Skip to main content
Molecules logoLink to Molecules
. 2020 Jul 10;25(14):3165. doi: 10.3390/molecules25143165

Design, Synthesis and Biological Evaluation of Novel Triazole N-acylhydrazone Hybrids for Alzheimer’s Disease

Matheus de Freitas Silva 1,*, Ellen Tardelli Lima 1, Letizia Pruccoli 2, Newton G Castro 3, Marcos Jorge R Guimarães 3, Fernanda M R da Silva 3, Nathalia Fonseca Nadur 4, Luciana Luiz de Azevedo 4, Arthur Eugen Kümmerle 4, Isabella Alvim Guedes 5, Laurent Emmanuel Dardenne 5, Vanessa Silva Gontijo 1, Andrea Tarozzi 2,*, Claudio Viegas Jr 1,*
Editor: Federica Belluti
PMCID: PMC7397262  PMID: 32664425

Abstract

Alzheimer’s disease (AD) is a multifactorial neurodegenerative disorder that involves different pathogenic mechanisms. In this regard, the goal of this study was the design and synthesis of new compounds with multifunctional pharmacological activity by molecular hybridization of structural fragments of curcumin and resveratrol connected by an N-acyl-hydrazone function linked to a 1,4-disubstituted triazole system. Among these hybrid compounds, derivative 3e showed the ability to inhibit acetylcholinesterase activity, the intracellular formation of reactive oxygen species as well as the neurotoxicity elicited by Aβ42 oligomers in neuronal SH-SY5Y cells. In parallel, compound 3e showed a good profile of safety and ADME parameters. Taken together, these results suggest that 3e could be considered a lead compound for the further development of AD therapeutics.

Keywords: molecular hybridization, Alzheimer’s disease, curcumin, resveratrol

1. Introduction

Alzheimer’s disease (AD) is an age-related neurological disorder with complex pathophysiology and clinical symptoms that causes memory loss, decline in thinking ability, motor and executive functions. The hallmark brain changes related to AD are due to loss of inter-neuronal connectivity and neuronal death, especially in areas such as the frontal cortex and hippocampus [1]. The pathology begins with a series of events at the molecular level, which results in the production of a functional mismatch between different neurotransmitter systems, especially in the cholinergic system, causing the peculiar cognitive and psychiatric impairments of the disease [2]. At the molecular level, acetylcholine (ACh) deficits are a response to the loss of cholinergiC-Neurons and the presence of acetylcholinesterase (AChE) levels in the synaptic clefts that hydrolyze ACh into choline and acetate [3,4]. Aggregation and deposition of β-amyloid (Aβ) peptide fragments in the neuronal extracellular environment are currently accepted as an important cause of AD. Due to a not yet clearly understood dysfunction, enzymes such as β- and γ-secretases can cleave the amyloid precursor protein (APP), generating Aβ40 and Aβ42 peptides that have a high aggregation capacity, producing insoluble protofibrils, responsible for the inflammatory process, among other pathological effects. Recent studies suggest that Aβ oligomers diffuse into the brain parenchyma and alter synaptic function, with selective neuronal loss in the cortex and hippocampus, regions characteristically affected in AD [5,6,7]. Among the mechanisms of neurotoxicity mediated by Aβ peptides, the formation of reactive oxygen species (ROS) and oxidative stress (OS) contribute to neuronal death. Several studies indicate that redox metals and mitochondrial respiratory chain activity can impair the secretase activity with the formation of Aβ creating a vicious circle that reinforces both the OS and neuronal death in AD [8,9]. In addition, the cerebral inflammatory process plays a very important role in the pathology of AD, involving several inflammatory mediators, such as cytokines, chemokines and complement proteins, influencing the formation of senile plaques. The presence of senile plaques in the brain triggers the activation of microglia and then an inflammatory process through the interleukin 1, interleukin 6, tumour necrosis factor α and cyclooxygenases-1 and 2. The inflammation at brain level also promotes an increase of APP expression and formation of new senile plaques [10,11,12].

AD shows a profile of multifactorial hallmarks involving physiological, biochemical and chemical changes, mediated by different activation pathways [13]. In this regard, there are several therapeutic strategies for treating the illness condition such as the use of two or more associated drugs or a single drug-containing structural attribute that guarantee it to act in desired multiple targets. This latest one is a strategy based on the concept of polypharmacology, and in the last decade has aroused the interest of the scientific community as a new paradigm in the search for rationally designed molecules for chronic diseases like AD [14]. In this context, natural products have been used as structural models in the drug design of ligands against AD, as evidenced by the high volume of studies published in the literature [15,16,17,18,19].

Curcumin (1) and resveratrol (2, Figure 1) are prominent examples of natural products with potential action against AD, given the multiple activity profiles of themselves and their derivatives reported in the literature, acting on Aβ, OS, AChE inhibition and neuroprotection [20,21]. Herein we report the synthesis and pharmacological evaluation of a family of compounds 3a3m (Figure 1), rationally designed by molecular hybridization (MH) of the structures of curcumin and resveratrol, to obtain novel molecules with multifunctional antioxidant, anti-inflammatory, neuroprotective and AChE inhibitory properties. The hybrid series 3a3m was planned by the combination of the ring patterns A, B and C from prototypes 1 and 2 as initial inspiration, adding different substituents in rings B and C in order to evaluate potential structure-activity relationships. As a spacer subunit, an N-acylhydrazone subunit coupled to a 1,4-disubstituted 1,2,3-triazole ring was used, with the expectancy that this structural pattern guarantees a relative conformational freedom by the presence of an sp3 carbon atom between ring A and the triazole subunit, as well as the insertion of additional H-bond donor and acceptors sites.

Figure 1.

Figure 1

Planning by molecular hybridization of the molecular family synthesized in this work.

2. Results and Discussion

2.1. Chemistry

The synthesis of triazole N-acylhydrazone derivatives 3am comprised five steps: Initially, vanillic aldehyde (4) was reduced to the corresponding primary alcohol 5 by reaction with sodium borohydride in the presence of activated carbon in THF and water [22]. Alcohol 5 was reacted with thionyl chloride in dichloromethane leading to the formation of the correspondent reactive chloride, which is then converted to the azide 6 [23]. A click reaction between intermediate azide 6 and ethyl propiolate (7) lead to the formation of the correspondent triazole ester 8, which in turn was converted to the intermediate hydrazide 9 by reaction with hydrazine monohydrate [24,25]. Finally the hydrazide 9 was coupled with different functionalized aldehydes 10 to give the desired triazole N-acylhydrazone derivatives 3am (Figure 2) [12].

Figure 2.

Figure 2

Synthetic route for the preparation of the target-compounds 3am.

2.2. Biological Evaluation and Computational Study

2.2.1. Evaluation of AChE Inhibition

Initially, all compounds were screened at a standard screening concentration of 30 μM and the resulting percentages of AChE inhibition by the triazole derivatives 3am are shown in Figure 3. Compound 3e was identified as the most active in the series, inhibiting more than 50% of the AChE activity at the screening concentration and exhibiting an IC50 value of 26.30 μM, being more potent than curcumin (IC50= 132.13 μM [26]), but less potent than donepezil (IC50= 0.026 μM [26]). A study was also performed to verify the ability of 3e to inhibit BuChE, but no relevant activity was detected, being selective against AChE.

Figure 3.

Figure 3

Effect of hybrid compounds on AChE activity (screened at 30 μM). The result is expressed as AChE maximum velocity (Vmax) in the presence of the indicated compound relative to uninhibited enzyme (control).

For a better understanding of the results towards AChE inhibition by the series of hybrid compounds, a docking study was performed with the most active compounds 3b and 3e, and for comparison purposes, with the weaker AChE inhibitor 3d. The docking score results are shown in Table 1.

Table 1.

Ensemble docking results of compounds 3b, 3e, 3d and donepezil. The top-scored result of each compound is given for the AChE conformation that provided the best docking score according to the Glide XP scoring function (given in kcal/mol).

Compounds Ensemble Docking Top-Scored
1ZGC 1Q84 2CKM 4EY7 Score PDB ID
3b −10.67 −9.63 −8.19 −10.69 −10.69/−10.67 4EY7/1ZGC
3d −8.79 −9.15 −8.47 −8.83 −9.15 1Q84
3e −10.20 −9.39 −8.10 −8.78 −10.20 1ZGC
Donepezil −11.14 −10.06 −12.57 −17.94 −17.94 4EY7

According to the ensemble docking results, the targeted compounds bind to the AChE cavity with the 4-hydroxy-3-methoxyphenyl ring from the intermediate hydrazide positioned at the bottom of the catalytic gorge, packed between the aromatic residues Trp84 and Phe330 through π-stacking interactions and the hydroxyl group donating a hydrogen bond to the His440 main chain (~3.0 Å). On the other side, the substituted phenyl ring from the hydrazone subunit is more exposed to the solvent near the peripheral anionic site (PAS) at the entrance of the gorge.

The interaction of compound 3b was predicted with similar docking scores against the AChE conformations 4EY7 and 1ZGC (−10.69 kcal/mol and −10.67 kcal/mol, respectively), but with distinct binding modes. In the binding mode of 3b against the 4EY7 conformation, the 2-methoxyphenol subunit is not capable of interacting with the Trp84 side chain at the bottom of the binding site, while the resorcinol moiety is exposed to the solvent (Figure 4A). We will focus the discussion for the docked pose of 3b against the 1ZGC conformation, which has the 4-hydroxy-3-methoxyphenyl ring from the intermediate hydrazide interacting at the bottom of the enzymatic cavity similarly to the donepezil binding mode (Figure 4B). In the docking pose of compound 3b with 1ZGC (docking score = −10.67 kcal/mol, Figure 4B), one hydroxyl group of the resorcinol moiety attached at the meta position makes two hydrogen bond interactions with AChE, donating one hydrogen bond to the Ser286 side chain and accepting another one from the Arg289 main chain, whereas the other hydroxyl group is exposed to the solvent. The compound 3e, which contains only one hydroxyl group at the para position, is capable of making only one hydrogen bond with the Ser286 side chain (2.97 Å) whereas the methoxy group is exposed to the solvent. (Figure 4C).

Figure 4.

Figure 4

Docking results for compounds 3b complexed with 4EY7 (A) and 1ZGC (B), 3e complexed with 1ZGC (C), and 3d complexed with 1Q84 (D). Hydrogen bonds are represented as yellow dashes.

For compound 3d, the presence of two methoxy groups attached to the phenyl ring exposed to the solvent and the absence of hydrogen bonds with PAS (Figure 4D), might be deleterious for its binding affinity against AChE when compared to 3b and 3e.Comparative analysis with potent AChE inhibitors described in the literature, such as donepezil, also indicates that the absence of a positively charged group, important to create a dipole moment compatible to that observed for the AChE gorge [27,28] and to make cation-π interactions with aromatic residues at the bottom of the cavity, together with the high desolvation cost of polar groups not performing hydrogen bonds with the binding site present in these compounds (i.e., NAH and triazole group), could be related with the weaker binding affinities predicted for this class of compounds.

2.2.2. Toxicity

Initially, we evaluated the toxic effects of compounds 3am at different concentrations (2.5-80 μM) in human neuronal (SH-SY5Y) cells after 24 h of treatment by 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assay [29]. As shown in Figure 5, some compounds, such as 3c (IC50 = 10.30 μM), 3g (IC50 = 10.35 μM), 3h (IC50 = 3.02 μM), 3i (IC50 =10.40 μM) and 3k (IC50 = 3.62 μM), exerted a strong toxicity, while compounds, 3a, 3b and 3e, did not show any toxic effects at 80 μM. Among the compounds not associated to toxicity, and considering its best result on AChE inhibition, we selected 3e to also evaluate its cytotoxicity in non-neuronal cells.

Figure 5.

Figure 5

Toxicity of compounds 3a3m in neuronal SH-SY5Y cells. Cells were incubated for 24 h with different concentrations of the compounds (2.5–80 μM). At the end of incubation, the neuronal viability was measured using MTT assay. Data are reported as IC50 values (concentration resulting in 50% inhibition of neuronal viability) of the compounds.

We therefore selected the compounds 3a, 3b and 3e without toxicity to perform the following assays in SH-SY5Y cells.

2.2.3. In Silico ADME Properties

In parallel to evaluation of hybrid compound neurotoxicity we performed an in silico prediction study of ADME (Table 2) properties with the QikProp tool from Maestro (Schrödinger Release 2018-4, Schrödinger, LLC, New York, NY, USA, 2018). In particular, the hybrid compounds 3a, 3b and 3e that did not show any toxic effect at the neuronal level also showed acceptable properties predicted of oral absorption as well as permeation of the blood-brain barrier. In addition, the Lipinski’s rule of five suggested the potential druggability of 3a, 3b and 3e.

Table 2.

ADME parameters predicted by computational studies.

Compounds QPlogP
o/w
HBA HBD PSA % HOA QPlogS QPPCaco QPlogBB
3a 1.73 7.3 3 124.8 72.28 -3.595 92.7 −2.09
3b 1.07 8.0 4 147.3 61.12 -3.282 36.2 −2.57
3c 2.48 7.3 2 111.2 85.85 -3.911 303.7 −1.56
3d 2.54 8.0 2 120.1 86.24 -4.056 303.7 −1.65
3e 1.79 8.0 3 133.0 73.14 -3.708 98.7 −2.15
3f 2.45 6.5 2 102.4 85.70 -3.817 303.2 −1.48
3g 3.58 7.5 2 104.4 92.35 -5.709 303.2 −1.63
3h 2.92 6.5 2 102.4 88.48 -4.519 303.2 −1.34
3i 2.84 6.5 2 102.4 87.96 -4.287 303.2 −1.34
3j 2.68 6.5 2 100.7 88.97 -3.839 388.8 −1.30
3k 2.67 6.5 2 102.4 86.99 -4.154 303.2 −1.38
3l 2.47 6.5 2 102.1 85.90 -3.837 305.7 −1.46
3m 2.62 6.5 2 102.4 86.73 -4.045 303.2 −1.39

QPlogP o/w: Predicted octanol/water partition coefficient (−2.0 to 6.5). HBA: Hydrogen bonding acceptors (2 to 20). HBD: Hydrogen bonding donor (0 to 6). PSA: Van der Waals surface area of polar nitrogen and oxygen atoms (7 to 200). % HOA: Percentage of human absorption by oral route (<25%-low; >80%-high). QPlogS: Aqueous solubility (−6.5 to 0.5); QPPCaco: Permeability in Caco-2 cell assay, model for intestinal absorption (<25–low; >500–high); QPlogBB: Permeability in the blood-brain barrier (−3.0 to 1.2).

2.2.4. Antioxidant Activity

As reported in the Introduction, the OS plays a critical role in several neurodegenerative processes of AD. In this context, we evaluated the direct and indirect antioxidant activity of the compounds in terms of ability to scavenge the radical species and increase the intracellular antioxidant defenses, respectively, in SH-SY5Y cells.

Initially, the direct antioxidant activities of all compounds 3am (1.56–200 mg/L) were assessed against the DPPH radical in the absence of neuronal cells. Ascorbic acid and Trolox were used as reference compounds (Table 3).

Table 3.

Antioxidant activity of compounds against the DPPH radical and ROS formation induced by t-BOOH in neuronal SH-SY5Y cells a.

Compound DPPH
EC50 (mg/L)
Direct Antioxidant Activity in SH-SY5Y Cells b Indirect Antioxidant Activity in SH-SY5Y Cells c
3a >200 In d 20.58
3b >200 In 14.07
3c >200 - -
3d >200 - -
3e 30.44 29.79 35.16
3f >200 - -
3g 81.51 - -
3h 131.5 - -
3i 190.9 - -
3j >200 - -
3k 59.00 - -
3l 138.5 - -
3m 62.65 - -
Ascorbic acid 14.92 - -
Trolox 27.76 - -

a The antioxidant activity is expressed as percentage inhibition of ROS formation induced by t-BOOH in SH-SY5Y cells; b the direct antioxidant activity was evaluated after a simultaneously treatment (30 min) with the compound (10 µM) and t-BOOH (100 μM); c the indirect antioxidant activity was evaluated after a chronic treatment (24 h) with the compound (10 μM) then exposed to t-BOOH (100 μM for 30 min); d In: inactive.

The compounds 3ad and 3fm did not show relevant direct antioxidant activity. In contrast the compound 3e scavenged the DPPH radical in a similar manner to the Trolox positive control (3e, EC50 = 30.44 μM vs Trolox, EC50 = 27.76 μM). In parallel, we evaluated the antioxidant activity of the compounds not associated with toxicity (Figure 5) against the ROS formation induced by t-BOOH in SH-SY5Y cells. To appraise the direct and indirect antioxidant activity, the SH-SY5Y cells were simultaneously treated for 30 min with 3a, 3b and 3e (10 µM) and t-BOOH (100 µM) or chronically treated for 24 h (the time necessary to activate the endogenous antioxidant system) with 3a, 3b and 3e (10 µM) and then exposed to t-BOOH (100 µM) for 30 min, respectively. Then, the intracellular ROS formation was detected by using the fluorescent probe 2′,7′-dichlorodihydrofluorescein diacetate (H2DCF-DA). As shown in Table 2, compound 3e, but not 3a and 3b, exerted direct antioxidant effects against the ROS formation evoked by t-BOOH in SH-SY5Y cells, confirming the data obtained with DPPH assay. All tested compounds showed indirect antioxidant effects, in terms of increased neuronal resistance against the ROS formation, with a maximum activity for 3e (35.16%). Taken together, these results suggest that compound 3e exhibits both direct and indirect antioxidant activity against the oxidative stress in neuronal cells.

Among the endogenous antioxidants in the central nervous system, glutathione (GSH) plays an important role to maintain the redox balance by directly interacting with ROS formed during the physiological metabolic processes [30,31,32]. Recent studies suggest that the OS increase in AD is also associated with low levels of endogenous antioxidants, including GSH, in the brain. We therefore evaluated the ability of compounds 3a, 3b and 3e to modulate the intracellular GSH levels in SH-SY5Y cells, after 24 h of treatment using the fluorescent probe monochlorobimane (MCB). The treatment of SH-SY5Y cells for 24 h with the compounds increased the GSH levels, with a maximum of percentage increase for 3e (Figure 6). These results confirm the profile of indirect antioxidant activity described in Table 3.

Figure 6.

Figure 6

Effects of compounds 3a, 3b and 3e on GSH levels in SH-SY5Y cells. Cells were incubated for 24 h with different concentrations of the compounds (2.5–10 μM). At the end of incubation, the GSH levels were measured using MCB assay. Data are expressed as a percentage of increase.

In this regard, 3a, 3b and 3e have structural differences that justify their different antioxidant activity. Among the hybrid compounds, 3e shows the best aspect of free radical resonance: (i) 3a and 3e can relocate the radical from the phenolic hydroxyl to the N atom of the N-acylhydrazone group, due to the hydroxyl’s para position in relation to the sp2 carbon of N-acylhydrazone; (ii) 3a shows less resonance hybrids than 3e, due to the absence of methoxy next to the phenolic hydroxyl; (iii) 3b does not have the ability to relocate the free radical outside the aromatic ring or between the hydroxyls on the same aromatic ring.

2.2.5. Neuroprotective Activity

Given the best antioxidant profile of compound 3e we also evaluated its ability to protect the SH-SY5Y cells against the neurotoxicity elicited by Aβ42 peptide oligomers (OAβ42), soluble aggregates of Aβ peptides involved in the pathogenesis of AD. As shown in Figure 7, the concomitant treatment of SH-SY5Y cells with 3e (5 µM) for 4 h significantly reduced the loss of neuronal viability induced by OAβ42 (10 µM).

Figure 7.

Figure 7

Compound 3e counteracts the neurotoxicity induced by OAβ42 in SH-SY5Y cells. Cells were treated for 4 h with 3e (5 μM) and OβA42 (10 μM). At the end of incubation, the neuronal viability was measured using MTT assay (§§§ p < 0.001 vs cells untreated; ** p < 0.01 vs cells treated with OAβ42 at one-way ANOVA with Bonferroni post hoc test). On the right representative images of formazan crystals from MTT in living SH-SY5Y cells.

The results suggest that hybrid compound 3e could halt the interaction between the OAβ1–42 and the neuronal membrane, an early step of the neurotoxicity mediated by OAβ42.

3. Conclusions

Among these new triazole N-acylhydrazone hybrid series, compound 3e showed a potential profile of a multifunctional compound with the ability to inhibit AChE activity and counteract the ROS formation through direct and indirect antioxidant mechanisms. In particular, some structural attributes of 3e, such as the position of the hydroxyls on aromatic ring, were indispensable for its antioxidant activity in neuronal cells. This compound also showed a good profile of safety in the same neuronal model and in silico ADME parameters. Taken together, these results suggest that compound 3e could be considered a lead compound for the development of further AD therapeutics.

4. Experimental Section

4.1. General Information

IR spectra were generated on a Nicolet iSso infrared spectrometer (Thermo Scientific, Madison, WI, USA) coupled to Gladi ATR device (Pike, Madison, WI, USA) at the Analysis and Characterization of Drugs Laboratory (LACFar) at the Federal University of Alfenas (UNIFAL-MG). The 1H- and 13C-NMR spectra were obtained on an AC-300 spectrometer (Bruker, Billerica, MA, USA) operating at 300 MHz for 1H-NMR and 75 MHz for 13C-NMR at the Nuclear Magnetic Resonance Laboratory at the UNIFAL-MG. Chromatograms for purity testing of the final compounds were recorded on a Prominence model LC-10 HPLC (Shimadzu, Tokyo, Japan) equipped with an automatic injector, a 300 nm UV/VIS detector and a C18 analytical column (Shimadzu CLC-ODS, 250 mm × 4.4 mm, inner diameter × 5 µm). The analyses were conducted in a two-phase isocratic system with a constant concentration of 90% methanol (A) and 10% acetonitrile (B). Assays were conducted at 20 °C at a flow rate of 0.7 mL/min. All reagents used in synthesis were purchased from Sigma-Aldrich (St. Louis, MO, USA) and used without further purifications. Thin-layer chromatography experiments were performed on silica gel sheet 60 F254 (Merck, Darmstadt, Germany) and chromatography column was performed on flash silica gel (220–440 mesh, 0.035–0.075 mm, Sigma-Aldrich). The visualization of the substances was done in an UV chamber (λ = 254 or 365 nm). The solvents dichloromethane, ethanol, and dimethylformamide were distilled and dried according to literature [33]. Melting points were determined on Mars equipment (Pulse Frequency Modulation, PFM II) with crushed samples packed into capillary tubes and are reported without correction. All spectra, including those of intermediates, are available in the Supplementary Materials.

4.2. Chemistry

4.2.1. 4-(Hydroxymethyl)-2-methoxyphenol (5)

Initially, a solution of vanillic aldehyde (2 g, 13.15 mmol, 1 eq.) in THF (10 mL) was placed in a round bottomed flask under vigorous stirring, followed by the addition of activated carbon (158 mg, 1 eq.) and NaBH4 (249 mg, 0.5 eq.). The resulting solution was stirred for 1 min and then 2 mL of distilled H2O were slowly added to the reaction. The reaction mixture was kept under stirring for a further 2 min. Finally, an additional 5 mL of distilled H2O was added and the solution was stirred for a further 5 min until total consumption of starting material [22]. For isolation of the desired alcohol, 10 mL of distilled H2O was added and the aqueous solution was filtered off the activated carbon and exhaustively extracted with CH2Cl2. The organic phase was concentrated and the pure product was obtained as white crystals (1.763 g, 11.44 mmol).

4.2.2. 4-(Azidomethyl)-2-methoxyphenol (6)

In a round bottomed flask, alcohol 5 (1 g, 6.50 mmol, 1 eq.) was reacted with thionyl chloride (1 mL, 2 eq.) and DMF (4 drops) in CH2Cl2 (15 mL). The reaction mixture was kept under magnetic stirring for approximately two hours until TLC analysis indicated the completion of the reaction. The solvent and the excess of thionyl chloride were removed under vacuum. Subsequently, a 0.5 M solution of NaN3 (26 mL, 13 mmol, 2 eq.) in DMSO was added to the flask, and the resulting solution was kept under magnetic stirring for approximately 16 h [23]. When TLC analysis indicated the end of the reaction, distilled H2O (20 mL) was added, followed by exhaustive extraction with chloroform. The organic phase was concentrated under vacuum and the resulting crude product was purified by flash chromatography in silica gel, eluted with ethyl acetate: hexane (9:1) to give a brown oil (827 mg, 4.62 mmol).

4.2.3. Ethyl 1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carboxylate (8)

In a round bottomed flask, azide 6 (375 mg, 2.09 mmol, 1 eq.) was dissolved in a mixture of H2O/CH2Cl2 (8 mL, 1:1 v:v), followed by the addition of ethyl propiolate (7.205 mg, 1 eq.), CuSO4 (133 mg, 0.4 eq.) and sodium ascorbate (83 mg, 0.2 eq.). The reaction mixture was kept under magnetic stirring at 20 °C, for 20 h [24]. The reaction product was isolated by adding distilled H2O (5 mL), followed by extraction with CH2Cl2 (3 × 8 mL). The resulting organic phase was washed with an aqueous solution of EDTA 50% v/v and concentrated NH4OH (1:1) for removing the residual Cu(II). The combined organic phases were dried with anhydrous Na2SO4 and, after filtration, the solvent was removed under reduced pressure. The crude product was purified by column chromatography in silica gel, eluted with 100% CH2Cl2, affording the correspondent triazole 8 (365 mg, 1.32 mmol) as a yellowish solid.

4.2.4. 1-(4-Hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (9)

In a round bottomed flask, the triazole 8 (300 mg, 1.08 mmol, 1 eq.) was dissolved in ethanol (10 mL), followed by the addition of hydrazine monohydrate (0.640 mL, 10 eq.). The reaction mixture was kept under magnetic stirring at 20 °C for 17 h [25]. After TLC analysis indicated the total consumption of the starting material, the reaction flask was refrigerated for 5 h and the reaction product was isolated by filtration, washed with cold ethanol, providing the desired hydrazide 9 (200 mg, 0.756 mmol) as a pale yellow solid.

4.2.5. General procedure for obtaining the final triazoles 3am

In a round bottom flask, the appropriate aldehyde 10 (1.2 eq.) was dissolved in dry ethanol (10 mL), followed by the addition of concentrated HCl (5 eq.). Then, hydrazide 9 (100 mg, 0.3801 mmol, 1 eq.), previously solubilized in the smallest possible volume of dry ethanol, was added. The resulting solution was kept under magnetic stirring and 20 °C for 24h [12]. After TLC analysis indicated the end of the reaction, the pure triazole derivative was obtained after filtration and exhaustive washing with ice-cold ethanol.

(E)-1-(4-Hydroxy-3-methoxybenzyl)-N’-(4-hydroxybenzylidene)-1H-1,2,3-triazole-4-carbohydrazide (3a): Yellow solid (yield 20%), m.p. 274 °C, purity: 99.1%. IR (ATR): ν 3331, 3237, 1645, 1600, 1433, 1367 and 1036 cm−1. 1H-NMR (DMSO-d6) δ 11.83 (s, 1H, N-NH); 9.93 (s, 1H, OH), 9.13 (s, 1H, OH), 8.72 (s, 1H, N-CH=C), 8.41 (s, 1H, N=CH), 7.53 (d, J = 8.61 Hz, 2H, Ar-H), 7.05 (d, J = 1.59 Hz, 1H, Ar-H), 6.87–6.75 (m, 4H, Ar-H), 5.53 (s, 2H, Ar-CH2-N) and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 159.3, 155.8, 148.4, 147.6, 146.7, 142.0, 128.8, 126.9, 126.0, 125.2, 121.1, 115.6, 115.5, 112.6, 55.5 and 53.2. HR-MS (ESI) m/z: Calcd for [M + H]+ 368.1359 g/mol, found 368.1351 g/mol.

(E)-N’-(3,5-Dihydroxybenzylidene)-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3b): Brown solid (yield 20%), m.p. 185 °C, purity: 98.1%. IR (ATR): ν 3536, 3217, 1671, 1590, 1470, 1323 and 1009 cm−1. 1H-NMR (DMSO-d6) δ 11.97 (s, 1H, N-NH), 9.50 (s, 2H, OH), 9.20 (s, 1H, OH), 8.77 (s, 1H, N-CH=C), 8.33 (s, 1H, N=CH), 7.05 (s, 1H, Ar-H), 6.87–6.73 (m, 2H, Ar-H), 6.58 (s, 2H, Ar-H), 6.28 (s, 1H, Ar-H), 5.54 (s, 2H, Ar-CH2-N), 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 158.6, 156.0, 148.5, 147.6, 146.7, 141.8, 135.9, 127.0, 126.0, 121.1, 115.5, 112.6, 105.1, 104.4, 55.5 and 53.2. HR-MS (ESI) m/z: Calcd for [M + H]+ 384.1308 g/mol, found 384.1292 g/mol.

(E)-1-(4-Hydroxy-3-methoxybenzyl)-N’-(4-methoxybenzylidene)-1H-1,2,3-triazole-4-carbohydrazide (3c): Light yellow solid (yield 22%), m.p. 196 °C, purity: 95%. IR (ATR): ν 3340, 3298, 1652, 1600, 1436, 1370 and 1022. cm−1. 1H-NMR (DMSO-d6) δ 11.91 (s, 1H, N-NH); 8.74 (s, 1H, N-CH=C); 8.64 (s, 1H, OH), 8.47 (s, 1H, N=CH); 7.82 (d, J = 8.81 Hz, 2H, Ar-H); 7.64 (d, J = 8.77 Hz, 2H, Ar-H); 7.10–6.97 (m, 3H, Ar-H); 5.54 (s, 2H, Ar-CH2-N); 3.81 (s, 3H, O-CH3) and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 161.6; 160.4; 155.9; 148.0; 146.7; 141.9; 129.9; 128.6; 127.0; 126.0; 121.1; 115.5; 114.2; 112.6; 55.5; 55.2 and 53.2. HR-MS (ESI) m/z: Calcd for [M + H]+ 382.1515 g/mol, found 382.1494 g/mol.

(E)-N’-(3,5-Dimethoxybenzylidene)-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3d): Light yellow solid (yield 20%), m.p. 220 °C, purity: 97.9%. IR (ATR): ν 3413, 3243, 1647, 1591, 1453, 1310 and 1034 cm−1. 1H-NMR (DMSO-d6) δ 12.06 (s, 1H, N-NH), 9.15 (s, 1H, OH), 8.76 (s, 1H, N-CH=C), 8,64 and 8,45 (s, 1H, N=CH), 7.06 (d, J = 2,25 Hz, 2H, Ar-H), 6.86–6.78 (m, 3H, Ar-H), 6.67 (t, J = 2.28 Hz, 1H, Ar-H), 5.54 (s, 2H, Ar-CH2-N), 3.80 (s, 3H, O-CH3), 3.79 (s, 6H, O-CH3) and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 161.5, 160.6, 156.1, 148.0, 146.7, 141.7, 136.2, 127.1, 121.1, 115.5, 112.6, 106.0, 104.7, 102.3, 55.3 and 53.2. HR-MS (ESI) m/z: Calcd for [M + H]+ 412.1621 g/mol, found 412.1603 g/mol.

(E)-1-(4-Hydroxy-3-methoxybenzyl)-N’-(4-hydroxy-3-methoxybenzylidene)-1H-1,2,3-triazole-4-carbo-hydrazide (3e): Light yellow solid (yield 22%), m.p. 222 °C, purity: 99.9%. IR (ATR): ν 3473, 3346, 3255, 1652, 1601, 1572, 1465, 1278 and 1027 cm−1. 1H-NMR (300 MHz, DMSO-d6) δ 11.90 (s, 1H, N-NH), 9.62 (s, 1H, OH), 9.22 (s, 1H, OH), 8.74 (s, 1H, N-CH=C), 8.39 (N=CH), 7.29 (d, J = 1.55 Hz, 1H, Ar-H), 7.07–7.01 (m, 2H, Ar-H), 6.85-6.80 (m, 2H, Ar-H), 6.75 (d, J = 8.05 Hz, 1H, Ar-H), 5.53 (s, 2H, Ar-CH2-N), 3.82 (s, 3H, CH3) and 3.76 (s, 3H, CH3). 13C-NMR (DMSO-d6) δ 156.1, 149.1, 148.9, 148.1, 147.8, 146.9, 142.1, 127.2, 126.2, 125.8, 122.4, 121.3, 115.7, 115.5, 112.8, 109.0, 55.7, 55.6 and 53.4. HR-MS (ESI) m/z: Calcd for [M + H]+ 398.1464 g/mol, found 398.1446 g/mol.

(E)-N’-Benzylidene-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3f) Light brown solid (yield 17%), m.p. 215°C, purity: 96.8%. IR (ATR): ν 3376, 3264, 1662, 1567, 1435, 1373 and 1044 cm−1. 1H-NMR (DMSO-d6) δ 8.78 (s, 1H, N-CH=C), 8.54 (s, 1H, N=CH), 7.70 (d, J = 5.42 Hz, 2H, Ar-H), 7.48–7.41 (m, 3H, Ar-H), 7.06 (s, 1H, Ar-H), 6.81 (dd, J = 8.15 and 18.24 Hz, 2H, Ar-H), 5.54 (s, 2H, Ar-CH2-N), and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 156.1, 148.1, 147.6, 146.7, 141.8, 134.2, 130.0, 128.7, 127.1, 127.0, 126.0, 121.1, 115.5, 112.6, 55.5 and 53.2. HR-MS (ESI) m/z: Calcd for [M+Na]+ 374.1229 g/mol, found 374.1217 g/mol.

(E)-1-(4-Hydroxy-3-methoxybenzyl)-N’-(4-(piperidin-1-yl)benzylidene)-1H-1,2,3-triazole-4-carbohydrazide (3g): Yellow solid (yield 23%), m.p. 225°C, purity: 97.4%. IR (ATR): ν 3386, 3281, 2425, 2357, 1663, 1570, 1451, 1276 and 1011 cm−1. 1H-NMR (DMSO-d6) δ 12.05 and 11.68 (s, 1H, N-NH), 8.87 (s, 1H, N-CH=C), 8.78 and 8.49 (s, 1H, N=CH), 7.96–7.47 (m, 4H, Ar-H), 7.05 (s, 1H, Ar-H), 6.86-6.76 (m, 3H, Ar-H), 5.55 (s, 2H, Ar-CH2-N), 3.76 (s, 3H, O-CH3), 3.52-3.36 (m, 4H, Pip-H) and 1.94-1.53 (m, 6H, Pip-H). 13C-NMR (DMSO-d6) δ 158.9, 156.0, 147.6, 146.8, 141.8, 139.4, 128.3, 127.5, 127.0, 126.0, 125.8, 121.1, 115.5, 112.7, 55.6, 53.2, 23.7 and 22.0. HR-MS (ESI) m/z: Calcd for [M + H]+ 435.2145 g/mol, found 435.2119 g/mol.

(E)-N’-(4-Chlorobenzylidene)-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3h): White solid (yield 22%), m.p. 268 °C, purity: 99.9%. IR (ATR): ν 3427, 3263, 3066, 1662, 1607, 1553, 1461, 1240 and 1029 cm−1. 1H-NMR (DMSO-d6) δ 12.16 (s, 1H, N-NH), 9.17 (s, 1H, OH), 8.78 (s, 1H, N-CH=C), 8.52 (s, 1H, N=CH), 7.72 (d, J = 8.32 Hz, 2H, Ar-H), 7.52 (d, J = 8.32 Hz, 2H, Ar-H), 7.06 (s, 1H, Ar-H), 6.91–6.69 (m, 2H, Ar-H), 5.54 (s, 2H, Ar-CH2-N), and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 156.1, 147.6, 146.8, 146.7, 141.7, 134.4, 133.2, 128.9, 128.6, 127.2, 126.0, 121.1, 115.5, 112.6, 55.5 and 53.2. HR-MS (ESI) m/z: Calcd for [M + H]+ 386.1020 g/mol, found 368.1000 g/mol.

(E)-N’-(3-Chlorobenzylidene)-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3i): White solid (yield 21%), m.p. 234 °C, purity: 99.9%. IR (ATR): ν 3317, 3212, 3055, 1682, 1596, 1568, 1462, 1341, 1240 and 1034 cm−1. 1H-NMR (DMSO-d6) δ 12.21 (s, 1H, N-NH), 9.16 (s, 1H, OH), 8.79(s, 1H, N-CH=C), 8.52 (s, 1H, N=CH), 7.75 (s,1H, Ar-H), 7.64 (d, J = 3.67 Hz, 1H, Ar-H), 7.49 (d, J = 4.54 Hz, 2H, Ar-H), 7.06 (s, 1H, Ar-H), 6.81 (q, J = 8.24 Hz, 2H, Ar-H), 5.55 (s, 2H, Ar-CH2-N), and 3.77 (s, 3H, O-CH3). 13C-NMR (75 MHz, DMSO-d6) δ 156.2, 147.6, 146.7, 146.4, 141.6, 133.6, 130.7, 129.6, 127.3, 126.1, 126.0, 125.8, 121.1, 115.5, 112.6, 55.6 and 53.2. HR-MS (ESI) m/z: Calcd for [M + H]+ 386.1020 g/mol, found 386.0998 g/mol.

(E)-N’-(2-Chlorobenzylidene)-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3j) White solid (yield 22%), m.p. 229 °C, purity: 99.2%. IR (ATR): ν 3402, 3249, 1654, 1606, 1517, 1434, 1368, 1244 and 1047 cm-1. 1H-NMR (300 MHz, DMSO-d6) δ 12.37 (s, 1H, N-NH), 9.16 (s, 1H, OH), 9.96 (s, 1H, N-CH=C), 8.78 (s, 1H, N=CH), 8.04-7.97 (m, 1H, Ar-H), 7.55–7.50 (m, 1H, Ar-H), 7.49-7.41 (m, 2H, Ar-H), 7.06 (s, 1H, Ar-H), 6.89-6.72 (m, 2H, Ar-H), 5.55 (s, 2H, Ar-CH2-N), and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 156.2, 147.6, 146.7, 144.2, 141.6, 131.4, 129.8, 127.5, 127.2, 126.8, 126.0, 121.1, 115.5, 112.6, 55.6 and 53.2. HR-MS (ESI) m/z: Calcd for [M + H]+ 386.1020 g/mol, found 386.1003 g/mol.

(E)-N’-(4-Fluorobenzylidene)-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3k): With solid (yield 20%), m.p. 257 °C, purity: 99.9%. IR (ATR): ν 3423, 3263, 3069, 1663, 1603, 1440, 1373, 1240 and 1030 cm−1. 1H-NMR (DMSO-d6) δ 12.09 (s, 1H, N-NH), 9.17 (s, 1H, OH), 8.77 (s, 1H, N-CH=C), 8.53 (s, 1H, N=CH), 7.76 (dd, J = 5.97 and 7.98 Hz, 2H, Ar-H), 7.30 (t, J = 8.66 Hz, 2H, Ar-H), 7.06 (s, 1H, Ar-H), 6.89–6.71 (m, 2H, Ar-H), 5.54 (s, 2H, Ar-CH2-N) and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 163.0 (d, J = 248.08 Hz), 156.1, 147.6, 147.0, 146.7, 141.8, 130.8 (d, J = 1.98 Hz), 129.2 (d, J = 8.61 Hz), 127.1, 126.0, 121.1, 116.0, 115.6 (d, J = 14.33 Hz), 112.6, 55.5 and 53.2. HR-MS (ESI) m/z: Calcd for [M+Na]+ 392.1134 g/mol, found 392.1124 g/mol.

(E)-N’-(2-Fluorobenzylidene)-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3l): White solid (yield 19%), m.p. 225 °C, purity: 99.9%. IR (ATR): ν 3373, 3261, 3065, 1651, 1567, 1450, 1370, 1239 and 1034 cm−1. 1H-NMR (DMSO-d6) δ 12.27 (s, 1H, N-NH), 9.16 (s, 1H, OH), 8.79 (s, 2H, N-CH=C and N=CH), 7.94 (t, J = 7.46 Hz, 1H, Ar-H), 7.55-7.43 (m, 1H, Ar-H), 7.29 (t, J = 9.06 Hz, 2H, Ar-H), 7.06 (s, 1H, Ar-H), 6.86–6.74 (m, 2H, Ar-H), 5.55 (s, 2H, Ar-CH2-N) and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 160.7 (d, J = 249.86 Hz), 156.1, 147.6, 146.7, 141.6, 140.8, 131.9 (d, J = 8.17 Hz), 127.2, 126.3, 126.0, 124.8 (d, J = 2.43 Hz), 121.8 (d, J = 9.97 Hz), 121.1, 115.9 (d, J = 20.82 Hz), 115.5, 112.6, 55.5 and 53.2. HR-MS (ESI) m/z: Calcd for [M + H]+ 370.1315 g/mol, found 370.1292 g/mol.

(E)-N’-(3-Fluorobenzylidene)-1-(4-hydroxy-3-methoxybenzyl)-1H-1,2,3-triazole-4-carbohydrazide (3m): With solid (yield 17%), m.p. 251 °C, purity: 99.7%. IR (ATR): ν 3320, 3149, 3066, 2836, 1682, 1598, 1463, 1357, 1253 and 1032 cm−1. 1H-NMR (DMSO-d6) δ 12.19 (s, 1H, N-NH), 9.16 (s, 1H, OH), 8.78 (s, 1H, N-CH=C), 8.54 (s, 1H, N=CH), 7.55-7.46 (m, 3H, Ar-H), 7.31–7.24 (m, 1H, Ar-H), 7.06 (s 1H, Ar-H), 6.86-6.75 (m, 2H, Ar-H), 5.55 (s, 2H, Ar-CH2-N), and 3.77 (s, 3H, O-CH3). 13C-NMR (DMSO-d6) δ 162.3 (d, J = 244.08 Hz), 156.2, 147.6, 146.7, 141.7, 136.8 (d, J = 7.61 Hz), 130.8 (d, J = 7.62 Hz), 127.2, 126.0, 123.5, 121.1, 116.8 (d, J = 21.29 Hz), 115.5, 113.0, 112.7, 55.6 and 53.2. HR-MS (ESI) m/z: Calcd for [M+Na]+ 392.1134 g/mol, found 392.1113 g/mol.

4.3. Pharmacological Activity

4.3.1. Evaluation of AChE Inhibition

For in vitro evaluation of inhibition of EeAChE (EC3.1.1.7, type V-S, purified from Electrophorus electricus) and eqBuChE (EC 3.1.1.8, purified from equine serum, both from Sigma-Aldrich), the kinetic assay was performed according to the Ellman method [34] modified using 96-well plates as previously described [35,36]. To each well of the microplate were added 20 μL enzyme (0.5 U/mL) and 5 μL 5,5’-dithiobis-(2-nitrobenzoic acid) (10 μM) in sodium phosphate buffer (0.1 M, pH 7.4), 100 μL of the evaluated compound solutions (twice as concentrated), together with 55 μL phosphate buffer (0.1 M, pH 7.4) reaching a volume of 180 μL. After 10 min, 20 μL of the appropriate substrate (acetylthiocholine or butyrylthiocholine iodide, final concentration 0.5 M) was added and the absorbance was read on a SpectraMax 250 spectrophotometer (Molecular Devices, San Jose, CA, USA) at 412 nm for 5 min at 12-s intervals. Progression curves were acquired using the Softmax PRO 5.0 software (Molecular Devices) from which the maximum hydrolysis velocity was calculated and the analysis performed with the Prism 5 software (GraphPad Inc., La Jolla, CA, USA). The compounds evaluated were solubilized in DMSO (0.05 M) and diluted in phosphate buffer to the concentrations described immediately prior to the assay. The solvent had no detectable effect at the highest concentration used (0.2% v/v).

4.3.2. Determination of DPPH Scavenging Ability

The ability of compounds to sequester DPPH free radicals was evaluated according to the method described by Gontijo and co-workers with some modifications [37]. The compounds were evaluated at concentrations of 100, 50, 25 and 12.5µM. A 4 mL aliquot of the sample was added to 1 mL of the DPPH solution (0.5 mM in ethanol). The solution was vortexed and after 30 min the absorbance was measured at 517 nm. Each solution was analyzed in triplicate and the mean values were plotted to obtain the EC50. Trolox and ascorbic acid were used as standards. The sequestering capacity of radicals was represented as the inhibition percentage according to the Equation (1):

Inhibition percentage = [(CA – SA)/CA)] × 100 (1)

CA: control absorbance; SA: sample absorbance.

4.3.3. Cell Cultures

Human neuronal SH-SY5Y cells were routinely grown in Dulbecco’s modified Eagle’s Medium supplemented with 10% fetal bovine serum, 2 mM L-glutamine, 50 U/mL penicillin and 50 µg/mL streptomycin at 37 °C in a humidified incubator with 5 % CO2.

4.3.4. Determination of Neuronal Viability

SH-SY5Y cells were seeded in a 96-well plate at 2 × 104 cells/well, incubated for 24 h and then treated with the compounds for 24 h. Cell viability, in terms of mitochondrial metabolic function, was evaluated by 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) test, as previously described [38].

4.3.5. Determination of Intracellular GSH Levels

SH-SY5Y cells were seeded in a black 96-well plate at 2 × 104 cells/well, incubated for 24 h and then treated with the compounds for 24 h. GSH levels were evaluated by using monochlorobimane, as previously described [39]

4.3.6. Determination of Intracellular ROS Formation

SH-SY5Y cells were seeded in a 96-well plate at 2 × 104 cells/well, incubated for 24 h, and then treated with compounds for 24 h before or during the treatment of 30 min with t-BOOH. ROS formation was evaluated by using the fluorescent probe H2DCF-DA, as previously described [26].

4.3.7. Determination of Neuroprotective Activity Against Aβ42 Oligomers

42 peptide (AnaSpec, Fremont, CA, USA) was first dissolved in 1,1,1,3,3,3-hexafluoroisopropanol to 1 mg/mL, sonicated, incubated at room temperature for 24 h, and lyophilised to obtain an unaggregated Aβ42 peptide film that was solubilised with DMSO and stored at −20 °C until use. The aggregation of Aβ42 peptide into oligomers was performed as previously described [40]. SH-SY5Y cells were seeded in a 96-well plate at 3 × 104 cells/well, incubated for 24 h, and treated with the compounds for 24 h. The cells were then treated for 4 h with 3e [5 μM] and OAβ1-42 [10 μM]. The neuroprotective activity, in terms of increase in intracellular MTT granules, was measured by MTT assay, as previously described [12].

4.4. In Silico Studies

We evaluated the possible binding modes of the compounds in the AChE binding site through molecular docking studies. Due to significant conformational changes observed on the peripheral anionic site (PAS) [41], we selected three representative conformations of AChE following an ensemble docking strategy similar to that adopted on previous studies [42,43,44] in addition to the structure of human AChE complexed with donepezil [45] (PDB code 4EY7). The ensemble docking strategy consists in docking the compounds into each representative conformation of the receptor aiming to consider the protein flexibility [46,47,48]. The structures selected were 1ZGC [49] (Torpedo californica), 2CKM [50] (Torpedo californica), 1Q84 [51] (Mus musculus) and 4EY7 [45] (Homo sapiens). All inhibitors from the four representative conformations of AChE interact with both CAS and PAS. Conserved waters were identified through the superposition of the structures and considered explicitly during the docking experiments (Table 4).

Table 4.

Conserved waters considered in the docking experiments.

Water 1ZGC 1Q84 2CKM 4EY7
Wat1 1468 1708 2062 729
Wat2 1481 1755 2054 737
Wat3 1489 1715 2061 722
Wat4 1531 1735 2035 731

The receptor structures were prepared with the Protein Preparation Wizard tool from the Schrödinger Suite 2018–4 [52] and the protonation states of the amino acid residues were predicted using PROPKA with pH 7. Finally, an optimization of the hydrogen bond network of the protein-ligand complexes was performed to adjust the orientation of the hydrogen atoms, followed by an energy minimization of the hydrogen atoms. The compounds were designed and prepared with LigPrep from Maestro to set up the isomers, protonation states and tautomers with Epik [53,54] at pH 7.0 ± 0.4. We applied torsional constraints to some rotatable bonds to keep the planarity observed for some compounds during the docking experiments (Figure 8). The rotatable bond from the amide group was kept fixed to the trans conformation on all compounds.

Figure 8.

Figure 8

Compounds with rotatable bonds fixed during the docking experiments (orange arrows). Dihedrals not highlighted in this picture were defined as free to rotate, except amide bonds.

The ensemble docking experiments were performed with the molecular docking program Glide [55,56] from Maestro in the XP precision mode – indicated for highly flexible ligands and to reduce false-positives. All the structures were aligned to the 1ZGC conformation using the super tool from Pymol. The grid box of the receptors was centered on the native ligand present in the 1Q84 complex (X: 98.06, Y: 53.14 and Z: 22.06). We also redocked the co-crystallized ligands into their respective AChE conformation and to the non-native structures (i.e., cross-docking) to validate the docking protocol adopted in this work. We selected the ligand pose according to the lowest XP Score among all the four AChE conformations.

Ensemble Docking Validation

We docked the four reference ligands into all the representative AChE conformations selected for the ensemble (i.e., redocking and cross-docking experiments) to validate the ensemble docking strategy. It is possible to note that this strategy allowed us to select the correct binding pose (RMSD ≤ 2.0 Å) of all ligands with the lowest docking score (Table 5). Interestingly, despite donepezil being the smallest reference compound, the experimental binding mode was only found against its native AChE conformation (i.e., 4EY7). This can be due to the complete distinct chemical profile from the other tacrine-based ligands, inducing the enzyme to adopt a different conformation. Thus, the ensemble docking results reinforce the importance of considering multiple representative structures of AChE to consider the receptor flexibility, increasing the chance of finding the experimentally observed binding mode of ligands from different chemical classes.

Table 5.

Ensemble docking results for the reference ligands against the four AChE conformations. The binding poses selected according to the ensemble docking strategy (i.e., the AChE conformation that provides the lowest XP Score pose) are highlighted in bold, achieving 100% of success rate when considering RMSD ≤ 2.0 Å.

Reference
Ligand
1ZGC 1Q84 2CKM 4EY7
Score RMSD Score RMSD Score RMSD Score RMSD
1ZGC −18.873 1.411 −18.553 1.515 −18.989 1.618 −17.273 12.382
1Q84 −18.246 1.439 −19.085 0.833 −12.208 4.773 −11.546 6.852
2CKM −17.954 4.255 −16.969 3.608 −20.525 1.234 −13.255 5.905
4EY7 −11.136 2.436 −10.064 3.250 −12.575 4.235 −17.941 0.594
Success Rate 50% 50% 50% 25%

Supplementary Materials

The following are available online, Figure S1–S55: HR-MS spectra, absorption spectra in the infrared region and chromatograms.

Author Contributions

Conceptualization, C.V.J, A.T. and M.d.F.S.; methodology, M.d.F.S., E.T.L., L.P., M.J.R.G., F.M.R.d.S., N.F.N., L.L.d.A., V.S.G. and I.A.G.; software, L.E.D. and I.A.G.; validation, A.T., A.E.K., V.S.G. and M.d.F.S.; formal analysis, A.T. and C.V.J; investigation, C.V.J., A.T. and M.d.F.S.; writing—original draft preparation, M.d.F.S., C.V.J. and V.S.G.; writing—review and editing, M.d.F.S., C.V.J. and A.T.; supervision, C.V.J., A.T., L.E.D., N.G.C. and A.E.K.; project administration, C.V.J. and A.T.; funding acquisition, C.V.J., A.T., A.E.K. and L.E.D. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by Brazilian Agencies CNPq (#454088/2014-0, #400271/2014-1, #310082/2016-1), FAPEMIG (#CEX-APQ-00241-15), FINEP, INCT-INOFAR (#465.249/2014-0) and FAPERJ (#E-26-010.002487-2016). This research was also funded in part by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - Brazil (CAPES) - Finance Code 001.

Conflicts of Interest

The authors declare no conflict of interest.

Footnotes

Sample Availability: Samples of the compounds are not available from the authors.

References

  • 1.Viegas C., Bolzani V.D.S., Barreiro E.J., Fraga C.A.M. New anti-Alzheimer drugs from biodiversity: the role of the natural acetylcholinesterase inhibitors. Mini Rev. Med. Chem. 2005;5:915–926. doi: 10.2174/138955705774329546. [DOI] [PubMed] [Google Scholar]
  • 2.Rosini M., Simoni E., Bartolini M., Cavalli A., Ceccarini L., Pascu N., McClymont D.W., Tarozzi A., Bolognesi M.L., Minarini A., et al. Inhibition of Acetylcholinesterase, β-Amyloid Aggregation, and NMDA Receptors in Alzheimer’s Disease: A Promising Direction for the Multi-target-Directed Ligands Gold Rush. J. Med. Chem. 2008;51:4381–4384. doi: 10.1021/jm800577j. [DOI] [PubMed] [Google Scholar]
  • 3.Islam M.M., Gurung A.B., Bhattacharjee A., Aguan K., Mitra S. Human serum albumin reduces the potency of acetylcholinesterase inhibitor based drugs for Alzheimer’s disease. Chem. Biol. Interact. 2016;249:1–9. doi: 10.1016/j.cbi.2016.02.012. [DOI] [PubMed] [Google Scholar]
  • 4.Barai P., Raval N., Acharya S., Borisa A., Bhatt H., Acharya N. Neuroprotective effects of bergenin in Alzheimer’s disease: Investigation through molecular docking, in vitro and in vivo studies. Behav. Brain Res. 2018;356:18–40. doi: 10.1016/j.bbr.2018.08.010. [DOI] [PubMed] [Google Scholar]
  • 5.Viegas F.P.D., Simões M.C.R., da Rocha M.D., Castelli M.R., Moreira M.S., Viegas C., Jr. Alzheimer’s Disease: Characterization, Evolution and Implications of the Neuroinflammatory Process. Rev. Virtual Química. 2011;3:286–306. doi: 10.5935/1984-6835.20110034. [DOI] [Google Scholar]
  • 6.Tarozzi A., Morroni F., Merlicco A., Bolondi C., Teti G., Falconi M., Cantelli-Forti G., Hrelia P. Neuroprotective effects of cyanidin 3-O-glucopyranoside on amyloid beta (25–35) oligomer-induced toxicity. Neurosci. Lett. 2010;473:72–76. doi: 10.1016/j.neulet.2010.02.006. [DOI] [PubMed] [Google Scholar]
  • 7.Haass C., Selkoe D.J. Soluble protein oligomers in neurodegeneration: lessons from the Alzheimer’s amyloid beta-peptide. Nat. Rev. Mol. Cell Biol. 2007;8:101–112. doi: 10.1038/nrm2101. [DOI] [PubMed] [Google Scholar]
  • 8.Tarozzi A., Merlicco A., Morroni F., Bolondi C., Di Iorio P., Ciccarelli R., Romano S., Giuliani P., Hrelia P. Guanosine protects human neuroblastoma cells from oxidative stress and toxicity induced by Amyloid-beta peptide oligomers. J. Biol. Regul. Homeost. Agents. 2010;24:297–306. [PubMed] [Google Scholar]
  • 9.Zhan Q., Shi X., Wang T., Hu J., Zhou J., Zhou L., Wei S. Design and synthesis of thymine modified phthalocyanine for Aβ protofibrils photodegradation and Aβ peptide aggregation inhibition. Talanta. 2019;191:27–38. doi: 10.1016/j.talanta.2018.08.037. [DOI] [PubMed] [Google Scholar]
  • 10.Walsh S., Aisen P.S. Inflammatory processes and Alzheimer’s disease. Expert Rev. Neurother. 2004;4:793–798. doi: 10.1586/14737175.4.5.793. [DOI] [PubMed] [Google Scholar]
  • 11.Reale M., Kamal M.A., Velluto L., Gambi D., Di Nicola M., Greig N.H. Relationship between inflammatory mediators, Abeta levels and ApoE genotype in Alzheimer disease. Curr. Alzheimer Res. 2012;9:447–457. doi: 10.2174/156720512800492549. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Dias Viegas F.P., de Freitas Silva M., Divino da Rocha M., Castelli M.R., Riquiel M.M., Machado R.P., Vaz S.M., Simões de Lima L.M., Mancini K.C., Marques de Oliveira P.C., et al. Design, synthesis and pharmacological evaluation of N -benzyl-piperidinyl-aryl-acylhydrazone derivatives as donepezil hybrids: Discovery of novel multi-target anti-alzheimer prototype drug candidates. Eur. J. Med. Chem. 2018;147:48–65. doi: 10.1016/j.ejmech.2018.01.066. [DOI] [PubMed] [Google Scholar]
  • 13.Cavalli A., Bolognesi M.L., Minarini A., Rosini M., Tumiatti V., Recanatini M., Melchiorre C. Multi-target-Directed Ligands To Combat Neurodegenerative Diseases. J. Med. Chem. 2008;51:347–372. doi: 10.1021/jm7009364. [DOI] [PubMed] [Google Scholar]
  • 14.Dias K.S.T., Viegas Jr. C., Simone Tranches Dias K., Viegas C., Dias K.S.T., Viegas C. Multi-Target Directed Drugs: A Modern Approach for Design of New Drugs for the treatment of Alzheimer ’ s Disease. Curr. Neuropharmacol. 2014;12:239–255. doi: 10.2174/1570159X1203140511153200. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Villaflores O.B., Chen Y.J., Chen C.P., Yeh J.M., Wu T.Y. Curcuminoids and resveratrol as anti-Alzheimer agents. Taiwan J. Obstet. Gynecol. 2012;51:515–525. doi: 10.1016/j.tjog.2012.09.005. [DOI] [PubMed] [Google Scholar]
  • 16.Repossi G., Dain A., Tarres M.C., Das U.N., Eynard A.R. Beneficial action of resveratrol: How and why? Nutrition. 2015;32:1–5. doi: 10.1016/j.nut.2015.08.017. [DOI] [PubMed] [Google Scholar]
  • 17.Li S.Y., Wang X.B., Kong L.Y. Design, synthesis and biological evaluation of imine resveratrol derivatives as multi-targeted agents against Alzheimer’s disease. Eur. J. Med. Chem. 2014;71:36–45. doi: 10.1016/j.ejmech.2013.10.068. [DOI] [PubMed] [Google Scholar]
  • 18.Yin W., Li Y. Curcumin Upregulate Expression of HO-1 and Nrf-2 in SHSY5Y Cells; Proceedings of the 2010 4th International Conference on Bioinformatics and Biomedical Engineering; Chengdu, China. 10–12 June 2010; Piscataway, NJ, USA: IEEE; 2010. pp. 1–4. [Google Scholar]
  • 19.De Freitas Silva M., Coelho L.F., Guirelli I.M., Pereira R.M., Ferreira-Silva G., Graravelli G.Y., Horvath R.D.O., Caixeta E.S., Ionta M., Viegas C. Synthetic resveratrol-curcumin hybrid derivative inhibits mitosis progression in estrogen positive MCF-7 breast cancer cells. Toxicol. Vitr. 2018;50:75–85. doi: 10.1016/j.tiv.2018.02.020. [DOI] [PubMed] [Google Scholar]
  • 20.Cao Z., Yang J., Xu R., Song Q., Zhang X., Liu H., Qiang X., Li Y., Tan Z., Deng Y. Design, synthesis and evaluation of 4′-OH-flurbiprofen-chalcone hybrids as potential multifunctional agents for Alzheimer’s disease treatment. Bioorg. Med. Chem. 2018;26:1102–1115. doi: 10.1016/j.bmc.2018.01.030. [DOI] [PubMed] [Google Scholar]
  • 21.Zheng Y., Qiang X., Xu R., Song Q., Tian C., Liu H., Li W., Tan Z., Deng Y. Design, synthesis and evaluation of pterostilbene β-amino alcohol derivatives as multifunctional agents for Alzheimer’s disease treatment. Bioorg. Chem. 2018;78:298–306. doi: 10.1016/j.bioorg.2018.03.016. [DOI] [PubMed] [Google Scholar]
  • 22.Setamdideh D., Zeynizadeh B. Mild and Convenient Method for Reduction of Carbonyl Compounds with the NaBH 4/Charcoal System in Wet THF. Z. Naturforsch. B. 2006;61:1275–1281. doi: 10.1515/znb-2006-1014. [DOI] [Google Scholar]
  • 23.Martinu T., Dailey W.P. Facile One-Pot Preparation of 3-Chloro-2-(chloromethyl)propene and an ab Initio Study of the Deamination Reaction of Nitrosoaziridine. J. Org. Chem. 2000;65:6784–6786. doi: 10.1021/jo000734u. [DOI] [PubMed] [Google Scholar]
  • 24.Bai S., Li S., Xu J., Peng X., Sai K., Chu W., Tu Z., Zeng C., Mach R.H. Synthesis and Structure–Activity Relationship Studies of Conformationally Flexible Tetrahydroisoquinolinyl Triazole Carboxamide and Triazole Substituted Benzamide Analogues as σ 2 Receptor Ligands. J. Med. Chem. 2014;57:4239–4251. doi: 10.1021/jm5001453. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Romeiro N.C., Aguirre G., Hernández P., González M., Cerecetto H., Aldana I., Pérez-Silanes S., Monge A., Barreiro E.J., Lima L.M. Synthesis, trypanocidal activity and docking studies of novel quinoxaline-N-acylhydrazones, designed as cruzain inhibitors candidates. Bioorg. Med. Chem. 2009;17:641–652. doi: 10.1016/j.bmc.2008.11.065. [DOI] [PubMed] [Google Scholar]
  • 26.Dias K.S.T., de Paula C.T., dos Santos T., Souza I.N.O., Boni M.S., Guimarães M.J.R., da Silva F.M.R., Castro N.G., Neves G.A., Veloso C.C., et al. Design, synthesis and evaluation of novel feruloyl-donepezil hybrids as potential multitarget drugs for the treatment of Alzheimer’s disease. Eur. J. Med. Chem. 2017;130:440–457. doi: 10.1016/j.ejmech.2017.02.043. [DOI] [PubMed] [Google Scholar]
  • 27.Sugimoto H., Yamanish Y., Iimura Y., Kawakami Y. Donepezil Hydrochloride (E2020) and Other Acetylcholinesterase Inhibitors. Curr. Med. Chem. 2000;7:303–339. doi: 10.2174/0929867003375191. [DOI] [PubMed] [Google Scholar]
  • 28.Ripoll D.R., Faerman C.H., Axelsen P.H., Silman I., Sussman J.L. An electrostatic mechanism for substrate guidance down the aromatic gorge of acetylcholinesterase. Proc. Natl. Acad. Sci. USA. 1993;90:5128–5132. doi: 10.1073/pnas.90.11.5128. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 29.Mosmann T. Rapid colorimetric assay for cellular growth and survival: Application to proliferation and cytotoxicity assays. J. Immunol. Methods. 1983;65:55–63. doi: 10.1016/0022-1759(83)90303-4. [DOI] [PubMed] [Google Scholar]
  • 30.Phaniendra A., Jestadi D.B., Periyasamy L. Free Radicals: Properties, Sources, Targets, and Their Implication in Various Diseases. Indian J. Clin. Biochem. 2015;30:11–26. doi: 10.1007/s12291-014-0446-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31.Andersen J.K. Oxidative stress in neurodegeneration: Cause or consequence? Nat. Rev. Neurosci. 2004;10:18. doi: 10.1038/nrn1434. [DOI] [PubMed] [Google Scholar]
  • 32.Awasthi M., Upadhyay A.K., Singh S., Pandey V.P., Dwivedi U.N. Terpenoids as promising therapeutic molecules against Alzheimer’s disease: amyloid beta- and acetylcholinesterase-directed pharmacokinetic and molecular docking analyses. Mol. Simul. 2018;44:1–11. doi: 10.1080/08927022.2017.1334880. [DOI] [Google Scholar]
  • 33.Perrin D.D., Armarengo W.L.F. Purification of Laboratory Chemicals. 4th ed. Butterworth-Heinemann; Canberra, Australia: 1997. [Google Scholar]
  • 34.Ellman G.L., Courtney K.D., Andres V., Jr., Featherstone R.M. A new and rapid colorimetric determination of acetylcholinesterase activity. Biochem. Pharmacol. 1961;7:88–95. doi: 10.1016/0006-2952(61)90145-9. [DOI] [PubMed] [Google Scholar]
  • 35.Castro N.G., Costa R.S., Pimentel L.S.B., Danuello A., Romeiro N.C., Viegas C., Barreiro E.J., Fraga C.A.M., Bolzani V.S., Rocha M.S. CNS-selective noncompetitive cholinesterase inhibitors derived from the natural piperidine alkaloid (-)-spectaline. Eur. J. Pharmacol. 2008;580:339–349. doi: 10.1016/j.ejphar.2007.11.035. [DOI] [PubMed] [Google Scholar]
  • 36.Lemes L.F.N., de Andrade Ramos G., de Oliveira A.S., da Silva F.M.R., de Castro Couto G., da Silva Boni M., Guimarães M.J.R., Souza I.N.O., Bartolini M., Andrisano V., et al. Cardanol-derived AChE inhibitors: Towards the development of dual binding derivatives for Alzheimer’s disease. Eur. J. Med. Chem. 2016;108:687–700. doi: 10.1016/j.ejmech.2015.12.024. [DOI] [PubMed] [Google Scholar]
  • 37.Gontijo V.S., De Souza T.C., Rosa I.A., Soares M.G., Da Silva M.A., Vilegas W., Viegas C., Dos Santos M.H. Isolation and evaluation of the antioxidant activity of phenolic constituents of the Garcinia brasiliensis epicarp. Food Chem. 2012;132:1230–1235. doi: 10.1016/j.foodchem.2011.10.110. [DOI] [PubMed] [Google Scholar]
  • 38.Rampa A., Tarozzi A., Mancini F., Pruccoli L., Di Martino R.M.C., Gobbi S., Bisi A., De Simone A., Palomba F., Zaccheroni N., et al. Naturally inspired molecules as multifunctional agents for Alzheimer’s disease treatment. Molecules. 2016;21:643. doi: 10.3390/molecules21050643. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 39.Rampa A., Montanari S., Pruccoli L., Bartolini M., Falchi F., Feoli A., Cavalli A., Belluti F., Gobbi S., Tarozzi A., et al. Chalcone-based carbamates for Alzheimer’s disease treatment. Future Med. Chem. 2017;9:749–764. doi: 10.4155/fmc-2017-0029. [DOI] [PubMed] [Google Scholar]
  • 40.Tarozzi A., Bartolini M., Piazzi L., Valgimigli L., Amorati R., Bolondi C., Djemil A., Mancini F., Andrisano V., Rampa A. From the dual function lead AP2238 to AP2469, a multi-target-directed ligand for the treatment of Alzheimer’s disease. Pharmacol. Res. Perspect. 2014;2:1–14. doi: 10.1002/prp2.23. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Johnson G., Moore S.W. The peripheral anionic site of acetylcholinesterase: structure, functions and potential role in rational drug design. Curr. Pharm. Des. 2006;12:217–225. doi: 10.2174/138161206775193127. [DOI] [PubMed] [Google Scholar]
  • 42.Ceschi M.A., da Costa J.S., Lopes J.P.B., Câmara V.S., Campo L.F., de Amorim Borges A.C., Gonçalves C.A.S., de Souza D.F., Konrath E.L., Karl A.L.M., et al. Novel series of tacrine-tianeptine hybrids: Synthesis, cholinesterase inhibitory activity, S100B secretion and a molecular modeling approach. Eur. J. Med. Chem. 2016;121:758–772. doi: 10.1016/j.ejmech.2016.06.025. [DOI] [PubMed] [Google Scholar]
  • 43.Lopes J.P.B., Da Costa J.S., Ceschi M.A., Gonçalves C.A.S., Konrath E.L., Karl L.M., Guedes I.A., Dardenne L.E. Chiral bistacrine analogues: Synthesis, cholinesterase inhibitory activity and a molecular modeling approach. J. Braz. Chem. Soc. 2017;28:2218–2228. doi: 10.21577/0103-5053.20170074. [DOI] [Google Scholar]
  • 44.Lopes J.P.B., Silva L., Ceschi M.A., Lüdtke D.S., Zimmer A.R., Ruaro T.C., Dantas R.F., de Salles C.M.C., Silva F.P., Jr., Senger M.R., et al. Synthesis of new lophine–carbohydrate hybrids as cholinesterase inhibitors: cytotoxicity evaluation and molecular modeling. Medchemcomm. 2019;10:2089–2101. doi: 10.1039/C9MD00358D. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 45.Cheung J., Rudolph M.J., Burshteyn F., Cassidy M.S., Gary E.N., Love J., Franklin M.C., Height J.J. Structures of human acetylcholinesterase in complex with pharmacologically important ligands. J. Med. Chem. 2012;55:10282–10286. doi: 10.1021/jm300871x. [DOI] [PubMed] [Google Scholar]
  • 46.Craig I.R., Essex J.W., Spiegel K. Ensemble docking into multiple crystallographically derived protein structures: An evaluation based on the statistical analysis of enrichments. J. Chem. Inf. Model. 2010;50:511–524. doi: 10.1021/ci900407c. [DOI] [PubMed] [Google Scholar]
  • 47.Guedes I.A., de Magalhães C.S., Dardenne L.E. Receptor-ligand molecular docking. Biophys. Rev. 2014;6:75–87. doi: 10.1007/s12551-013-0130-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 48.Guedes I.A., Pereira F.S.S., Dardenne L.E. Empirical scoring functions for structure-based virtual screening: Applications, critical aspects, and challenges. Front. Pharmacol. 2018;9:1–18. doi: 10.3389/fphar.2018.01089. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 49.Haviv H., Wong D.M., Greenblatt H.M., Carlier P.R., Pang Y.P., Silman I., Sussman J.L. Crystal packing mediates enantioselective ligand recognition at the peripheral site of acetylcholinesterase. J. Am. Chem. Soc. 2005;127:11029–11036. doi: 10.1021/ja051765f. [DOI] [PubMed] [Google Scholar]
  • 50.Rydberg E.H., Brumshtein B., Greenblatt H.M., Wong D.M., Shaya D., Williams L.D., Carlier P.R., Pang Y.P., Silman I., Sussman J.L. Complexes of Alkylene-linked tacrine dimers with Torpedo californica acetylcholinesterase: Binding of bis(5)-tacrine produces a dramatic rearrangement in the active-site gorge. J. Med. Chem. 2006;49:5491–5500. doi: 10.1021/jm060164b. [DOI] [PubMed] [Google Scholar]
  • 51.Bourne Y., Kolb H.C., Radić Z., Sharpless K.B., Taylor P., Marchot P. Freeze-frame inhibitor captures acetylcholinesterase in a unique conformation. Proc. Natl. Acad. Sci. USA. 2004;101:1449–1454. doi: 10.1073/pnas.0308206100. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 52.Madhavi Sastry G., Adzhigirey M., Day T., Annabhimoju R., Sherman W. Protein and ligand preparation: Parameters, protocols, and influence on virtual screening enrichments. J. Comput. Aided. Mol. Des. 2013;27:221–234. doi: 10.1007/s10822-013-9644-8. [DOI] [PubMed] [Google Scholar]
  • 53.Greenwood J.R., Calkins D., Sullivan A.P., Shelley J.C. Towards the comprehensive, rapid, and accurate prediction of the favorable tautomeric states of drug-like molecules in aqueous solution. J. Comput. Aided. Mol. Des. 2010;24:591–604. doi: 10.1007/s10822-010-9349-1. [DOI] [PubMed] [Google Scholar]
  • 54.Shelley J.C., Cholleti A., Frye L.L., Greenwood J.R., Timlin M.R., Uchimaya M. Epik: A software program for pKa prediction and protonation state generation for drug-like molecules. J. Comput. Aided. Mol. Des. 2007;21:681–691. doi: 10.1007/s10822-007-9133-z. [DOI] [PubMed] [Google Scholar]
  • 55.Friesner R.A., Banks J.L., Murphy R.B., Halgren T.A., Klicic J.J., Mainz D.T., Repasky M.P., Knoll E.H., Shelley M., Perry J.K., et al. Glide: A New Approach for Rapid, Accurate Docking and Scoring. 1. Method and Assessment of Docking Accuracy. J. Med. Chem. 2004;47:1739–1749. doi: 10.1021/jm0306430. [DOI] [PubMed] [Google Scholar]
  • 56.Friesner R.A., Murphy R.B., Repasky M.P., Frye L.L., Greenwood J.R., Halgren T.A., Sanschagrin P.C., Mainz D.T. Extra precision glide: Docking and scoring incorporating a model of hydrophobic enclosure for protein-ligand complexes. J. Med. Chem. 2006;49:6177–6196. doi: 10.1021/jm051256o. [DOI] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials


Articles from Molecules are provided here courtesy of Multidisciplinary Digital Publishing Institute (MDPI)

RESOURCES