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Investigation of 15N-SABRE hyperpolarization at high pressures and in supercritical fluids 高压和超临界流体中的 15N-SABRE 超极化研究
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-06-01 Epub Date: 2025-04-26 DOI: 10.1016/j.jmr.2025.107876
Xiaoqing Li , Jacob R. Lindale , Loren L. Smith , Warren S. Warren
Signal Amplification By Reversible Exchange (SABRE) is a parahydrogen-based hyperpolarization technique that can generate orders-of-magnitude larger signals than thermal spin polarization within a minute. However, this method is limited by the availability of parahydrogen to the solution. Previous work demonstrated SABRE-derived 1H hyperpolarization at pressures up to 200 bar and using liquid carbon dioxide as a solvent. Here, we extend this work to demonstrate heteronuclear (15N) SABRE hyperpolarization using conventional solvents with hydrogen pressures up to 400 bar as well as the possibility of using supercritical CO2 as the solvent. We demonstrate that in both modes, 15N hyperpolarization comparable to SABRE-SHEATH may be achieved, providing a route for future optimization efforts as well as scale-up. We also present first steps towards exploring SABRE hyperpolarization of 129Xe.
可逆交换信号放大(SABRE)是一种基于对氢的超极化技术,可以在一分钟内产生比热自旋极化大几个数量级的信号。然而,这种方法受到溶液中对氢的可用性的限制。先前的工作证明了sabre衍生的1H超极化在高达200bar的压力下,使用液态二氧化碳作为溶剂。在这里,我们扩展了这项工作,以证明异核(15N) SABRE超极化使用常规溶剂,氢气压力高达400 bar,以及使用超临界CO2作为溶剂的可能性。我们证明,在这两种模式下,都可以实现与SABRE-SHEATH相当的15N超极化,为未来的优化工作和扩大规模提供了一条途径。我们还提出了探索129Xe的SABRE超极化的第一步。
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引用次数: 0
Design of planar transmission line microwave probes for broadband EPR spectroscopy 宽带EPR光谱用平面传输线微波探头的设计
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-03-18 DOI: 10.1016/j.jmr.2025.107866
Selina Eckel , Julian Nagel , Mazin Jouda , Jan Gerrit Korvink , Ahmet Çağrı Ulusoy
In broadband transmission-based electron paramagnetic resonance (EPR) spectrometers, non-resonant planar microwave probes play a key role, but very few systematic explorations of their design space exist. We develop design guidelines for two common types of transmission lines, microstrip and coplanar waveguide, to achieve a high effective microwave magnetic field strength, which ultimately leads to a more sensitive EPR measurement set-up. We compare the optimized transmission line structures and show that the coplanar waveguide achieves a higher simulated effective magnetic field strength. The simulation results are confirmed by EPR measurements up to a microwave frequency of 45 GHz.
在基于宽带传输的电子顺磁共振(EPR)光谱仪中,非共振平面微波探针起着关键作用,但对其设计空间的系统探索还很少。我们为两种常见类型的传输线,微带和共面波导制定了设计指南,以实现高效的微波磁场强度,最终导致更敏感的EPR测量设置。比较了优化后的传输线结构,结果表明共面波导具有较高的模拟有效磁场强度。仿真结果得到了微波频率为45 GHz的EPR测量结果的验证。
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引用次数: 0
Relativistic effects on the magnetic shielding in solids: First-principles computation in a plane wave code 固体中磁屏蔽的相对论效应:平面波码的第一性原理计算
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-03-07 DOI: 10.1016/j.jmr.2025.107861
J.W. Zwanziger, A.R. Farrant, U. Werner-Zwanziger
For computing the magnetic shielding in solids, density functional theory as implemented in a plane wave basis has proven to be a reasonably accurate and efficient framework, at least for lighter atoms through the third row of the periodic table. In materials with heavier atoms, terms not usually included in the electronic Hamiltonian can become significant, limiting accuracy. Here we derive and implement the zeroth-order regular approximation (ZORA) relativistic terms in the presence of both external magnetic fields and internal nuclear magnetic dipoles, to derive the ZORA-corrected magnetic shielding in the context of periodic boundary conditions and a plane wave basis. We describe our implementation in an open source code, Abinit, and show how it correctly predicts magnetic shieldings in various scenarios, for example the heavy atom next to light atom cases of the III–V semiconductors such as AlSb.
对于计算固体中的磁屏蔽,密度泛函理论在平面波基础上实现已被证明是一个相当准确和有效的框架,至少对于元素周期表第三行较轻的原子。在具有较重原子的材料中,通常不包括在电子哈密顿量中的项可能变得重要,从而限制了精度。本文推导并实现了外磁场和内核磁偶极子存在下的零阶正则逼近(ZORA)相对论性项,从而推导出周期边界条件和平面波基下的ZORA修正磁屏蔽。我们在开源代码Abinit中描述了我们的实现,并展示了它如何正确预测各种情况下的磁屏蔽,例如III-V半导体(如AlSb)的重原子与轻原子相邻的情况。
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引用次数: 0
A concept of volume wireless receive-only coil for 1.5T MRI 用于1.5T MRI的体积无线接收线圈的概念
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-03-21 DOI: 10.1016/j.jmr.2025.107841
Aleksandr Fedotov , Pavel Tikhonov , Viktor Puchnin , Ekaterina Brui , Anatoliy Levchuk , Ayshat Karaeva , Alena Shchelokova , Georgiy Solomakha , Anna Hurshkainen
Wireless radio frequency coils offer an alternative to conventional cable-connected coils due to their compatibility with multiple vendor MRI systems and reduced electromagnetic interaction with the environment of the MRI scanner. However, wireless coils being inductively coupled with a transceiver body coil require manual input power calibration due to the significant increase of a body coil transmit efficiency locally in the region of interest and disturbance of B1+ homogeneity complicating routine scanning procedures. This study aims to implement the concept of a wireless receive-only coil for female breast MRI at 1.5T. The approach combines the advantages of wireless coils to increase signal to noise ratio of transceiver body coil in the target region of interest and the ability to perform the automatic reference voltage calibration.
无线射频线圈是传统电缆连接线圈的另一种选择,因为它与多个供应商的MRI系统兼容,并且减少了与MRI扫描仪环境的电磁相互作用。然而,无线线圈与收发器本体线圈电感耦合需要手动输入功率校准,因为本体线圈在感兴趣区域的局部传输效率显着增加,并且B1+均匀性的干扰使常规扫描程序复杂化。本研究旨在实现女性乳房MRI 1.5T无线接收线圈的概念。该方法结合了无线线圈的优点,提高了收发器本体线圈在感兴趣区域的信噪比,并能够进行自动参考电压校准。
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引用次数: 0
NMR of a single nuclear spin detected by a scanning tunnelling microscope 用扫描隧道显微镜探测单个核自旋的核磁共振成像
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-03-11 DOI: 10.1016/j.jmr.2025.107863
Yishay Manassen , Michael Averbukh , Zion Hazan , Yahel Tzuriel , Pino Boscolo , Alexander Shnirman , Baruch Horovitz
We detect a single spin nuclear magnetic resonance (NMR) by monitoring the intensity modulations of a selected hyperfine line in the electron spin resonance (ESR) spectrum. We analyse the power spectrum of the corresponding hyperfine intensity and obtain the nuclear magnetic resonance (NMR) spectrum. Our process also demonstrates ionization of a molecule with the bias voltage of a Scanning Tunnelling Microscope (STM), allowing detection of NMR even in molecules that are non-radical in their neutral state. We have observed this phenomenon in four types of molecules: toluene, triphenylphosphine, TEMPO and adenosine triphosphate (ATP) showing NMR of 1H, 13C, 31P and 14N nuclei. The spectra are detailed and show signatures of the chemical environment, i.e. chemical shifts. A theoretical model to account for these data is outlined.
我们通过监测电子自旋共振(ESR)光谱中选定的超细线的强度调制来检测单自旋核磁共振(NMR)。我们分析了相应超精细强度的功率谱,得到了核磁共振(NMR)谱。我们的过程还演示了用扫描隧道显微镜(STM)的偏置电压电离分子,即使在中性状态的非自由基分子中也可以检测到核磁共振。我们已经在四种类型的分子中观察到这种现象:甲苯、三苯基膦、TEMPO和三磷酸腺苷(ATP),它们的核磁共振显示为1H、13C、31P和14N核。光谱是详细的,显示了化学环境的特征,即化学位移。提出了一个解释这些数据的理论模型。
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引用次数: 0
Stability of the polarization agent AsymPolPOK in intact and lysed mammalian cells 极化剂AsymPolPOK在完整和裂解的哺乳动物细胞中的稳定性
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-03-07 DOI: 10.1016/j.jmr.2025.107864
Dominique Lagasca , Rupam Ghosh , Yiling Xiao , Kendra K. Frederick
Dynamic nuclear polarization (DNP) solid-state NMR enables detection of proteins inside cells through sensitivity enhancement from nitroxide biradical polarization agents. AsymPolPOK, a novel water-soluble asymmetric nitroxide biradical, offers superior sensitivity and faster build-up times compared to existing agents like AMUPol. Here, we characterize AsymPolPOK's behavior in mammalian HEK293 cells, examining its cellular distribution, reduction kinetics, and DNP performance. We demonstrate that electroporation achieves uniform cellular delivery of AsymPolPOK, including nuclear permeation, with no cytotoxicity at millimolar concentrations. However, the cellular environment rapidly reduces AsymPolPOK to its monoradical form, with one nitroxide center showing greater reduction resistance than the other. While AsymPolPOK maintains high DNP enhancements and short build-up times in lysates, its performance in intact cells depends critically on delivery method and exposure time to cellular constituents. Electroporation yields higher, more uniform enhancements compared to incubation, but prolonged exposure to the cellular environment diminishes DNP performance in both cases. These findings establish AsymPolPOK's potential for in-cell DNP NMR while highlighting the need for developing more bio-resistant polarization agents to further advance cellular structural biology studies.
动态核极化(DNP)固态核磁共振通过提高氮氧基极化剂的灵敏度来检测细胞内的蛋白质。AsymPolPOK是一种新型的水溶性不对称氮氧化物双自由基,与AMUPol等现有试剂相比,具有更高的灵敏度和更快的积累时间。在这里,我们表征了AsymPolPOK在哺乳动物HEK293细胞中的行为,检查了它的细胞分布、还原动力学和DNP性能。我们证明了电穿孔实现了AsymPolPOK的均匀细胞递送,包括核渗透,在毫摩尔浓度下没有细胞毒性。然而,细胞环境迅速将AsymPolPOK还原为单根形式,其中一个氮氧化物中心表现出比另一个更大的还原阻力。虽然AsymPolPOK在裂解物中保持高DNP增强和短构建时间,但其在完整细胞中的性能主要取决于递送方法和细胞成分暴露时间。与孵育相比,电穿孔产生更高、更均匀的增强,但在两种情况下,长时间暴露于细胞环境会降低DNP的性能。这些发现确立了AsymPolPOK在细胞内DNP NMR中的潜力,同时强调了开发更多生物抗性极化剂以进一步推进细胞结构生物学研究的必要性。
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引用次数: 0
Leveraging AlphaFold2 and residual dipolar couplings for side-chain methyl group assignment: A case study with S. cerevisiae Xrs2 利用AlphaFold2和剩余偶极偶联进行侧链甲基分配:酿酒葡萄球菌Xrs2的案例研究
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-03-06 DOI: 10.1016/j.jmr.2025.107865
Ajeak Vigneswaran , Tanner A. Buschmann , Michael P. Latham
Side-chain methyl group NMR spectroscopy provides invaluable insights into macromolecular structure, dynamics, and function, particularly for large biomolecular complexes. Accurate assignment of methyl group resonances in two-dimensional spectra is essential for structural and dynamics studies. Traditional methyl group assignment strategies rely on either transferring assignments from backbone resonance data or NOESY data and high-resolution experimental structures; however, these methods are often limited by molecular size or availability of structural information, respectively. Here, we describe the use of AlphaFold2 structural models as a basis for the manual, distance-based assignment of side-chain methyl group resonances in the folded domains of S. cerevisiae Xrs2. While AlphaFold2 models facilitated initial assignments for the methyl resonances, inaccuracies in the side-chain coordinates highlighted the need for improved structural models. By generating >500 ColabFold-derived models and filtering with methyl residual dipolar couplings (RDCs), we identified structural models with superior agreement to experimental data. These refined models enabled additional methyl group assignments while suggesting an iterative approach to simultaneously improve structure prediction and resonance assignment. Our findings outline a workflow that integrates machine learning-based structural predictions with experimental NMR data, offering a pathway for advancing methyl group assignment in systems lacking high-resolution experimental structures.
侧链甲基核磁共振波谱为大分子结构,动力学和功能提供了宝贵的见解,特别是对于大型生物分子复合物。二维光谱中甲基共振的准确分配对于结构和动力学研究至关重要。传统的甲基分配策略依赖于从骨干共振数据或NOESY数据和高分辨率实验结构中转移分配;然而,这些方法往往分别受到分子大小或结构信息可用性的限制。在这里,我们描述了AlphaFold2结构模型的使用,作为S. cerevisiae Xrs2折叠结构域侧链甲基共振的手动、基于距离的分配的基础。虽然AlphaFold2模型有助于甲基共振的初始分配,但侧链坐标的不准确性突出了改进结构模型的必要性。通过生成>;500个colabfold衍生模型并使用甲基残差偶极耦合(rdc)进行滤波,我们确定了与实验数据非常吻合的结构模型。这些改进的模型可以实现额外的甲基分配,同时提出迭代方法来同时改进结构预测和共振分配。我们的研究结果概述了一个将基于机器学习的结构预测与实验NMR数据相结合的工作流程,为在缺乏高分辨率实验结构的系统中推进甲基分配提供了一条途径。
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引用次数: 0
Construction and testing of a high-homogeneity 55 T pulsed magnet for high-field nuclear magnetic resonance measurements 用于高场核磁共振测量的高均匀性55t脉冲磁体的构建和测试
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-01 Epub Date: 2025-03-08 DOI: 10.1016/j.jmr.2025.107862
Wenqi Wei, Luchen Wei, Shunkun Ouyang, Kangjian Luo, Zhuo Wang, Shiyu Liu, Yongkang Luo, Xiaotao Han
High-field nuclear magnetic resonance (NMR) experiments call for the further development of pulsed magnets with a more practical winding structure and higher magnetic field homogeneity. This study presents the construction method and test results of a high-homogeneity pulsed magnet based on an optimized localized split structure. A winding craft using gap spacers was developed for the precise winding of split-gap transition wires. Magnetic field mapping was achieved in a steady-state low field of 32 mT using a Hall probe, with a measured magnetic field inhomogeneity of 198 ± 19 ppm over 1 cm diameter of spherical volume (DSV). The full-width at half-maximum (FWHM) of NMR spectra was adopted as a means of evaluating the magnetic field homogeneity in the pulsed field. In the optimal position, the measured FWHM is 42.2 ± 2.5 ppm at the low field of 7.7 T over a sample volume of 12.6 mm3. At the high field of 50 T, the FWHM decreases to 16.2 ± 0.8 ppm, which is a superior value achieved in similar reported pulsed magnets.
高场核磁共振实验要求进一步开发绕组结构更实用、磁场均匀性更高的脉冲磁体。介绍了一种基于优化局部分裂结构的高均匀性脉冲磁体的构造方法和试验结果。提出了一种利用间隙垫片对开缝过渡丝进行精密绕制的工艺。利用霍尔探针在32 mT的稳态低磁场下实现了磁场映射,在1厘米直径的球形体积(DSV)上测量到的磁场不均匀性为198±19 ppm。采用核磁共振波谱半峰全宽作为评价脉冲场磁场均匀性的手段。在最佳位置,样品体积为12.6 mm3,低场为7.7 T时,测量到的FWHM为42.2±2.5 ppm。在50 T的高场下,FWHM降低到16.2±0.8 ppm,这在同类报道的脉冲磁体中是优越的。
{"title":"Construction and testing of a high-homogeneity 55 T pulsed magnet for high-field nuclear magnetic resonance measurements","authors":"Wenqi Wei,&nbsp;Luchen Wei,&nbsp;Shunkun Ouyang,&nbsp;Kangjian Luo,&nbsp;Zhuo Wang,&nbsp;Shiyu Liu,&nbsp;Yongkang Luo,&nbsp;Xiaotao Han","doi":"10.1016/j.jmr.2025.107862","DOIUrl":"10.1016/j.jmr.2025.107862","url":null,"abstract":"<div><div>High-field nuclear magnetic resonance (NMR) experiments call for the further development of pulsed magnets with a more practical winding structure and higher magnetic field homogeneity. This study presents the construction method and test results of a high-homogeneity pulsed magnet based on an optimized localized split structure. A winding craft using gap spacers was developed for the precise winding of split-gap transition wires. Magnetic field mapping was achieved in a steady-state low field of 32 mT using a Hall probe, with a measured magnetic field inhomogeneity of 198 ± 19 ppm over 1 cm diameter of spherical volume (DSV). The full-width at half-maximum (FWHM) of NMR spectra was adopted as a means of evaluating the magnetic field homogeneity in the pulsed field. In the optimal position, the measured FWHM is 42.2 ± 2.5 ppm at the low field of 7.7 T over a sample volume of 12.6 mm<sup>3</sup>. At the high field of 50 T, the FWHM decreases to 16.2 ± 0.8 ppm, which is a superior value achieved in similar reported pulsed magnets.</div></div>","PeriodicalId":16267,"journal":{"name":"Journal of magnetic resonance","volume":"374 ","pages":"Article 107862"},"PeriodicalIF":2.0,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143593396","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Implementation of the X-centric pulse sequence at low field for MRI of water penetration in clay 低场x心脉冲序列在粘土中水渗透核磁共振成像中的实现
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-01 Epub Date: 2025-02-18 DOI: 10.1016/j.jmr.2025.107852
Samuel Perron , Claire S. Tully , Shivam Gupta , Matthew S. Fox , Dmitrij Zagidulin , James J. Noël , Alexei Ouriadov
Although the relaxation time constants of free water are relatively long, the relaxation of water in concrete and other sedimentary materials is significantly shorter. Dissolved ions and porous environments can cause increased magnetic susceptibility effects, leading to the apparent transverse relaxation time T2 of this water to decrease drastically, from seconds to less than a millisecond. The longer T2 of the low field regime (less than 0.5 T) should allow for 2D and even 3D imaging of water content in these types of materials; developing a suitable technique for imaging of short-T2 samples would permit imaging of porous rocks and concrete.
A 12 mL wet bentonite clay sample was placed within a syringe and allowed to absorb increasing volumes of standing water. This progressing absorption was imaged on a 73.5 mT magnetic resonance imaging (MRI) system using the X-Centric pulse sequence. This pulse sequence is a modified version of the common gradient echo (GE) pulse sequence, in which each half of k-space is acquired separately, from the centre outwards in the readout direction, ensuring minimal T2-weighting of the resulting image and allowing for 2D imaging within the short time frame of the shorter T2 of water in the clay. Bulk relaxation measurements of T2 and the longitudinal relaxation time T1 were performed for increasing water content, with a mean T1 of 12.0 ± 1.1 ms and mean T2 of 4.5 ± 0.7 ms; 2D imaging of the clay sample was performed with both GE and X-Centric. In addition, a 2D T2 map was generated from eight X-Centric images taken at different echo times.
The X-Centric pulse sequence was demonstrated to be an effective imaging method for short signal-lifetime samples, such as water trapped in bentonite clay. The ease of implementation, minimal diffusion-weighting and T2 weighting of the k-space centre, and considerable gains in signal-to-noise ratio and imaging efficiency position this pulse sequence as a viable alternative or complement to conventional GE acquisitions. Additionally, the short echo-time of the X-Centric pulse sequence allows it to be used effectively with non-proton MRI, including 23Na and fluorinated gases (e.g., 19F) where the T2-decay is a potentially significant source of signal decay.
虽然自由水的弛豫时间常数相对较长,但水在混凝土和其他沉积材料中的弛豫时间明显较短。溶解的离子和多孔环境会引起磁化率效应的增加,导致该水的表观横向弛豫时间T2急剧减少,从几秒到不到一毫秒。低场较长的T2(小于0.5 T)应该允许对这些类型的材料中的含水量进行二维甚至三维成像;开发一种合适的短t2样品成像技术将允许对多孔岩石和混凝土进行成像。将12ml湿的膨润土粘土样品放入注射器中,让其吸收越来越多的静水。在73.5 mT磁共振成像(MRI)系统上使用x中心脉冲序列对这种渐进吸收进行成像。该脉冲序列是通用梯度回波(GE)脉冲序列的改进版本,其中k空间的每一半分别从读取方向的中心向外获取,确保所得到的图像具有最小的T2,并允许在粘土中较短的T2的短时间框架内进行2D成像。为了增加水含量,进行了T2的体积弛豫测量和纵向弛豫时间T1,平均T1为12.0±1.1 ms,平均T2为4.5±0.7 ms;使用GE和X-Centric对粘土样品进行二维成像。此外,从不同回波时间拍摄的8张以x为中心的图像生成2D T2图。x中心脉冲序列被证明是一种有效的成像方法,用于短信号寿命的样品,如被困在膨润土粘土中的水。该脉冲序列易于实现,最小的扩散加权和k空间中心的T2加权,以及在信噪比和成像效率方面的显著提高,使其成为传统GE采集的可行替代或补充。此外,x中心脉冲序列的短回波时间使其能够有效地用于非质子MRI,包括23Na和氟化气体(例如19F),其中T2 β衰变是信号衰减的潜在重要来源。
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引用次数: 0
A deep learning framework for multiplet splitting classification in 1H NMR 一种用于1H NMR多组分裂分类的深度学习框架
IF 2 3区 化学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-01 Epub Date: 2025-02-16 DOI: 10.1016/j.jmr.2025.107851
Giulia Fischetti , Nicolas Schmid , Simon Bruderer , Björn Heitmann , Andreas Henrici , Alessandro Scarso , Guido Caldarelli , Dirk Wilhelm
One-dimensional 1H Nuclear Magnetic Resonance (NMR) stands out as the quickest and simplest among various NMR experimental setups. Unfortunately, it suffers from lengthy annotation times and does not always have a clear and unique interpretation. From NMR discovery, efforts have been dedicated to introducing an automated approach to streamline the characterization of chemical compounds while ensuring consistency of the results across the scientific community. Nonetheless, this remains an ongoing challenge that has garnered renewed interest with the emergence of deep learning techniques. Here, we present MuSe Net, a novel supervised probabilistic deep learning framework that can emulate the tasks performed by an expert spectroscopist in annotating one-dimensional NMR spectra generated by small molecules. Considering only the spectrum, MuSe Net detects and classifies multiplets with up to four coupling constants for their splitting phenotype, providing a segmentation of the spectral range. We exploit uncertainty quantification to produce a confidence score to both assess classification reliability and to detect signals that do not fit into any other phenotype class. The results of the evaluation against 48 experimental 1H NMR spectra of small molecules annotated by experts demonstrate that MuSe Net can deal with anomalies and unclear signals while correctly classifying multiplets and detecting overlapping peaks.
一维1H核磁共振(NMR)是各种核磁共振实验装置中最快、最简单的。不幸的是,它的注释时间很长,而且并不总是有清晰和独特的解释。从核磁共振发现开始,人们一直致力于引入一种自动化的方法来简化化合物的表征,同时确保整个科学界结果的一致性。尽管如此,这仍然是一个持续的挑战,随着深度学习技术的出现,它重新引起了人们的兴趣。在这里,我们提出了MuSe Net,这是一个新的监督概率深度学习框架,可以模拟光谱专家在注释由小分子生成的一维核磁共振光谱时所执行的任务。仅考虑光谱,MuSe Net检测和分类具有多达四个耦合常数的多胞胎,用于其分裂表型,提供光谱范围的分割。我们利用不确定性量化来产生一个置信度评分,以评估分类可靠性并检测不适合任何其他表型类别的信号。对48个经专家注释的小分子1H NMR实验谱的评价结果表明,MuSe Net在处理异常和不清晰信号的同时,能够正确分类多联体并检测重叠峰。
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引用次数: 0
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Journal of magnetic resonance
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