The preparation method of chitosan-coated SIM–QRC NPs was statistically optimized by using response surface methodology (RSM) and this strategy helps in identifying the significant variables, best process conditions and to study the interaction between key variables and responses with fewer experiments [35 (
link)]. Two independent variables, namely poloxamer 188 (
X1) and chitosan concentrations (
X2) at five different levels, plus and minus alpha (+1.414 and −1.414: axial points), plus and minus 1 (factorial points) and the center point were optimized for particle size (PS-
Y1), entrapment efficacy (EE-
Y2) and stability index (SI-
Y3). In this experiment, face-centered central composite design (FCCCD) was employed using Design-Expert 12 software (Stat Ease Inc., Minneapolis, MN, USA) to generate 13 experimental runs. The full experimental plans in terms of actual and coded levels of parameters are represented in
Table 4. ANOVA was used to establish the statistical validation of the polynomial equations generated. All the responses observed were concurrently fitted to different models. The best fitting experimental model (main, interaction and quadratic) was taken statistically based on a comparison of several statistical parameters like coefficient of variation (CV), multiple correlation coefficient (R
2), adjusted R
2 (Adju.R
2) and predicted R
2 (Pred.R
2) [36 (
link)]. The level of significance was considered at
p-values < 0.05. A multiple factorial regression analysis (2FI for particle size and a quadratic model for EE) was carried out to measure the response (
Yi) in each trial.
where
Yi is the dependent variable,
b0 is the arithmetic mean response of all trials,
bi is the estimated coefficient for factors,
X1,
X2, and
X3 (the main effects), which are the average values of the changing factors one at a time.
X1X2 and
X1X3 and
X2X3 represent the interaction terms and
,
and
represent the polynomial terms.
Kurakula M, & Naveen N.R. (2020). In Situ Gel Loaded with Chitosan-Coated Simvastatin Nanoparticles: Promising Delivery for Effective Anti-Proliferative Activity against Tongue Carcinoma. Marine Drugs, 18(4), 201.