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Exploring the essence of celery seeds (Apium graveolens L.): Innovations in microwave-assisted hydrodistillation for essential oil extraction using in vitro, in vivo and in silico studies
⁎Corresponding author. ghizlane.nouioura@usmba.ac (Ghizlane Nouioura)
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Received: ,
Accepted: ,
This article was originally published by Elsevier and was migrated to Scientific Scholar after the change of Publisher.
Abstract
Abstract
This study presents the composition analysis of essential oils extracted from celery seeds (Apium graveolens L.) collected from Morocco. Essential oil of A. graveolens (AG-EO), were obtained through microwave-assisted hydro-distillation, and its composition was characterized using gas chromatography/mass spectrometry (GC/MS). antimicrobial properties were assessed utilizing disc diffusion and microdilution assay methods, while antioxidant activities were evaluated through spectrophotometric techniques. Additionally, in vivo anti-inflammatory effects were investigated. The molecular docking technique, a computational approach utilized to predict the binding of small molecules to specific proteins, was employed to elucidate the antioxidative and antibacterial characteristics of the constituent molecules. The physicochemical and pharmacokinetic features of absorption, distribution, metabolism, excretion, and toxicity (ADME-Tox) tests were anticipated to provide insights into the drug likeness, pharmacokinetic characteristics, and expected safety profiles upon ingestion and the potential pharmacological activity of the identified compounds. Fifteen constituent compounds representing 99.99% of AG-EO were identified and quantified by the use of GC/MS. The main constituent, comprising 64.58% of AG-EO was limonene. AG-EO demonstrated a significant DPPH free radical scavenging activity, showing estimated scavenging rates of 8.49±0.00 µg/mL, and 5.09±0.04 µg/mL for ABTS+. AG-EO exhibited reducing Power (RP) and total antioxidant activity (TAC) of 3.42±0.01 µg/mL and 245.93±0.04 mg AAE/mL, respectively. AG-EO exhibited significant antimicrobial activity against all tested microorganisms. Additionally, the anti-inflammatory activity demonstrated the remarkable efficacy of AG-EO. Taken together, the essential oil derived from celery seeds holds promise for large-scale utilization as an environmentally friendly preservative within the food and agriculture industries, effectively countering fungal growth and aflatoxin contamination in stored commodities. Additionally, it exhibits potential as a suitable candidate for the development of pharmaceutical drugs.
Keywords
A. graveolens
Microwave-assisted hydro-distillation
Essential oil
Chemical composition
Pharmaceutical drugs
PASS prediction
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1 Introduction
Conventional therapies and the use of plants in empirical medicine have often been the sources of high-level scientific research (Nouioura et al., 2023a,b). This research often leads to discoveries of novel substances useful as therapeutics. The majority of these compounds are secondary metabolites that are typically produced by plants as a protective mechanism against physical or biological invaders, such as insects, microbes, and herbivores. (Ayman et al., 2008).
Essential oils (EOs), sometimes referred to as “volatile oils,” are complex mixtures of volatile or semi-volatile constituent chemicals produced by aromatic plants as secondary metabolites and are responsible for the characteristics of aromatic plants such as their powerful aromas (Ben Abada et al., 2020). EOs are generally fluid, volatile, and soluble in lipids and organic solvents. They can be present in all portions of plants, including roots, seeds, buds, flowers, leaves, stems, fruits, wood, or bark. EOs exhibit diverse compositions of bioactive components, primarily consisting of terpenoids, monoterpenes, and sesquiterpenes (Tohidi et al., 2017). Biological effects of EOs are caused by interactions of these bioactive substances with biomolecules (Tosun et al., 2023). For instance, mono-terpenoids specifically interfere with physiological and biochemical procedures associated with growth and expansion of microorganisms, affecting and modulating their proliferation and development (Bat-Özmatara, 2020). Extraction methods, including steam distillation, solvent extraction, and supercritical fluid extraction have been applied to extract EOs (Majda et al., 2020). Microwave-assisted extraction (MHD) is a technique used for extracting valuable compounds from plant materials, which can be tailored to suit extractions on a small or large scale. MHD exhibits outstanding performance in terms of both the quantity and quality of the oils extracted, as well as time and cost efficiency. Additionally, it effectively minimizes energy consumption and reduces the emission of carbon dioxide into the atmosphere. As a result, MHD has gained significant popularity and is extensively utilized in both laboratory and industrial settings (Moradi, Fazlali, et Hamedi 2018). Other key features include rapid energy transfer, efficient heating, and an environmentally eco-friendly isolation system (Zhang, Yang, et Wang 2011).
Celery and its essential oil (AG-EO) are renowned for their therapeutic, medicinal, and industrial properties (Modaresi, Ghalamkari, et Jalalizand 2012). Due to its antimicrobial properties against mold, yeast, and bacteria, as well as its antioxidant properties, AG-EO might be an alternative natural preservative and nutraceutical ingredients (Liu et al., 2021).
The purpose of this study was to enhance the EO yield by utilizing microwave-assisted distillation of celery seeds. The biochemical components of Moroccan EO of celery (A. graveolens) were analyzed using GC–MS/MS and selected in vitro and PASS prediction with in silico assays were employed to evaluate antioxidant activities such as DPPH, ABTS, RP, and TAC, as well as the anti-inflammatory, and the antimicrobial activity against multi-resistant pathogenic microorganisms. The results of this study are presented here to showcase the improvements achieved.
2 Materials and methods
2.1 Plant material
Seeds of Apium graveolens L. were gathered from the town of Sefrou in June 2022. A voucher specimen has been meticulously cataloged and deposited at the Laboratory of Natural Substances, Pharmacology, Environment, Modeling, Health, and Quality of Life (SNAMOPEQ), situated within the Faculty of Sciences at Dhar El-Mehraz, Sidi Mohamed Ben Abdellah University, herbarium under the designated number RAB38370. Following collection, the seeds were meticulously processed by pulverization utilizing a professional herb grinder (Omni mixer 17106, Du Pont Company, USA). The resultant powder was carefully packed into glass bottles, and all samples were safeguarded at ambient temperature until the moment of essential oil extraction.
2.2 Microwave-assisted hydrodistillation of the volatile oil
The quantitative composition, physicochemical properties, and biological activity of the essential oil extracted from the raw material, isolated under optimal parameters, were subjected to comprehensive analysis. The MHD process was conducted with the use of a microwave oven as the power source, specifically the MWD 119 WH, Whirlpool, China, which had a 20 L capacity and operated at 2.45 GHz frequency. The microwave oven was directly connected to a Clevenger apparatus, and it featured a cooling system for continuous condensation of the distillate. The microwave oven operated at 1,100 Watts while producing 700 Watts, with a power source of 230 V at 50 Hz and cavity dimensions of 216 x 302 x 277 mm.
For the extraction process, 100 g of ground celery seeds were combined with 1 L of water in a 2-liter flask and heated inside the microwave oven cavity at 600 W for 30 min. The vapor mixture of water and essential oil was continuously condensed in an external cooling system connected to the microwave cavity, and the recovered distillate was collected in a Clevenger receiver. To maintain constant humidity conditions during the extraction process, excess condensed water was refluxed back into the extraction flask (Majda et al., 2020).
Following the extraction process, the EOs were collected, dehydrated by adding anhydrous sodium sulfate, weighed, and stored in a vial at 4 °C in the dark.
2.3 Chemical characterization of essential oil by GC/MS
The chemical constituents of the EO were identified and quantified using gas chromatography, specifically the TRACE GC-ULTRA (Serial Number: 20062969) by Thermo-Fisher Scientific in Waltham, MA, USA, coupled with mass spectrometry, utilizing the Quadrapole (Serial Number: 210729) also by Thermo-Fisher Scientific. The analysis employed a capillary column (HP-5MS) with a length of 50 m, an internal diameter of 0.32 mm, and a film thickness of 1.25 µm.
The temperature was programmed to increase from 40 °C to 280 °C at a rate of 5 °C per minute. The injector and detector (Polaris Q) temperatures were set at 250 °C and 200 °C, respectively. Ionization was achieved using the electron-impact mode (EI) at 70 eV. Helium was used as the carrier gas, with a flow rate of 1 mL/min and a split ratio of 1:40. For the analysis, 1 µl of EO was injected.
To identify and quantify the components, retention times were compared with those stored in the NIST-MS Search Version 2.0 library, and the percentages of each constituent were calculated. Components were subsequently identified through this process.
2.4 Antioxidant activity of AG-EO
2.4.1 DPPH scavenging capacity
Free radical scavenging activity against the 1,1-diphenyl-2-picryl-hydrazyl (DPPH) radical was evaluated using previously described methods (Nouioura et al., 2023a,b). A volume of 50 μL of EO, dissolved in ethanol was used at different concentrations and mixed with 825 µL of DPPH. The reaction mixture was allowed to stand in the dark for 60 min, then absorbance was measured at 517 nm. BHT (Butylated hydroxytoluene) was used as a standard. All determinations were performed in triplicate. Using the following equation, the IC50 values were determined from the graph by the % inhibition (Equation 1).
2.4.2 ABTS radical scavenging activity
Free radical scavenging activity of AG-EO was determined by use of an ABTS free radical cation decolorization assay (Re et al., 1999). In summary, 50 μL of various dilutions of each ethanolic extract, as well as BHT utilized as a positive control, were combined with 825 μL of the ABTS radical cation solution. These solutions were incubated in the dark for 6 min at room temperature. Subsequently, the absorbance measurements were recorded at 734 nm using a UV/Vis spectrophotometer.
A blank sample containing an equivalent amount of ethanol and ABTS solution was used as a negative control for reference. The percentage inhibition of absorbance was calculated using Equation 1, and the IC50 (half-maximal inhibitory concentration) values were graphically determined and expressed in micrograms per milliliter (µg/mL). All analyses were conducted in triplicate.
2.4.3 Reducing power (RP)
The determination of reducing power was conducted following established procedures (Oyaizu, 1986). Specifically, a volume of 50 μL of AG-EO was combined with 200 μL of 0.2 M sodium phosphate buffer (pH 7.6) and 200 μL of 1 % potassium ferricyanide. The mixture was then incubated at 50 °C for 20 min to facilitate the conversion of ferricyanide to ferrocyanide. Subsequently, 200 μL of 10 % trichloroacetic acid was added to terminate the reaction. The mixture was centrifuged at a force of 500 g for 10 min. Finally, the supernatant was mixed with 600 μL of distilled water and 120 μL of 0.1 % ferric chloride. A linear relationship was established by plotting absorbance at 700 nm against sample concentration. The results were defined as the concentration of the extract at which the absorbance reached 0.5 (EC50) and were expressed in µg/mL. Each experiment was conducted in triplicate. An increase in absorbance in the reaction mixture signifies an enhancement in reducing power. Ascorbic acid was used as a positive control at various concentrations.
2.4.4 Total antioxidant activity (TAC)
The total antioxidant capacities (TAC) of all extracts were assessed using the phosphomolybdenum method as outlined by Nouioura et al., 2023a,b. In this procedure, fifty microliters of AG-EO or a standard reference substance (Ascorbic acid) were mixed with 1 mL of a reagent solution composed of 0.6 M sulfuric acid, 28 mM sodium phosphate, and 4 mM ammonium molybdate. The absorbance of the sample was measured at 695 nm after 90 min of incubation in a water bath at 95 °C, utilizing a PerkinElmer Lambda 40 UV/Vis spectrophotometer, and this measurement was compared to a blank. The results were expressed as milligrams of ascorbic acid equivalent (mg AAE) per gram of EO (mg AAE/g EO) and were reported as the mean of three triplicate measurements ± standard deviation (SD). Quercetin and BHT were employed as standards in this analysis.
2.5 Antimicrobial activity of AG-EO
2.5.1 Microbial strains tested
The antimicrobial testing of AG-EO was conducted on various microorganisms, including Gram-positive bacteria (Bacillus subtilis DSM 6333 and Staphylococcus aureus ATCC 6633), Gram-negative bacteria (Proteus mirabilis ATCC 29.906), and a fungal strain (Candida albicans ATCC 10.231). These microorganisms were selected based on their common occurrence as contaminants in food products and their pathogenic nature. The bacterial strains were obtained and identified at the bacteriology laboratory of Hassan II Hospital in Fez, Morocco. For the yeast strain, it was inoculated on Sabouraud dextrose agar, while the bacterial strains were streaked on Mueller-Hinton agar. Bacterial cultures were incubated for 18–24 h at 37 °C, and the yeast culture was incubated at 30 °C for the same duration. To prepare the test suspensions, well-isolated colonies were selected and emulsified in 10 mL of physiological water buffered with 0.9 % phosphate and sterilized. Dilutions were performed to standardize the bacterial suspension to a 0.5 McFarland turbidity standard.
2.5.2 Disc method for AG-EO
The antimicrobial efficacy of AG-EO was assessed using the disk diffusion method as described by El Barnossi et al. in 2020, for both bacteria and fungi. In this approach, 6 mm-diameter sterilized Whatman paper discs were impregnated with AG-EO at a volume of 10 μL per disc and then placed on the surface of Mueller Hinton Agar (MHA)-coated agar medium, which had previously been inoculated with a microbial suspension of the tested microorganism at a volume of 100 μL per 5 mL of MHA. To compare the effectiveness of AG-EO against bacteria and fungi, negative and positive controls were used. The positive controls included Oxacillin and Cefuroxime (10 μg/disc) for bacteria, and Fluconazole (10 μg/disc) for fungi. After an incubation period of 15–30 min at room temperature, the dishes were placed under specific conditions for yeast (30°C for 48h) and bacteria (37°C for 18–24h). Measurements of inhibition zone diameters in millimeters were used to determine inhibition percentages. Each test was conducted in triplicate, and the results were expressed as means ± standard deviation (SD) of triplicate measurements.
2.5.3 Determination of minimum inhibitory concentration (MIC)
The MIC of the AG-EO against the microorganisms was determined by use of the serial agar dilution method (Balouiri, Sadiki, et Ibnsouda 2016). Briefly microplates were made under aseptic conditions; each sterile 96-well microplate was labeled, and then a volume of 50 μL of AG-EO in 2% DMSO was pipetted into the first column of the plate; in all other wells, 50 μL of sterile Mueller-Hinton for bacterial strains and 40 μL of sterile EM for fungal strains were added; serial dilutions were made using after a 24-hour incubation period for bacteria and 48h for C. albicans at 37°C and 30°C, respectively. The MIC endpoint is determined using the colorimetric method (TTC 0.2 % (w/v)) (Balouiri et al., 2016).
2.6 In vivo anti-inflammatory activity
2.6.1 Animal handling and housing
Rats, both male and female, weighing 150–250 g, were obtained from the Sidi Mohamed Ben Abdellah University, Fez, animal facilities. Throughout their acclimatization period, the rats had unrestricted access to food and tap water, and their environment was meticulously controlled to maintain a temperature of 25 ± 1 °C and a photoperiod of 12 h (12 L/12 D).
The ethics committee of Sidi Mohamed Ben Abdallah University Mohammed, Fez, approved the experimental protocols, which followed the guidelines provided in the Declaration of Helsinki. The study was approved by the Laboratory of Natural Substances, Pharmacology, Environment, Modeling, Health, and Quality of Life at the Faculty of Science Dhar Mahraz in Fez, Morocco, with reference number USMBA-SNAMOPEQ 2023-03.
2.6.2 Carrageenan-induced rat paw inflammation
To investigate the anti-inflammatory activity of AG-EO we followed the protocol described in the study conducted by Winter et al., with slit modification (Mssillou et al., 2022). Wistar rats were divided into 5 groups (5 rats in each group). The first group (negative control) received only physiological water (0.9 % NaCl). Groups 2, and 3 treated with 1.5 mL/Kg, and 5 mL/Kg, respectivement of AG-EO vegetable oil. Group 3 used as a standard, received indomethacin® (LAPROPHAN, Casablanca, Morocco) orally (10 mg/kg). The circumference of the right paw of all rats was measured before the injection of carrageenan (1%); then the measurement was performed after 3, 4, 5, and 6 h of the injection. The percentage inhibition of inflammation was calculated according to the equation below: C0: The mean paw circumference before injection.
Ct: The mean paw circumference after carrageenan injection at a given time.
2.7 In-silico screening
After identifying the chemical constituents, in-silico simulation techniques such as ADME-Tox, in-silico predictions, and molecular docking simulations were employed to investigate the effects of all fourteen active molecules in AG-EO. During the initial stage, the pharmacokinetic properties of absorption, distribution, metabolism, excretion, and toxicity (ADMET) were predicted based on the five rules of Lipinski. Thereafter, the boiled egg of Egan and bioavailability radars were equally carried out to discover the desired physicochemical and pharmacokinetic profiles of the examined essential oil with the use of Pkcsm and Swissadme servers (Daina et al., 2017). In the second stage, molecular docking which has been applied previously for discovery and improvement of drugs (El fadili et al., 2022a), was applied to understand mechanisms of inhibition, antioxidant, antibacterial, and antifungal activities towards three targeted proteins encoded in protein data bank (PDB). Molecular docking was conducted by use of 2CDU.pdb, 2XCT.pdb, and 5TZ1.pdb, respectively (Bank, 2023). Initially, three-dimensional structures of proteins were converted from PDB format to PDBQT format, and then prepared by the addition of Gasteiger charges after the deletion of all water molecules (H2O) and suspended co-crystallized ligands. Thereafter, the major compounds of essential oil were docked to the active sites of each prepared protein using Autodock-1.5.6 software (Morris et al., 2009). Finally, the intermolecular interactions of produced (protein–ligand) complexes were visualized using Discovery Studi-2021 software (BIOVIA Discovery Studio - BIOVIA - Dassault Systèmes®, 2023).
2.8 Statistical analysis
All experiments were executed by three independent tests (n = 3), and the obtained data were established as mean ± standard deviations (SD). Using GraphPad Prism 8.0 statistics software, the data analyses were performed. One-way analysis of variance (ANOVA) was used to compare the means, and a Tukey test was then performed. A statistically significant result was defined as a p < 0.05.
3 Results and discussion
3.1 Efficiency of microwave-assisted hydrodistillation (MHD)
Microwave assisted extraction is a valuable, green, novel technique applied in essential oil hydro-distillation (Selli et al., 2009). Due to its numerous benefits, including rapid and efficient transfer of energy and adequate heating, microwave-assisted hydro-distillation has been used in laboratories and industries (Zhang et al., 2011). Compared to other traditional extraction techniques, MHD exhibits excellent performance in increasing the quantity and quality of isolated oils, cutting down on costs and energy use, accelerating the extraction process, and reducing the amount of carbon dioxide released into the atmosphere (Jažo et al., 2022). The mechanism of action of microwave distillation is based on a defined power; the extraction yield increases with the extraction time. The dissolution of essential oil in water is facilitated by the interfacial area between the plant matrices and solvent, while the improvement in extraction efficiency with longer durations is attributed to the microwave adsorption energy. Microwave power serves as an engine to destroy the structure of cell membranes of plants, causing diffusion and dissolution of the oil in the solvent. The distillation temperature is elevated as a result of the amplified dielectric heating phenomena caused by higher microwave power. This increase in power also has a direct impact on the temperature. Consequently, a higher power level typically leads to an augmented yield and a faster extraction time (Mohamadi et al., 2013). The effectiveness of extraction through MHD is influenced by various factors, including extraction time, water/plant ratio, microwave power supply, and drying time, either individually or in combination (Moradi et al., 2018). Under the optimum conditions of an extraction duration of 20 min, microwave power of 600 W, a water-to-plant material ratio of 2 mL/g, and a drying period of seven days, the yield of AG-EO was found to be 4.17±0.041 % per 100 g of seeds. The volatile oil content of celery seed is approximately 2% (Zorga et al., 2020). The approach holds ecological significance as it reduces the need for the distillation stage, minimizes electricity usage, and saves time.
3.2 Phytochemical profile of AG-EO
Fourteen compounds, accounted for 99.99% of the total mass of AG-EO (Table 1, Fig. 1). AG-EO consisted primarily of limonene, which made up 64.58% of the total mass of AG-EO. Other compounds, present in smaller proportions included sedanenolide (15.38%), hexenyl salicylate (7.27%), naphthalene (6.30%), α-himachalene (1.88%), and β-pinene (1.53%). The chemical composition consisted mainly of monoterpene hydrocarbons, which accounted for 72.41% of the total. These results are consistent with those reported previously (Zorga et al., 2020) where the primary chemical constituents were limonene (76.9%), β-selinene (9.7%), sedanenolide (3.4%), 3-butylphtalide (3.6%), and α-selinene (1.4%). Similarly, Senegal A. graveolens collected from Senegal was abundant in limonene and β-selinene. P: peak; RT: retention time; RI: retention index; Cal: calculate; Lit: literature;
No
RT (min)
Molecular Formula
Compounds
RI
Peak
Area%
Cal
Lit
1
1.72
C10HI6
β-pinene
970
979
1.53
2
2.97
C10HI6
limonene
1014
1029
64.58
3
6.10
C10HI6O
limonene oxide
1130
1137
0.15
4
6.44
C10H16O
cis-Verbenol
1137
1141
0.53
5
6.69
C11H18
pentylcyclohexa-1,3-diene
1158
1161
0.08
6
17.49
C10H8
naphthalene
1177
1181
6.30
7
18.86
C15H24
β-humulene
1431
1439
0.19
8
17.91
CI5H24
α-himachalene
1445
1451
1.88
9
20.05
CI5H24
β-caryophyllene
1460
1466
0.26
10
20.96
C15H24
β-selinene
1481
1490
0.31
11
21.29
C15H26O
α-eudesmol
1645
1653
0.47
12
21.59
C13HI6O3
hexenyl salicylat
1659
1669
7.27
13
22.12
C8H7NO
2-methyl-benzoxazole
1700
1706
1.06
14
22.62
C12HI6O2
sedanenolide
1713
1720
15.38
Chemical classes
Oxygenated monoterpenes
0.68
Monoterpene hydrocarbons
72.41
Oxygenated sesquiterpenes
0.47
Sesquiterpene hydrocarbons
2.64
Others
23.79
Total (%)
99.99
GC-MS chromatogram of essential oil extracted from Apium graveolens seeds (AG-EO).
The chemical compositions of EOs exhibit variation and are influenced by numerous environmental factors. In the case of A. graveolens oils, these variations are contingent upon the following factors: plant part utilized, stage of the vegetative cycle, age of plants, the time of harvest, and genetic attributes (Barra, 2009). Essential oils are rich in phytoconstituents, including monoterpene hydrocarbons, oxygenated monoterpenoids, and sesquiterpene hydrocarbons sourced from various medicinal plants. These compounds are recognized for their substantial biological and pharmacological potential. Their documented capacities span the domains of antioxidation (Saini et al., 2021), antimicrobial activity (Bat-Özmatara, 2020), antiviral properties (Das et al., 2019), insecticidal efficacy (Kokotkiewicz and Luczkiewicz, 2016), and cytotoxic effects (Modaresi et al., 2012).
3.3 In vitro antioxidant activity of AG-EO
Antioxidant activity is a complicated process that usually occurs through several mechanisms (de Menezes et al., 2021). Due to its complexity, the antioxidant activity of pure compounds or extracts should be evaluated by more than a single test method. In this work, three classical antioxidant tests, namely DPPH, ABTS, and RP, were carried out together with total antioxidant capacity (TAC); tests and results were summarized (Fig. 2). The DPPH test revealed that AG-EO had significant antioxidant activity of 81 % of inhibition compared with 95 % for BHT standards (Fig. 2 a-b). This resulted in an IC50 value of 8.49 ± 0.00 µg/mL against 24.13 ± 0.00 µg for positive control (BHT) (Fig. 2c). This is consistent with the rsults of another study that found the antioxidant activity of AG-EO mixed with linalyl acetate and geranyl had significant scavenging of free radicals with DPPH assay (IC50 = 20.17 μL/mL) (Das et al., 2019). The antioxidant activity in the seeds of A.graveolens from Saudi Arabia exhibited a wide range of results, varying from 1.58 % ± 0.21 % to 32.45 % ± 0.2 % across different concentrations, which spanned from 0.25 to 5 mg/mL (Foudah et al., 2022). A previous study found that concentations of EO between 2.5 and 100 g/L quenched the stable free radical DPPH in a range between 34 and 52 % (Zorga et al., 2020). The IC50 value for AG-EO in the ABTS%+ assay was moderate (5.09 ± 0.04 µg/mL) compared to synthetic standard antioxidant BHT (Fig. 2d). The AG-EO exhibited significantly greater antioxidant activity than those reported previously of IC50 = 9.56 μL/mL (Das et al., 2019). Alternatively, when the RP assay was used to evaluate the ability of the EO to transform ferric iron Fe3+ to ferrous iron Fe2+ (Thaipong et al., 2006), the antioxidant activity was found to be EC50 = 3.42 ± 0.01 μg/mL compared to ascorbic acid as standard (10.24 ± 0.05 µg/mL). Results of another study revealed that the range of absorption in ferric chloride increased from 0.043 ± 0.01 to 0.279 ± 0.02 as the concentration increased from 0.25 mg/mL to 5 mg/mL (Foudah et al., 2022). When the ammonium phosphomolybdate assay was carried out to determine the total antioxidant capacity of AG-EO. A total antioxidant capacity value of 245.93 ± 0.04 mg AAE/mL of Eo was observed compared with 257.26 ± 0.03 mg EAA/g for quercetin and 269.2 ± 0.12 mg EAA/g BHT as standards (Fig. 2e). In another study that assessed the essential antioxidant compounds in celery leaves, it was found that the total antioxidant capacity ranged from 41 % to 57 % in various celery leaf compounds at different levels of hydrolysis (Yildiz et al., 2008). By comparison, with the literature, the antioxidant activities of celery seed essential oil were described as weak or moderate. Numerous studies (Kokotkiewicz and Luczkiewicz, 2016; Glumac et al., 2023) have examined the antioxidant activity of EOs, most of which were carried out in vitro and in vivo. Antioxidants can have many effects, including scavenging free radicals, breaking down peroxides, and chelating metal ions (Saini et al., 2021). The compounds found in EOs, such as phenolic acids, terpenes, and sesquiterpenes, might be responsible for these activities. The precise mechanisms by which these compounds exert their antioxidant effects have not yet been fully explained. These compounds are known for their effects to scavenge free radicals and inhibit lipid oxidation (Tena et al., 2020). These substances operate as chain-breaking peroxyl-radical scavengers and display in vitro and in vivo antioxidant action, which inhibits lipid peroxidation. Phenols also directly scavenge reactive oxygen species (Gülçin, 2012). Active substances in EOs of celery seeds are effective in adsorbing and neutralizing free radicals, quenching singlet, and triplet oxygen, or degrading peroxides, are the primary cause of their antioxidant activity (Amensour et al., 2009).Antioxidant activity of AG-EO using the DPPH and ABTS assays, Reducing power and total antioxidant capacity. The difference between bars with the same letters is not significant (p < 0.05).
3.4 Antimicrobial activity of AG-EO
3.4.1 Determination of inhibition zone and minimum inhibitory concentration MIC
The antimicrobial activities of AG-EO were evaluated against a panel of four microorganisms using both qualitative and quantitative methods in the disk diffusion test. The presence or absence of inhibition zones, zone diameters, and MIC values were considered. AG-EO exhibited remarkable antimicrobial activities against all the microorganisms tested, indicating its effectiveness in inhibiting their growth (Tables 2 and 3). Proteus mirabilis exhibited significant potency as indicated by the MIC values discovered during the oil microwell dilution test. The maximum inhibition zones and MIC values for microbial strains sensitive to AG-EO were between 17 and 35 mm and 0.71 and 11.25 mg/ml, respectively. Overall, AG-EO displayed a more potent and extensive spectrum of antimicrobial activity. Gram-negative bacteria have an extra protective outer membrane that makes them much more resistant to antibacterial agents than their Gram-positive counterparts (Mayouf et al., 2019). In the disk diffusion test, AG-EO was most potent against the Gram-positive bacteria, S. aureus and B. subtilis. However, it also had a sizable inhibitory effect on yeast and Gram-negative bacteria, particularly the resilient bacterium, Proteus mirabilis. This finding is concurrent with results of other studies that AG-EO grown in Saudi Arabia exhibited superior antibacterial activity. The strongest antimicrobial activity was detected against Gram-positive bacteria and Candida albicans (Foudah et al., 2022).
Microbial strains
Inhibition zone diameter (mm)
Staphylococcus aureus
Proteus mirabilis
Bacillus subtilis
Candida albicans
AG-EO
35.00 ± 1.00
17.00 ± 1.50
19.00 ± 1.00
27.00 ± 0.41
Oxacilline
18.00 ± 0.00
0.00 ± 0.00
0.00 ± 0.00
–
Cefuroxime
0.00 ± 0.00
0.00 ± 0.00
0.00 ± 0.00
–
Fluconazole
–
–
–
13.00 ± 1.00
DMSO
6 ± 0.00
6 ± 0.00
6 ± 0.00
6 ± 0.00
Microbialstrains
Microdilution Method (MIC in mg/mL)
Staphylococcus aureus
Proteus mirabilis
Bacillus subtilis
Candida albicans
AG-EO
11.25 ± 1.00
0.71 ± 0.33
5.26 ± 2.65
3.75 ± 0.00
Oxacilline
0.312 ± 0.00
0.00 ± 0.00
0.00 ± 0.00
–
Fluconazole
–
–
–
7.50 ± 0.00
β-pinene, limonene, and β-selinene were determined to be responsible for the biological activity of celery seeds oil. It has already been mentioned that EOs with greater limonene content, such as the essential oil of Citrus aurantium dulcis, Citrus limonum from Tahiti, or Carum carvi inhibited growth of S. aureus with MIC values of 16.5, 14.9 mg/mL, and 1.0 µL/mL, respectively (Everard et al., 1994). The yeast C. albicans was sensitive, and its growth was inhibited at a 3.75 mg/mL concentration. Limonene has destructive effects on the surface of yeast cells, thereby leading to apoptosis and strongly inhibiting the growth of C. albicans (Thakre et al., 2017). In addition, when tested against 12 different yeast strains, limonene (10 L) demonstrated more antifungal activity than the antibiotic Fungizone (50 μL) (Ünal et al., 2012). AG-EO has a potent antimicrobial effect against E. coli, and exhibits excellent activity against P. aeruginosa, B. subtilis, and S. aureus with MICs of 50 L/mL, 2 L/mL, 20 L/mL, and 30 L/mL, respectively (Dąbrowska et al., 2020) (Baananou et al., 2013; Din et al., 2015).
AG-EO exhibited substantial inhibition against aflatoxin-contaminated rice seeds, the most toxic strain of Aspergillus flavus (AFLHPR14), and fourteen other food-borne molds responsible for the deterioration of stored food commodities. The heightened effectiveness of the formulated treatment can be attributed to the synergistic interaction between the essential oil and its primary components (Valdivieso-Ugarte et al., 2019). It was determined that the primary target of the formulation's antifungal activity was the fungal plasma membrane. This conclusion was supported by observations of reduced membrane ergosterol content, increased intracellular propidium iodide (PI) fluorescence, enhanced leakage of cellular ions (sodium, potassium, and calcium), and the absorption of materials within the 260–280 nm range (Dwivedy et al., 2016).
Various strains of bacteria exhibit differential sensitivities to EOs (El-Beltagi et al., 2020). It has been suggested that the primary mechanisms of action is irreparable damage to the bacterial cell wall and membrane (Thiam et al., 2020) which then disrupts enzymes, compromising the genetic material of bacteria, and evolving fatty acid hydroperoxides induced by oxygenation of unsaturated fatty acids (Rana et al., 2022). EOs can damage lipids and proteins and cause the cytoplasm to clot. They would function in the same way as additional phenolics. The ranges of cell coagulation, active transport, electron flow, and proton motive force alteration. Instead, lipid molecules connect enzymes like ATPases that are present in the cytoplasmic membrane (Kokotkiewicz and Luczkiewicz, 2016). Hydrophobicity of EOs and their constituents allows them to partition in the lipids of bacterial cell membranes and mitochondria, warping their structure and making them more susceptible to antimicrobial action, which results in leakage of cell contents (Nagella et al., 2012). Additionally, the chemical makeup of the individual essential oil components influences their specific manner of measurement and antibacterial activity (Ayman et al., 2008). Similarly, several studies have revealed how EOs can inhibit biofilm formation by inhibiting communication between bacterial cells (Sheikh et al., 2023). There is no discernible difference in biological activity when comparing celery seed essential oils obtained through conventional hydro-distillation to those obtained through microwave-assisted distillation (Majda et al., 2020).
3.5 Carrageenan-induced rat paw test
The anti-inflammatory effect of AG-EO was assessed using the carrageenan-induced rat paw test. The circumference/diameter of the rat’s paw (n = 5) and the percentage of the paw volume (cm) at 3, 4, 5, and 6 h post-carrageenan (1 %) injection are presented in the Table 4. The data indicate an increase in paw volume over time, with maximum swelling observed at 3 h post-injection for all extracts. At 4 h post-injection, the vehicle (NaCl (0.9 %)) exhibited the highest circumference (3.5 ± 0.1 cm). Conversely, the groups treated with AG-EO (1.5 mL/kg) (3.4 ± 0.2 cm), AG-EO (5 mL/kg) (3.1 ± 0.0 cm), and Indomethacin® (3.45 ± 0.05 cm) displayed reduced circumference, indicative of an anti-inflammatory effect. Notably, the AG-EO (5 mL/kg) group exhibited the highest inhibition of edema at peak inflammation. After 6 h, both AG-EO extracts showed significant reductions in paw size compared to the control group at p < 0.05. Values of treated groups are expressed as diameter (cm) mean ± SD of 3 experiments. Values in the same column followed by the same letter are not significantly different by Tukey’s multiple range test (p < 0.05).
Diameter in cm
Treatment
0 h
3 h
4 h
5 h
6 h
NaCl 0.9 %
2.6 ± 0.1
3.5 ± 0.0a
3.5 ± 0.1a
3.4 ± 0.0a
3.45 ± 0.05a
Indomethacin
2.35 ± 0.15
3.4 ± 0.00a
3.45 ± 0.05a
3.05 ± 0.05b
2.75 ± 0.05b
1.5 mL/kg
2.4 ± 0.2
3.45 ± 0.06a
3.4 ± 0.2a
3.15 ± 0.05b
2.9 ± 0.0b
5 mL/kg
2.42 ± 0.1
3.42 ± 0.0a
3.1 ± 0.0ab
2.9 ± 0.0b
2.7 ± 0.0b
The carrageenan-induced paw edema protocol is a well-established model for investigating the anti-inflammatory effects of natural products in vivo. Carrageenan injection induces early hyperemia, triggering the release of mediators such as bradykinin, histamine, and serotonin, followed by a second phase characterized by prostaglandin release and leukocyte migration (Agour et al., 2022).
AG-EO demonstrated anti-inflammatory effects, with confirmed inhibitory effects on lipid mediators such as phospholipase A2 and cyclooxygenase. Additionally, its catalytic effects on cyclooxygenase and prostaglandin biosynthesis were validated. Phenolic acids and flavonoids play pivotal roles in the anti-inflammatory processes of both plants, with the hydroxyl group of flavonoids reported to influence oral anti-inflammatory activity (Mssillou et al., 2022).
3.6 ADME and prediction of toxic potency of AG-EO
Based on Lipinski's five rules, which require chemical compounds to meet the following conditions in order to have pharmaceutical properties similar to approved drugs: molecular weight (MW) does not exceed 500 g/mol, the index of molar refractivity (MR index) included in [40, 130] rang, lipophilicity in octanol/water solvent defined by a LogP less than five, Acceptors and donors of Hydrogen bonds (HBA and HBD) must be inferior than ten and five, successively (Lipinski, 2004). In this respect, we note that all the compounds satisfy the critical thresholds for physicochemical properties as stipulated by Lipinski (Table 5).
Compounds
numberPhysico-chemical properties
Lipinski's five rules
MW
MR index
Log P
HBA
HBD
(No/Yes)
Rule
≤500(g/mol)
130 ≥ MR index ≥ 40
<5
≤10
<5
C 1
136.23
45.22
2.59
0
0
Yes
C 2
136.23
47.12
2.72
0
0
Yes
C 3
152.23
46.60
2.63
1
0
Yes
C 4
152.23
46.38
2.31
1
1
Yes
C 5
150.26
51.93
3.01
0
0
Yes
C 6
128.17
43.95
1.99
0
0
Yes
C 7
204.35
70.42
3.30
0
0
Yes
C 8
204.35
68.78
3.23
0
0
Yes
C 9
204.35
68.78
3.25
0
0
Yes
C10
204.35
68.78
3.31
0
0
Yes
C 11
224.38
70.89
3.14
1
1
Yes
C 12
220.26
63.31
3.08
3
1
Yes
C 13
133.15
38.97
2.02
2
0
Yes
C 14
192.25
55.91
2.69
2
0
Yes
In addition, the prediction of pharmacokinetic features of ADMET (El fadili et al., 2022b; Jia et al., 2020) show that the compounds under investigation were well absorbed, as the results for human intestinal absorption exceeded 90 %. Also, the blood–brain barrier and central nervous system permeabilities were included in [0, 1] Log BB and [-1, −2] Log PS, respectively. The metabolism analysis indicated that the compound labeled C11 was predicted as a substrate of 3A4 cytochrome, while the compounds labeled C6, C12, C13, and C14 were predicted as potent inhibitors of 1A2 cytochrome. Then, C9, C12, and C14 were predicted to be inhibitors of 2C9, 2C19, and 3A4 cytochromes, respectively. Fortunately, results of the AMES mutagenicity test confirmed that all molecules in AG-EO were predicted to not be mutagenic and do not cause hepatotoxicity. However, the majority of the constituents were predicted to cause skin allergies, except for molecules labeled as C1, C5, and C12, which have been shown to be free of undesirable effects (Table 6). A: Absorption; D: Distribution; M: Metabolism; E: Excretion; T: Toxicity.
Compounds
NumberA
D
M
E
T
human intestinal Absorption
Blood-brain barrier permeability
Central nervous system permeability
Substrate
Inhibitor
Total Clearance
AMES test of
toxicityHepatotoxicity
Skin Sensitization
Cytochromes
2D-6
3A-4
1A-2
2C-19
2C-9
2D-6
3A-4
(% Absorbed)
(Log BB)
(Log PS)
(No/Yes)
Numeric (Log ml/min/kg)
(No/Yes)
C 1
95.984
0.829
−1.867
No
No
No
No
No
No
No
0.03
No
No
No
C 2
95.898
0.725
−2.37
No
No
No
No
No
No
No
0.213
No
No
Yes
C 3
96.715
0.359
−2.736
No
No
No
No
No
No
No
1.159
No
No
Yes
C 4
94.798
0.739
−2.392
No
No
No
No
No
No
No
0.049
No
No
Yes
C 5
94.052
0.783
−2.215
No
No
No
No
No
No
No
1.516
No
No
No
C 6
94.878
0.437
−1.244
No
No
Yes
No
No
No
No
0.198
No
No
Yes
C 7
94.682
0.663
−2.555
No
No
No
No
No
No
No
1.291
No
No
Yes
C 8
95.429
0.722
−2.325
No
No
No
No
No
No
No
1.1
No
No
Yes
C 9
95.712
0.735
−2.169
No
No
No
No
Yes
No
No
1.088
No
No
Yes
C 10
96.439
0.821
−1.428
No
No
No
No
No
No
No
1.174
No
No
Yes
C11
93.501
0.64
−1.562
No
Yes
No
No
No
No
No
1.041
No
No
Yes
C12
90.973
0.297
−1.955
No
No
Yes
Yes
No
No
No
0.745
No
No
No
C 13
95.552
0.006
−1.974
No
No
Yes
No
No
No
No
0.844
No
No
Yes
C 14
96.202
0.589
−2.526
No
No
Yes
No
No
No
Yes
1.422
No
No
Yes
Results of the predictive model of the Egan Boiled-Egg (Fig. 3), confirms that all extracted molecules from AG-EO are part of Boiled-egg yolk, so they are predicted to passively permeate through the blood–brain barrier, except for four chemical compounds, C7, C8, C9, and C10 which weren’t part of egg yol. Also, the compounds were located as red dots, so they were predicted not to be effluated from the central nervous system by the P-glycoprotein (Daina and Zoete 2016).Egan Boild-Egg model of the fourteen chemical compounds extracted from Apium graveolens essential oil.
Based on six physicochemical characteristics, included in the bioavailability, radars test, which include lipophilicity, flexibility, unsaturation, solubility, size, and polarity (Fig. 4) it can be concluded that all examined molecules are part of the ideal area of bioavailability radars as colored in pink, except for C6, and C13, due to their inappropriate unsaturation. Therefore, the majority of molecules show great oral bioavailability (El fadili et al., 2023b,c).Bioavailability radars of the fourteen chemical compounds extracted from AG-EO.
Bioavailability radars of the fourteen chemical compounds extracted from AG-EO.
3.7 Molecular docking
To explore their inhibition mechanisms towards antioxidant, antibacterial, and antifungal activities, six molecular docking simulations were conducted for two major compounds, namely: limonene (C2) and sedanenolide (C14), which represented 64.58, and 15.38 % of the mass of AG-EO, respectively, on three targeted proteins deemed to be important in determining the observed effects in line with their biological functions against pathogenic strains.
Results of docking simulations demonstrate that limonene (C2) and sedanenolide (C14) were docked to the active sites of NADPH oxidase protein from Lactobacillus sanfranciscensis (2CDU.pdb), with lowest binding energies of −5.32 and −5.76 in Kcal/mol, and sharing a variety of common chemical bonds with those that bind to His10, Ala11, Ala300, and Ala303 amino acids residues (AARs), more than one additional Hydrogen bond, best recognized for its stabilizing effect on the produced (ligand–protein) complex, which was detected between Gly12 AAR in A chain and the compound labeled C14, namely sedanenolide, as displayed in Fig. 5.Intermolecular interactions in two and three dimensions, resulted between limonene (C2) and sedanenolide (C14) towards NADPH oxidase protein from Lactobacillus sanfranciscensis (2CDU.pdb).
The same candidate ligands were equally docked to the active sites of antibiotic protein from Staphylococcus aureus (encoded by 2XCT.pdb), with binding energies of −5.22, and −6.71 in Kcal/mol, indicating similar intermolecular interactions like those produced towards DC12, and DC13 AARs in the X chain, more than DG9 AAR in the Y chain, in addition to another common bond which was created with DG8 in the W chain, as well as one Hydrogen bond type resulted from the Gly459 AAR in the S chain, in complex with the sedanenolide compound (C14), as pictured in Fig. 6.Intermolecular interactions in two and three dimensions, resulted between limonene (C2) and sedanenolide (C14) towards antibiotic protein from Staphylococcus aureus (2XCT.pdb).
To explore possible mechanisms of antifungal activity of AG-EO, the leading C2, and C14 compounds were subjected to molecular docking with the crystal structure of sterol 14-alpha demethylase (CYP51) from Candida albicans in complex with the tetrazole-based antifungal drug candidate VT1161 encoded in protein data bank (PDB) by 5TZ1.pdb, with binding energies of −6.75 Kcal/mol, and −6.98 Kcal/mol, respectively. Limonene molecule labeled C2 produced a variety of chemical bonds, including seven alkyl bonds, which were detected towards Tyr118, Tyr132, Leu121, Leu376, Phe233, Phe388, and Met508 AARs in A chain. While the sedanenolide compound, labeled C14 created two Hydrogen bonds with Tyr118 and Tyr132 AARs, in addition to three Alkyl bonds formed with His468, Leu139, and Cys470 AARs in the A chain of the same receptor protein (Fig. 7).Intermolecular interactions in two and three dimensions, resulted between limonene (C2) and sedanenolide (C14) towards CYP51 protein from Candida albicans (5TZ1.pdb).
The processes of molecular docking were successfully validated since the major compounds (C2 and C14) were actually docked to the active sites of each targeted protein, in complex with their co-crystallized ligands (El fadili et al., 2023a), in a manner that is similar intermolecular interactions with NADPH oxidase, antibiotic, and CYP51 proteins. Where Ala11, Ala300, Asp282, Lys134, Ser115, Thr9, Glu32, Val81, and Met33 AARs in A chain, and Phe425 AAR in B chain: are the active sites of NADPH oxidase protein (2CDU), While Da13 AAR in Y chain, DG9 AAR in X chain, Ser1084 AAR in S chain, and MN2001 AAR in W chain: are the active sites of 2XCT.pdb protein, so that Arg381, Lys143, Tyr118, Tyr132, His468, and Fe601 AARs in A chain: are the active sites of 5TZ1.pdb protein (Fig. 8).Active sites of antioxidant (2CDU.pdb), antibacterial (2XCT.pdb), and antifungal (5TZ1.pdb) proteins towards Flavin-adenine dinucleotide (Above), Ciprofloxacin (Left), and Tetrazole-based antifungal drug candidate VT1161 (Right), respectively.
Active sites of antioxidant (2CDU.pdb), antibacterial (2XCT.pdb), and antifungal (5TZ1.pdb) proteins towards Flavin-adenine dinucleotide (Above), Ciprofloxacin (Left), and Tetrazole-based antifungal drug candidate VT1161 (Right), respectively.
Based on the results of these molecular simulations processes, it was concluded that antioxidant activity of AG-EO is likely occurred due to creation of the chemical bonds detected towards His10, Ala11, Ala300, and Ala303 AARs. So that antibacterial activity of AG-EO is explained by production of DG8, DG9, DC12, and DC13 AARs. Finally, the antifungal activity of the essential oil is well explained by the detection of Tyr118, and Tyr132 AARs. Additionally, the obtained values of binding energies in Kcal/mol are largely negative and do not exceed the −5.000 Kcal/mol threshold, so they indicate good levels of molecular stability in energetic order (Gu et al., 2024).
These results are consistent with results recently published (Sama-ae et al., 2023), which demonstrated biological activity of antifungal molecules from natural sources towards Lanosterol 14-alpha demethylase (CYP51). This indicates several similar intermolecular interactions, including the active sites of CYP51 protein from Candida albicans. In another study (Jeddi et al., 2023), that examined the antioxidant effects of two major compounds in EO extracted from the Lavandula angustifolia Mill., towards NADPH oxidase protein. In fact, the major compounds of the plant under study, were similarly docked to the active sites of responsible protein, sharing broadly equivalent intermolecular interactions. Similar intermolecular interactions were observed for binding of N-substituted 1-cyclopropyl-6,7-difluoro-8-methoxy-4-oxo-1,4-dihydroquinoline-3-carbohydrazide derivatives, which have been synthesized. These synthetic compounds towards the same targeted protein encoded by 2XCT and were correlated with antibacterial activity against Staphylococcus Aureus, Micrococcus Luteus, Bacillus subtilis and the pathogens Gram-negative Escherichia Coli, Pseudomonas aeruginosa and Flavobacterium Devorans.pdb, as authored by Munshi et al (Munshi et al., 2023).
3.8 Research limitations
This investigation into the antimicrobial, antioxidant, and anti-inflammatory properties of Apium graveolens essential oil offers a compelling rationale for further clinical studies. However, it would be beneficial to conduct in vitro testing of individual compounds present in this oil to precisely elucidate their efficacy. Additionally, while this study provides valuable insights into the antimicrobial and antioxidant activities of AG-EO, it lacks a detailed exploration of the molecular mechanisms underlying these effects.
The in-silico simulation suggests the safety of the chemical constituents found in AG-EO. Nonetheless, to comprehensively assess the toxicity profile of this essential oil, further investigations utilizing animal models are warranted. These studies should evaluate the potential toxicity of AG-EO over extended periods of time to ensure a thorough understanding of its safety profile.
4 Conclusions
Essential oil derived from A. graveolens (AG-EO) is abundant in monoterpenes and sesquiterpenes, including compounds like limonene, hexenyl salicylate, β-pinene, sedanenolide, and naphthalene, among others. The utilization of PASS prediction in online theoretical studies has indicated moderate antioxidant, antifungal, and antibacterial properties for AG-EO. Furthermore, in-silico analyses have revealed that AG-EO exhibits drug-like properties, complying with Lipinski's rule of five, with good ADMET profiles, displaying greater absorption, while exerting minimal influence on CYP enzymes. The predictive toxicological assessments of this essential oil have suggested its safety and suitability for biological applications and its potential as a medicinal agent. The mechanisms for inhibition of biological activities for major compounds were investigated by use of molecular docking simulations, and effectively validated towards the active sites of responsible proteins. The potential of AG-EO is highlighted by its potent antibacterial effects against gram-positive strains such as Staphylococcus aureus and Bacillus subtilis, along with substantial antifungal activity against Candida albicans. AG-EO has also exhibited remarkable antioxidant activity, as confirmed by DPPH, ABTS, RP, and TAC assays. Furthermore, the anti-inflammatory activity of AG-EO underscores its excellent efficacy. Therefore, it can be reasonably inferred that the AG-EO examined in this study presents a promising prospect as a natural source of antioxidants and preservatives for application in food and therapeutic products.
Funding
This research was funded by the Researchers Supporting Project (No. RSPD2024R816), King Saud University, Riyadh, Saudi Arabia.
CRediT authorship contribution statement
GN, MEF, BL, ElD: Conceptualization, writing – original draft, supervision, project administration. LZ, SM, OZ, MD, IM: Conceptualization, writing – review & editing, validation, formal analysis. MAMA-S: Writing- reviewing & editing, validation, resources. HKG: Funding acquisition, visualization, writing- reviewing & editing. JPG: Writing- reviewing & editing. BL, ElD: supervision.
Acknowledgments
The authors extend their appreciation to Researchers Supporting Project (No. (RSPD2024R816), King Saud University, Riyadh, Saudi Arabia.
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