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. 2023 Jun 28;25(6):407–417. doi: 10.22074/CELLJ.2023.1985869.1202

Table 2.

Regression analysis, desirability criteria, RSM responses, and the kinetic release model


A. Results of regression analysis for responses
Response Size (nm) PDI EE (%) of DSF

R-squared 0.9462 0.9211 0.9821
Adj R-squared 0.8924 0.8423 0.9643
Adeq precision 12.8825 10.8629 25.0208
Lack of fit 0.2724 0.5708 0.1358
B. Desirability criteria and predicted values for the variables
Number Lipid content (µM) Surfactant per cholesterol, molar ratio Desirability
198.225 2 188.89 198.225
C. The optimized responses obtained by RSM and the experimental data for the same responses under the optimum conditions
Parameters Predicted Experimental data
N-DSF Empty Niosome (Nio)
Particle size 188.89 189.7 164.4
PDI 0.183 0.187 0.17
EE (%) of DSF 80.1 79.3 -
Zeta potential (mV) - -20.4 -22.6
D. The kinetic release models and the parameters obtained for optimum N-DSF
Mathematical model Precision Free DSF Free DSF N-DSF (pH=5.4)
Zero R2 0.4796 0.4796 0.7333
First R2 0.9401 0.9401 0.5362
Higuchi R2 0.6214 0.6214 0.8411
Korsmeyer-Peppa’s R2 0.7697 0.7697 0.9266
n 0.5571 0.5571 0.5421

RSM; Response surface methodology, PDI; Polidispercity index, EE; Entrapment efficiency, and N-DSF; Disulfiram-loaded Niosomes.