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Pharmaceutical Technology: Controlled Drug Release, Volume 2

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Columns 1–4 lead to the matrix of experiments. According to the original units (Table 2), eight<br />

trials were carried out (Table 4). To avoid systematic errors, the trials were performed in random<br />

order.<br />

Table 4—Experimental design<br />

MATRIX FORMULATIONS [CH. 4 49<br />

The analysis of variance (ANOVA) gives information on the significant effects. Data were<br />

analyzed using the general linear model (GLM) procedure from the Statistical Analysis System<br />

(SAS Institute, Cary, NC). A discussion and explanation of the statistics involved are given by<br />

Davies [19].<br />

The responses Y 2 , Y 5 and Y 6 were transformed into natural logarithms to homogenize the<br />

distribution of the residues. Then, the F test was used to determine the statistical significance of<br />

the effects. An effect was considered as significant when F>4(4=F 0 .95(1,60).<br />

Results and discussion<br />

Table 5 contains results for each dependent variable. The release profiles are illustrated in Fig. 2.<br />

ANOVA shows that X 2 is the most significant variable. It explains the variability of the main<br />

responses (Table 6).<br />

In addition, for Y 6 , the principal response to be optimized, X 2 , X3 and X 4 are all significant. The<br />

In Y 6 model estimated by regression is (error, s=0.04, DF=44; R 2 =0.91, p=0.05)<br />

From the models, when X 2 , X 3 and X 4 de crease, the dissolution parameters increase. This can be<br />

explained by the hydrophobic effect of the ethylcellulose (X 4 ). Furthermore, an increased effective<br />

drug surface area occurs when the particle size range and the UPF at the final compression are at<br />

minimal levels and an increase in dissolution rate occurs. The area under the dissolution curve is<br />

far above the optimum value (713% h). Another experimental design must be explored.

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