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Pitfalls in measurements of R1 relaxation rates of protein backbone 15N nuclei. 蛋白质骨架 15N 核的 R1 弛豫速率测量中的陷阱。
IF 1.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-31 DOI: 10.1007/s10858-024-00449-4
Vladlena Kharchenko, Samah Al-Harthi, Andrzej Ejchart, Łukasz Jaremko

The dynamics of the backbone and side-chains of protein are routinely studied by interpreting experimentally determined 15N spin relaxation rates. R1(15N), the longitudinal relaxation rate, reports on fast motions and encodes, together with the transverse relaxation R2, structural information about the shape of the molecule and the orientation of the amide bond vectors in the internal diffusion frame. Determining error-free 15N longitudinal relaxation rates remains a challenge for small, disordered, and medium-sized proteins. Here, we show that mono-exponential fitting is sufficient, with no statistical preference for bi-exponential fitting up to 800 MHz. A detailed comparison of the TROSY and HSQC techniques at medium and high fields showed no statistically significant differences. The least error-prone DD/CSA interference removal technique is the selective inversion of amide signals while avoiding water resonance. The exchange of amide with solvent deuterons appears to affect the rate R1 of solvent-exposed amides in all fields tested and in each DD/CSA interference removal technique in a statistically significant manner. In summary, the most accurate R1(15N) rates in proteins are achieved by selective amide inversion, without the addition of D2O. Importantly, at high magnetic fields stronger than 800 MHz, when non-mono-exponential decay is involved, it is advisable to consider elimination of the shortest delays (typically up to 0.32 s) or bi-exponential fitting.

通过解释实验测定的 15N 自旋弛豫速率,可以对蛋白质骨架和侧链的动态进行常规研究。纵向弛豫率 R1(15N) 报告了快速运动,并与横向弛豫率 R2 一起编码了分子形状和内部扩散框架中酰胺键矢量取向的结构信息。对于小型、无序和中型蛋白质来说,确定无误的 15N 纵向弛豫率仍然是一项挑战。在这里,我们展示了单指数拟合的充分性,在高达 800 MHz 的频率下,双指数拟合在统计学上没有偏好。对 TROSY 和 HSQC 技术在中场和高场的详细比较显示,两者在统计学上没有显著差异。最不易出错的 DD/CSA 干扰消除技术是选择性反转酰胺信号,同时避免水共振。在所有测试场和每种 DD/CSA 干扰消除技术中,酰胺与溶剂氘核的交换似乎都会对溶剂暴露的酰胺的速率 R1 产生影响,而且这种影响在统计学上具有显著性。总之,蛋白质中最精确的 R1(15N)速率是在不添加 D2O 的情况下通过选择性酰胺反转实现的。重要的是,在磁场强度大于 800 MHz 的高磁场中,当涉及非单指数衰变时,最好考虑消除最短延迟(通常可达 0.32 秒)或双指数拟合。
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引用次数: 0
Towards cost-effective side-chain isotope labelling of proteins expressed in human cells. 对人体细胞中表达的蛋白质进行具有成本效益的侧链同位素标记。
IF 1.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-22 DOI: 10.1007/s10858-024-00447-6
Martina Rosati, Letizia Barbieri, Matus Hlavac, Sarah Kratzwald, Roman J Lichtenecker, Robert Konrat, Enrico Luchinat, Lucia Banci

Side chain isotope labelling is a powerful tool to study protein structure and interactions by NMR spectroscopy. 1H,13C labelling of side-chain methyl groups in a deuterated background allows studying large molecules, while side-chain aromatic groups are highly sensitive to the interaction with ligands, drugs, and other proteins. In E. coli, side chain labelling is performed by substituting amino acids with isotope-labelled precursors. However, proteins that can only be produced in mammalian cells require expensive isotope-labelled amino acids. Here we provide a simple and cost-effective method to label side chains in mammalian cells, which exploits the reversible reaction catalyzed by endogenous transaminases to convert isotope-labelled α-ketoacid precursors. We show by in-cell and in-lysate NMR spectroscopy that replacing an amino acid in the medium with its cognate precursor is sufficient to achieve selective labelling without scrambling, and how this approach allows monitoring conformational changes such as those arising from ligand binding.

侧链同位素标记是利用核磁共振光谱研究蛋白质结构和相互作用的有力工具。在氚化背景下对侧链甲基进行 1H、13C 标记可以研究大分子,而侧链芳香基团对与配体、药物和其他蛋白质的相互作用高度敏感。在大肠杆菌中,侧链标记是通过用同位素标记的前体取代氨基酸来实现的。然而,只能在哺乳动物细胞中生产的蛋白质需要昂贵的同位素标记氨基酸。在这里,我们提供了一种在哺乳动物细胞中标记侧链的简单而经济的方法,它利用内源性转氨酶催化的可逆反应来转化同位素标记的α-酮酸前体。我们通过细胞内和溶液中的核磁共振光谱显示,用氨基酸的同源前体取代培养基中的氨基酸足以实现选择性标记,而不会产生扰乱,而且这种方法还能监测构象变化,如配体结合产生的变化。
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引用次数: 0
Optimising in-cell NMR acquisition for nucleic acids. 优化核酸的细胞内 NMR 采集。
IF 1.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-20 DOI: 10.1007/s10858-024-00448-5
Henry T P Annecke, Reiner Eidelpes, Hannes Feyrer, Julian Ilgen, Cenk Onur Gürdap, Rubin Dasgupta, Katja Petzold

Understanding the structure and function of nucleic acids in their native environment is crucial to structural biology and one focus of in-cell NMR spectroscopy. Many challenges hamper in-cell NMR in human cell lines, e.g. sample decay through cell death and RNA degradation. The resulting low signal intensities and broad line widths limit the use of more complex NMR experiments, reducing the possible structural and dynamic information that can be extracted. Here, we optimize the detection of imino proton signals, indicators of base-pairing and therefore secondary structure, of a double-stranded DNA oligonucleotide in HeLa cells, using selective excitation. We demonstrate the reproducible quantification of in-cell selective longitudinal relaxation times (selT1), which are reduced compared to the in vitro environment, as a result of interactions with the complex cellular environment. By measuring the intracellular selT1, we optimize the existing proton pulse sequences, and shorten measurement time whilst enhancing the signal gained per unit of time. This exemplifies an advantage of selective excitation over conventional methods like jump-return water suppression for in-cell NMR. Furthermore, important experimental controls are discussed, including intracellular quantification, supernatant control measurements, as well as the processing of lowly concentrated in-cell NMR samples. We expect that robust and fast in-cell NMR experiments of nucleic acids will facilitate the study of structure and dynamics and reveal their functional correlation.

了解核酸在其原生环境中的结构和功能对结构生物学至关重要,也是细胞内核磁共振光谱学的重点之一。人类细胞系的细胞内核磁共振研究面临许多挑战,例如细胞死亡和 RNA 降解导致的样本衰变。由此产生的低信号强度和宽线宽限制了更复杂 NMR 实验的使用,减少了可提取的可能结构和动态信息。在这里,我们利用选择性激发优化了对 HeLa 细胞中双链 DNA 寡核苷酸的亚氨基质子信号(碱基配对和二级结构的指标)的检测。我们展示了细胞内选择性纵向弛豫时间(selT1)的可重复性量化,由于与复杂的细胞环境相互作用,细胞内选择性纵向弛豫时间比体外环境有所减少。通过测量细胞内 selT1,我们优化了现有的质子脉冲序列,缩短了测量时间,同时提高了单位时间内获得的信号。这充分体现了选择性激发相对于传统方法(如用于细胞内核磁共振的跃迁返回水抑制)的优势。此外,我们还讨论了重要的实验控制,包括细胞内定量、上清液控制测量以及低浓度细胞内 NMR 样品的处理。我们希望核酸稳健而快速的细胞内 NMR 实验将促进结构和动力学研究,并揭示其功能相关性。
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引用次数: 0
Transverse relaxation optimized spectroscopy of NH2 groups in glutamine and asparagine side chains of proteins. 蛋白质谷氨酰胺和天冬酰胺侧链中 NH2 基团的横向弛豫优化光谱。
IF 1.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-31 DOI: 10.1007/s10858-024-00445-8
Vitali Tugarinov, Francesco Torricella, Jinfa Ying, G Marius Clore

A transverse relaxation optimized spectroscopy (TROSY) approach is described for the optimal detection of NH2 groups in asparagine and glutamine side chains of proteins. Specifically, we have developed NMR experiments for isolating the slow-relaxing 15N and 1H components of NH2 multiplets. Although even modest sensitivity gains in 2D NH2-TROSY correlation maps compared to their decoupled NH2-HSQC counterparts can be achieved only occasionally, substantial improvements in resolution of the NMR spectra are demonstrated for asparagine and glutamine NH2 sites of a buried cavity mutant, L99A, of T4 lysozyme at 5 ºC. The NH2-TROSY approach is applied to CPMG relaxation dispersion measurements at the side chain NH2 positions of the L99A T4 lysozyme mutant - a model system for studies of the role of protein dynamics in ligand binding.

本文介绍了一种横向弛豫优化光谱(TROSY)方法,用于优化蛋白质天冬酰胺和谷氨酰胺侧链中 NH2 基团的检测。具体来说,我们开发了 NMR 实验,用于分离 NH2 复合物中的慢弛豫 15N 和 1H 成分。虽然与解耦 NH2-HSQC 对应图相比,二维 NH2-TROSY 相关图的灵敏度偶尔也会略有提高,但对于 5 ºC 时 T4 溶菌酶的埋藏腔突变体 L99A 的天冬酰胺和谷氨酰胺 NH2 位点,核磁共振光谱的分辨率却有了大幅提高。NH2-TROSY 方法被应用于 L99A T4 溶菌酶突变体侧链 NH2 位点的 CPMG 松弛弥散测量,该突变体是研究配体结合中蛋白质动力学作用的模型系统。
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引用次数: 0
Micromolar fluoride contamination arising from glass NMR tubes and a simple solution for biomolecular applications 玻璃 NMR 管产生的微摩尔氟污染以及生物分子应用的简单解决方案
IF 2.7 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-27 DOI: 10.1007/s10858-024-00442-x
Khushboo Matwani, Jasmine Cornish, Erika Alden DeBenedictis, Gabriella T. Heller

Fluorine (19F) NMR is emerging as an invaluable analytical technique in chemistry, biochemistry, structural biology, material science, drug discovery, and medicine, especially due to the inherent rarity of naturally occurring fluorine in biological, organic, and inorganic compounds. Here, we revisit the under-reported problem of fluoride leaching from new and unused glass NMR tubes. We characterised the leaching of free fluoride from various types of new and unused glass NMR tubes over the course of several hours and quantify this contaminant to be at micromolar concentrations for typical NMR sample volumes across multiple glass types and brands. We find that this artefact is undetectable for samples prepared in quartz NMR tubes within the timeframes of our experiments. We also observed that pre-soaking new glass NMR tubes combined with rinsing removes this contamination below micromolar levels. Given the increasing popularity of 19F NMR across a wide range of fields, increasing popularity of single-use screening tubes, the long collection times required for relaxation studies and samples of low concentrations, and the importance of avoiding contamination in all NMR experiments, we anticipate that our simple solution will be useful to biomolecular NMR spectroscopists.

氟 (19F) NMR 正在成为化学、生物化学、结构生物学、材料科学、药物发现和医学领域的一项宝贵分析技术,特别是由于天然氟在生物、有机和无机化合物中的固有稀缺性。在此,我们重新审视了新的和未使用过的玻璃 NMR 管中氟沥滤液这一报道不足的问题。我们描述了几小时内游离氟从各种类型的新的和未使用过的玻璃 NMR 管中沥滤的情况,并对多种玻璃类型和品牌的典型 NMR 样品体积进行了量化,结果显示这种污染物的浓度为微摩尔。我们发现,在我们的实验时间范围内,用石英 NMR 管制备的样品无法检测到这种伪影。我们还观察到,对新的玻璃 NMR 管进行预浸泡和冲洗可将这种污染消除到微摩尔水平以下。鉴于 19F NMR 在广泛领域的日益普及、一次性筛选管的日益流行、弛豫研究和低浓度样品所需的较长的收集时间以及在所有 NMR 实验中避免污染的重要性,我们预计我们的简单解决方案将对生物分子 NMR 光谱分析人员非常有用。
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引用次数: 0
Quantitative analysis of the slow exchange process by 19F NMR in the presence of scalar and dipolar couplings: applications to the ribose 2'-19F probe in nucleic acids. 在标量和偶极耦合作用下通过 19F NMR 对缓慢交换过程进行定量分析:核酸中核糖 2'-19F 探针的应用。
IF 1.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-06-25 DOI: 10.1007/s10858-024-00446-7
Yuki Toyama, Ichio Shimada

Solution NMR spectroscopy is a particularly powerful technique for characterizing the functional dynamics of biomolecules, which is typically achieved through the quantitative characterization of chemical exchange processes via the measurement of spin relaxation rates. In addition to the conventional nuclei such as 15N and 13C, which are abundant in biomolecules, fluorine-19 (19F) has recently garnered attention and is being widely used as a site-specific spin probe. While 19F offers the advantages of high sensitivity and low background, it can be susceptible to artifacts in quantitative relaxation analyses due to a multitude of dipolar and scalar coupling interactions with nearby 1H spins. In this study, we focused on the ribose 2'-19F spin probe in nucleic acids and investigated the effects of 1H-19F spin interactions on the quantitative characterization of slow exchange processes on the millisecond time scale. We demonstrated that the 1H-19F dipolar coupling can significantly affect the interpretation of 19F chemical exchange saturation transfer (CEST) experiments when 1H decoupling is applied, while the 1H-19F interactions have a lesser impact on Carr-Purcell-Meiboom-Gill relaxation dispersion applications. We also proposed a modified CEST scheme to alleviate these artifacts along with experimental verifications on self-complementary RNA systems. The theoretical framework presented in this study can be widely applied to various 19F spin systems where 1H-19F interactions are operative, further expanding the utility of 19F relaxation-based NMR experiments.

溶液核磁共振光谱是表征生物大分子功能动态的一种特别强大的技术,通常是通过测量自旋弛豫速率来定量表征化学交换过程。除了生物大分子中含量丰富的 15N 和 13C 等传统核素外,氟-19(19F)最近也引起了人们的关注,并被广泛用作特定位点的自旋探针。虽然 19F 具有高灵敏度和低背景的优点,但由于它与附近的 1H 自旋存在多种偶极和标量耦合相互作用,因此在定量弛豫分析中很容易出现伪影。在这项研究中,我们重点研究了核酸中的核糖 2'-19F 自旋探针,并调查了 1H-19F 自旋相互作用对毫秒时间尺度上的慢交换过程定量表征的影响。我们证明,当应用 1H 去耦时,1H-19F 双极耦合会显著影响 19F 化学交换饱和转移(CEST)实验的解释,而 1H-19F 相互作用对 Carr-Purcell-Meiboom-Gill 驰豫弥散应用的影响较小。我们还提出了一种改进的 CEST 方案来缓解这些假象,并在自互补 RNA 系统上进行了实验验证。本研究提出的理论框架可广泛应用于存在 1H-19F 相互作用的各种 19F 自旋系统,从而进一步拓展基于 19F 驰豫的 NMR 实验的用途。
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引用次数: 0
Sedimentation of large, soluble proteins up to 140 kDa for 1H-detected MAS NMR and 13C DNP NMR - practical aspects. 为 1H 检测 MAS NMR 和 13C DNP NMR 沉淀高达 140 kDa 的大型可溶性蛋白质--实用方面。
IF 1.3 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-06-21 DOI: 10.1007/s10858-024-00444-9
Dallas Bell, Florian Lindemann, Lisa Gerland, Hanna Aucharova, Alexander Klein, Daniel Friedrich, Matthias Hiller, Kristof Grohe, Tobias Meier, Barth van Rossum, Anne Diehl, Jon Hughes, Leonard J Mueller, Rasmus Linser, Anne-Frances Miller, Hartmut Oschkinat

Solution NMR is typically applied to biological systems with molecular weights < 40 kDa whereas magic-angle-spinning (MAS) solid-state NMR traditionally targets very large, oligomeric proteins and complexes exceeding 500 kDa in mass, including fibrils and crystalline protein preparations. Here, we propose that the gap between these size regimes can be filled by the approach presented that enables investigation of large, soluble and fully protonated proteins in the range of 40-140 kDa. As a key step, ultracentrifugation produces a highly concentrated, gel-like state, resembling a dense phase in spontaneous liquid-liquid phase separation (LLPS). By means of three examples, a Sulfolobus acidocaldarius bifurcating electron transfer flavoprotein (SaETF), tryptophan synthases from Salmonella typhimurium (StTS) and their dimeric β-subunits from Pyrococcus furiosus (PfTrpB), we show that such samples yield well-resolved proton-detected 2D and 3D NMR spectra at 100 kHz MAS without heterogeneous broadening, similar to diluted liquids. Herein, we provide practical guidance on centrifugation conditions and tools, sample behavior, and line widths expected. We demonstrate that the observed chemical shifts correspond to those obtained from µM/low mM solutions or crystalline samples, indicating structural integrity. Nitrogen line widths as low as 20-30 Hz are observed. The presented approach is advantageous for proteins or nucleic acids that cannot be deuterated due to the expression system used, or where relevant protons cannot be re-incorporated after expression in deuterated medium, and it circumvents crystallization. Importantly, it allows the use of low-glycerol buffers in dynamic nuclear polarization (DNP) NMR of proteins as demonstrated with the cyanobacterial phytochrome Cph1.

溶液核磁共振通常应用于分子量为
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引用次数: 0
Deuterium spin relaxation of fractionally deuterated ribonuclease H using paired 475 and 950 MHz NMR spectrometers. 使用成对的 475 和 950 MHz NMR 光谱仪分析分馏氘化核糖核酸酶 H 的氘自旋弛豫。
IF 2.7 3区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-06-10 DOI: 10.1007/s10858-024-00443-w
Shibani Bhattacharya, Kristen M Varney, Tassadite Dahmane, Bruce A Johnson, David J Weber, Arthur G Palmer

Deuterium (2H) spin relaxation of 13CH2D methyl groups has been widely applied to investigate picosecond-to-nanosecond conformational dynamics in proteins by solution-state NMR spectroscopy. The B0 dependence of the 2H spin relaxation rates is represented by a linear relationship between the spectral density function at three discrete frequencies J(0), J(ωD) and J(2ωD). In this study, the linear relation between 2H relaxation rates at B0 fields separated by a factor of two and the interpolation of rates at intermediate frequencies are combined for a more robust approach for spectral density mapping. The general usefulness of the approach is demonstrated on a fractionally deuterated (55%) and alternate 13C-12C labeled sample of E. coli RNase H. Deuterium relaxation rate constants (R1, R, RQ, RAP) were measured for 57 well-resolved 13CH2D moieties in RNase H at 1H frequencies of 475 MHz, 500 MHz, 900 MHz, and 950 MHz. The spectral density mapping of the 475/950 MHz data combination was performed independently and jointly to validate the expected relationship between data recorded at B0 fields separated by a factor of two. The final analysis was performed by jointly analyzing 475/950 MHz rates with 700 MHz rates interpolated from 500/900 MHz data to yield six J(ωD) values for each methyl peak. The J(ω) profile for each peak was fit to the original (τM, Sf2, τf) or extended model-free function (τM, Sf2, Ss2, τf, τs) to obtain optimized dynamic parameters.

13CH2D 甲基的氘(2H)自旋弛豫已被广泛应用于通过溶液态核磁共振光谱研究蛋白质中皮秒到纳秒的构象动力学。2H 自旋弛豫速率的 B0 依赖性由三个离散频率 J(0)、J(ωD) 和 J(2ωD) 的谱密度函数之间的线性关系表示。在这项研究中,将相隔两个因子的 B0 场的 2H 弛豫率之间的线性关系与中间频率的弛豫率内插法结合起来,为频谱密度绘图提供了一种更稳健的方法。在 475 MHz、500 MHz、900 MHz 和 950 MHz 的 1H 频率下,对 RNase H 中 57 个分辨率较高的 13CH2D 分子的氘弛豫速率常数(R1、R1ρ、RQ、RAP)进行了测量。475/950 MHz 数据组合的频谱密度图是独立和联合进行的,以验证在相隔两倍的 B0 场记录的数据之间的预期关系。最后的分析是通过联合分析 475/950 MHz 频率和从 500/900 MHz 数据插值的 700 MHz 频率,得出每个甲基峰的六个 J(ωD) 值。将每个峰的 J(ω) 曲线与原始函数(τM、Sf2、τf)或扩展的无模型函数(τM、Sf2、Ss2、τf、τs)进行拟合,以获得优化的动态参数。
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引用次数: 0
DNP-assisted solid-state NMR enables detection of proteins at nanomolar concentrations in fully protonated cellular milieu. DNP 辅助固态 NMR 能够在完全质子化的细胞环境中检测纳摩尔浓度的蛋白质。
IF 2.7 3区 生物学 Q1 Chemistry Pub Date : 2024-06-01 Epub Date: 2024-03-23 DOI: 10.1007/s10858-024-00436-9
Whitney N Costello, Yiling Xiao, Frederic Mentink-Vigier, Jaka Kragelj, Kendra K Frederick

With the sensitivity enhancements conferred by dynamic nuclear polarization (DNP), magic angle spinning (MAS) solid state NMR spectroscopy experiments can attain the necessary sensitivity to detect very low concentrations of proteins. This potentially enables structural investigations of proteins at their endogenous levels in their biological contexts where their native stoichiometries with potential interactors is maintained. Yet, even with DNP, experiments are still sensitivity limited. Moreover, when an isotopically-enriched target protein is present at physiological levels, which typically range from low micromolar to nanomolar concentrations, the isotope content from the natural abundance isotopes in the cellular milieu can outnumber the isotope content of the target protein. Using isotopically enriched yeast prion protein, Sup35NM, diluted into natural abundance yeast lysates, we optimized sample composition. We found that modest cryoprotectant concentrations and fully protonated environments support efficient DNP. We experimentally validated theoretical calculations of the limit of specificity for an isotopically enriched protein in natural abundance cellular milieu. We establish that, using pulse sequences that are selective for adjacent NMR-active nuclei, proteins can be specifically detected in cellular milieu at concentrations in the hundreds of nanomolar. Finally, we find that maintaining native stoichiometries of the protein of interest to the components of the cellular environment may be important for proteins that make specific interactions with cellular constituents.

动态核极化(DNP)提高了灵敏度,魔角旋转(MAS)固态核磁共振光谱实验可以达到检测极低浓度蛋白质所需的灵敏度。这样就有可能在生物环境中对内源性水平的蛋白质进行结构研究,因为在生物环境中,蛋白质与潜在的相互作用者保持着原生的化学计量学关系。然而,即使使用 DNP,实验的灵敏度仍然有限。此外,当同位素富集的目标蛋白质处于生理水平(通常从低微摩尔浓度到纳摩尔浓度)时,细胞环境中天然丰度同位素的同位素含量可能超过目标蛋白质的同位素含量。我们使用同位素富集的酵母朊病毒蛋白 Sup35NM,将其稀释到天然丰度的酵母裂解液中,优化了样品组成。我们发现,适度的低温保护剂浓度和完全质子化的环境可支持高效的 DNP。我们通过实验验证了天然丰度细胞环境中同位素富集蛋白质特异性极限的理论计算结果。我们证实,使用对相邻 NMR 活性核具有选择性的脉冲序列,可以特异性地检测细胞环境中浓度为数百纳摩尔的蛋白质。最后,我们发现,对于与细胞成分发生特殊相互作用的蛋白质来说,保持相关蛋白质与细胞环境成分的原生化学计量可能非常重要。
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引用次数: 0
Prediction of order parameters based on protein NMR structure ensemble and machine learning. 基于蛋白质核磁共振结构集合和机器学习的阶次参数预测。
IF 2.7 3区 生物学 Q1 Chemistry Pub Date : 2024-06-01 Epub Date: 2024-03-26 DOI: 10.1007/s10858-024-00435-w
Qianqian Wang, Zhiwei Miao, Xiongjie Xiao, Xu Zhang, Daiwen Yang, Bin Jiang, Maili Liu

The fast motions of proteins at the picosecond to nanosecond timescale, known as fast dynamics, are closely related to protein conformational entropy and rearrangement, which in turn affect catalysis, ligand binding and protein allosteric effects. The most used NMR approach to study fast protein dynamics is the model free method, which uses order parameter S2 to describe the amplitude of the internal motion of local group. However, to obtain order parameter through NMR experiments is quite complex and lengthy. In this paper, we present a machine learning approach for predicting backbone 1H-15N order parameters based on protein NMR structure ensemble. A random forest model is used to learn the relationship between order parameters and structural features. Our method achieves high accuracy in predicting backbone 1H-15N order parameters for a test dataset of 10 proteins, with a Pearson correlation coefficient of 0.817 and a root-mean-square error of 0.131.

蛋白质在皮秒到纳秒时间尺度上的快速运动(称为快速动力学)与蛋白质构象熵和重排密切相关,进而影响催化作用、配体结合和蛋白质异构效应。研究蛋白质快速动力学最常用的核磁共振方法是无模型法,它使用阶次参数 S2 来描述局部基团内部运动的振幅。然而,通过核磁共振实验获得阶次参数相当复杂和漫长。本文提出了一种基于蛋白质核磁共振结构集合预测骨架 1H-15N 阶次参数的机器学习方法。我们使用随机森林模型来学习阶次参数与结构特征之间的关系。我们的方法在预测由 10 个蛋白质组成的测试数据集的骨干 1H-15N 阶次参数时达到了很高的准确度,皮尔逊相关系数为 0.817,均方根误差为 0.131。
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引用次数: 0
期刊
Journal of Biomolecular NMR
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