Introduction

The FAD-dependent enzyme monoamine oxidase (MAO) is located in the outer mitochondrial membrane [1]. The enzyme has two isoforms: MAO-A and MAO-B [2]. These isoforms vary in their tissue distribution and substrate-inhibitor recognition sites despite having many sequence similarities [3]. MAOs are essential regulators of neurotransmitter levels. Changes in MAO levels have been linked to various neurological disorders [4]. They play a crucial role in the metabolism of neurotransmitters, such adrenaline, noradrenaline, dopamine, -phenylethylamine, and benzylamine by catalyzing the oxidative deamination of a variety of monoamines [5]. MAOs can cause emotional and behavioral alterations, and neurodegenerative diseases (NDs) by degrading these biogenic amines [6]. Alzheimer’s disease (AD) and Parkinson’s disease (PD) are examples of progressive, chronic, and incurable NDs that afflict millions of people worldwide [7,8,9,10]. Inhibitors of MAO are a class of medicines used to treat such disorders [11, 12].

To develop new, reversible, competitive, and selective MAO-B inhibitors, the pharmacophoric groups of current MAO-B inhibitors, such as lazabemide, safinamide, and chalcones have been used [13, 14]. Recently, hydrazide derivatives have been reported to have MAO-B inhibition capabilities [15, 16]. The MAO-B inhibiting activity of the ferulic acid scaffold has been widely described in the literature [17]. Ferulic acid is a well-known naturally occurring phenolic compound found in various plant species. It has been demonstrated to have a variety of biological functions, including anti-inflammatory, anticancer, and neuroprotective effects. Among its compounds, ferulic acid hydrazide has drawn a lot of interest because of its potential as a multifunctional medication [18,19,20].

This article describes the design, synthesis, and MAO-B inhibitory activity of ferulic acid hydrazide derivatives. The design of ferulic acid hydrazide derivatives was based on the hypothesis that the incorporation of different aldehydes into the hydrazide moiety of ferulic acid could lead to compounds with improved bioactivity. Accordingly, a series of ferulic acid hydrazide derivatives were synthesized by reacting ferulic acid hydrazide with different aldehydes [21,22,23], using a single scaffold with an unsaturated ketone, carboxamide, and olefinic connection [24, 25].

Materials and methods

Synthesis

The compounds were synthesized as per the following scheme:

Step 1: General procedure for the synthesis of ferulic acid chloride.

The synthesis was performed as indicated in Scheme 1. For the preparation of ferulic acid chloride, thionyl chloride 1.6 mL (0.0220 mol) was added gradually to 1 g of ferulic acid (0.00514 mol) in a round bottom flask. After adding thionyl chloride, 10 mL of chloroform was added, and the mixture was stirred for 8 h. The reaction mixture was maintained in a water bath at a temperature of 60 ℃. After cooling the reaction mixture, excess SOCl2 was removed. The yield was found to be 76%.

Scheme 1
scheme 1

Scheme of synthesis. R = 3-Br, 4-Cl, (4-(benzyloxy)-3-methoxy, 4-C2H5, 4-F,4-CH3, 4-OCH3, 4-O-Bn, or Furyl group

Synthesis of ferulic acid hydrazones.

Hydrazine hydrate solution was added dropwise to dry ferulic acid chloride (0.0040 mol, 0.85 g). The reaction mixture was kept in an ice bath for 2 h followed by continuous stirring at room temperature for another 2 h. After completion of the reaction, as indicated in thin-layer chromatography (TLC), 15 mL of cold water was added, and the resulting hydrazide was filtered off and dried. The yield was found to be 80%.

A mixture of hydrazide (0.00067 mol, 0.14 g) and substituted aromatic aldehydes (0.00067 mol) was stirred in methanol (5 mL). After 10 min, a few drops of glacial acetic acid were added and refluxed for the prescribed time period mentioned in Additional file 1: Table S1. The completion of the reaction was monitored by TLC. The product obtained was filtered, dried, and recrystallized from ethanol.

Enzyme assays of MAO-A and MAO-B

The activities of MAO-A and MAO-B were assayed using kynuramine (0.06 mM) and benzylamine (0.30 mM), respectively, as substrates by measuring the absorbance change continuously at 316 nm and 250 nm, respectively [26].

Enzyme kinetics and inhibition studies

Enzyme kinetics for MAO-B were carried out at five different substrate concentrations (0.0375–0.6 mM, respectively) [26]. For inhibition study, residual activity was assayed after addition of 10 μM inhibitor as an initial screening step, and IC50 values were determined for potential compounds with residual activity of less than 80%, using GraphPad Prism software 5 [27]. The selectivity index (SI) value of MAO-B was calculated as IC50 of MAO-A/IC50 of MAO-B [28]. The inhibition type of the leading compound for MAO-B was determined at the five different substrate concentrations and at three inhibitor concentrations around its IC50 [29]. Toloxatone, clorgyline, safinamide, and pargyline were used as the reference inhibitors [30]. The enzyme kinetic pattern and Ki value were determined by comparing the Lineweaver–Burk plots and their secondary plots, respectively [30].

Reversibility studies

The reversibility of the leading compound for MAO-B was evaluated by comparing undialyzed and dialyzed residual activities at a concentration of approximately 2 times the IC50 after preincubation for 30 min prior to measurement, as previously described [31]. Two types of reference inhibitors were used for MAO-B: the reversible inhibitor, safinamide and the irreversible inhibitor, pargyline. The reversibility pattern was determined by comparing the activities of undialyzed (AU) and dialyzed (AD) samples, and by considering the reference results.

Molecular docking

The Schrodinger suite [32] was used to carry out the molecular docking investigation of FA3. The human MAO-B (2V5Z) structure was retrieved from the Protein Data Bank [3]. The crystal structures were improved and optimized using the protein preparation wizard included in the Schrodinger suite, which also performed energy minimization, hydrogen atom addition, protonation state correction, and protonation state addition. The LigPrep tool was used to build the ligand structure. The co-crystallized ligands served as the automated center of the grid box. For docking simulations, the force Field OPLS_2005 default settings and extra precision (XP) docking protocol default settings were used [33, 34].

Molecular dynamic simulation

Schrodinger LLC’s Desmond simulation program was used to run molecular dynamics (MD) simulations [32]. The protein–ligand combination was initially created for the Desmond system builder panel utilizing compound FA3 against MAO-B in the aqueous solvent system. For complete protein–ligand simulations and stability trajectory analysis (root mean square deviation [RMSD], RMSF, and protein–ligand contact), the simulated parameters were 100 ns at 300 K, 1.01325 bar pressure, and 1000 frames [35, 36].

Results and discussion

Spectral characterization

Compound information like the color of the compound, retention factor (Rf) value, TLC mobile phase, IR, 1H, 13C, and ESI–MS was described below, and their spectra were provided in Additional file 1: (Figure S1–S30) Table S1.1H-NMR spectra confirmed the formation of imines (FA1-FA10). In the 1H-NMR spectra of FA1, the peak at 11.69 ppm suggested the formation of the NH group of hydrazone. The doublet signals were observed at 7.43 and 6.54 ppm with a coupling constant of 15 Hz for acrylic CHB=CHA protons [37]. The higher J value suggested that the molecule appeared as a trans form. The peak at 8.19 belongs to the aldehydic hydrogen atom of FA1. The shielded protons at 3.86 suggested the appearance of methoxy group in the final molecule. The presence of CO-NH group at 147.7 ppm in 13C-NMR confirmed the formation of acylhydrazone.

FA1: (2E,14Z)-N′-(3-bromobenzylidene)-3-(4-hydroxy-3-methoxyphenyl)acrylohydrazide

Yield: 68%; White powder; Rf value 0.65 (chloroform/methanol = 4/1); IR (ZnSe): 3251 (-NH-), 2943 (CHAr), 1623 (-CO-NH-), 1583 (-CH=N-), 858 (C-Br); 1H NMR (500 MHz) DMSO, δppm: 11.69 (s, 1H, NH), 9.55 (s, 1H, OH), 8.19–6.82 (8H, Ar–H), 7.57–7.54 (d, J = 15 Hz, 1H, CH), 6.54–6.51 (d, J = 15 Hz, 1H, CH), 3.86–3.83 (s, 3H, OCH3); 13C NMR (500 MHz): 147.7, 144.1, 132.6, 130.8, 129.0, 500.9, 121.0, 116.4, 115.6, 110.9, 55.4, 39.5; ESI–MS (m/z): calculated 374.0266, found 397.1429 [M+Na]+.

FA2: (2E,14Z)-N′-(4-chlorobenzylidene)-3-(4-hydroxy-3-methoxyphenyl)acrylohydrazide

Yield: 72%; White powder; Rf value 0.48 (chloroform/methanol = 4/1); IR (ZnSe): 3253 (NH), 2945 (CHAr), 1595 (CONH), 1510 (CH=N), 813 (CCl); 1H NMR (500 MHz) CDCl3, δppm: 11.48 (br, 1H, NH), 9.34 (s, 1H, OH), 7.83–7.80 (d, J = 15 Hz, 1H, CH), 7.36–7.33 (d, J = 15 Hz,1 H, CH), 7.66–6.96 (8H, Ar-H), 3.97 (s, 3H, CH3); 13C NMR (500 MHz): 168.0, 151.3, 144.9, 144.0, 143.0, 136.6, 131.9, 130.6, 129.0, 128.8, 120.1, 118.9, 116.8, 112.0, 56.2; ESI–MS (m/z): calculated 330.0771, found 331.1479 [M+H]+.

FA3: (2E,14Z)-N′-(4-(benzyloxy)-3-methoxybenzylidene)-3-(4-hydroxy-3-methoxyphenyl)acrylohydrazide.

Yield: 64%; Yellow powder; Rf value 0.45 (chloroform/methanol = 4/1); IR (ZnSe): 3256 (-NH-), 2944 (CHAr), 1620 (-CO–NH-), 1593 (-CH=N-); 1H NMR (500 MHz) DMSO, δppm: 11.44 (br, 1H, NH), 9.51 (s, 1H, OH), 7.39–7.36 (d, J = 15 Hz, 1H, CH), 6.52–6.49 (d, J = 15 Hz, 1H, CH), 7.96–6.81 (11H, Ar-H), 3.87–3.83 (s, 6H, CH3), 8.14 (s, 1H, N=CH), 5.14 (s, 2H, O-CH2); 13C NMR (500 MHz) DMSO, δppm: 161.6, 149.5, 149.2, 148.7, 148.5, 147.7, 146.1, 140.6, 136.7, 128.3, 127.8, 127.7, 127.3, 126.1, 121.7, 121.4, 120.9, 116.8, 115.6, 113.8, 113.0, 110.8, 108.5; ESI–MS (m/z): calculated 432.1685, found 433.2729 [M+H]+.

FA4: (2E,14Z)-N′-(4-ethylbenzylidene)-3-(4-hydroxy-3-methoxyphenyl)acrylohydrazide.

Yield: 78%; Brown powder; Rf value 0.42 (chloroform/methanol = 4/1); IR (ZnSe): 3241 (-NH-), 2945 (CHAr), 1624 (-CO-NH-), 1585 (-CH=N-); 1H NMR (500 MHz) DMSO, δppm: 11.49 (br, 1H, NH), 9.52 (s, 1H, OH), 7.40–7.37 (d, J = 15 Hz, 1H, CH), 6.52–6.49 (d, J = 15 Hz,1 H, CH), 7.11–6.78 (7H, Ar-H), 2.65–2.64 (s, 3H, O-CH3), 3.86 (s, 2H, CH2-CH3), 8.10 (s, 1H, N=CH), 1.22–1.19 (s, 3H, CH3); 13C NMR (500 MHz) DMSO, δppm: 166.2, 161.7, 148.7, 147.7, 146.0, 145.8, 142.7, 142.5, 140.8, 131.8, 131.7, 128.1, 126.8, 126.3, 126.0, 121.9, 116.7, 115.6, 113.6, 112.0, 110.8; ESI–MS (m/z): calculated 324.1474, found 325.2022 [M+H]+.

FA5: (2E,14Z)-N′-(4-fluorobenzylidene)-3-(4-hydroxy-3-methoxyphenyl)acrylohydrazide.

Yield: 72%; Off white powder; Rf value 0.71 (chloroform/methanol = 4/1); IR (ZnSe): 3251 (-NH), 2941 (CHAr), 1633 (-CO-NH-), 1600 (-CH=N), 1095 (C-F); 1H NMR (500 MHz) DMSO, δppm: 11.37 (br, 1H, NH), 9.53 (s, 1H, OH), 7.41 (d, J = 15 Hz, 1H, CH), 6.53 (d, J = 15 Hz, 1H, CH), 7.11–6.78 (7H, Ar-H), 3.85 (s, 3H, CH3), 8.23 (s, 1H, N=CH); 13C NMR (500 MHz): 161.7, 148.6, 144.8, 142.6, 140.9, 129.0, 121.8, 116.6, 115.8, 113.5, 112.1, 110.8, 55.6, 39.7; ESI–MS (m/z): calculated 314.1067, found 337.1576 [M+Na]+.

FA6: (2E,14Z)-N′-benzylidene-3-(4-hydroxy-3-methoxyphenyl)acrylohydrazide

Yield: 71%; Light brown powder; Rf value 0.56 (chloroform/methanol = 4/1); IR (ZnSe): 3190 (-NH-), 2966 (CHAr), 1587 (-CO-NH), 1594 (-CH=N-); 1H NMR (500 MHz) DMSO, δppm: 11.37 (br, 1H, NH), 9.53 (s, 1H, OH), 6.53 (d, J = 15 Hz, 1H, CH), 7.23 (d, J = 15 Hz, 1H, CH), 3.86 (s, 3H, CH3), 7.77–6.82 (8H, Ar–H), 8.23 (s, 1H, N=CH); 13C NMR (500 MHz): 161.7, 148.8, 147.7, 145.9, 142.6, 140.9, 134.3, 129.7, 126.6, 126.9, 121.8, 116.6, 113.5, 55.6, 39.7; ESI–MS (m/z): calculated 296.1161, found 297.1717 [M+H]+.

FA7: (E)-3-(4-hydroxy-3-methoxyphenyl)-N′-((Z)-4-methylbenzylidene)acrylohydrazide

Yield: 58%; Yellow powder; Rf value 0.76 (chloroform/methanol = 4/1); IR (ZnSe): 3189 (NH), 2965 (CHAr), 1590 (CONH), 1594 (CH=N); 1H NMR (500 MHz) DMSO, δppm: 11.30 (br, 1H, NH), 9.52 (s, 1H, OH), 7.40 (d, J = 15 Hz, 1H, CH), 6.52 (d, J = 15 Hz, 1H, CH), 3.86 (s, 3H, O-CH3), 2.52 (s, 3H, CH3), 7.65–6.85 (7H, Ar-H), 8.18 (s, 1H, N=CH); 13C NMR (500 MHz): 168, 151.3, 144.9, 144.0, 143.0, 140.7, 130.8, 129.2, 129.1, 128.8, 120.1, 118.9, 116.8, 112.0, 56.2, 24.3; ESI–MS (m/z): calculated 310.1317, found 311.1969 [M+H]+.

FA8: (2E,14Z)-N′-(4-methoxybenzylidene)-3-(4-hydroxy-3-methoxyphenyl) acrylohydrazide

Yield: 71%; Yellow powder, Rf value 0.65 (chloroform/methanol = 4/1); IR (ZnSe): 3193 (NH), 2960 (CHAr), 1577 (CONH), 1595 (CH=N); 1H NMR (500 MHz) DMSO, δppm: 11.24 (br, 1H, NH), 9.52 (s, 1H, OH), 6.56 (d, J = 15 Hz, 1H, CH), 7.40 (d, J = 15 Hz, 1H, CH), 3.86–3.81 (s, 6H, O-CH3), 7.90–6.40 (7H, ArH), 8.16 (s, 1H, N=CH),; 13C NMR (500 MHz): 166.1, 161.5, 160.6, 120.5, 126.9, 126.1, 121.9, 116.8, 115.6, 114.1, 113.7, 112.0, 110.8, 55.7, 39.6; ESI–MS (m/z): calculated 326.1267, found 349.2530 [M+Na]+.

FA9: (2E,14Z)-N′-(4-(benzyloxy)benzylidene)-3-(4-hydroxy-3-methoxyphenyl)acrylohydrazide

Yield: 58%; Yellow powder, Rf value 0.78 (chloroform/methanol = 4/1); IR (ZnSe): 3188 (NH), 2964 (CHAr), 1596 (CONH), 1595 (CH=N); 1H NMR(500 MHz) DMSO, δppm: 9.28 (s, 1H, CH), 7.80 (d, J = 15 Hz, 1H, CH), 7.78–6.95 (12H, Ar-H), 5.12 (s, 2H, O-CH2), 3.96 (s, 3H, O-CH3); 13C NMR (500 MHz): 160.4, 147.7, 146.6, 143.9, 143.1, 136.5, 128.7, 127.4, 126.6, 122.6, 115.2, 113.9, 110.9, 110.4, 77.2, 70.1, 56.0; ESI–MS (m/z): calculated 402.158, found 425.3581 [M+Na]+.

FA10: (2E,14Z)-3-(4-hydroxy-3-methoxyphenyl)-N′-((thiophen-2-yl) methylene) acrylohydrazide

Yield: 81%; Brown powder; Rf value 0.59 (chloroform/methanol = 4/1); IR (ZnSe): 3190 (NH), 2964 (CHAr), 1591 (CONH), 1592 (CH=N); 1H NMR (500 MHz) DMSO, δppm: 11.37 (br, 1H, NH), 9.56 (s, 1H, OH), 6.53 (d, J = 15 Hz, 1H, CH), 7.59 (d, J = 15 Hz, 1H, CH), 7.60–6.81 (6H, ArH), 3.83 (s, 3H, CH3) 8.22 (s, 1H, N=CH),; 13C NMR (500 MHz): 165.9, 161.6, 148.8, 147.7, 142.4, 141.1, 140.9, 139.1, 137.5, 130.5, 129.8, 128.6, 126.0, 121.8, 116.5, 113.2; ESI–MS (m/z):calculated 302.0725, found 325.1899 [M+Na]+.

Inhibition studies of MAO-A and MAO-B

At a concentration of 10 μM, five compounds showed low residual activity of < 50% for MAO-B, while only one compound showed low residual activity of < 50% for MAO-A (Table 1). FA3 had an IC50 value of 1.88 μM, showing the best inhibitory ability against MAO-B, followed by compound FA9 (IC50 = 2.08 μM) (Table 1, Additional file 1: Fig. S31). Overall, it was observed that the compounds did not exhibit effective inhibitory ability against MAO-A. The best compound for MAO-A inhibition was FA1 with an IC50 of 8.05 μM.

Table 1 Inhibitions of MAO-A and MAO-B by ferulic acid hydrazide derivatives

In the comparison of FA3 and FA9, a methoxy group of FA3 at the meta-position of the benzyl ether group, which is a common substituent at the para-position of the benzyl group, slightly increased inhibitory activity, that is, IC50 values from 2.08 to 1.88 μM. Comparing the IC50 levels of FA8 and FA9, a benzyl ether-type substituent in FA9 showed a better MAO-B inhibitory effect than a methoxy group in FA8. The comparison of derivatives with halogen substituents (FA1 and FA2 or FA5), showed that compounds with halogen functional groups at the para-position showed better inhibition ability than at the meta-position, while halogen substituents showed similar inhibitory properties under the same chemical conditions (FA2 and FA5).

Enzyme kinetics

Enzyme and inhibition kinetics were analyzed at five substrate concentrations and three inhibitor concentrations of FA3. In the Lineweaver–Burk plot, FA3 appeared to be a competitive MAO-B inhibitor (Fig. 1A). In the secondary plots, the Ki value was determined to be 1.92 ± 0.73 μM (Fig. 1B). These results suggest that FA3 acts as a potent competitive MAO-B inhibitor.

Fig. 1
figure 1

Lineweaver–Burk plots for MAO-B inhibitions by FA3 (A), and the secondary plots (B) of the slopes vs. inhibitor concentrations

Reversibility studies

The reversibility of MAO-B inhibition by FA3 was analyzed using dialysis after 30 min of preincubations at 2-times the FA3 IC50 value (4.22 μM). The recovery pattern was compared using undialyzed (AU) and dialyzed (AD) relative activities. Inhibition of MAO-B by FA3 was recovered from 31.89% to 102.03% (Fig. 2). The recovery value of the compound was similar to that of safinamide (reversible type, from 21.50% to 71.25%), and it was distinguished from pargyline (irreversible type, from 19.16% to 30.35%). These results indicate that FA3 is a reversible inhibitor of MAO-B.

Fig. 2
figure 2

Recovery of MAO-B inhibition by FA3 in residual activities measured using dialysis experiments

Molecular docking

To learn more about the binding of the lead compounds, molecular docking studies were conducted on a lead molecule (FA3) and MAO-B (2V5Z) interactions. We re-docked the native ligands to validate the docking procedure [34]. The docking scores (XP mode) for the lead compounds (FA3) were approximately − 8.591 kcal/mol, while the scores (− 9.648 kcal/mol) for safinamide were comparable. The amide side chain of safinamide pointed in the direction of the FAD molecule, whereas the fluoro-benzyl group was positioned towards the opening of the cavity. Similar positioning was shown in lead compound FA3 (Fig. 3), where the variable ferulic moiety was pointed in the direction of FAD and the benzyloxy group was facing the cavity entrance. The lead inhibitor FA3 occupied the whole substrate cavity and entered the MAO-B binding pocket (Fig. 3). Associations with the residues Ser200, Thr201, Ile199, Ile198, Phe343, Tyr60, Tyr435, Leu171, Cys172, Phe168, Trp119, Pro104, and Pro102 are primarily hydrophobic, and Gln206 is in polar contact. The FA3-MAO-B protein complex is stable because of the interaction between the ferulic moiety, and Tyr398 and the phenyl moiety and Tyr326 through pi-pi stacking.

Fig. 3.
figure 3

2D interaction (A) and 3D visulaization of superimposed orientations (B) of lead inhibitor FA3 (blue) with MAO-B pocket. Safinamide, red; co-factor FAD, yellow

Molecular dynamic simulation

The FA3 binding mode in the MAO-B inhibitor binding cavity was observed using Desmond's MD simulations. RMSD analysis revealed that the protein C-alpha and its ligand were monitored within a reasonable range for a lengthy simulation (100 ns). In contrast to the protein RMSD, the RMSD of the ligand was stable after 30 ns. The protein RMSD had an average value of 2.11 Å and a range of 1.2 to 3.10 Å (Fig. 4A).The protein-specific RMSD during the simulation was found to remain constant, with the exception of a minor change, stabilizing at a high of 3.10 Å at 68 ns. Adaptability of the protein system was assessed by calculating the RMSF of each protein amino acid residue. The 480–498 residue of the MAO-B protein fluctuated more. During the binding process, the atoms in the benzoyl ring of the RMSF ligand (Fig. 4B) displayed minor fluctuations. The 26 amino acid residues the ligand interacted with were Tyr60 (0.45 Å), Leu88 (0.76 Å), His90 (0.67 Å), Phe99 (0.78 Å), Gly101 (0.95 Å), Pro102 (0.92 Å), Pro104 (0.83 Å), His115 (0.99 Å), Trp119 (0.83 Å), Leu164 (0.71 Å), Leu167 (0.63 Å), Phe168 (0.6 Å), Thr201 (0.55 Å), Ile199 (0.67 Å), Ile198 (0.59 Å), Cys172 (0.52 Å), Leu171 (0.52 Å), Phe343 (0.44 Å), Leu171 (0.638 Å), Gln206 (0.55 Å), Ile316 (0.54 Å), Tyr326 (0.50 Å), Leu345 (0.57 Å), Tyr398 (0.62 Å), Gly434 (0.56 Å), and Tyr435 (0.418 Å). In the interaction histogram of FA3 and MAO-B, hydrogen bonds, hydrophobic interactions, and a few water bridges were observed (Fig. 4C, D). The number of distinct interactions between amino acids and ligands was normalized during a trajectory of 100 ns. The interaction histogram of the MD study revealed that several critical amino acids, including Gly434 (hydrogen bond), Tyr435 (hydrophobic), Tyr398 (hydrogen bond), Cys172 (hydrogen bond), Ile199 (water bridge and hydrophobic), and Phe99 (hydrophobic), interacted with FA3. The hydrophobic and hydrogen bonding contacts at the active site of MAO-B were substantial, because the observed interaction fraction with Gly434, Tyr435, and Ile199 was > 0.8. The hydrogen bonds, water bridges, and hydrophobic stability of the ligand protein complexes are shown in Fig. 4C, D. Gly434 participates in an 84% hydrogen bond with the OH of the ferulic ring. Tyr398 makes a 76% contribution through a pi-pi staking arrangement with FA3 the ferulic ring. Ile199, Phe99, Ile316, and Tyr326 displayed hydrophobic contact with the benzyloxy ring. Overall, it is expected that the lead chemical FA3 will inhibit MAO-B based on trajectory analysis and comprehensive MD simulation.

Fig. 4
figure 4

MD simulation analysis of the FA3-MAO-B complex. A RMSD (Protein RMSD is shown in blue while RMSD of FA3 are shown in red color). B Individual RMSF for proteins' amino acids. C Diagram of 2-D Interaction. D Protein–ligand contacts with number of specific contacts of amino acids with FA3

Collectively, we synthesized ferulic hydrazide-based compounds and assessed how efficiently they inhibited MAOs. FA3 was found to be a competitive, reversible MAO-B inhibitor. The stability of the complex was additionally identified by a docking investigation of MAO-B and FA3, which was made possible by the pi-pi stacking of Tyr326 and Tyr398. In the dynamic analysis, the participation rates of Tyr398 and Gly434 residues in the interaction with the ligand were 76% and 84%, respectively. The main compounds FA3 may be useful therapeutic agents for the treatment of neurological illnesses, such as PD, according to the study's overall findings.