Abstract
Simultaneous characterization of pathologies by multi-tracer positron emission tomography (PET) is among the most promising applications in nuclear medicine. Aim of this work was the simultaneous production of two PET-tracers in one module and test the relevance for human application. [11C]harmine and [11C]DASB were concurrently synthesized in a ‘two-in-one-pot’ reaction in quality for application. Dual-tracer protocol was simulated using 16 single PET scans in different orders of tracer application separated by different time intervals. Volume of distribution was calculated for single- and dual-tracer measurements using Logan’s plot and arterial input function in 13 brain regions. The ‘two-in-one-pot’ reaction yielded equivalent amounts of both radiotracers with comparable molar activities. The simulations of the dual-tracer application were comparable to the single bolus injections in 13 brain regions, when [11C]harmine was applied first and [11C]DASB second, with an injection time interval of 45 min (rxy = 0.90). Our study shows the successful simultaneous dual-tracer production leading to decreased radiation burden and costs. The simulation of dual subject injection to quantify the monoamine oxidase-A and serotonin transporter distribution proved its high potential. Multi-tracer imaging may drive more sophisticated study designs and diminish the day-to-day differences in the same individual as well as increase PET scanner efficiency.
Similar content being viewed by others
Introduction
Positron emission tomography (PET) often coupled to anatomical imaging modalities such as magnetic resonance imaging (MRI) or computed tomography (CT) is the primary method for functional imaging on a molecular level. Since one PET-tracer delivers limited information, multi-tracer concepts are coming more and more into the spotlight to overcome limitations regarding e.g. tumour heterogeneity1. Importantly, rapid multi-tracer applications allow the simultaneous characterization of pharmacokinetics and functional information and at the same time improve cost and time aspects during hospital routine. Hence, a plethora of multi-tracer concepts has been published during the last years focusing on tumour biology2. Hitherto, a multi-tracer application has been described for tumour imaging using mostly 18F-labelled tracers displaying metabolism, hypoxia, cellular proliferation and tumour blood flow in different combinations. The elegance of a multi-tracer application was also recognized in the research field of psychiatric disorders, where a population-based characterization of multi-tracer brain maps has been published3.
While unique energies of different radionuclides provide clearly distinguishable signals in single photon emission tomography (SPECT), coincident photons (all 511 keV) detected as a consequence of annihilation events of all positron emitting radionuclides pose a challenge to assign the signals to different PET tracers applied simultaneously. Therefore, multi-tracer PET imaging requires computational post-processing to recover the single signals from a summed PET image. Current approaches are using mainly PET-nuclides with different half-life or kinetic modelling2,4,5.
Usually, PET-tracers for brain imaging are small molecules labelled with short-lived positron emitters, i.e. carbon-11 and fluorine-18 (20 min and 110 min half-life, respectively). Authentic carbon-11 labelling is of special interest, since ‘native’ endogenous ligands (unmodified) are more likely to penetrate the blood brain barrier, the chemical structure is not altered and the radiation burden for the patient is low6. Hitherto, multi-tracer compartment modelling was utilized for neuroimaging studies, using two different 11C-labelled tracers, either with two rapidly reversible tracers or with one irreversible and one reversible tracer7,8,9. The authors concluded that dual-tracer imaging of two carbon-11 tracers is feasible using continuous dynamic scans with an injection delay of 10–20 min between the tracers2. Alternatively, others have recovered individual tracer signals from dual-tracer applications using signal-separation algorithms, extrapolation, simultaneous fitting or a template method5,8.
From a logistical point of view, multi-tracer PET studies rely on providing multiple tracers on time, which can be limited by the capability of the production site. Particularly, the number of examinations with 11C-labeled tracers is drastically restricted, as only one tracer per synthesizer can be produced within a time frame of approximately 2 h. Cassette-based fully automated synthesis modules with a cassette changing unit are excluded from this calculation, but are rarely applied for carbon-11. According to radiation protection, a minimum decay time of six half-lives (around 2 h) between two carbon-11 syntheses within the same hot-cell is required for safe preparatory work for a second consecutive radiosynthesis. Therefore, in clinical routine and studies during an e.g. eight hours’ workday, only two syntheses of carbon-11 labelled compounds can be safely performed per synthesizer/hot-cell. Furthermore, PET examinations are expensive, e.g. due to high synthesis costs of individual productions for one or two patients (especially for carbon-11 tracers). Consequently, the level of performance of each production site depends and intertwine on the number of productions, personnel, hot cells and synthesizers. Highly optimized radiosyntheses are therefore an economical and logistical factor, and publications of improved protocols are manifold. For instance, a simultaneous synthesis of two different carbon-11 tracers ([11C]DASB and [11C]methionine) was published by Lee et al.10 describing [11C]CH3I production in one cyclotron run, further split to two different loops loaded with the respective precursor. Such simultaneous, but separated, radiochemical reactions have also been reported for other radiotracers11,12. To the best of our knowledge, the introduction of [11C]CH3I in a solution containing two precursors has not been described so far.
Intermolecular competing reactions, like the 11C-methylation of two different precursors within the same solution, are dependent on a set of reaction parameters, like the reactivity of the functional group or kinetic considerations, among others12. Such reactions are complex, and it is difficult to predict which product will form preferentially and in which amounts. Even different isotopes show differences in the turnover rate within certain reactions, exploited for example in isotope fractionation13. The concept of multi-substrate reaction was applied in basic research for multi-substrate screening in order to identify substrate specific catalysts14,15. Our group accomplished for the first time to apply the dual-substrate reaction for highly applied and clinically relevant purposes and in a way, that both products are synthesized in high quality pharmaceutical grade for intravenous application.
Most 11C-methylations using [11C]CH3I or [11C]CH3OTf take place via a nucleophilic substitution reaction. For nucleophilic substitution reactions there are four reaction parameters defining the outcome of the reaction: the nucleophilic character of the nucleophile, the substrate, the quality of the leaving group and the solvent. This applies also for the substoichiometrical radiosynthesis of the PET-tracers described herein.
For the conversion of the respective precursors to the products [11C]harmine and [11C]DASB, respectively, [11C]CH3I in dimethyl sulfoxide (DMSO) is used as previously described and illustrated in Fig. 116,17. The possible difference in product formation is primarily dependent on the nucleophile (phenol vs. alkyl amine) as used solvent (DMSO), temperature (100 °C), leaving group (iodide) and substrate ([11C]CH3I) are constant in a one-pot synthesis.
Both radiotracers are used in clinical investigations in patients suffering from major depression as they identify pathophysiological changes associated with the serotonergic system. More precisely, [11C]harmine binds to the enzyme monoamine oxidase A (MAO-A), which is responsible for serotonin degradation, and therefore a measure for MAO-A distribution. [11C]DASB binds to serotonin transporters (SERT) and could be used for their quantification on protein level. Studying two or more biological processes requires multiple scans including the setback of several productions and increased radiation burden for personnel, patient and synthesizer, if PET/CT is used. Dual-tracer application has the potential to overcome these difficulties, while obtaining more than one functional information of the same subject and at the same time point (identical physiological state). Previous studies showed that [11C]harmine and [11C]DASB have not only intra-individual variations, but also high seasonal variations of the binding potential in the same subject18,19,20. Indeed, imaging studies using longitudinal measurements (with interventions) and validation of treatment response or disease progress are hardly executable. To this end, simultaneous measurement of two targets would allow for complex study designs while leading to an efficiency enhancement of PET-scanner capacity.
The aim of this study was to improve and accelerate clinical investigations in patients suffering from major depression and other neuropsychiatric diseases with altered serotonergic neurotransmission by the simultaneous production of two 11C-labled PET-tracers using a ‘two-in-one-pot’ method for the first time (Fig. 2). Consequently, reaction time, cost and radiation burden for the producer shall be reduced. Additionally, we hypothesize that [11C]harmine and [11C]DASB can be used for dual-tracer application.
Results
Radiochemistry
All radiopharmaceutical terms are used according to the published consensus21. Both PET-tracers were prepared simultaneously in a ‘two-in-one-pot’ reaction and successfully purified using one single RP-HPLC run. Radiochemical yields @EOB were 2.0 ± 0.3 GBq (2.3 ± 0.5% not corrected for decay; based on [11C]CO2) for [11C]DASB and 2.0 ± 0.7 GBq (2.2 ± 0.8%) for [11C]harmine, respectively. Hence, both products were obtained in the same amount. Compared to single synthesis results (Table 1) overall radiochemical yield is in the same range. The yield of each tracer was sufficient for application in 1–2 patients or for DUAL application in one patient.
Quality control
All productions of the dual synthesized products [11C]harmine and [11C]DASB were of comparable quality to conventional production. Additionally, the molar activity and the residual precursor concentration were in the same range as resulted in single batch productions (see Table 1). A new RP-HPLC assay was established to separate precursors (harmol 0.39 min and MASB 1.35 min) and products (harmine 2.14 min and DASB 3.36 min) within a single 5-min run, in contrast to the two methods used for the single batch production with 3 min runtime each. Cross-contamination of products was not observed for all production batches, neither in the single run quality control (QC) assays nor in the optimized RP-HPLC assay (QC-DUAL) (Suppl. Table 1). Method validation features comparable performance of the QC-DUAL and the single-HPLC assays.
Simulation of DUAL-tracer application
Dual-tracer TACs and AIFs were created for each pair of subjects to simulate the administration of two tracers within one measurement. Examples of both simulation protocols are in Fig. 3 ([11C]DASB administered first) and Fig. 4 ([11C]harmine administered first) shown as a blue line.
Following the separation of TACs and AIFs, as described in the methods section, VT were calculated for estimated measurement (VT_DASB_est, VT_HAR_est) as well as for 90 min (VT_DASB90, VT_HAR90) and 45 min single-tracer measurements (Suppl. Table 2). Afterwards, absolute percentage difference (APD [%]) for each VT comparison was calculated using equations defined in methods section (Eq. 5-8). APD results for the different brain regions are depicted in Table 2.
The relation between VT based on real and estimated data, i.e. VT_HAR_est vs VT_HAR45 and VT_DASB_est vs VT_DASB45 respectively, are shown in Fig. 5. When applying [11C]DASB first (Fig. 5, left), VT in ROIs for [11C]harmine is underestimated, resulting in a correlation coefficient of rxy = 0.46. In contrast, injection of [11C]harmine first is resulting in rather similar VT (rxy = 0.90) in different ROIs for [11C]DASB when comparing real and estimated values (Fig. 5, right).
Follow up, comparison between the original scan protocol and 45 min long measurement unveiled a high correlation for both tracers used for simulation. Comparing VT_DASB90 to VT_DASB45 inferred rxy = 0.95 (Suppl. Fig. 1, left), while comparison of VT_HAR90 to VT_HAR45 showed even higher correlation of rxy = 0.98 (Suppl. Fig. 1 right).
Discussion
‘Two-in-one-pot’-synthesis
Exemplarily, this simultaneous production was successfully performed for the two commonly used brain PET-tracers, [11C]harmine and [11C]DASB. For the first time, two carbon-11 tracers were produced in a one-pot synthesis, without the need of splitting the [11C]CH3I upfront or the need of a second HPLC System. The synthesis in combination with the self-constructed module part was also successfully tested on the new GE TRACERlab™ FX2 C.
Any 11C-methylation using [11C]CH3I occurs via a nucleophilic substitution (SN2 reaction) with iodide as leaving group. For the here described intermolecular reaction, two nucleophiles, a secondary alkyl amine for DASB and a phenolic hydroxide for harmine, compete for the sub-stoichiometric amount of [11C]CH3I. As all other reaction parameters are similar, the preferred product is only defined by the nucleophilicity of the reactant and kinetic considerations. The formation of both products in the same ratio was surprising as, in general, amines should be preferred over phenols considering their nucleophilicity. However, this equal substrate specificity could only be achieved by deprotonation of the phenolic hydroxy group with strong bases, such as NaOH. Also, other ‘two-in-one-pot’ reactions could be possible as long as the used tracers show similar reaction parameters.
The two tracers can be processed together either for a parallel application in two patients (two PET scanners required for dynamic protocols) or time-shifted application in one patient. Both products can be collected in the same bulb and further processed through the original system (Fig. 6, commercial module). In general, this simultaneous radiopharmaceutical preparation led to a significant reduction of radiation burden (− 50%), operator time (− 50%), and overall costs (− 46.2%) in comparison to two single syntheses (100%).
Quality control
The adaption of the published QC RP-HPLC methods of the respective tracers to the QC DUAL involves an extension of the run time to 5 min, which is still 1 min shorter than using the two single methods consecutively. Furthermore, all potential radiochemical impurities and cross-contaminations of the different products can be detected with this slightly modified RP-HPLC assay. No cross-contamination of the radiotracers or other radiochemical impurities higher than 3% were detected, which meets European regulations for the application to patients. In conclusion, the quality of both radiopharmaceuticals produced via the DUAL method complied with the European Pharmacopeia (Eu. Phr.) criteria and were assessable in a single quality control method separating both products22.
Application to patients and controls
According to GMP regulations (Guidelines on Good Manufacturing Practices for radiopharmaceutical products)23 one-pot synthesis production of two tracers with the same or different radiolabels is not directly prohibited. However, it is stated that ‘cross-contamination’ should be prevented by the adoption of feasible measures. Among other points it is stated: ‘avoiding the manufacture of different products at the same time, unless they are effectively segregated’. Consequently, the evidence for full separation must be proven for one-pot synthesis to comply with GMP standards.
On European levels (EU Regulation for clinical trials; No. 536/2014) no specific requirements for the manufacture of diagnostic investigational radiopharmaceuticals for direct use in nuclear medicine facilities within clinical trials are stated. Explicitly, the GMP-compliant production is no longer required for diagnostic radiopharmaceuticals even in the case of investigational medicinal products (IMPs) according to EudraLex 4, but can still be imposed by local (national) regulations24,25,26. However, in the operational rules for pharmaceutical productions exacting the Austrian law on drugs [Arzneimittelgesetz (AMG)], radiopharmaceutical productions in nuclear medicine facilities are explicitly exempted in general. Therefore, the necessity of complying with GMP regulations is also not valid in this situation, leaving full responsibility for the whole process directly with the nuclear medicine departments. Additionally, the Austrian national health authority [Agentur für Gesundheit und Ernaehrungssicherheit (AGES)] requests GMP certified precursor materials and toxicity studies of the reference compound as well as standardized quality criteria and the evidence that no cross-contamination can occur.
Summarizing, the concept of a one-pot simultaneously production of two radiotracers for clinical studies is feasible and, according to regulations (at least in Austria), permitted if complete separation is guaranteed.
Arterial input function and metabolite correction for dual-tracer application
Separation of interfering radiometabolites and the parent compound is necessary to calculate amount of non-metabolized tracer in plasma as a function of time, i.e. the arterial input function. The main challenge in such a multi-tracer application is the radio-HPLC separation of the two parent compounds and their radio-metabolites with respect to the carbon-11 half-life of 20 min. Furthermore, separation of two tracers, with similar physico-chemical characteristics (molecular weight, logP etc.), and from several radiometabolites and in one assay is an analytical challenge, too.
Therefore, the simplest possibility to correct for radiometabolites are mathematically or population-based models. For the described tracers, [11C]harmine and [11C]DASB, metabolite data of single-tracer measurements are available. Dual-tracer application using a mathematically model should therefore include comparable study populations27,28,29. Notably, the ability of potential radiometabolites to cross the blood brain barrier is low since all described derivatives are more hydrophilic than the parent compounds30,31,32. Therefore, metabolite identification is unnecessary for kinetic modelling and only the amount of parent compound has to be taken into account. Based on the separation of DASB and harmine, which was shown in the analytical and semi-preparative chromatograms, we suppose that a radio-HPLC assay or a cartridge and radio-HPLC combination can be established for quantification and separation of the parent compounds from each other and their radio-metabolites.
Dual-tracer simulation
Considering that [11C]harmine and [11C]DASB are important PET brain tracers for imaging the serotonergic system, the multi-tracer concept has potential to overcome day-to-day variations and increase PET-scanner efficiency. Multi-tracer applications may drive more complex study designs in psychiatric research cause to higher practicability performing longitudinal studies and studies including intervention while studying two protein targets simultaneously.
Although the target organ of interest is the same and both tracers are labelled with the same radionuclide, we hypothesized that they can be distinguished based on their pharmacokinetics. In previously published studies, Koeppe et al.7 has shown that PET quantification of dual-tracer application of two carbon-11 brain tracers with an injection time delay between 10–20 min are as accurate as conventional single-tracer applications. However, these authors and other groups suggested that not every tracer pair can be applied in one dynamic scan. Hence, general models for the analysis of multi- tracer applications are lacking as accurate results are depending on the tracer’s different pharmacokinetics as binding behaviour (reversible or irreversible) and retention mechanisms (binding, trapping, perfusion etc.)2. For simulation of a dual-tracer injection of [11C]harmine and [11C]DASB, PET data corrected for radiometabolites of single injections in the same healthy controls were used. VT values were calculated for several possible dual-tracer protocols, altering which tracer was applied first and with staggered time of injection (no time-delay, 15, 30, and 45 min).
Shorter intervals between the injections than 45 min did not result in sufficient TAC separation of both kinetics or could not be calculated for every of the 13 brain regions, therefore no results are available for these protocols. When [11C]harmine is applied first, VT for investigate ROIs for [11C]DASB are similar to VT calculated after single-tracer scan (rxy = 0.90; Fig. 5, right). Moreover, 45 min of [11C]harmine measurement is sufficient to replicate VT obtained after 90 min (rxy = 0.98; Suppl. Fig. 1, right). Accuracy of the dual-tracer measurement is supported also by low APD values (see APDHAR45 and APDDASB_est in Table 2). Altered order of tracer application did not lead to similar results, particularly, MAO-A distribution was calculated substantially different than in single-tracer measurement (rxy = 0.46; Fig. 5, left), suggesting that initial application of the tracer with faster kinetics ([11C]harmine), allows for accurate estimation of second tracer parameters2,6. Correction of radiometabolites during the first 45 min TACs of [11C]harmine can be acquired without potential interference of [11C]DASB and DASB-radiometabolites. Hence, arterial blood sampling and experimental quantification for each of the parent compounds would be possible.
Considering the half-life of ~ 20 min for carbon-11 and a potential impact on the results caused by decreased molar activity, the second injection should not be applied more than 45 min later. Starting with the assumption of a molar activity of 100 GBq/µmol for the tracer applied last ([11C]DASB), a 45 min delay in application results in a reduction to 21 GBq/µmol (2.25 half-life) at injection time. This hits exactly the lower application limit (20 GBq/µmol)33. Therefore, molar activity is no limitation of dual-tracer application. Taken into account mean yields of 2 GBq (n = 3) for intravenous bolus injection (4.51 ± 0.15 MBq/kg body), after 45 min the remaining yield would range between 351 and 494 MBq. Considering a 75 kg healthy volunteer, application dose would be 338 MBq. To this end, neither molar activity nor activity yields are limiting factors for a dual-tracer approach of [11C]harmine and [11C]DASB.
To this end, the basis for all kind of combinations is the detailed knowledge of the radiotracer pharmacokinetics including (radio)metabolism. When applying two tracers within one session, different molecular behaviors need to be kept in mind. If the models describing the kinetics of involved radioligands in inspected regions of interest are far from linearity, the separation of the measured PET signal or arterial input function of individual tracers might become ambiguous. We proofed the importance of time-shifted injections in our simulation, where the order of administration affects the quality of the separation of the measured signal. Additional issues might occur due to tracer selectivity to a set of targets. Precisely, similar affinities to the same binding site might lead to masking of the measured signal. Additionally, for clinical application of two tracers potential radiometabolite formation has to be considered and their analysis has to be established.
Conclusion
We herewith describe the first simultaneous production of two 11C-labelled PET-tracers in a ‘two-in-one-pot’ reaction. Both products were in full accordance with quality control parameters fulfilling the standards for parenteral human application and unexpectedly equivalent yields for both reactions were achieved. This simultaneous radiopharmaceutical preparation resulted in a considerable gain in overall efficiency of the production process, supporting significant reduction of radiation burden, amount of operator time and cost. Besides, this method promises significant improvements for clinical studies. For the future, a radiometabolite assay to quantify the unchanged parent compounds, [11C]harmine and [11C]DASB, will be establish for considering a study with dual-tracer application, which was shown in a simulated kinetic model to be sufficient and as accurate as compared to single-tracer injection when applying [11C]harmine first and [11C]DASB 45 min later. Syntheses results (yield and molar activity) of [11C]DASB are sufficient for tracer injection after 45 min and therefore a dual-tracer study. To this end, our results are highly promising for further studies in view of optimizations of radiosyntheses, hot cell and scanner efficiency as well as multi-tracer imaging for longitudinal and interventional study designs in neuropsychiatric research.
Materials and methods
Radiotracer production
Separate preparations of [11C]harmine and [11C]DASB were performed in-house by the Division of Nuclear Medicine, Medical University of Vienna (MUW) and General Hospital of Vienna, AKH, according to previously published synthesis protocols16,17. The comparison of the production costs for the dual-tracer synthesis was calculated based on the cost for two separate syntheses (100%) including expenditures for radionuclide production, personnel and all consumables for radiosynthesis.
‘Two-in-one-pot’ radiotracer production
Dual-tracer production runs were performed using a commercially available GE Tracerlab FX C Pro synthesis module (General Electric Medical System, Uppsala, Sweden). 1 mg of the respective precursors, MASB (N-methyl-2-(2-amino-4-cyanophenylthio)-benzylamine) and harmol (7-hydroxy-1-methyl-9H-pyrido[3,4-b]indole) (both obtained from ABX, Radeberg, Germany), were dissolved in DMSO and 1 µL of 5 M NaOH was added to the solution. [11C]CH3I was subsequently bubbled through the precursor solution. After a reaction time of 2 min at 100 °C, the crude dual-tracer reaction mixture was purified by means of semi-preparative high performance liquid chromatography (HPLC). The synthesis module was expanded with a self-constructed semi-automated formulation unit to ensure parallel solid phase extraction (SPE)-purification and formulation of both tracers after HPLC (Fig. 2).
In detail, [11C]CO2 was produced within a GE PETtrace 860 cyclotron (General Electric Medical System, Uppsala, Sweden) by a 14N(p,α)11C nuclear reaction by means of irradiation of a gas target filled with N2 (+ 1% O2) (Air Liquide Austria GmbH, Schwechat, Austria). The conversion of [11C]CO2 to [11C]CH3I was performed in the GE Tracerlab FX C Pro synthesizer by the gas phase method slightly adjusted from Larsen et al.34. The cyclotron production of [11C]CO2 was terminated at desired target activities between 79–100 GBq using a current of 65 µA for 20–30 min. The produced [11C]CH3I was trapped on-line on a Porapak® N column and finally released by heating the trap to 190 °C directly in a glass reactor containing 1 mg MASB and 1 mg harmol in 500 µL DMSO and 1 µL of 5 M NaOH (one-pot reaction). Subsequently, the reactor was heated to 100 °C for 2 min. After the reaction time, the reactor was cooled to below 35 °C and the reaction was quenched by adding 1 mL of reversed phase (RP)-HPLC solvent. The entire volume of the crude mixture was automatically transferred to a semi-preparative RP-HPLC column. Details of the single preparation methods are described elsewhere16,17. From this step on, the product, [11C]harmine (see Suppl. Fig. 2, semi-preparative chromatogram) which elute first, was processed on the commercial available module, while [11C]DASB was further processed on the self-constructed unit. The [11C]harmine peak was collected in a round-bottom flask containing 60 mL of distilled water to dilute the amount of organic solvent in the mobile phase and further purified via SPE (C18plus SepPak®, Waters). After rinsing of the SepPak with water (V6) for complete removal of residual RP-HPLC solvents, the pure product was eluted with 1.5 mL EtOH (V5) into a two-neck vial and the cartridge and transfer lines were rinsed with further 5 mL 0.9% saline into the same vial (commercial module, Fig. 6). After formulation with 9 mL 0.9% saline, 1 mL 3% saline and 1 mL 125 mM phosphate buffer, sterile filtration (0.22 μm) was performed under aseptic conditions (laminar air flow hot cell, class A) to avoid microbial and particular contamination. During the purification and formulation of [11C]harmine, baseline separated [11C]DASB (elute 2 min apart) was collected in the round-bottom flask, containing 80 mL water, of the self-constructed unit and further purified and formulated as described above (self-constructed unit, Fig. 6).
Quality control
RP-HPLC analyses were performed on an Agilent 1260 system (Agilent Technologies GmbH; Santa Clara, CA, USA) equipped with a quaternary pump (G1311B), a multi wavelength UV-detector (G1365D), a manual injector (G1328C), a Nal scintillation detector (Gabi *) from Raytest/Elysia and GINA Star 5.9 controlling software (Elysia-Raytest; Straubenhardt, Germany). As stationary phase a X-Bridge BEH Shield RP-18, 4.6 × 50 mm, 2.5 μm, 130 Å (Waters Corp., Milford, MA, USA) was used and the mobile phase consists of D: 50 mM ammonium phosphate, C: water and B: acetonitrile (90%) in different isocratic mixtures or in a gradient method, respectively (Suppl. Table 2). An exemplary analytic chromatogram is illustrated in Suppl. Fig. 3, showing a mixture of the reference standards (harmol, harmine, MASB and DASB) using the QC-DUAL method.
PET data
The scans were performed in previously reported studies with GE Advance PET scanner at the Division of Nuclear Medicine and in cooperation with the Division of General Psychiatry of the Medical University of Vienna (MUW) and the University Hospital of Vienna (AKH)18,35. Hence, the data of these previously conducted PET scans was used retrospectively for the simulation of dual-tracer application. In the studies of Spies et al.18 and Gryglewski et al.35, PET scans were acquired in 3D mode in a total scanning time of 90 min. For attenuation correction, an additional 5 min transmission scan was performed prior to tracer administration using 68Ge rod sources. Additional anatomical T1-weighted magnetic resonance imaging (MRI) scans were acquired with 3 T PRISMA MR Scanner (Siemens Medical, Erlangen, Germany, 1 × 1 mm voxel size, 1.1 mm slice thickness, 200 slices). To simulate the dual-tracer application, we made use of 16 single PET measurements acquired as part of previously published studies. In particular, we adopted eight [11C]DASB and 8 [11C]harmine PET scans of healthy subjects that are matched by weight, sex and age (Suppl. Table 3). The radiotracers [11C]DASB and [11C]harmine were intravenously administered as bolus with 4.51 ± 0.15 MBq/kg body weight and 4.66 ± 0.19 MBq/kg body weight, respectively.
All participants provided written informed consent and received financial reimbursement for participation. This study was approved by the Ethics Committee of the Medical University of Vienna and performed according to the Declaration of Helsinki.
Arterial blood sampling and analysis of metabolites in plasma
Arterial blood samples during [11C]harmine scan were taken automatically for the first 10 min complemented with manual samples at 1, 5, 10, 20, 30, 45, 60, and 80 min after bolus application, while automatic blood sampling lasted 3 min and was accompanied with manual samples taken at 1, 5, 10, 20, 40, and 70 min after injection of [11C]DASB. Arterial input function (AIF) was obtained as a product of multiplication of plasma-to-whole blood ratio, whole blood activity and the fraction of intact radioligand in the plasma are according to the respective published protocols31,32.
Data processing
Dynamic PET scans were corrected for motion, co-registered to individual T1-weighted structural MR images and normalized to MNI space using SPM8 (Wellcome Trust Centre for Neuroimaging, London, United Kingdom). Subsequently, time activity curves (TACs) were extracted for the regions of interest (ROIs) previously associated with either MAO-A enzyme distribution18 or SERT density analysis28 including frontal (FRO), temporal (TMP), parietal (PAR) and occipital (OCC) cortex, anterior cingulate cortex (ACC), insula (INS), hippocampus (HIP), caudate nucleus (CAU), putamen (PUT), thalamus (THA), striatum (STR) and cerebellar grey matter (CRB) were extracted using Automated Anatomical Labelling (AAL) atlas36.
Dual-tracer measurements simulation
For multi-tracer simulation, AIFs and TACs were resampled so that the time difference between the two samples was 5 s. Simulation of a dual-tracer application was examined using [11C]DASB (TACDASB, AIFDASB) and [11C]harmine (TACHAR, AIFHAR) bolus data, where one tracer is administered simultaneously with PET start and the second 15, 30, and 45 min later. The simulation was done by summation of the single-tracer measurements, where data points of the second tracer are shifted by 15, 30, or 45 min with the whole simulation lasting 90 min. Both possible orders of administration were examined, i.e. [11C]DASB first (TACDASB_HAR, AIFDASB_HAR) and [11C]harmine first (TACHAR_DASB, AIFHAR_DASB), respectively. Based on the first 15, 30, or 45 min of dual-tracer simulation, TACs and AIFs of the first tracer were extrapolated (TACDASB_ext, AIFDASB_ext; TACHAR_ext, AIFHAR_ext) to the measurement duration of 90 min. Subsequently, TACs and AIFs of the second tracer (TACDASB_est, AIFDASB_est; TACHAR_est, AIFHAR_est) were calculated as follows:
Following the previous use of graphical Logan’s plot with metabolite corrected AIF for MAO-A32 and DASB35, the total volume of distribution (VT) in 13 ROIs for both tracers was quantified (VT_DASB90; VT_HAR90). As dual-tracer TACs and AIFs for the simulation with the time difference of 15 and 30 min between applications were not possible to separate to single-tracer measurements by the extrapolation, we used only protocols with 45 min between tracer administration. In addition, VT were calculated for simulated measurements (VT_HAR_est; VT_DASB_est) and for the first 45 min of dual-tracer measurement (VT_DASB45; VT_HAR45), which is equal to the first 45 min of the single-tracer measurement.
Using Pearson's correlation, real and estimated VT were compared (VT_HAR_est vs VT_HAR45; VT_DASB_est vs VT_DASB45) across all ROIs and subjects. Additionally, the relation between VT_HAR90 vs VT_HAR45 and VT_DASB90 vs VT_DASB45 was investigated to verify whether the potential 45 min protocol would bring similar results as the original scanning protocol. In addition, absolute percentage difference (APD [%]) in ROIs was calculated for all aforementioned comparisons and subsequently averaged over subjects.
References
Kadrmas, D. J., Rust, T. C. & Hoffman, J. M. Single-scan dual-tracer FLT+FDG PET tumor characterization. Phys Med Biol 58, 429–449. https://doi.org/10.1088/0031-9155/58/3/429 (2013).
Kadrmas, D. J. & Hoffman, J. M. Methodology for quantitative rapid multi-tracer PET tumor characterizations. Theranostics 3, 757–773. https://doi.org/10.7150/thno.5201 (2013).
James, G. M. et al. Parcellation of the human cerebral cortex based on molecular targets in the serotonin system quantified by positron emission tomography in vivo. Cereb Cortex 29, 372–382. https://doi.org/10.1093/cercor/bhy249 (2019).
Bell, C. et al. Dual acquisition of 18 F-FMISO and 18 F-FDOPA. Phys Med Biol 59, 3925–3949. https://doi.org/10.1088/0031-9155/59/14/3925 (2014).
El Fakhri, G. et al. Dual-tracer PET using generalized factor analysis of dynamic sequences. Mol Imaging Biol 15, 666–674. https://doi.org/10.1007/s11307-013-0631-1 (2013).
Zanotti-Fregonara, P., Lammertsma, A. A. & Innis, R. B. 11 C Dosimetry scans should be abandoned. J Nucl Med 62, 158–159. https://doi.org/10.2967/jnumed.120.257402 (2021).
Koeppe, R. A. et al. Dual-[11C]tracer single-acquisition positron emission tomography studies. J Cereb Blood Flow Metab 21, 1480–1492. https://doi.org/10.1097/00004647-200112000-00013 (2001).
Joshi, A. D., Koeppe, R. A., Fessier, J. A. & Kilbourn, M. R. Signal separation and parameter estimation in noninvasive dual-tracer PET scans using reference-region approaches. J Cereb Blood Flow Metab 29, 1346–1357. https://doi.org/10.1038/jcbfm.2009.53 (2009).
Carson, R. E., Daube-Witherspoon, M. E. & Herscovitch, P. Quantitative functional brain imaging with positron emission tomography (Elsevier B.V, 2007).
Lee, J. H. et al. Simultaneous synthesis of two different 11C labeled compounds using one synthesis module and HPLC loops. J Nucl Med 53, 131–131 (2012).
Park, H. S. et al. Consecutive automated production of 11C-labeled radiopharmaceuticals by sharing methyliodide from one 11C-synthetic module. J Nucl Med 56, 2502–2502 (2015).
Noureddini, H. & Timm, D. C. Kinetic analysis of competing intramolecular and intermolecular polymerization reactions. Macromolecules 25, 1725–1730. https://doi.org/10.1021/ma00032a016 (1992).
Lynn, K. R. & Yankwich, P. E. Isotope fractionation at the methyl carbon in the reactions of cyanide ion with methyl chloride and methyl bromide. J Am Chem Soc 83, 3220–3223. https://doi.org/10.1021/ja01476a012 (1961).
Gao, X. & Kagan, H. B. One-pot multi-substrate screening in asymmetric catalysis. Chirality 10, 120–124. https://doi.org/10.1002/chir.19 (1998).
Kim, H. et al. A multi-substrate screening approach for the identification of a broadly applicable Diels-Alder catalyst. Nat Commun 10, 770. https://doi.org/10.1038/s41467-019-08374-z (2019).
Haeusler, D. et al. Simple and rapid preparation of [11C]DASB with high quality and reliability for routine applications. Appl Radiat Isot 67, 1654–1660. https://doi.org/10.1016/j.apradiso.2009.03.005 (2009).
Philippe, C. et al. Parameter evaluation and fully-automated radiosynthesis of [11C]harmine for imaging of MAO-A for clinical trials. Appl Radiat Isot 97, 182–187. https://doi.org/10.1016/j.apradiso.2015.01.002 (2015).
Spies, M. et al. Brain monoamine oxidase A in seasonal affective disorder and treatment with bright light therapy. Transl Psychiatry 8, 198. https://doi.org/10.1038/s41398-018-0227-2 (2018).
Matheson, G. J. et al. Diurnal and seasonal variation of the brain serotonin system in healthy male subjects. Neuroimage 112, 225–231. https://doi.org/10.1016/j.neuroimage.2015.03.007 (2015).
Praschak-Rieder, N. et al. Seasonal variation in human brain serotonin transporter binding. Arch Gen Psychiatry 65, 1072. https://doi.org/10.1001/archpsyc.65.9.1072 (2008).
Coenen, H. H. et al. Consensus nomenclature rules for radiopharmaceutical chemistry—setting the record straight. Nucl Med Biol 55, v–xi. https://doi.org/10.1016/j.nucmedbio.2017.09.004 (2017).
European Pharmacopoeia 10.0 Ph. Eur. 6.0, 1742 (01/2008). In: Radiopharmaceutical Preparations 884–887 (Austria, Vienna).
WHO Guidelines on Good Manufacturing Practices for radiopharmaceutical products. https://www.who.int/medicines/areas/quality_safety/quality_assurance/GMPRadiopharmaceuticalProductsTRS908Annex3.pdf?ua=1 (accessed 20 August 2021).
Peñuelas, I., Vugts, D. J., Decristoforo, C. & Elsinga, P. H. The new regulation on clinical trials in relation to radiopharmaceuticals: when and how will it be implemented?. EJNMMI Radiopharm Chem 4, 2. https://doi.org/10.1186/s41181-019-0055-6 (2019).
Bundesrecht konsolidiert: Gesamte Rechtsvorschrift für Arzneimittelbetriebsordnung 2009, Fassung vom 22.04.2020.
Bundesrecht konsolidiert: Gesamte Rechtsvorschrift für Arzneimittelgesetz, Fassung vom 22.04.2020.
Sanabria-Bohórquez, S. M. et al. [11C]Flumazenil metabolite measurement in plasma is not necessary for accurate brain benzodiazepine receptor quantification. Eur J Nucl Med 27, 1674–1683. https://doi.org/10.1007/s002590000336 (2000).
Burger, C. & Buck, A. Tracer kinetic modelling of receptor data with mathematical metabolite correction. Eur J Nucl Med 23, 539–545. https://doi.org/10.1007/BF00833389 (1996).
Henriksen, G. et al. Gender dependent rate of metabolism of the opioid receptor-PET ligand [18F]fluoroethyldiprenorphine. Nuklearmedizin 45, 197–200. https://doi.org/10.1055/s-0038-1625219 (2006).
Zhao, T. et al. Metabolic pathways of the psychotropic-carboline alkaloids, harmaline and harmine, by liquid chromatography/mass spectrometry and NMR spectroscopy. Food Chem 134, 1096–1105. https://doi.org/10.1016/j.foodchem.2012.03.024 (2012).
Ginovart, N. et al. Positron emission tomography quantification of [(11)C]-DASB binding to the human serotonin transporter: modeling strategies. J Cereb Blood Flow Metab Off J Int Soc Cereb Blood Flow Metab 21, 1342–1353. https://doi.org/10.1097/00004647-200111000-00010 (2001).
Ginovart, N. et al. Positron emission tomography quantification of [11C]-harmine binding to monoamine oxidase-A in the human brain. J Cereb Blood Flow Metab 26, 330–344. https://doi.org/10.1038/sj.jcbfm.9600197 (2006).
Kung, M.-P. & Kung, H. F. Mass effect of injected dose in small rodent imaging by SPECT and PET. Nucl Med Biol 32, 673–678. https://doi.org/10.1016/j.nucmedbio.2005.04.002 (2005).
Larsen, P., Ulin, J., Dahlstrøm, K. & Jensen, M. Synthesis of [11C]iodomethane by iodination of [11C]methane. Appl Radiat Isot 48, 153–157. https://doi.org/10.1016/S0969-8043(96)00177-7 (1997).
Gryglewski, G. et al. Simple and rapid quantification of serotonin transporter binding using [11 C]DASB bolus plus constant infusion. Neuroimage 149, 23–32. https://doi.org/10.1016/j.neuroimage.2017.01.050 (2017).
Tzourio-Mazoyer, N. et al. Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 15, 273–289. https://doi.org/10.1006/nimg.2001.0978 (2002).
Acknowledgements
We kindly acknowledge the Medical Imaging Cluster (MIC) and thank Dr. Lalith Kumar Shiyam Sundar (Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria) and Dr. Stefan Gruenert and the working group members Eva-Maria Klebermass, Karsten Bamminger and Marius Ozenil for fruitful discussions and proof reading of the manuscript, and Assoc. Prof. Andreas Hahn, Ph.D. for teaching basic data analyses of both radioligands. Furthermore, we would like to thank Ing. Andreas Krcal as radiation safety officer and for his technical support and assistance.
Funding
PET data used for the simulations are provided from studies supported by the Austrian Science Fund (FWF, Grant Nos. KLI504 and P 27141, both awarded to R.L.). MMu is funded by the Austrian Science Fund FWF DOC 33-B27.
Author information
Authors and Affiliations
Contributions
Based on the idea and hypothesis of C.V., C.P. and V.P. designed the concept and performed the synthesis, quality control and analysed the respective data and prepared the manuscript. T.Z. built the self-constructed module part and assisted with technical support. B.G., R.L., G.G., M.Mu. and C.V. focused on multi-tracer concept. B.G. did pre-work of the simulation and R.L., L.R., G.G., M.Mu. provided the data from single tracer injections and did calculations using the final method for kinetic modelling. W.W. executed the discussion on legal aspects. W.W., M.M. and M.H. contributed to the concept of clinical application with focus on GMP aspects and proofread the manuscript. All authors revised the manuscript and have given approval to the final version of the manuscript.
Corresponding author
Ethics declarations
Competing interests
R. Lanzenberger received travel Grants and/or conference speaker honoraria within the last three years from Bruker BioSpin MR, Heel, and support from Siemens Healthcare regarding clinical research using PET/MR. He is a shareholder of the start-up company BM Health GmbH since 2019. Without relevance to this work, W. Wadsak declares that he is a part-time employee at CBmed GmbH, Graz, Austria, and co-founder of MINUTE medical GmbH, Vienna, Austria. All other authors declare that they have no conflict of interest.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Vraka, C., Murgaš, M., Rischka, L. et al. Simultaneous radiomethylation of [11C]harmine and [11C]DASB and kinetic modeling approach for serotonergic brain imaging in the same individual. Sci Rep 12, 3283 (2022). https://doi.org/10.1038/s41598-022-06906-0
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-022-06906-0
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.