Submitted:
25 May 2026
Posted:
26 May 2026
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Bacteria Strains and Cultures Preparation
2.2. Inoculation of Bacterial Strains and Cheese Production
2.3. Microbiological Analysis Throughout Cheese Maturation
2.4. Physicochemical Analysis Throughout Cheese Maturation
2.5. Texture Analysis
2.6. Sensory Evaluation
2.7. Statistical Analysis
- Repeated measures analysis of variance (ANOVA) of attributes measured during cheese maturation, and in the final products. For each microbiological and physicochemical attribute, a repeated measures ANOVA was carried out to assess the effect of cheese treatment and maturation time at α=0.05; and when significant, mean comparisons by Tukey’s post hoc test were performed to contrast between treatments, and between days within cheese treatment. For each proximate component and texture analysis descriptors, ANOVA was carried out to assess the effect of cheese treatment, and mean comparisons performed by Tukey's HSD test. In both cases, estimated marginal means were computed. The diagnostic visualizations of Q-Q plot and residuals versus fitted values did not raise any issue on non-normality or heterocedasticity for concern. In addition, we produce charts plotting the means and standard errors estimated directly from the observations in order to show the evolution of each attribute along maturation. R packages used were lmer, emmeans, multcomp and ggplot2.
- Principal component analysis (PCA) of attributes measured in the final products. A rotated bi-dimensional PCA was adjusted on the set of quantitative variables characterizing the final product; namely, moisture, protein db, fat db, ash db, hardness, brittleness, pH, aw, acidity and proteolysis, with the centroids of the cheese treatments projected on the two-components space. This analysis was carried out to visualize the association of cheese treatments with certain quality attributes [65]; and it was implemented using the R packages factoextra and FactoMineR.
- PCA of attributes measured during cheese maturation. Two rotated bi-dimensional PCAs were adjusted on the set of quantitative variables characterizing cheese maturation (i.e., mesophiles counts, S. aureus counts, LAB counts on MRS, LAB counts on M17, E. coli counts, pH, aw, proteolysis and acidity). In the first PCA, maturation time was added as a quantitative variable, and cheese treatment was considered as the qualitative variable for centroid placing. In the second PCA, cheese treatment was removed and maturation time was added as a qualitative variable for centroid placing. In this way, the first PCA allows the visualization of the overall differences between cheese treatments within the microbiological and physicochemical attributes’ map; whereas the second PCA allows the visualization of the changes in the same attributes as maturation takes place. R packages factoextra and FactoMineR were used.
- ANOVA of sensory attributes. For each of the 11 sensory attributes measured, an ANOVA was adjusted with cheese treatment as factor. Least-square means by cheese treatment were computed for all sensory attributes, and mean comparisons between treatments performed by Tukey’s post hoc test (α=0.05). In addition, a radar chart was built to facilitate visualization of the differences in sensory quality between cheese treatments. The R packages lsmeans, emmeans, multcomp and fmsb were used.
3. Results and Discussion
3.1. Evolution of Microbiological and Physicochemical Attributes in Goat’s Milk Cheese During Maturation
3.1.1. Evolution of Microbiological Attributes in Goat’s Milk Cheese During Maturation
3.1.2. Evolution of Physicochemical Attributes in Goat’s Milk Cheese During Maturation
3.1.3. Principal Component Analysis
3.2. Proximate Composition and Instrumental Textural Attributes of the Goat’s Milk Cheeses as Final Product
3.3. Sensory Analysis Attributes of the Goat’s Milk Cheeses as Final Product
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Treatment | Mesophiles* (log CFU/g) |
MRS-grown LAB* (log CFU/g) |
M17-grown LAB* (log CFU/g) |
|---|---|---|---|
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
8.73b ± 0.229 8.34ab ± 0.229 7.48a ± 0.229 8.64b ± 0.229 9.12b ± 0.229 8.89b ± 0.229 |
8.63b ± 0.239 8.32b ± 0.239 7.32a ± 0.239 8.60b ± 0.239 9.10b ± 0.239 8.97b ± 0.239 |
8.68b ± 0.213 8.35b ± 0.226 7.29a ± 0.226 8.61b ± 0.226 9.11b ± 0.226 8.93b ± 0.226 |
| Treatment in Day | |||
| Day 1 (formed curd) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
7.25b ± 0.334 6.87ab ± 0.284 6.00a ± 0.284 7.16b ± 0.284 7.64b ± 0.284 7.41b ± 0.284 |
7.11b ± 0.348 6.79b ± 0.296 5.79a ± 0.296 7.08b ± 0.296 7.57b ± 0.296 7.45b ± 0.296 |
7.21b ± 0.330 6.88b ± 0.280 5.82a ± 0.280 7.14b ± 0.280 7.64b ± 0.280 7.45b ± 0.280 |
| Day 30 (mid-maturation) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
9.22b ± 0.290 8.84ab ± 0.274 7.97a ± 0.274 9.14b ± 0.274 9.61b ± 0.274 9.39b ± 0.274 |
9.09b ± 0.302 8.78b ± 0.285 7.78a ± 0.285 9.06b ± 0.285 9.55b ± 0.285 9.43b ± 0.285 |
9.19b ± 0.286 8.86b ± 0.270 7.80a ± 0.270 9.13b ± 0.270 9.62b ± 0.270 9.44b ± 0.270 |
| Day 60 (end maturation) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
8.79b ± 0.290 8.40ab ± 0.274 7.54a ± 0.274 8.70b ± 0.274 9.18b ± 0.274 8.95b ± 0.274 |
8.69b ± 0.302 8.38b ± 0.285 7.38a ± 0.285 8.66b ± 0.285 9.15b ± 0.285 9.03b ± 0.285 |
8.67b ± 0.286 8.34b ± 0.270 7.29a ± 0.270 8.61b ± 0.270 9.11b ± 0.270 8.92b ± 0.270 |
| ANOVA source | p-value | p-value | p-value |
| Treatment | <0.001 | <0.001 | <0.001 |
| Day | <0.001 | <0.001 | <0.001 |
| Treatment*Day | <0.001 | <0.001 | <0.001 |
| Treatment |
E. coli* (log CFU/g) |
S. aureus* (log CFU/g) |
pH* |
|---|---|---|---|
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
6.36ab ± 0.378 7.72b± 0.401 7.47b ± 0.401 7.83b ± 0.401 5.37a ± 0.401 5.21a ± 0.401 |
5.58b ± 0.190 5.11ab ± 0.202 4.51a ± 0.202 5.33b ± 0.202 5.43b ± 0.202 4.75ab ± 0.202 |
5.79b ± 0.0495 6.51d ± 0.0526 6.79e ± 0.0526 6.23c ± 0.0526 5.78b ± 0.0526 5.41a ± 0.0526 |
| Treatment in Day | |||
| Day 1 (formed curd) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
5.98ab ± 0.586 7.34b ± 0.497 7.09b ± 0.497 7.45b ± 0.497 4.99a ± 0.497 4.83a ± 0.497 |
4.73b ± 0.295 4.27ab ± 0.250 3.66a ± 0.250 4.48b ± 0.250 4.59b ± 0.250 3.90ab ± 0.250 |
6.13b ± 0.0767 6.84d ± 0.0651 7.13e ± 0.0651 6.56c ± 0.0651 6.11b ± 0.0651 5.75a ± 0.0651 |
| Day 30 (mid-maturation) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
6.37ab ± 0.507 7.72b ± 0.479 7.47b ± 0.479 7.83b ± 0.479 5.38a ± 0.479 5.21a ± 0.479 |
5.49b ± 0.256 5.03ab ± 0.241 4.42a ± 0.241 5.25b ± 0.241 5.35b ± 0.241 4.66ab ± 0.241 |
5.50b ± 0.0664 6.21d ± 0.0628 6.50e ± 0.0628 5.93c ± 0.0628 5.48b ± 0.0628 5.12a ± 0.0628 |
| Day 60 (end maturation) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
5.11ab ± 0.507 6.47b ± 0.479 6.22b ± 0.479 6.58b ± 0.479 4.12a ± 0.479 3.96a ± 0.479 |
4.50b ± 0.256 4.04ab ± 0.241 3.43a ± 0.241 4.26b ± 0.241 4.36b ± 0.241 3.67ab ± 0.241 |
5.32b ± 0.0664 6.04d ± 0.0628 6.32e ± 0.0628 5.76c ±0.0628 5.31b ± 0.0628 4.94a ± 0.0628 |
| ANOVA source | p-value | p-value | p-value |
| Treatment | <0.001 | <0.001 | <0.001 |
| Day | 0.004 | <0.001 | <0.001 |
| Treatment*Day | <0.001 | <0.001 | 0.009 |
| Treatment | Aw* | Acidity* (g lactic acid equiv/kg cheese) | Proteolysis* |
|---|---|---|---|
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
0.9792b ± 0.00193 0.9749b ± 0.00205 0.9614a ± 0.00205 0.9619a ± 0.00205 0.9608a ± 0.00205 0.9649a ± 0.00205 |
0.1695b ± 0.0169 0.0781a ± 0.0180 0.0791a ± 0.0180 0.1971bc± 0.0180 0.2271bc ± 0.0180 0.2611c ± 0.0180 |
0.403c ± 0.0123 0.303b ± 0.0131 0.233a ± 0.0131 0.361c ± 0.0131 0.403c ± 0.0131 0.535d ± 0.0131 |
| Treatment in Day | |||
| Day 1 (formed curd) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
0.9998b ± 0.00300 0.9997b ± 0.00253 0.9883a ± 0.00253 0.9889a ± 0.00253 0.9878a ± 0.00253 0.9919a ± 0.00253 |
0.0420b ± 0.0262 0.0294a ± 0.0222 0.0284a ± 0.0222 0.0696bc ± 0.0222 0.0996bc ± 0.0222 0.1336c ± 0.0222 |
0.269c ± 0.0191 0.169b ± 0.0162 0.099a ± 0.0162 0.227c ± 0.0162 0.269c ± 0.0162 0.401d ± 0.0162 |
| Day 30 (mid-maturation) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
0.9761b ± 0.00258 0.9761b ± 0.00245 0.9583a ± 0.00245 0.9588a ± 0.00245 0.9577a ± 0.00245 0.9618a ± 0.00245 |
0.1758b ± 0.0227 0.0844a ± 0.0215 0.0854a ± 0.0215 0.2034bc ± 0.0215 0.2334bc ± 0.0215 0.2674c ± 0.0215 |
0.434c ± 0.0165 0.334b ± 0.0156 0.264a ± 0.0156 0.392c ± 0.0156 0.434c ± 0.0156 0.566d ± 0.0156 |
| Day 60 (end maturation) | |||
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
0.9614b ± 0.00259 0.9562b ± 0.00245 0.9436a ± 0.00245 0.9441a ± 0.00245 0.9430a ± 0.00245 0.9471a ± 0.00245 |
0.3900b ± 0.0227 0.2986a ± 0.0215 0.2996a ± 0.0215 0.4176bc ± 0.0215 0.4476bc ± 0.0215 0.4816c ± 0.0215 |
0.586c ± 0.0165 0.487b ± 0.0156 0.417a ± 0.0156 0.545c ± 0.0156 0.587c ± 0.0156 0.719d ± 0.0156 |
| ANOVA source | p-value | p-value | p-value |
| Treatment | <0.001 | <0.001 | <0.001 |
| Day | <0.001 | <0.001 | <0.001 |
| Treatment*Day | <0.001 | <0.001 | 0.064 |
| Variable | PCA1: Cheese treatment as qualitative variable | PCA2: Maturation time as qualitative variable | ||
|---|---|---|---|---|
| PC1 | PC2 | PC1 | PC2 | |
| Maturation time (day) E. coli (log CFU/g) S. aureus (log CFU/g) MRS-grown LAB (log CFU/g) M17-grown LAB (log CFU/g) Mesophiles (log CFU/g) pH aw Acidity (g lactic acid equiv/kg) Proteolysis |
0.753 -0.429 0.013 0.736 0.723 0.726 -0.884 -0.689 0.846 0.917 |
-0.392 0.654 0.892 0.663 0.680 0.672 0.030 0.361 -0.467 -0.254 |
- -0.362 0.160 0.832 0.822 0.820 -0.898 -0.588 0.755 0.867 |
- 0.767 0.870 0.537 0.555 0.553 0.208 0.418 -0.585 -0.398 |
| Variance proportion | 0.515 | 0.314 | 0.519 | 0.329 |
| Cumulative proportion | 0.515 | 0.829 | 0.519 | 0.848 |
| Treatment | Moisture* (%) | Protein* (% db) | Fat* (% db) |
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
38.2e ± 0.205 32.5c ± 0.205 30.1b ± 0.205 25.3a ± 0.205 34.0d ± 0.205 33.7d ± 0.205 |
43.0d ± 0.471 40.6c ± 0.471 39.7bc ± 0.471 32.6a ± 0.471 37.8b ± 0.471 38.5bc ± 0.471 |
48.4b ± 0.274 43.7a ± 0.274 42.8a ± 0.274 47.9b ± 0.274 53.2c ± 0.274 43.6a ± 0.274 |
| Treatment | Ashes* (% db) | Hardness* (g) | Brittleness* (mm) |
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
8.35d ± 0.0757 6.54b ± 0.0757 9.31e ± 0.0757 8.49d ± 0.0757 6.98c ± 0.0757 4.99a ± 0.0757 |
214b ± 13.8 567d ± 13.8 591d ± 13.8 310c ± 13.8 223b ± 13.8 140a ± 13.8 |
10.0a ± 0.425 8.41a ± 0.425 10.0a ± 0.425 9.39a ± 0.425 9.71a ± 0.425 10.0a ± 0.425 |
| Treatment |
Visual compactness* |
Presence of holes* | Aroma* |
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
6.95a ± 0.367 6.78a ± 0.349 7.42a ± 0.361 7.46a ± 0.361 7.36a ± 0.361 6.86a ± 0.361 |
5.82b ± 0.407 4.38ab ± 0.388 3.27a ± 0.400 3.31a ± 0.400 3.61a ± 0.400 3.08a ± 0.400 |
7.33a ± 0.339 6.80a ± 0.323 7.02a ± 0.334 7.05a ± 0.334 7.50a ± 0.334 7.85a ± 0.334 |
| Treatment | Taste* | Aftertaste* | Crumbliness* |
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
6.93a ± 0.343 7.19a ± 0.326 6.96a ± 0.337 7.34a ± 0.337 6.86a ± 0.337 7.65a ± 0.337 |
6.53a ± 0.350 6.47a ± 0.333 6.69a ± 0.344 6.63a ± 0.344 6.40a ± 0.344 6.79a ± 0.344 |
6.45b ± 0.401 5.42b ± 0.382 5.69b ± 0.395 5.89b ± 0.395 5.92b ± 0.395 3.81a ± 0.395 |
| Treatment | Pastiness* | Hardness* | Stickiness* |
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
4.62a ± 0.370 4.07a ± 0.352 4.41a ± 0.364 3.83a ± 0.364 3.18a ± 0.364 3.32a ± 0.364 |
5.14b ± 0.360 3.98ab ± 0.343 5.17b ± 0.354 5.20b ± 0.354 3.27a ± 0.354 2.89a ± 0.354 |
4.89b ± 0.345 3.59ab ± 0.328 3.41a ± 0.339 2.83a ± 0.339 2.86a ± 0.339 2.64a ± 0.339 |
| Treatment | Cork-like texture* | Overall acceptance* | |
| Pilot raw milk Pilot pasteurized milk Control L. mesenteroides LAB cocktail Kefir |
4.52ab ± 0.423 4.83b ± 0.403 4.70b ± 0.416 3.77ab ± 0.416 3.54ab ± 0.416 2.89a ± 0.416 |
7.88a ± 0.289 7.89a ± 0.275 7.48a ± 0.285 8.44ab ± 0.285 8.39ab ± 0.285 9.15b ± 0.285 |
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