Summary
Tumor acidosis is one of the hallmarks indicating the initiation and progression of various cancers. Here, we present a protocol for preparing a hyperpolarized (HP) 13C-bicarbonate tissue pH MRI imaging contrast agent to detect aggressive tumors. We describe the steps for the formulation and polarization of a precursor molecule 13C-glycerol carbonate (13C-GLC), the post-dissolution reaction, and converting HP 13C-GLC to an injectable HP 13C-bicarbonate solution. We then detail procedures for MRI data acquisition to generate tumor pH maps for assessing tumor aggressiveness.
For complete details on the use and execution of this protocol, please refer to Mu et al.1
Subject areas: Cancer, Health Sciences, Clinical Protocol, Metabolism, Molecular/Chemical Probes, Biotechnology and bioengineering, Chemistry
Graphical abstract

Highlights
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Instructions for preparation and hyperpolarization of 13C-GLC
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Production of hyperpolarized 13C-bicarbonate for patient injection
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Hyperpolarized 13C MRI data acquisition and generation of pH imaging maps
Publisher’s note: Undertaking any experimental protocol requires adherence to local institutional guidelines for laboratory safety and ethics.
Tumor acidosis is one of the hallmarks indicating the initiation and progression of various cancers. Here, we present a protocol for preparing a hyperpolarized (HP) 13C-bicarbonate tissue pH MRI imaging contrast agent to detect aggressive tumors. We describe the steps for the formulation and polarization of a precursor molecule 13C-glycerol carbonate (13C-GLC), the post-dissolution reaction, and converting HP 13C-GLC to an injectable HP 13C-bicarbonate solution. We then detail procedures for MRI data acquisition to generate tumor pH maps for assessing tumor aggressiveness.
Before you begin
Solid tumors typically develop an acidic interstitial microenvironment with pH 6.5–7.2, in contrast to pH 7.4 in normal tissues2 due to heterogeneous perfusion, high metabolic activity, and rapid cell proliferation.3,4 Thus, the ability to non-invasively image tissue pH may facilitate detecting aggressive and potentially metastatic lesions, stratifying patients, and monitoring therapy responses. Despite a long-standing focus on measuring tissue pH, existing methods have not gained widespread clinical use due to inherent limitations.5,6,7,8
We developed a tumor pH imaging method using dissolution dynamic nuclear polarization (DNP) to produce a highly polarized and human injectable 13C-bicarbonate formula. The agent enables 13C magnetic resonance imaging (MRI) to image the tumor’s extracellular pH. The method involves polarizing a non-toxic precursor molecule, 13C-glycerol carbonate (13C-GLC), breaking it down to HP 13C-carbonate via a base-catalyzed hydrolysis reaction, and converting HP 13C-carbonate to HP 13C-bicarbonate by neutralization.1,9 Additional solution processing steps include removing trityl radical AH111501 sodium (AH111501) and sterilization before injection. Following injection, HP 13C-bicarbonate equilibrates with HP 13CO2 in the tumor, enabling the 13C MRI data acquisition of both HP 13C-bicarbonate and HP 13CO2 signals through our specifically designed 13C multi-metabolite specific 2D gradient echo (GRE) sequence. Finally, we generate the tumor pH maps according to the modified Henderson–Hasselbalch equation.9,10,11,12
We established this protocol following Good Manufacturing Practices (GMP) guidelines for producing positron emission tomography agents. Subsequently, we received approval for the Investigational New Drug application from the US Food and Drug Administration (FDA) to evaluate this method in clinical trials. It consolidates our designs, approaches, findings, and methodologies for achieving a high degree of polarization of the 13C-bicarbonate formula suitable for human studies. The protocol includes three major procedures: formulation and polarization of 13C-GLC sample, post-dissolution reaction and processing, and MRI image acquisition and reconstruction, with quality control mechanisms incorporated in each procedure.
Completing all the protocol steps on the same day of patient study is essential for preventing contamination. Therefore, the necessary preparatory steps, such as purchasing materials and supplies, inspecting workstations, setting up the instrument, customizing the apparatus, and sterilizing glassware and connectors, are imperative beforehand.
Institutional permissions
We produced polarized HP 13C-bicarbonate MRI contrast following the GMP guidelines outlined in the U.S. Code of Federal Regulation Title 21, Part 212. We have received approval for the Investigational New Drug (IND) application from the U.S. Food and Drug Administration (FDA, IND# 165528) and subsequent Institutional Review Boards approval (IRB# 23–38344) to conduct our human clinical trials (NCT05851365).
We also conducted pre-clinical animal studies in compliance with a protocol approved by the Institutional Animal Care and Use Committee (IACUC) at the University of California, San Francisco.
Configuration of the GE 5T SPINLab clinical polarizer for 13C-GLC polarization
Timing: 7 h
Note: To mitigate inadvertent errors, such as those related to the pipetting technique, and to facilitate accurate recording and backtracking, we use an analytical balance to measure experiment quantities. We allow an uncertainty within ±3% from the specified weights.
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1.Prepare 13C-GLC polarization formula.
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a.Add 936 mg of 13C-GLC and 16 mg of AH111501 to a 3-mL brown glass vial.
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b.Mix the resulting mixture with a vortex at 2000 RPM for 5 min to yield a homogeneous 15 mM AH111501 in 13C-GLC. Wrap the vial with aluminum foil to protect it from light exposure.
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a.
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2.Determine microwave frequency for 13C-GLC polarization.
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a.Load 793.3 mg of the 13C-GLC/AH111501 polarization formula to the cryovial and 41.8 g of deuterium oxide (D2O) to the syringe of a GE research fluid path.
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b.Assemble, prepare, and load the research fluid path to the SPINLab polarizer per GE manual.
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c.Perform microwave frequency sweep using the recommended parameters in Figure 1A.
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d.Expect to observe a microwave sweep diagram in Figure 1B. The first peak signifies the microwave frequency required for polarizing 13C-GLC (e.g., 139.87 GHz, adjusting parameters if needed for optimization).
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a.
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3.Build up polarization and execute dissolution.
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b.While the polarization is building up, pre-tune, match, and shim a 1.4 T NMR spectrometer on 13C NMR channel per the manufacturer manual and apply the following recommended acquisition parameters: individual scan number = 128, repetition time = 5 s, flip angle = 10°, bandwidth = 129 ppm, center frequency = 160 ppm, and 1H decouple for the hyperpolarized 13C NMR data acquisitions.
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c.Upon the buildup of solid-state polarization of 13C-GLC, swiftly execute the following actions within 30–40 s.
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i.Dissolve HP 13C-GLC into a 250-mL flask and start a stopwatch simultaneously.
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ii.Transfer the solution into an NMR tube.
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iii.Load the tube into the pre-set 1.4 T NMR spectrometer.
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iv.Initiate 13C NMR data acquisition and stop the stopwatch.
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v.Record the transfer time (t) as the duration from the initiation of dissolution to the start of 13C NMR data acquisition.
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i.
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d.Following the completion of HP 13C NMR data acquisition, add 0.1% (volume) of Gd3+ (Magnevist–brand of gadopentetate dimeglumine) to the 13C-GLC D2O solution in the NMR tube and ensure thorough mixing.
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e.Perform the thermal equilibrium 13C NMR data acquisition with the recommended acquisition parameters: averaged number of scans = 1024, repetition time = 10 s, flip angle = 90°, while keeping other parameters consistent with Step b.
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4.Analyze 13C-GLC polarization properties.
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a.Determine the relaxation constant (T1): Measure the hyperpolarized 13C-GLC signal intensity (Smeasured.) as absolute integral (same as below) in the 13C NMR spectra at each time point. Correct for magnetization loss depleted by radiofrequency excitation.where n is the number of times the data acquisition repeats (n = Number of Time Points – 1).Plot the corrected signal intensity (Scorrected) against time and fit the data with the T1 relaxation equation.where S(t) is the signal intensity at time t, and S0 is the initial signal intensity (at t = 0).
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b.Determine the present 13C-GLC polarization level.
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i.Measure the hyperpolarized 13C-GLC signal intensities in both the first observed hyperpolarized and the averaged thermal equilibrium (ThE) 13C NMR spectra.
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ii.Incorporate the following equation to calculate the present polarization level of 13C-GLC.Percentage Polarization Level (%Pol) = Enhancement Factor × Polarization at ThE.where Enhance Factor = HP Signal Intensity/(ThE Signal Intensity/sin(α)/1024), where α is excitation flip angle, sin(α) corrects for 90° full excitation, 1024 is the number of scans.
where ħ is the Planck constant (6.626 × 10-34 J/Hz), γ is the gyromagnetic ratio of carbon-13 (10.705 × 106 Hz/T), B0 is the magnetic field in tesla (T), KB is the Boltzmann constant (1.38 × 10-23 Hz/T), and T is the temperature in Kelvin (K). -
i.
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c.Determine the initial 13C-GLC polarization level (%Pol0) by incorporating the T1 value, the present 13C-GLC polarization level (%Polt), and the transfer time (t) to back-calculate the initial 13C-GLC polarization at the time of dissolution. Troubleshooting 1.
CRITICAL: The GE 5T clinical SPINLab polarizer requires regular calibration (such as monthly) or immediately after any service, maintenance, or adjustment to ensure a high level of polarization.Note: The initial and present 13C-GLC polarization levels obtained here establish baselines for the achievable polarization of 13C-GLC and facilitate assessing the level of polarization loss in the final HP 13C-bicarbonate solution after the subsequent post-dissolution reaction and processing steps.
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a.
Figure 1.
Configuration of the GE 5T SPINLab polarizer for 13C-GLC polarization
(A) Parameters for the microwave frequency sweep.
(B) Diagram illustrating the microwave frequency sweep and the determined frequency on the first peak.
(C) Parameters for building up the solid-state polarization of 13C-GLC.
(D) Diagram illustrating the buildup of solid-state polarization of 13C-GLC.
Customization of the post-dissolution reaction and processing apparatus
Timing: 3 days
Note: To transform HP 13C-GLC into a human-injectable HP 13C-bicarbonate formula while maintaining polarization and ensuring safety, we must perform four crucial processing steps, including the breakdown of HP 13C-GLC to HP 13C-carbonate, conversion to HP 13C-bicarbonate by neutralization, removal of AH111501, and sterilization. However, the essential accessories and quality control systems, such as those integrated with the SPINLab polarizer for the clinical HP 13C-pyruvate studies, are not commercially available to manage these procedures. Consequently, we need to customize an apparatus before conducting studies, including acquiring glassware, preparing fluid flow adapters and transfer tubing, and fabricating a rack via 3D printing to hold these components.
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5.
Acquire the necessary glassware, materials, and parts. Refer to items listed in key resources table and the following figures.
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6.Assemble fluid transfer tubing (Figure 2A).
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7.Assemble adapters (Figures 2B and 2C).
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8.Autoclave all the components using a gravity cycle (121°C) for at least 40 min.Note: Components include the above-prepared fluid transfer tubing and adapters, a two-neck round-bottom flask, a separatory funnel, a stir bar, and an autoclave indicator strip in an autoclave bag.
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a.Confirm the success of autoclaving by verifying the color change of the autoclave indicator strip.
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b.Securely store the autoclaved items sealed inside the autoclave bag in a sterile environment for immediate use (within 7 days).
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a.
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9.Fabricate a rack to hold the glassware securely (Figure 3).
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a.Download Data S1: the STL model files for the 3D design of the holding rack of the post-dissolution apparatus, related to Figure 3.Note: There are four files named according to the function of parts of the rack indicated in Figure 3: fluid transfer adapter holder (Figure 3, A-①), two-neck round-bottom flask holder (Figure 3, A-②), separatory funnel and dissolution inlet adapter holder (Figure 3, A-③), and ice-bath base (Figure 3, A-④).
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b.Import them into a slicing program for the 3D printer.
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c.Print the parts using a standard setting with 15% or more infill, and at least 2 wall perimeters.
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d.Assemble all the parts as shown in Figure 3B.
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a.
Figure 2.
Preparation of fluid flow adapters and transfer tubing
(A) Fluid transfer tubing, (B) Fluid transfer adapter, and (C) Dissolution inlet adapter. The size of the background grid is 5 × 5 mm.
Figure 3.
Fabrication of the holding rack of the post-dissolution reaction and processing apparatus
(A) ① fluid transfer adapter holder, ② two-neck round-bottom flask holder, ③ separatory funnel and dissolution inlet adapter holder, and ice-bath base ④.
(B) The assembly of the pieces of the holding rack. The size of the background grid is 5 × 5 mm.
Configuration of the GE 3T clinical MRI scanner for hyperpolarized 13C data acquisition
Note: The clinical MRI scanner primarily images proton signals, such as H2O, in the region of interest (ROI) within humans. Acquiring HP 13C signals, the scanner requires a specially designed system comprising 13C receiver coils, a radiofrequency (RF) pulse sequence, an updated operating system, and data reconstruction and analysis. Given the diversity and complexity of MRI facilities and operating systems in the different clinical hyperpolarization MRI research centers, direct implementation of our methods may not be applicable. Providing an example from our study, we use the GE MRI system to localize the tumor, identify the position of the ROI, and determine the 13C central frequency. Subsequently, we use an RTHawk system from HeartVista, Inc., which interfaces with the GE MRI system, to execute a 13C multi-metabolite specific 2D gradient echo (GRE) sequence with spiral readout to acquire HP 13C bicarbonate and HP 13CO2 signals. We need four essential installation and setup steps to prepare the MRI scanner for HP 13C data acquisition.
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10.
Choose and install proper 13C receiver coils for specific cancer study.
Note: For example, we use a 4-Channel Torso Coil by GE Healthcare and a 1-Channel 13C-Tuned Endorectal coil for prostate cancer imaging.
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11.
Set up the GE 3T clinical scanner console for anatomy references per manufacturer instruction.
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12.
Set up the RTHawk system for HP 13C imaging per manufacturer instruction.
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13.
Install a metabolite-specific 2D GRE sequence with spiral readout to the RTHawk system for executing HP 13C imaging data acquisition.
CRITICAL: Check the functionality of the MRI scanner and coils at least a day before the clinical trial experiment.
Inspection of materials, supplies, and workstation
Timing: 30 min
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14.
Inspect all the reagents, supplies, and kits listed in the key resources table, verifying their availability, adequacy, and expiry status.
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15.
Perform a visual inspection of the GE clinical pharmaceutical fluid path, ensuring its integrity by checking for missing parts, kinks, ruptures, and disconnection. Apply additional UV curving glue if necessary to enhance the connections between joints.
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16.
Inspect the workstation, ensuring cleanliness and disinfection of the working area, functionality of all equipment, and accuracy of measurement tools (check calibration expiry status or perform calibration) per manufacturer instructions.
Key resources table
| REAGENT or RESOURCE | SOURCE | IDENTIFIER |
|---|---|---|
| Chemicals, peptides, and recombinant proteins | ||
| 1,2-Glycerol carbonate-(carbonyl-13C) | MilliporeSigma | cas# 1379618-83-3 (GMP Grade) |
| Deuterium oxide | MilliporeSigma | cas# 7789-20-0 (Bioburden tested) |
| Deuterium chloride solution – 35 wt % in D2O | MilliporeSigma | cas# 7698-05-7 |
| Tromethamine (Tris) | Letco Medical by Fagron | cas# 77-86-1 (USP grade) |
| Sodium hydroxide | Letco Medical by Fagron | cas# 1310-73-2 (NF grade) |
| Ethylenediaminetetraacetic acid disodium salt dihydrate (Na2EDTA·2H2O) | Letco Medical by Fagron | cas# 6381-92-6 (USP grade) |
| Methyl, tris[8-carboxy-2,2,6,6-tetrakis(2-methoxyethyl)benzo[1,2-d:4,5-d’]bis[1,3]dithiol-4-yl]-, trisodium salt (AH111501) | Symeres | identifier# AH111501; cas# 874536-54-6 |
| Ethyl alcohol, pure | MilliporeSigma | cas# 64-17-5, 200 proof, HPLC/spectrophotometric grade |
| Sodium chloride | MilliporeSigma | cas#7647-14-6, ACS reagent, ≥ 99.0% |
| Gadopentetate dimeglumine (Magnevist) | Bayer HealthCare Pharmaceuticals, Inc. | cas# 86050-77-3 |
| Software and algorithms | ||
| MATLAB | MathWorks | https://www.mathworks.com/?s_tid=gn_logo |
| 3D design software: Solidworks | https://www.solidworks.com/ | |
| 3D printer software: Bambu Lab and PrusaSlicer |
https://bambulab.com/en-us and https://www.prusa3d.com/ |
|
| Other | ||
| 5T GE SPINlab multi-sample polarizer | ||
| 3T GE 750 whole body MR scanner | GE | |
| GE multiprobe QC & fluid handler | GE | |
| SpinSolve 60 carbon spectrometer | Magritek | |
| Labconco Purifier 4 ft. and 6 ft. horizontal clean benches | Labconco | |
| Analytical balance XSR105 | METTLER TOLEDO | Manufacturer Part# 30355059 |
| Oakton pH 700 benchtop meter | Oakton | Item# UX-35419-12 |
| Eco-Heat magnetic stirrer | United Scientific | SKU# UNMGSTR-2L |
| Magnetic stirrer bar (Polygon, length: 30 mm, diameter: 8 mm, FDA grade, USP Class VI Teflon PTFE coated) | Fisher Scientific | Cat# 16-800-510 |
| GE Pharmaceutical Kits | ||
| Synthware separatory funnel with standard taper joint (capacity: 125 mL, joints: 24/40) | Kemtech America | Manufacturer Part# F454125 |
| Synthware round bottom two neck flask (capacity: 100 mL, joints: side 24/40, center 24/40) | Kemtech America | Manufacturer Part# F414400 |
| Inlet thermometer adapter with hose connection and compression cap | StonyLab | SKU #B07YBWPXXB |
| Chemglass Life Sciences adapter, female luer lock, vacuum, ¼″-28 thread, 24/40 inner | Chemglass Life Sciences | Manufacturer Part# CG-1049-F-24 |
| 4-Way stopcock manifold with swivel male luer lock, high-flow | Smiths Medical ASD, Inc. | Manufacturer Part# MX934Z4LM |
| Namic vascular access adapters and caps – rotating male adaptor/male luer lock, 2″ L | Medline | Manufacturer Part# H749700271801 |
| Sep-Pak tC18 Plus Long double luer-lock cartridge | Waters | SKU# WAT036800DL |
| Tight-Ties Self-locking nylon ties, overall length: 101.6 mm | Spectrum Chemicals & Laboratory Products | Cat# 630-12882 |
| Hi-Flo 3-way stopcock | Smiths Medical | Manufacturer Part# MX4311L |
| Female-female luer-lock connector | International Medical Industries, Inc. | REF# 57-13 |
| Multi-functional male/female luer lock sterile cap | ISO-MED | Item# ISOCAP-R |
| Tubing | Tubclair AL | OD 10 mm, ID 6 mm |
| FEP tubing | PharmaFluor | OD 6 mm, ID 4 mm |
| 0.22 μm Hydrophobic vent filter (white) | Minisart | |
| 0.20 μm Hydrophobic PTFE filter (blue) | Minisart | Cat: SLFGL25BS |
| ZenPure PureFlo 0.2 μm PES 65 mm disc capsule | Saint-Gobain | Manufacturer Part# D65RS020LMLF-R-PH-ETO-1 |
| MedRad syringe (disposable MRI kit for 65/115 MR injector system) | Bayer Medical Care, Inc. | REF# SSQK 65/115 VS |
| 3D printer: Bambu X1 carbon and Prusa i3 MK3 | ||
| 3D print material: polylactide acid | Bambu Filament | https://us.store.bambulab.com/products/pla-basic-filament |
| Zinc-coated steel threaded rods (suggested diameter of 8–9 mm) | Hardware store | |
| Stainless steel washers | Hardware store | |
| Nuts (outside measurement of 11.2 and 10.5 mm to fit threaded rods) | Hardware store | |
| Nylon-insert lock nuts | Hardware store | |
| Corn nuts | Hardware store | |
Step-by-step method details
The protocol comprises two primary components for imaging tumor interstitial pH–production of the HP 13C bicarbonate contrast agent and 13C MRI data acquisition and reconstruction. We produce HP 13C bicarbonate formula through two major steps: Step One, which includes the procedure for preparing a highly polarized 13C-GLC solution, and Step Two, which performs the post-dissolution reaction and solution processing procedure to produce a safe (sterilized and AH111501 free), highly polarized, and high-concentration 13C-bicarbonate contrast formula. Immediately after injection, we initiate the data acquisitions with a pre-calibrated and pre-set GE 3T clinical scanner equipped with our multi-metabolite GRE with spiral readout RF pulse sequence.13 Finally, we perform the reconstruction and processing of data using MATLAB software with our specific scripts.
Preparation and hyperpolarization of 13C-GLC
Timing: 1 h (preparation time) and 6 h (sample polarization time)
This step describes the workflow for preparing the 13C-GLC polarization formula, assembling the GE clinical fluid path, and polarizing the formula in the GE 5T SPINlab polarizer to produce an HP 13C-GLC solution in D2O.
CRITICAL: These steps require strict adherence to the GMP guidelines and FDA-approved procedures.
Note:Figure 4 illustrates the workflow of essential steps, incorporating necessary components and quality controls for each step.
Note: We allow an uncertainty within ±3% from the specified weights
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1.Laminar flow clean bench setup.
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a.Fill liquid nitrogen Dewar.
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b.Clean and disinfect the clean bench, fluid path, parts, and apparatuses.
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a.
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2.Preparation of the 13C-GLC/AH111501 polarization formula.
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a.Add 936 mg of 13C-GLC and 16 mg of AH111501 to a 3-mL brown glass vial.
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b.Mix the resulting mixture with a vortex at 2000 RPM for 5 min to yield a homogeneous 15 mM AH111501 in 13C-GLC. Wrap the vial with aluminum foil to protect it from light exposure.
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a.
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3.Load the 13C-GLC/AH111501 polarization formula into the cryovial and securely seal it.
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a.Pipette 793.3 mg of 13C-GLC/AH111501 mixture into the cryovial (Figure 5, A-①).
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a.
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4.Preparation of EDTA/D2O solution.
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a.Dissolve 10 mg of Na2EDTA•2H2O in 70 g of D2O within a glass bottle.Note: We specified the vendor to aliquot 70 g of bioburden-tested D2O into each glass bottle and seal them, with one bottle designated for single use.
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b.Mix the mixture using a vertex at 2000 RPM for 3 min to make Na2EDTA solution in D2O (EDTA/D2O solution, 1.58 mg/mL, 67.3 μM).
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a.
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5.Load EDTA/D2O into the dissolution syringe (Figure 5, A-②).
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a.Insert the dispensing pin into the dissolution syringe of the fluid path.
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b.Inject 42.2 g of EDTA/D2O into the dissolution syringe through the inlet port of the dispensing pin.
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a.
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6.
Adjust and verify the pressure reading of compressed air (80 PSI), nitrogen (50 PSI), and helium (50 PSI) tanks, and attach a hydrophobic PTFE filter to the incoming main gas line.
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7.Fluid path flow test.
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a.Submerge the cryovial in liquid nitrogen in a dewar.
CRITICAL: Ensure the complete freezing of the 13C-GLC/AH111501 polarization formula inside the cryovial before proceeding to the next step. -
b.Connect the helium line to the gas inlet port on the dispensing pin.
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c.Run helium at 0.2 L/min for 2 min, ensuring the gas flow is smooth and not blocked.
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a.
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8.Fluid path holding pressure test.
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a.Keep the cryovial submerged in liquid nitrogen in a dewar.
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b.Connect the helium line to the gas inlet port and cap the outlet port with a sterile cap on the dissolution syringe.
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c.Open the helium line valve, adjust the pressure to 40 PSI, and close the valve.
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d.Monitor the pressure gauge that the pressure holds at 40 PSI for at least 2 min, ensuring no leaks.Note: Typically, we apply additional UV curving glue if necessary to reinforce the connections between joints. If the leak still happens, it may indicate that the laser weld of the cap to the cryovial is not secure or that it is a defective fluid path. In such cases, restart from step 2.
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e.Slowly disconnect the helium line to release the pressure, and carefully remove the cryovial from liquid nitrogen.
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f.Cap inlet and outlet ports with sterile caps on the dispensing pin and the dissolution syringe, respectively.
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a.
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9.Dry fluid path (Figures 5A and 5C).
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a.Allow the cryovial to stand at 25°C for 15 min to complete thawing 13C-GLC/AH111501 inside.
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b.Connect the nitrogen gas line to the inlet port of the dispensing pin through a hydrophobic PTFE filter.
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c.Attach a hydrophobic PTFE filter, followed by a flow meter, to the outlet port of the dissolution syringe.
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d.Flush the fluid path with nitrogen gas (0.1–0.15 L/min) for 15 min.
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e.Switch to the helium gas line and flush with helium gas (0.1–0.15 L/min) for 5 min.
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f.Replace the dispensing pin with the dissolution valve and attach a dissolution transfer tubing to the outlet port on the dissolution syringe. The fluid path is ready to load to the polarizer.
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a.
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10.Polarize 13C-GLC with the GE 5T SPINLab polarizer.
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a.Load the fluid path to the polarizer per GE manual.
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b.Start 13C-GLC polarization using the microwave frequency and other parameters determined in the above “before you begin” section shown in Figures 1C and 1D.
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c.After 5–6 h of polarization, when polarization time is about three times the polarization constant, it is ready for dissolution to produce the HP 13C-GLC solution in D2O.
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a.
Figure 4.
Flowchart of major steps of preparing GE clinical fluid path for polarizing 13C-GLC, incorporating essential components and quality controls for each step
Figure 5.
The setup for preparing the GE clinical fluid path within ISO 5 clean bench for 13C-GLC polarization
(A) The setting of preparing GE clinical fluid path for polarization: ① Sealed cryovial loaded with 13C-GLC/AH111501 polarization formula, ② MedRad syringe loaded with EDTA/D2O solution, ③ Gas lines, nitrogen gas (blue) and helium gas (yellow), ④ Digital gas flow meter, and ⑤ Gas flow regulator.
(B) Cryovial sealing tools: ① vial capper and ② Laser sewing system.
(C) The settings of gas lines.
Preparation for post-dissolution reaction and processing of HP 13C-bicarbonate
Timing: 2 h
This step describes the workflow for preparing the post-dissolution reaction reagents and assembling the apparatus for handling the production and processing of the HP 13C bicarbonate contrast agent.
CRITICAL: This major step requires strict adherence to the GMP guidelines and FDA-approved procedures.
Note:Figure 6 illustrates the workflow of essential steps, incorporating necessary components and quality controls for each step.
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11.Preparation of reagents and solutions.
CRITICAL: For sterilization and safety, prepare the reagents on the same day of the clinical study in the ISO-5 cleanroom.-
a.Add 2.73 g of Tris in 10.00 g of EDTA/D2O solution to make Tris/EDTA/D2O solution.
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b.Dilute 3.00 g of 35% concentrated DCl in 4.40 g of EDTA/D2O solution to make DCl/EDTA/D2O solution (7 M).Note: The percentage of DCl in D2O may vary between batches. Check the Certificate of Analysis for the tested percentage. If it differs from 35%, calculate the accordingly.
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c.Add 5.99 g of 7 M DCl/EDTA/D2O solution (step b) to all Tris/EDTA/D2O solution (step a) to make Tris-DCl/EDTA/D2O buffer solution.
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d.Vortex the mixture at 2000 RPM for 1 min until Tris dissolves.
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e.Measure the pH of the resulting Tris-DCl/EDTA/D2O buffer solution within pH 4.0–7.5.
CRITICAL: Ensure the Tris-DCl/EDTA/D2O buffer solution pH fails within 4.0–7.5 to preserve polarization and maintain the correct pH for human injection. -
f.Perform endotoxin test per manufacturer instruction.
CRITICAL: Ensure the endotoxin test passes. Otherwise, check for possible contamination and repeat the above steps.
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a.
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12.Assemble the Reaction Unit (Figure 7A).
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a.Weigh 15.8 g of Tris-DCl/EDTA/D2O buffer (1.5 M) with a 20-mL syringe and add it to a 2-neck round bottom flask (Figure 7, A-①), followed by adding a stir bar in the flask.
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b.Attach the fluid transfer adapter (Figure 7, A-②) to the side neck of the 2-neck round bottom flask.
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c.Insert a fluid transfer tubing (Figure 7, A-③) through the compression cap of the fluid transfer adapter to the bottom of the 2-neck round bottom flask and screw it tightly.
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d.Connect to the side hose connection of the fluid transfer adapter with a 3-way stopcock and then a hydrophobic air filter (Figure 7, A-④).
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e.Attach a separatory funnel (Figure 7, A-⑤) to the straight neck of the 2-neck round bottom flask.
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f.Ensure the separatory funnel valve (Figure 7, A-⑥) is closed.
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g.Weigh 4.2 g of NaOH/EDTA/D2O solution (4 M) with a 5-mL syringe and add it to the separatory funnel.
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h.Cap the separatory funnel with the dissolution inlet adapter (Figure 7, A-⑦).
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i.Cap all the ports with sterile caps to prevent contamination.
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j.Set aside this Reaction Unit for further assembly.
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a.
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13.Assemble the AH111501 Removal Unit (Figure 7, B).
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a.Pre-condition four Sep-Pak tC18 plus cartridges.
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i.Slowly pass through 5 mL of anhydrous ethanol.
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ii.Retain the remaining ethanol in the cartridge for 3 min.
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iii.Slowly pass through 25 mL of sterile water for injection.
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iv.Retain the remaining water inside of the cartridge.
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i.
- b.
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c.Connect the cartridges’ inlet Luer-Locks to four rotatory male-male Luer-Lock connectors (Figure 7, B-③), which connect to another 4-way stopcock manifold on the flipped side.
-
d.Verify the flow direction (the red band on the cartridge indicates the outlet), identify the inlet and outlet ports on the manifolds, and adjust the stopcocks accordingly.
-
e.Set aside this AH111501 Removal Unit for further assembly.
-
a.
-
14.Assemble the Sterilization Unit (Figure 7, C).
-
a.Cap the side port of a PES sterility filter with a clean cap included in the package (Figure 7, C-①).
-
b.Attach the straight male port of a 3-way stopcock to the female outlet port of the sterility filter.
-
c.Attach a vent filter to the side port of the 3-way stopcock (Figure 7, C-②).
-
d.Attach a 60-mL MedRad syringe (Figure 7, C-③) to the female port of 3-way stopcock.
-
e.Attach sterile caps to the inlet port of the sterility filter and the vent filter.
-
f.Set aside this Sterilization Unit for further assembly.
-
a.
-
15.Assemble the whole post-dissolution reaction and processing apparatus (Figure 8).
-
a.Mount the Reaction Unit (Figure 7A) onto the 3D print rack and tighten it.
-
b.Connect the fluid transfer tubing (Figure 7, A-③) to the inlet port on the AH111501 Removal Unit manifold.
-
c.Connect an IV extension tubing from the outlet port on the AH111501 Removal Unit manifold to the inlet port of the PES sterility filter (Figure 7, C-①). Keep the other sterile caps in place to prevent contamination.
-
d.Keep the whole apparatus on the Laminar flow clean bench until 30 min before the dissolution.
-
a.
Figure 6.
Flowchart of major steps of preparing post-dissolution reaction and processing apparatus and performing dissolution procedure to produce hyperpolarized HP 13C-bicarbonate formula human administration, incorporating essential components and quality controls for each step
Figure 7.
Assembly of each unit of post-dissolution reaction and solution processing system
(A) The assembly of Reaction Unit. ① 2-neck round bottom flask, ② Fluid transfer adapter, ③ Fluid transfer tubing, ④ 3-way stopcock and a hydrophobic air filter, ⑤ Separatory funnel, ⑥ Valve, and ⑦ Dissolution inlet adapter.
(B) The assembly of AH111501 Removal Unit. ① Four-way stopcock manifold, ② Pre-conditioned C18 cartridges, and ③ Rotatory male-male Luer-Lock connectors.
(C) The assembly of Sterilization and Collection Unit. ① PES sterility filter, ② 3-way stopcock and vent filter, and ③ 60-mL MedRad syringe.
Figure 8.
Assembly of the post-dissolution reaction and solution processing apparatus
(A) Reaction Unit mounted in 3D holding rack.
(B) AH111501 Removal Unit.
(C) Sterilization and Collection Unit.
Preparation for GE 3T clinical MRI to execute HP 13C-bicarbonate tissue pH imaging
Timing: 30 min (phantom calibration scan) and 30 min (patient scan)
This step describes the workflow for setting GE 3T clinical MRI to execute HP 13C-bicarbonate tissue pH imaging and provides corresponding reference parameters.
Note: Given the diversity and complexity of MRI facilities and operating systems across the clinical hyperpolarization MRI research centers, direct implementation of our methods may not be applicable. Therefore, we provide our settings and experience as references.
-
16.Calibrate Power and Frequency of the 3T GE MRI scanner with a phantom.
-
a.Connect the specified coils, such as 4-Channel Torso Coil and 1-Channel 13C-Tuned Endorectal coil for prostate cancer study, to the GE 3T scanner.
-
b.Place a polyethylene glycol phantom and load the pre-set protocol.
-
c.Run Localizer to find the phantom and confirm the connection is good.
-
d.Run Spectroscopy Prescan and set the center frequency of phantom to zero.
-
e.Determine the Transmit Gain (TG) value:
-
i.Set the excitation RF pulse to 180 degrees.
-
ii.Set both Analog Gain and Digital Gain to the maximum.
-
iii.Adjust Transmit Gain (TG) until the phantom signal reaches the null point and record this TG value.
-
i.
-
f.Verify the TG value:
-
i.Under this TG value, set the RF pulse to 30 degrees and measure the signal intensity amplitude (A1).
-
ii.Then set the RF pulse to 90 degrees and measure the signal intensity amplitude (A2).
-
iii.The signal intensity ratio of A1/A2 should be close to ½ since sin(30°)/sin(90°) = ½.
CRITICAL: If the A1/A2 ratio deviates from ½, recalibrate the TG value.
-
i.
-
g.Remove the phantom.
-
a.
-
17.Determine tumor position, powder, and 13C-bicarbonate central frequency with a patient.
-
a.Load the patient onto the pre-calibrated GE 3T MRI scanner and place the coils.
-
b.Conduct sequentially functional runs of “Localizer”, “Calibration Scan Breath Holding Pelvis”, and “Sagittal Scout” to identify the coil position and the tumor region.
CRITICAL: It would be necessary to adjust the patient’s position to ensure the tumor or region of interest is at the isocenter.Note: The scout image is a survey of the region of interest to select the area of dedicated image acquisition. -
c.Acquire Axial T1- and T2-weighted images and determine the parameters of the tumor’s position.
-
d.Run the “IDEAL IQ” function to check the B0 map, covering the tumor region in Rx.
-
e.Setup targeted shim on volume covering whole body region.
-
f.Conduct “Manual Prescan” to determine the 1H center frequency (cf) and the shimming values in x, y, and z dimensions.
-
g.Calculate the center frequency for 13C-bicarbonate by multiplying the 1H center frequency by the constant 0.251489272704124.(cf (13C-bicarbonate) = cf(H2O) × 0.251489272704124).
-
h.Conduct “Power calibration” to identify the Transmit Gain (TG) value.Note: This step is the same as the procedures described in the above section (steps 15-e and f) for phantom calibration.
-
a.
-
18.Set up the RTHawk system for data acquisition.
-
a.Launch the RTHawk system, choose the coils, and load the pre-set protocol.
-
b.Meanwhile, on the GE console, validate or adjust the TG value, the 13C-bicarbonate center frequency, and the shimming values as determined above, and set both Analog Gain (R1) and Digital Gain (R2) to 10.
-
c.Set “Real Time Board Band Calibrations”
-
i.Set “Geometry” by inputting the parameters of the tumor’s position determined from the above T1- or T2-weighted image (Step 17-c).
-
ii.Set the parameters listed in Table 1 to run a high Flip Angle (90 degrees) and a large slab (Slice Thickness: 1000 mm) to check the 13C NMR spectrum.
-
iii.Change Flip Angle to 3 degrees and Slice Thickness to 30 mm for the HP 13C-bicarbonate scan.
-
i.
-
d.Set “Bolus Tracking 13C”
-
i.Select “No Tracking” and run the sequence on the default geometry.
-
ii.Set “Geometry” as above and the parameters listed in Table 2.
-
iii.Set “Noise Calibration”: Set ROI with the parameters of the tumor’s position (Step 17-c), and set the typical ROI size (25 mm, 25 mm, 30 mm).
-
iv.Run the sequence to calibrate noise and select “Tracking Arrival” for the HP 13C scan.
-
i.
-
e.Set “B1 Mapping 13C”
-
i.Similar to the above, set “Geometry” and ROI with the parameters of the tumor’s position (Step 17-c) and set the ROI size (40 mm, 40 mm, 30 mm).
-
ii.Set the parameters listed in Table 3.
-
iii.Run the sequence. Check the geometry, FOV, and displayed image within the range.
-
i.
-
f.Set “Multi-Slice Spiral GRE C1BicCO2”Note: This is the main sequence for the data acquisition.
-
i.Similar to the above, set “Geometry” and ROI with the parameters of the tumor’s position, and set the ROI size (40 mm, 40 mm, 30 mm).
-
ii.Set the following parameters listed in Table 4.Note: The acquisition parameters provided here are for reference purposes only. They may vary depending on the exact characteristics of the tumor under investigation.
-
iii.Run the sequence to ensure it is running correctly.
-
iv.Change NumTimePoints to 90 and select “Triggered by BSB1 Cal”.
-
v.The RTHawk system is now ready to execute the data acquisition for the HP 13C-bicarbonate and HP 13CO2 signals.
-
i.
-
a.
Table 1.
Parameters for real time board band calibration
| Dropdowns menu | Frequency cal | Plot zoom | 2 |
|---|---|---|---|
| Center Frequency | 0 | B1 Scaling | 65.22 |
| Flip Angle | 90 | TR | 150 |
| Slice Thickness | 1000 | CF Cal Offset | 0 |
| NumAverages | 1 |
Table 2.
Parameters for 13C bolus tracking setting
| FOV | 33.6 | Slick thickness | 30 | # Of noise cal | 50 |
| Flip Angle | 5 | B1 Scale | 65.22 | Noise Std | - |
| TR | 1000 | Signal Threshold | 3 | # of Cumulative Signals | - |
| Noise Cal TR | 200 | Send Trigger After | 0 | Signal Decay Tolerance | - |
Table 3.
Parameters for 13C B1 mapping setting
| Items | Values | Items | Values | Items | Values |
|---|---|---|---|---|---|
| FOV | 33.6 | Slick Thickness | 30 | B1 scale | 65.22 |
| Flip Angle | 10 | NumAverages | 1 | Signal Threshold | 2 |
| TR1 | 200 | TR2 | 200 | Slices | 1 |
| Slice separation | 30 | Calibration Slice | 1 |
Table 4.
Parameters for multi-slice spiral GRE sequence setting for data acquisition
| Items | Values | Items | Values | Items | Values |
|---|---|---|---|---|---|
| FOV (cm) / res (mm) | 25.6 (res 0.8) | Slice Thickness | 8 | B1 scale | 65.22 |
| Flip Angle 1 | 45 | Flip Angle 2 | 10 | NumTimePoints | 5 |
| TR1 | 80 | TR2 | 320 | nMets | 2 |
| FOV scale 1 | 1 | FOV scale 2 | 1 | ||
| Freq 1 | −1140 | Freq 2 | 0 | ||
| Slices | 1 | Slice separation | 20 |
Production of hyperpolarized 13C-bicarbonate for patient injection
Timing: 30 min
This step describes the workflow for the setting of the apparatus, followed by executing the dissolution and post-dissolution reaction and solution processing procedures to produce HP 13C-bicarbonate solution with quality control for human injection.
-
19.Set up the dissolution procedure (20 min before dissolution).
- a.
-
b.Mount the MedRad syringe on the GE MPQC system and create a vacuum inside per GE manual (Figure 9, ②).
-
c.Adjust the 3-way stopcock attached to the fluid transfer adapter with “OFF” facing the hydrophobic air filter (Figure 9, ③).
-
d.Connect the nitrogen gas line to the hydrophobic air filter (Figure 9, ④) and adjust the pressure to 40 PSI.
-
e.Turn on the stir plate and ensure the stir bar is spinning smoothly.
-
f.Place 520 g of NaCl/crushed ice mixture (3:10 by weight) into the cooling bath base of the apparatus (Figure 9, ⑤). Secure all the screws.
-
g.When the temperature decreases to −18°C, remove all sterile caps.
-
h.It is ready to perform dissolution.
-
20.Perform dissolution and post-dissolution procedures to produce HP 13C-bicarbonate.
-
a.Perform dissolution procedures on the polarizer per GE manual.
-
b.The HP 13C-GLC dissolution comes into the separatory funnel receiver (in 10 s).
- c.
- d.
-
e.Simultaneously withdraw the sample with a 3-mL sterile syringe via the side port of 3-way stopcock for pH testing, perform a bubble test to check the integrity of the disc filter, and mount the MedRad syringe onto the auto-injector (15 s). Troubleshooting 3.
-
f.Verify all injection criteria in 10 s, including AH111501 residual color (no green), solution pH (4–9), and the bubble test (pass) for the integrity of the sterile filter disc. Troubleshooting 4.Note: Compare with a standard solution of 5 μM of AH111501 solution in the same type of MedRad syringe to ensure the accuracy of visual inspection. The produced solution should be colorless or less green than the reference solution for injection.
CRITICAL: Should not inject the solution into the patient if any criterion fails or the entire procedure time is over 90 s. -
g.Administer the HP 13C-bicarbonate formula to the patient and initiate HP 13C MRI data acquisition.
-
h.After injection, perform endotoxin and sterility tests per manufacturer instruction with the left-over solution.
-
a.
Figure 9.
The assembly and procedures of producing human-injectable hyperpolarized 13C-bicarbonate contrast formula
HP 13C tissue pH MRI data acquisition and reconstruction
Timing: Data acquisition (2 min) and data reconstruction (1 h)
This major step describes the MRI data acquisition of HP 13C-bicarbonate and HP 13CO2 signals and data reconstruction to obtain the tissue pH map.
-
21.
Once the bolus reaches the ROI in 5–10 s after administration, the MRI scanner automatically initiates the data acquisition with the specified parameters mentioned above.
-
22.Imaging reconstruction and data analysis.
-
a.Perform k-space gridding using the Kaiser-Bessel gridding method14 (http://web.stanford.edu/class/ee369c/mfiles/gridkb.m).
-
b.Apply the inverse Fourier transform to convert the gridded k-space into the reconstructed image.
-
c.Correct B0 inhomogeneity-induced phase errors among different echoes by combing the phasing maps measured from 13C-bicarbonate at the time point with the highest signal.
-
d.Estimate the multi-echo metabolite area-under-curve (AUC) images by summing all time points signals.
-
e.Calculate the signal-to-noise ratio by dividing the signal magnitude by the standard deviation of the real part of the noise.
-
f.Generate the pH imaging maps using normalized AUC signals of HP 13C-bicarbonate and HP 13CO2 with the modified Henderson–Hasselbalch equation.
-
a.
Note: Please refer to our research center’s published manuscripts for more details about imaging data acquisition, reconstruction, and analysis methods.13,15,16
Expected outcomes
This protocol delineates the strategy and methodology that we have created to address the significant challenges associated with producing clinically applicable hyperpolarized 13C-bicarbonate for MRI imaging of tissue pH. The primary four challenges include a profound loss of polarization found using non-optimal conditions during the procedure, unavailability of post-dissolution settings for the reaction and processing, and the imperative to meet stringent criteria adhering to the GMP and FDA standards for clinical application, as well as a lack of magnetization-efficient pulse sequence for MRI data acquisition. Therefore, we expect this protocol to overcome these challenges, making it suitable for clinical translation to routinely produce a highly polarized, high-concentration, sufficient volume of 13C-bicarbonate contrast agent that is crucially safe for human injections. Subsequently, our dynamic metabolite-specific GRE pulse sequence with spiral readout ensures efficient data acquisition, enabling accurate measurement of tissue pH and its inhomogeneity.1,16
In summary, this protocol consistently yields about 35 mL of a polarized 13C-bicarbonate contrast agent with a polarization level of 20%–25% within 60 s from the start of dissolution. The concentration of 13C-bicarbonate is approximately 120 mM, supplemented with glycerol (130 mM), Tris buffer (380 mM), and NaCl (255 mM) in 35 mL of D2O. Furthermore, the resulting injection solution is AH111501-free, maintains a pH of 7.8–8.2 within the safe range of pH 4–9, and passes both sterility and endotoxin tests. Please refer to our primary research paper for comprehensive details and in vivo images.1
Limitations
The primary limitations of this protocol arise from the lack of an automated control system for precise execution of post-dissolution steps, such as optimal timing for valve and stopcock adjustments. For example, if the operation is too fast, it may result in an incomplete breakdown of 13C-GLC, inadequate neutralization, and insufficient temperature reduction. Conversely, an unnecessarily extended operation will lead to a low signal intensity in imaging studies due to the rapid decay nature of hyperpolarization to thermal equilibrium. Moreover, the success of the procedures depends on the seamless incorporation of a sophisticated team, with each member responsible for specific roles in the procedures. However, with the efforts in configuring the essential equipment settings and establishing the research team, the protocol will become valuable for conducting tissue pH studies in various phenotypes and conditions. Meanwhile, it is also worth exploring the feasibility of creating a more automated control system to enhance the precision of operation and eliminate potential errors.
Troubleshooting
Problem 1
The solid-state polarization buildup of 13C-GLC is slow, yielding a low polarization level of 13C-GLC.
Potential solution
-
•
Optimize the parameters for microwave frequency and power sweeps to ensure the accurate use of frequency and power for sample polarization.
Problem 2
The pH of Tris/DCl/EDTA/D2O buffer (1.5 M) significantly deviates from the specified range of pH 4.0–7.5.
Potential solution
-
•
If the pH exceeds 7.5, incrementally add the diluted DCl solution to bring it back within the specified range.
-
•
Reanalyze the concentration of the concentrated DCl precisely through dilution and then titration with standard NaOH solution. Use the corrected concentration in the calculation for the preparation.
Problem 3
The final pH of 13C-bicarbonate formula excesses pH 9, and the volume of the final injection solution is less than 35 mL.
Potential solution
This issue indicates insufficient neutralization, possibly due to the incomplete melting of the frozen Tris-DCl buffer in the 2-neck round bottom flask in the cooling bath. Consider this a failed procedure and should not inject the solution into the patient. In the next run, it is essential to exercise caution to ensure the complete thawing of the buffer before proceeding to the next step.
Problem 4
The removal of AH111501 is incomplete, as evidenced by the green color in the solution.
Potential solution
If this is not a manufacturing defect of the C18 cartridge, the issue arises from inadequate temperature reduction of the solution in the cooling bath. A high temperature (> 50°C) can comprise the C18 cartridges and is unsafe for injection. Consider this a failed procedure and should not inject the solution into the patient. In the next run, it is critical to allocate 15–20 min for the cooling bath to decrease to −18°C.
Resource availability
Lead contact
Further information and requests for resources and reagents should be directed to and will be fulfilled by the lead contact, Dr. Changhua Mu (changhua.mu@ucsf.edu).
Technical contact
Questions about the technical specifics of performing the protocol should be directed to and will be answered by the technical contact, Dr. Changhua Mu (changhua.mu@ucsf.edu).
Materials availability
This study did not generate new unique reagents.
Data and code availability
This study did not generate or analyze datasets or code.
Acknowledgments
R.R.F. acknowledges research funding support from the U.S. Department of Defense W81XWH-19-1-0866 (PC180733) and Bristol Myers Squibb. C.M. acknowledges the Cancer Imaging Research Feasibility Fund sponsored by the Helen Diller Family Comprehensive Cancer Center at the University of California, San Francisco (UCSF), as part of P30 CA082103. All authors acknowledge funding from National Institutes of Health P41EB013598 and S10 (S10OD025077) and access to the core facilities in the UCSF Hyperpolarized MRI Technology Resource Center, notably GE 5T SPINLab polarizers and GE 3T clinical MRI scanner. The authors thank Maya Aslam and Alya Briceno for assistance with the IND and IRB documentation and submission. The authors also thank the Markers Lab at UCSF for fabricating the post-dissolution apparatus using the 3D printer and facility.
Author contributions
C.M. conceptualized, performed, and participated in all the experiments; developed methodology; conducted data analysis; created and validated the protocol; prepared the SOPs and the IND application documents; wrote the original manuscript; and secured feasibility funds. X.L. designed the HP 13C MRI RF pulse sequence, acquired and reconstructed imaging data, and wrote, reviewed, and edited the corresponding MRI contents. A.R. and J.S. reviewed and edited the SOPs and IND documents and participated in PQ runs. E.E., D.D., R.D.S., and S.A. constituted the pharmacy team for executing the preparation procedures for the clinical studies, participated in PQ runs, and fulfilled project administration work. S.D. computer-aided and designed the structure of the post-dissolution rack and 3D printed and assembled it. H.N., P.E.Z.L., R.B., D.B.V., J.K., and D.M.W. advised the projects. R.R.F. conceptualized and supervised the project, secured research funding, and wrote, edited, and revised the manuscript. All authors read, discussed, edited, and revised the manuscript.
Declaration of interests
Some elements of the original work are published in Mu et al. ACS Sens. 8, 4042–4054. 10.1021/acssensors.3c00851.
P.E.Z.L. receives research support from GE Healthcare. R.R.F. receives research funding from Bristol Meyers Squibb.
Footnotes
Supplemental information can be found online at https://doi.org/10.1016/j.xpro.2024.103091.
Supplemental information
References
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
This study did not generate or analyze datasets or code.

Timing: 7 h







