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Synthesis of Patterned Media by self-assembly of magnetic nanoparticles

Trends Sci. 2026; 23(8): 12603

The Influence of Para-Substituent on the Molecular Properties and Biological Activities of Aroylhydrazone Derivatives: DFT Analysis and Anti-Cervical Cancer Evaluation Through In Silico and In Vitro Studies


Imanuel Gauru1,2, , Yusuf Syahril Alam1, , Syafri Izzat Abidiy1, ,

Fidelis Nitti2, , Holilah Holilah3, , Yuly Kusumawati1, , Mardi Santoso1, ,

Arif Fadlan1, and Fahimah Martak1,*,


1Department of Chemistry, Faculty of Science and Data Analytics, Sepuluh Nopember Institute of Technology,

Surabaya 60111, Indonesia

2Department of Chemistry, Faculty of Science and Engineering, University of Nusa Cendana, Kupang 85001, Indonesia

3Research Center for Biomass and Bioproducts, National Research and Innovation Agency of Indonesia (BRIN),

Cibinong 16911, Indonesia


(*Corresponding author’s e-mail: [email protected])


Received: 9 November 2025, Revised: 29 December 2025, Accepted: 5 January 2026, Published: 15 March 2026


Abstract

The synthesis of four aroylhydrazone-derived compounds was successfully conducted via the condensation reaction between benzoyl hydrazine and four different aromatic aldehydes. The resulting comppunds were identified as 4-Methoxybenzylidene ben-zo hydrazide (L1), 4-hidroksi-benzaldehid benzoyl hydrazone (L2), 4-methylbenzylidene benzohydrazide (L3) and 4-nitrobenziliden - 2 - benzoyl hydrazine (L4). Their spectroscopi cal and physicochemical characteristics were analyzed through UV-Vis, IR, 1H NMR, and 13C NMR instruments. Structural optimization was subsequently performed using density functional theory (DFT), followed by theoretical evaluations of UV-Vis and IR spectral modeling, reactivity and stability, and several quantum chemical descriptors. It was revealed that the theoretical results agreed with the experimental yields. The results of DFT analysis showed that L1 (ΔEGAP = 4.58 eV) and L3 (ΔEGAP = 4.42 eV) have high molecular stability and reactivity. These parameters indicate L1 and L3 as candidates for anticancer compounds. Besides, the antioxidant and cytotoxicity of the prepared compounds were observed to elucidate their specific mechanisms. L1 and L3 showed moderate anticancer activity with IC50 values of 82.12 and 42.64 µg/mL, respectively. In addition, insilico analysis, indicated strong binding affinities for L1 and L4, with docking binding energies of −9.37 and −10.57 kcal/mol. The Absorption, Distribution, Metabolism, Excretion, and Toxicity (ADMET) predictions and pharmacokinetic parameters of the samples further supported their favorable oral bioavailability.


Keywords: Aroylhydrazone, Characterization, Density functional theory, ADMET, Molecular docking


Introduction

Aroylhydrazones, a subclass of azomethine, are distinguished by the existence of the –C=N–N– group and are typically synthesized through condensation reactions between hydrazide and aldehyde or ketone [1]. These compounds possess key donor sites, notably carbonyl (–C=O) and azomethine (–C=N–), which facilitate interaction with various biological targets. In addition, structural modification through the addition of


various substituents on the benzene ring has been shown to enhance their biological activity profiles significantly. Currently, there has been a rising emphasis on advancing aroylhydrazone-derived compounds. Notably, those based on ((E) - N’- benzylidenebenzohydrazide) Ar-CH=N–NH–C (=O) –Ar′ (where Ar′ represents an aromatic ring) have garnered particular interest due to their superior chemical stability and broader synthetic versatility compared to their alkyl-substituted hydrazone counterparts [2]. Consequently, structural features position them as promising scaffolds for further design and development of bioactive and pharmaceutical agents. Numerous studies have exhibited that aroylhydrazones possess the ability to inhibit metalloproteins and disrupt intracellular homeostasis, primarily by interacting with DNA [3]. Moreover, aroyl hydrazone-based compounds have been reported to exhibit extensive pharmacological activities, such as anti-inflammatory [4], anti-microbial [5], anticonvulsant [6], anti-tubercular [7], anti-tumor [8], anti-fungal, and anti-viral effects [9]. Notably, structural modification at the para position of the aromatic ring has been shown to significantly impact the compound’s lipophilicity, electronic distribution, and steric profile, as shown in Figure 1 [10]. Despite significant interest in aroylhydrazone recently, relatively limited studies have examined the structure-activity relationships of para-substituted benzaldehyde-based aroylhydrazones, particularly with respect to their antioxidant and anticancer activities, employing a combination of molecular docking and computational chemistry approaches. Therefore, the current investigation aims at designing and synthesizing four aroylhydrazone derivatives, employing electron-donating and electron-withdrawing substituents, namely methoxy, hydroxy, methyl, and nitro groups at the para-position of the benzaldehyde moiety. These substituents are anticipated to significantly influence several physicochemical properties of the compounds, such as chemical reactivity, lipophilicity, molecular polarity, hydrophobic interactions, and, ultimately, biological efficacy. To assess the bioactivity of the synthesized compounds initially, both in vitro and in silico observations were employed. In this regard, computational chemistry serves as a crucial approach by facilitating the understanding of chemical reactivity and the establishment of structure-reactivity correlations. It also allows for the estimation of vibrational, electronic, and thermodynamic characteristics of the compounds examined in environments of biological and chemical significance [11]. The results obtained from this approach may be applied as additional support for the analytical and experimental findings [12]. Among the computational approaches, DFT is mostly employed due to its widespread application and reliability in quantum chemical modeling, particularly for calculating various molecular properties such as molecular structure and biological activity. This method enables the determination of molecular structures and relative energies with enhanced accuracy by using an appropriate basis set, surpassing the limitations of conventional ab initio methods such as Restricted Hartree-Fock (RHF) and second-order Moller-Plesset Perturbation Theory (MP2) [13]. In this study, four aroylhydrazone derivatives (L1 - L4) were rationally designed and synthesized from para-substituted benzaldehyde and benzohydrazide. Their structures were elucidated through spectroscopic techniques, DFT, and molecular docking analyses. They were also systematically examined with diverse spectroscopic techniques, including Fourier-transform infrared spectroscopy (FT-IR), proton and carbon nuclear magnetic resonance (1H and 13C NMR), and high-resolution mass spectrometry (HRMS). Quantum mechanical investigations were performed using DFT calculations, including molecular geometry optimizations, electrostatic potential mapping with atomic charge distributions, frontier molecular orbital (HOMO-LUMO) energy calculations, and evaluation of thermodynamic parameters. Dipole moment values for the prepared compounds were also computed employing the B3LYP method with the 6-31G* basis set. Additionally, the in vitro biological activities of the compounds were assessed through antioxidant assays and cytotoxicity testing against HeLa cervical cancer cells. The interaction mechanisms between the synthesized compounds (L1 - L4) and target biomolecules in HeLa cells were studied through molecular docking analysis.


Figure 1 Designed (E)-N’-benzylidenebenzohydrazide.


Materials and methods

Materials

All starting materials and solvents used in this work, including benzoyl hydrazine, various aldehydes, and PrestoBlue reagent, were of analytical grade and purchased from Sigma-Aldrich, and utilized directly in reactions without purification.


General procedure for the synthesis of aroylhydrazone derivatives

Synthesis of 4-Methoxybenzylidene benzo hydrazide (L1)

A mixture of 6 mmol of benzoyl hydrazine (0.82 g) and 6 mmol of 4-methoxybenzaldehyde (0.73 mL) was refluxed in 40 mL of ethanol at 95 °C for 3 h. Afterward, glacial acetic acid (6 drops) was added to the mixture to catalyze the reaction. The reaction was supervised with thin-layer chromatography (TLC) employing the solution of n-hexane and ethyl acetate (1:1 volume ratio). After refluxing, it was left to reach room temperature so that the compound could undergo crystallization. Further, it was cleaned thoroughly with ethanol, producing the final product: 85.45%, white purified aroylhydrazone solid. Molecular Formula: C15H14N2O2, M.p. 179 ⁰C, UV-Vis (DMSO) λmax (nm): 320, IR (KBr, ʋ (cm-1)): 1170 (CO), 1307 (C–N), 1606 (C=N), 1649 (C=O), 2841 (Csp3–H), 3255 (Csp2–H), 3421 (N–H). 1H NMR (500 MHz, DMSO) δ(ppm) 3.83 (s, 3H, -CH3), 6.97 - 6.99 (dd, 2H, Ar H), 7.52 (t, 2H, Ar H), 7.59 - 7.62 (m, 1H, Ar H), 7.77 - 7.80 (dd, 2H, Ar H), 7.93 -7.95 (dd, 2H, Ar H), 8.29 (s, 1H, -CH); 13C NMR (126 MHz, DMSO) δ(ppm) 54.46 (-CH3), 113.85 (Ar C), 126.62 (Ar C), 127.33 (Ar C), 128.35 (Ar C), 129.15 (Ar C), 131.85 (Ar C), 132.82 (Ar C), 149.23 (–CH), 161.86 (Ar C), 165.54 (–C=O). HRMS (ESI-TOF) calculated for C15H14N2O2 [M+Na]+ 277.095, found 277.094.


Synthesis of 4-Hydroxy-benzaldehyde benzoyl hydrazone (L2)

Benzoyl hydrazine (6 mmol, 0.82 g) and 4-hydroxybenzaldehyde (6 mmol, 0.73 g) were refluxed in 40 mL of ethanol at 95⁰ °C for 3 h. Similarly, the reaction was catalyzed with glacial acetic acid and tracked using TLC. After refluxing, it was left to reach room temperature so that the compound could undergo crystallization. Further, it was cleaned thoroughly with ethanol, resulting in the final product: 36.64%, white purified aroyl hydrazone solid. Molecular Formula: C14H12N2O2, M.p. 279 °C, UV-Vis (DMSO) λmax (nm): 291, IR (KBr, ʋ (cm−1)): 1305 (C–O), 1342 (C–N), 1784 (C=N), 1647 (C=O), 3016 (Csp2–H), 3462 (N–H), 3180 (–OH). 1H NMR (500 MHz, DMSO) δ(ppm) 6.84 - 6.87 (dd, 2H, Ar H), 7.53 (t, 2H, Ar H), 7.59 - 7.63 (m, 1H, Ar H), 7.69 - 7.72 (dd, 2H, Ar H), 7.93 - 7.95 (dd, 2H, Ar H), 8.26 (s, 1H, –CH); 13C NMR (126 MHz, DMSO) δ(ppm) 115.25 (Ar C), 125.39 (Ar C), 127.29 (Ar C), 128.34 (Ar C), 129.33 (Ar C), 131.80 (Ar C), 132.88 (Ar C), 149.65 (–CH), 159.99 (Ar C), 165.54 (–C=O). HRMS (ESI-TOF) calculated for C14H12N2O2 [M+Na]+ 263.08, found 263.07.


Synthesis of 4-methylbenzylidene benzohydrazide (L3)

Benzoyl hydrazine (6 mmol, 0.82 g) and 4-methylbenzaldehyde (6 mmol, 0.70 mL) were refluxed in 40 mL of ethanol at 95 °C for 3 h. Similarly, the reaction was catalyzed with glacial acetic acid and tracked using TLC. After refluxing, it was left to reach room temperature so that the crystalline compound could be obtained. Further, it was rinsed thoroughly with ethanol, resulting in the final yield: 44.79%, white purified aroyl hydrazone solid. Molecular Formula: C15H14N2O, M.p. 193 °C, UV-Vis (DMSO) λmax (nm): 307, IR (KBr, ʋ (cm−1)): 1062 (C–O), 1776 (C=N), 1641 (C=O), 3051 (Csp2–H), 3028 (Csp3–H), 3394 (N–H). 1H NMR (500 MHz, DMSO) δ(ppm) 2.38 (s, 3H, –CH3), 7.25 (d, 2H, Ar H), 7.51 (t, 2H, Ar H), 7.5 9 - 7.72 (dd, 2H, Ar H), 7.93 - 7.96 (dd, 2H, Ar H), 8.32 (s, 1H, –CH); 13C NMR (126 MHz, DMSO) δ(ppm) 20.17 (–CH3), 127.37 (Ar C), 127.49 (Ar C), 128.36 (Ar C), 129.10 (Ar C), 131.38 (Ar C), 131.91 (Ar C), 132.76 (–CH), 140.84 (Ar C), 149.42 (–CH), 165.62 (–C=O). HRMS (ESI - TOF) calculated for C15H14N2O [L+Na]+ 261.27, found 261.10.


Synthesis of 4-Nitrobenzylidene-benzoyl hydrazine (L4)

Benzoyl hydrazine (6 mmol, 0.82 g) and 4-nitrobenzaldehyde (6 mmol, 0.82 g) were refluxed in 40 mL of ethanol at 95⁰ °C for 3 h. Similarly, the reaction was catalyzed with glacial acetic acid, and the progress was tracked using TLC. After refluxing, it was left to reach room temperature so that the crystalline compound could be obtained. Further, it was rinsed thoroughly with ethanol, resulting in the final yield: 94.44%, yellow purified aroyl hydrazone solid. Molecular formula: C14H11N3O3, M.p. 265 °C, UV-Vis (DMSO) λmax (nm): 342, IR (KBr, ʋ (cm−1)): 1751 (C=N), 1604 (C=O), 3059 (Csp2-H), 3269 (NH), 1550 (N=O). 1H NMR (500 MHz, DMSO) δ(ppm) 7.56 (t, 2H, Ar H), 7.63 (t, 1H, Ar H), 7.94 (d, 2H, Ar H), 8.013 (d, 2H, Ar H), 8.32 (d, 2H, Ar H), 8.56 (s, 1H, CH), 12.20 (s, 1H, NH); 13C NMR (126 MHz, DMSO) δ(ppm) 123.52 (Ar C), 127.14 (Ar C), 127.42 (Ar C), 127.97 (Ar C), 131.49 (Ar C), 132.41 (Ar C), 140.03 (Ar C), 144.62 (CH), 147.23 (Ar C), 162.80(C=O). HRMS (ESI-TOF) calculated for C14H11N3O3 [L+Na]+ 292.07, found 292.07.


Characterization

The synthesized molecules were analyzed using various instruments, including UV-Vis spectrophotometer Genesys 10S (Thermo Fisher Scientific, Madison, WI, USA), FTIR Shimadzu 8400S (Tokyo, Japan), and NMR Agilent 500 MHz fitted with a DD2 console, functioning at 500 MHz for proton (¹H) and 125 MHz for carbon (¹³C) analysis. High-resolution mass spectra were obtained using a Waters Q-TOF MS Xevo mass spectrometer (USA).


Cytotoxicity test

The cytotoxic activity toward HeLa cancer cells (human cervical adenocarcinoma) was evaluated in vitro employing the PrestoBlue (PB) assay method [14]. For this procedure, RPMI medium consisting of fetal bovine serum (FBS) (10 %(v/v)) and antibiotics (50 µL/50 mL) were used to culture the cells. The cultured cells (170,000 cells/mL) were then plated into 96-well microplates and kept for 24 h at 37 °C with 5% CO₂ in a humidified chamber. Following incubation, the existing culture medium was substituted with new medium consisting of diverse concentrations of the test compounds (7.81, 15.63, 31.25, 62.50, 125, 250, 500, and 1000 µg/mL). The treated cells were subsequently incubated for 48 h. Afterward, PrestoBlue reagent (Thermo Fisher Scientific, Uppsala, Sweden) was introduced into each well, and the absorbance was investigated at 570 nm via a multimode plate reader. Cisplatin was utilized as the positive control to compute the half-maximal inhibitory concentrations (IC50) using linear regression. To calculate the percentage of cell viability using the following Eq. (1) [15]:


Antioxidant activity assay

The antioxidant activity of the prepared aroyl hydrazones was examined with the 2,2-diphenyl-1-picrylhydrazyl (DPPH) free-radical-scavenging assay [16]. Gallic acid and quercetin served as reference antioxidants, while dimethyl sulfoxide (DMSO) acted as the solvent control. To perform the test, 1 mL of DPPH (6×10−5 M) was combined with 33 µL of the sample solution dissolved in DMSO at diverse concentrations of 319.46, 159.73, 79.87, 39.93, 19.97, 9.98, 4.99, 2.50, and 1.25 g/mL. Each mixture was preserved in a 37 °C water bath for 30 min, and the absorbance (S) at 517 nm was measured using a UV-Vis spectrophotometer. The blank solution (B) consisted of 33 µL of DMSO plus DPPH solution. The radical-scavenging activity of DPPH was determined using the formula of [(B-S)/B]×100% [17].


ADMET

The drug-likeness and ADMET of all samples were assessed with the ADMET Lab 2.0 software. The assessment of the drug-likeness followed Lipinski’s Rule of 5, considering main physicochemical aspects of molecular weight, partition coefficient (log D), and the number of hydrogen bond donors and acceptors. Meanwhile, the ADMET prediction offered comprehensive data regarding the pharmacokinetic aspects of each compound, including intestinal absorption, distribution characteristics, metabolic stability, excretion potential, and toxicity risks [18].


DFT calculations

The DFT calculations were done using the Gaussian 16 software to obtain molecular descriptors for the 4 hydrazone compounds. Geometry optimizations were evaluated via the B3LYP method with the 6-31G* basis set to ensure that each structure reached its minimum energy conformation. The frequency calculation was carried out to predict their IR vibrational modes, while electronic spectra were computed to estimate the maximum UV-Vis absorption wavelength [19]. Frontiers molecular orbital energies (HOMO and LUMO) were employed to estimate several important quantum chemical descriptors, such as energy band gap (ΔEGAP), global hardness (η), global softness (σ), absolute electronegativity (χ), electrophilicity index (ω), and dipole moment (μ). These parameters were calculated using Eqs. (2) - (7) [20].

Molecular docking analysis

The Cyclin Dependent Kinase 2 (CDK2) with PDB ID: 5IEV was selected as the target receptor for molecular docking studies involving the aroyl hydrazone-derived ligands (L1 - L4). The protein preparation involved the elimination of the crystallographic water portion and unnecessary co-crystallized ligands. All missing atoms were repaired, and polar hydrogens and Kollman charges were added to activate the protein structure docking. The ligand structures (L1 - L4) were prepared and incorporated into the molecular docking system. The docking protocol was confirmed using a self-docking (re-docking) procedure, where the native co-crystallized ligand (R0N) was re-docked into the active site of CDK2. The resulting root-mean-square-deviation (RMSD) obtained was 1.20 Å, confirming the reliability of the docking setup [21]. Grid box dimensions were set to 40×40×40 with a spacing of 0.5, and the grid center was arranged at the Cartesian coordinates of ‒11.057, ‒9.3, and ‒10.687, respectively. Docking parameters were configured using the Lamarckian Genetic Algorithm with a population size of 300 and 100 genetic algorithm runs. All docking procedures were performed with AutoDock Tools version 1.5.7. The resulting ligand-protein complexes were subsequently analyzed and visualized in 2 dimensions using Biovia Discovery Studio to evaluate ligand-protein interactions in 2D [22].


Results and discussion

Chemical structures

Aroylhydrazone derivatives derived from para-benzaldehyde and borohydride were successfully synthesized via the modified reflux method, conducted for 3 h [23]. The synthesis involved an equimolar (1:1) ratio of the starting materials and the catalyst (glacial acetic acid). The general reaction mechanism to form aroyl hydrazone derivatives is visualized in Figure 2, where water molecules are released as by-products. The reaction begins with a nucleophilic attack by the nitrogen atom of benzoyl hydrazine, containing a lone electron pair, on the electrophilic carbon of the aldehyde’s carbonyl group. This stage generates an intermediate facilitated by a proton transfer process [24]. Subsequent proton transfer from nitrogen to oxygen, mediated by glacial acetic acid, enables the formation of an azomethine linkage. The acetate ion then promotes an elimination reaction, forming an azomethine group and releasing water molecules [25]. TLC tests were performed to validate the formation of the resulting desired compounds and assess their purity [26].


UV-Vis spectra analysis

The UV-Vis absorption spectra of aroyl hydrazone compounds (L1 - L4), obtained from the experiment and TD DFT calculations in DMSO solvent, indicate that the absorption bands are predominantly located in the ultraviolet region (Figure 3). Experimentally, the maximum absorption wavelengths were recorded at 315 nm for L1, 325 nm for L2, 305 nm for L3, and 342 nm for L4. In comparison, the calculated spectra showed absorption maxima at 311 nm (L1), 324 nm (L2), 313 nm (L3), and 323 nm (L4). The absorption band within the wavelength range of 300 - 373 nm is primarily ascribed to the n → π electronic transitions involving the imine (C=N) and (N‒NH) groups, where electrons are excited from non-bonding orbitals (n) to anti-bonding orbitals (π*) [27,28]. Meanwhile, the bands at shorter wavelengths, specifically at 240 and 267 nm for L1; 237, 240, 271, 273 nm for L2; 234, 244, 265 nm for L3, and 278 nm for L4, are primarily associated with the π→ π transitions of the aromatic C=C group of the benzene rings.




Figure 2 The reaction mechanism for the formation of aroylhydrazone derivatives from para- benzaldehyde and benzohydrazide.


Figure 3 The theoretical and experimental UV-Vis spectra of all samples.


FTIR spectra analysis

The FTIR spectra of all samples obtained experimentally and theoretically are presented in Table 1 summarizes the vibrational frequencies and denotes the vibration modes of the identified functional groups. The data exhibited that the theoretical frequencies agreed well with the experimentally observed frequencies. The variation in vibrational modes observed in the experimental spectra of the aroyl hydrazone derivatives of para-benzaldehyde and benzo hydrazide can be explained as follows:


4-Methoxybenzylidene benzohydrazide (L1)

Based on Table 1, the absorption peaks at 3,421 and 3,255 cm¹ denote the N–H and Csp²–H groups, respectively. The low peak observed at 2,841 cm¹ can be assigned to the aromatic group of Csp³–H. The peak at 1,606 cm¹ represents the C=O vibration. The prominent peak at 1,514 cm⁻¹ was related to the imine group (C=N), which is characteristic of compound L1 [29,30]. Additionally, the peak in the 1,050 - 1,320 cm⁻¹ range could be associated with the existence of the C–O group. The peaks detected in the 1,020 - 1,250 cm¹ range denoted the C–N functional group. Finally, the significant and sharp peak at 713 cm¹ denoted the existence of the C–H group.


4-Hydroxy-benzaldehyde benzoyl hydrazine (L2)

The reasonable intensity peaks observed at 3,269 and 3,198 cm−1 were related to the N–H and O–H vibrations, respectively. The weak absorption peak at 3,030 cm−1 matched the aromatic group Csp2–H. Meanwhile, the peak at 2,833 cm−1 could be linked to the Csp3–H aliphatic group. The peak at 1,604 cm−1 emerged primarily due to the presence of the C=O functional group. The distinct and highly intense peak observed at 1,514 cm−1, characteristic of compound L2, was attributed to the hydrazone group (C=N–N) [31]. Besides, the peaks observed in the regions of 1,250 - 1,310 cm−1 and 1,020 - 1,250 cm−1 indicated the C–O and C–N functional groups, respectively. Finally, the sharp and intense peak at 837 cm−1 was attributed to the C–H group.


4 - Metilbenzelidene – 2 – benzoyl hydrazine (L3)

The weak absorption at 3,200 and 3,051 cm−1 denoted the N–H and Csp–H vibrations, respectively. Besides, the peaks at 3,028 and 1,641 cm−1 represented the Csp3-H aromatic and C=O, respectively. Generally, the C = N vibrations emerge in the range of 1,600 - 2,000 cm−1. The strong and typical peak located at 1,602 cm−1 corresponded to the C=N imine group, which is characteristic of compound L3. In addition, the band observed in the 1,020 - 1,250 cm−1 range was associated with the C–N vibration. Finally, the peak at 773 cm−1 was linked to the C–H group.


4-Nitrobenzylidene – benzoyl hydrazine (L4)

The absorption peaks observed at 3,180 and 3,016 cm−1 are ascribed to the vibrations of N – H and Csp2-H groups, respectively. A low intensity band at 2,839 cm−1 was associated with the vibration mode of aromatic Csp3-H groups. The peak at 1,647 cm−1 denoted the vibration mode of the C = O group. A strong peak at 1,566 cm−1 was linked to imine C=N groups, representing the characteristic peak of compound L4. Besides, the peak at 1,521 cm−1 was related to the N–O groups. Finally, the peak at 698 cm−1 matches the out-of-plane bending vibration of the C–H group. The linear correlation between the theoretical and experimental FTIR spectra is visualized in Figure 4. In general, a linear trend was observed, with correlation coefficients (R2) of 0.994 for L1, 0.985 for L2, 0.995 for L3, and 0.994 for L4. The R2 values close to 1.00 confirm the strong alignment between experimental yields and theoretical calculations, indicating the computational scaling strategy is highly reliable [32].


Table 1 FTIR data of all samples (experimental and theoretical).

Compounds

Experimental

(cm−1)

Theoretical

(cm−1)

Assignment

L1


713

727

ΡOUT(C–H)

1,170

1,211

ʋ(C – N)

1,261

1,307

ʋ(C – O)

1,514

1,664

ʋ(C = N)

1,606

1,757

ʋ(C = O)

2,841

3,031

ʋ(Csp3 – H)

3,255

3,206

ʋ(Csp2 – H)

3,421

3,484

ʋ(N – H)

L2

837

719

ΡOUT(C–H)

1,166

1,211

ʋ(C – N)

1,282

1,314

ʋ(C – O)

1,512

1,668

ʋ(C = N)

1,604

1,757

ʋ(C = O)

2,833

3,043

ʋ(Csp3 – H)

3,030

3,194

ʋ(Csp2 – H)

3,198

3,206

ʋ(-OH)

3,269

3,747

ʋ(N – H)

L3

773

720

ΡOUT(C–H)

1,138

1,189

ʋ(C – N)

1,284

1,335

ʋ(C – O)

1,602

1,518

ʋ(C = N)

1,641

1,759

ʋ(C = O)

3,028

3,042

ʋ(Csp3 – H)

3,051

3,045

ʋ(Csp2 – H)

3,200

3,206

ʋ(N – H)

L4


698

722

ΡOUT(C–H)

1,151

1,130

ʋ(C – N)

1,342

1,324

ʋ(C – O)

1,566

1,648

ʋ(C = N)

1,647

1,662

ʋ(C = O)

2,839

1,768

ʋ(Csp3 – H)

3,016

3,062

ʋ(Csp2 – H)

3,180

3,209

ʋ(N – H)

1,521

1,375

ʋ(N – O)


Figure 4 Correlation curves between the theoretical and experimental wavenumbers of all samples.


NMR analysis

The NMR spectral analysis of compounds L1 - L4, conducted at room temperature in DMSO-d6, provided valuable insights into their structural features, as summarized in Table 2. The 1H NMR spectra for all four compounds revealed characteristic aromatic proton signals, appearing at chemical shifts (δ) range of 6.85 - 8.32 ppm, indicative of both benzene and heterocyclic ring environments (CHAr - benzene, and CHAr - heterocyclic). The hydrazone group (CH=N–N) was identified by distinct singlet signals at δ 8.45 (L1), 8.36 (L2), 8.43 (L3), and 8.56 ppm (L4), aligning with literature values. Additionally, signals at δ 11.77 (L1), 11.65 (L2), 11.79 (L3), and 12.20 ppm (L4) correspond to the protons of the (NH–N–) group [33]. Methyl (–CH₃) group protons in L3 and L1 showed chemical shifts at 2.40 ppm and 3.85 ppm, respectively, while L2 presented a broadened signal at 9.95 ppm for the hydroxyl (–OH) proton. The ¹³C NMR spectra of L1, L2, L3, and L4 exhibited signals at δ 149.23, 149.45, 149.42, and 144.62 ppm, attributed to the imine group (–N=CH–) [34]. Each compound displayed a peak at 165.54 ppm for L1 and L2, 165.62 ppm for L3, and 162.80 ppm for L4, corresponding to the carboxylic acid group (COOH). Aromatic ring carbon signals were observed between δ 113.85 and 140.84 ppm. Chemical shifts at δ 54.6 ppm for L1 and 20.17 ppm for L3 indicated carbon atoms in the methyl group (-CH₃).



Table 2 1H NMR and 13C NMR chemical shifts (δ in ppm) of L1 - L4 (experiment results).

L1

L2

L3

L4

1H NMR

13C NMR

1H NMR

13C NMR

1H NMR

13C NMR

1H NMR

13C NMR


3.85

54.46

6.85

115.25

2.40

20.17

7.56

123.52


7.06

113.85

7.52

125.39

7.29

127.37

7.63

127.14 – 127.97


7.56

126.62

7.58 - 7.60

127.30

7.54

127.49

7.94

131.48


7.62

127.33

7.91

128.34

7.60

128.36

8.01

132.41


7.72

128.35

8.36

129.33

7.64

129.10

8.32

140.02


7.95

129.15

9.95

131.81

7.92

131.38

8.56

144.62


8.45

131.85

11.65

132.88

8.43

131.91

12.20

162.80


11.77

132.82


149.65

11.79

132.76





149.23


159.99


140.84





161.86


165.54


149.42





165.54




165.62




DFT calculations

The chemical reactivity descriptors of four aroyl hydrazone compounds (L1 - L4) were calculated using DFT methods based on Parr and Pearson’s framework and Koopman’s theorem [35]. Molecular orbital calculations predicted descriptors like Total energy (ETot), energy gap (ΔEGAP), dipole momentum (μ), electrophilicity (ω), and chemical hardness (η), which are detailed in Table 3.


Table 3 Global chemical reactivity descriptors for L1 - L4 calculated by the DFT method at B3LYP/6-31G*.

Quantum chemical descriptors

L1

L2

L3

L4

ETot (eV)

22.8694

21.7994

20.8221

25.3193

EHOMO (eV)

5.86

5.69

5.89

6.61

ELUMO (eV)

1.28

1.38

1.47

2.77

ΔEGAP (eV)

4.58

4.31

4.42

3.83

η (eV)

2.29

2.15

2.21

1.91

σ

0.43

0.46

0.45

0.52

µ (Debye)

1.65

0.93

1.87

1.10

χ (eV)

3.57

3.53

3.68

4.69

ω

2.78

2.90

3.06

5.74


Optimized molecular structures

As shown in Table 3, the total energy value calculated for the optimized geometry of each compound studied indicates that L4 has the lowest ETot value, suggesting that the conformation of L4 (Figure 5) is thermodynamically more stable than those of the L1 - L3. Moreover, the ΔEGAP value of L4 is also the smallest among the four compounds, implying that L4 facilitates the most efficient electron transfer between HUMO and LOMO orbitals [36,37]. The diminished HOMO-LUMO energy gaps reflect an enhancement in chemical reactivity, although it concurrently implies a reduction in chemical stability [38].


Frontier molecular orbitals (FMOs)

The electronic properties, including chemical stability and reactivity, of bioactive compounds can be largely deduced from their HOMO and LUMO orbital analysis and associated energy states. High molecular stability is directly correlated with a significant HOMO-LUMO energy difference, making this gap essential for determining the moleculeʼs stability index [39]. In general, a high EHOMO value is associated with a molecule’s capacity to donate electrons [40], while a lower ELUMO value reflects its ability to accept electrons [41]. As illustrated in Figure 5, density associated with the HOMO and LUMO orbitals are delocalized across the entire molecular structure of the molecules L1 - L4. In the visual representation, red solid surfaces denote the positive phase of each molecule, while green surfaces represent the negative phase [42]. The observed HOMO densities are primarily correlated to the strong electronegativity of oxygen and nitrogen atoms. According to the order of EHOMO listed in Table 3, the order is L2 (‒5.69) > L1 (‒5.86) > L3 (‒5.89) and L4 (‒6.61), suggesting that L2 has the greatest electron donating ability. This suggests a higher potential for antioxidant activity, as enhanced HOMO energies are often associated with enhanced radical scavenging activity. Conversely, L1 exhibited the lowest ELUMO value (−1.28), indicating its high electron acceptance potential. Dipole moment is another critical descriptor affecting molecular interactions and effectiveness within a biological system, particularly through hydrogen bonding, dipole-dipole interactions, and electrostatic interactions [43]. The order of dipole moment values follows the tren L3 > L1 > L4 > L2, indicating that L3 may interact more strongly with polar environments. Chemical hardness (η), which suggests a molecule’s resistance to charge transfer or polarization of the electron cloud during chemical reactions, is inversely related to molecular reactivity. Hard molecules generally exhibit a high energy gap, while soft molecules display a small energy gap [44]. Molecules with lower hardness and higher softness may have greater inhibition efficiency [45]. The hardness values of the molecules in this study decrease in the following order L1 > L3 > L2 > L4, suggesting that L4 is the softest and, consequently, the most chemically reactive and least stable compound among the four. The electrophilicity (ω), a measure of electron-accepting ability, was observed in the following descending order L4 > L3 > L2 > L1. Higher electrophilicity values generally suggest an enhanced ability to participate in electrophilic interactions, indicating that L4 possesses the most favorable electronic characteristics for such behavior. The potential of a compound as an ideal anticancer agent often requires a balance among its stability, reactivity, and interaction capability. Based on these three parameters, L1 and L3 emerge as the strongest candidates for anticancer compounds. L1 exhibits the high electron-donating potential, coupled with highest molecular stability and high interaction capability with polar environments. L3 possesses the highest capacity for interaction with polar molecular environments (due to its high dipole moment), along with high molecular stability and high electrophilicity.


Figure 5 Optimized molecular structures and frontier molecular orbitals density distributions of L1 - L4.



Anticancer evaluation

Antioxidant activity

The IC50 values of all samples are presented in Table 4. The results indicated that all tested compounds demonstrated notable antioxidant activity, as evidenced by their low IC50 values. Among them, L2 showed the most potent antioxidant effect, with the lowest IC50 value of 0.19 ± 0.24 µg/mL and the highest % inhibition of 76.23 ± 3.97%. In addition, compounds L1, L2, and L3 exhibited superior antioxidant performance than the references. According to the findings, all synthesized aroylhydrazones derivatives exhibit potent antioxidant activity, as defined by IC50 values below 50 µg/mL [46].


Table 4 Antioxidant activity (IC50 and % inhibition) of the examined aroyl hydrazone derivatives.

Compound

IC50 (µg/mL)

% Inhibition

Gallic Acid

1.44 ± 0.15

70.95 ± 3.43

Quercetin

1.69 ± 0.13

65.15 ± 2.28

L1

1.42 ± 1.28

53.02 ± 0.85

L2

0.19 ± 0.24

76.23 ± 3.97

L3

0.49 ± 0.36

56.86 ± 1.51

L4

13.30 ± 10.41

73.76 ± 1.70


Cytotoxicity

The cytotoxicity effects of the samples were tested against HeLa cell lines using the Presto blue method. The primary parameter applied to examine the cytotoxicity of the compounds was the IC50 value, with cisplatin serving as a positive control. The effect of varying concentrations of the aroylhydrazone derivatives on HeLa cell line viability after 48-hour incubation is depicted in Figure 6, while the corresponding IC50 values are presented in Table 5. All samples demonstrated anticancer activity against HeLa cells with IC₅₀ values ranging from 42 to 288 µg/mL. These values were notably higher than cisplatin, the positive control, indicating comparatively lower potency. Among the tested samples, L1 and L3 demonstrated moderate anticancer activity with IC50 values of 82.12 and 42.64 µg/mL, respectively, after 48 h of exposure. Meanwhile, with the same treatment, L2 and L4 exhibited weaker anticancer activity, with IC50 values of 287.40 and 213.50 µg/mL, respectively [47]. The variation in anticancer activity among the aroylhydrazone derivatives is due to structural differences, particularly the nature of the aromatic substituents at the para-position of the benzaldehyde moiety. These substituent effects influence the electronic characteristics and their possible interactions with biological targets within cells, thereby affecting their biological activity [48].


Figure 6 Cell viability vs aroylhydrazone concentration.


Table 5 Cytotoxic test of compounds against HeLa cells after 48 h of treatment.

Compounds

IC50

(µg/mL)

L1

82.12

L2

287.40

L3

42.64

L4

213.50

Cisplatin

19.26


ADMET

The drug-likeness of the synthesized hydrazone derivatives was examined using Lipinski’s rule, which serves as a guideline to assess the oral bioavailability of potential drug candidates. According to this rule, compounds with oral activity generally exhibit a maximum of 5 hydrogen bond donors, 10 hydrogen bond acceptors, a molecular weight less than 500 Daltons, and a logD less than 5. A maximum of one violation is tolerable for a compound to be considered drug-like [49]. As shown in Table 6, all synthesized hydrazones met the criteria mentioned above without any violations, indicating favorable drug-likeness and solubility profiles. Moreover, the toxicity prediction results classified all compounds as relatively safe species, with no indications of mutagenicity, carcinogenicity, skin, or respiratory irritation. The yields indicate that the prepared compounds possess promising ADMET characteristics, highlighting their potential as viable candidates for further drug development.


Table 6 The values of the physicochemical and pharmacokinetic aspects (ADMET) of the synthesized compounds.

Compounds

logD

logS

TPSA

MW

nHA

nHD

Lipinski rule

Toxicity risk

Mut

Car

Irr

Res

L4

3.08

4.67

84.60

269.08

6.0

1.0

0

no

no

no

no

L3

3.48

5.05

41.46

238.11

3.0

1.0

0

no

no

no

no

L2

2.53

3.84

61.69

240.09

4.0

2.0

0

no

no

no

no

L1

2.94

3.59

50.69

254.11

4.0

1.0

0

no

no

no

no

Erlotinib

2.99

3.65

74.73

393.17

7.0

1.0

0

no

no

no

no

Doxorubicin

3.07

4.67

84.60

269.08

6.0

1.0

0

no

no

no

no

*Drugs Reference: Topological polar surface area (TPSA); Molecular weight (MW); The logarithm of the n-octanol/water distribution coefficient (logD); The logarithm of aqueous solubility (logS); Number of hydrogen bond donors (nHD); Number of hydrogen bond acceptors (nHA); Lipinski’s Rule; (Mut) mutagenic; (Car) Carcinogenicity; (Irr) irritant; (Res) Respiratory.


Molecular docking analysis

Molecular docking simulations were performed to analyze the binding interactions and associated energies between the synthesized ligands and the active sites of Cyclin-Dependent Kinase 2(CDK2). These simulations help in elucidating the nature and strength of molecular interactions, providing insights into the inhibitory potential of the compounds. CDK2 is a widely recognized target in cancer therapy research because of its essential function in regulating the cell cycle [50]. The binding energies and estimated inhibition constants for each ligand-enzyme complex are summarized in Table 8. The detailed molecular interaction profiles between CDK2 and the ligands L1 - L4 are visually depicted in Figure 7. Overall, hydrogen bonding is crucial in modulating the interaction between inhibitors and their target receptors. The molecular interaction diagrams reveal various interactions that contribute to the stability of the ligand-receptor complexes, as summarized below:

According to Table 7, ligand L1 involves in several interactions, including a Pi-sigma bond with Phe80 (3.78 Å), involving the hydrogen atom of the methoxy group, and multiple Pi-alkyl interactions with Ile10; Ala31; Val64; Ala144; Leu134 (5.01;3.66;5.05;4.94;4.55 Å) through its aromatic ring. L1 exhibits an unfavorable electrostatic (positive-positive) interaction with His84 (4.99 Å), indicating possible repulsion between positively charged moieties. Ligand L2 forms a conventional hydrogen bond with Glu81 (2.29 Å) through the nitrogen of the amine group in the hydrazone. It also establishes Pi-sigma bonds with Leu134 (3.91 Å), Pi-cation bonds with His84 (5.00 Å), Pi-alkyl bonds with Ile10, Val18, Ala31, Val64 (4.62;4.93;5.05;5.39 Å), and T-shaped Pi-Pi interactions with Phe80 (5.67 Å) involving benzene groups. Ligand L3 forms a hydrogen bond with Glu81 (2.35 Å) via the hydrazone amine nitrogen. In addition, there are Pi-alkyl bonds with Ile10; Ala31; Val64 (4.53;5.28;5.13 Å) via benzene, Pi-sigma bond with Leu134 (3.79 Å) interacting with the benzene group, and a T-shaped Pi-Pi bond with Phe80 (5.69 Å) via benzene. Meanwhile, ligand L4 forms a hydrogen bond with Glu81 (2.34 Å), which involves nitrogen interaction of the amine group in hydrazone. In addition, there are Pi-alkyl bonds with Ile10; Ala31; Val64; and Val18 (4.57;5.07;5.38;4.98 Å) via benzene, and a Pi-sigma bond with Leu134 and Ala144 (3.79 and 3.85 Å) which interact with the benzene group, hydrogen bond with Gln85 (5.69 Å) via the oxygen of the nitro group. In the Roniciclib standard, two hydrogen bonds are formed, namely with ASN132 (3.01 Å) and ASP36 (1.77 Å), which occur through the interaction of oxygen atoms bound to phenol and sulfonyl groups. In addition, there are Pi-Alkyl interactions with Phe80, AIA144, VAL64, ALA31, and ILE10 (4.13;4.27;4.40;4.36;4.52 Å) involving fluorine atoms and benzene rings. In addition, Pi-sigma interactions occur with Leu134 (3.16 Å), which involve benzene groups. Hydrophobic interactions such as Pi-cation, Pi-Pi T-shaped, and Pi-alkyl are primarily driven by van der Waals forces. In contrast, hydrogen bonding and electrostatic interactions contribute to the hydrophilic profile of the ligand-receptor complexes [51]. Notably, all synthesized compounds L1 - L4 display Pi-sigma interactions, which are absent in the binding profile of Roniciclib. This distinct interaction pattern may suggest enhanced binding affinity and improved inhibitory properties. These observations further imply that nucleophilic regions of the receptor, particularly those involving hydroxyl and amine functional groups, play a significant role in mediating strong ligand–amino acid interactions.





Figure 7 Binding-interaction diagrams of L1, L2, L3, L4 and Roniciclib with CDK2.

Table 7 Molecular docking results.

Compounds

Amino acid interactions

Distance (Å)

Type of interaction

L1

- HIS84

- PHE80

- ILE10,

ALA31,

VAL64,

ALA144,

LEU134,

VAL64,

ALA144

4.99

3.78

5.01, 3.66, 5.05, 4.94, 4.55

4.69, 3.82

Unfavorable positive-positive

Pi-sigma

Pi-alkyl


L2

- GLU81

- HIS84

- LEU134

- PHE80

-ILE10,

VAL18,

ALA31,

VAL64

2.29

5.00

3.91

5.67

4.62, 4.93, 5.05, 5.39

Hydrogen bond

Pi-cation

Pi-sigma

Pi-Pi T-shaped

Pi-alkyl

L3

- GLU81

- LEU134

- PHE80

-ILE10,

ALA31,

VAL64

2.35

3.79

5.69

4.53, 5.28, 5.13

Hydrogen bond

Pi-sigma

Pi-Pi T-shaped

Pi-alkyl

L4

- GLU81

- GLN85

-LEU134,

ALA144

-ILE10,

VAL18,

ALA31,

VAL64

2.34

1.35

3.83, 3.85

4.57, 4.98, 5.07, 5.38

Hydrogen bond

Carbon hydrogen bond

Pi-sigma

Pi-alkyl

Roniciclib

-ASN132, ASP86

- LEU134

-PHE80,

ALA144,

VAL64,

ALA31,

ILE10

3.01, 1.77

3.16

4.13, 4.27, 4.40, 4.36, 4.52

Hydrogen bond

Pi-sigma

Pi-alkyl



Table 8 compares the binding energies and inhibition constants (Ki) of compounds studied, showing Roniciclib > L4 > L1 > L2 > L3 in binding affinity. Ligand L4 has the best docking score and inhibition constant (Ki) of 17.80 nM, with a binding energy of −10.57 kcal/mol, indicating strong binding affinity. These findings suggest L4 potential as a CDK2 inhibitor, akin to the native reference compound, making it a promising candidate for CDK2-targeted therapies.


Table 8 Comparison of the binding energy and inhibition constant (Ki) of all samples and Roniciclib.

Compounds

Ki (nM)

Binding energy (kcal/mol)

L1

136.00

9.37

L2

136.70

9.36

L3

210.05

9.11

L4

17.80

10.57

Roniciclib

1.20

12.17


Conclusions

Four aroyl hydrazone derivative compounds were successfully synthesized and characterized. The structure compounds were comprehensively investigated using UV-Vis, FTIR, 1H NMR, and 13C NMR techniques. Quantum chemical analysis was done with the DFT method employing the 6-31G* basis set, and the theoretical FTIR and UV-Vis spectra showed good correlation with the experimental data. The calculated ΔEGAP values ​​indicated that L1 and L3 possessed the highest molecular stability and high chemical reactivity. In vitro, antioxidant evaluation based on the DPPH assay exhibited that L1 - L3 had superior antioxidant activities compared to the standard antioxidants. Cytotoxicity studies against HeLa cells indicated that all four compounds exhibited anticancer activity, with L1 and L3 showing moderate potency. In addition, the predicted ADMET and pharmacokinetic aspects revealed that these four aroylhydrazone compounds possess favorable oral bioavailability, low toxicity, and promising drug-likeness profiles. Molecular docking simulations supported these findings, revealing strong binding affinities of the ligands to the CDK2 protein. Notably, L4 exhibited the lowest binding energy and inhibition constant, comparable to the reference inhibitor Roniciclib, suggesting its potential as a CDK2 inhibitor involved in cancer cell proliferation. Overall, the synthesized aroylhydrazone derivatives demonstrate significant antioxidant and anticancer properties, supported by both experimental and computational data. These compounds represent promising candidates for further development as novel therapeutic agents targeting oxidative stress and cervical cancer.


Acknowledgements

The authors convey their heartfelt appreciation to the Chancellor of the Sepuluh Nopember Institute of Technology (ITS) for providing the essential research infrastructure. The authors also thank the assistance granted through the Indonesian Education Scholarship Program (Beasiswa Pendidikan Indonesia, BPI) managed by the Center for Higher Education Funding and Assesment (PPAPT), operating under the Ministry of Higher Education, Science, and Technology of Republic Indonesia (Kemendikti Saintek RI). Further appreciation is directed to the Indonesia Endowment Fund for Education (LPDP) under the Ministry of Finance of Republic Indonesia for the granted fellowship.


Declaration of Generative AI in Scientific Writing

The authors acknowledge the use of generative AI (specifically Gemini by Google) during the preparation of this manuscript for language editing and grammatical corrections. No content generation or data interpretation was performed by the AI. The authors remain fully responsible for the content and conclusions of this work.



CRediT Author Statement

Imanuel Gauru: Conceptualization, Writing – original draft, Methodology, Visualization, Validation, Software, Validation. Yusuf Syahril Alam: Supervision, Software, Resources, Conceptualization. Syafri Izzat Abidiy: Visualization, Validation, Software. Fidelis Nitti: Writing – review & editing, Formal analysis. Holilah Holilah: Formal analysis, Data curation, Validation. Yuly Kusumawati: Visualization, Validation, Software, Writing – review & editing. Mardi Santoso: Writing – review & editing, Formal analysis. Arif Fadlan: Writing – review & editing, Validation, Formal analysis. Fahimah Martak: Conceptualization, Writing – review & editing, Supervision, Validation, Resources.


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