Abstract
There is an accumulating body of evidence implicating the muscarinic acetylcholine receptor 4 (M4) in schizophrenia and dementia with Lewy bodies, however, a clinically validated M4 positron emission tomography (PET) radioligand is currently lacking. As such, the aim of this study was to develop a suitable M4 PET ligand that allows the non-invasive visualization of M4 in the brain. Structure–activity relationship studies of pyrazol-4-yl-pyridine derivates led to the discovery of target compound 12― a subtype-selective positive allosteric modulator (PAM). The radiofluorinated analogue, [18F]12, was synthesized in 28 ± 10% radiochemical yield, >37 GBq/μmol and an excellent radiochemical purity >99%. Initial in vitro autoradiograms on rodent brain sections were performed in the absence of carbachol and showed moderate specificity as well as a low selectivity of [18F]12 for the M4-rich striatum. However, in the presence of carbachol, a significant increase in tracer binding was observed in the rat striatum, which was reduced by >60% under blocking conditions, thus indicating that orthosteric ligand interaction is required for efficient binding of [18F]12 to the allosteric site. Remarkably, however, the presence of carbachol was not required for high specific binding in the non-human primate (NHP) and human striatum, and did not further improve the specificity and selectivity of [18F]12 in higher species. These results pointed towards significant species-differences and paved the way for a preliminary PET study in NHP, where peak brain uptake of [18F]12 was found in the putamen and temporal cortex. In conclusion, we report on the identification and preclinical development of the first radiofluorinated M4 PET radioligand with promising attributes. The availability of a clinically validated M4 PET radioligand harbors potential to facilitate drug development and provide a useful diagnostic tool for non-invasive imaging.
Key words: Muscarinic acetylcholine receptor, Positron emission tomography, Neuroimaging, Neuropharmacology, Neurological disorders
Graphical abstract
This work describes the synthesis and preclinical evaluation of a radiofluorinated molecular imaging probe for the subtype-selective visualization of muscarinic acetylcholine receptors (M4) with positron emission tomography (PET).
1. Introduction
Muscarinic acetylcholine receptors (mAChRs) belong to the superfamily of G-protein-coupled receptors (GPCRs) and mediate signal transduction of the endogenous neurotransmitter acetylcholine (ACh) in both the central and peripheral mammalian nervous system1, 2, 3. To date, five distinct mAChR subtypes, denoted M1 to M5, have been described4. While M1, M3 and M5 predominantly couple to GPCR's via the Gq protein alpha subunit (Gq/11), M2 and M4 preferentially facilitate signal transduction though the Gi and Go protein alpha subunits (Gi/o)5. Accordingly, the activation of M2 and M4 by ACh globally leads to an inhibition of adenylyl cyclase, followed by reduction of cyclic AMP (cAMP) formation6,7. Owing to the broad implications of M4 receptors in central nervous system (CNS)-related pathologies, including Alzheimer's disease (AD)8,9, schizophrenia10,11 and dementia with Lewy bodies (DLB)12, M4 activation via synthetic agonists has proven to be of high therapeutic value. Further, potential links between M4 receptors and behavioral disorders such as alcohol use disorder13 and cocaine self-administration have been recently observed in rodents14.
Previous studies revealed that muscarinic M4 receptors are markedly expressed in the mammalian brain, with high abundancies in the striatum, thalamus and cortex15, 16, 17, 18. Notably, considerable species differences have been described for the localization and structure of M47,19, 20, 21, explaining the variability of binding affinities for some synthetic M4 ligands across different species22,24. Strenuous drug development efforts prompted the discovery of several M4 agonists, however, due to the high degree of structural homology among the orthosteric site of the different mAChR subtypes, the identification of an orthosteric M4-selective ligand has proven challenging23, 24, 25, 26. An important breakthrough in M4-targeted drug development was achieved with the discovery of the first generation of selective PAMs that included LY2033298 and VU01001027, 28, 29. These PAMs elicit pharmacological activity by enhancing the binding affinity or functional activity of ACh towards M427,28. Notwithstanding the high affinity and selectivity of VU010010 for M4 receptors, its further development was plagued by solubility issues and P-glycoprotein (P-gp) efflux in vivo29. Other derivatives of the same series include, but are not limited to, VU0152099 and VU0152100 (ML108)30, 31, 32, 33, VU046715434,35, VU0409524 (ML293)36, VU600091837, VU044808838, VU602841839 as well as VU0467485 (AZ13713945)40 (Fig. 1), but clinical trials with these compounds have not been reported to date. Indeed, M4-selective targeted therapy is far from routine clinical use and the majority of reported ligands were plagued by inappropriate bioavailability and CNS exposure, high P-gp efflux liability, species variability, and poor metabolic stability or selectivity for M4. This has, at least in part, been attributed to the lack of appropriate tools for target engagement studies in vivo.
Positron emission tomography (PET) is a powerful non-invasive imaging modality that allows real-time quantification of biochemical processes. As such, the availability of an appropriate M4 PET ligand can facilitate the development of M4-targeted compounds via receptor occupancy assessment in living subjects. While numerous therapeutic ligands have been reported, the development of M4 PET radioligands is lagging behind. We recently reported on the synthesis and biological evaluation of [11C]VU0467485, as well as two other carbon-11 labeled derivatives bearing an additional fluorine atom at different positions of the phenyl moiety41. Despite obtaining some degree of specific binding by in vitro autoradiography, this class of compounds was deemed unsuitable for in vivo applications due to low brain uptake41. Similarly, radiofluorination of the 1,3-dihydro-pyrrolopyridine, M4R-1911, yielded a PET radioligand with poor blood–brain barrier (BBB) penetration42. Recently, Tong et al.43 disclosed the preclinical evaluation of the first promising M4-targeted probe, codenamed [11C]MK-6884, that was based on a pyrazol-4-yl-pyridine core structure and exhibited good brain uptake and M4-specific signal in rhesus monkey PET. Nonetheless, the relatively short physical half-life of [11C]MK-6884 confines its use to nuclear medicine facilities with an on-site cyclotron and the availability of a suitable radiofluorinated analogue with improved image quality as well as longer physical half-life is warranted.
Here, we present the synthesis and pharmacological evaluation of a new series of pyrazol-4-yl-pyridine-based M4-selective ligands, of which a radiofluorinated probe was developed that allows satellite distribution and broadens the scope of PET-guided ligand development in the field44.
2. Results and discussion
2.1. Chemistry
Based on a set of previously reported pyrazol-4-yl-pyridines, that exhibited potential as positive allosteric modulators of M4 muscarinic acetylcholine receptors45, we designed a focused library of small molecules that were amenable for carbon-11 or fluorine-18 labeling. Initial attempts to introduce a cyano moiety at the final step to allow structural modification at the pyridine ring via route B failed to afford the desired target compound 8 (Scheme 1). Along this line, we envisioned to synthesize target compound 8 via route A. Given that route A readily afforded target compound 8, this route was deemed more suitable for the synthesis of target compounds 9–13. As depicted in Scheme 1 (route A), a mesylate leaving group was installed to alcohol 1 by reacting it with MsCl in the presence of Et3N, affording cyclopentylmethyl methanesulfonate 2 in 95% chemical yield. Subsequent N-alkylation of pyrazole boronic ester with compound 2 gave boronic ester 4 in 75% yield. Stepwise Suzuki coupling reactions afforded pyrazol-4-yl-pyridines 8–11. In particular, the palladium catalyzed cross coupling between bromide 5a or 5b and boronic acid ester 4 led to the formation of compounds 6a and 6b in 53% or 65% yield, respectively. Similarly, palladium catalyzed cross coupling reaction of 6a and 6b with boronic acid ester 7a or 7b, respectively, afforded target compounds 8–11 in chemical yields ranging from 26% to 66%.
It is worth mentioning that the electron-withdrawing cyano moiety of pyridine 5a, as compared to the methyl substituent in pyridine 5b, led to an improved oxidative addition with palladium catalyst during coupling reactions, thus providing superior overall yields for the synthesis of target compounds 8 and 9, as compared to 10 and 11. Notably, pyrazol-4-yl-pyridine derivatives 9 and 11 were prepared in reasonable yields without protection of the N–H moiety. As for the fluorinated analogs, N-alkylation of amide 9 gave fluoroethyl derivative 12 and fluoropropyl analog 13, respectively. In summary, target compounds 8–13 were obtained via route A (Scheme 1) from commercially available cyclopentylmethanol in 4–5 steps with overall yields of 7%–18%.
2.2. Pharmacology
Novel pyrazol-4-yl-pyridine compounds were first investigated in radioligand binding against [3H]NMS at the human M4, in order to quantify the affinity of these compounds for the allosteric site, pKB, and their binding cooperativity with the endogenous ligand ACh, logαACh, as an indication of strength and direction of modulation with the natural hormone for the receptor (Fig. 2A). As expected, increasing concentrations of analogues 8–13 induced a strong leftward shift of the affinity binding inhibition curve of ACh at the M4, validating all pyrazol-4-yl-pyridine compounds as PAMs. Using an allosteric ternary complex model to analyze the data [Eq. (1)], we estimated pKB values ranging between 6.3 and 6.5, and that PAM binding is able to induce ∼25–50-fold increase in the affinity of ACh for the orthosteric site, logαACh = 1.38–1.74 (Fig. 2B and C). Compared against each other, the binding affinity and binding cooperativity with ACh, of pyrazol-4-yl-pyridine compounds 8–13 were not statistically significant from each other, suggesting that the subtle chemical modifications around the core of the M4 PAMs were neither affecting the ability of each compound to recognize and interact with the allosteric site of the M4, nor influencing their allosteric transmission properties. Interestingly, all pyrazol-4-yl-pyridine compounds displayed strong negative binding allosteric properties with the radiolabeled antagonist [3H]NMS, as seen by a dramatic depression in the [3H]NMS specific binding with increasing concentrations of M4-PAMs. This is undoubtedly consistent with the fact that 8–13 stabilize a conformation of M4 that is favorable for agonists to bind and therefore, less preferable for an antagonist such as N-methylscopolamine, inherently reducing its binding capability. In order to assess the mode of action of pyrazol-4-yl-pyridines 8–13 at a signaling level, we decided to investigate their allosteric properties in a functional assay, proximal to Gi/o coupled receptor interaction, using the [35S]-GTPγS accumulation binding assay.
As anticipated, all six analogues were able, in a concentration dependent manner, to promote a strong leftward shift of the ACh-mediated concentration-response curve (Fig. 3A), consistent with the PAM effect observed in radioligand binding (Fig. 2A). In addition to the leftward shift, we also noted a significant increase in the baseline activity, validating 8–13 as ago-PAMs, meaning these pyrazol-4-yl-pyridine compounds can directly activate the M4 from the allosteric site. Using an operational model of allosterism to fit the data [Eq. (2)], we were able to quantify the functional cooperativity of 8–13 with ACh, logACh, and the degree of agonism, logτ (Table 1). Whilst the novel M4-PAMs displayed similar efficacy in mediating [35S]GTPγS accumulation binding (Fig. 3C), differences in their ability to modulate the efficacy of ACh were observed. In particular, compound 12, in addition to increasing the binding property of ACh (Fig. 2A), also noticeably increased the endogenous ligand's efficacy, as determined when calculating logβACh in that pathway (Fig. 3B, Table 1).
Table 1.
Parameters | 8 | 9 | 10 | 11 | 12 | 13 |
---|---|---|---|---|---|---|
pKBa | 6.4 ± 0.1 | 6.5 ± 0.1 | 6.5 ± 0.2 | 6.3 ± 0.1 | 6.4 ± 0.1 | 6.4 ± 0.1 |
LogαAChb | 1.7 ± 0.3 | 1.7 ± 0.2 | 1.6 ± 0.2 | 1.4 ± 0.2 | 1.4 ± 0.1 | 1.6 ± 0.2 |
LogαβAChc | 1.9 ± 0.2 | 2.0 ± 0.1 | 2.0 ± 0.2 | 1.9 ± 0.2 | 2.5 ± 0.1f | 2.4 ± 0.2f |
LogβAChd | 0.1 ± 0.3 | 0.4 ± 0.3 | 0.4 ± 0.2 | 0.5 ± 0.3 | 1.1 ± 0.2 | 0.8 ± 0.2 |
Logτe | 0.3 ± 0.0 | 0.4 ± 0.0 | 0.7 ± 0.0 | 0.5 ± 0.0 | 0.5 ± 0.0 | 0.6 ± 0.0 |
Negative logarithm of the equilibrium dissociation constant of M4-PAMs.
Logarithm of the binding (α) cooperativity factor between M4-PAMs and ACh.
Logarithm of the operational functional (αβ) cooperativity factors between ACh and M4-PAMs.
Logarithm of the activation (β) cooperativity factors between ACh and M4-PAMs, determined by subtracting (α) from the (αβ) parameters.
Logarithm of the operational efficacy parameter of M4-PAMs as allosteric agonists.
Significantly different (P < 0.05) from logαACh values as determined by a multiple unpaired t-test.
We next evaluated target compounds 8–13 in a functional Tango assay and compared their ability to induce signal transduction via protease-tagged β-arrestin recruitment to that of the commercially available M4 agonist, carbachol (Fig. 4). In concert with the radioligand binding assays, we observed that all target compounds exhibited considerable M4 activity, with EC50 values ranging from 33 to 202 nmol/L. While target compounds 8–13 were more potent than carbachol, we observed that compounds carrying a cyano moiety at the pyridine core generally exhibited an improved potency, as compared to their methylated analogues. Similarly, substitution of the hydrogen atom of the lactam functionality by a methyl group or a fluoroalkyl chain slightly improved potency. Notably, compound 12 showed the highest potency towards M4 in the Tango assay and was selective over other muscarinic acetylcholine receptor subtypes, including M1, M2, M3 and M5 (Supporting Information). Based on the overall pharmacology data, tri-substituted pyridine 12 was deemed most suitable for biological evaluation as a PET radioligand. While the structure of the previously reported carbon-11 labeled analog, [11C]MK-6884, proved suitable for in vivo imaging, introduction of a fluorine-bearing side chain led to an increase of lipophilicity. As such, we used a less lipophilic pyrazole substituent to reverse the anticipated increase in lipophilicity induced by the fluoroalkyl side chain, with the aim improve in vivo brain uptake.
2.3. Radiochemistry
Based on the favorable binding affinity and selectivity, target compound 12 was selected for radiofluorination and biological evaluation as an M4-selective PET radioligand. Accordingly, tosylate precursor 14 for radiofluorination was prepared via N-alkylation of lactam 9 with ethylene ditosylate (Scheme 2). Initially, attempts to synthesize [18F]12 were conducted in MeCN in the presence of K2CO3 at 120 °C (Table 1, entry 1). However, these conditions yielded a poor radiochemical conversion (RCC) of 1%, as confirmed by radio-TLC. When DMF was used instead of MeCN, in combination with other bases such as TEAB, KHCO3 and TBAOMs, marginal improvements in RCC were obtained (Table 2, entries 2–5).
Table 2.
| |||||
---|---|---|---|---|---|
Entry | Solventa | T (°C) | Subst. (mg) | Base (mg) | RCC (%)b |
1 | CH3CN | 120 | 2 | K2CO3/K222 (2/10) | 1 ± 0 (n = 2) |
2 | DMF | 120 | 2 | K2CO3/K222 (2/10) | 12 ± 2 (n = 2) |
3 | DMF | 120 | 2 | TEAB (2) | 7 ± 3 (n = 2) |
4 | DMF | 120 | 2 | KHCO3/K222 (2/10) | 3 ± 3 (n = 2) |
5 | DMF | 120 | 2 | TBAOMs (2) | 11 ± 1 (n = 2) |
6 | tBuOH/MeCN | 100 | 2 | TBAOMs (3) | 80 ± 16 (n = 2) |
7 | tBuOH/MeCN | 100 | 3 | TBAOMs (3) | 91 ± 1 (n = 2) |
8 | tBuOH/MeCN | 80 | 3 | TBAOMs (3) | 59 ± 8 (n = 2) |
9 | tBuOH/MeCN | 120 | 3 | TBAOMs (3) | 77 ± 1 (n = 2) |
0.4 mL, tBuOH/MeCN = 0.35/0.05 for entries 6–9.
Incorporation yield and product identity were determined by radio-TLC and radio-HPLC, respectively. The optimal conditions (entry 7) are indicated in bold.
Notably, the addition of tBuOH as a co-solvent with MeCN ultimately resulted in a substantial increase in RCC, as evidenced for entries 6–9 in Table 2.
Further optimization revealed that an amount of 3 mg precursor, alongside a reaction temperature of 100 °C constituted the optimal condition for the radiofluorination of precursor 14, yielding an RCC of 91% (Table 1, entry 7). Overall, precursor 14 (3 mg) was reacted with [18F]fluoride in the presence of TBAOMs (3 mg) at 100 °C for 10 min to yield [18F]12 in an average of 28 ± 10% decay-corrected RCY based on starting [18F]fluoride at the end-of-synthesis (60 min synthesis time) with >99% radiochemical purity (n = 3). The molar activity was greater than 1 Ci/μmol (37 GBq/μmol).
2.4. In vitro autoradiography
Initial in vitro autoradiography studies were conducted with rodent brain tissue sections. Of note, previous reports have shown that agonist binding to the orthosteric binding site of mAChRs can affect the binding properties of the respective PAMs―an observation that was termed probe dependence26. Accordingly, we conducted autoradiographic experiments in the presence and in the absence of the commercially available orthosteric M4 agonist, carbachol. [18F]12 exhibited M4-specific binding on rodent brain sections, which was significantly enhanced in the presence of carbachol in rodents (Fig. 5A–D). Indeed, the degree of specific binding increased from 32.6% to 65.4% in rats and from 17.4% to 65.7% in mice (P < 0.001 for both species, Fig. 5C), respectively, in the presence of carbachol. In concert with reported M4 expression patterns, binding of [18F]12 to distinct rat brain regions by in vitro autoradiography revealed highest binding in the striatum, followed by the thalamus and cortex, while uptake in the cerebellum was lowest (Fig. 5D). The latter findings indicate a high selectivity of the probe to the brain regions that exhibit high M4 abundancy. To assess the utility of [18F]12 in higher species, we conducted in vitro autoradiography studies on NHP whole brain tissue and human post-mortem sections of the putamen, in the presence and absence of carbachol. Notably, we found that specificity values > 40% were obtained without carbachol, and that carbachol addition did not further improve tracer binding to NHP and human M4 receptors (Fig. 5E–G). Interestingly, on NHP autoradiograms, carbachol addition seemed to reduce the degree of tracer specificity, underlining the importance to account for species-differences in M4-targeted drug and tracer development.
2.5. PET experiments
We next performed PET imaging in non-human primates. Following injection of [18F]12, PET and MRI images were acquired (Fig. 6). M4-rich brain regions such as the putamen and temporal cortex were delineated in the PET image, as shown by the arrows in Fig. 6B. Tracer uptake was highest in the putamen and cortical regions, including the temporal and prefrontal cortex. Nonetheless, the overall brain uptake of [18F]12 was lower than expected and potential underlying causes may constitute tracer efflux by P-gp proteins that are located at the blood–brain barrier, which can be circumvented by co-administration of a P-gp inhibitor. Although the striatum was delineated from the image, it should be noted that the limited general brain uptake and preliminary nature of the non-human primate studies constitute a limitation of the present study. Of note, however, previous reports unveiled that [11C]MK-6884 peak striatal uptake was higher in humans (peak striatal SUV ca. 2.5)46 than in rhesus monkeys (peak striatal SUV ca. 1.2)43, which points towards improved tracer inflow for this class of compounds in the human brain and warrants similar studies with [18F]12. Further, initial tracer inflow and peak SUV in rhesus monkeys were comparable between [11C]MK-6884 and [18F]12, thus indicating similar blood–brain barrier permeability. Indeed, peak striatal SUVs in rhesus monkeys were on average 1.1 for [18F]12, which was comparable to that of [11C]MK-6884 and is in concert with the structural and physicochemical similarities of the two compounds. However, [18F]12 exhibited a substantially faster washout from the brain, as compared to [11C]MK-6884, indicating a lower dissociation rate constant for [11C]MK-6884 towards the allosteric M4 binding site. It is envisioned that future studies will reveal the extent to which [18F]12 can be used for M4-targeted receptor mapping in higher species. Notwithstanding the encouraging findings from cross-species autoradiographic studies, several challenges remain to be addressed in assessing the potential of [18F]12 for clinical use. First, future studies will aim at establishing the utility of [18F]12 for in vivo target engagement studies, which can be conducted by dose–response studies with validated M4 ligands. Second, given (1) that previous reports on [11C]MK-6884 showed higher peak striatal uptake in humans than in rhesus monkeys, the question arises whether the structurally similar radiofluorinated probe, [18F]12, may as well exhibit a higher brain exposure in humans, as compared to non-human primates. Third, it remains unclear whether [18F]12 is sensitive to changes in M4 abundancy under neurodegenerative conditions. While M4 is heavily implicated in Alzheimer's disease (AD), the development of subtype-selective modulators has proven challenging. The availability of suitable PET probes for non-invasive target engagement studies holds promise to substantially facilitate the development of effective AD therapies.
3. Conclusions
In the past few years, we have witnessed a substantial progress in our understanding of the structure and biology of M4. Indeed, M4 has emerged as a valuable target in schizophrenia and dementia with Lewy bodies. While therapeutic ligands have advanced to clinical trials, the development of a suitable probe for non-invasive imaging in humans is lagging behind. In this work, we report on the identification and preclinical development of a radiofluorinated M4-targeted probe that proved to be specific and selective over the other muscarinic receptor subtypes across different species by in vitro autoradiography experiments. Our findings highlighted that species-differences are critical, particularly with regard to the effects of orthostatic M4 ligand binding on the allosteric binding site. While our probe, [18F]12, did not require orthosteric agonist binding in higher species, the interaction of carbachol with M4 substantially improved the specificity and selectivity of [18F]12 to the allosteric site in rodents. M4-rich brain regions such as the putamen and temporal cortex were successfully delineated using PET/MRI in non-human primates, suggesting that the probe is sensitive to the high M4 expression in those regions. Further studies in healthy NHP and disease models are warranted to assess the utility of [18F]12 for human application in M4-related pathologies. A clinically validated M4 PET radioligand would not only facilitate drug development programs by means of target engagement experiments, but also provide an opportunity for subtype-selective M4 receptor studies in patients. In the era of precision medicine, innovative diagnostic tools harbor enormous potential to deliver the best possible care for the individual patient.
4. Experimental
All the chemicals employed in the syntheses were purchased from commercial vendors and used without further purification. Thin-layer chromatography (TLC) was conducted with 0.25 mm silica gel plates (60F254) and visualized by exposure to UV light (254 nm) or stained with potassium permanganate. Flash column chromatography was performed using silica gel (particle size 0.040–0.063 mm). Nuclear magnetic resonance (NMR) spectra were obtained on a Bruker spectrometer 300 MHz. Chemical shifts (δ) are reported in ppm and coupling constants are reported in Hertz. The multiplicities are abbreviated as follows: s, singlet; d, doublet; t, triplet; q, quartet; quint, quintet; sext, sextet; sept, setpet; m, multiplet; br, broad signal; dd, doublet of doublets. Animal experiments were approved by the Institutional Animal Care and Use Committee of Massachusetts General Hospital. CD1 mice (8 weeks, 20–25 g) were kept on a 12 h light/12 h dark cycle and were allowed food and water ad libitum.
4.1. Chemistry
4.1.1. Preparation of cyclopentylmethyl methanesulfonate (2)
MsCl (20 mmol) was added dropwise to a solution of NEt3 (44 mmol) and 1 (10 mmol) in ethyl acetate (20 mL) at 0 °C. The mixture was stirred at ambient temperature for 30 min. Then H2O (20 mL) was added and the mixture was extracted with ethyl acetate (2 × 20 mL). The combined organic layers were washed with H2O (20 mL) brine (20 mL), dried over Na2SO4, and concentrated under reduced pressure. The residue could be used in the next steps without extra purification. Compound 2 was prepared in 95% yield as a light-yellow oil. 1H NMR (300 MHz, CDCl3) δ 4.08 (d, J = 7.1 Hz, 2H), 2.98 (s, 3H), 2.41–2.17 (m, 2H), 1.85–1.70 (m, 2H), 1.64–1.51 (m, 2H), 1.35–1.18 (m, 2H).
4.1.2. Preparation of 1-(cyclopentylmethyl)-4-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)-1H-pyrazole (4)
A solution of 3 (9 mmol) in DMF (5 mL) was added dropwise to a solution of NaH (10.8 mmol, 60% suspension) in DMF (5 mL) at 0 °C. The mixture was stirred at ambient temperature for 30 min. A solution of 2 in DMF (5 mL) was added dropwise to the mixture and stirred at 60 °C for 3 h. The reaction was cooled to ambient temperature and quenched with H2O (15 mL) on an ice bath. The mixture was extracted with ethyl acetate (20 mL × 2). The combined organic layers were washed with H2O (2 × 20 mL), brine (20 mL), dried over Na2SO4, and concentrated under reduced pressure. The residue could be used in the next steps without extra purification. Compound 4 was prepared in 75% yield as a colourless oil. 1H NMR (300 MHz, CDCl3) δ 7.79 (s, 1H), 7.68 (s, 1H), 4.07 (d, J = 7.5 Hz, 2H), 2.55–2.35 (m, 1H), 1.78–1.50 (m, 6H), 1.31 (s, 12H), 0.87–0.80 (m, 2H). 13C NMR (75 MHz, CDCl3) δ 144.63 (s), 136.14 (s), 83.32 (s), 56.77 (s), 40.56 (s), 30.21 (s), 24.90 (s), 24.75 (s).
4.1.3. Preparation of 3-chloro-4-(1-(cyclopentylmethyl)-1H-pyrazol-4-yl)benzonitrile (6a)
Compound 4 (2.2 mmol) was added to a solution of 5-bromo-6-chloropicolinonitrile (2.64 mmol), Pd(dppf)Cl2 (0.44 mmol) and K2CO3 (5.5 mmol) in 1,4-dioxane (6 mL) and H2O (2 mL). The mixture was stirred at ambient temperature for 10 min, and subsequently at 100 °C for 3 h. The reaction was cooled to ambient temperature and quenched with H2O (15 mL). The mixture was extracted with ethyl acetate (3 × 20 mL). The combined organic layers were washed with H2O (2 × 20 mL) brine (20 mL), dried over Na2SO4, and concentrated under reduced pressure. The residue was purified by chromatography on silica gel, elution being carried out with a mixture of ethyl acetate and hexane (1:3). Compound 6a was prepared in 53% yield as a light-yellow solid. Melting point: 95–97 °C. 1H NMR (300 MHz, CDCl3) δ 8.01 (s, 1H), 7.93 (d, J = 7.9 Hz, 1H), 7.87 (s, 1H), 7.63 (d, J = 7.9 Hz, 1H), 4.11 (d, J = 7.5 Hz, 2H), 2.56–2.39 (m, 1H), 1.83–1.51 (m, 6H), 1.36–1.22 (m, 2H). 13C NMR (75 MHz, CDCl3) δ 148.94 (s), 138.83 (s), 137.30 (s), 132.81 (s), 129.84 (s), 129.57 (s), 127.26 (s), 116.14 (s), 115.83 (s), 57.58 (s), 40.63 (s), 30.25 (s), 24.96 (s).
4.1.4. Preparation of 2-chloro-3-(1-(cyclopentylmethyl)-1H-pyrazol-4-yl)-6-methylpyridine (6b)
Compound 6b was prepared in a manner similar to that described for 6a in 65% yield as a colorless oil. 1H NMR (300 MHz, CDCl3) δ 7.86 (s, 1H), 7.77 (s, 1H), 7.68 (d, J = 7.8 Hz, 1H), 7.10 (d, J = 7.8 Hz, 1H), 4.09 (d, J = 7.5 Hz, 2H), 2.58–2.39 (m, 4H), 1.82–1.53 (m, 6H), 1.37–1.21 (m, 2H). 13C NMR (75 MHz, CDCl3) δ 156.58 (s), 147.29 (s), 138.31 (s), 137.95 (s), 128.94 (s), 125.20 (s), 122.23 (s), 117.22 (s), 40.72 (s), 30.27 (s), 24.96 (s), 23.65 (s).
4.1.5. Preparation of 5-(1-(cyclopentylmethyl)-1H-pyrazol-4-yl)-6-(2-methyl-3-oxoisoindolin-5-yl)picolinonitrile (8)
A mixture of 6a (0.4 mmol), 2-methyl-6-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)isoindolin-1-one (0.48 mmol), Pd(dtbpf)Cl2 (0.08 mmol) and K2CO3 (1.2 mmol) in 1,4-dioxane (1.5 mL) and H2O (0.5 mL) was stirred at ambient temperature for 10 min, then 100 °C for 3 h. The reaction was cooled to ambient temperature and quenched with H2O (10 mL). The mixture was extracted with ethyl acetate (3 × 15 mL). The combined organic layers were washed with H2O (2 × 15 mL) and brine (15 mL), dried over Na2SO4, and concentrated under reduced pressure. The residue was purified by silica gel chromatography, elution being carried out with ethyl acetate. Compound 8 was prepared in 64% yield as a light-yellow solid. Melting point: 227–228 °C. 1H NMR (300 MHz, CDCl3) δ 7.88 (d, J = 7.7 Hz, 2H), 7.67 (d, J = 8.0 Hz, 1H), 7.59 (d, J = 7.7 Hz, 1H), 7.46 (d, J = 7.8 Hz, 1H), 7.29 (s, 1H), 6.96 (s, 1H), 4.41 (s, 2H), 3.88 (d, J = 7.5 Hz, 2H), 3.20 (s, 3H), 2.36–2.18 (m, 1H), 1.64–1.50 (m, 6H), 1.13–1.02 (m, 2H). 13C NMR (75 MHz, CDCl3) δ 167.76 (s), 157.72 (s), 141.46 (s), 139.32 (s), 138.29 (s), 137.21 (s), 133.30 (s), 132.16 (s), 131.38 (s), 130.82 (s), 128.81 (s), 127.24 (s), 124.45 (s), 122.89 (s), 117.95 (s), 117.26 (s), 57.22 (s), 51.88 (s), 40.50 (s), 30.09 (s), 29.50 (s), 24.85 (s).
4.1.6. Preparation of 4-(1-(cyclopentylmethyl)-1H-pyrazol-4-yl)-3-(3-oxoisoindolin-5-yl)benzonitrile (9)
Compound 9 was prepared in a manner similar to that described for 8 in 66% yield as a yellow solid. Melting point: 184–185 °C. 1H NMR (300 MHz, CDCl3) δ 7.86–7.95 (m, 2H), 7.72–7.63 (m, 2H), 7.54–7.46 (m, 2H), 7.33 (s, 1H), 6.97 (s, 1H), 4.51 (s, 2H), 3.90 (d, J = 7.5 Hz, 2H), 2.35–2.22 (m, 1H), 1.68–1.49 (m, 6H), 1.14–1.04 (m, 2H). 13C NMR (75 MHz, CDCl3) δ 171.00 (s), 157.58 (s), 144.09 (s), 139.32 (s), 138.27 (s), 137.34 (s), 132.84 (s), 132.47 (s), 131.34 (s), 130.92 (s), 128.82 (s), 127.27 (s), 124.71 (s), 123.48 (s), 117.94 (s), 117.24 (s), 57.21 (s), 45.62 (s), 40.53 (s), 30.08 (s), 24.86 (s).
4.1.7. Preparation of 6-(3-(1-(cyclopentylmethyl)-1H-pyrazol-4-yl)-6-methylpyridin-2-yl)-2-methylisoindolin-1-one (10)
Compound 10 was prepared in a manner similar to that described for 8 in 53% yield as a white solid. Melting point: 64–65 °C. 1H NMR (300 MHz, CDCl3) δ 7.90 (s, 1H), 7.63 (d, J = 7.9 Hz, 1H), 7.52 (dd, J = 7.8, 1.6 Hz, 1H), 7.36 (d, J = 7.8 Hz, 1H), 7.22 (s, 1H), 7.14 (d, J = 7.9 Hz, 1H), 6.85 (s, 1H), 4.36 (s, 2H), 3.84 (d, J = 7.5 Hz, 2H), 3.17 (s, 3H), 2.58 (s, 3H), 2.32–2.16 (m, 1H), 1.64–1.40 (m, 2H), 1.14–0.98 (m, 2H). 13C NMR (75 MHz, CDCl3) δ 168.22 (s), 156.27 (s), 155.47 (s), 141.39 (s), 140.37 (s), 138.14 (s), 137.31 (s), 133.01 (s), 132.45 (s), 128.14 (s), 124.68 (s), 124.30 (s), 122.30 (s), 122.22 (s), 119.39 (s), 56.95 (s), 51.83 (s), 40.60 (s), 30.06 (s), 29.43 (s), 24.85 (s), 24.23 (s).
4.1.8. Preparation of 6-(3-(1-(cyclopentylmethyl)-1H-pyrazol-4-yl)-6-methylpyridin-2-yl)isoindolin-1-one (11)
Compound 11 was prepared in a manner similar to that described for 8 in 26% yield as a white solid. Melting point: 55–56 °C. 1H NMR (300 MHz, CDCl3) δ 7.97 (s, 1H), 7.65 (d, J = 7.9 Hz, 1H), 7.60 (dd, J = 7.8, 1.5 Hz, 1H), 7.42 (d, J = 7.7 Hz, 2H), 7.27 (s, 1H), 7.17 (d, J = 7.9 Hz, 1H), 6.87 (s, 1H), 4.46 (s, 3H), 3.87 (d, J = 7.5 Hz, 3H), 2.60 (s, 3H), 2.38–2.18 (m, 1H), 1.70–1.45 (m, 6H), 1.20–0.99 (m, 2H). 13C NMR (75 MHz, CDCl3) δ 171.49 (s), 156.38 (s), 155.36 (s), 143.03 (s), 141.41 (s), 138.17 (s), 137.42 (s), 133.12 (s), 132.21 (s), 128.18 (s), 124.92 (s), 124.31 (s), 122.90 (s), 122.27 (s), 119.39 (s), 56.98 (s), 45.48 (s), 40.63 (s), 30.07 (s), 24.87 (s), 24.24 (s).
4.1.9. Preparation of 5-(1-(cyclopentylmethyl)-1H-pyrazol-4-yl)-6-(2-(2-fluoroethyl)-3-oxoisoindolin-5-yl)picolinonitrile (12)
A solution of 9 (0.13 mmol) in THF (1 mL) was added dropwise to a solution of NaH (0.37 mmol, 60% suspension) in THF (1 mL) at 0 °C. The mixture was stirred at ambient temperature for 1 h ICH2CH2F (0.26 mmol) was added and the resulting mixture was stirred at 60 °C for 4 h. The reaction was cooled to ambient temperature and quenched with H2O (10 mL) at 0 °C. The mixture was extracted with ethyl acetate (3 × 15 mL). The combined organic layers were washed with H2O (2 × 15 mL) brine (15 mL), dried over Na2SO4, and concentrated under reduced pressure. The residue was purified by chromatography on silica gel, elution being carried out with ethyl acetate. Compound 12 was prepared in 39% yield as a white solid. Melting point: 155–156 °C. 1H NMR (300 MHz, CDCl3) δ 7.93–7.85 (m, 2H), 7.68 (d, J = 8.0 Hz, 1H), 7.63 (dd, J = 7.8, 1.4 Hz, 1H), 7.48 (d, J = 7.8 Hz, 1H), 7.32 (s, 1H), 6.98 (s, 1H), 4.79–4.57 (m, 4H), 4.01–3.84 (m, 4H), 2.36–2.20 (m, 1H), 1.67–1.45 (m, 6H), 1.14–1.04 (m, 2H). 19F NMR (282 MHz, CDCl3) δ −216.87 (tt, J = 47.4, 28.8 Hz). 13C NMR (75 MHz, CDCl3) δ 167.83 (s), 157.60 (s), 142.08 (s), 139.38 (s), 138.28 (s), 137.28 (s), 132.67 (s), 132.56 (s), 131.33 (s), 130.90 (s), 128.78 (s), 127.25 (s), 124.65 (s), 122.99 (s), 117.94 (s), 117.24 (s), 83.30 (d, J = 168.8 Hz), 57.21 (s), 51.48 (s), 43.16 (d, J = 19.8 Hz), 40.50 (s), 30.07 (s), 24.86 (s).
4.1.10. Preparation of 5-(1-(cyclopentylmethyl)-1H-pyrazol-4-yl)-6-(2-(3-fluoropropyl)-3-oxoisoindolin-5-yl)picolinonitrile (13)
Compound 13 was prepared in a manner similar to that described for 12 in 37% yield as a white solid. Melting point: 188–189 °C. 1H NMR (300 MHz, CDCl3) δ 7.97–7.82 (m, 2H), 7.67 (d, J = 7.4 Hz, 1H), 7.60 (d, J = 7.2 Hz, 1H), 7.47 (d, J = 7.4 Hz, 1H), 7.28 (s, 1H), 7.01 (s, 1H), 4.65–4.43 (m, 4H), 3.93–3.72 (m, 4H), 2.41–2.24 (m, 1H), 2.21–2.01 (m, 2H), 1.65–1.50 (m, 6H), 1.15–1.03 (m, 2H). 19F NMR (282 MHz, CDCl3) δ −216.71 (tt, J = 47.1, 26.2 Hz). 13C NMR (75 MHz, CDCl3) δ 167.85 (s), 157.65 (s), 141.65 (s), 139.40 (s), 138.29 (s), 137.30 (s), 133.17 (s), 132.35 (s), 131.31 (s), 130.86 (s), 128.87 (s), 127.25 (s), 124.54 (s), 123.00 (s), 117.96 (s), 117.25 (s), 81.67 (d, J = 165.4 Hz), 57.23 (s), 50.38 (s), 40.49 (s), 39.28 (d, J = 5.3 Hz), 30.08 (s), 29.32 (d, J = 19.7 Hz), 24.88 (s).
4.2. Pharmacology
Materials: Chinese hamster ovary-FlpIn cells were obtained from Invitrogen, hygromycin B was purchased from Roche Applied Science (Indianapolis, IN). Dulbecco's modified Eagle's medium (DMEM) and fetal bovine serum (FBS) were purchased from Invitrogen (Carlsbad, CA) and ThermoTrace (Melbourne, Australia), respectively. [3H]-N-methylscopolamine ([3H]-NMS; 72 Ci/mmol) and [35S]GTPγS (>1000 Ci/mmol) were purchased from PerkinElmer Life Sciences (Boston, MA). Acetylcholine was purchased from Sigma–Aldrich (St. Louis, MO). Cell Culture—FlpInCHO cells stably expressing the wild-type human muscarinic acetylcholine M4 receptor (hM4 mAChR) were grown in Dulbecco's modified Eagle's medium, supplemented with 5% fetal bovine serum (FBS), and were used directly for intact cell [3H]-NMS binding assays, or expended to generate membranes preparations for [35S]GTPγS binding assays. Membrane preparations—cells were grown until approximately 90% confluence and harvested using 2 nmol/L EDTA in phosphate-buffered saline (137 nmol/L NaCl, 2.7 nmol/L KCl, 4.3 nmol/L Na2HPO4, and 1.5 nmol/L KH2PO4; PBS). Cells were pelleted by centrifugation at 1200×g for 10 min, and the pellets were resuspended in 30 mL of buffer containing 20 nmol/L HEPES and 10 nmol/L EDTA at pH 7.4. All subsequent steps were performed at 4 °C. The cell suspension was homogenized using a Polytron homogenizer (PT 1200 CL; Kinematica, Basel, Switzerland), with two 10 s bursts separated by cooling on ice for a minimum of 30 s. The cell homogenate was centrifuged at 1700×g for 5 min, and the supernatant was transferred to new tubes and further centrifuged (38,000×g, 90 min) in a Sorval centrifuge. The pellet was resuspended in 10 mL of buffer (20 nmol/L HEPES and 0.1 nmol/L EDTA, pH 7.4) and briefly homogenized to ensure uniform consistency. The protein concentration was determined by the method of Bradford using bovine serum albumin as a standard.
Whole cell radioligand binding assays: FlpIn CHO cells stably expressing the hM4 were plated at the density of 20,000 per well of 96-well white clear bottom Isoplates (PerkinElmer Life Sciences, Boston, MA), and grown overnight at 37 °C. The following day, cells were washed twice with PBS, and incubated with increasing concentrations of ACh in the presence or absence of increasing concentrations of M4-PAMs, and [3H]-NMS (∼0.1 nmol/L) in a final volume of 200 μL. Atropine at the final concentration of 10 μmol/L was used to determine non-specific binding. The assays were terminated by rapid removal of the radioligand, and two washes with 100 μL/well of ice-cold 0.9% NaCl buffer. Radioactivity was determined by addition of 100 μL/well MicroScint scintillation liquid (PerkinElmer Life Sciences, Boston, MA), and counting in a MicroBeta plate reader (PerkinElmer Life Sciences, Boston, MA).
[35S]-GTPγS Binding Assay: Membrane homogenates (15 μg) were equilibrated in a 500 μL total volume of assay buffer containing 10 μmol/L guanosine 5′-diphosphate and a range of concentrations of ACh (10 nmol/L–10 mmol/L in the absence or presence of M4-PAMs (0.1–10 μmol/L) at 30 °C for 60 min. After this time, 50 μL of [35S]-GTPγS (1 nmol/L) was added, and incubation continued for 30 min at 30 °C. Incubation was terminated by rapid filtration through Whatman GF/B filters using a Brandell cell harvester (Gaithersburg, MD). Filters were washed three times with 3 mL aliquots of ice-cold 0.9% NaCl buffer and dried before the addition of 4 mL of Ultima Gold (PerkinElmer Life Sciences, Boston, MA). Vials were then left to stand until the filters became uniformly translucent before radioactivity was determined in cpm using scintillation counting.
All computerized nonlinear regression was performed using the program Prism 9.01 (GraphPad Software, San Diego, CA, USA). Binding interaction studies between ACh and M4-PAMs were fitted to the following allosteric ternary complex model Eq. (1):
(1) |
where Bmax is the total number of receptors, [D], [B] and [I] denote the concentrations of radioligand, allosteric ligand, and orthosteric ligand, respectively, and KD, KB and KI represent their respective equilibrium dissociation constants. α′ and α are the cooperativity factors between the M4-PAMs and radioligand or ACh, respectively. Values of α or α′ greater than 1 denote positive cooperativity, values between 0 and 1 denote negative cooperativity, and a value of 1 indicates neutral cooperativity.
Functional interaction studies between ACh and M4-PAMs in [35S]-GTPγS binding assays were analyzed using the following operational model of allosterism and agonism Eq. (2):
(2) |
where Emax is the maximal possible system response, and Basal is the response in the absence of agonist. KB is the equilibrium dissociation constant of allosteric ligand, and EC50 is the concentration of orthosteric agonist required to achieve half maximal response. [A] and [B] denote concentrations of orthosteric and allosteric ligands, respectively. α and β denote allosteric effects on orthosteric ligand binding affinity and efficacy, respectively, and τB denotes the efficacy of allosteric ligand.
Tango assays were performed as previously reported47. Briefly, HEK293 cells stably, expressing a tTA-dependent luciferase reporter and a β-arrestin2-TEV fusion gene, were maintained in DMEM supplemented with 10% FBS, 2 μg/mL puromycin, 100 μg/mL hygromycin B 100 U/mL penicillin and 100 μg/mL streptomycin in a humidified atmosphere at 37 °C in 5% carbon dioxide. Cells were then plated at 9 × 106 to 10 × 106 cells per 150-mm cell-culture dish for transfection. The following day, cells were transfected and on Day 3, the transfected cells were transferred in 50 μL of medium at 15,000 to 20,000 cells per well into poly-l-lysine-coated cell-culture plates. On Day 4, test ligand solutions were prepared in filter-sterilized assay buffer, consisting of 20 nmol/L HEPES and 1 × HBSS, pH 7.4, and 20 μL was added to each well. On Day 5, medium and drug solutions were removed from the wells, whereas 20 μL per well of Bright-Glo solution (Promega) diluted 20-fold in assay buffer was added to each well. Following an incubation period of 15–20 min at room temperature, luminescence was measured in a Trilux luminescence counter. Results are presented as luminescence units (RLU).
4.3. Radiochemistry
[18F]Fluoride ions were generated in a cyclotron (18 MeV protons and >98% enriched H218O) via the nuclear reaction of 18O(p, n)18F. [18F]fluoride ions were purified using an anion-exchange cartridge (Sep-Pak QMA Plus Light cartridge; Waters Cat. No. 186004540), whereas the elution from the cartridge was conducted with a solution of TBAOMs (3 mg) in MeOH (1 mL). After evaporation of the MeOH at 110 °C with a helium flow (10 min), a solution of tosylate precursor 14 (3 mg) in dry-MeCN/tBuOH (50/350 μL) was added, and the reaction mixture was left at 100 °C for 10 min. After cooling to ambient temperature, water (10 mL) was added and the resulting mixture passed through a Sep-Pak light C18 (Waters Cat. No. WAT023501). The product was eluted with acetonitrile (1 mL) and, following the addition of 2 mL water, purified by HPLC (Waters XSelect HSS T3 OBD™ Prep Column, 5 μm, 10 mm × 250 mm) with a flow rate of 5 mL/min using a mixture of acetonitrile/H2O (v/v = 45/55, containing 0.1% NEt3). The UV signal was monitored at a wavelength of 254 nm and the radioactive [18F]12 fraction was collected. After dilution with water (10 mL), the product was loaded onto an activated Sep-Pak light C18 (Waters cat. No. WAT023501), washed with 10 mL of water, and eluted with ethanol (0.5 mL). The final product was formulated in saline (5% ethanol). Chemical and radiochemical purity were assessed by analytical HPLC (XBridge, C18 column, 5 μm, 4.6 mm × 100 mm) with an eluent of CH3CN/H2O (45/55, v/v) at a flow rate of 1.0 mL/min.
4.4. In vitro autoradiography
In vitro autoradiography was performed as previously reported by our group48, however, with minor modifications. Briefly, mouse, rat, NHP and human brain tissues were cryosectioned into 20 μm sections and stored at −80 °C until the day of experiment. Cryosections were preincubated in the assay buffer (50 nmol/L Tris, pH 7.4) for 10 min at ambient temperature. Following the addition of [18F]12, sections were incubated at ambient temperature for 40 min. For blocking studies, non-radioactive 11 was added to the assay buffer. After incubation, brain sections were dipped in distilled water (3 × 5 s). All experiments were conducted in the presence and in the absence of carbachol. Brain sections were dried on air and subsequently exposed imaging plates (BASMS2025, GE Healthcare, NJ, USA) for 120 min. For quantification, ROIs were manually drawn on the autoradiograms. The radioactivity was measured on a Bio-Imaging analyzer system (BAS5000, Fujifilm) and normalized to a reference region.
4.5. PET/MRI imaging
Two male rhesus monkeys (weight range 4.1–4.5 kg) underwent PET scanning for 60 min with the head centered in the field of view. The tracer solution containing [18F]12 (5.928–5.994 mCi, 0.36–0.77 μg) in saline were injected to the monkey via a flexible percutaneous venous catheter. MRI was used for anatomical orientation. PET images were reconstructed and analyzed with PMOD (Zurich, Switzerland). Volumes of interest were defined based on the brain region assignment by MRI. Decay-corrected radioactivity is expressed as standardized uptake values (SUVs, radioactivity per mL tissue)/(injected radioactivity) × body weight.
Acknowledgments
We thank Allan I. Levey for reviewing the manuscript. AH was supported by the Swiss National Science Foundation (SNSF). This work was supported by the National Health and Medical Research Council (NHMRC) Program Grant (APP1055134, USA) and the Australian Research Council (ARC) Discovery Project (DP190102950, USA). TEJ was supported by grants from Fulbright Denmark, The Lundbeck Foundation, Eva and Henry Frænkels foundation, The Danish Cancer Society, The Harboe Foundation, Dr. Phil Ragna Rask-Nielsens Grundforskningsfond, Kong Christian den Tiendes fond, Carl og Ellen Hertz’ legat, The Scandinavian Society of Clinical Physiology and Nuclear Medicine, Christian og Otilla Brorsons Rejselegat, A.P. Møller fonden and Helsefonden.
Author contributions
Study conceptualization: Ahmed Haider, Celine Valant, Steven H. Liang; probe development and characterization: Ahmed Haider, Xiaoyun Deng, Olivia Mastromihalis, Stefanie K. Pfister, Troels E. Jeppesen, Zhiwei Xiao, Vi Pham, Shaofa Sun, Jian Rong, Chunyu Zhao, Jiahui Chen, Yinlong Li; data acquisition, analyses, and quality control: Ahmed Haider, Xiaoyun Deng, Olivia Mastromihalis, Stefanie K. Pfister, Troels E. Jeppesen, Zhiwei Xiao, Vi Pham, Shaofa Sun, Jian Rong, Chunyu Zhao, Jiahui Chen, Yinlong Li, Theresa R. Connors, April T. Davenport, James B. Daunais, Vahid Hosseini, Wenqing Ran, Arthur Christopoulos, Lu Wang; Manuscript drafting, editing and reviewing: Ahmed Haider, Celine Valant, Steven H. Liang.
Conflicts of interest
The authors declare no conflict of interest.
Footnotes
Peer review under the responsibility of Chinese Pharmaceutical Association and Institute of Materia Medica, Chinese Academy of Medical Sciences.
Supporting data to this article can be found online at https://doi.org/10.1016/j.apsb.2022.07.008.
Contributor Information
Celine Valant, Email: celine.valant@monash.edu.
Steven H. Liang, Email: liang.steven@mgh.harvard.edu, hceline.valant@monash.edu.
Appendix A. Supplementary data
The following is the Supplementary data to this article:
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