4.1 Solid state characterization of CAM
The CAM system was mainly prepared by combining two methods: (i) solvent-based and (ii) heating-based, including solvent evaporation, freeze-drying, and quench cool methods. Compared to solvent evaporation, quench-cool and freeze-drying techniques have excellent scalability and efficiency. However, quench cooling cannot always be employed because the drug(s) may undergo higher temperature treatment, which increases the probability of drug degradation during processing [9, 15, 25–27]. Here, the solvent-based technique was employed to synthesize CAMs of SUL and NARI in molar ratios of 1:1, 1:2, 1:3, and 2:1 because naringin is a heat-labile substance.
4.2 TGA
TGA analysis was performed to determine a suitable temperature range for the DSC experiment. This was achieved by investigating the decomposition behavior of SUL, NARI, and the CAM systems of SUL and NARI. A thermogram was recorded from 30 to 250°C. The absence of weight loss (%) observed in the thermograms indicates that the samples do not decompose between 30–250°C, as shown (Fig. S2)
4.3 DSC
DSC thermochemical analysis was used to describe the thermal characteristics of plain SUL, plain NARI, and CAM systems. The absence of melting endotherm and the presence of glass transition temperature (Tg) manifesting the amorphous nature of CAM [28]. The thermogram of the CAM system is displayed in Fig. 2.
SUL and NARI exhibited their corresponding melting endotherms at 187.65°C and 155.38°C, respectively, indicating the crystalline nature of SUL and NARI [8, 15]. The PM had a melting endotherm at 78.71°C and 183.25°C (Fig. S3). DSC profile of the prepared CAM systems of SUL-NARI showed the disappearance of the melting endotherm of the parent compound due to the formation of a binary amorphous phase.
The Tg values of SUL-NARI 1:1 CAM, SUL-NARI 1:2 CAM, and SUL-NARI 1:3 CAM were 86.14°C, 116.27°C, and 119.22°C, respectively. However, the system with an excess of SUL in SUL-NARI 2:1 CAM exhibited an exothermic recrystallization peak at 133.93°C, followed by an endotherm at 169.20°C. The excess amount of SUL induced recrystallization in the amorphous form due to high molecular mobility at a temperature higher than the Tg of the system, which was attributed to a lack of molecular interactions [29, 30]. The highest Tg value recorded in this study was 119.22°C for the CAM system with a 1:3 ratio, in which NARI was present in a higher proportion. This result demonstrates that the Tg values of the CAM systems increased as the proportion of NARI increased, indicating an anti-plasticization effect of NARI on the stabilized CAM systems [18, 31]. The ability of SUL to form intermolecular interactions in both solution and solid states provides an additional stability-enhancing effect, in addition to the anti-plasticization effect of NARI [32]. The intermolecular interactions of SUL, NARI, and CAM systems must be understood for supramolecular chemistry. To achieve this, ATR-FTIR analysis and solution state 1H NMR analysis were performed.
4.4 PXRD
The PXRD patterns of the plain SUL, NARI, and CAM systems are depicted in Fig. 3. The diffractogram of plain SUL and plain NARI exhibited sharp diffraction patterns confirming their crystalline structure, as shown in (Fig. 3A) [8, 33]. The conversion of SUL into an amorphous state resulted in CAM systems with the ratio of 1:1, 1:2, and 1:3 exhibiting halo patterns and
The conversion of SUL into an amorphous state resulted in CAM systems with a ratio of 1:1, 1:2, and 1:3 exhibiting halo patterns and no diffraction peaks, indicating an amorphous phase. On the other hand, SUL-NARI 2:1 CAM (Fig. 3B) had characteristic peaks of the drug with lower intensity, suggesting that the drug presented in a semi-crystalline state and was not completely converted into the amorphous form. Thus, the drug in SUL-NARI CAM at a 2:1 ratio was inadequate for the complete conversion of SUL to the amorphous form. The sample's PXRD and the DSC analysis findings are found to be in excellent agreement.
4.5 PLM
PLM measurements were conducted on the samples to evaluate the completion of the conversion of components to a CAM state based on birefringence phenomena. As shown in Fig. 4, plain SUL and plain NARI appeared in the crystalline phase under a polarized microscope by showing a birefringence pattern. Amorphous SUL and amorphous NARI were prepared by the same rotary evaporation method as described in the CAM systems preparation section, and the prepared amorphous individual compounds were subjected to PLM. Amorphous SUL under PLM showed signs of birefringence, indicating it is semi-crystalline. However, amorphous NARI showed no signs of birefringence, indicating it is amorphous (Fig. 4). SUL-NARI CAM systems (1:1, 1:2, 1:3 M) showed no birefringence pattern under PLM, confirming the complete amorphization of CAMs due to molecular interactions (Fig. 4E-G). The PLM measurement revealed that the SUL-NARI 2:1 CAM system (Fig. 4H) exhibited a slight birefringence pattern, indicating that the system had not completely transformed into an amorphous state. The PLM finding was in line with the thermal and PXRD analysis results,
4.6 ATR-FTIR
ATR-FTIR experiments were performed to investigate the plausible molecular interactions between SUL and NARI in the CAM systems. Analyzing the structure of SUL and NARI (Fig. 1), it can be observed that SUL has both hydrogen acceptors and hydrogen bond donors. In contrast, NARI has hydrogen bond acceptors, suggesting the potential for hydrogen bond formation between SUL and NARI. This was confirmed by studying the structure of SUL and NARI (Fig. 1). The three peaks at 3369.05 cm− 1, 3250.70 cm− 1, and 3108.51 cm− 1 in the plain SUL spectrum (Fig. 5) are attributed to the N-H stretching of primary sulfonamide, secondary amine group, and an aromatic group, respectively. The spectrum also displays two major sharp peaks at 1616.78 cm− 1 for the C = O group and at 1551.77 cm− 1 for the N-H group of amide (-CONH). The symmetric SO2 stretching was observed at 1087.07 cm− 1. Additionally, other absorption peaks of plain SUL were present at 2967.48 cm− 1 to 2814.95 cm− 1 (C-H stretching of methylene and methyl groups) and 1166.02 cm− 1 (C-O stretching of the methoxy group) [7, 32]. The ATR-FTIR spectra of plain NARI (Fig. 5) showed a characteristic sharp peak at 1644.62 cm− 1 for the stretching of the C = O group and a broad peak at 3343 cm− 1 for the phenolic hydroxyl (O-H) groups. The alkyl(-R) stretching (sp3 hybridized) peak is observed at 2932.50 cm− 1 and 2887.80 cm− 1 [15]. The assigned data and relevant peak shifts are shown in Supplementary Table S2.
The spectra of the CAM systems for SUL and NARI exhibited certain changes with respect to the peaks (Fig. 5). In the ATR-FTIR spectrum of the CAM systems, the peaks corresponding to the secondary amine (N-H) stretching of primary sulfonamide (3369.05 cm− 1), secondary amine (3250.70 cm− 1), and aromatic amine (3108.51 cm− 1) of SUL disappeared compared to the plain SUL spectra. Interestingly, a red shift was observed for the carbonyl group stretching of NARI (1644.62 cm− 1→1634 cm− 1) associated with decreased peak intensity upon amorphization into the CAM form. These results reveal the formation of intermolecular interactions between SUL and NARI in the CAM systems. Hydrogen bond between the sulphonamide group of SUL and the carbonyl group of NARI, which contributes to the co-amorphization of CAM systems [25]. The participation of the C = O stretching of the amide in SUL in the CAM system was ascertained by the disappearance of the peak at 1616.78 cm− 1 in the spectra of the CAM systems [34]. The peaks attributed to the O-H stretching of NARI at 3343.62 cm− 1 shifted to higher frequencies at 3360.37 cm− 1, 3367.90 cm− 1, 3368.53 cm− 1, and 3367.38 cm− 1 in the CAM systems of SUL-NARI 1:1, 1:2, 1:3, and 2:1, respectively. Additionally, the secondary amine (N-H) stretching peak of SUL at 1551.77 cm− 1 was reduced in intensity and shifted to a higher wavenumber (1573.2 cm− 1) in the CAM systems. The peaks of alkyl/aromatic C-H stretching of NARI at 2932.50 cm− 1 and 2887.80 cm− 1 were merged, reduced in intensity, and shifted to a lower frequency (2879.8 cm− 1) in the 1:1, 1:2, and 1:3 systems, respectively, while in the 2:1 system, they were slightly shifted to 2883.7 cm− 1 in the spectra of the CAM systems, suggesting the existence of π-π intermolecular interactions between the components of the CAM systems. Furthermore, the addition of NARI resulted in a red shift in the SO2 stretching of SUL in the CAM systems, as the wavelength decreased with
increasing amounts of NARI (Fig. 5).
The peaks at 1087.07 cm− 1 (symmetric SO2 stretching) in SUL shifted to 1058.95 cm− 1, 1058.62 cm− 1, and 1055.76 cm− 1 in the CAM SUL-NARI 1:1 CAM, 1:2 CAM, and 1:3 CAM systems, respectively, compared to plain SUL. In contrast, the peak in SUL-NARI 2:1 CAM did not undergo any significant shift (1087.07 cm− 1 → 1086.28 cm− 1), remaining at the same position as plain SUL. These shifts suggest the involvement of the SO2 group in the formation of intermolecular interactions in SUL-NARI CAM systems [25, 32].
Similarly, increasing the percentage of NARI in the CAM systems resulted in a bathochromic shift in the C-O stretching of SUL. The characteristic peak of C-O stretching at 1166.02 cm− 1 and 1125.93 cm− 1 shifted to 1169.30 cm− 1 and 1128.05 cm− 1 (1:1); 1170.10 cm− 1 and 1128.78 cm− 1 (1:2); and 1171.00 cm− 1 and 1129.43 cm− 1 (1:3) in CAM, whereas no significant shift was observed in the case of 2:1 (1166.02 → 1168.61 cm− 1 and 1125.93 cm− 1 → 1127.25 cm− 1) for the C-O stretching of the methoxy group (Table S2).
These results suggest that the interaction between SO2 and C-O groups is responsible for the complete amorphization of SUL in 1:1, 1:2, and 1:3 mixtures as strong interactions are present, leading to stabilized co-amorphous systems, while weak interaction of these groups in 2:1 leads to a semi-crystalline nature. The FTIR analysis results are in line with DSC, PXRD, and PLM results, confirming the formation of a CAM system of SUL with NARI. In addition to NARI's anti-plasticization effects, ATR-FTIR studies showed that intermolecular interaction between SUL and NARI is essential for developing and stabilizing the CAM system. The formation of CAM systems could also be observed visually through apparent color changes. The CAM systems, after rotary evaporation, were characterized by a shiny yellow color, while the crystalline individuals were white (SUL) or milky white (NARI) in powder form (Fig. 6). The coloration phenomenon could be due to the absorption of visible light or a bathochromic shift [35, 36]. The color change observed in the CAM system provides an interesting research topic for future studies aimed at discovering the mechanism underlying this phenomenon.
4.7 NMR
The potential intermolecular interactions between SUL and NARI in CAM systems were investigated by using 1H NMR analysis. The 1H NMR spectra of the SUL, NARI, and CAM systems are presented in Fig. 7 (see also Fig. S4 and S5). The same interactions are anticipated to persist during CAM generation and influence the physical stability of CAM systems. 1H NMR analysis was conducted on the samples in DMSO-d6 to solubilize the two components and obtain clear chemical shifts. Both SUL and NARI gave well-resolved 1H NMR spectra at 500 MHz. The peaks in the SUL and NARI 1H NMR spectra were assigned based on previously reported assignments [37, 38] and predictions based on ChemDraw® Software [39] to their corresponding proton, as shown in Fig. S5. By utilizing information from existing studies and computational models, we made predictions regarding the 1H positions in SUL and NARI. The co-amorphization of SUL and NARI resulted in several chemical changes, leading to the shifting of characteristic signals and changes in electron density around various functional groups. Due to the variability in chemical shift positions, the assignment of -OH and amine functional groups in NMR spectroscopy can be complex. As a result, we have chosen to focus solely on certain characteristic peaks and functional groups in our analysis. Additional detailed descriptions of assignments can be found in Fig S6.
This approach is commonly used in NMR spectroscopy, where the chemical shifts of -OH and amine functional groups can be influenced by the specific molecular environment. Focusing on the characteristic peaks and functional groups made it easier to assign these signals and interpret the NMR data accurately [40, 41].
The C5-OH (δ 9.61 ppm), C5’-OH (δ 4.73 ppm), and C5"-OH (δ 4.67 ppm) peaks show an upfield chemical shift due to intermolecular interaction and hydrogen bonding. The peak at δ 8.35 ppm was assigned to the proton of the secondary amine (-NH) in SUL, and this peak showed a relatively downfield shift in CAM systems, suggesting the involvement of the SUL secondary amine in intermolecular interaction with the NARI molecule [34].
The proton signals of SUL at δa 7.61 ppm, δb 7.71 ppm, and δc 7.73 ppm showed changes in chemical shift, which may be attributed to the π-π interaction and rearrangement of the π-cloud in the CAM system of SUL and NARI [32, 34]. The peaks at 4.12 ppm attributed to -OCH3 of SUL and at 6.88 ppm attributed to C-H of NARI shifted to a lower energy region in the NMR spectra of CAM systems due to a decrease in electron density caused by intermolecular interactions between the two hetero-synthons. The peak intensity at 4.12 ppm remained the same in the 2:1 molar ratio, while in the other CAM ratios (1:1, 1:2, and 1:3), the intensity decreased when compared to plain SUL. These results are consistent with ATR-FTIR results, which also showed incomplete conversion of SUL into the amorphous form in the 2:1 ratio. The peak assigned to the phenol group (-OH) proton in NARI shows a chemical shift drift in the CAM systems, which is ascribed to hydrogen bonding of the phenol group of NARI with SUL in the CAM system [42]. The results obtained from ATR-FTIR and solution NMR spectroscopy clearly indicate the formation of intermolecular interactions between SUL and NARI, leading to the successful development of CAM systems.
4.8 SEM
SEM analysis was carried out for crystalline SUL, amorphous SUL, crystalline NARI, amorphous NARI along with the different ratios of CAM system, and SEM image is presented in Fig. 8. Crystalline SUL exhibited irregular plate-shaped crystals with rough surfaces, while
crystalline NARI displayed ball-shaped structures covered with thin needle-like structures. After evaporation, the morphology of amorphous SUL and amorphous NARI was modified, resulting in irregular flakes with smooth surfaces (Fig. 8B and 8D). A distinctive morphology of evaporated amorphous samples could be easily identified. The prepared CAM systems exhibited similar morphologies as the ones recorded for amorphous SUL and amorphous NARI, which were dissimilar from the original crystalline SUL and crystalline NARI materials (Fig. 8E-H). Another indication of the formation of CAM systems between SUL and NARI can be observed in the morphologies of the evaporated samples.
4.9 Quantum Mechanics contingent Molecular Dynamics
4.9.1 Miscibility analysis
Miscibility analysis of the co-amorphous system (Fig. S6) was performed based on the Hildebrand solubility parameter principle, which depends on density (g/cm³). The cohesive energy of the system is 43 kcal/mol. To predict the miscibility of SUL-NARI CAM systems, a comparison of the solubility parameter (MPa1/2) between the co-amorphous systems and solvents (MeOH and DCM) was performed to calculate the difference between solubility parameters with MeOH (∆Sm) and DCM (∆Sd) in kcal/mol. The calculated differences were found to be 2.4 kcal/mol (SUL-NARI 1:1), 2.31 kcal/mol (SUL-NARI 1:2), 2.85 kcal/mol (SUL-NARI 1:3), and 2.06 kcal/mol (SUL-NARI 2:1) for methanol and − 5.40 kcal/mol (SUL-NARI 1:1), 5.49 kcal/mol (SUL-NARI 1:2), -4.95 kcal/mol (SUL-NARI 1:3), and − 5.74 kcal/mol (SUL-NARI 2:1) for dichloromethane (see Table S4). The difference between ∆Sm and ∆Sd is < 7 MPa1/2, indicating that the formed CAM systems are miscible with methanol and dichloromethane [43].
4.9.2 Molecular interaction investigation by RDF analysis
The RDF analysis investigates the probability of molecular interactions by examining the probability of an atom, represented by g(r), being found at a certain radius (r) from another interacting atom. This analysis is primarily based on atomic density [44, 45]. The peaks appearing before 5 Å indicate positive intermolecular interactions [46]. The results of the RDF analysis are presented in Fig. 9, which demonstrate the presence of hydrogen bond interactions between SUL and NARI in different CAM systems, with varying intensities. In Fig. 9A, an intense peak is observed at ≤ 1.8 Å, which is due to the presence of a strong hydrogen bond interaction between the oxygen atom of the carbonyl (= O) group of SUL and the hydrogen atom of the phenyl hydroxyl group (-OH) of NARI. In (Fig. 9B), two molecular interactions are assessed for the sulphonamide group of SUL and the hydroxy chromanone moiety of NARI. Intense peaks around 4.5 Å and broader, small observable peaks near 2 Å are due to weaker intermolecular interactions between the -SO2NH2 of SUL and the -C = O and -OH of NARI. In (Fig. 9C) shows the formation of H-bonds between the secondary amine (-NH) of SUL and the hydroxy (-OH) group of the pyranol moiety. The intense peak observed at 2.0 Å indicates a strong intermolecular H-bond interaction between the hydrogen atom of the secondary amine (-NH) of SUL and the oxygen atom located at the seventh position (-OH) from the pyranol moiety of NARI [47–50]. This intense peak is absent in the SUL-NARI (2:1) co-amorphous system, possibly due to the presence of a condensed phase in the system and the overlay of other intermolecular and intramolecular interactions [51]. The pattern observed in the RDF analysis for various ratios indicates short-range order, which corresponds to the amorphous nature of the systems [52].
4.9.3 Hydrogen-bond interactions and π-π interactions quantitative simulations
The hydrogen-bond interactions and π-π interaction counts are plotted for quantitative analysis of interactions. As demonstrated in Fig. 10A, H-bond interactions have appeared in order as SUL-NARI co-amorphous system (1:3 > 1:2 > 1:1 > 2:1). The number of H-bond interactions was observed and demonstrated in Fig. 10, which shows that as the percentage of NARI increases in the co-amorphous system, the number of H-bond interactions also increases. However, in the SUL-NARI (2:1) system, the lowest number of H-bond interactions was found, which is probably due to the high degree of condensation. The plot of π-π interaction counts (Fig. 10B) shows the order of the SUL-NARI co-amorphous systems (1:3 > 1:2 ≈ 1:1 > 2:1). The SUL-NARI co-amorphous systems of 1:1 and 1:2 exhibit almost an equal number of π-π interactions.
4.10 Residual solvents analysis by GC-FID
A residual solvent analysis was carried out as per ICH Q3C(R8)[20]. The results of GC-FID analysis chromatography are shown in Fig.S8. Based on the chromatograms of DCM and MeOH standard solutions, the retention time (min) of DCM was found to be 5.50, and that of MeOH was 4.36. When SUL, NARI, and different ratios of SUL-NARI co-amorphous systems (1:1, 1:2, 1:3, and 2:1) were injected, no peaks were observed at 5.50 min and 4.36 min. Therefore, it was concluded that the prepared co-amorphous systems do not contain any residues of DCM or MeOH [53].
4.11 Equilibrium solubility
The equilibrium solubility of plain SUL, physical mixture (PM), and CAM systems was determined in water, and the comparative solubility profiles are presented in Fig. 11. The solubility of plain SUL and physical mixtures was determined to be 0.89 ± 0.14 mg/ml and 0.90 ± 0.10 mg/ml, respectively. The solubility of SUL from the PM was not found to be statistically significant (P > 0.05) compared to plain SUL, suggesting no improvement in solubility in the presence of NARI. On the other hand, the CAM systems showed a significant improvement (P < 0.0001) in SUL solubility compared to plain SUL. Specifically, the SUL-NARI 1:1 CAM exhibited the highest drug solubility, approximately 31.88-fold, followed by SUL-NARI 1:3 CAM (28.13-fold) > SUL-NARI 1:2 CAM (27.41-fold) > SUL-NARI 2:1 CAM (16.04-fold) compared to its crystalline counterpart. These results support the hypothesis that CAM formation can contribute to improved solubility of poorly aqueous-soluble drugs, as the solubility of SUL was not found to be significantly different in PM compared to plain SUL despite containing a similar amount of NARI. Thus, the observed solubility advantage is not due to the exhibition of the co-solvency phenomenon, but rather originates from the co-amorphization effect [54].
4.12 In vitro dissolution
The dissolution profiles of SUL in the CAM systems were performed under sink conditions and compared with plain SUL and physical mixture (PM). The dissolution profiles of the CAM systems are presented in Fig. 12. The plain SUL showed complete release of the drug after 120 minutes. The physical mixture (PM) of SUL and NARI displayed a dissolution profile similar to plain SUL with a significant difference observed at the end of 120 minutes (P < 0.05) with a f2 value greater than 50, as shown in (Table S5). The determined DE5% values of plain SUL and PM (Table S5) also reflected the same. Within 5 min, approximately 100% of the drug was released from SUL-NARI 1:1 CAM and SUL-NARI 1:3 CAM, whereas 100% of the drug was released from SUL-NARI 1:2 CAM within 10 min, showing a statistically significant difference (P < 0.05). However, a different release pattern of SUL-NARI 2:1 CAM was observed compared to other CAM systems and plain SUL. The release of SUL from the SUL-NARI 1:1 CAM, SUL-NARI 1:2 CAM, and SUL-NARI 1:3 CAM systems was found to be 9.13, 8.35, and 9.04 times higher than that of plain SUL, respectively, as determined by the DE5% values (Table S5). The rapid release of SUL from these CAM systems may result in immediate action after administration, which could be advantageous for enhancing therapeutic efficacy and safety. The significant enhancement is attributed to intermolecular interactions between SUL and NARI in the amorphous form present in CAM, which leads to faster SUL drug release [30]. The dissolution profiles of CAM systems were in consistent with their respective solubility profile.
4.13 Permeability study
The ex vivo model is a widely used approach to predict in vivo drug absorption and assess various human drug transport mechanisms. Both everted and non-everted gut sac techniques are employed in this model. In this study, the non-everted gut sac technique was used due to its several advantages over the everted gut sac method, such as its simple procedure, lower test sample requirement, ease of serosal sample collection, and reduced risk of morphological damage to the intestinal tissue [55, 56]. SUL-NARI 1:1 CAM was chosen for further investigation due to its superiority in drug loading, solubility, dissolution, and stability compared to the other ratios, as demonstrated in Fig. 13. The results of the ex-vivo permeability study of SUL from the plain drug, PM, and SUL-NARI 1:1 CAM. Compared to the plain drug and PM suspension, the SUL-NARI 1:1 CAM system showed a statistically significant improvement in flux (P < 0.05). There is not a significant difference in flux between the SUL and a physical mixture. In comparison to the plain drug and physical mixture, the CAM system demonstrated an increase in SUL flux by 1.9-fold and 1.83-fold, respectively.
Baluom et al. (2001) and Kim et al. (2016) have demonstrated that the permeability of SUL could be improved by the presence of P-gp inhibitors such as verapamil, quinidine, and TPGS. This improvement is attributed to the inhibition of P-gp-mediated efflux [1, 57]. Furthermore, NARI has also been reported to inhibit the P-gp efflux pump with different molecules, which can eventually lead to increased drug absorption [58, 59]. The literature suggests that the permeability of poorly water-soluble drugs can increase linearly with NARI concentration [60]. Teza et al. (2015) and Uppala et al. (2022) reported significant increases in the permeability of fexofenadine and talinolol, respectively, in the presence of NARI as a P-gp efflux inhibitor, which is consistent with our findings [15, 18].
The first-generation P-gp inhibitors include verapamil, quinidine, and cyclosporine, which are most widely used to improve the effectiveness of treatment or therapy [61–63]. However, the use of these inhibitors is limited due to their high doses, pharmacological activity, and potential side effects, which can pose a challenge for long-term treatment [14, 64]. In this study, CAMs of SUL with NARI exhibited significantly improved permeability of SUL, which suggests that CAM systems containing similar flavonoids have the potential to serve as substitutes for first-generation P-gp inhibitors. The observed improvement in SUL flux could be attributed to enhanced solubility, resulting in a higher driving force for permeation due to the supersaturated solution, as well as the inhibition of P-gp efflux pump transport of SUL by NARI.
4.14 In-silico biological activity studies
The biological activities of SUL and NARI were predicted using PASS Online, and evaluated based on the values of Pa (to be active) and Pi (to be inactive). Table S6 summarizes the significant predicted biological activities of SUL and NARI based on the Pa > Pi values, along with the potential adverse effects of SUL. The molecular docking of the SUL-NARI system was performed on the D2 and D3 dopamine receptors. The results for different poses are described in Table S7, which includes the docking score (kcal/mol) and glide energy (kcal/mol). Based on the docking score and glide energy, the two best stable poses from D2 and D3 receptors were selected for post-docking analysis. For the D2 receptor, the SUL-NARI system exhibited two significant poses in molecular docking. In one pose, SUL interacts with ASP114, SER193, and TRP386 residues of the D2 receptor via H-bonding, pi-pi stacking, and salt bridge intermolecular interactions. The docking score and glide energy for this pose are − 6.547 kcal/mol and − 41.673 kcal/mol, respectively. In another pose, naringin interacts with ASP114, ILE184, and ASN396 residues of the D2 receptor via H-bonding intermolecular interactions. The docking score and glide energy for this pose are − 6.731 kcal/mol and − 48.384 kcal/mol, respectively (Fig. 14A).
The interaction matrix plot indicates a high number of positive interactions. The clustering analysis revealed that the optimal number of clusters is 5 based on the Kelley penalty plot, and the corresponding distance matrix is illustrated in Fig. 14B [65]. For D3 Receptor, the SUL-NARI system shows two significant poses in molecular docking. In which one pose, sulpiride shows interactions with ASP110, PHE345 and TYR373 residues of D3 Receptor by H-bonding, pi-pi stacking and salt bridge intermolecular interactions; it has a docking score of -6.647 kcal/mol and glide energy of -45.289 kcal/mol. In the other pose, naringin interacts with GLU90 and GLY94 residues of the D2 Receptor through H-bonding intermolecular interactions, resulting in a docking score of -6.400 kcal/mol and a glide energy of -47.604 kcal/mol, as shown in Fig. 15A. The interaction matrix plot indicates a positive number of interactions. The clustering analysis reveals that the optimal number of clusters is 7.5 according to the Kelley penalty plot, and the associated distance matrix is displayed in Fig. 15B [65]. The results of additional ADMET predictions related to our approach are as follows: -2.92 log mol/L solubility, P-glycoprotein II inhibitor activity, 0.496 log L/kg volume of distribution, 9 -2.821 logBB, and no observed hepatotoxicity (Table S8).
4.15 Physical stability
The physical stability of the amorphous SUL and SUL-NARI CAM systems was assessed at room temperature for a duration of three months using PLM and PXRD. The results showed that the amorphous SUL completely recrystallized after three months of storage, whereas amorphous NARI exhibited partial recrystallization, as observed by the birefringence patterns in PLM. On the other hand, the CAM systems were found to remain in the amorphous form even after three months of storage at room temperature, as confirmed by the results of PLM and PXRD (refer to Figs. 16 and 17). The PLM and PXRD data indicated that the CAM systems remained amorphous after three months of storage at room temperature, as shown in Figs. 16 and 17. No birefringence or diffraction patterns were observed after three months under PLM and PXRD for the 1:1, 1:2, and 1:3 M ratios. The DSC thermogram also demonstrated that all three ratios (1:1, 1:2, and 1:3 M) did not exhibit the endotherm of the parent compounds (see Fig S9). As expected, the SUL-NARI 2:1 CAM exhibited birefringence patterns and intensified diffraction peaks, indicating that the residual amount of SUL was not sufficient to stabilize the CAM system during the stability period and resulting in the crystalline nature of this system.