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Fragment-based exploration of the 14-3-3/Amot-p130 interface 基于片段的14-3-3/Amot-p130接口探索
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2021.12.003
Federica Centorrino, Blaž Andlovic, Peter Cossar, Luc Brunsveld, Christian Ottmann

The modulation of protein-protein interactions (PPIs) has developed into a well-established field of drug discovery. Despite the advances achieved in the field, many PPIs are still deemed as ‘undruggable’ targets and the design of PPIs stabilizers remains a significant challenge. The application of fragment-based methods for the identification of drug leads and to evaluate the ‘tractability’ of the desired protein target has seen a remarkable development in recent years. In this study, we explore the molecular characteristics of the 14-3-3/Amot-p130 PPI and the conceptual possibility of targeting this interface using X-ray crystallography fragment-based screening. We report the first structural elucidation of the 14-3-3 binding motif of Amot-p130 and the characterization of the binding mode and affinities involved. We made use of fragments to probe the ‘ligandability’ of the 14-3-3/Amot-p130 composite binding pocket. Here we disclose initial hits with promising stabilizing activity and an early-stage selectivity toward the Amot-p130 motifs over other representatives 14-3-3 partners. Our findings highlight the potential of using fragments to characterize and explore proteins' surfaces and might provide a starting point toward the development of small molecules capable of acting as molecular glues.

蛋白质-蛋白质相互作用(PPIs)的调节已经发展成为一个成熟的药物发现领域。尽管在该领域取得了进展,但许多ppi仍然被认为是“不可药物”的目标,ppi稳定剂的设计仍然是一个重大挑战。近年来,基于片段的方法在药物先导物鉴定和评估所需蛋白质靶点的“可追溯性”方面的应用取得了显著的发展。在这项研究中,我们探索了14-3-3/Amot-p130 PPI的分子特征,以及利用基于x射线晶体学片段的筛选方法靶向该界面的概念可能性。我们报道了Amot-p130 14-3-3结合基序的首次结构解析,以及所涉及的结合模式和亲和力的表征。我们利用碎片来探测14-3-3/Amot-p130复合材料结合袋的“可配位性”。在这里,我们揭示了具有稳定活性和早期选择性的Amot-p130基序,而不是其他代表14-3-3合作伙伴。我们的发现强调了利用片段来表征和探索蛋白质表面的潜力,并可能为开发能够充当分子胶的小分子提供一个起点。
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引用次数: 3
Nonexponential kinetics captured in sequential unfolding of polyproteins over a range of loads 在负载范围内多蛋白的顺序展开中捕获的非指数动力学
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2022.04.003
Einat Chetrit , Sabita Sharma , Uri Maayan , Maya Georgia Pelah , Ziv Klausner , Ionel Popa , Ronen Berkovich

While performing under mechanical loads in vivo, polyproteins are vitally involved in cellular mechanisms such as regulation of tissue elasticity and mechano-transduction by unfolding their comprising domains and extending them. It is widely thought that the process of sequential unfolding of polyproteins follows an exponential kinetics as the individual unfolding events exhibit identical and identically distributed (iid) Poisson behavior. However, it was shown that under high loads, the sequential unfolding kinetics displays nonexponential kinetics that alludes to aging by a subdiffusion process. Statistical order analysis of this kinetics indicated that the individual unfolding events are not iid, and cannot be defined as a Poisson (memoryless) process. Based on numerical simulations it was argued that this behavior becomes less pronounced with lowering the load, therefore it is to be expected that polyproteins unfolding under lower forces will follow a Poisson behavior. This expectation serves as the motivation of the current study, in which we investigate the effect of force lowering on the unfolding kinetics of Poly-L8 under varying loads, specifically high (150, 100 ​pN) and moderate-low (45, 30, 20 ​pN) forces. We found that a hierarchy among the unfolding events still exists even under low loads, again resulting in nonexponential behavior. We observe that analyzing the dwell-time distributions with stretched-exponentials and power laws give rise to different phenomenological trends. Using statistical order analysis, we demonstrated that even under the lowest load, the sequential unfolding cannot be considered as iid, in accord with the power law distribution. Additional free energy analysis revealed the contribution of the unfolded segments elasticity that scales with the force on the overall one-dimensional contour of the energy landscape, but more importantly, it discloses the hierarchy within the activation barriers during sequential unfolding that account for the observed nonexponentiality.

当在体内承受机械负荷时,多蛋白通过展开和扩展其组成结构域,在组织弹性和机械转导的调节等细胞机制中起着至关重要的作用。人们普遍认为,多蛋白的顺序展开过程遵循指数动力学,因为单个展开事件表现出相同和同分布(iid)泊松行为。然而,研究表明,在高载荷下,顺序展开动力学表现为非指数动力学,暗示了亚扩散过程的老化。该动力学的统计阶数分析表明,单个展开事件不是iid的,不能定义为泊松(无记忆)过程。基于数值模拟,认为这种行为随着载荷的降低而变得不那么明显,因此可以预期,在较低的力下展开的多蛋白将遵循泊松行为。这一期望是本研究的动机,在本研究中,我们研究了力降低对Poly-L8在不同载荷下展开动力学的影响,特别是高(150、100 pN)和中低(45、30、20 pN)的力。我们发现,即使在低负载下,展开事件之间仍然存在层次结构,这再次导致非指数行为。我们观察到用扩展指数和幂律分析停留时间分布会产生不同的现象趋势。通过统计阶数分析,我们证明了即使在最低负荷下,顺序展开也不能被认为是iid,符合幂律分布。额外的自由能分析揭示了展开段弹性的贡献,它随力在能量景观的整体一维轮廓上的比例而变化,但更重要的是,它揭示了顺序展开过程中激活障碍的层次结构,这解释了观察到的非指数性。
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引用次数: 1
Insights into the structural properties of SARS-CoV-2 main protease SARS-CoV-2主蛋白酶结构特性研究
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2022.11.001
Ibrahim Yagiz Akbayrak , Sule Irem Caglayan , Lukasz Kurgan , Vladimir N. Uversky , Orkid Coskuner-Weber

SARS-CoV-2 is the infectious agent responsible for the coronavirus disease since 2019, which is the viral pneumonia pandemic worldwide. The structural knowledge on SARS-CoV-2 is rather limited. These limitations are also applicable to one of the most attractive drug targets of SARS-CoV-2 proteins – namely, main protease Mpro, also known as 3C-like protease (3CLpro). This protein is crucial for the processing of the viral polyproteins and plays crucial roles in interfering viral replication and transcription. In fact, although the crystal structure of this protein with an inhibitor was solved, Mpro conformational dynamics in aqueous solution is usually studied by molecular dynamics simulations without special sampling techniques. We conducted replica exchange molecular dynamics simulations on Mpro in water and report the dynamic structures of Mpro in an aqueous environment including root mean square fluctuations, secondary structure properties, radius of gyration, and end-to-end distances, chemical shift values, intrinsic disorder characteristics of Mpro and its active sites with a set of computational tools. The active sites we found coincide with the currently known sites and include a new interface for interaction with a protein partner.

自2019年以来,SARS-CoV-2是导致冠状病毒疾病的传染因子,冠状病毒是全球范围内的病毒性肺炎大流行。关于SARS-CoV-2的结构知识相当有限。这些限制也适用于SARS-CoV-2蛋白最具吸引力的药物靶点之一,即主蛋白酶Mpro,也称为3c样蛋白酶(3CLpro)。该蛋白对病毒多蛋白的加工至关重要,在干扰病毒复制和转录方面起着至关重要的作用。事实上,虽然该蛋白与抑制剂的晶体结构已经得到了解决,但水溶液中Mpro的构象动力学通常是通过分子动力学模拟来研究的,没有特殊的采样技术。我们对Mpro在水中进行了复制交换分子动力学模拟,并利用一套计算工具报道了Mpro在水环境中的动态结构,包括均方根波动、二级结构性质、旋转半径、端到端距离、化学位移值、Mpro及其活性位点的内在无序特性。我们发现的活性位点与目前已知的位点一致,并且包括一个与蛋白质伴侣相互作用的新界面。
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引用次数: 0
Protein conformation and biomolecular condensates 蛋白质构象和生物分子凝聚物
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2022.09.004
Diego S. Vazquez, Pamela L. Toledo, Alejo R. Gianotti, Mario R. Ermácora

Protein conformation and cell compartmentalization are fundamental concepts and subjects of vast scientific endeavors. In the last two decades, we have witnessed exciting advances that unveiled the conjunction of these concepts. An avalanche of studies highlighted the central role of biomolecular condensates in membraneless subcellular compartmentalization that permits the spatiotemporal organization and regulation of myriads of simultaneous biochemical reactions and macromolecular interactions. These studies have also shown that biomolecular condensation, driven by multivalent intermolecular interactions, is mediated by order-disorder transitions of protein conformation and by protein domain architecture. Conceptually, protein condensation is a distinct level in protein conformational landscape in which collective folding of large collections of molecules takes place. Biomolecular condensates arise by the physical process of phase separation and comprise a variety of bodies ranging from membraneless organelles to liquid condensates to solid-like conglomerates, spanning lengths from mesoscopic clusters (nanometers) to micrometer-sized objects. In this review, we summarize and discuss recent work on the assembly, composition, conformation, material properties, thermodynamics, regulation, and functions of these bodies. We also review the conceptual framework for future studies on the conformational dynamics of condensed proteins in the regulation of cellular processes.

蛋白质构象和细胞区隔是基本概念,也是大量科学研究的主题。在过去的二十年里,我们见证了令人兴奋的进步,揭示了这些概念的结合。大量的研究强调了生物分子凝聚物在无膜亚细胞区隔化中的核心作用,它允许无数同时发生的生化反应和大分子相互作用的时空组织和调节。这些研究还表明,由多价分子间相互作用驱动的生物分子凝聚是由蛋白质构象的有序-无序转变和蛋白质结构域结构介导的。从概念上讲,蛋白质凝聚是蛋白质构象景观中的一个独特水平,其中大量分子的集体折叠发生。生物分子凝聚体是由相分离的物理过程产生的,包括各种各样的物体,从无膜细胞器到液体凝聚体再到固体状凝聚体,跨度从介观簇(纳米)到微米大小的物体。在本文中,我们总结和讨论了近年来在这些体的组装、组成、构象、材料性质、热力学、调节和功能方面的研究进展。我们还回顾了在细胞过程调节中凝聚蛋白构象动力学的未来研究的概念框架。
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引用次数: 10
Binding properties of the anti-TB drugs bedaquiline and TBAJ-876 to a mycobacterial F-ATP synthase 抗结核药物贝达喹啉和TBAJ-876与分枝杆菌F-ATP合酶的结合特性
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2022.09.001
Alexander Krah , Gerhard Grüber , Peter J. Bond

Tuberculosis (TB), the deadly disease caused by Mycobacterium tuberculosis (Mtb), kills more people worldwide than any other bacterial infectious disease. There has been a recent resurgence of TB drug discovery activities, resulting in the identification of a number of novel enzyme inhibitors. Many of these inhibitors target the electron transport chain complexes and the F1FO-ATP synthase; these enzymes represent new target spaces for drug discovery, since the generation of ATP is essential for the bacterial pathogen's physiology, persistence, and pathogenicity. The anti-TB drug bedaquiline (BDQ) targets the Mtb F-ATP synthase and is used as salvage therapy against this disease. Medicinal chemistry efforts to improve the physio-chemical properties of BDQ resulted in the discovery of 3,5-dialkoxypyridine (DARQ) analogs to which TBAJ-876 belongs. TBAJ-876, a clinical development candidate, shows attractive in vitro and in vivo antitubercular activity. Both BDQ and TBAJ-876 inhibit the mycobacterial F1FO-ATP synthase by stopping rotation of the c-ring turbine within the FO domain, thereby preventing proton translocation and ATP synthesis to occur. While structural data for the BDQ bound state are available, no structural information about TBAJ-876 binding have been described. In this study, we show how TBAJ-876 binds to the FO domain of the M. smegmatis F1FO-ATP synthase. We further calculate the binding free energy of both drugs bound to their target and predict an increased affinity of TBAJ-876 for the FO domain. This approach will be useful in future efforts to design new and highly potent DARQ analogs targeting F-ATP synthases of Mtb, nontuberculosis mycobacteria (NTM) as well as the M. leprosis complex.

结核病(TB)是由结核分枝杆菌(Mtb)引起的致命疾病,在全世界造成的死亡人数超过任何其他细菌性传染病。最近结核病药物发现活动的复苏,导致许多新的酶抑制剂的鉴定。这些抑制剂中的许多靶向电子传递链复合物和F1FO-ATP合成酶;这些酶代表了药物发现的新靶点空间,因为ATP的产生对细菌病原体的生理、持久性和致病性至关重要。抗结核药物贝达喹啉(BDQ)靶向Mtb F-ATP合成酶,并被用作对这种疾病的补救性治疗。药物化学方面对BDQ理化性质的改进导致了TBAJ-876所属的3,5-二氧基吡啶(DARQ)类似物的发现。TBAJ-876是临床开发候选药物,具有良好的体外和体内抗结核活性。BDQ和TBAJ-876均能抑制分枝杆菌F1FO-ATP合成酶,通过停止FO结构域内c环涡轮的旋转,从而阻止质子易位和ATP合成的发生。虽然BDQ结合状态的结构数据是可用的,但没有关于TBAJ-876结合的结构信息被描述。在这项研究中,我们展示了TBAJ-876如何结合到耻垢马F1FO-ATP合成酶的FO结构域。我们进一步计算了两种药物与它们的靶标结合的结合自由能,并预测TBAJ-876对FO结构域的亲和力增加。这种方法将有助于未来设计针对结核分枝杆菌、非结核分枝杆菌(NTM)和麻风分枝杆菌复合体F-ATP合成酶的新型高效DARQ类似物。
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引用次数: 4
Metabolically-incorporated deuterium in myelin localized by neutron diffraction and identified by mass spectrometry 髓鞘代谢合并氘经中子衍射定位,质谱鉴定
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2022.06.003
Anne Baumann , Andrew R. Denninger , Marek Domin , Bruno Demé , Daniel A. Kirschner
<div><p>Myelin is a natural and dynamic multilamellar membrane structure that continues to be of significant biological and neurological interest, especially with respect to its biosynthesis and assembly during its normal formation, maintenance, and pathological breakdown. To explore the usefulness of neutron diffraction in the structural analysis of myelin, we investigated the use of <em>in vivo</em> labeling by metabolically incorporating non-toxic levels of deuterium (<sup>2</sup>H; D) via drinking water into a pregnant dam (D-dam) and her developing embryos. All of the mice were sacrificed when the pups (D-pups) were 55 days old. Myelinated sciatic nerves were dissected, fixed in glutaraldehyde and examined by neutron diffraction. Parallel samples that were unfixed (trigeminal nerves) were frozen for mass spectrometry (MS). The diffraction patterns of the nerves from deuterium-fed mice (D-mice) vs. the controls (H-mice) had major differences in the intensities of the Bragg peaks but no appreciable differences in myelin periodicity. Neutron scattering density profiles showed an appreciable increase in density at the center of the lipid-rich membrane bilayer. This increase was greater in D-pups than in D-dam, and its localization was consistent with deuteration of lipid hydrocarbon, which predominates over transmembrane protein in myelin. MS analysis of the lipids isolated from the trigeminal nerves demonstrated that in the pups the percentage of lipids that had one or more deuterium atoms was uniformly high across lipid species (97.6% ​± ​2.0%), whereas in the mother the lipids were substantially less deuterated (60.6% ​± ​26.4%) with levels varying among lipid species and subspecies. The mass distribution pattern of deuterium-containing isotopologues indicated the fraction (in %) of each lipid (sub-)species having one or more deuteriums incorporated: in the D-pups, the pattern was always bell-shaped, and the average number of D atoms ranged from a low of ∼4 in fatty acid to a high of ∼9 in cerebroside. By contrast, in D-dam most lipids had more complex, overlapping distributions that were weighted toward a lower average number of deuteriums, which ranged from a low of ∼3–4 in fatty acid and in one species of sulfatide to a high of 6–7 in cerebroside and sphingomyelin. The consistently high level of deuteration in D-pups can be attributed to their <em>de novo</em> lipogenesis during gestation and rapid, postnatal myelination. The widely varying levels of deuteration in D-dam, by contrast, likely depends on the relative metabolic stability of the particular lipid species during myelin maintenance. Our current findings demonstrate that stably-incorporated D label can be detected and localized using neutron diffraction in a complex tissue such as myelin; and moreover, that MS can be used to screen a broad range of deuterated lipid species to monitor differential rates of lipid turnover. In addition to helping to develop a comprehensive understand
髓磷脂是一种天然的、动态的多层膜结构,在生物学和神经学上一直具有重要意义,特别是在其正常形成、维持和病理破坏过程中的生物合成和组装。为了探索中子衍射在髓鞘结构分析中的作用,我们研究了通过代谢合并无毒水平的氘(2H;D)通过饮用水进入怀孕的水坝(D-dam)和她正在发育的胚胎。所有小鼠在幼崽(D-pups) 55天大时被处死。解剖有髓神经,戊二醛固定,中子衍射检查。未固定的平行样本(三叉神经)冷冻用于质谱分析(MS)。氘喂养小鼠(d -小鼠)与对照组(h -小鼠)的神经衍射图在布拉格峰强度上有很大差异,但髓鞘周期性没有明显差异。中子散射密度曲线显示富脂膜双分子层中心的密度明显增加。这种增加在d -幼崽中比在d -坝中更大,其定位与脂质碳氢化合物的氘化一致,在髓鞘中占主导地位的跨膜蛋白。从三叉神经中分离的脂质质质谱分析表明,在幼崽中,具有一个或多个氘原子的脂质百分比在脂质种类中一致较高(97.6%±2.0%),而在母亲中,具有氘原子的脂质比例明显较低(60.6%±26.4%),并且在脂质种类和亚种之间水平不同。含氘同位素物的质量分布模式表明了每种脂质(亚)种中含有一个或多个氘的比例(以%为单位):在D-幼崽中,该模式始终呈钟形,D原子的平均数量从脂肪酸中的低~ 4到脑苷中的高~ 9不等。相比之下,在D-dam中,大多数脂质具有更复杂的重叠分布,这些分布倾向于较低的平均氘数,其范围从脂肪酸和一种硫脂中的低至3-4,到脑苷和鞘磷脂中的高至6-7。d型幼崽中持续高水平的氘化可归因于它们在妊娠期间的从头脂肪生成和出生后的快速髓鞘形成。相比之下,D-dam中氘化程度的广泛变化可能取决于髓磷脂维持过程中特定脂质种类的相对代谢稳定性。我们目前的研究结果表明,稳定掺入的D标签可以在复杂组织(如髓鞘)中使用中子衍射检测和定位;此外,质谱可用于筛选广泛的氘化脂质种类,以监测脂质周转的不同速率。除了有助于全面了解正常和异常髓磷脂中特定脂质的从头合成和转换外,我们的结果还建议应用于髓磷脂蛋白的研究(髓磷脂仅占髓磷脂干质量的20-30%,脂质占70-80%),以及更广泛地应用于其他生物组织的分子成分。
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引用次数: 0
A cryptic phosphate-binding pocket on the SPFH domain of human stomatin that regulates a novel fibril-like self-assembly 人类口蛋白的SPFH结构域上的一个隐磷酸盐结合袋,它调节一种新的纤维样自组装
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2022.05.002
Koki Kataoka , Shota Suzuki , Takeshi Tenno , Natsuko Goda , Emi Hibino , Atsunori Oshima , Hidekazu Hiroaki

Human stomatin (hSTOM) is a component of the membrane skeleton of erythrocytes that maintains the membrane's shape and stiffness through interconnecting spectrin and actin. hSTOM is a member of the protein family that possesses a single stomatin/prohibitin/flotillin/HflK (SPFH) domain at the center of the molecule. Although SPFH domain proteins are widely distributed from archaea to mammals, the detailed function of the domain remains unclear. In this study, we first determined the solution structure of the SPFH domain of hSTOM (hSTOM(SPFH)) via NMR. The solution structure of hSTOM(SPFH) is essentially identical to the already reported crystal structure of the STOM SPFH domain (mSTOM(SPFH)) of mice, except for the existence of a small hydrophilic pocket on the surface. We identified this pocket as a phosphate-binding site by comparing its NMR spectra with and without phosphate ions. Meanwhile, during the conventional process of protein NMR analysis, we eventually discovered that hSTOM(SPFH) formed a unique solid material after lyophilization. This lyophilized hSTOM(SPFH) sample was moderately slowly dissolved in a physiological buffer. Interestingly, it was resistant to dissolution against the phosphate buffer. We then found that the lyophilized hSTOM(SPFH) formed a fibril-like assembly under electron microscopy. Finally, we succeeded in reproducing this fibril-like assembly of hSTOM(SPFH) using a centrifugal ultrafiltration device, thus demonstrating that the increased protein concentration may promote self-assembly of hSTOM(SPFH) into fibril forms. Our observations may help understand the molecular function of the SPFH domain and its involvement in protein oligomerization as a component of the membrane skeleton. (245 words).

人口蛋白(hSTOM)是红细胞膜骨架的一个组成部分,通过连接谱蛋白和肌动蛋白来维持膜的形状和硬度。hSTOM是一个蛋白家族的成员,在分子中心有一个单一的stomatin/prohibitin/flotillin/HflK (SPFH)结构域。尽管从古细菌到哺乳动物,SPFH结构域蛋白广泛分布,但其具体功能尚不清楚。在这项研究中,我们首先通过核磁共振确定了hSTOM(SPFH)的SPFH结构域的溶液结构。hSTOM(SPFH)的溶液结构与已有报道的小鼠的STOM SPFH结构域(mSTOM(SPFH))的晶体结构基本相同,只是表面存在一个小的亲水口袋。我们通过比较其带和不带磷酸盐离子的核磁共振光谱,确定了这个口袋是一个磷酸盐结合位点。同时,在常规的蛋白质NMR分析过程中,我们最终发现hSTOM(SPFH)在冻干后形成了一种独特的固体物质。冻干的hSTOM(SPFH)样品在生理缓冲液中缓慢溶解。有趣的是,它抵抗磷酸盐缓冲液的溶解。在电镜下,我们发现冻干的hSTOM(SPFH)形成了一个纤维样的组装体。最后,我们使用离心超滤装置成功地复制了hSTOM(SPFH)的原纤维样组装,从而表明增加的蛋白质浓度可能促进hSTOM(SPFH)自组装成原纤维形式。我们的观察可能有助于理解SPFH结构域的分子功能及其作为膜骨架组成部分参与的蛋白质寡聚化。(245字)。
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引用次数: 1
Energy landscape of the SARS-CoV-2 reveals extensive conformational heterogeneity SARS-CoV-2的能量格局显示出广泛的构象异质性
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2022.02.001
Ghoncheh Mashayekhi , John Vant , Abhigna Polavarapu , Abbas Ourmazd , Abhishek Singharoy

Cryo-electron microscopy (cryo-EM) has produced a number of structural models of the SARS-CoV-2 spike, already prompting biomedical outcomes. However, these reported models and their associated electrostatic potential maps represent an unknown admixture of conformations stemming from the underlying energy landscape of the spike protein. As with any protein, some of the spike's conformational motions are expected to be biophysically relevant, but cannot be interpreted only by static models. Using experimental cryo-EM images, we present the energy landscape of the glycosylated spike protein, and identify the diversity of low-energy conformations in the vicinity of its open (so called 1RBD-up) state. The resulting atomic refinement reveal global and local molecular rearrangements that cannot be inferred from an average 1RBD-up cryo-EM model. Here we report varied degrees of “openness” in global conformations of the 1RBD-up state, not revealed in the single-model interpretations of the density maps, together with conformations that overlap with the reported models. We discover how the glycan shield contributes to the stability of these low-energy conformations. Five out of six binding sites we analyzed, including those for engaging ACE2, therapeutic mini-proteins, linoleic acid, two different kinds of antibodies, switch conformations between their known apo- and holo-conformations, even when the global spike conformation is 1RBD-up. This apo-to-holo switching is reminiscent of a conformational preequilibrium. We found only one binding site, namely that of AB-C135 remains in apo state within all the sampled free energy-minimizing models, suggesting an induced fit mechanism for the docking of this antibody to the spike.

冷冻电子显微镜(cryo-EM)已经产生了许多SARS-CoV-2尖峰的结构模型,已经促进了生物医学成果。然而,这些报道的模型及其相关的静电势图代表了一种未知的混合构象,源于刺突蛋白的潜在能量景观。与任何蛋白质一样,一些刺突的构象运动预计与生物物理相关,但不能仅通过静态模型来解释。利用实验低温电镜图像,我们展示了糖基化刺突蛋白的能量景观,并确定了其开放(所谓的1rb -up)状态附近的低能量构象的多样性。由此产生的原子细化揭示了全局和局部分子重排,这是无法从平均1rb -up低温电镜模型推断出来的。在这里,我们报告了1rb -up状态的整体构象的不同程度的“开放”,这在密度图的单一模型解释中没有显示出来,以及与所报告的模型重叠的构象。我们发现聚糖屏蔽如何有助于这些低能构象的稳定性。我们分析的6个结合位点中有5个,包括那些与ACE2、治疗性微型蛋白、亚油酸、两种不同类型的抗体结合的位点,在它们已知的载脂蛋白构象和全脂蛋白构象之间切换构象,即使在全局尖峰构象为1rdb -up时也是如此。这种载子到全息的转换让人联想到构象预平衡。我们发现,在所有样本的自由能最小化模型中,只有一个结合位点,即AB-C135的结合位点仍处于载脂蛋白状态,这表明该抗体与spike的对接存在诱导配合机制。
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引用次数: 3
Mechanism of RNA recognition by a Musashi RNA-binding protein 一种武藏RNA结合蛋白识别RNA的机制
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2021.12.002
Jinan Wang , Lan Lan , Xiaoqing Wu , Liang Xu , Yinglong Miao

The Musashi RNA-binding proteins (RBPs) regulate translation of target mRNAs and maintenance of cell stemness and tumorigenesis. Musashi-1 (MSI1), long considered as an intestinal and neural stem cell marker, has been more recently found to be over expressed in many cancers. It has served as an important drug target for treating acute myeloid leukemia and solid tumors such as ovarian, colorectal and bladder cancer. One of the reported binding targets of MSI1 is Numb, a negative regulator of the Notch signaling. However, the dynamic mechanism of Numb RNA binding to MSI1 remains unknown, largely hindering effective drug design targeting this critical interaction. Here, we have performed extensive all-atom microsecond-timescale simulations using a robust Gaussian accelerated molecular dynamics (GaMD) method, which successfully captured multiple times of spontaneous and highly accurate binding of the Numb RNA from bulk solvent to the MSI1 protein target site. GaMD simulations revealed that Numb RNA binding to MSI1 involved largely induced fit in both the RNA and protein. The simulations also identified important low-energy intermediate conformational states during RNA binding, in which Numb interacted mainly with the β2-β3 loop and C terminus of MSI1. The mechanistic understanding of RNA binding obtained from our GaMD simulations is expected to facilitate rational structure-based drug design targeting MSI1 and other RBPs.

武藏rna结合蛋白(rbp)调节靶mrna的翻译和维持细胞的干细胞性和肿瘤发生。Musashi-1 (MSI1),长期以来被认为是肠道和神经干细胞的标志物,最近在许多癌症中被发现过表达。它已成为治疗急性髓系白血病和卵巢癌、结直肠癌、膀胱癌等实体肿瘤的重要药物靶点。已报道的MSI1的结合靶点之一是Numb,它是Notch信号的负调节因子。然而,Numb RNA与MSI1结合的动力学机制仍然未知,这在很大程度上阻碍了针对这一关键相互作用的有效药物设计。在这里,我们使用稳健的高斯加速分子动力学(GaMD)方法进行了广泛的全原子微秒时间尺度模拟,成功捕获了Numb RNA从散装溶剂到MSI1蛋白靶点的多次自发和高度精确的结合。GaMD模拟显示,Numb RNA与MSI1的结合在很大程度上参与了RNA和蛋白质的诱导拟合。模拟还发现了RNA结合过程中重要的低能中间构象状态,其中Numb主要与MSI1的β2-β3环和C端相互作用。通过GaMD模拟获得的RNA结合机制理解有望促进针对MSI1和其他rbp的合理的基于结构的药物设计。
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引用次数: 13
HPMPdb: A machine learning-ready database of protein molecular phenotypes associated to human missense variants HPMPdb:与人类错义变异相关的蛋白质分子表型的机器学习就绪数据库
IF 2.8 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2022-01-01 DOI: 10.1016/j.crstbi.2022.04.004
Daniele Raimondi , Francesco Codicè , Gabriele Orlando , Joost Schymkowitz , Frederic Rousseau , Yves Moreau

Current human Single Amino acid Variants (SAVs) databases provide a link between a SAVs and their effect on the carrier individual phenotype, often dividing them into Deleterious/Neutral variants. This is a very coarse-grained description of the genotype-to-phenotype relationship because it relies on un-realistic assumptions such as the perfect Mendelian behavior of each SAV and considers only dichotomic phenotypes. Moreover, the link between the effect of a SAV on a protein (its molecular phenotype) and the individual phenotype is often very complex, because multiple level of biological abstraction connect the protein and individual level phenotypes. Here we present HPMPdb, a manually curated database containing human SAVs associated with the detailed description of the molecular phenotype they cause on the affected proteins. With particular regards to machine learning (ML), this database can be used to let researchers go beyond the existing Deleterious/Neutral prediction paradigm, allowing them to build molecular phenotype predictors instead. Our class labels describe in a succinct way the effects that each SAV has on 15 protein molecular phenotypes, such as protein-protein interaction, small molecules binding, function, post-translational modifications (PTMs), sub-cellular localization, mimetic PTM, folding and protein expression. Moreover, we provide researchers with all necessary means to re-producibly train and test their models on our database. The webserver and the data described in this paper are available at hpmp.esat.kuleuven.be.

目前的人类单氨基酸变体(sav)数据库提供了sav与它们对携带者个体表型的影响之间的联系,通常将它们分为有害/中性变体。这是对基因型-表型关系的一种非常粗粒度的描述,因为它依赖于不现实的假设,例如每个SAV的完美孟德尔行为,并且只考虑二分表型。此外,SAV对蛋白质(其分子表型)的影响与个体表型之间的联系通常非常复杂,因为多个生物抽象水平将蛋白质与个体水平表型联系起来。在这里,我们提出了HPMPdb,这是一个人工管理的数据库,包含人类sav,并详细描述了它们在受影响蛋白质上引起的分子表型。特别是在机器学习(ML)方面,该数据库可用于让研究人员超越现有的有害/中性预测范式,允许他们构建分子表型预测因子。我们的类标签以简洁的方式描述了每种SAV对15种蛋白质分子表型的影响,如蛋白质-蛋白质相互作用、小分子结合、功能、翻译后修饰(PTMs)、亚细胞定位、模拟PTM、折叠和蛋白质表达。此外,我们为研究人员提供了所有必要的手段,以便在我们的数据库上可重复地训练和测试他们的模型。本文所描述的web服务器和数据可在hmp.esat .kuleuven.be上获得。
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引用次数: 1
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