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1.
Molecules ; 28(12)2023 Jun 20.
Article in English | MEDLINE | ID: mdl-37375418

ABSTRACT

Environmental metabolomics provides insight into how anthropogenic activities have an impact on the health of an organism at the molecular level. Within this field, in vivo NMR stands out as a powerful tool for monitoring real-time changes in an organism's metabolome. Typically, these studies use 2D 13C-1H experiments on 13C-enriched organisms. Daphnia are the most studied species, given their widespread use in toxicity testing. However, with COVID-19 and other geopolitical factors, the cost of isotope enrichment increased ~6-7 fold over the last two years, making 13C-enriched cultures difficult to maintain. Thus, it is essential to revisit proton-only in vivo NMR and ask, "Can any metabolic information be obtained from Daphnia using proton-only experiments?". Two samples are considered here: living and whole reswollen organisms. A range of filters are tested, including relaxation, lipid suppression, multiple-quantum, J-coupling suppression, 2D 1H-1H experiments, selective experiments, and those exploiting intermolecular single-quantum coherence. While most filters improve the ex vivo spectra, only the most complex filters succeed in vivo. If non-enriched organisms must be used, then, DREAMTIME is recommended for targeted monitoring, while IP-iSQC was the only experiment that allowed non-targeted metabolite identification in vivo. This paper is critically important as it documents not just the experiments that succeed in vivo but also those that fail and demonstrates first-hand the difficulties associated with proton-only in vivo NMR.


Subject(s)
COVID-19 , Daphnia , Animals , Daphnia/metabolism , Protons , Magnetic Resonance Spectroscopy , Magnetic Resonance Imaging , Metabolomics
2.
Anal Chem ; 95(14): 5858-5866, 2023 04 11.
Article in English | MEDLINE | ID: mdl-36996326

ABSTRACT

Toxicity testing is currently undergoing a paradigm shift from examining apical end points such as death, to monitoring sub-lethal toxicity in vivo. In vivo nuclear magnetic resonance (NMR) spectroscopy is a key platform in this endeavor. A proof-of-principle study is presented which directly interfaces NMR with digital microfluidics (DMF). DMF is a "lab on a chip" method allowing for the movement, mixing, splitting, and dispensing of µL-sized droplets. The goal is for DMF to supply oxygenated water to keep the organisms alive while NMR detects metabolomic changes. Here, both vertical and horizontal NMR coil configurations are compared. While a horizontal configuration is ideal for DMF, NMR performance was found to be sub-par and instead, a vertical-optimized single-sided stripline showed most promise. In this configuration, three organisms were monitored in vivo using 1H-13C 2D NMR. Without support from DMF droplet exchange, the organisms quickly showed signs of anoxic stress; however, with droplet exchange, this was completely suppressed. The results demonstrate that DMF can be used to maintain living organisms and holds potential for automated exposures in future. However, due to numerous limitations of vertically orientated DMF, along with space limitations in standard bore NMR spectrometers, we recommend future development be performed using a horizontal (MRI style) magnet which would eliminate practically all the drawbacks identified here.


Subject(s)
Magnetic Resonance Imaging , Microfluidics , Magnetic Resonance Spectroscopy/methods , Metabolomics/methods , Lab-On-A-Chip Devices
3.
Angew Chem Int Ed Engl ; 62(8): e202216105, 2023 Feb 13.
Article in English | MEDLINE | ID: mdl-36588093

ABSTRACT

Synergism between different phases gives rise to chemical, biological or environmental reactivity, thus it is increasingly important to study samples intact. Here, SASSY (SimultAneous Solid and Solution spectroscopY) is introduced to simultaneously observe (and differentiate) all phases in multiphase samples using standard, solid-state NMR equipment. When monitoring processes, the traditional approach of studying solids and liquids sequentially, can lead to information in the non-observed phase being missed. SASSY solves this by observing the full range of materials, from crystalline solids, through gels, to pure liquids, at full sensitivity in every scan. Results are identical to running separate 13 C CP-MAS solid-state and 13 C solution-state experiments back-to-back but requires only a fraction of the spectrometer time. After its introduction, SASSY is applied to process monitoring and finally to detect all phases in a living freshwater shrimp. SASSY is simple to implement and thus should find application across all areas of research.

4.
Anal Chem ; 95(2): 1327-1334, 2023 01 17.
Article in English | MEDLINE | ID: mdl-36576271

ABSTRACT

Nuclear magnetic resonance (NMR) spectroscopy is commonly employed in a wide range of metabolomic research. Unfortunately, due to its relatively low sensitivity, smaller samples become challenging to study by NMR. Cryoprobes can be used to increase sensitivity by cooling the coil and preamplifier, offering sensitivity improvements of ∼3 to 4x. Alternatively, microcoils can be used to increase mass sensitivity by improving sample filling and proximity, along with decreased electrical resistance. Unfortunately, combining the two approaches is not just technically challenging, but as the coil decreases, so does its thermal fingerprint, reducing the advantage of cryogenic cooling. Here, an alternative solution is proposed in the form of a Lenz lens inside a cryoprobe. Rather than replacing the detection coil, Lenz lenses allow the B1 field from a larger coil to be refocused onto a much smaller sample area. In turn, the stronger B1 field at the sample provides strong coupling to the cryocoil, improving the signal. By combining a 530 I.D. Lenz lens with a cryoprobe, sensitivity was further improved by 2.8x and 3.5x for 1H and 13C, respectively, over the cryoprobe alone for small samples. Additionally, the broadband nature of the Lenz lenses allowed multiple nuclei to be studied and heteronuclear two-dimensional (2D) NMR approaches to be employed. The sensitivity improvements and 2D capabilities are demonstrated on 430 nL of hemolymph and eight eggs (∼350 µm O.D.) from the model organismDaphnia magna. In summary, combining Lenz lenses with cryoprobes offers a relatively simple approach to boost sensitivity for tiny samples while retaining cryoprobe advantages.


Subject(s)
Lenses , Magnetic Resonance Imaging , Animals , Magnetic Resonance Spectroscopy/methods , Magnetic Resonance Imaging/methods , Cold Temperature , Environmental Monitoring
5.
Magn Reson Chem ; 61(12): 728-739, 2023 12.
Article in English | MEDLINE | ID: mdl-36137948

ABSTRACT

Superparamagnetic iron oxide nanoparticles (SPIONs) are a contaminant of emerging interest, often used in the medical field as an imaging contrast agent, with additional uses in wastewater treatment and as food additives. Although the use of SPIONs is increasing, little research has been conducted on the toxic impacts to living organisms beyond traditional lethal concentration endpoints. Daphnia magna are model organisms for aquatic toxicity testing with a well understood metabolome and high sensitivity to SPIONs. Thus, as environmental concentrations continue to increase, it is becoming critical to understand their sub-lethal toxicity. Due to the paramagnetic nature of SPIONs, a range of potential nuclear magnetic resonance spectroscopy (NMR) experiments are possible, offering the potential to probe the physical location (via imaging), binding (via relaxation weighted spectroscopy), and the biochemical pathways impacted (via in vivo metabolomics). Results indicate binding to carbohydrates, likely chitin in the exoskeleton, along with a decrease in energy metabolites and specific biomarkers of oxidative stress. The holistic NMR framework used here helps provide a more comprehensive understanding of SPIONs impacts on D. magna and showcases NMR's versatility in providing physical, chemical, and biochemical insights.


Subject(s)
Daphnia , Magnetic Resonance Imaging , Animals , Daphnia/metabolism , Magnetic Resonance Spectroscopy/methods , Metabolomics/methods , Magnetic Iron Oxide Nanoparticles
6.
Anal Chem ; 94(24): 8756-8765, 2022 06 21.
Article in English | MEDLINE | ID: mdl-35675504

ABSTRACT

Comprehensive multiphase-nuclear magnetic resonance (CMP-NMR) is a non-invasive approach designed to observe all phases (solutions, gels, and solids) in intact samples using a single NMR probe. Studies of dead and living organisms are important to understand processes ranging from biological growth to environmental stress. Historically, such studies have utilized 1H-based phase editing for the detection of soluble/swollen components and 1H-detected 2D NMR for metabolite assignments/screening. However, living organisms require slow spinning rates (∼500 Hz) to increase survivability, but at such low speeds, complications from water sidebands and spectral overlap from the modest chemical shift window (∼0-10 ppm) make 1H NMR challenging. Here, a novel 13C-optimized E-Free magic angle spinning CMP probe is applied to study all phases in ex vivo and in vivo samples. This probe consists of a two-coil design, with an inner single-tuned 13C coil providing a 113% increase in 13C sensitivity relative to a traditional multichannel single-CMP coil design. For organisms with a large biomass (∼0.1 g) like the Ganges River sprat (ex vivo), 13C-detected full spectral editing and 13C-detected heteronuclear correlation (HETCOR) can be performed at natural abundance. Unfortunately, for a single living shrimp (∼2 mg), 13C enrichment was still required, but 13C-detected HETCOR shows superior data relative to heteronuclear single-quantum coherence at low spinning speeds (due to complications from water sidebands in the latter). The probe is equipped with automatic-tuning-matching and is compatible with automated gradient shimming─a key step toward conducting multiphase screening of dead and living organisms under automation in the near future.


Subject(s)
Carbon , Water , Carbon Isotopes , Magnetic Resonance Spectroscopy
7.
Anal Chem ; 94(23): 8523-8532, 2022 06 14.
Article in English | MEDLINE | ID: mdl-35658120

ABSTRACT

Nuclear magnetic resonance (NMR) spectroscopy has played an integral role in medical and environmental metabolic research. However, smaller biological entities, such as eggs and small tissue samples, are becoming increasingly important to better understand toxicity, biological growth/development, and diseases. Unfortunately, their small sizes make them difficult to study using conventional 5 mm NMR probes due to limited sensitivity. The use of microcoil NMR holds great potential for the analysis of such samples, where the coil can be designed to match the sample size to significantly improve NMR mass sensitivity and the filling factor. Here, we compare the potential of planar and Helmholtz microcoil designs to execute complex experiments for the analysis of intact, mass-limited biological samples. The planar coil offers the advantage of an open access design, potentially allowing flow systems to be incorporated and varying sample sizes to be studied; however, its relatively inhomogeneous B1 field leads to reduced NMR performance. The Helmholtz microcoil overcomes this drawback with its symmetrical design, improving B1 homogeneity across the sample but with the caveat that the size and shape of the sample is limited to the spacing between the two parallel coils. The line shape, sensitivity, and RF performance are compared on both coils using standard samples and biological samples. This study found that the Helmholtz microcoil used here considerably outperforms the planar coil in multipulse experiments and has great potential to study complex biological samples in the 50-200 nL range.


Subject(s)
Magnetic Resonance Imaging , Equipment Design , Magnetic Resonance Spectroscopy/methods
8.
Angew Chem Int Ed Engl ; 61(19): e202110044, 2022 05 02.
Article in English | MEDLINE | ID: mdl-35170183

ABSTRACT

NMR/MRI are critical tools for studying molecular structure and interactions but suffer from relatively low sensitivity and spectral overlap. Here, a Nuclear Magnetic Resonance (NMR) approach, termed DREAMTIME, is introduced that provides "a molecular window" inside complex systems, capable of showing only what the user desires, with complete molecular specificity. The user chooses a list of molecules of interest, and the approach detects only those targets while all other molecules are invisible. The approach is demonstrated in whole human blood and urine, small living aquatic organisms in 1D/2D NMR, and MRI. Finally, as proof-of-concept, once overlap is removed via DREAMTIME, a novel "multi-focusing" approach can be used to increase sensitivity. In human blood and urine, sensitivity increases of 7-12 fold over standard 1 H NMR are observed. Applicable even to unknowns, DREAMTIME has widespread application, from monitoring product formation in organic chemistry to monitoring/identifying suites of molecular targets in complex media or in vivo.


Subject(s)
Body Fluids , Magnetic Resonance Imaging , Humans , Limit of Detection , Magnetic Resonance Spectroscopy , Molecular Structure
9.
Magn Reson Chem ; 60(3): 386-397, 2022 03.
Article in English | MEDLINE | ID: mdl-34647646

ABSTRACT

Microcoils provide a cost-effective approach to improve detection limits for mass-limited samples. Single-sided planar microcoils are advantageous in comparison to volume coils, in that the sample can simply be placed on top. However, the considerable drawback is that the RF field that is produced by the coil decreases with distance from the coil surface, which potentially limits more complex multi-pulse NMR pulse sequences. Unfortunately, 1 H NMR alone is not very informative for intact biological samples due to line broadening caused by magnetic susceptibility distortions, and 1 H-13 C 2D NMR correlations are required to provide the additional spectral dispersion for metabolic assignments in vivo or in situ. To our knowledge, double-tuned single-sided microcoils have not been applied for the 2D 1 H-13 C analysis of intact 13 C enriched biological samples. Questions include the following: Can 1 H-13 C 2D NMR be performed on single-sided planar microcoils? If so, do they still hold sensitivity advantages over conventional 5 mm NMR technology for mass limited samples? Here, 2D 1 H-13 C HSQC, HMQC, and HETCOR variants were compared and then applied to 13 C enriched broccoli seeds and Daphnia magna (water fleas). Compared to 5 mm NMR probes, the microcoils showed a sixfold improvement in mass sensitivity (albeit only for a small localized region) and allowed for the identification of metabolites in a single intact D. magna for the first time. Single-sided planar microcoils show practical benefit for 1 H-13 C NMR of intact biological samples, if localized information within ~0.7 mm of the 1 mm I.D. planar microcoil surface is of specific interest.


Subject(s)
Daphnia , Magnetic Resonance Imaging , Animals , Magnetic Resonance Spectroscopy/methods , Nuclear Magnetic Resonance, Biomolecular
10.
Analyst ; 146(14): 4461-4472, 2021 Jul 12.
Article in English | MEDLINE | ID: mdl-34136891

ABSTRACT

Comprehensive multiphase NMR combines the ability to study and differentiate all phases (solids, gels, and liquids) using a single NMR probe. The general goal of CMP-NMR is to study intact environmental and biological samples to better understand conformation, organization, association, and transfer between and across phases/interfaces that may be lost with conventional sample preparation such as drying or solubilization. To date, all CMP-NMR studies have used 4 mm probes and rotors. Here, a larger 7 mm probehead is introduced which provides ∼3 times the volume and ∼2.4 times the signal over a 4 mm version. This offers two main advantages: (1) the additional biomass reduces experiment time, making 13C detection at natural abundance more feasible; (2) it allows the analysis of larger samples that cannot fit within a 4 mm rotor. Chicken heart tissue and Hyalella azteca (freshwater shrimp) are used to demonstrate that phase-based spectral editing works with 7 mm rotors and that the additional biomass from the larger volumes allows detection with 13C at natural abundance. Additionally, a whole pomegranate seed berry (aril) and an intact softgel capsule of hydroxyzine hydrochloride are used to demonstrate the analysis of samples too large to fit inside a conventional 4 mm CMP probe. The 7 mm version introduced here extends the range of applications and sample types that can be studied and is recommended when 4 mm CMP probes cannot provide adequate signal-to-noise (S/N), or intact samples are simply too big for 4 mm rotors.


Subject(s)
Magnetic Resonance Imaging , Biomass , Magnetic Resonance Spectroscopy
11.
Anal Chim Acta ; 1138: 168-180, 2020 Nov 22.
Article in English | MEDLINE | ID: mdl-33161978

ABSTRACT

In-vivo Nuclear Magnetic Resonance (NMR) spectroscopy is a unique and powerful approach for understanding sublethal toxicity, recovery, and elucidating a contaminant's toxic mode of action. However, magnetic susceptibility distortions caused by the organisms, along with sample complexity, lead to broad and overlapping 1D NMR spectra. As such, 2D NMR in combination with 13C enrichment (to increase signal) is a requirement for metabolite assignment and monitoring using high field in-vivo flow based NMR. Despite this, it is not clear which NMR experiment and probe combinations are the most appropriate for such studies. In terms of experiments, 1H-13C Heteronuclear Single Quantum Coherence (HSQC) and 13C-1H Heteronuclear Correlation Spectroscopy (HETCOR) experiments are logical choices for molecular fingerprinting. HSQC uses 1H for detection and thus will be the most sensitive, while HETCOR uses 13C for detection, which benefits from improved spectral dispersion (i.e. a larger chemical shift range) and avoids detection of the huge in-vivo water signal which can be problematic in HSQC. NMR probes are available in two variations, inverse (inner coil 1H) which is best suited to 1H detection and observe (inner coil 13C) which is ideal for 13C detection. To further complicate matters, the low biomass in many aquatic organisms makes cryoprobes desirable, however, changing cryoprobes is time prohibitive, requiring at least a day to warmup and cool down, meaning only a single probe can be used to monitor "real-time" in-vivo responses. The key questions become: Is it best to use HSQC on an inverse cryoprobe and accept a compromised HETCOR? Or is it best to use HETCOR on an observe cryoprobe and accept a compromised HSQC? Here these questions are explored using living 13C enriched Daphnia as the test case. The number of metabolites identified across the different probe/experiment combinations are compared over a range of experiment times. Finally, the probes/experiments are compared to monitor an anoxic stress response. Both probes and experiments prove to be quite robust, albeit HSQC identified slightly more metabolites in most cases. HETCOR did nearly as-well and because of the lack of water complications would be the most accessible approach for researchers to apply in-vivo NMR to 13C enriched organisms, both in terms of experimental setup and flow system design. This said, when using an optimized flow system, HSQC did identify the most metabolites and an inverse probe design offers the most potential for 1H-only approaches which are continuously being developed and have the potential to eventually overcome the current limitation that requires 13C enriched organisms.


Subject(s)
Magnetic Resonance Imaging , Metabolomics , Animals , Daphnia , Magnetic Resonance Spectroscopy , Water
12.
Anal Chem ; 92(23): 15454-15462, 2020 12 01.
Article in English | MEDLINE | ID: mdl-33170641

ABSTRACT

The superior mass sensitivity of microcoil technology in nuclear magnetic resonance (NMR) spectroscopy provides potential for the analysis of extremely small-mass-limited samples such as eggs, cells, and tiny organisms. For optimal performance and efficiency, the size of the microcoil should be tailored to the size of the mass-limited sample of interest, which can be costly as mass-limited samples come in many shapes and sizes. Therefore, rapid and economic microcoil production methods are needed. One method with great potential is 5-axis computer numerical control (CNC) micromilling, commonly used in the jewelry industry. Most CNC milling machines are designed to process larger objects and commonly have a precision of >25 µm (making the machining of common spiral microcoils, for example, impossible). Here, a 5-axis MiRA6 CNC milling machine, specifically designed for the jewelry industry, with a 0.3 µm precision was used to produce working planar microcoils, microstrips, and novel microsensor designs, with some tested on the NMR in less than 24 h after the start of the design process. Sample wells could be built into the microsensor and could be machined at the same time as the sensors themselves, in some cases leaving a sheet of Teflon as thin as 10 µm between the sample and the sensor. This provides the freedom to produce a wide array of designs and demonstrates 5-axis CNC micromilling as a versatile tool for the rapid prototyping of NMR microsensors. This approach allowed the experimental optimization of a prototype microstrip for the analysis of two intact adult Daphnia magna organisms. In addition, a 3D volume slotted-tube resonator was produced that allowed for 2D 1H-13C NMR of D. magna neonates and exhibited 1H sensitivity (nLODω600 = 1.49 nmol s1/2) close to that of double strip lines, which themselves offer the best compromise between concentration and mass sensitivity published to date.


Subject(s)
Costs and Cost Analysis , Magnetic Resonance Spectroscopy/economics , Magnetic Resonance Spectroscopy/instrumentation , Microtechnology/instrumentation , Animals , Daphnia/chemistry , Equipment Design , Mechanical Phenomena , Time Factors
13.
Magn Reson Chem ; 58(5): 411-426, 2020 05.
Article in English | MEDLINE | ID: mdl-32239577

ABSTRACT

NMR applied to living organisms is arguably the ultimate tool for understanding environmental stress responses and can provide desperately needed information on toxic mechanisms, synergistic effects, sublethal impacts, recovery, and biotransformation of xenobiotics. To perform in vivo NMR spectroscopy, a flow cell system is required to deliver oxygen and food to the organisms while maintaining optimal line shape for NMR spectroscopy. In this tutorial, two such flow cell systems and their constructions are discussed: (a) a single pump high-volume flow cell design is simple to build and ideal for organisms that do not require feeding (i.e., eggs) and (b) a more advanced low-volume double pump flow cell design that permits feeding, maintains optimal water height for water suppression, improves locking and shimming, and uses only a small recirculating volume, thus reducing the amount of xenobiotic required for testing. In addition, key experimental aspects including isotopic enrichment, water suppression, and 2D experiments for both 13 C enriched and natural abundance organisms are discussed.


Subject(s)
Carbon-13 Magnetic Resonance Spectroscopy/instrumentation , Carbon-13 Magnetic Resonance Spectroscopy/methods , Proton Magnetic Resonance Spectroscopy/instrumentation , Proton Magnetic Resonance Spectroscopy/methods , Animals , Chlamydomonas reinhardtii/chemistry , Daphnia/chemistry
14.
Anal Chim Acta X ; 6: 100051, 2020 Nov.
Article in English | MEDLINE | ID: mdl-33392494

ABSTRACT

Nuclear Magnetic Resonance (NMR) spectroscopy is a non-invasive analytical technique which allows for the study of intact samples. Comprehensive Multiphase NMR (CMP-NMR) combines techniques and hardware from solution state and solid state NMR to allow for the holistic analysis of all phases (i.e. solutions, gels and solids) in unaltered samples. This study is the first to apply CMP-NMR to deceased, intact organisms and uses 13C enriched Daphnia magna (water fleas) as an example. D. magna are commonly used model organisms for environmental toxicology studies. As primary consumers, they are responsible for the transfer of nutrients across trophic levels, and a decline in their population can potentially impact the entire freshwater aquatic ecosystem. Though in vivo research is the ultimate tool to understand an organism's most biologically relevant state, studies are limited by conditions (i.e. oxygen requirements, limited experiment time and reduced spinning speed) required to keep the organisms alive, which can negatively impact the quality of the data collected. In comparison, ex vivo CMP-NMR is beneficial in that; organisms do not need oxygen (eliminating air holes in rotor caps and subsequent evaporation); samples can be spun faster, leading to improved spectral resolution; more biomass per sample can be analyzed; and experiments can be run for longer. In turn, higher quality ex vivo NMR, can provide more comprehensive NMR assignments, which in many cases could be transferred to better understand less resolved in vivo signals. This manuscript is divided into three sections: 1) multiphase spectral editing techniques, 2) detailed metabolic assignments of 2D NMR of 13C enriched D. magna and 3) multiphase biological changes over different life stages, ages and generations of D. magna. In summary, ex vivo CMP-NMR proves to be a very powerful approach to study whole organisms in a comprehensive manner and should provide very complementary information to in vivo based research.

15.
Methods Mol Biol ; 2037: 395-409, 2019.
Article in English | MEDLINE | ID: mdl-31463857

ABSTRACT

In vivo NMR (nuclear magnetic resonance) has the potential to monitor and record metabolic flux in close to real time, which is essential for better understanding the toxic mode of action of a contaminant and deciphering complex interconnected stress-induced pathways impacted inside an organism. Here, we describe how to construct and use a simple flow system to keep small aquatic organisms alive inside the NMR spectrometer. In living organisms, magnetic susceptibility distortions lead to severe broadening in conventional NMR. Two main approaches can be employed to overcome this issue: (1) use a pulse sequence to reduce the distortions, or (2) employ multidimensional NMR in combination with isotopic enrichment to provide the spectral dispersion required to separate peaks from overlapping resonances. Both approaches are discussed, and protocols for both approaches are provided here in the context of small aquatic organisms.


Subject(s)
Daphnia/metabolism , Magnetic Resonance Spectroscopy/instrumentation , Magnetic Resonance Spectroscopy/methods , Metabolic Networks and Pathways , Metabolomics/methods , Animals
16.
Metabolites ; 8(2)2018 May 24.
Article in English | MEDLINE | ID: mdl-29795000

ABSTRACT

Part review, part perspective, this article examines the applications and potential of in-vivo Nuclear Magnetic Resonance (NMR) for understanding environmental toxicity. In-vivo NMR can be applied in high field NMR spectrometers using either magic angle spinning based approaches, or flow systems. Solution-state NMR in combination with a flow system provides a low stress approach to monitor dissolved metabolites, while magic angle spinning NMR allows the detection of all components (solutions, gels and solids), albeit with additional stress caused by the rapid sample spinning. With in-vivo NMR it is possible to use the same organisms for control and exposure studies (controls are the same organisms prior to exposure inside the NMR). As such individual variability can be reduced while continual data collection over time provides the temporal resolution required to discern complex interconnected response pathways. When multidimensional NMR is combined with isotopic labelling, a wide range of metabolites can be identified in-vivo providing a unique window into the living metabolome that is highly complementary to more traditional metabolomics studies employing extracts, tissues, or biofluids.

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