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. 2023 Jul 24;66(15):10628–10638. doi: 10.1021/acs.jmedchem.3c00775

In Silico Discovery and Subsequent Characterization of Potent 4R-Tauopathy Positron Emission Tomography Radiotracers

Thomas J A Graham †,*, Anton Lindberg , Junchao Tong , Jeffrey S Stehouwer §, Neil Vasdev ‡,, Robert H Mach , Chester A Mathis §
PMCID: PMC10424182  PMID: 37487189

Abstract

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A chemical fingerprint search identified Z3777013540 (1-(5-(6-fluoro-1H-indol-2-yl)pyrimidin-2-yl)piperidin-4-ol; 1) as a potential 4R-tau binding ligand. Binding assays in post-mortem Alzheimer’s disease (AD), progressive supranuclear palsy (PSP), and corticobasal degeneration (CBD) brain with [3H]1 provided KD (nM) values in AD = 4.0, PSP = 5.1, and CBD = 4.5. In vivo positron emission tomography (PET) imaging in rats with [18F]1 demonstrated good brain penetration and rapid clearance from normal brain tissues. A subsequent molecular similarity search using 1 as the query revealed an additional promising compound, Z4169252340 (4-(5-(6-fluoro-1H-indol-2-yl)pyrimidin-2-yl)morpholine; 21). Binding assays with [3H]21 provided KD (nM) values in AD = 1.2, PSP = 1.6, and CBD = 1.7 and lower affinities for binding aggregated α-synuclein and amyloid-beta. PET imaging in rats with [18F]21 demonstrated a higher brain penetration than [18F]1 and rapid clearance from normal brain tissues. We anticipate that 1 and 21 will be useful for the identification of other potent novel 4R-tau radiotracers.

Introduction

The accumulation of tau protein as ordered filaments arranged in beta-pleated sheets represents an important characteristic of neurodegenerative disorders known as the tauopathies.13 Human tau comprises six isoforms that possess three microtubule-binding repeats (3R) or four repeats (4R). Ordered filaments found in tauopathies vary in their makeup: Pick’s disease (PiD) primarily comprises 3R-tau,4,5 progressive supranuclear palsy (PSP) and corticobasal degeneration (CBD) are primarily 4R-tau,4 and Alzheimer’s disease (AD) and chronic traumatic encephalopathy (CTE) are made up of mixed 3R/4R-tau.610 Recently, cryo-EM studies have further demonstrated that these tauopathies can be delineated by their structures. The mixed 3R/4R tauopathies (AD/CTE) share a common fold,1113 whereas the predominately 3R or 4R tauopathies (PiD, PSP, or CBD) comprise unique folds.1416 Additionally, the structures observed in AD, CTE, PSP, CBD, and PiD revealed the presence of two filament types made up of identical protofilaments.17 Taken together, the structures of tau filaments observed in neurodegenerative tauopathies show a wide diversity.

Definitive diagnoses for all tauopathies rely on clinical presentation and post-mortem pathological examination. Over the past decade, significant progress has been made toward the development of positron emission tomography (PET) tracers for AD tauopathies. Several radiopharmaceuticals have been advanced to investigational human AD studies, and current work is focused on improving binding affinity and selectivity for 3R/4R-tau aggregates, increasing dynamic range, and reducing nonspecific and off-target binding. Of the tau-PET radiopharmaceuticals currently under investigation, [18F]Tauvid (a.k.a. [18F]flortaucipir and [18F]T807) and [18F]MK-6240 (Figure 1) are the most established, with the former receiving FDA approval in 2020 for patients with AD.1825 While both of these probes have seen investigational use for the assessment of tau pathology in AD, their potential for use in non-AD tauopathies appears to be limited. A combination of clinical and preclinical data suggest that these tracers share a common binding site on AD-tau (3R/4R) and lack evidence of high-affinity, displaceable binding to non-AD tauopathies in autoradiography experiments.2629 In contrast to AD-tau radioligands, PET imaging agents for 3R- and 4R-dominant non-AD tauopathies (PiD, PSP, and CBD) remain underdeveloped. Of the radioligands reported to bind 4R non-AD tauopathies, [18F]PM-PBB3 (a.k.a. [18F]florzolotau and [18F]APN-1607) and [18F]PI-2620 are the most advanced (Figure 1). Preclinical investigation of these ligands with autoradiography demonstrated that these ligands bind both AD (3R/4R) and non-AD 4R tauopathies.30,31 Furthermore, human imaging studies with [18F]PI-2620 and [18F]PM-PBB3 show that they may be capable of detecting 4R-tau deposits in non-AD tauopathies.3135 While encouraging, the PET outcome measures (SUVR or DVR) of these radioligands in non-AD tauopathies were modest, and the tracers require further characterization before entering routine clinical use.36,37

Figure 1.

Figure 1

Structures of leading tau-PET ligands Tauvid, [18F]MK-6240, [18F]JNJ-067, [18F]PI-2620, [18F]PM-PBB3, [18F]CBD-2115, and tracers discovered in this work ([18F]1 and [18F]21).

We recently reported 2-(2-fluoro-6-(4-(hydroxymethyl)piperidin-1-yl)pyridin-3-yl)-1H-indol-5-ol, CBD-2115 (a.k.a. OXD-2115, Figure 1), as a first in class 4R-tau ligand for PET imaging. In our assays, [3H]CBD-2115 bound AD, PSP, and CBD post-mortem tissues with high affinity.38 While [3H]CBD-2115 showed promising in vitro results, the low brain penetrance of [18F]CBD-2115 in nonhuman primates and rodents likely prevents its use as a radiotracer for in vivo PET studies. Furthermore, it is anticipated that additional improvements to the binding affinity for 4R-tau aggregates will be required as a consequence of their low abundance in non-AD tauopathies relative to the higher abundance of 3R/4R aggregates typically found in AD cases. This notion is further supported by the modest PET outcome measures observed with [18F]PI-2620 and [18F]PM-PBB3. Given the promising in vitro binding results of [3H]CBD-2115 for non-AD tauopathies, the current study was initiated to identify chemical matter that may improve the affinity for 4R-tau aggregates. We also sought to improve brain penetrance, as dynamic PET imaging with [18F]CBD-2115 was conducted in mice, rats, and nonhuman primates, and all species showed initial brain uptake of 0.5–0.65 standardized uptake value (SUV) with fast clearance from normal tissues. Herein, we describe our efforts using in silico methods to identify new lead 4R-tau ligands.

Results and Discusssion

This study examined a variety of in silico approaches geared toward the identification of ligands for non-AD tauopathies. Given the recently disclosed cryo-EM structure identifying the binding site of PM-PBB3 within AD-tau filaments, we considered the possibility that CBD-2115 may also bind these sites.39 Although the cryo-EM structures of AD and non-AD tau filaments show distinct structures, there may be common features found within their small-molecule binding sites. This could enable the application of structure-based in silico methods such as docking to identify a novel chemical matter with sufficient affinity to be useful as a PET radioligand.40 We interrogated this line of reasoning by conducting a series of cross-competition binding experiments with PM-PBB3 and CBD-2115 in post-mortem tissues, including AD, PSP, and CBD tissues (Table 1). CBD-2115 was unable to effectively displace [3H]PM-PBB3 at concentrations of up to 10 μM, indicating that these ligands do not share overlapping high affinity binding sites. This was further supported with the similar observation that PM-PBB3 was unable to displace [3H]CBD-2115 in these tissues up to 10 μM. This result is noteworthy, as it suggests that there exist at least two distinct binding sites on 4R-tau filaments found in PSP and CBD. In the case of PM-PBB3, the binding sites identified in the cryo-EM structure of PM-PBB3 were not predicted using in silico methods.39 Given this precedent and the lack of observed displacement in cross-competition binding experiments, it was judged likely that further experimental efforts would be required to identify the binding site(s) of CBD-2115. As a result, we had low confidence that a structure-based in silico approach would enable us to identify novel high affinity ligands.

Table 1. Inhibition Constant (Ki) Values (n = 1) of Unlabeled CBD-2115 and PM-PBB3 and Their Radioligands in AD, PSP, and CBD Brain Homogenates.

    AD tissue PSP tissue CBD tissue
radioligand competitor Ki (nM) Ki (nM) Ki (nM)
[3H]PM-PBB3 CBD-2115 7140 >10,000 2930
[3H]CBD-2115 PM-PBB3 7930 >10,000 1540

As a result of the absence of structural information surrounding the binding site of CBD-2115, we considered the use of a ligand-based in silico method for the identification of potential leads.41 Previous structure–activity relationship (SAR) studies that led to the development of the AD-tau PET radiotracers [18F]JNJ-067 and [18F]PI-2620 showed that the addition and variation of heterocyclic nitrogen positions within the core of their respective lead compounds could significantly impact potency and selectivity.42,43 We hypothesized that a similar variation of the heterocyclic nitrogens found in CBD-2115 could play an important role in the optimization of the affinity for tau. This led us to consider virtual screening approaches that would identify hit compounds with a core similar to CBD-2115, but with additional nitrogens within the aromatic rings. While this approach could sacrifice the potential novelty of chemical matter identified during our virtual screen, it would likely enrich the possibility for finding active compounds, as the identified hits might reveal additional details about the SAR of CBD-2115. As a result, we opted to use a chemical-fingerprint-based method to identify closely related compounds to CBD-2115 from virtual screening libraries.

The in silico search was initiated by constructing a high-resolution structural fingerprint database of a 3.5B compound library from the Enamine REAL collection. Our in-house software for fingerprint searches, molbeam, utilized RDKit Morgan fingerprints (radius = 2; 4096 bit) to describe compounds found within the library and employed an approach that relied on the minimization of Jaccard distance to identify promising leads.44,45 The top 750 compounds were subjected to visual inspection and resulted in the identification of Z3777013540 (1-(5-(6-fluoro-1H-indol-2-yl)pyrimidin-2-yl)piperidin-4-ol, 1), a compound that bears structural similarity to CBD-2115 and varies the position of heterocyclic nitrogens found within its core (Figure 1). In addition to similarity, two scoring methods (CNS MPO and BBB) for predicting brain penetrance were used to compare 1 to CBD-2115.46,47 Given the more favorable CNS MPO scores (3.7 for CBD-2115 vs 3.8 for 1), CNS PET MPO scores (1.9 for CBD-2115 vs 2.8 for 1), and BBB scores (3.18 for CBD-2115 vs 3.55 for 1) relative to CBD-2115, we opted to evaluate 1 as a potential lead.38,46 The improved predictive scores for brain uptake by all three calculations for 1 over CBD-2115 were primarily attributed to a decreased number of hydrogen bond donors. Disappointingly, 1 showed poor displacement of [3H]CBD-2115 in AD, PSP, and CBD brain tissue (Table 2). To our surprise, the evaluation of 1 against [3H]PM-PBB3 revealed low nM Ki values in AD, PSP, and CBD brain tissues (Table 2). This result was unexpected, as our initial cross-competition binding studies demonstrated that PM-PBB3 and CBD-2115 do not share a common high affinity binding site (Table 1). The primary structural differences between 1 and CBD-2115 include the substitution pattern on the indole (5-OH to 6-F), B-ring (pyridinyl to pyrimidinyl), and truncation of a methylene in the 4-piperidine substituent. Together, these modifications resulted in a remarkable shift in binding site selectivity toward displacement of PM-PBB3. Although this result was unforeseen, we further sought to characterize the in vitro binding properties of 1 in AD, PSP, and CBD brain tissue.

Table 2. Inhibition Constant (Ki) Values (n = 1) of Unlabeled 1 and Tau Radioligands in AD, PSP, and CBD Brain Homogenates.

radioligand competitor AD tissue Ki (nM) PSP issue Ki (nM) CBD issue Ki (nM)
[3H]PM-PBB3 1 18 20 22
[3H]CBD-2115 1 270 250 210
[3H]PI-2620 1 80 95 71

Tritium labeling of 1 was conducted by a commercial vendor (Novandi AB, Södertälje Sweden) through Ir-catalyzed hydrogen-tritium exchange, resulting in a high molar activity of [3H]1 (2.72 GBq/μmol). Homologous binding assays with [3H]1 in AD, PSP, and CBD brain tissue homogenates revealed low nM KD values (Table 3). In addition, binding assays with [3H]1 in PiD and Parkinson’s disease (PD) homogenates revealed relatively high affinity of the radioligand to the PiD brain and low affinity to the PD brain containing α-synuclein aggregates (Table 3).

Table 3. Equilibrium Dissociation Constant (KD) and Maximum Binding Density (Bmax) Values (n = 3; Mean ± SD) of [3H]1 in AD, PSP, CBD, PiD, and PD Brain Homogenates.

radioligand AD tissue
PSP tissue
CBD tissue
PiD tissue
PD tissue
  KD (nM) Bmax (nM) KD (nM) Bmax (nM) KD (nM) Bmax (nM) KD (nM) Bmax (nM) KD (nM) Bmax (nM)
[3H]1 4.0 ± 3.1 520 ± 370 5.1 ± 1.2 310 ± 90 4.5 ± 0.4 270 ± 40 9.7 ± 7.4 190 ± 100 89 ± 10 140 ± 50

Additional binding assays were conducted in AD tissue homogenates to assess the affinity of 1 in competition with [3H]PiB binding to aggregated amyloid-beta (Aβ). The Ki of 1 versus [3H]PiB in AD tissue was 142 ± 5 nM (n = 3, mean + SD), indicating a relatively poor affinity of 1 for the PiB binding site on aggregated Aβ.

Next, we profiled a variety of tau tracers in competition binding studies with [3H]1 to gain further insights into its binding site (Table 4). CBD-2115, MK-6240, and Tauvid revealed less effective competition in AD and PSP tissues compared to PM-PBB3. The relatively high Ki values observed with CBD-2115, MK-6240, and Tauvid support the notion that the high affinity binding site of 1 is largely distinct from those of these ligands. The use of PI-2620, a mixed 3R/4R- and 4R-tau agent, revealed high double-digit nanomolar Ki values in AD and PSP tissue. Given the observed Ki values, it is possible that PI-2620 shares some overlap in binding with 1. Next, we profiled PM-PBB3 versus [3H]1 in AD and PSP tissues and observed low nanomolar Ki values, indicating that these ligands share overlap in their binding sites. This observation is consistent with the Ki values obtained when 1 was competing against [3H]PM-PBB3 in AD and PSP tissue (Table 2). Taken together, 1 and PM-PBB3 appear to share similar binding sites with comparable affinity, suggesting that 1 may prove useful as a lead compound for the identification of ligands that bind the PM-PBB3 binding site.

Table 4. Inhibition Constant (Ki) Values (n = 1) of [3H]1 and Prototypical Tau Ligands in AD and PSP Brain Homogenates.

radioligand competitor AD tissue Ki (nM) PSP tisue Ki (nM)
[3H]1 PM-PBB3 15 18
[3H]1 CBD-2115 745 520
[3H]1 PI-2620 58 89
[3H]1 MK-6240 96 315
[3H]1 Tauvid >1000 >1000

We next turned our attention toward conducting initial SAR studies with the goal of improving the binding affinity. We utilized the SmallWorld similarity search (https://sw.docking.org) to identify a range of compounds that shared structural similarity with 1 within the Enamine REAL collection (22Q1) and focused on compounds modifying the indole core. Generally, compounds were picked from a pool that provided variation of the 6-fluoroindole core and maintained a similarity distance of less than 5. Our search revealed approximately 20 compounds with close structural similarity, and 17 were obtained commercially. The Tanimoto similarity scores (RDKit Morgan fingerprints, 1024 bit, radius = 2) between the selected compounds and 1/CBD-2115 were also calculated and indicated the selected compounds show low similarity to CBD-2115 (Table S2). Given the relative scarcity of well-characterized, copathology free AD and PSP tissues, compounds were initially triaged through a single-point screen at 300 nM concentration of unlabeled test compound versus [3H]1. For compounds showing >65% displacement of [3H]1, full competition binding curves were then determined. Evaluation of various replacements for the indole moiety on 1 was generally not favorable (Table 5). Some activity could be retained in both AD and PSP tissue when aza-indoles or triazolopyrimidine was utilized (24), although they did not reach the specified cutoff. More encouraging results were seen with benzothiophene derivatives, with 4-hydroxy-benzothiophene (6) displaying >65% inhibition of [3H]1 in both AD and PSP tissues. This activity was completely lost when moving from a benzothiophene core to a benzothiazole or azabenzothiazole (7 and 8). Similarly, compounds 8 and 9 showed a decrease in activity. Additionally, we examined a series of quinoline and isoquinoline derivatives (1113), but generally found a loss of activity in PSP tissue. Finally, evaluation of substituted five-membered heterocycles including pyrazole (15), imidazole (16 and 17), and thiazole (18) revealed a substantial loss in activity in both AD and PSP tissues. Taken together, the results indicate that the binding affinity of 1 is strongly dependent on the presence of the 6-fluoro-indole core or electron-rich benzothiophenes. Following our initial screen, we selected benzothiophene compound 6 for further profiling. Competition binding assays with 6 versus [3H]1 revealed modest potency in AD (Ki = 12 nM; n = 1) and PSP homogenates (Ki = 22 nM; n = 1), respectively.

Table 5. Effect on Binding Affinity of Varying the 6-Fluoro-indole Group of 1a.

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graphic file with name jm3c00775_0005.jpg

a

Single concentration (300 nM) screening assay of Z-compounds vs [3H]1 in AD and PSP brain homogenates (n = 1). Values shown are % bound [3H]1 remaining vs 300 nM Z-compounds (smaller % remaining indicates greater competition).

In addition to SAR studies, we conducted preliminary PET imaging studies with [18F]1 in rats. Although these preliminary imaging studies may not be translatable to nonhuman primates or humans, they give an early look at whether [18F]1 is brain penetrant or prone to defluorination. Furthermore, the study may also give an indication of whether [18F]1 could have off-target binding. [18F]1 was synthesized twice in nonoptimized radiochemical yield (RCY) of ∼0.5%, 99% radiochemical purity (RCP) and molar activities (Am) of 46.1 and 47.2 GBq/μmol using alcohol-enhanced copper-mediated radiofluorination (Figure 2A).48 Although unclear, a potential reason for the poor RCY could include protodeboronation of the starting material.49 The log D7.4 of [18F]1 was measured using the shake-flask procedure to 3.36 ± 0.04, which is within the upper range of known brain penetrant PET radiotracers.50,51 Dynamic PET imaging was performed in four healthy wild-type (wt) rats. Following bolus intravenous (i.v.) administration of [18F]1, radioactivity in the whole brain reached an initial maximum of 1.7 ± 0.2 standardized uptake value (SUV) within 5 min of injection and decreased to 0.4 SUV by the end of the 120 min PET scan (Figure 2B,C). The results indicate that [18F]1 is brain-penetrating and shows reasonable clearance from the brain over the course of the scan.

Figure 2.

Figure 2

(A) Radiolabeling of [18F]1. (B) Whole brain time activity curve (mean ± SD) of [18F]1 in rats (n = 4, 2F/2M). (C) PET summation image of the entire acquisition (0–120 min).

In an effort to identify more potent 4R-tau ligands than 1, an additional chemical fingerprint search using 1 as the query of the Enamine REAL library was conducted and revealed three promising compounds that competed well with both [3H]1 and [3H]PM-PBB3 in AD and PSP tissues (Table 6). The most potent of these was Z4169252340 (4-(5-(6-fluoro-1H-indol-2-yl)pyrimidin-2-yl)morpholine; 21), which was tritiated using Ir-catalyzed hydrogen-tritium exchange, resulting in high molar activity [3H]21 (1.92 GBq/μmol).

Table 6. Inhibition Constant (Ki) Values (n = 1) of [3H]1 vs Three Z-Compounds in AD and PSP Brain Homogenatesa.

graphic file with name jm3c00775_0006.jpg

a

Compounds 19 (Z5555972217), 20 (Z5555971887), and 21 (Z4169252340) are a promising second series of in silico molecular similarity search leads.

Binding assays with [3H]21 in tissue homogenates provided KD and nominal Bmax values in AD, PSP, CBD, PiD, and PD tissues (Table 7). KD values in AD, PSP, and CBD tissues approached 1 nM, while those in PiD and PD tissues were considerably higher. Additional binding assays were conducted in AD tissue homogenates to assess the affinity of 21 in competition with [3H]PiB binding to aggregated Aβ. The Ki of 21 versus [3H]PiB in AD tissue was 62 ± 3 nM (n = 3; mean ± SD), indicating a relatively low affinity of 21 for the PiB binding site on aggregated Aβ.

Table 7. Equilibrium Dissociation Constant (KD) and Maximum Binding Density (Bmax) Values (n = 3; Mean ± SD) of [3H]21 in AD, PSP, CBD, PiD, and PD Brain Homogenates.

  AD tissue
PSP tissue
CBD tissue
PID tissue
PD tissue
radioligand KD (nM) Bmax (nM) KD (nM) Bmax (nM) KD (nM) Bmax (nM) KD (nM) Bmax (nM) KD (nM) Bmax (nM)
[3H]21 1.2 ± 0.5 490 ± 280 1.6 ± 0.2 260 ± 70 1.7 ± 0.3 210 ± 50 10.3 ± 4.2 150 ± 80 140 ± 60 290 ± 170

We next determined the potency of 21 to compete with three tau tracers (Table 8). As was observed with 1, compound 21 competed well with [3H]PM-PBB3 in AD, PSP, and CBD tissues and less avidly with [3H]PI-2620 and [3H]CBD-2115. Hence, 21 and PM-PBB3 appear to share similar binding sites in AD, PSP, and CBD tissues, suggesting that 21 may prove useful, along with 1, as a lead compound for the identification of ligands that bind the PM-PBB3 binding site.

Table 8. Inhibition Constant (Ki) Values (n = 1) of 21 and Tau Radioligands in AD, PSP, and CBD Brain Homogenates.

    AD tissue PSP tissue CBD tissue
radioligand competitor Ki (nM) Ki (nM) Ki (nM)
[3H]PM-PBB3 21 22 18 19
[3H]CBD-2115 21 270 270 230
[3H]PI-2620 21 100 93 110

The radiosynthesis of [18F]21 was successfully carried out twice in nonoptimized of <1% RCY, 99% RCP and had Am of 70.3 and 69.2 GBq/μmol using the same alcohol-enhanced copper-mediated radiofluorination employed for the synthesis of [18F]1 (Figure 3A).48 Although unclear, a potential reason for the poor RCY could include protodeboronation of the starting material.49 The log D7.4 of [18F]21 was measured using the shake-flask procedure to 3.42 ± 0.08, which as expected is higher than [18F]1 but also within the upper range of known brain penetrant PET radiotracers.50,51 Dynamic PET imaging was performed in four healthy wild-type rats. Following bolus i.v. administration of [18F]21, radioactivity in the whole brain reached an initial maximum of 2.8 ± 0.15 SUV within 5 min of injection and decreased to 0.5 SUV by the end of the 120 min PET scan (Figure 3B,C). The results indicate that [18F]21 is brain penetrant and shows reasonable clearance from the brain during the course of the scan. Accumulation of radioactivity in bone tissue was observed during the PET scan reaching a maximum of 1.9 SUV after 120 min (Figure 3C), which could be a sign of defluorination and formation of free [18F]fluoride.

Figure 3.

Figure 3

(A) Radiolabeling of [18F]21. (B) Whole brain time activity curve (mean ± SD) of [18F]21 in rats (n = 4, 2F/2M). (C) PET summation images from rat PET scans using [18F]21 from 0 to 5 and 0–120 min. The first panel shows initial brain uptake, while the second panel shows likely skull uptake occurring over 120 min.

In summary, a chemical fingerprint similarity search was conducted within the Enamine REAL collection to identify compounds selective for 4R-tau that would overcome the limitations associated with CBD-2115. These searches identified 1 and 21, which showed remarkable shifts in binding site preference toward the PM-PBB3 binding site found on tau filaments in AD, PSP, and CBD brain tissues. These outcomes were unexpected, as PM-PBB3 and CBD-2115 bind different sites on tau filaments. Tissue binding studies carried out with [3H]1 and [3H]21 indicated that their affinities (KD) in AD, PSP, and CBD tissues were in the low nM range. This is notable because PM-PBB3 and related compounds possess a butadiene moiety that is ambient light sensitive, making its use for routine clinical imaging and high-throughput screening challenging.52,53 Following the discovery of 1, we conducted initial SAR studies that focused on replacing the 6-fluoro-indole core, leading to the discovery of 6, which features a 4-hydroxy-benzothiophene. While 6 does not significantly improve upon the affinity of 1, it demonstrates that the 6-fluoro-indole core can be substituted with different heterocycles.

Future work could further expand upon these observations and aim toward the discovery of even higher affinity 4R-tau ligands. Furthermore, 1 and 21 could be useful probes for supporting the identification of small-molecule binding sites on 4R-tau aggregates with cryo-EM. This may enable structure-based efforts to improve the affinity and selectivity of these compounds and provide useful models for virtual screening methods such as docking. In addition to extensive in vitro characterization, preliminary PET imaging studies with [18F]1 and [18F]21 indicated that the radioligands have favorable brain penetration and clearance in rats. This supports our observation that both 1 and 21 possessed improved CNS MPO and BBB scores relative to CBD-2115 and is attributed to decreased number of hydrogen bond donors. This encouraging observation suggests that related compounds may also possess similar BBB penetrance. Taken together, we anticipate that 1 and 21 will be of value in the discovery of additional radioligands targeting non-AD tauopathies.

Experimental Section

General

Animal studies were carried out in accordance with the guidelines put forth by the institutional animal care and use committees at CAMH. The purity of final products was determined by HPLC. All final products had a purity of ≥95%, unless noted otherwise. The unlabeled compounds in this study were obtained from the following vendors: PM-PBB3 (MedChem Imaging, Inc., USA); CBD-2115 (Oxiant Discovery AB and Novandi Chemistry AB, Sweden); PI-2620 (MedChem Imaging, Inc., USA); MK-6240 (Cerveau Technologies, USA); Tauvid (Huayi Isotopes Company, Canada); PiB (University of Pittsburgh, USA); compounds 121 were obtained from Enamine (see the Supporting Information for chemical purity); and precursors for [18F]1 and [18F]21 were custom synthesized by a commercial vendor (MedChem Imaging, Inc., USA) in >95% purity (Figures S3 and S4).

Tritiated Radioligands

Tritium labeled compounds were custom-synthesized by a commercial vendor (Novandi Chemistry AB, Sweden) with a high RCP and Am: [3H]PM-PBB3: RCP 99% and Am 2.63 ± 0.35 TBq/mmol (70.5 ± 9.5 Ci/mmol); [3H]CBD-2115: RCP > 96% and Am 1.21 ± 0.21 TBq/mmol (32.75 ± 6.02 Ci/mmol); [3H]PI-2620: RCP > 97% and Am 1.82 TBq/mmol (49 Ci/mmol); [3H]PiB: RCP > 98% and Am 3.01 and 3.03 TBq/mmol (81 and 82 Ci/mmol); [3H]1: RCP > 99% and Am 2.72 TBq/mmol (74 Ci/mmol); [3H]21: RCP > 98% and Am 1.95 TBq/mmol (53 Ci/mmol).

Fingerprint Similarity Search

Software utilized for conducting the fingerprint search is provided at https://github.com/abazabaaa/molbeam_fp. A test script is provided to demonstrate a fingerprint search on a small scale.

Post-Mortem Tissues

Post-mortem human brain tissues were collected by brain banks at the University of California, San Francisco (UCSF) and Banner/Sun Health AZ following informed consent of the donors and utilized at the University of Pittsburgh under the approval of the Committee for Oversight of Research and Clinical Training Involving Decedents (CORID no. 295). The binding assays utilized fresh frozen, autopsy-confirmed, post-mortem human AD, PSP, CBD, and PiD brain tissue blocks (1 cm3) obtained from the Neurodegenerative Disease Brain Bank at UCSF, containing only frequent mixed 3R/4R-tau neurofibrillary tangles and amyloid-beta plaque aggregates (AD tissue middle frontal gyrus), or only 4R-tau aggregates (PSP tissue, superior frontal gyrus, or CBD tissue, middle frontal gyrus), or only 3R-tau aggregates (PiD tissue middle frontal gyrus) and no other detectable aggregated amyloid or TDP-43 species. Fresh frozen, autopsy-confirmed human PD anterior cingulate cortex brain tissue blocks (1 cm3) were obtained from Dr. Thomas Beach at Banner/Sun Health AZ through the Michael J. Fox Foundation and contained frequent α-synuclein aggregates and no other detectable aggregated amyloid or TDP-43 species. The frozen tissue blocks were separately thawed and homogenized in ice-cold pH 7.0 phosphate-buffered saline (PBS) at 300 mg/mL on ice using a glass homogenizer, diluted 30-fold with PBS to 10 mg/mL and homogenized a second time with a Brinkmann Polytron homogenizer before storage at −80 °C. At the time of binding assays, frozen brain tissue homogenates were thawed to room temperature and diluted 10-fold in PBS to a concentration of 1 mg/mL.

In Vitro Competition (Ki) Assays

The equilibrium inhibition constant (Ki) values of the unlabeled compounds were determined versus tritium-labeled radioligands using published methods.54 Briefly, for non-Enamine compounds, the concentration of the unlabeled competitor compound (∼400 μM in the stock solution) was determined by quantitative NMR in DMSO-d6 (0.25% DMSO in the final assay vials). The appropriate concentrations (ranging from 0.1 to 1000 nM) of unlabeled competitor in 400 μL of PBS buffer were combined with 500 μL of the tritium-labeled radioligand in PBS (∼1 nM final concentration of radioligand). For Enamine compounds 121, the 10 mM stock solutions in DMSO were diluted to the appropriate concentrations (ranging from 0.1 to 1000 nM) of unlabeled competitor in 400 μL of PBS buffer and combined with 500 μL of the tritium-labeled radioligand in PBS (∼1 nM final concentration of radioligand). The assay was initiated by the addition of 100 μL of 1 mg/mL brain tissue homogenate to achieve a final concentration of 100 μg tissue/mL. After incubation for 60 min at room temperature, the binding mixture was filtered through a Whatman GF/B glass filter via a Brandel M-24R cell harvester (Gaithersburg, MD, USA) and rapidly washed four times with 3 mL of PBS buffer. The filters were counted in CytoScint-ES after thorough vortexing by using a liquid scintillation counter. Complete (100%) inhibition of specific binding was defined as the number of counts displaced by 1 μM unlabeled radioligand. All assays were performed in triplicate at each concentration.

Binding Affinity (KD) Assays

Tritium-labeled radioligand binding assays utilized AD, PSP, CBD, PiD, or PD brain homogenates to determine equilibrium dissociation constant (KD) values and were performed with minor modifications of the procedure previously described in detail.55 The unlabeled test compound was dissolved in DMSO at 400 μM and then diluted to 20 μM with PBS to yield 5% DMSO/PBS. The remaining serial dilutions (typically from 6 μM to 4 nM) were made with 5% DMSO/PBS to maintain a constant DMSO concentration in the final assay. Fifty μL of these solutions was combined with 50 μL of tritiated test compound and 800 μL of PBS to yield 0.25% DMSO, ∼ 1 nM tritiated compound, and 0.2–1000 nM unlabeled compound in the final assay. The assay began by addition of 100 μL of the 1 mg/mL brain homogenate to achieve a final concentration of 100 μg tissue/mL. After incubation for 60 min at room temperature, the binding mixture was filtered through a Whatman GF/B glass filter via a Brandel M-24R cell harvester (Gaithersburg, MD) and rapidly washed three times with 3 mL of PBS. The filters were counted in CytoScint-ES after thorough vortexing and sitting overnight. All assays were performed at least in triplicate. The concentration of bound compound was determined from the radioactivity retained on the filter after correcting for the nondisplaceable radioactivity (defined as that remaining with ∼1 μM unlabeled compound) and the specific activity of the tritiated compound after dilution with varying concentrations of unlabeled compound. The KD value was determined by the slope (slope = −1/KD) of a Scatchard plot of the bound/free versus bound radioligand values at the different ligand concentrations and the Bmax value was determined by the x-axis intercept of the bound/free versus bound line.

Single Concentration Screening Assays

Screening assays of test compounds were conducted at a single concentration of 300 nM unlabeled competitor. The assay was conducted similarly as described for the determination of Ki values, where no (0%) inhibition was defined by the number of counts specifically bound without the addition of any unlabeled competitor and complete (100%) inhibition was defined as the number of counts nonspecifically bound at 1 μM of the unlabeled radioligand. The % inhibition of the radioligand by the test compound at 300 nM was defined by the number of counts specifically bound at 300 nM divided by the difference of counts at 0% inhibition minus the counts at 100% inhibition multiplied by 100. All assays were performed in triplicate at each concentration.

Radiochemistry

For radiofluorination of [18F]1, tert-butyl 2-(2-(4-((tert-butoxycarbonyl)oxy)piperidin-1-yl)pyrimidin-5-yl)-6-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)-1H-indole-1-carboxylate was used as the precursor, and for radiolabeling of [18F]21, tert-butyl 2-(2-morpholinopyrimidin-5-yl)-6-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)-1H-indole-1-carboxylate was used as the precursor. Briefly, no-carrier added [18F]F was produced via the 18O(p,n)18F reaction (Scanditronix MC-17 cyclotron) and transferred in [18O] water to an automated commercial radiosynthesizer (GE TRACERlab FX2N) in a lead shielded hot cell. The [18F]F was trapped on a PS-HCO3 ion exchange column (Chromafix) before being eluted with tetraethylammonium carbonate (5.2 mg, 18.6 μmol) in methanol (1 mL) in the reaction vessel. Solvents were evaporated under vacuum and subsequently azeotropically dried with acetonitrile (1 mL) under continuous nitrogen flow. The precursor (3 mg, 5 μmol) and tetrakis(pyridine)copper(II) triflate (8.5 mg 12 μmol), in dimethylacetamide (DMA) and butanol (8:2 v/v, 1 mL) was added and the reactor was heated to 80 °C for 20 min. The reactor was cooled down to 70 °C and methanol (2 mL) was added before heating to 130 °C for 20 min. The reactor was then cooled to 50 °C and the reaction mixture was diluted with acetonitrile/water (20:80) before being injected onto a reverse-phase HPLC column (LUNA 10 μm C18(2) 100 Å, 250 mm × 10 mm, Phenomenex). The desired product was eluted with a mobile phase of acetonitrile-NH4CO2Haq (0.05 M; 40/60, v/v) at a flow rate of 6 mL/min. The retention time of [18F]1 was 12–13 and 16 min for [18F]21. The collected fraction was diluted with water (20 mL) and loaded onto a solid phase extraction (SPE) column (SepPak tC18, Waters). The SPE column was washed with water (10 mL) before the radiotracer was eluted by ethanol (1 mL) and mixed with sterile saline (9 mL). The purity and molar activity were determined by reverse-phase HPLC (InfinityLab Poroshell 120 PFP, 4.6 × 150 mm, 2.7 μm, Agilent) with UV and γ detector connected in series. The radiotracer was eluted with acetonitrile-NH4CO2H (0.05 M; 50/50, v/v) at a flow rate of 2 mL/min (retention time = 6 min for [18F]1 and 6.8 min for [18F]21). Radiochemical identity was confirmed by coinjection of authentic standard with sample of final product formulation.

PET Imaging

Four healthy Sprague–Dawley rats (2 females, 2 males, 354.3 ± 69.4 g; 10 ± 5 months old) underwent 120 min dynamic PET imaging following the injection of [18F]1 (12.6 ± 4.25 MBq; Am of 32 ± 14 GBq/μmol; mass injected of 1.2 ± 0.3 nmol/kg). Four healthy Sprague–Dawley rats (2 females, 2 males, 378.85 ± 98.62 g; 4 months old) underwent 120 min dynamic PET imaging following the injection of [18F]21 (18.84 ± 1.84 MBq; Am of 47.7 ± 22.3 GBq/μmol; mass injected of 1.3 ± 0.6 nmol/kg). PET images were acquired by using a nanoScan PET/CT scanner (Mediso, Budapest, Hungary). The acquired list mode data were sorted into 39 frames (3 × 5, 3 × 15, 3 × 20, 7 × 60, 17 × 180, and 6 × 600 s) 3D true sinograms (ring difference 84). The 3D sinograms were converted into 2D sinograms using Fourier-rebinning and reconstructed by using a 2D-filtered back projection (FBKP) with a Hann filter at a cutoff of 0.50 cm–1. A static image of the complete emission acquisition was reconstructed with the manufacturer’s proprietary iterative 3D algorithm (six subsets and four iterations). All image data were corrected for detector geometry and efficiencies, dead-time and decay corrected to the start of acquisition, with corrections for attenuation and scatter using a CT-based material map. Image analyses and extraction of brain TACs from the dynamic FBKP images were performed using VivoQuant (2020patch1, Invicro) with standard MR brain template and atlas for rats.56 SUV was calculated by normalizing the regional radioactivity for injected radioactivity and body weight of the animal.

Acknowledgments

R.H.M., C.A.M., and N.V. thank the National Institute on Neurological Disorders and Stroke (NINDS) for supporting this research collaboration (U19 NS110456). N.V. thanks the Azrieli Foundation, Canada Foundation for Innovation, Ontario Research Fund and the Canada Research Chairs Program for support. We thank Dr. Samuel Svensson and Oxiant Discovery for providing CBD-2115 and its tritium labeled isotopologue, Cerveau Technologies for allowing the use of MK-6240, as well as members of Novandi Chemistry AB, the CAMH Brain Health Imaging Centre, and the University of Pittsburgh PET Facility for technical support. Human AD, PSP, CBD, and PiD tissue samples were provided by the Neurodegenerative Disease Brain Bank at the University of California, San Francisco, which receives funding support from NIH grants P30AG062422, P01AG019724, U01AG057195, and U19AG063911, the Rainwater Charitable Foundation, and the Bluefield Project to Cure FTD. Human PD tissue was provided by the Michael J. Fox Foundation.

Glossary

Abbreviations

3R

three microtubule-binding repeats

4R

four microtubule-binding repeats

amyloid-beta

AD

Alzheimer’s disease

BBB

blood–brain barrier

CBD

corticobasal degeneration

CTE

chronic traumatic encephalopathy

DVR

distribution volume ratio

i.v

intravenous

MPO

multiparameter optimization

PD

Parkinson’s disease

PET

positron emission tomography

PiD

Pick’s disease

PSP

primary supranuclear palsy

RCP

radiochemical purity

RCY

radiochemical yield

SAR

structure–activity relationship

SUV

standardized uptake value

SUVR

standardized uptake value ratio

Supporting Information Available

The Supporting Information is available free of charge at https://pubs.acs.org/doi/10.1021/acs.jmedchem.3c00775.

  • SMILES strings for all compounds tested in this paper and their reported results (CSV)

  • Purity of compounds 1–21, purity of the precursors for [18F]1 and [18F]21, and radio-HPLC traces for [18F]1 and [18F]21 (PDF)

Author Present Address

Molder Center for Drug Discovery Research, Temple University School of Pharmacy, Philadelphia, Pennsylvania 19140, United States

Author Contributions

T.J.A.G., N.V., R.H.M., and C.A.M. conceived this work and designed the experiments. T.J.A.G. wrote the software used for chemical fingerprint searches. T.J.A.G., A.L., J.T., and J.S.S. performed experiments and data analysis. T.J.A.G., N.V., R.H.M., and C.A.M. are PIs or Leaders of this project and contributed to manuscript preparation. All the authors contributed to this manuscript and approved the final version.

The authors declare the following competing financial interest(s): N.V. is a co-founder of MedChem Imaging, Inc., a contract research organization that synthesized the 18F-labeling precursors. All other authors declare no competing financial interest.

Special Issue

Published as part of the Journal of Medicinal Chemistry virtual special issue “Diagnostic and Therapeutic Radiopharmaceuticals”.

Supplementary Material

jm3c00775_si_001.csv (2.1KB, csv)
jm3c00775_si_002.pdf (964KB, pdf)

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