2.1. Correlation between Extrudate Surface Roughness and Pellet-Forming Quality When Pure MCC Is Used as the Pelleting Agent
The extrusion–spheronization results of 28 pure MCC formulations and the surface roughness (R) of the extrudates are shown in
Table 1 and
Figure 1 and
Figure 2.
As shown in
Table 1 and
Figure 1, among the 28 MCC prescriptions, the extrudates of 10 prescriptions were categorized as E1 and could not be successfully extruded. Fourteen prescriptions were smoothly extruded with a smooth surface, and these resulted in round pellets. Three prescriptions were smoothly extruded and had a rough surface, two of which resulted in fine powders and one of which resulted in irregular lumps after rounding. The extrudates of one prescription were categorized as E4 and became the large ball after rounding. Therefore, the surface of the extrudate was smooth for the prescriptions that yielded round pure MCC pellets; however, when the surface of the extrudate was rough, round pure MCC pellets could not be prepared, which was consistent with reported results.
As shown in
Figure 2, the roughness of extrudates of the E1 type was difficult to distinguish from those of the extrudates of the other types. This may be because there is less wetting agent to induce the viscosity of the MCC, the sample struggles to adhere to the screw, and the sample is difficult to extrude. Additionally, because the wet mass was loosely piled together in the extrusion process, the extrudates did not easily form strips when extruded. More heat was produced and more adhesive evaporated with the longer extrusion time, and irregular shapes were more easily formed. When there was too much water, under the action of extrusion pressure, the excessive water migrated to the surface of the extrudates, resulting in extrusion aggregation. A
t test was used to compare the extrudates R of E2 and E3, and the difference was statistically significant (
p < 0.01). When R was ≤1.20, the surfaces of the pure MCC pellet extrudates were smooth, and the sphericity results were S3. When R was >1.20, the extrudates of pure MCC pellets were rough, and the results of spheronization were S1 and S4.
In summary, for the pure MCC prescription, the extrusion surface was smooth, and the quality of the pellet was high.
2.2. Correlation between the Extrusion Roughness and Pellet-Forming Quality Using Single or Compound TCM Extracts as Model Drugs
The results of the extrusion–spheronization and the surface roughness of the extrudate for 300 prescriptions containing single TCM extracts are detailed in
Table S1 and
Figure 3 and
Figure 4.
As shown in
Table S1 and
Figure 3, among the 300 prescriptions containing single TCM extracts, 160 prescriptions with spherical pellets were obtained, and the extrudates were all rough or scaly. Therefore, among the 25 kinds of single TCM extracts, the extrudates that could prepare ideal TCM pellets needed to have rough surfaces. There were 184 prescriptions that could be extruded successfully, and the surface of the extrudate was rough. In total, 10 dumbbells or double spheres, 160 spheres, and 14 mucilaginous or large spheres were obtained after rounding. This result indicated that in the 25 single TCM extract prescriptions studied, the extrudates were rough, and all did not have spherical particles. Out of 37 extrudates with smooth surfaces, dumbbells or double spheres were obtained after rounding, indicating that spherical particles could not be prepared when the extrudates were smooth. In summary, among the prescriptions containing single TCM extracts, the surfaces of the extrudates of the prescriptions for spherical pellets were rough or scaly. For the prescriptions that could be extruded successfully, the surfaces of the extrudates were rough, and the product obtained after rounding was dumbbell-shaped or bi-spherical, spherical, sticky-wall spherical, or large spherical. However, regarding the prescriptions that could be extruded successfully for which the surface of the extrudate was smooth, the product obtained after rounding was dumbbell-shaped or double-spherical particles.
As shown in
Figure 4, E1 and E3 partially overlapped, which potentially occurred because when the amount of water added was too low, the materials were difficult to extrude, and these elements piled up together. Under extrusion pressure, a large amount of heat was generated, resulting in rough surface defects of the extrudates. In this experiment, under the premise that the extrudate could be extruded smoothly and was not aggregated, when R was ≤1.20, the surfaces of the extrudates containing single TCM extract prescription pellets were smooth, and the result was S2. When R was >1.2, the extrudates containing single TCM extract prescription pellets were rough, and the pellets were mostly S3.
These results indicated that it was difficult to prepare desirable pellets in prescriptions containing single TCM extracts when the extrudates were smooth.
The surface roughness values of the extrudates of the MCC prescription and three loaded single TCM extracts prescriptions at four water addition levels were averaged. A line graph was created in order to clearly show the difference between the two model drugs, as shown in
Figure 5.
In
Figure 5, the extrudate roughness of the pure MCC prescription tends to decrease and then increase with increasing water addition; in contrast, the extrudate roughness of the prescription containing single TCM extracts tends to increase and then decrease. More importantly, the extrudate roughness of the single TCM extract prescriptions was significantly greater than that of the pure MCC prescriptions at optimal water addition levels 2 and 3, which resulted in ideal pellets.
The results of the extrusion–spheronization and the surface roughness of the extrudates of the 72 prescriptions containing the compound TCM extracts are shown in
Table 2 and
Figure 6.
As shown in
Table 2 and
Figure 6, 42 of the 72 prescriptions containing compound TCM extracts were rolled to obtain spherical pellets, and the surfaces of the extrudates were rough or scaly. Therefore, among the six compound TCM extracts, the surface of the extrudates that could prepare ideal TCM pellets needed to be rough. The extrudates of 63 prescriptions could be smoothly extruded with rough surfaces. After the rounding process, 1 fine powder, 3 dumbbell or double spheres, 42 spherical particles, and 17 mucilaginous or large spheres were produced. The results indicated that in the six compound TCM extracts examined, the rough surfaces of all extrudates did not yield spherical pellets. In three prescriptions, the extrudates had smooth surfaces, and the pellets were dumbbell shaped or bi-spherical after rounding. Thus, in six compound TCM extracts, the extrudates with smooth surfaces were unable to form spherical pellets. In the prescriptions containing compound TCM extracts, the surfaces of the extrudates used to obtain ideal pellets were all rough; when the extrudates could be smoothly extruded and had rough surfaces, the four types of pellets were obtained, while when the extrudates could be smoothly extruded and had smooth surfaces, only rod-shaped or dumbbell-shaped pellets could be obtained.
Therefore, in the prescriptions containing compound TCM extracts, the surface of the extrudate was smooth, and the quality of the pellets was not high.
In summary, for the pure MCC prescriptions, a smoother surface of the extrudate correlated to a better quality of the pellet. For prescriptions containing TCM extracts, the smooth surface of the extrudate did not result in high-quality pellets. The surface of the extrudate for the preparation of spherical pellets needed to be rough, and when the surface of the extrudate was smooth, spherical pellets could not be prepared.
2.3. Structural Properties of the Extrudates
To investigate the reasons for the differences in the correlation between the surface properties of the two types of model drug extrudates and the formability of pellets, each qualitative parameter of the extrudates containing single TCM prescriptions and those containing pure MCC prescriptions were measured and analyzed together with the surface roughness of the extrudates using the method outlined below.
For 300 prescriptions containing single TCM extracts, the structural properties of extrudates were determined, as shown in
Table S2.
For the prescriptions containing single TCM extracts, the six qualitative parameters and surface roughness statistics of the four types of extrudates were tested for normality based on the physical properties and surface roughness results of the extrudates; these data did not follow a normal distribution. The homogeneity of variance test could not be performed. Therefore, the Kruskal–Wallis non-parametric test was used, and the original hypothesis was rejected at p < 0.01, indicating that there were significant differences in the textural properties of the four extrusions.
The textural properties of the extrudates for the 28 pure MCC prescriptions are listed in
Table 3.
To explore the reasons for the difference in the correlation between the surface properties of the extrudate and the quality of the pellets in the two model drugs, a multiple comparison of the texture parameters and the surface roughness of the extrudates containing single TCM prescriptions and pure MCC prescription pellets with ideal results (i.e., rounded results) was carried out via least significant difference (LSD), and the results are shown in
Table 4.
Based on the results from multiple comparisons of LSD, significant differences in Sp, Co, Ch, and R between the E3-S3 TCM and E2-S3MCC groups were observed. The R value of the E3-S3 TCM group was higher than that of the E2-S3MCC group, the Sp of the E3-S3 TCM group was lower than that of the E2-S3MCC group, and the Co of the E3-S3 TCM group was higher than that of the E2-S3MCC group. Therefore, the R value of surface roughness potentially had a positive correlation with Co.
To further explore the mechanism, Spearman’s correlation analysis was conducted on the textural parameters and surface roughness of the extrudate for the two types of model drugs, and the results are provided in
Table 5 and
Table 6. Based on
Table 5, Ha, Ad, Sp, Co, and Re were significantly correlated with R. Among them, Ad and Sp were negatively correlated with R, while other texture parameters were positively correlated with R. The correlations were Ad, Co, Sp, Re, and Ha in descending order, and Ad, Co, and Sp had the greatest influence on the R value of the extrudate.
Table 6 lists the results of Spearman’s correlation analysis for the pure MCC prescriptions: no significant correlation was observed between the texture parameters and surface roughness, potentially due to the different forming mechanisms of the pure MCC pellets and TCM pellets.
The qualitative parameters Ha, Ad, Sp, Co, Ch, and Re of the extrudates containing single herbal prescriptions were set as independent variables X1, X2, X3, X4, X5, and X6, respectively. R was set as the dependent variable Y. Stepwise regression analysis was performed, and the results of the analysis are shown in
Table 7 and
Table 8.
From
Table 8, the stepwise regression equation was Y = 1.203 − 9.697 × 10
−5 X1 − 0.104 X3 + 0.829 X4. From the analysis of variance table (ANOVA), F = 24.356,
p = 0.000, and the regression equation had statistical significance. From the T test of the regression coefficient, variables for which
p < 0.05 had statistical significance. The standardized regression coefficient with the order of influence on Y was X4 > X3 > X1. Therefore, the influence on surface roughness R (Y) from highest to lowest was Co (X4), Sp (X3), Ha (X1), and Co, where Co had the greatest influence.
Based on the analysis results, the preliminary conclusion was drawn that extrudate surface roughness was related to parameters such as Co, Ad, Ha, Re, Sp, etc. Among them, the correlation between Co, Ad, Sp, and extrudate surface roughness was the largest, and the R value of extrudate surface roughness was positively correlated with Co and negatively correlated with Ad and Sp.
Therefore, the main factor leading to the difference in the surface characteristics (surface roughness) of the extrudates containing the single TCM prescription and pure MCC prescription was the inconsistency of the texture parameter Co in the two kinds of prescriptions. Co was the adhesion force between molecules inside the extrudates; specifically, this referred to the cohesiveness of the extrudates pulled together. A greater Co value correlated to a smaller compressibility. The sudden increase in Ad and Sp in the later stages of water addition was an important reason why the extrudates containing herbal extracts did not produce the desired pellets during the preparation process.