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Clearing the undergrowth: new NMR techniques for high dynamic range mixtures

Lead Research Organisation: University of Manchester
Department Name: Chemistry

Abstract

Nuclear magnetic resonance (NMR) spectroscopy is one of the most useful methods for studying the structures and behaviours of molecules, and of critical importance both in understanding the world around us and in developing new technologies. It is a particularly powerful tool for determining the chemical structures of pure compounds. However, Nature is more complicated, and some of the most interesting scientific challenges present themselves as complex mixtures. These often have very crowded NMR spectra, due to the presence of many species with many different concentrations, and the spectra are therefore very difficult (sometimes impossible) to interpret. Chemists and life scientists fight a continual battle to extract qualitative and quantitative information from the multiple overlapping signals that are found in most NMR spectra of complex mixtures. New NMR methods are urgently needed to allow us to address a wider range of scientific problems, and to reduce the time and effort needed to extract chemical and biological information from mixtures.

This proposal describes a series of novel NMR methods that address some of the most challenging problems in the field of mixture analysis, especially those of high dynamic range mixtures. We will demonstrate how ultraclean spectra, free of extraneous signals (e.g. satellites and artefacts), can be obtained, allowing us to identify and quantify components at least down to the 0.1% level (the current regulatory limit in the pharmaceutical industry). We will also show how - by reducing the complexity of NMR spectra, using "pure shift" methods that collapse multiplet signals into singlets and/or "spectral editing" methods that pick out the signals of individual components - structure determination of the components of intact mixtures can be achieved simply and efficiently. The common thread is that all these new methods are focused on increasing the amount of qualitative, quantitative and structural information obtainable from the spectra of intact mixtures.

These new methods will have direct applications across a wide range of academic and industrial research areas, including chemistry, biochemistry, biology, pharmacy, petrochemistry, agrochemistry, healthcare, and flavours and fragrances.

Planned Impact

Who will benefit from this research?

NMR spectroscopy is a crucial underpinning technique for many of the UK's wealth-generating industrial sectors, including the pharmaceutical, petrochemical and biotechnological industries, and a vital component of almost all research in synthetic chemistry. It is essential to the development of healthcare technologies, in particular for drug discovery and pharmaceutical process development, and throughout the chemical industry. NMR is widely used in chemical, biological and medical research, in academic, industrial and government laboratories, and is crucial to the identification of species and the determination of their structures. In real life, scientists rarely work with completely pure compounds, and most of their samples present themselves as mixtures. For many NMR users the easy and reliable analysis of complex mixtures is still one of the greatest challenges.

How will they benefit from this research?

We will develop significantly more powerful tools for NMR spectroscopy, pushing back the limits of current methods for mixture analysis. We will equip both academic researchers and core UK industries with enhanced resolution and spectral quality. The new methods will produce cleaner, simpler spectra, allowing faster, easier and more reliable extraction of structural information than with current methods. They will work on industry-standard commercial spectrometers, without the need for hardware modification. Equipping researchers with higher resolution NMR tools will enhance wealth generation in all of the sectors noted above, and impact on health through improved methods for the characterisation of potential drugs and APIs, for the development and regulatory approval of new processes for the production of APIs, and for the analysis of biofluids in toxicology and metabolomics. Current regulations require that all species present in active pharmaceutical ingredients at levels above 0.1% be identified and quantified, but present NMR methods struggle to deliver clean results below the 1% level. Here the novel methods we propose will reduce the levels of interfering signals by over an order of magnitude.

Our results will be made freely available on the web, enabling early adoption by industrial and academic users alike, and we will collaborate with instrument manufacturers to minimise barriers to the implementation of the new experiments. A secondary impact of the research will be the enhanced development of a highly-skilled postdoctoral fellow and researcher co-investigator, with transferable skills in organisation, communication, critical and creative thinking, and exploitation of information technologies that are fundamental to research in the physical sciences. From previous experience we anticipate take-up of new methods within 12-18 months of development; it is never easy to second-guess progress, particularly where NMR is concerned, but previous methodological developments in this area (e.g. multidimensional NMR methods) have had useful lifetimes measured in decades.

Publications

10 25 50
 
Description A new open-source package for processing of a variety of different types of NMR data, including data from diffision-ordered spectroscopy experiments, the General NMR Analysis Toolbox (GNAT) has been developed, and a new package within the GNAT (MAGNATE) has been developed for processing experimental 3D NMR data.

New methods for ultra-selective excitation in NMR spectroscopy, GEMSTONE, and for the measurement of transverse relaxation in NMR, TRUE, have been developed.
Exploitation Route The new software allows a wide range of experimental data to be processed, and should be of use across a wide range of science. The GEMSTONE method has already been shown to work well in selective NOESY and selective TOCSY experiments, and is suitable for a range of other applications. TRUE allows the true rate of decoherence to be measured in coupled spin systems.
Sectors Agriculture

Food and Drink

Chemicals

Manufacturing

including Industrial Biotechology

Pharmaceuticals and Medical Biotechnology

URL https://www.nmr.chemistry.manchester.ac.uk/?q=node/450
 
Description Our open-source GNAT and MAGNATE software is being widely used in both academic and industrial laboratories.
First Year Of Impact 2018
Sector Agriculture, Food and Drink,Chemicals,Pharmaceuticals and Medical Biotechnology
Impact Types Economic

 
Title Pure shift FESTA: An ultra-high resolution NMR tool for the analysis of complex fluorine-containing spin systems 
Description This folder contains all NMR raw data for the publication entitled "Pure shift FESTA: An ultra-high resolution NMR tool for the analysis of complex fluorine-containing spin systems", as well as relevant pulse programs for Bruker spectrometers. Detailed description of the folder contain can be found in the read-me file. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Too early for impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/_strong_Pure_shift_FESTA_An_ultra-high_resolution...
 
Title Convection-compensated pure shift NMR 
Description This archive contains all raw experimental data files, macros, pulse sequence code, shaped pulse definitions and Mathematica notebooks to support the article "Convection-compensated pure shift NMR: how to stop convection ruining experiments." 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Formed the basis of an international collaboration and a successful EPSRC proposal 
URL https://figshare.manchester.ac.uk/articles/dataset/Convection-compensated_pure_shift_NMR/23864202
 
Title Experimental data for "Resolving the complexity in human milk oligosaccharides using pure shift methods and CASPER" 
Description Computational methods for resonance assignments are combined with pure shift NMR spectroscopy and automatic peak-picking for efficient structural analysis of oligosaccharides. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Too early for significant impacts to be identified; some citations 
URL https://figshare.manchester.ac.uk/articles/dataset/Experimental_data_for_Resolving_the_complexity_in...
 
Title GEMSTONE-ROESY NMR data 
Description This folder contains all NMR raw data for the publication entitled " Ultra-selective, ultra-clean 1D rotating-frame Overhauser effect spectroscopy", as well as relevant pulse programs for Bruker spectrometers and shapes files. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Has been taken up by at least one other group. 
URL https://figshare.manchester.ac.uk/articles/dataset/GEMSTONE-ROESY_NMR_data/21905049
 
Title GEMSTONE-ROESY NMR data 
Description This folder contains all NMR raw data for the publication entitled " Ultra-selective, ultra-clean 1D rotating-frame Overhauser effect spectroscopy", as well as relevant pulse programs for Bruker spectrometers and shapes files. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Too early for significant impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/GEMSTONE-ROESY_NMR_data/21905049/1
 
Title IPAP-FESTA: Rapid measurement of heteronuclear coupling constants in complex spectra 
Description This folder contains all NMR raw data for the publication entitled "Rapid measurement of heteronuclear coupling constants in complex spectra", as well as relevant pulse programs for Bruker spectrometers and Mathematica notebooks. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Too early for significant impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/IPAP-FESTA_Rapid_measurement_of_heteronuclear_cou...
 
Title Improved quantification by NMR spectroscopy of the fatty acid ester composition of extra virgin olive oils 
Description Experimental proton and DISPEL data for analysis of olive oil. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact Too early for significant impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/Improved_quantification_by_NMR_spectroscopy_of_th...
 
Title Light-FESTA: enhancing characteristic 1H signal patterns of fluorinated molecules 
Description This folder contains all NMR raw data for the publication entitled "Lighting up spin systems: enhancing characteristic 1H signal patterns of fluorinated molecules", as well as relevant pulse programs and processing macros for Bruker spectrometers. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Too early for impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/Light_FESTA_enhancing_characteristic_1H_signal_pa...
 
Title Light-FESTA: enhancing characteristic 1H signal patterns of fluorinated molecules 
Description This folder contains all NMR raw data for the publication entitled "Lighting up spin systems: enhancing characteristic 1H signal patterns of fluorinated molecules", as well as relevant pulse programs and processing macros for Bruker spectrometers. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Only just published. 
URL https://figshare.manchester.ac.uk/articles/dataset/Light_FESTA_enhancing_characteristic_1H_signal_pa...
 
Title Pure Shift 2D NMR Spectroscopy 
Description raw experimental data for the book chapter "Pure Shift 2D NMR Spectroscopy" 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact Too early for significant impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/Pure_Shift_2D_NMR_Spectroscopy/19729807/1
 
Title Pure Shift 2D NMR Spectroscopy 
Description raw experimental data for the book chapter "Pure Shift 2D NMR Spectroscopy" 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact Too early. 
URL https://figshare.manchester.ac.uk/articles/dataset/Pure_Shift_2D_NMR_Spectroscopy/19729807
 
Title Rationalising spin relaxation during slice-selective refocusing pulses 
Description "Rationalising spin relaxation during slice-selective refocusing pulses"Experimental data for six doped water samples [/Experimental_doped_water/]=========== These data were used to generate Figure 2 and Table 2 in the main manuscript, as well as Figures S1-S7, Figure S11, Figure S12, Tables S5-S11 and Table S13 in the Supporting Information. These data were analysed using the "UoM_RSR_lsqcurvefit" and "UoM_queue_RSR_lsqcurvefit" MATLAB functions. Experimental_doped_water_integrals - Spreadsheet containing the absolute integrals obtained from slice-selective spin echo experiments performed on doped water samples 1-6 Directory structure for experimental data for doped water samples 1-5 (see Table 1 in main manuscript): 4 - 1H pulse-acquire NMR experiment5 - 1H inversion recovery NMR experiment (GNAT data in "GNAT" subfolder)6 - 1H Carr-Purcell Method A NMR experiment (GNAT data in "GNAT" subfolder)101-110 - Slice-selective spin echo NMR experiments using an rSNOB refocusing pulse of varying duration111-120 - Slice-selective spin echo NMR experiments using a REBURP refocusing pulse of varying duration121-130 - Slice-selective spin echo NMR experiments using a Gaussian refocusing pulse of varying duration131-140 - Slice-selective spin echo NMR experiments using a rectangular refocusing pulse of varying duration Directory structure for experimental data for doped water sample 6 (see Table 1 in main manuscript): 4 - 1H pulse-acquire NMR experiment5 - 1H inversion recovery NMR experiment (GNAT data in "GNAT" subfolder)6 - 1H Carr-Purcell Method A NMR experiment (GNAT data in "GNAT" subfolder)101-113 - Slice-selective spin echo NMR experiments using an rSNOB refocusing pulse of varying duration121-133 - Slice-selective spin echo NMR experiments using a REBURP refocusing pulse of varying duration141-153 - Slice-selective spin echo NMR experiments using a Gaussian refocusing pulse of varying duration161-173 - Slice-selective spin echo NMR experiments using a rectangular refocusing pulse of varying duration ==========Simulated data for the six doped water samples [/Simulation_doped_water/]========= These data were used to generate Figure 2 and Table 2 in the main manuscript, as well as Figures S1-S10, Tables S5-S11, Table S13 and Table S14 in the Supporting Information. These data were analysed using the "UoM_RSR_lsqcurvefit" and "UoM_queue_RSR_lsqcurvefit" MATLAB functions. The data from each simulation is contained within a numbered folder. Three parameters are varied across the 252 simulations, in following order of precedence: pulse duration, sample (i.e., T1 and T2 time constants), and pulse shape. The T1 and T2 relaxation time constants matched those of the experimental samples. 1-63 - Slice-selective spin echo NMR Spinach simulations using an rSNOB refocusing pulse of varying duration performed on doped water samples 1-664-126 - Slice-selective spin echo NMR Spinach simulations using a REBURP refocusing pulse of varying duration performed on doped water samples 1-6127-189 - Slice-selective spin echo NMR Spinach simulations using a Gaussian refocusing pulse of varying duration performed on doped water samples 1-6190-252 - Slice-selective spin echo NMR Spinach simulations using a rectangular refocusing pulse of varying duration performed on doped water samples 1-6 ==================================================================================================================================================================================Analysis of the experimental and simulated doped water data [/Analysis_doped_water/]=========== Analysis of the experimental and simulated doped water data were used to generate Figure 2 and Table 2 in the main manuscript, as well as Figures S1-S12 and Tables S5-S14 in the Supporting Information. The two functions used to perform this analysis were the "UoM_RSR_lsqcurvefit" and "UoM_queue_RSR_lsqcurvefit" functions. The specific functions used to perform each analysis maybe found, along with the analysis output, in the subfolders of this directory. UoM_RSR_lsqcurvefit: MATLAB function used to perform global fitting of the data from slice-selective spin echo NMR experiments and Spinach simulations performed on the six doped water samples to various proposed relaxational attenuation modelsUoM_queue_RSR_lsqcurvefit: MATLAB function used to queue calls to the "UoM_RSR_lsqcurvefit" function and provide input parameters for the processing and analysis. These input parameters may be found in the "params.mat" files. ModelFitting - Global fitting of the experimental and simulated doped water data to seven different models of relaxational attenuation (Figure 2 and Table 2 in the main manuscript, as well as Figures S1-S7 and Tables S5-S11 in the Supporting Information)OnRes - Global fitting of the simulated doped water data from an on-resonance frequency-selective spin echo simulation (Figure S8 and Table S12 in the Supporting Information)Residuals - An examination of the residuals surface when performing global fitting (Figures S9-S12 in the Supporting Information)OppositeFitting - An examination of the residuals when fitting the simulated data with the optimal alpha and beta values determined for the experimental data, and vice versa (Table S13 in the Supporting Information)Fidelity - An investigation into the fidelity of the Spinach simulations performed by performing global fitting with different offset spacings (Table S14 in the Supporting Information) ========Simulated data in the linear attenuation regime [/Simulation_linear_attenuation/]========= These data were used to generate Figure 3 and Table 3 in the main manuscript. UoM_RSR_r1r2_offset_dependence - MATLAB function used to analyse the data from Spinach simulations of slice-selective spin echo experiments in the linear attenuation regime 1-4 - Slice-selective spin echo NMR Spinach simulations using a 10 ms rSNOB refocusing pulse, performed on single-spin systems with small differences in T1 and T2 5-8 - Slice-selective spin echo NMR Spinach simulations using a 10 ms REBURP refocusing pulse, performed on single-spin systems with small differences in T1 and T2 9-12 - Slice-selective spin echo NMR Spinach simulations using a 10 ms Gaussian refocusing pulse, performed on single-spin systems with small differences in T1 and T2 13-16 - Slice-selective spin echo NMR Spinach simulations using a 10 ms rectangular refocusing pulse, performed on single-spin systems with small differences in T1 and T2Analysis - Contains the output of the analysis of these data performed using the "UoM_RSR_r1r2_offset_dependence" function =========Diffusional attenuation analysis [/Diffusional_attenuation/]========== These data were used to generate Figure S13 in the Supporting Information. UoM_RSR_diffusional_atten - MATLAB function used to predict the HDO signal loss due to diffusional attenuation in the slice-selective spin echo NMR experiments performed on the six doped water samples =========Bloch sphere simulations [/Bloch_spheres/]========== These data were used to generate Figure 1 in the main manuscript and Table S15 in the Supporting Information. UoM_RSR_Bloch_spheres - Mathematica notebook used to calculate magnetisation trajectories in the Bloch sphere by numerical integration UoM_RSR_diffusional_atten - MATLAB function used to predict the HDO signal loss due to diffusional attenuation in the slice-selective spin echo NMR experiments performed on the six doped water samples =========Bloch sphere simulations [/Bloch_spheres/]================================================================================================================================================================================== These data were used to generate Figure 1 in the main manuscript and Table S15 in the Supporting Information. UoM_RSR_Bloch_spheres - Mathematica notebook used to calculate magnetisation trajectories in the Bloch sphere by numerical integration 
Type Of Material Database/Collection of data 
Year Produced 2024 
Provided To Others? Yes  
Impact Too early for impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/Rationalising_spin_relaxation_during_slice-select...
 
Title Simultaneous broadband suppression of homonuclear and heteronuclear couplings in 1H NMR spectroscopy 
Description This folder contains all NMR raw data for the publication entitled "Simultaneous broadband suppression of homonuclear and heteronuclear couplings in 1H NMR spectroscopy", as well as relevant pulse programs for Bruker spectrometers, shapes files and processing macros. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact Too early. 
URL https://figshare.manchester.ac.uk/articles/dataset/Simultaneous_broadband_suppression_of_homonuclear...
 
Title Simultaneous broadband suppression of homonuclear and heteronuclear couplings in 1H NMR spectroscopy 
Description This folder contains all NMR raw data for the publication entitled "Simultaneous broadband suppression of homonuclear and heteronuclear couplings in 1H NMR spectroscopy", as well as relevant pulse programs for Bruker spectrometers, shapes files and processing macros. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact Too early for significant impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/Simultaneous_broadband_suppression_of_homonuclear...
 
Title Solvent suppression in pure shift NMR 
Description This folder contains all NMR raw data for the publication entitled "Solvent suppression in pure shift NMR", as well as relevant pulse programs for Bruker spectrometers. Detailed description of the folder contain can be found in the read-me file. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Only just published. 
URL https://figshare.manchester.ac.uk/articles/dataset/Solvent_suppression_in_pure_shift_NMR/24600114
 
Title Solvent suppression in pure shift NMR 
Description This folder contains all NMR raw data for the publication entitled "Solvent suppression in pure shift NMR", as well as relevant pulse programs for Bruker spectrometers. Detailed description of the folder contain can be found in the read-me file. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact Too early for impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/Solvent_suppression_in_pure_shift_NMR/24600114/1
 
Title Ultraselective, Ultrahigh Resolution 1D TOCSY (TREASURE) 
Description This folder contains all NMR raw data for the publication entitled "Ultraselective, Ultrahigh Resolution 1D TOCSY", as well as relevant pulse programs codes and macros for Bruker spectrometers. Detailed description of the folder contain can be found in the "read-me" file. 
Type Of Material Database/Collection of data 
Year Produced 2024 
Provided To Others? Yes  
Impact Too early for impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/Ultraselective_Ultrahigh_Resolution_1D_TOCSY_TREA...
 
Title Universally quantitative band-selective pure shift NMR spectroscopy 
Description NMR spectroscopy is often described as a quantitative analytical technique. Strictly, only the simple pulse-acquire experiment is universally quantitative, but the poor signal resolution of the 1H NMR pulse-acquire experiment frequently complicates quantitative analysis. Pure shift NMR techniques provide higher resolution, by reducing signal overlap, but they are susceptible to a variety of sources of site-dependent signal loss. Here, we introduce a new method that corrects for signal loss from such sources in band-selective pure shift NMR experiments, by performing different numbers of iterations of the same pulse sequence elements before acquisition to allow extrapolation back to the loss-free signal. We apply this method to both interferogram and semi-real-time acquisition modes, obtaining integrals within 1 % of those acquired from a pulse-acquire experiment for a three-component mixture. 
Type Of Material Database/Collection of data 
Year Produced 2024 
Provided To Others? Yes  
Impact Too early for impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/Universally_quantitative_band-selective_pure_shif...
 
Title experimental data for the PUREST experiment 
Description Experimental NMR data for the PUREST experiment. This also include associated macros, pulse programs and other files. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact Too early for significant impacts to be identified 
URL https://figshare.manchester.ac.uk/articles/dataset/experimental_data_for_the_PUREST_experiment/20004...
 
Title experimental data for the PUREST experiment 
Description Experimental NMR data for the PUREST experiment. This also include associated macros, pulse programs and other files. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact Too early. 
URL https://figshare.manchester.ac.uk/articles/dataset/experimental_data_for_the_PUREST_experiment/20004...
 
Title MAGNATE: New software for mixture analysis by 3D diffusion-ordered NMR spectroscopy 
Description MAGNATE is a package for processing 3D diffusion NMR data. It runs within the GNAT (General NMR Analysis Toolbox) environment. 
Type Of Technology Software 
Year Produced 2018 
Open Source License? Yes  
Impact This software has only just entered the public domain so it is too early to assess impact. 
URL https://www.nmr.chemistry.manchester.ac.uk/?q=node/450
 
Title The GNAT: A new tool for processing NMR data 
Description The GNAT (General NMR Analysis Toolbox) is a free and open-source software package for processing, visualising, and analysing NMR data. It supersedes the popular DOSY Toolbox, which has a narrower focus on diffusion NMR. Data import of most common formats from the major NMR platforms is supported, as well as a GNAT generic format. Key basic processing of NMR data (e.g., Fourier transformation, baseline correction, and phasing) is catered for within the program, as well as more advanced techniques (e.g., reference deconvolution and pure shift FID reconstruction). Analysis tools include DOSY and SCORE for diffusion data, ROSY T1/T2 estimation for relaxation data, and PARAFAC for multilinear analysis. The GNAT is written for the MATLAB® language and comes with a user-friendly graphical user interface. The standard version is intended to run with a MATLAB installation, but completely free-standing compiled versions for Windows, Mac, and Linux are also freely available. The lates version is dated January 2010. 
Type Of Technology Software 
Year Produced 2020 
Open Source License? Yes  
Impact The GNAT is now widely used for the processing of NMR data. 
URL https://www.nmr.chemistry.manchester.ac.uk/?q=node/430
 
Description Workshop on pure shift NMR methods 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A one-day workshop on pure shift NMR methods was held at the School of Chemistry, University of Manchester, Manchester UK on Tuesday 12th September. Speakers included Ralph Adams, Laura Castañar, Mohammadali Foroozandeh, Peter Kiraly, Gareth Morris and Mathias Nilsson.

Further details, and links to downloads, may be found at http://nmr.chemistry.manchester.ac.uk/pureshift.
Year(s) Of Engagement Activity 2017
URL http://nmr.chemistry.manchester.ac.uk/pureshift