Modular transmission line probes for microfluidic nuclear magnetic resonance spectroscopy and imaging
Manvendra Sharma, Marcel Utz

TL;DR
This paper introduces a modular, adaptable NMR probe system for microfluidic applications, achieving high sensitivity and resolution, and demonstrating successful heteronuclear correlation spectroscopy on small sample volumes.
Contribution
It presents a versatile, cost-effective modular probe design compatible with various microfluidic devices, enabling high-resolution NMR spectroscopy and imaging.
Findings
Achieved a limit of detection of 1.4 nmol s$^{1/2}$ for protons at 600 MHz
Successfully acquired heteronuclear correlation spectra including HSQC of labeled ubiquitin
Demonstrated high B$_{1}$ homogeneity and resolution in microfluidic NMR
Abstract
Microfluidic NMR spectroscopy can probe chemical and bio-chemical processes non-invasively in a tightly controlled environment. We present a dual-channel modular probe assembly for high efficiency microfluidic NMR spectroscopy and imaging. It is compatible with a wide range of microfluidic devices, without constraining the fluidic design. It collects NMR signals from a designated sample volume on the device with high sensitivity and resolution. Modular design allows adapting the detector geometry to different experimental conditions with minimal cost, by using the same probe base. The complete probe can be built from easily available parts. The probe body mainly consists of prefabricated aluminium profiles, while the probe circuit and detector are made from printed circuit boards. We demonstrate a double resonance HX probe with a limit of detection of 1.4 nmol s for protons at…
| Material | /ppm |
|---|---|
| PMMA | -9.054 |
| Copper | -9.63 |
| FR4 | -3.743 |
| Aluminium | 20.7 |
| Water | -9.02 |
| Circuit element | Value | Manufacturer Part Number |
|---|---|---|
| , and, | 1-23 pF | NMAM25HV |
| 3-23 pF | NMNT23-6 | |
| 3-23 pF | NMAJ25HV | |
| 2.4 pF | S111TUE | |
| , | 4.3 pF | S111TUE |
| 82 pF | S111TUE | |
| , | 2.4 pF | S111TUE |
| 111 nH | 1010VS-111ME | |
| , | 16.6 nH | 17NGLB |
| , | - | 0734153591 |
| , | - | SMP-MSLD-PCT-5 |
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
\nochangebars
Modular transmission line probes for microfluidic nuclear magnetic resonance spectroscopy and imaging
Manvendra Sharma
Marcel Utz
School of Chemistry, University of Southampton, Southampton SO17 1BJ, United Kingdom
Abstract
Microfluidic NMR spectroscopy can probe chemical and bio-chemical processes non-invasively in a tightly controlled environment. We present a dual-channel modular probe assembly for high efficiency microfluidic NMR spectroscopy and imaging. It is compatible with a wide range of microfluidic devices, without constraining the fluidic design. It collects NMR signals from a designated sample volume on the device with high sensitivity and resolution. Modular design allows adapting the detector geometry to different experimental conditions with minimal cost, by using the same probe base. The complete probe can be built from easily available parts. The probe body mainly consists of prefabricated aluminium profiles, while the probe circuit and detector are made from printed circuit boards. We demonstrate a double resonance HX probe with a limit of detection of 1.4 nmol s*-1/2* for protons at 600 MHz, resolution of 3.35 Hz, and excellent B1 homogeneity. We have successfully acquired 1H-13C and 1H-15N heteronuclear correlation spectra (HSQC), including a 1H-15N HSQC spectrum of 1 mM 15N labeled ubiquitin in 2.5 l of sample volume.
1 Introduction
NMR (Nuclear Magnetic Resonance) is a well established technique used in chemical analysis [1, 2, 3], molecular structure determination [4], metabolomics [5, 6], reaction monitoring [7] etc. Microfluidic lab-on-a-chip (LOC) devices are increasingly finding applications in chemistry and the life sciences [8, 9]. They provide a convenient way to integrate complex chemical and biochemical processes. In particular, microfluidic technology allows detailed control over growth conditions in the culture of cells, cell aggregates, and small organisms [10, 11, 12]. Lab-on-a-chip devices can also enable high experimental throughput by parallelisation. In spite of its analytical power, NMR has so far only rarely been used in microfluidic systems. In general, information is extracted from microfluidic devices only at the end point of the experiment. Typically, this is done using fluorescent probes, which bind to one or a few analytes of interest. This approach can reach very high sensitivity, with limits of detection down to femtomolar concentrations. However, it is usually destructive, since the sample is affected by the addition of the marker, and can only be done once, at the end of the experiment. Following kinetic processes therefore requires using multiple samples. By contrast, NMR spectroscopy is non-invasive, generic (virtually all organic molecules give an NMR signal), and highly specific (no two metabolites share the same NMR spectrum), and can therefore provide a useful complementary readout capability for microfluidic devices. For example, the metabolic activity of cell cultures can be followed non-invasively by NMR throughout the course of the experiment [13], while effects on cell differentiation can still be analysed by a (destructive) transcriptomic analysis at the end. Unfortunately, the sensitivity of NMR is much lower than that of optical techniques. The small volumes involved in microfluidic systems (typically in the range of 1 l) compound this problem. As is well known, the mass limit of detection of inductive NMR detectors improves as they are scaled down [14]. On this basis, a number of different micro-NMR detector designs have been proposed and characterised in the literature [15, 16]. In most cases, these are based on micro-solenoid [17, 18], planar [19, 20, 21], or stripline detectors [22]. Significant research has gone into developing micro-NMR detectors for flow probes\cbstart [23, 24, 25, 26, 27, 28, 29]\cbend, where the sample container takes the form of a fixed capillary into which the sample must be injected. Only a few designs that allow insertion of a removable microfluidic device into the detector have \cbstartbeen described [30, 31, 32, 33].\cbend
In this paper we present a novel modular probe designed for generic microfluidic NMR experiments. The design is based on a transmission line detector [22, 32] using inexpensive printed circuit board (PCB) technology. A modular design ensures that detectors of different geometry and size can be easily exchanged. The NMR detector (including the tuning and matching circuit) is connected to the probe skeleton through detachable connectors. Modularity of the probe not only allows fast optimisation of the detector but also facilitates the use of dedicated detectors for different microfluidic devices on a single probe base. Once the probe base is in place, additional detectors can be manufactured within 2-3 days for less than 200 . The probe is optimised for proton detected double resonance, with the second channel tunable to different nuclei such as 13C, 15N, or 31P. The probe skeleton is made almost entirely from easily obtainable raw materials such as aluminium profiles of standard size, with only a small number of custom-machined parts holding the structure together. Detailed construction drawings and a complete set of CAD files is available for download at https://github.com/marcel-utz/modular-microfluidic-probe. The planar geometry of the detector accommodates exchangeable microfluidic devices which can be designed freely for specific experimental requirements as long as the overall shape of the device is maintained. Fig. 1 shows the microfluidic device and the detector with their relative positioning.
In the remainder of this paper, we discuss the probe design in more detail, and characterise its performance in terms of sensitivity and resolution. We also demonstrate its application in microfluidic cell culture, protein NMR spectroscopy, and micro-imaging.
2 Probe Design
\cbstart
\cbend
The probe assembly design is based on readily and easily available materials and parts with minimal need for customised fabrication. All mechanical and electronic components are readily available from commercial sources, with the exception of a small number of precision-machined parts which are used to hold the assembly together. These can be ordered from commercial prototyping manufacturers or machined in-house if mechanical workshop facilities are available.
The probe is composed of three main assemblies: A) probe base; B) scaffold assembly; C) detector assembly (Fig. 2). The base (blue in Fig. 2) and the scaffold assembly (green in Fig. 2) together make the skeleton of the probe. Both the base and scaffold assembly are made from standard aluminium profiles. The base contains the BNC connectors for RF (Radio Frequency) input. These BNC connectors are connected to semi-rigid coaxial cables for RF transport in the probe.
The scaffold assembly is made up of two hollow aluminium tubes (11) held together with precision machined parts at both ends (scaffold support disks (9)).\cbstart The semi-rigid cables (RG 402, 50 ) are threaded through these hollow aluminium tubes to reach the detector assembly.\cbend Auxiliary support disks (12) provide additional rigidity for the scaffold assembly. In our case, these were laser cut from 5 mm thick poly(methyl methacrylate) (PMMA) sheets, but they may also be made by conventional machining. A tuning and matching PCB (TMPCB, 7) is held in place on the top of the probe skeleton by the detector support rods (8), with the semi-rigid coaxial cables providing additional support. The TMPCB is permanently fixed to the probe base, and serves as attachment point for the exchangeable detector assembly.\cbstart It also provides trimmer capacitors (6) for secondary tuning and matching of the detector.\cbend The detector assembly is connected to the TMPCB through a pair of low-loss SMP connectors (14 in Fig. 3). \cbstart The SMP connector receptacle male pin ( and in Fig. 5) is soldered on the TMPCB and the SMP connector jack male pin is soldered on the PCB plane 3 ( and in Fig. 5). The TMPCB and 3 are connected by a coaxial connector SMP plug adapter.\cbend While each detector assembly is roughly tuned and matched with fixed circuit elements soldered onto it, the adjustable capacitors on the TMPCB are used for fine tuning and matching at the magnet through tuning rods (10) which reach all the way to the probe base.
The base, the scaffold assembly and the tuning and matching PCB all have a free circular axial bore providing access from the bottom of the probe, which can be used for temperature and environmental control and/or fluidic connections to the sample as needed. The detector assembly is made up of two PCBs (3 and 5) and a spacer (4) between them.\cbstart The spacer is made from a 1 mm thick PMMA sheet.\cbend The detector used here is based on a planar transmission line geometry as described elsewhere [32, 22]; other structures such as spiral coils and Helmholtz pairs are also possible, and can easily be realised on a PCB. The transmission line detector consists of a pair of copper planes, each with a constriction at the centre. This geometry gives rise to an electromagnetic eigenmode with a strong anti-node of the magnetic field between the two planes at the site of the constriction. This concentrates the rf field and the detection sensitivity onto the sample area. The shape and size of the copper structures have been chosen such as to produce an eigenfrequency of this mode around 630 MHz. The PCBs have been designed with solder points at the back side for chip capacitors; these can be used to tune the resonance down to the desired proton Larmor frequency (500 or 600 MHz in the present case). Both the PCBs (3 and 5) also carry circuitry for channel separation and primary matching of the detector. A copper or brass auxiliary disk (2) holds the PCBs together at the top, and forms the top end of the probe assembly. The probe sheath (not shown in Fig. 2) is fixed to the auxiliary disk (2) and the scaffold assembly with screws. An exchangeable microfluidic device (1) can be inserted from the top of the detector. Microfluidic devices can be used as passive sample holders, filled before putting them into the probe, or the device can be actively perfused and operated in-situ.\cbstart The device inlet and outlet are sealed by an optical adhesive film (MicroAmp, AB Applied Biosystems) when using the device as passive sample holder.\cbend The microfluidic device is held in place by the spacer between the two PCB planes coinciding the sample chamber with the constriction on the detector. The 45-degree edges of the device outline help with precise and reliable alignment. Since the detector assembly is attached to the probe base through SMP connectors, it can easily be exchanged. Using standard PCB processes to manufacture the detector provides great flexibility to optimise detector performance for different applications, including different microfluidic sample sizes, and different combinations of target nuclei.
Fig. 3 shows two different versions of the probe with and without the RF insert (13) for the X channel. In (A) the X channel can be tuned to different nuclei by exchanging (13). However, in (B) the circuitry of the RF insert (13) is integrated on the PCB plane (5), making the design more compact. Probe (A) is compatible with a Varian 600 Premium shielded 14.1 T magnet, with an outer diameter (O.D.) of 44.45 mm including the sheath. Probe (B), with an O.D. of 38 mm including the sheath, is designed to fit inside a Bruker narrow bore shim stack. Probe (B) also fits inside a Bruker micro-imaging gradient unit. Naturally, B can also be used with wide bore magnets with appropriate spacers to keep the probe centered.
The microfluidic devices were made from inexpensive PMMA sheets by laser cutting and thermal bonding, as described in detail elsewhere [34].\cbstart PMMA was chosen for ease of fabrication, but also due to the close match in magnetic susceptibility with that of water (Table 1).\cbend Briefly, the devices consist of a 0.5 mm thick middle layer between a top and bottom layer of 0.2 mm thickness each. The sample chamber and fluidic network are cut into the middle layer. The fluidic network on the device can be designed freely as long as the overall shape of the device is preserved, and the location of the sample chamber is maintained. The volume of the sample chamber is 2.5 l which can be increased or decreased according to the experimental requirements. \cbstartFig. 4 shows various microfluidic devices.\cbend\cbstart
\cbend\cbstart
\cbend
\cbstart
The double resonance circuit is based on the design shown in Fig. 5.\cbendThe transmission line detector is tuned to the desired proton Larmor frequency by chip capacitors () located at its four corners, as well as a non-magnetic trimmer capacitor (). Two primary matching capacitors ( and ) bring the impedance into the vicinity of 50. A short microstrip with a specific impedance of 50 on the PCB then provides a connection to the secondary tuning and matching elements on the TMPCB ( and ). The lower frequency channel is connected to the detector through a high-frequency band reject (, ). Tuning is achieved by and in combination with the complex admittance of the detector at the X channel frequency. To maximise efficiency, should have as high a -factor as possible. We have used commercially available flat copper coils of 5 mm diameter and 4.5 turns in the case of 15N at 60 MHz. Tuning to 13C, either at 125 or at 150 MHz could be achieved without . \cbstartDetails of all the circuit elements are given in table 2.
\cbend\cbstart
\cbend
3 Materials and Methods
All the parts and the probe assembly were designed in Solidworks (Solidworks, Dassault Systèmes). Prefabricated profiles made from 6061-T3 aluminium (Aluminum Warehouse, UK) were used for the mechanical structure of the probe (base platform, scaffold tubes, sleeve). A few customised precision-machined parts (scaffold support disks, top disk) were obtained from ProtoLabs (Telford, UK) after providing CAD files. A small number parts were machined in-house (detector support rods, auxiliary support disks). All electronic components including semi-rigid transmission lines were purchased from DigiKey Ltd\cbstart and Farnell element14, UK. Sodium acetate and 15N labeled urea were purchased from Sigma-Aldrich, UK and Dulbecco Modified Eagle’s Medium (DMEM) supplemented was purchased from Life Technologies, USA.\cbend Cell cast PMMA sheets for microfluidic devices were bought from Weatherall Equipment (Wendover, UK). Microfluidic devices were designed on AutoCAD. PMMA sheets were cut to desired size and functionality (holes or channels) using a laser engraving system (L3040 from HPC Laser LTD, Elland, UK), and then bonded using the protocol described in [34].
The precise dimensions of the detector were optimised for a given sample volume using finite element calculations in COMSOL, as described in [32]. The RF response of the probe circuit was simulated using a symbolic network analysis code [37] in order to estimate appropriate component values. Final tuning was done by trial and error using an Agilent FieldFox 4 GHz network analyser. PCB layouts were designed using KiCAD, and then sent to beta-layout GmbH (Aarbergen, Germany) and P.W. Circuits Ltd. (Wigston, UK) for manufacturing. Easily and inexpensively available FR4 PCB material (Fig. 3(A)) proved adequate for some purposes, but limited resolution to about 10 Hz. A high-quality Teflon-based RF PCB material (RO3035, Rogers Corp., USA) was therefore used for optimal performance in both sensitivity and resolution (Fig. 3(B)). The probe skeleton was assembled from prefabricated aluminium tubes held together with the precision-machined scaffold disks using brass screws. Semi-rigid transmission lines were then threaded through the tubes, and the TMPCB plate was soldered on top. The detector planes (3 and 5) and the PMMA spacer between them were assembled using short bits of 0.5 mm\cbstart diameter copper wire bought from RS components, UK,\cbend which were soldered to the appropriate pads in the four corners of the detector structure.
\cbstart
3.1 Details of NMR and MRI measurements
NMR spectra were obtained on a Varian VNMRS console attached to a Varian 600 premium shielded 14.1 T magnet. Field maps in the Fig. 7 were created by gradient echo (FLASH) pulse sequence with echo times () of 6 and 16 ms and repetition time () of 100 ms on a sample of 130 mM sodium acetate dissolved in H2O. The peak shown in the Fig. 8 is of H2O in an aqueous solution of 100 mM 15N-urea. Fig. 9 shows proton spectrum of 2.5 l of 130 mM sodium acetate dissolved in H2O. The spectrum was recorded after pre-saturating the water signal at a nutation frequency of 100 Hz. 32 transients were averaged with a repetition delay of 3 s. The proton spectrum of DMEM (Dulbecco modified Eagle’s medium) cell growth medium in Fig. 10 was acquired with 256 scans in 20 mins. The left panel of Fig. 11 shows a 13C-1H heteronuclear single quantum correlation (HSQC) spectrum, acquired in 12 mins (32 t1 increments and 16 scans) from a 2.5 l sample of 100 mM 13C-glucose dissolved in water. The right panel shows a 15N-1H-HSQC spectrum, acquired in 400 mins (64 t1 increments and 128 scans) from 2.5 l sample of 1 mM 15N-ubiquitin (17 g) dissolved in 10 mM phosphate buffer at pH 7.
For MRI experiments precision-cut murine liver slices (PCLS) were obtained by first extracting a tissue core of 8 mm diameter using a biopsy punch. PCLS of 250-300 m thickness were cut from the core using a Krumdieck Tissue slicer, and then reduced to 3 mm diameter using a smaller punch. The slices were incubated in well-plates at 37∘C and 80% O2, 5% CO2 for 2 hours before imaging. Imaging experiments were performed on a Bruker AVANCE III spectrometer on a Bruker Active Shield II wide bore 11.7 T magnet equipped with a Bruker Micro2.5 gradient system. The image shown in Fig. 12(B) was acquired using a FLASH pulse sequence with ms and ms. The slice thickness of 1 mm encompasses the entire thickness of the tissue. Fig. 12(C) shows a RARE image using the same parameters, with 8 echos acquired per scan, thus reducing the acquisition time to 8 minutes. A spin echo image is shown in Fig. 12(D), acquired over 25 min. Finally, Fig. 12(E) shows a field map, which has been obtained by acquiring two separate FLASH images with echo times ms and 15.3 ms, respectively. \cbend
4 Results and Discussion
The probe is designed for double resonance, with proton-detected experiments in mind. The circuit is optimised for efficiency and sensitivity at the high-frequency channel, while allowing RF pulses to be applied at the X frequency as well. As already explained, the X channel tuning frequency can be changed by simply exchanging either only a small RF-insert or the complete detector assembly. Fig. 6 shows the measured reflection and transmission scattering coefficients (-parameters) as a function of frequency for two combinations of proton (600 MHz, 500 MHz) and X channel frequencies (60 MHz and 125 MHz), corresponding to the Larmor frequencies of 15N and 13C at magnetic fields of 14.1 T and 11.7 T respectively. The measurements were performed in the pairs of 600 MHz and 60 MHz and 500 MHz and 125 MHz. The loaded factors, determined from the -3dB points of the reflection curves, are 42, 49, 32, 36 at 600 MHz, 500 MHz, 125 MHz and, 60 MHz respectively. The channel separation is better than -15dB at all operating frequencies.
\cbstart
\cbend
Initially, FR4 PCB material was used for the detector assembly because of its low cost and easy availability. Inhomogeneities in the B0 field due to the glass fibre rovings in FR4’s composite backing can be seen as fringes in Fig. 7 (A). \cbdeleteB0 field maps of the sample chamber were constructed from 2 gradient echo (FLASH) images for both FR4 and RO3035 PCB materials with the same chip (Fig. 7). The brightness of each pixel is proportional to the sum of the magnitude of the two images, whereas the colour encode the phase difference between them. The full colour range from red to blue spans phase differences from to . \cbdeleteB0 field map of RO3035 PCB material clearly show better B0 field homogeneity compare to FR4. To avoid the inhomogeneities in FR4 and therefore to achieve better resolution, detectors were made from RO3035. While RO3035 provides better resolution, it is more expensive and takes longer to obtain compared to FR4. It therefore makes sense to first prototype new detector designs in FR4, and only use the more expensive RO3035 once the design has been validated.
\cbstart
\cbend\cbdelete
The RF field at proton frequency shows excellent homogeneity, with a 810*∘/90∘* ratio of more than 90% measured from 1H nutation at 600 MHz shown in Fig. 8. The probe generates 100 kHz nutation frequency from 100 W input power both at 600 MHz and 500 MHz, corresponding to RF field efficiency () of 10 kHz/. The detector geometry has been optimised for a sample volume of 5 l. It compares reasonably well to the value of 22 kHz/ that has been reported by Finch et al. [32] for single-frequency detector of half this size at a Larmor frequency of 300 MHz. For the X channel, 100 W of input power produces nutation frequencies of 6 kHz for 15N and 14 kHz for 13C. No signs of arcing were obseved at this power level for pulses up to 1 ms duration.
\cbstart
\cbend
\cbdelete
Fig. 9 shows the proton spectrum of sodium acetate. The inset shows an expanded view of the base of the acetate peak. Carbon satellites can be seen well above the noise level. The orange curve corresponds to a Lorentzian lineshape with full width at half maximum of 3.35 Hz, corresponding to 0.0056 ppm. This is very similar to the resolution reported by Finch et al. at 300 MHz. While the residual cause of broadening is still under investigation, we have reason to suspect imperfections in the fabrications of the PMMA microfluidic devices to play a major role. Efforts to mitigate these and to achieve more highly resolved proton spectra are currently underway in our laboratory and will be reported at a later occasion. The limit of detection ( is the number of spins and is 1/linewidth of the observed resonance) is 1.4 nmol s1/2 for protons at 600 MHz, slightly better than the value reported for a smaller detector by Finch et al. [32].
Even though the resolution of the proton spectra still needs to be improved, it is sufficient to analyse complex mixtures. \cbdeleteThe proton spectrum of DMEM (Dulbecco modified Eagle’s medium) shown in Fig. 10 demonstrates the suitability of this probe for metabolomic studies of microfluidic cultures of cells, tissues, and small organisms. \cbdeleteFig. 11 demonstrates proton-detected double resonance experiments in the current setup. The left panel shows a 13C-1H heteronuclear single quantum correlation (HSQC) spectrum of 13C-glucose and the right panel shows a 15N-1H-HSQC spectrum of 15N-ubiquitin (17 g). All expected cross peaks are present in the spectrum. The ability to obtain meaningful 15N-1H correlation spectra from such small samples could prove very useful in the context of proteins that are difficult to express and therefore only available in small quantities. The integration of protein NMR and microfluidic technology also opens new possibilities for high-throughput kinetics and binding studies.
\cbdelete
The probe can also be used to acquire micro magnetic resonance (MR) images using a Bruker micro-gradient unit. To this effect, the aluminium probe sleeve must be replaced by an electrically insulating material in order to avoid image distortions due to eddy currents in the sleeve.\cbstart A shorter aluminium tube with 3D printed top part (made from ABS plastic) to match the probe height was used.\cbend Fig. 12 shows MR images of mouse liver tissue slice immersed in DMEM cell growth medium. The slice was placed in a microfluidic device with circular sample chamber centred at the detector location, as shown in Fig. 12(A). The image shown in Fig. 12(B) was acquired using a FLASH pulse sequence with; the lateral dimensions of all MR images in Fig. 12 are 512512 pixels at a resolution of 30 m. Fig. 12(C) shows a RARE image using the same parameters. A spin echo image is shown in Fig. 12(D). Finally, Fig. 12(E) shows a field map, which has been obtained by acquiring two separate FLASH images.
5 Conclusions
We have presented a novel modular NMR probe assembly for generic high sensitivity microfluidic NMR experiments. The probe is built from the readily accessible materials, using only a minimum of custom-made parts. The modularity of the probe enables to use different detectors tailored for specific experimental requirements on the same probe skeleton. The detector itself is made from easily available PCB materials. The use of PCB technology offers great flexibility, and allows to modify the probe circuit and design without affecting the probe geometry. The probe has excellent B1 homogeneity and its sensitivity is in line with the best performances that have been reported in this range of probe volumes.
Using simple microfluidic devices made from PMMA sheets by laser cutting, spectral resolution around 0.005 ppm is achieved in proton spectra at 600 MHz. This is sufficient for primary metabolic studies, but some applications could benefit from better resolution. The probe has already been used for various experiments including reaction monitoring [38], micro-imaging of mouse liver tissue slices, and metabolic studies of mammalian cells. The probe is designed for double resonance, and acquisition of proton-detected heteronuclear correlation experiments has been demonstrated for small molecules as well as proteins. In the future we intend to add a field-frequency lock channel, as well as additional functionality for advanced microfluidic perfusion with temperature and flow control.
6 Acknowledgement
This research was supported by the ”TISuMR” project, funded through ”Future and Emerging Technologies” (FETOPEN) call of the EU Horizon 2020 research framework. The authors would like to thank Mr. William Hale for help with making microfluidic devices, Dr. Katrin Deinhardt for providing the mouse liver tissue, Dr. Bishnubrata Patra for tissue slicing and Dr. Jörn Werner for providing the labelled ubiquitin sample and for his support in the acquisition and processing of the HSQC spectrum.
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1[1] Frank S Pullen, Alistair G Swanson, Michael J Newman, and Don S Richards. ‘on-line’ liquid chromatography/nuclear magnetic resonance mass spectrometry a powerful spectroscopic tool for the analysis of mixtures of pharmaceutical interest. Rapid communications in mass spectrometry , 9(11):1003–1006, 1995.
- 2[2] Brian P Hills. Magnetic resonance in food science. In Dynamics of solutions and fluid mixtures by NMR . 1994.
- 3[3] DL Rabenstein and DA Keire. Quantitative chemical analysis by nmr. In Modern NMR techniques and their application in chemistry . 1991.
- 4[4] Kurt Wüthrich. Protein structure determination in solution by nmr spectroscopy. Journal of Biological Chemistry , 265(36):22059–22062, 1990.
- 5[5] John L Markley, Rafael Brüschweiler, Arthur S Edison, Hamid R Eghbalnia, Robert Powers, Daniel Raftery, and David S Wishart. The future of nmr-based metabolomics. Current Opinion in Biotechnology , 43:34 – 40, 2017. Analytical biotechnology.
- 6[6] Teresa W.-M. Fan and Andrew N. Lane. Applications of nmr spectroscopy to systems biochemistry. Progress in Nuclear Magnetic Resonance Spectroscopy , 92-93:18 – 53, 2016.
- 7[7] Michael Maiwald, Holger H Fischer, Young-Kyu Kim, Klaus Albert, and Hans Hasse. Quantitative high-resolution on-line nmr spectroscopy in reaction and process monitoring. Journal of Magnetic Resonance , 166(2):135–146, 2004.
- 8[8] George M Whitesides. The origins and the future of microfluidics. Nature , 442(7101):368, 2006.
