This study aimed to determine possible interactions of phytochemicals found in Paeonia species with human ACE2 protein and the highly conserved SARS-CoV-2 3CL protease (3CLpro). Seventy-six compounds were retrieved from known Paeonia content in the NPASS database. These compounds were then subjected to molecular docking with the structures of ACE2 from the first SARS-CoV-2 variant (6LZG) and ACE2 from the Omicron variant (7WPA), along with the structures of 3CLpro containing inhibitors (6LU7 and 6M2N). The results in Table 1 revealed that nine out of the 76 Paeonia compounds (catechin, apigenin, palbinone, kaempferol, paeoniflorigenone, eriodictyol, paeonilactone C, cassythicine, and 3-O-Methylquercetin) exhibited a high affinity for interacting with ACE2 and 3CLpro structures, with binding energies ranging from − 7.5 to -9.0 kJ/mol.
Subsequently, the nine compounds with favorable affinity values underwent 10ns Gromacs MD simulations. Based on the lig-fit-prot RMSD graphs obtained in Fig. 1, (-)-catechin (L01), apigenin (L02), palbinone (L03), paeoniflorigenone (L05), and eriodictyol (L06) showed lower deviation values, indicating stable interactions. Conversely, compounds with deviations higher than 1.0 nm, namely kaempferol, paeonilactone C, and 3-O-Methylquercetin were excluded from further analysis. Next, the protein-ligand complexes were evaluated using the MM/GBSA method to calculate the ΔTOTAL free energy, which demonstrated a reasonable total binding free energy between the ligands - ACE2 and − 3CLpro proteins. Examining the results in Fig. 4, all compounds had a total binding free energy < -20 kJ/mol. Upon evaluating all the findings, it is suggested that (-)-catechin (L01), apigenin (L02), palbinone (L03), paeoniflorigenone (L05), and eriodictyol (L06) compounds derived from Paeonia species may have potential interactions with the known SARS-CoV-2 target proteins, ACE2 and 3CLpro. In Fig. 2, seven amino acid residues of 3CLpro (6LU7, 6M2N), including Thr26, His41, Cys44, His163, His164, Glu166, and Asp187, were identified to have hydrogen-bond interactions with the ligands after 10 ns MDS. Additionally in Fig. 3, five amino acid residues of ACE2 (6LZG), namely Ile291, Asp382, Asn394, His540, and Lys562, formed hydrogen-bond interactions with the ligands after 10 ns MDS. Based on the findings of this study, it is conceivable that these five compounds from Paeonia extract ((-)-catechin (L01), apigenin (L02), palbinone (L03), paeoniflorigenone (L05), and eriodictyol (L06) compounds) could be potentially utilized in the treatment of SARS-CoV-2, and further investigations can be conducted to explore their application in therapeutic approaches. The following sections discuss their druggable potential in various diseases.
4.1 Catechins
Catechins are a group of flavonoids that are present in a wide variety of plant-based foods, especially tea, chocolate, and fruits like berries and apples (Zanwar et al 2014). According to the research, catechins may have anti-cancer, anti-diabetic, antioxidant, and anti-inflammatory properties that are helpful to human health (Higdon and Frei 2003). Additionally, they may enhance cognitive performance, lower the risk of neurodegenerative disorders, and have cardioprotective properties (Khan and Mukhtar 2013). The health advantages of catechins have been explained by a number of different mechanisms. For instance, they might function as free radical scavengers, guarding against oxidative stress and DNA damage in the cells (Lambert and Yang 2003). They have been demonstrated to limit the development and spread of cancer cells in vitro and animal models, and they may also affect signaling pathways involved in cell proliferation and death (Lambert and Yang 2003). Additionally, catechins have been demonstrated to increase lipid metabolism and lower blood pressure, which are good for cardiovascular health (Kim et al. 2007). They also may have neuroprotective properties that could lower the likelihood of cognitive decline and neurodegenerative illnesses like Alzheimer's and Parkinson's (Pervin et al. 2018). According to a number of in-silico studies regarding its antiviral effect, catechins may be able to obstruct the SARS-CoV-2 viral entrance process by binding to the spike protein and it can inhibit the activity of the SARS-CoV-2 main protease Mpro enzyme. Ghosh et al. (2021) examined the possible binding of eight natural substances, including catechins, to the SARS-CoV-2 Mpro enzyme using molecular docking models. The research discovered that catechins have a high affinity for the enzyme and might be able to reduce its activity and represent viable COVID-19 therapy options (Ghosh et al. 2021). Another study, also published in 2021, looked into the possibility of catechins interacting with the receptor-binding domain (RBD) of the SARS-CoV-2 spike protein using molecular docking and molecular dynamics simulations. The study discovered that catechins might attach to the RBD of the spike protein and interact hydrophobically with the amino acid residues to produce hydrogen bonds. The interaction between the spike protein and the human angiotensin-converting enzyme 2 (ACE2) receptor, which is necessary for viral entrance into host cells, may be affected by catechins, the researchers hypothesized (Jena et al. 2021).
4.2 Apigenin
Numerous plants contain apigenin, such as parsley, chamomile, celery, and oranges. It has several pharmacological activities that have been identified, including anti-inflammatory, antioxidant, and anticancer actions (Salehi et al. 2019). It might help treat neurological conditions, including Parkinson's and Alzheimer's disease (Salehi et al. 2019). Additionally, apigenin has been shown to have antiviral effects against several viruses, including the influenza virus (Sithisarna et al. 2013) and hepatitis C virus (Manvar et al. 2012), and it might be useful in the management of viral diseases, such as HIV (Critchfield et al. 1996). Research on apigenin's potential effects on COVID-19 is still in its early phases, and little is known about this subject. The main protease (Mpro) of SARS-CoV-2 can be inhibited by apigenin, suggesting that it may stop viral replication and lessen the severity of COVID-19 (Matondo et al. 2021). According to another in silico study, Apigenin and Narcissin are possible Covid-19 viral inhibitors because they directly bind to RNA polymerase and important viral proteins such as the primary protease and the spike-RBD (Owona et al. 2021).
4.3 Palbinone
Palbinone was originally discovered in Paeonia albiflora in 1993 and then in Paeonia delavayi in 2005 (Kadota et al. 1993; Smolecule 2023). It has been investigated for potential therapeutic activities, including antifungal, antibacterial, anti-inflammatory, and antioxidant (Tuan et al. 2009). There is no study addressed its potential antiviral effect on viruses such as SARS-CoV-2. Studies on Palbinone's possible anti-inflammatory effects revealed that it inhibits the activity of the Janus kinase (JAK)1, 3a-hydroxysteroid dehydrogenase, human monocyte interleukin-1b, and 3a-hydroxy dehydrogenase. (Kadota et al. 1993; 1995; Xiao et al. 2022).
4.4 Kaempferol
Tea, broccoli, kale, and berries are just a few examples of the many plant sources that contain kaempferol (Kashyap et al. 2017). It has been researched for potential health advantages, including its anti-inflammatory, anticancer, and antioxidant effects (Kashyap et al. 2017). Its antiviral properties are also attracting more attention. The antiviral properties of kaempferol have been studied in many investigations. For instance, a study published in 2021 investigated its activity against a variety of viruses, including poliovirus type 1, HSV-1 and 2, respiratory syncytial virus (RSV), Coxsackie B virus type 1, HCV, Canine distemper virus, SARS-CoV, and HIV-1 viruses), human rhinovirus (HRV), Enterovirus A71 (EV-A71) and severe fever with thrombocytopenia syndrome virus (SFTS) and found that kaempferol had a board antiviral effects (Mouffouk et al. 2021). Other studies that assessed kaempferol's activity against SARS-CoV-2 discovered that it may be an effective antiviral agent against the virus's enzymes and proteins, including chymotrypsin-like protease (3CLpro), papain-like protease (PLpro), spike protein (S protein), and RNA-dependent RNA polymerase (RdRp), as well as their capacity to interact with the ACE2 receptor (Mouffouk et al. 2021; Pan et al. 2020; Khan et al. 2021).
4.5 Paeoniflorigenone
Paeoniflorigenone (PF) has demonstrated positive biological actions, such as anti-oxidative (Kim et al. 2009), anti-cancer (Huang et al. 2017; Park et al. 2022), anti-inflammatory (Li et al. 2022), anti-viral and bacterial properties (Demir et al. 2019). PF prevents numerous cancer cells, including head and neck cancer, from proliferating, according to in vitro research (Park et al. 2022). Regarding its antiviral activity, it has been noted to exhibit antiviral activity against the hepatitis B virus (HBV) (Wu et al. 2020).
4.6 Eriodictyol
Eriodictyol is a flavonoid that belongs to the flavanones subfamily and can be found in several medically important plant species like Paeonia. It is among the currently available compounds that were shown to have anti-inflammatory and antiviral properties and thus can be considered a therapeutic agent against COVID-19 (Ayipo et al. 2021; Deshpande et al. 2020). Many researchers tested the inhibitory effects of eriodictyol on SARS-CoV-2 infection based on molecular docking studies. For instance, Lin et al. (2021) studied the Yinqiao powder potential for treating COVID-19, in which eriodictyol is one of its active ingredients. Eriodictyol had a good binding score with 3CLpro, which could inhibit SARS-CoV-2 entry. This was also supported by (Glinsky, 2020), who found that eriodictyol, along with other flavonoids, can be developed as a therapeutic agent for the treatment of COVID-19, based on docking screening and gene expression profile analyses. However, these inhibitory effects must be directly verified in animal experiments and clinical trials (Lin et al. 2021). Others performed a molecular docking study of the spike protein with eriodictyol and it had a good binding energy of -7.9 KJ/mol within the active site of the SARS-CoV-2 ACE2 receptor, suggesting an effective docking ligand. They postulated that eriodictyol can shorten the virus’s lifecycle thanks to its positive drug score, anti-inflammatory, and antioxidant properties (Deshpande et al. 2020). (Rudrapal et al. 2022) also performed in silico screening and molecular docking study against the main protease (Mpro) and papin-like protease enzymes. Among the eleven tested compounds, eriodictyol exhibited a remarkable binding affinity with the proteases with a docking score of -9.027 and binding energy of -212.66 KJ/mol, indicating a strong protease inhibition. Furthermore, (Zhao et al. 2022) evaluated the phytochemicals of Eurya chinensis leaves for their antiviral activity in vitro. Cytopathic effect reduction and antibody-based EC50 assays revealed that the phytochemicals, including the active compound eriodictyol, had antiviral effects against HCoV-OC43. Eriodictyol could reduce the severity of COVID-19 by inhibiting mast cell activation mediated by the inflammatory response of the infection (Theoharides & Kempuraj, 2023). However, further in vitro and in vivo studies must employ the effect of eriodictyol as a potent therapeutic target for COVID-19.
4.7 Paeonilactone C
Paeonilactone C is a monoterpene that can reduce the toxicity of reactive oxygen species (ROS) and therefore an effective antioxidant (Parker et al. 2016). Most published studies discussed and tested the antioxidant properties of paeonilactone C, while there is a lack of data regarding the antiviral effects against SARS-CoV-2. In an effort to test its potency as a neuroprotective compound against oxidative stress in vitro, a study found that paeonilactone C, isolated from Paeonia lactoflora roots, successfully protected primary cortical cell cultures of rats against cytotoxicity induced by H2O2, thereby demonstrating a neuroprotective activity determined by MTT assay within the concentration range 0.1–10 µM. They hypothesized that benzoyl moiety contained in the paeonilactone C structure contributes to this neuroprotection activity (Kim et al. 2009). In addition, it was found that paeonilactone C suppresses muscle twitching of frog sciatic nerve-sartorius muscles (Zhao et al. 2016). Further investigations are needed to evaluate the antiviral and anti-inflammatory effects of paeonilactone C (Kim et al. 2009).
4.8 Cassythicine
Cassythicine, a natural product belonging to aporphines, is a quinoline alkaloid that can be found in different medical plants. Several studies proved the inhibitory potential of Cassythicine against COVID-19 as well as other diseases. (Cavallaro et al. 2020) suggested that cassythicine can be used as a competitive therapy against the current therapeutic drug galanthamine for the treatment of Alzheimer’s disease. Molecular modeling studies were performed to illustrate the interactions between the active Cassythicine and acetylcholinesterase and butylcholinesterase enzymes. Their results revealed dual in vitro inhibitory activity against acetylcholinesterase and butylcholinesterase, showing a better inhibitory action compared with galanthamine (Cavallaro et al. 2020). Potent antiviral phytomedicines, including Cassythicine, were also tested against SARS-CoV-2 by targeting the active pocket of its main protease (Mpro). Using virtual screening, cassythicine extracted from the Lauraceae family achieved a stable Mpro-cassythicine docking complex with a docking score of -8.6 KJ/mol. Furthermore, (Barbosa et al. 2021) showed the potential of cassythicine extracted from Octea puberula for having anti-protozoa activity, as evaluated by in vitro studies. Cassythicine should be considered for future in vitro and in vivo studies due to its availability, low toxicity, and cost-effectiveness (Bora et al. 2022).
4.9 3-o-methylquercetin
3-o-methylquercetin is a flavonoid having strong antioxidant and antiviral properties. (Alshawaf et al. 2022) targeted the neuropilin-1 (NRP1) entry point of SARS-CoV-2 to test a 200 ns molecular dynamics (MD) simulation with natural extracts to find a potential antiviral compound against SARS-CoV-2. 3-o-methylquercetin formed a stable complex with NRP1-b1 with tight affinity and a binding energy of -25.52 ± 0.04 KJ/mol and a docking score of -5.91 KJ/mol. Their results indicate the ability of this complex to disrupt the NRP1-b1-S protein interaction (Alshawaf et al. 2022). In addition, 3-o-methylquercetin was tested against the influenza A virus and Mycobacterium tuberculosis in vitro and showed effective antiviral and antituberculosis properties (Lall et al. 2006). A study also showed that 3-o-methylquercetin attenuated the formation of ROS induced by H2O2 in liver and lung cells (Kumar et al. 2016). These results make 3-o-methylquercetin an attractive therapeutic candidate for SARS-CoV-2 infection, however, more functional in vivo and in vitro tests are needed (Alshawaf et al. 2022).