Fitting the response surface models
By fitting the quadratic design in the experimental model, 27 experiment runs were obtained and performed in duplicate. Porosity, titratable acidity and pH were the studied responses for the design. The goodness of the fitted model is determined by the high value of the coefficient of determination (R
2) for the studied responses (Table 2).
Effect of independent variables on edible coated cottage cheese Sample
The study demonstrated the combined effect of concen-trations of casein, pectin, glycerin and water on the porosity, titratable acidity and pH of the edible-coated paneer samples.
Porosity
The influence of independent factors on porosity was evaluated using response surfaces, with interaction factors having p<0.05 considered. Fig 1a illustrates that water content in the edible coating positively affects porosity of Indian cottage cheese (paneer), crucial for preserving its porous structure. Additionally, the analysis suggests that lower concentrations of glycerin and casein are favored, as reduced levels improve porosity. In contrast, higher amounts of plasticizer (glycerin) result in a more porous and hydrophilic polymer structure, which is prone to water vapor permeation due to the reorganization of the protein network and the increase in free volume
(Khan et al., 2021). Additionally, higher casein concentrations in the coating adversely impact porosity of paneer, potentially leading to denser and firmer textures due to occupying interstitial spaces between particles.
Acidity
The response surface analysis, illustrated in Fig 1c, reveals the interacting effects of independent variables the acidity of Indian cottage cheese (paneer). Among these, glycerin and casein demonstrated statistically significant impacts (p<0.05), highlighting their role in acidity. The response surface graph depicts a gradual curve incline with increa-sing concentrations of casein and glycerin, yet reaching optimal levels results in diminishing effects. These findings underscore the importance of optimal glycerin and casein concentrations to maintain paneer acidity below 0.50%. Glycerin, as a plasticizer, affects film permeability, potentially altering its composition, especially moisture content, thus impacting lactic acid bacteria proliferation and acidity
(Wang et al., 2022).
pH
pH is crucial for assessing the quality of Indian
cottage cheese (paneer). The interaction of examined factors did not significantly influence it. Thus, the investigation focused on independent factors affecting pH. Fig 1d shows the impact of casein concentration on the pH of paneer, indica-ting a positive correlation. Variations in casein concentration indirectly impact pH by modulating water equilibrium and buffering capacity, owing to the diverse chemical composition of proteins and minerals. Consequently, the pH may experience a shift toward increased acidity
(Bonnaillie et al., 2014).
Optimization of edible coating
A numerical and graphical optimization approach, employing a maximum desirability index, was utilized to determine the optimal concentrations of independent factors. Selection criteria were based on achieving maxi-mum porosity while minimizing titratable acidity. The optimized combination of coating solution, yielding the highest desirability, comprised 8% casein, 4.6% glycerin, 0.65% pectin and 86% water. Utilizing these concentrations, predicted properties of the response variables for the optimized coating solution were determined: porosity at 19%, titratable acidity at 0.52% and pH at 6.
Indian cottage cheese (Paneer) treated with the optimized coating solution, both with and without antimicrobial compounds, underwent comprehensive analysis to assess the influence of the edible coating on physicochemical and microbiological parameters.
Characterization of CNP
The diameter and zeta potential of the CNP, measured through Dynamic Light Scattering, were determined to be 178 nm and -3.0 mV, respectively. Additionally, the polydispersity index was found to be 27.9%. CNP larger than 100 nm exhibit reduced ion release, thereby minimi-zing the generation of copper ions responsible for cellular toxicity
(Sabella et al., 2014). Additionally, their larger size significantly limits cellular uptake, as these particles are less likely to penetrate cell membranes. In the context of edible coatings, only trace amounts-less than 8mg-of CNP were absorbed by 100 grams of paneer, further ensuring food safety.
Shelf life studies
Moisture loss
During storage, moisture loss from Indian cottage cheese (paneer) results from continuous water migration to the surroundings, causing weight reduction. Untreated sam-ples exhibited the highest weight loss, up to 55%, followed by plain and EO samples. In contrast, CNP-coated samples demonstrated superior moisture retention, as shown in Fig 2a, with an average moisture loss of 40% over the study period. This underscores the importance of casein-pectin-based coatings in moisture preservation. Similar results of CNP were also suggested by
Youssef et al., 2020 in case of processed cheese. This might be due to the interaction between casein, pectin and glycerol, enhancing the tactile properties and water resistance of casein films. Pectin acts as a linear-chain crosslinker, forming robust networks by binding negatively charged OH and COO groups on pectin chains with positively charged casein groups like -NH, effectively resisting water migration and enhancing moisture retention in coated cottage cheese samples.
Water activity
Fig 2b presents the fluctuations in water activity (aw) of edible-coated paneer samples throughout the storage period. By the 14
th day, the control samples exhibited the lowest water activity, likely attributed to the depletion of monolayer moisture, a phenomenon absent in the coated samples. The aw values demonstrated a consistent decline over time, aligning with the findings reported by
Sen et al., (2023). In the control group, the aw values were recorded as 0.98, 0.84 and 0.79 on days 0, 7 and 14, respectively. Among the coated samples, the CNP-coated paneer displayed the lowest aw
i.
e. 0.84 after 14 days, signifying its superior ability to maintain optimal water activity while curbing microbial proliferation during the storage period.
Titratable acidity
Fig 2c illustrates the variations in titratable acidity during the storage of Indian cottage cheese (paneer) at 15oC. The control samples demonstrated a significant increase in acidity, rising from 0.31% on day 0 to 0.78% by day 14, likely due to microbial proliferation, exceeding the FSSAI limit of less than 50%. All samples initially remained within this limit for the first seven days, but subsequently showed a gradual rise in acidity, potentially due to peptization and bacterial fermentation. Among the samples, CNP-coated paneer exhibited the smallest increase in acidity, followed by EO-coated samples, highlighting CNP’s efficacy in suppressing the growth of lactic acid bacteria during storage
(Rajeshkumar et al., 2019).
pH
Fig 2d illustrates a gradual decrease in pH of the cottage cheese sample over storage time. Paneer samples displayed minimal pH fluctuation over the 14-day storage period, implying a robust buffering capacity that restrains ph alterations. Except for the control sample, the pH of the samples remained within the range (5.7-6.0) reported by other researchers.
Antibacterial activity
The control samples initially showed a standard plate count (SPC) of 4.97x105 CFU/g, which increased to 63.5x106 CFU/g by day 14. In comparison, EO-coated samples reached 10.55x107 CFU/g on day 14, approxi-mately 40 times higher than the control. In contrast, the CNP-incorporated edible coating achieved an 88.6% reduction in microbial load by day 14, primarily due to the cytotoxic effects of copper. The high surface area-to-volume ratio of CNPs enhanced their binding to bacterial cell membranes, leading to genetic damage, oxidative stress and ultimately bacterial cell death
(Rajeshkumar et al., 2019). Despite these effects, all samples exceeded the FSSAI microbial count standard of less than 3.5x10u CFU/g after 5 days as shown in Fig 3
(FSSAI, 2016). Additionally, after 14 days, control and plain-coating samples displayed lower bacterial densities compared to EO-coated samples, potentially influenced by evolving physical parameters during storage. EO-coated samples on day 14 exhibited the highest water activity, likely facilitating bacterial proliferation, in line with findings by
Wang et al., (2022). This observation aligns with the notion that lipophilic nature of EO might be less effective in environments rich in protein and fat, thus failing to adequately inhibit bacterial growth.