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ORIGINAL RESEARCH article

Front. Nutr., 31 May 2023
Sec. Nutrition and Food Science Technology
This article is part of the Research Topic Valorization of Food and Agro-Industrial Waste: Novel Approaches and Their Applications View all 7 articles

Utilizing Andrographis paniculata leaves and roots by effective usage of the bioactive andrographolide and its nanodelivery: investigation of antikindling and antioxidant activities through in silico and in vivo studies

Ramana Baru VenkataRamana Baru Venkata1Dintakurthi Sree Naga Bala Krishna PrasanthDintakurthi Sree Naga Bala Krishna Prasanth2Praveen Kumar PasalaPraveen Kumar Pasala1Siva Prasad PandaSiva Prasad Panda3Vinay Bharadwaj TatipamulaVinay Bharadwaj Tatipamula4Sirisha MulukuriSirisha Mulukuri5Ravi Kumar KotaRavi Kumar Kota1Mithun Rudrapal
Mithun Rudrapal6*Johra Khan,
Johra Khan7,8*Sahar Aldosari,Sahar Aldosari7,8Bader Alshehri,Bader Alshehri7,8Saeed Banawas,,Saeed Banawas7,8,9Madhusudan Chetty ChallaMadhusudan Chetty Challa1Jithendra Kumar KammiliJithendra Kumar Kammili1
  • 1Santhiram College of Pharmacy, JNTUA, Nandyal, Andhra Pradesh, India
  • 2Department of Pharmacognosy, KVSR Siddhartha College of Pharmaceutical Sciences, Vijayawada, Andhra Pradesh, India
  • 3Pharmacology Research Division, Institute of Pharmaceutical Research, GLA University, Mathura, Uttar Pradesh, India
  • 4Center for Molecular Biology, College of Medicine and Pharmacy, Duy Tan University, Da Nang, Vietnam
  • 5Department of Natural Chemistry, NGSM Institute of Pharmaceutical Sciences (NGSMIPS), Bengaluru, India
  • 6Department of Pharmaceutical Sciences, School of Biotechnology and Pharmaceutical Sciences, Vignan’s Foundation for Science, Technology & Research, Guntur, India
  • 7Department of Medical Laboratory Sciences, College of Applied Medical Sciences, Majmaah University, Al Majma’ah, Saudi Arabia
  • 8Health and Basic Sciences Research Center, Majmaah University, Al Majma’ah, Saudi Arabia
  • 9Department of Biomedical Sciences, Oregon State University, Corvallis, OR, United States

To valorise the bioactive constituents abundant in leaves and other parts of medicinal plants with the objective to minimize the plant-based wastes, this study was undertaken. The main bioactive constituent of Andrographis paniculata, an Asian medicinal plant, is andrographolide (AG, a diterpenoid), which has shown promising results in the treatment of neurodegenerative illnesses. Continuous electrical activity in the brain is a hallmark of the abnormal neurological conditions such as epilepsy (EY). This can lead to neurological sequelae. In this study, we used GSE28674 as a microarray expression profiling dataset to identify DEGs associated with andrographolide and those with fold changes >1 and p-value <0.05 GEO2R. We obtained eight DEG datasets (two up and six down). There was marked enrichment under various Kyoto Encyclopaedia of Genes and Genomes (KEGG) and Gene Ontology (GO) terms for these DEGs (DUSP10, FN1, AR, PRKCE, CA12, RBP4, GABRG2, and GABRA2). Synaptic vesicles and plasma membranes were the predominant sites of DEG expression. AG acts as an antiepileptic agent by upregulating GABA levels. The low bioavailability of AG is a significant limitation of its application. To control these limitations, andrographolide nanoparticles (AGNPs) were prepared and their neuroprotective effect against pentylenetetrazol (PTZ)-induced kindling epilepsy was investigated using network pharmacology (NP) and docking studies to evaluate the antiepileptic multi-target mechanisms of AG. Andrographolide is associated with eight targets in the treatment of epilepsy. Nicotine addiction, GABAergic synapse, and morphine addiction were mainly related to epilepsy, according to KEGG pathway enrichment analysis (p < 0.05). A docking study showed that andrographolide interacted with the key targets. AG regulates epilepsy and exerts its therapeutic effects by stimulating GABA production. Rats received 80 mg/kg body weight of AG and AGNP, phenytoin and PTZ (30 mg/kg i.p. injection on alternate days), brain MDA, SOD, GSH, GABAand histological changes of hippocampus and cortex were observed. PTZ injected rats showed significantly (***p < 0.001) increased kindling behavior, increased MDA, decreased GSH, SOD, GABA activities, compared with normal rats, while treatment AGNPs significantly reduced kindling score and reversed oxidative damage. Finally, we conclude that the leaves and roots of A. Paniculata can be effectively utilized for its major bioactive constituent, andrographolide as a potent anti-epileptic agent. Furthermore, the findings of novel nanotherapeutic approach claim that nano-andrographolide can be successfully in the management of kindling seizures and neurodegenerative disorders.

Introduction

Food and medicinal plants are abundant in phytochemicals and bioactive components. Plant-based foods and medicinal products have commercial significance in agro-food, pharmaceutical and nutraceutical industries. However, the wastage of plant-based foods or bioactive substances could be attributed to be a major hurdle against the growth and sustainability of such natural resources. This issue can be resolved by maximizing the utilization of plant-based foods and medicinal constituents while minimizing their wastages. In medicinal practice, plant bioactives cannot be employed because of unsatisfactory physiological parameters or poor oral bioavailability. Therefore, the nanodelivery of bioactive components could thus maximize the medicinal/therapeutic benefits of the bioactive under investigations considering the safety and toxicity concerns. This is how biomaterials, food components and bioactive substances could have positive environmental impact through economic development and sustainability in the long run.

Medicinal plants rich in phytochemicals such as flavonoids, terpenoids, and coumarins have shown anticonvulsant activities in preclinical studies (1, 2). Andrographis paniculata (F. Acanthaceae) has been used in traditional medicines for curing various human ailments. The leaves of A. paniculata contain a diterpenoid called andrographolide (AG), which is the major bioactive component and it possesses a wide range of biological activities such as antioxidant, anti-inflammatory, neuroprotective, and anti-cancer properties. AG includes nicotine induces oxidative stress in the brain and protects against brain ischemia caused by dopamine-mediated neurotoxicity and inflammation-mediated neurodegeneration (35). The instability and poor water solubility of AG limits its clinical application because of its low bioavailability. Microemulsions, cyclodextrin inclusion complexes, liposomes, solid-lipid nanoparticles, niosomes etc. have been developed to enhance AG bioavailability; however, these systems have low loading capacity, poor stability and modest encapsulation efficiency (6, 7). A nanoparticle-based approach can be used to enhance the absorption, bioavailability, and biodistribution of flavonoids. In order to increase the solubility of hydrophobic drugs in water, nanoparticle drug delivery systems have been extensively used (8).

Approximating 1% of the world’s population is affected by epilepsy (EY), a complex neurological disorder, with considerable psychological, emotional and educational implications. Generally, an excessive glutamate concentration or a deficiency in GABA concentration in the central nervous system can cause a variety of pathological changes, which can be related to epilepsy (9). Several neurodegenerative conditions (for example, Alzheimer’s disease, Parkinson’s disease) are associated with oxidative stress, which causes neuronal damage. Molecular oxygen produces reactive oxygen species (ROS), which are generated by activating excitatory amino acids and releasing glutamate, causing long-term seizures and neuronal death. A direct effect of free radicals on seizures is seen when glutamate decarboxylase and glutamine synthase are deactivated, leading to a disproportionate amount of both excitatory (glutamate) and inhibitory (GABA) neurotransmitters (1012). A scarcity of successful therapies for epilepsy exists around the world. It is possible to develop better antiepileptic treatments based on natural compounds. Patients with epilepsy may benefit from plants as a source of seizures and comorbid diseases (13).

Pentylenetetrazol kindling, a chronic epilepsy investigational model associated with seizures and neuronal plasticity, is typical in providing opportunities to study progressive behavioral variations closely resembling clinical epilepsy (14, 15). The present study was aimed to utilize andrographolide (AG) and it’s nanoformulation (AGN) as potential antikindling agent in PTZ-induced kindling rats.

Materials and methods

Potential targets of andrographolide

We identified the potential targets of the active compounds by analyzing the data collected from various databases. These include the TargetNet Database (TND), Comparative Toxicogenomic Database (CTD) (16), and Swiss Target Prediction (STP) (17). The chemical structures were then converted into a canonical version of SMILES using PubChem (17). The compound files were placed in the TargetNet and Swiss Target Prediction databases (16, 17). The results showed that the probability of a compound being produced was greater than 0.9. We verified that the targets were Homo sapiens using the UniProt database.

Epilepsy related targets and shared targets of andrographolide

With the help of Geo2R, the related targets of the EY can be retrieved. The tool is part of the GEO dataset, a collection of gene expression datasets. This study aimed to identify the most common genes, which were differentially shown in different sample groups. Gene chip GSE28674 has been frequently cited in literature (18, 19). The differentially revealed genes in the samples were identified by adjusting the p-values to <0.05 in analyzing the data in the geo2R database using Benjamini–Hochberg method. The criteria for determining the DEGs that should be screened were FDR > 0.05 and log FC > 1 (18). Furthermore, a volcano diagram was generated using ggplot2 and using the Venn package, the tool retrieved the related targets of the EY. We also performed a comprehensive analysis of potential targets of andrographolide.

Analysis of protein–protein interactions and hub targets

PPI analysis assists in identifying the hub targets related to AG on EY. The PPI network was constructed by using STRING with the “Homo sapiens” setting to retrieve the shared targets of andrographolide with ER (20). The network properties were analyzed using Cytoscape 3.7.2 software by selecting the “Analysis Network” function. The degree of freedom (DOF) plays an influential role in a PPI network because points overhead the average DOF typically play a significant role (21).

Kyoto Encyclopaedia of Genes and Genomes analysis and Gene Ontology enrichment

KEGG pathway enrichment analysis and GO function enrichment analysis were performed using DAVID with Homo sapiens as the selected species. Visualization was performed using the online tool Weishengxin (2). A threshold level of p < 0.05 is used for all GO enrichment and pathway analyses. The final pathway map was created by combining pathways with the highest scores.

Network construction

By using Cytoscape 3.7.2 software, a primary regulatory network was used to construct in order to visualize the “drug–target–disease” correlation between AG and EY. The nodes in this network are the shared targets, active compounds, and pathways. The edges show how compounds, targets, and pathways interact.

Molecular docking

Andrographolide was retrieved from the 3D.sdf file of the PubChem database. Using OpenBabel-2.3, the SDF files were converted to pdb files, which were then converted into pdbqt files using AutoDock Tools (version 1.5.6) (2224). The x-ray crystal structure of the gamma-aminobutyric acid receptor GABA(A)R-beta3 (PDB ID 4COF) (2533) was obtained from the RCSB Protein Data Bank. MGL AutoDock Tools were used to prepare the protein, including removing crystal water and ligands and adding Kollman charges and polar hydrogen atoms. The PDB structured proteins were transformed to the pdbqt format utilizing Autodock. Ten distinct poses of the ligand molecules were acquired after docking with target proteins (x, y, z = 34.55, 56.37, 23.86) by employing AutoDock Vina’s standard settings (3439). The Biovia Discovery Studio was chosen to illustrate ligand-protein interactions (4047).

Preparation of andrographolide nanoparticles

An antisolvent (n-hexane) was added to absolute ethanol (15 mg/mL) to obtain the nanosuspension of andrographolide. The n-hexane to ethanol ratio was 10:1 to facilitate the process of nanosuspension. Subsequently, the nanosuspension of the medication was placed into a round-bottom flask and rotated at 90 rpm at a temperature of 40°C and a pressure of 300 mbar, and the solvent was then removed using a rotary evaporator. Next, the solid in the flask was evaporated and dried (48). The particle sizes of the prepared AGN and AG particles were measured at an angle of 900° using the dynamic light scattering technique.

Animals

The albino Wistar male rats were weighed between 150–200 grams, and they were held in a room with a temperature of 25°C, 55% relative humidity, and a 12/12 h light/dark cycle, which complies with CPCSEA regulations. Experimental rats were fed with pellet diet, and water ad libitum. The IAEC (1725/GO/a/13/CPCSEA) evaluated and accepted the current experimental protocol.

Treatment protocol

Kindling induction

Rats were treated with sub-convulsant dose of PTZ (35 mg/kg/b.wt. i.p./alternative days) until kindling was developed. The Racine scale was used to monitor the intensity of seizures was monitored for around 30 min following each injection (49). Kindling intensity is monitor based on the following score:

Score 0 = No response,

Score = 1 facial and mouth jerks,

Score = 2 myoclonic body jerksor nodding,

Score = 3 forelimb clonus, rearing, hindlimb clonus, falling down and forelimbtonus.

Score = 4 tonic extension of the hindlimb,

Score = 5 status epilepticus and/or death.

In the study, rats with convulsions on the first day were excluded. When rats exhibit stage 5 seizures, they are considered fully kindled. The doses (50), phenytoin (51), and andrographolide (52) have been determined in previous studies.

Rats were divided in to five groups, each group contain six animals.

Group I: Received vehicle saline i.p.

Group II: PTZ (35 mg/kg/b.wt. i.p./alternative days).

Group III: Phenytoin (35 mg/kg/b.wt. i.p./daily) + PTZ (35 mg/kg/b.wt. i.p./alternative days) treatment.

Group IV: Phenytoin (35 mg/kg/b.wt. i.p.) + AG (80 mg/kg. p.o) + PTZ (35 mg/kg/b.wt. i.p./alternative days) treatment.

Group V: PTZ + phenytoin (35 mg/kg/b.wt. i.p.) + AGN (80 mg/kg.p./o) + PTZ (35 mg/kg/b.wt. i.p./alternative days).

The ends of the treated rats were executed under ether anesthesia, and the brains were quickly removed, cleaned with ice-cold saline, and subjected to estimation of malonaldehyde (MDA), reduced glutathione (GSH) (53), superoxide dismutase (SOD) (54), and gamma-aminobutyric acid (GABA) (53).

Histopathological examination

Toluidine blue and hematoxylin and eosin were used for staining the sections (55). The hippocampal and cortical regions of the slides were photographed digitally under a microscope.

Statistical analysis

The mean value and standard error of the mean (SEM) for data gathered from three trials is presented. A significant difference (p < 0.001) was identified between the kindling rats and treatment rats when using one-way ANOVA followed by Dunnett’s comparison test.

Results

Screening of potential targets in andrographolide

This study identified 423 targets of andrographolide. It is possible that andrographolide may have similar biological effects as andrographide and that when combined, these effects may be synergistic. The integration of all targets resulted in 371 targets corresponding to andrographolide.

Related targets of andrographolide and shared targets of andrographolide against epilepsy

Gene chip GSE28674 was used to examine the impact of dentate gyrus MRI features and hippocampal CA3 transcriptome signature in relation to initial precipitating injury in refractory temporal lobe epilepsy, including twelve normal samples (hippocampus no febrile seizures) and six samples (hippocampus febrile seizures). As shown in Figure 1A, 660 DEGs were identified between normal samples and disease samples using the above screening criteria of FDR > 0.05 and log FC > 1. To further understand andrographolide’s mechanism of action in treating EY, a Venn diagram (Figure 1B) was used to identify eight shared targets (Table 1) between 660 DEGs and 371 potential targets.

FIGURE 1
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Figure 1. Genes with differential expression in epilepsy (EY). (A) A red or blue gene represents an upregulated gene, whereas a blue gene represents a downregulated gene, based on the standard FDR of 0.05 and log FC > 1. (B) Potential targets of andrographolide and differentially expressed genes in EY.

TABLE 1
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Table 1. The eight shared targets between the andrographolide and epilepsy with FDR < 0.05 and log FC > 1.

Kyoto Encyclopaedia of Genes and Genomes pathway enrichment and Gene Ontology functional annotation analysis

Based on the GO functional annotation analysis, 11 CC terms, 16 BP terms, and 10 MF terms predominated across the eight shared targets. As shown in Figure 2 and Table 2, the top five enrichment results are presented for each part. Synaptic transmission, GABAergic inhibitory synapse assembly, GABA signaling pathway, signal transduction, and regulation of postsynaptic membrane potential are closely connected to BP. Concerning CC, higher enrichment was found in the synapse, dendrite membrane (GABA-A receptor complex), postsynaptic specialization membrane, and plasma membrane. The main terms of EY in MF included benzodiazepine receptor activity, GABA-gated chloride ion channel activity, GABA-A receptor activity, inhibitory extracellular ligand-gated ion channel activity, and enzyme binding activities. The current analysis exhibited that these targets were closely associated to the activation of GABA ion channels, causing an influx of chloride ions and leading to hyperpolarization and decreased excitability.

FIGURE 2
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Figure 2. Bubble chart showing the relationship between KEGG pathways and associated genes.

TABLE 2
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Table 2. Gene Ontology (GO) enrichment analysis performed on eight common genes.

An intensive KEGG enrichment analysis was conducted on the eight shared targets, targeting the anti-EY pathway of andrographolide, and results showed an FDR of <0.05. The outcomes are presented in Figure 3. The four enriched pathways were GABAergic synapse (hsa04727), nicotine addiction (hsa05033), morphine addiction (hsa05032), and the AGE-RAGE signaling pathway in diabetic complications (hsa04933) (Table 3). For instance, GABRA2 and GABRG2 appear in three pathways, indicating that andrographolide mainly acts by activating GABA ion channel receptors (Figure 4).

FIGURE 3
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Figure 3. Component-target-signal pathway network.

TABLE 3
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Table 3. Target genes in 4 signaling pathways enrichment related to EY.

FIGURE 4
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Figure 4. Mechanisms of action of andrographolide against EY.

An enrichment analysis of andrographolide’s anti-EY pathway was conducted with KEGG, with FDR < 0.05. Figure 5 illustrates the results. The four enriched pathways were GABAergic synapse (hsa04727), nicotine addiction (hsa05033), morphine addiction (hsa05032), and the AGE-RAGE signaling pathway in diabetic complications (hsa04933). For instance, GABRA2 and GABRG2 appear in three pathways, indicating that andrographolide mainly acts by activating GABA ion channel receptors.

FIGURE 5
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Figure 5. Molecular docking interactions of andrographolide in 2D and 3D representations.

Molecular docking

Based on KEGG enrichment analysis, GABAergic synapse signaling pathways appear to be a hub signaling pathway of andrographolide against EY. The GABRA2 and GABRG2 genes were related to three signaling pathways, including hsa05033, nicotine addiction; hsa04727, GABAergic synapse; and hsa05032, morphine addiction. Therefore, GABA is considered to be a prominent target of andrographolide in the treatment of epilepsy.

Based on molecular docking studies, andrographolide binds to the GABA receptor with a binding energy of −6.8 kcal/mol. It formed three hydrogen bonds with ASP A:89, ASP B:89, and ARG B:114, with distances of 5.17, 3.69, and 6.18 A°. It also interacted with LYS A:112 via hydrophobic interactions at a distance of 5.12 A° (Figure 5). This suggests that andrographolide may be an important ligand for controlling glucose homeostasis.

Particle size and charge of andrographolide nanoparticles

The andrographolide particles were found to have a size of 3587.8 nm (3.6 microns), indicating their large particle nature. On the other hand, the size of the prepared nano-andrographolide was found to be 47.9 nm indicating that the prepared nanoparticles were of good size. The nano-andrographolide particles exhibited −32.3 mV charge indicating that the particles remained stable and free of agglomeration (Figure 6).

FIGURE 6
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Figure 6. (A) Andrographolides particle size, (B) andrographolides particle charge, (C) andrographolides nanoparticle size, (D) andrographolides nanoparticle charge.

Effect of andrographolide nanoparticle treatment on pentylenetetrazol-induced kindling model

After three injections, PTZ-treated rats reached seizure severity stage 5 and died. In contrast, the phenytoin +AG combination did not cause severe seizures in rats. Up to the ninth PTZ injection, AGN + phenytoin combinations were seizure-free, but the severity of the seizures increased following the eleventh PTZ injection. Our results agree with those of various studies in which PTZ was frequently used to induce seizure severity (5658). In this study, the number of animals that developed kindling significantly decreased after AGN treatment (Tables 47).

TABLE 4
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Table 4. Effect of PTZ (35 mg/kg).

TABLE 5
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Table 5. Effect of PTZ (35 mg/kg) + phenytoin (35 mg/kg).

TABLE 6
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Table 6. Andrographolide (50 mg/kg) + PTZ (35 mg/kg).

TABLE 7
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Table 7. Andrographolide nanoparticles (50 mg/kg) + PTZ (35 mg/kg).

Effect of andrographolides nanoparticles on pentylenetetrazol kindling-induced brain oxidative biomarkers

Compared to the normal control rats, PTZ treatment had a significant (p < 0.001***) decrease in SOD, GSH, GABA and an increase in MDA levels in the rat brain. Compared to PTZ alone treatment and AG treatment, AGN treatment had the effect of significantly (p < 0.001***) increasing SOD, GSH, GABA, and reducing MDA levels in the brain (Figure 7).

FIGURE 7
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Figure 7. Brain biochemical parameters. p<0.001***.

PTZ selectively blocks the chloride ionophore complex of the GABA receptor. Following repeated or single administration, its convulsant effects affect GABAergic, adenosinergic, and glutamatergic systems. In this study, PTZ treatment significantly decreased GABA activity, whereas the combination of AGN with phenytoin increased GABA activity compared with AG with phenytoin and phenytoin treatment. In this context, PTZ has also been shown to activate nucleases, phospholipases, and membrane proteases that result in the degradation of cytoskeletal proteins, membrane phospholipids, and protein phosphorylation (5860). After PTZ-induced seizures, significant reductionin GSH and SOD activity (61) and increased MDA activity (62) have been observed in animal brain homogenates. Reactive oxygen species are produced in an unreliable manner as a result of antiepileptic medications including phenytoin, valproic acid, and carbamazepine (63). Epilepsy and associated neurological comorbidities can be improved when these drugs are combined with antioxidants (64, 65). An examination of histology showed a decrease in cell count and cell death in the cortex, CA1 and CA3 region of the rat’s hippocampus. The group receiving PTZ showed a significant increase in dead cells and a decreased density of cells compared with the control value. Supplementary Figures S1–S3 showed that the phenytoin + AGN + PTZ group had significantly fewer dead cells and greater cell density in the hippocampus and cortex in comparison with the AGN group. However, the combination of AGN and phenytoin treatment restored cellular antioxidant enzymes when compared with the combination of AG and phenytoin treatment in the PTZ group.

Conclusion

Based on the network pharmacology analysis, the andrographolide acts as an anti-epileptic agent by upregulating the GABA levels, and further molecular docking studies confirmed the same. PTZ administration revealed kindling development, greater oxidative stress, diminished antioxidant activity, augmented GABA levels, and neurodegeneration. However, the combination of phenytoin and andrographolide nanoparticles significantly reduced the seizure score (% of kindled animals). The above findings indicate that the potential anti-kindling effects of andrographolide nanoparticles may protect against oxidative stress and increase GABAergic activity in kindling seizures and thereby modulates neuroprotection in the cortex. Finally, we conclude that the leaves and roots of A. paniculata can be effectively utilized for its major bioactive constituent, andrographolide as a potent anti-epileptic agent. Furthermore, the findings of novel nanotherapeutic approach claim that nano-andrographolide can be successfully in the management of kindling seizures and neurodegenerative disorders.

Data availability statement

The original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding authors.

Ethics statement

The animal study was reviewed and approved by Santhiram College of Pharmacy, JNTUA, Nandyal, Andhra Pradesh, India.

Author contributions

RB, DP, PP, SP, and VT: conceptualization, methodology, and software. SM, RK, MR, and JK: investigation, writing—original draft, review, and editing. PP, RK, MC, JKK, SA, BA, and SB: resources and supervision, validation, and formal analysis. JK, SA, BA, and SB: funding acquisition. SM and MR: critical analysis, final draft-review, and editing. All authors contributed to the article and approved the submitted version.

Acknowledgments

The authors thank the Deanship of Scientific Research at Majmaah University, Saudi Arabia for supporting this work under Project number (R-2023-279).

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary material

The Supplementary material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fnut.2023.1185236/full#supplementary-material

References

1. Costa, JP, Ferreira, PB, De Sousa, DP, Jordan, J, and Freitas, RM. Anticonvulsant effect of phytol in a pilocarpine model in mice. Neurosci Lett. (2012) 523:115–8. doi: 10.1016/j.neulet.2012.06.055

PubMed Abstract | CrossRef Full Text | Google Scholar

2. Huang, DW, Sherman, BT, and Lempicki, RA. Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat Protoc. (2009) 4:44–57. doi: 10.1038/nprot.2008.211

PubMed Abstract | CrossRef Full Text | Google Scholar

3. Chan, SJ, Wong, WF, Wong, PT, and Bian, J-S. Neuroprotective effects of andrographolide in a rat model of permanent cerebral ischaemia. Br J Pharmacol. (2010) 161:668–79. doi: 10.1111/j.1476-5381.2010.00906.x

PubMed Abstract | CrossRef Full Text | Google Scholar

4. Tapia-Rojas, C, Schüller, A, Lindsay, CB, Ureta, RC, Mejías-Reyes, C, Hancke, J, et al. Andrographolide activates the canonical Wnt signalling pathway by a mechanism that implicates the non-ATP competitive inhibition of GSK-3β: autoregulation of GSK-3β in vivo. Biochem J. (2015) 466:415–30. doi: 10.1042/BJ20140207

PubMed Abstract | CrossRef Full Text | Google Scholar

5. Wang, T, Liu, B, Zhang, W, Wilson, B, and Hong, J-S. Andrographolide reduces inflammation-mediated dopaminergic Neurodegeneration in Mesencephalic neuron-glia cultures by inhibiting microglial activation. J Pharmacol Exp Ther. (2004) 308:975–83. doi: 10.1124/jpet.103.059683

PubMed Abstract | CrossRef Full Text | Google Scholar

6. Roy, R, Das, S, Bera, T, Mondol, S, and Mukherjee, A. Andrographolide nanoparticles in leishmaniasis: characterization and in vitro evaluations. Int J Nanomed. (2010) 5:1113–21. doi: 10.2147/IJN.S14787

PubMed Abstract | CrossRef Full Text | Google Scholar

7. Thingale, AD, Shaikh, KS, Channekar, PR, Galgatte, UC, Chaudhari, PD, and Bothiraja, C. Enhanced hepatoprotective activity of andrographolide complexed with a biomaterial. Drug Deliv. (2015) 22:117–24. doi: 10.3109/10717544.2013.871602

CrossRef Full Text | Google Scholar

8. Kheradmand, E, Hajizadeh Moghaddam, A, and Zare, M. Neuroprotective effect of hesperetin and nano-hesperetin on recognition memory impairment and the elevated oxygen stress in rat model of Alzheimer’s disease. Biomed Pharmacother. (2018) 97:1096–101. doi: 10.1016/j.biopha.2017.11.047

PubMed Abstract | CrossRef Full Text | Google Scholar

9. De Oliveira, PA, Lino, FL, Cappelari, SE, Da Silva Brum, LF, Picada, JN, and Pereira, P. Effects of gamma-decanolactone on seizures induced by PTZ-kindling in mice. Exp Brain Res. (2008) 187:161–6. doi: 10.1007/s00221-008-1295-y

PubMed Abstract | CrossRef Full Text | Google Scholar

10. Cho, J. Antioxidant and neuroprotective effects of hesperidin and its aglycone hesperetin. Arch Pharm Res. (2006) 29:699–706. doi: 10.1007/BF02968255

PubMed Abstract | CrossRef Full Text | Google Scholar

11. Hwang, S-L, Shih, P-H, and Yen, G-C. Neuroprotective effects of citrus flavonoids. J Agric Food Chem. (2012) 60:877–85. doi: 10.1021/jf204452y

CrossRef Full Text | Google Scholar

12. Sudha, K, Rao, AV, and Rao, A. Oxidative stress and antioxidants in epilepsy. Clin Chim Acta. (2001) 303:19–24. doi: 10.1016/S0009-8981(00)00337-5

CrossRef Full Text | Google Scholar

13. Sahranavard, S, Ghafari, S, and Mosaddegh, M. Medicinal plants used in Iranian traditional medicine to treat epilepsy. Seizure. (2014) 23:328–32. doi: 10.1016/j.seizure.2014.01.013

PubMed Abstract | CrossRef Full Text | Google Scholar

14. Gupta, YK, Veerendra Kumar, MH, and Srivastava, AK. Effect of Centella asiatica on pentylenetetrazole-induced kindling, cognition and oxidative stress in rats. Pharmacol Biochem Behav. (2003) 74:579–85. doi: 10.1016/S0091-3057(02)01044-4

PubMed Abstract | CrossRef Full Text | Google Scholar

15. Shimada, T, and Yamagata, K. Pentylenetetrazole-induced kindling mouse model. J Vis Exp. (2018). doi: 10.3791/56573

PubMed Abstract | CrossRef Full Text | Google Scholar

16. Davis, AP, Grondin, CJ, Johnson, RJ, Sciaky, D, Wiegers, J, Wiegers, TC, et al. Comparative Toxicogenomics Database (CTD): update 2021. Nucleic Acids Res. (2021) 49:D1138–43. doi: 10.1093/nar/gkaa891

PubMed Abstract | CrossRef Full Text | Google Scholar

17. Ji, K-Y, Liu, C, Liu, Z-Q, Deng, Y-F, Hou, T-J, and Cao, D-S. Comprehensive assessment of nine target prediction web services: which should we choose for target fishing? Brief Bioinform. (2023) 24:bbad014. doi: 10.1093/bib/bbad014

CrossRef Full Text | Google Scholar

18. Jiang, XW, Lu, HY, Xu, Z, Liu, TY, Wu, Q, Yang, Y, et al. In silico analyses for key genes and molecular genetic mechanism in epilepsy and Alzheimer’s disease. CNS Neurol Disord Drug Targets. (2018) 17:608–17. doi: 10.2174/1871527317666180724150839

PubMed Abstract | CrossRef Full Text | Google Scholar

19. Li, Y, Wang, C, Wang, P, Li, X, and Zhou, L. Effects of febrile seizures in mesial temporal lobe epilepsy with hippocampal sclerosis on gene expression using bioinformatical analysis. Acta Epileptol. (2020) 2:20. doi: 10.1186/s42494-020-00027-9

CrossRef Full Text | Google Scholar

20. Doncheva, NT, Morris, JH, Gorodkin, J, and Jensen, LJ. Cytoscape StringApp: network analysis and visualization of proteomics data. J Proteome Res. (2019) 18:623–32. doi: 10.1021/acs.jproteome.8b00702

PubMed Abstract | CrossRef Full Text | Google Scholar

21. Jeong, H, Mason, SP, Barabasi, AL, and Oltvai, ZN. Lethality and centrality in protein networks. Nature. (2001) 411:41–2. doi: 10.1038/35075138

CrossRef Full Text | Google Scholar

22. Badavath, VN, Baysal, I, Ucar, G, Sinha, BN, and Jayaprakash, V. Monoamine oxidase inhibitory activity of novel pyrazoline analogues: Curcumin based design and synthesis. ACS Med Chem Lett. (2016) 7:56–61. doi: 10.1021/acsmedchemLett.5b00326

PubMed Abstract | CrossRef Full Text | Google Scholar

23. Badavath, VN, Ciftci-Yabanoglu, S, Bhakat, S, Timiri, AK, Sinha, BN, Ucar, G, et al. Monoamine oxidase inhibitory activity of 2-aryl-4H-chromen-4-ones. Bioorg Chem. (2015) 58:72–80. doi: 10.1016/j.bioorg.2014.11.008

PubMed Abstract | CrossRef Full Text | Google Scholar

24. Nayak, BV, Ciftci-Yabanoglu, S, Jadav, SS, Jagrat, M, Sinha, BN, Ucar, G, et al. Monoamine oxidase inhibitory activity of 3, 5-biaryl-4, 5-dihydro-1H-pyrazole-1-carboxylate derivatives. Eur J Med Chem. (2013) 69:762–7. doi: 10.1016/j.ejmech.2013.09.010

PubMed Abstract | CrossRef Full Text | Google Scholar

25. Devasia, J, Chinnam, S, Khatana, K, Shakya, S, Joy, F, Rudrapal, M, et al. Synthesis, DFT, and in silico anti-COVID evaluation of novel tetrazole analogues. Polycycl Aromat Compd. (2022):1–16. doi: 10.1080/10406638.2022.2036778

CrossRef Full Text | Google Scholar

26. Ghosh, S, Chetia, D, Gogoi, N, and Rudrapal, M. Design, molecular docking, drug-likeness and molecular dynamics studies of 1,2,4-Trioxane derivatives as novel Plasmodium falciparum falcipain-2 (FP-2) inhibitors. Biotechnologia. (2021) 102:257–75. doi: 10.5114/bta.2021.108722

PubMed Abstract | CrossRef Full Text | Google Scholar

27. James, AE, Okoro, UC, Ezeokonkwo, MA, Bhimapaka, CR, Rudrapal, M, Ugwu, DI, et al. Design, synthesis, molecular docking, molecular dynamics and in vivo antimalarial activity of new dipeptide-sulfonamides. ChemistrySelect. (2022) 7:e202103908. doi: 10.1002/slct.202103908

CrossRef Full Text | Google Scholar

28. Junejo, JA, Zaman, K, Rudrapal, M, Celik, I, and Attah, EI. Antidiabetic bioactive compounds from Tetrastigma angustifolia (Roxb.) deb and Oxalis debilis Kunth.: validation of ethnomedicinal claim by in vitro and in silico studies. S Afr J Bot. (2021) 143:164–75. doi: 10.1016/j.sajb.2021.07.023

CrossRef Full Text | Google Scholar

29. Kumar, PP, Shaik, RA, Khan, J, Alaidarous, MA, Rudrapal, M, Khairnar, SJ, et al. Cerebroprotective effect of aloe Emodin: in Silico and in vivo studies. Saudi J Biol Sci. (2022) 29:998–1005. doi: 10.1016/j.sjbs.2021.09.077

CrossRef Full Text | Google Scholar

30. Pasala, PK, Siva Reddy, SSL, Silvia, N, Reddy, DY, Sampath, A, Dorababu, N, et al. In vivo immunomodulatory activity and in silico study of Albizia procera bark extract on doxorubicin induced immunosuppressive rats. J King Saud Univ Sci. (2022) 34:101828. doi: 10.1016/j.jksus.2022.101828

CrossRef Full Text | Google Scholar

31. Pasala, PK, Uppara, RK, Rudrapal, M, Zothantluanga, JH, and Umar, AK. Silybin Phytosomes attenuates cerebral ischemia-reperfusion injury in rats by suppressing oxidative stress and reducing inflammatory response: in vivo and in silico approaches. J Biochem Mol Toxicol. (2022) 36:e23072. doi: 10.1002/jbt.23073

PubMed Abstract | CrossRef Full Text | Google Scholar

32. Puthenkalam, R, Hieckel, M, Simeone, X, Suwattanasophon, C, Feldbauer, RV, Ecker, GF, et al. Structural studies of GABAA receptor binding sites: which experimental structure tells us what? Front Mol Neurosci. (2016) 9:44. doi: 10.3389/fnmol.2016.00044

CrossRef Full Text | Google Scholar

33. Rashid, IA, Mukelabai, N, Agoni, C, Rudrapal, M, Aldosari, SM, Ibrahim, I, et al. Characterization of the binding of MRTX1133 as an avenue for the discovery of potential KRASG12D inhibitors for cancer therapy. Sci Rep. (2022) 12:17796. doi: 10.1038/s41598-022-22668-1

PubMed Abstract | CrossRef Full Text | Google Scholar

34. Rudrapal, M, Chetia, D, and Singh, V. Novel series of 1,2,4-trioxane derivatives as antimalarial agents. J Enzyme Inhib Med Chem. (2017) 32:1159–73. doi: 10.1080/14756366.2017.1363742

PubMed Abstract | CrossRef Full Text | Google Scholar

35. Annavarapu, TR, Kamepalli, S, Konidala, SK, Kotra, V, Challa, SR, Rudrapal, M, et al. Antioxidant and anti-inflammatory activities of 4-allylpyrocatechol and its derivatives with molecular docking and ADMET investigations. Bull Univ Karaganda-Chem. (2022) 105:50–9. doi: 10.31489/2022Ch1/50-59

CrossRef Full Text | Google Scholar

36. Celik, I, Rudrapal, M, Yadalam, PK, Chinnam, S, Balaji, TM, Varadarajan, S, et al. Resveratrol and its natural analogues inhibit RNA dependant RNA polymerase (RdRp) of Rhizopus oryzae in mucormycosis through computational investigations. Polycycl Aromat Compd. (2022):1–18. doi: 10.1080/10406638.2022.2091618

CrossRef Full Text | Google Scholar

37. Othman, IMM, Mahross, MH, Gad-Elkareem, MAM, Rudrapal, M, Gogoi, N, Chetia, D, et al. Toward a treatment of antibacterial and antifungal infections: design, synthesis and in vitro activity of novel arylhydrazothiazolylsulphonamide analogues and their insight of DFT, docking and molecular dynamics simulations. J Mol Struct. (2021) 1243:130862. doi: 10.1016/j.molstruc.2021.130862

CrossRef Full Text | Google Scholar

38. Hussain, N, Kakoti, BB, Rudrapal, M, Sarwa, KK, Celik, I, Attah, EI, et al. Bioactive antidiabetic flavonoids from the stem bark of Cordia dichotoma Forst.: identification, docking and ADMET studies. Mol Ther. (2021) 2021:M1234. doi: 10.3390/M1234

CrossRef Full Text | Google Scholar

39. Umar, AK, Zothantluanga, JH, Aswin, SK, Maulana, S, Zubair, MS, Lalhlenmawia, H, et al. Antiviral phytocompounds ‘ellagic acid’ and ‘(+)-sesamin’ of Bridelia retusa identified as potential inhibitors of SARS-CoV-2 3CL pro using extensive molecular docking, molecular dynamics simulation studies, and bioactivity prediction. Sruct Chem. (2022) 33:1445–65. doi: 10.1007/s11224-022-01959-3

PubMed Abstract | CrossRef Full Text | Google Scholar

40. Rudrapal, M, Celik, I, Chinnam, S, Çevik, UA, Tallei, TE, Nizam, A, et al. Analgesic and anti-inflammatory potential of indole derivatives. Polycycl Aromat Compd. (2022):1–22. doi: 10.1080/10406638.2022.2139733

CrossRef Full Text | Google Scholar

41. Rudrapal, M, Celik, I, Chinnam, S, Ansari, MA, Khan, J, Alghamdi, S, et al. Phytocompounds of Indian spices as inhibitors of SARS-CoV-2 Mpro and PLpro: molecular docking, molecular dynamics, and ADMET studies. Saudi J Biol Sci. (2022) 29:3456–65. doi: 10.1016/j.sjbs.2022.02.028

PubMed Abstract | CrossRef Full Text | Google Scholar

42. Rudrapal, M, Celik, I, Khan, J, Ismail, RM, Ansari, MA, Yadav, R, et al. Identification of bioactive molecules from Triphala (Ayurvedic herbal formulation) as potential inhibitors of SARS-CoV-2 main protease (Mpro) through computational investigations. J King Saud Univ Sci. (2022) 34:101826. doi: 10.1016/j.jksus.2022.101826

PubMed Abstract | CrossRef Full Text | Google Scholar

43. Rudrapal, M, Gogoi, N, Chetia, D, Khan, J, Banwas, S, Alshehri, B, et al. Repurposing of phytomedicine-derived bioactive compounds with promising anti-SARS-CoV-2 potential: molecular docking, MD simulations and drug-likeness/ADMET studies. Saudi J Biol Sci. (2022) 29:2432–46. doi: 10.1016/j.sjbs.2021.12.018

PubMed Abstract | CrossRef Full Text | Google Scholar

44. Rudrapal, M, Rashid, IA, Agoni, C, Bendale, AR, Nagar, A, Soliman, MES, et al. In silico screening of phytopolyphenolics for the identification of bioactive compounds as novel protease inhibitors effective against SARS-CoV-2. J Biomol Struct Dyn. (2022) 40:10437–53. doi: 10.1080/07391102.2021.1944909

PubMed Abstract | CrossRef Full Text | Google Scholar

45. Vikaraman, PA, Armaković, SJ, Armaković, S, Celik, I, Bhagyasree, JB, Dinesh Babu, KV, et al. Exploring the structural, photophysical and optoelectronic properties of a diaryl heptanoid curcumin derivative and identification as a SARS-COV-2 inhibitor. J Mol Struct. (2023) 1281:135110. doi: 10.1016/j.molstruc.2023.135110

PubMed Abstract | CrossRef Full Text | Google Scholar

46. Zothantluanga, JH, Abdalla, M, Rudrapal, M, Tian, Q, Chetia, D, and Li, J. Computational investigations for identification of bioactive molecules from Baccaurea ramiflora and Bergenia ciliate as inhibitors of SARS-CoV-2 Mpro. Polycycl Aromat Compd. (2022):1–29. doi: 10.1080/10406638.2022.2046613

CrossRef Full Text | Google Scholar

47. Zothantluanga, JH, Aswin, SK, Rudrapal, M, and Cheita, D. Antimalarial flavonoid-glycoside from Acacia pennata against PfDHFR-TS: an in-silico study. Biointerface Res Appl Chem. (2022) 12:4871–87. doi: 10.33263/BRIAC124.48714887

CrossRef Full Text | Google Scholar

48. Kakran, M, Sahoo, NG, Li, L, and Judeh, Z. Fabrication of quercetin nanoparticles by anti-solvent precipitation method for enhanced dissolution. Powder Technol. (2012) 223:59–64. doi: 10.1016/j.powtec.2011.08.021

CrossRef Full Text | Google Scholar

49. Giardina, WJ, and Gasior, M. Acute seizure tests in epilepsy research: electroshock- and chemical-induced convulsions in the mouse. Curr Protoc Pharmacol. (2009) 45:5.22.1–5.22.37. doi: 10.1002/0471141755.ph0522s45

CrossRef Full Text | Google Scholar

50. Hoeller, A, De Carvalho, C, Franco, P, Formolo, D, Imthon, A, Dos Santos, H, et al. Behavioral and neurochemical consequences of pentylenetetrazol-induced kindling in young and middle-aged rats. Pharmaceuticals. (2017) 10:75. doi: 10.3390/ph10030075

PubMed Abstract | CrossRef Full Text | Google Scholar

51. Sefil, F, Arık, AE, Acar, MD, Bostancı, MÖ, Bagirici, F, and Kozan, R. Interaction between carbenoxolone and valproic acid on pentylenetetrazole kindling model of epilepsy. Int J Clin Exp Med. (2015) 8:10508–14.

PubMed Abstract | Google Scholar

52. Ding, L, Li, J, Song, B, Xiao, X, Huang, W, Zhang, B, et al. Andrographolide prevents high-fat diet-induced obesity in C57BL/6 mice by suppressing the sterol regulatory element-binding protein pathway. J Pharmacol Exp Ther. (2014) 351:474–83. doi: 10.1124/jpet.114.217968

PubMed Abstract | CrossRef Full Text | Google Scholar

53. Ohkawa, H, Ohishi, N, and Yagi, K. Assay for lipid peroxides in animal tissues by thiobarbituric acid reaction. Anal Biochem. (1979) 95:351–8. doi: 10.1016/0003-2697(79)90738-3

PubMed Abstract | CrossRef Full Text | Google Scholar

54. Misra, HP, and Fridovich, I. The oxidation of phenylhydrazine: superoxide and mechanism. Biochemistry. (1976) 15:681–7. doi: 10.1021/bi00648a036

CrossRef Full Text | Google Scholar

55. Haggag, BS, Hasanin, AH, Raafat, MH, and Abdel Kawy, HS. Lamotrigine decreased hippocampal damage and improved vascular risk markers in a rat model of Pentylenetetrazole induced kindling seizure. Korean J Physiol Pharmacol. (2014) 18:269–78. doi: 10.4196/kjpp.2014.18.3.269

PubMed Abstract | CrossRef Full Text | Google Scholar

56. Ebrahimzadeh Bideskan, A. Effects of soy extract on pentylenetetrazol-induced seizures in ovariectomized rats. J Chin Integr Med. (2011) 9:611–8. doi: 10.3736/jcim20110606

CrossRef Full Text | Google Scholar

57. Hosseini, M, Harandizadeh, F, Niazmand, S, Soukhtanloo, M, Faizpour, A, and Ghasemabady, M. The role for nitric oxide on the effects of hydroalcoholic extract of Achillea wilhelmsii on seizure. Avicenna J Phytomed. (2014) 4:251–9.

PubMed Abstract | Google Scholar

58. Patsoukis, N, Zervoudakis, G, Georgiou, CD, Angelatou, F, Matsokis, NA, and Panagopoulos, NT. Effect of pentylenetetrazol-induced epileptic seizure on thiol redox state in the mouse cerebral cortex. Epilepsy Res. (2004) 62:65–74. doi: 10.1016/j.eplepsyres.2004.08.005

CrossRef Full Text | Google Scholar

59. Akula, KK, Dhir, A, and Kulkarni, SK. Effect of various antiepileptic drugs in a pentylenetetrazol-induced seizure model in mice. Methods Find Exp Clin Pharmacol. (2009) 31:423–32. doi: 10.1358/mf.2009.31.7.1415891

PubMed Abstract | CrossRef Full Text | Google Scholar

60. Celikyurt, IK, Mutlu, O, Ulak, G, Akar, FY, and Erden, F. Gabapentin, a GABA analogue, enhances cognitive performance in mice. Neurosci Lett. (2011) 492:124–8. doi: 10.1016/j.neulet.2011.01.072

PubMed Abstract | CrossRef Full Text | Google Scholar

61. Rauca, C, Wiswedel, I, Zerbe, R, Keilhoff, G, and Krug, M. The role of superoxide dismutase and α-tocopherol in the development of seizures and kindling induced by pentylenetetrazol - influence of the radical scavenger α-phenyl-N-tert-butyl nitrone. Brain Res. (2004) 1009:203–12. doi: 10.1016/j.brainres.2004.01.082

PubMed Abstract | CrossRef Full Text | Google Scholar

62. Bhardwaj, M, and Kumar, A. Neuroprotective effect of lycopene against PTZ-induced kindling seizures in mice: possible behavioural, biochemical and mitochondrial dysfunction. Phytother Res. (2016) 30:306–13. doi: 10.1002/ptr.5533

PubMed Abstract | CrossRef Full Text | Google Scholar

63. Nazıroğlu, M, and Yürekli, VA. Effects of antiepileptic drugs on antioxidant and oxidant molecular pathways: focus on trace elements. Cell Mol Neurobiol. (2013) 33:589–99. doi: 10.1007/s10571-013-9936-5

PubMed Abstract | CrossRef Full Text | Google Scholar

64. Kola, PK, Akula, A, Nissankararao, LS, and Danduga, RCSR. Protective effect of naringin on pentylenetetrazole (PTZ)-induced kindling; possible mechanisms of antikindling, memory improvement, and neuroprotection. Epilepsy Behav. (2017) 75:114–26. doi: 10.1016/j.yebeh.2017.07.011

PubMed Abstract | CrossRef Full Text | Google Scholar

65. Kumar, A, Lalitha, S, and Mishra, J. Hesperidin potentiates the neuroprotective effects of diazepam and gabapentin against pentylenetetrazole-induced convulsions in mice: possible behavioral, biochemical and mitochondrial alterations. Indian J Pharmacol. (2014) 46:309–15. doi: 10.4103/0253-7613.132180

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: andrographolide, andrographolide nanoparticles, pentylenetetrazol, antikindiling, antioxidant, network pharmacology

Citation: Baru Venkata R, Prasanth DSNBK, Pasala PK, Panda SP, Tatipamula VB, Mulukuri S, Kota RK, Rudrapal M, Khan J, Aldosari S, Alshehri B, Banawas S, Challa MC and Kammili JK (2023) Utilizing Andrographis paniculata leaves and roots by effective usage of the bioactive andrographolide and its nanodelivery: investigation of antikindling and antioxidant activities through in silico and in vivo studies. Front. Nutr. 10:1185236. doi: 10.3389/fnut.2023.1185236

Received: 13 March 2023; Accepted: 28 March 2023;
Published: 31 May 2023.

Edited by:

Baskaran Stephen Inbaraj, Fu Jen Catholic University, Taiwan

Reviewed by:

Manish Kumar Tripathi, All India Institute of Medical Sciences, India
Siddhartha Maji, Oklahoma State University, United States
Vishnu Nayak Badavath, SVKM’S NMIMS University, India

Copyright © 2023 Baru Venkata, Prasanth, Pasala, Panda, Tatipamula, Mulukuri, Kota, Rudrapal, Khan, Aldosari, Alshehri, Banawas, Challa and Kammili. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Mithun Rudrapal, cnNtcnBhbEBnbWFpbC5jb20=; Johra Khan, ai5raGFuQG11LmVkdS5zYQ==

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