectivity of the UCB-F tracer for the three isoforms. The simulations provide atomic details to support future development of new selective tracers targeting synaptic vesicle glycoproteins and their associated diseases.
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  • 文章类型: Journal Article
    IRS1是一种细胞质衔接蛋白,有助于细胞生长,葡萄糖代谢,扩散,和差异化。高度无序(胰岛素受体底物1)IRS1蛋白序列(mol。wt-131,590.97da)已通过I-Tassar工具和DiscoveryStudio/DogSiteServer使用从头算建模技术开发模型,以破译新的活动站点。构建的蛋白质模型已提交PMDBId-PM0082210。IRS1模型的GRAVY指数(-0.675)表明表面蛋白-水相互作用。Protparam工具不稳定性指数(75.22)显示出由于脯氨酸/甘氨酸而导致的混乱与环。细化后,Ramachandran地块显示,在允许的区域中存在88%的AA,在不允许的区域中只有0.5%。新的IRS1模型蛋白有10个α-螺旋,22个β-折叠,20个β发夹,5个β凸起,47股,105个β转角,和8个γ转。IRS1与药物MH的对接证明了Ser-70,Thr-18和Pro-69与C-H键的相互作用;Gln-71和Glu-113具有氢键;而Glu-114和Glu-113均具有盐桥连接。在IRS1和IRS1-met复合物的模拟中获得了20至45ns之间的RMSD波动的允许范围为1.0-1.5,这证实了两种复合物在整个模拟过程中都是稳定的。RMSF结果表明,除了位置57AA和114AA,药物的结合对IRS1和IRS1-met复合物的柔韧性没有严重影响.IRS1蛋白的紧密度和刚性的RoG值变化不大。IRS1的SASA值表明IRS1与药物MH之间无明显波动,意味着配体(药物)和IRS1受体形成稳定的结构。IRS1和IRS1-met的氢键强度分别为81.2和76.4。这表明了稳定的相互作用。
    IRS1 is a cytoplasmic adaptor protein that helps in cellular growth, glucose metabolism, proliferation, and differentiation. Highly disordered (insulin receptor substrate 1) IRS1 protein sequence (mol.wt- 131,590.97 da) has been used to develop model using ab initio modeling technique by I-Tassar tool and Discovery Studio/ DogSite Server to decipher a novel active site. The constructed protein model has been submitted with PMDB Id- PM0082210. GRAVY index of IRS1 model ( - 0.675) indicated surface protein-water interaction. Protparam tool instability index (75.22) demonstrated disorderedness combined with loops owing to prolines/glycines. After refinement, the Ramachandran plot showed that 88 percent of AAs were present in the allowed region and only 0.5% in the disallowed region. Novel IRS1 model protein has 10 α-helices, 22 β-sheets, 20 β-hairpins, 5 β-bulges, 47 strands, 105 β-turns, and 8 γ-turns. Docking of IRS1 with drug MH demonstrated interaction of Ser-70, Thr-18, and Pro-69 with C-H bonds; Gln-71, and Glu-113 with hydrogen bonds; while both Glu-114 and Glu-113 with salt-bridge connection. Permissible 1.0-1.5 Å range of RMSD fluctuation between 20 and 45 ns was obtained in simulation of IRS1 and IRS1-met complex confirmed that both complexes were stable during whole simulation process. RMSF result showed that except positions 57AA and 114AA, the binding of drug had no severe effects on the flexibility of the IRS1 and IRS1-met complex. The RoG value of compactness and rigidity showed little change in IRS1 protein. SASA value of IRS1 indicated non-significant fluctuation between IRS1 and drug MH means ligand (drug) and IRS1 receptor form stable structure. Hydrogen bond strength of IRS1 and IRS1-met was 81.2 and 76.4, respectively, which suggested stable interaction.
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  • 文章类型: Journal Article
    脱氢表雄酮(DHEA),类固醇性激素的前体,由类固醇17-α-羟化酶/17,20-裂解酶(CYP17A1)合成,微粒体细胞色素b5(CYB5A)和细胞色素P450还原酶(CPR)参与,然后用两种胞质磺基转移酶进行硫酸化,SULT1E1和SULT2A1,用于储存和运输到其合成不可用的组织。CYP17A1和SULTs参与这些连续反应使我们考虑SULTs与产生DHEA的CYP17A1及其氧化还原伙伴的可能相互作用。文本挖掘分析,蛋白质-蛋白质网络分析,进行基因共表达分析以确定SULTs和微粒体CYP亚型之间的关系。第一次,使用表面等离子体共振,我们检测到CYP17A1和SULT2A1或SULT1E1之间的相互作用。SULTs还与CYB5A和CPR相互作用。SULT2A1/CYP17A1和SULT2A1/CYB5A复合物的相互作用参数似乎受3'-磷酸腺苷-5'-磷酸硫酸盐(PAPS)的调节。亲和纯化,结合质谱(AP-MS),使我们能够鉴定出一系列SULT1E1潜在的蛋白质伴侣,包括CYB5A。我们表明,在仅存在CYP17A1或CYP17A1和CYB5A混合物的情况下,SULTs的酶活性增加。预测了CYP17A1/SULT1E1和CYB5A/SULT1E1复合物的结构。我们的数据提供了有关微粒体CYP依赖性大分子复合物组织的新基本信息。
    Dehydroepiandrosterone (DHEA), a precursor of steroid sex hormones, is synthesized by steroid 17-alpha-hydroxylase/17,20-lyase (CYP17A1) with the participation of microsomal cytochrome b5 (CYB5A) and cytochrome P450 reductase (CPR), followed by sulfation by two cytosolic sulfotransferases, SULT1E1 and SULT2A1, for storage and transport to tissues in which its synthesis is not available. The involvement of CYP17A1 and SULTs in these successive reactions led us to consider the possible interaction of SULTs with DHEA-producing CYP17A1 and its redox partners. Text mining analysis, protein-protein network analysis, and gene co-expression analysis were performed to determine the relationships between SULTs and microsomal CYP isoforms. For the first time, using surface plasmon resonance, we detected interactions between CYP17A1 and SULT2A1 or SULT1E1. SULTs also interacted with CYB5A and CPR. The interaction parameters of SULT2A1/CYP17A1 and SULT2A1/CYB5A complexes seemed to be modulated by 3\'-phosphoadenosine-5\'-phosphosulfate (PAPS). Affinity purification, combined with mass spectrometry (AP-MS), allowed us to identify a spectrum of SULT1E1 potential protein partners, including CYB5A. We showed that the enzymatic activity of SULTs increased in the presence of only CYP17A1 or CYP17A1 and CYB5A mixture. The structures of CYP17A1/SULT1E1 and CYB5A/SULT1E1 complexes were predicted. Our data provide novel fundamental information about the organization of microsomal CYP-dependent macromolecular complexes.
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