Effects of Multifunctional Lactic Acid Bacteria Strains and Kefir Ferment on Microbiological, Physicochemical, Nutritional and Sensory Attributes of Pasteurized Goat’s Milk Cheese
Abstract
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; 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 the Q-Q plot and residuals versus fitted values did not raise any concerning issue on non-normality or heterocedasticity. In addition, we produced charts plotting the means and standard errors estimated directly from the observations to show the evolution of each attribute during maturation. R packages used were nlme, emmeans, multcomp, and ggplot2.The linear model representing the nested repeated measures structure is:where is the microbiological or physicochemical response variable; is the overall population mean; is the fixed main effect of cheese treatment; is the fixed mean effect of maturation day; is the fixed interaction effect of cheese treatment and maturation day, which represents the “treatment within day” shifting profiles; is the random baseline intercept for cheese k, where ; is the random nested intercept of cheese × day interactions, where , which accounts for the fact that the cheese baseline can fluctuate from one day to the next; and is the residual error term representing the specific treatment observation for a cheese unit on a given maturation day. The covariance assumption used was the compound symmetry for cheese treatment within maturation day.
- 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-component space. Variables were centered and scaled before PCA, and varimax rotation was used. This analysis was carried out to visualize the association of cheese treatments with certain quality attributes; 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 placement. In the second PCA, cheese treatment was removed and maturation time was added as a qualitative variable for centroid placement. In this way, the first PCA allows the visualization of the overall differences between cheese treatments within the microbiological and physicochemical attribute map; whereas the second PCA allows the visualization of the changes in the same attributes as maturation takes place. Variables were centered and scaled before PCA, and varimax rotation was used. R packages factoextra and FactoMineR were used.
- Mixed-effect models of sensory attributes. For each of the 11 sensory attributes, a linear mixed-effect model was fitted with cheese treatment as a fixed effect and a random intercept for panelists as the clustering variable. Estimated marginal 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 differences in the sensory quality between cheese treatments. The R packages lmer, 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 | 8.73 b ± 0.229 | 8.63 b ± 0.239 | 8.68 b ± 0.213 |
| Pilot pasteurized milk | 8.34 ab ± 0.229 | 8.32 b ± 0.239 | 8.35 b ± 0.226 |
| Control | 7.48 a ± 0.229 | 7.32 a ± 0.239 | 7.29 a ± 0.226 |
| L. mesenteroides | 8.64 b ± 0.229 | 8.60 b ± 0.239 | 8.61 b ± 0.226 |
| LAB cocktail | 9.12 b ± 0.229 | 9.10 b ± 0.239 | 9.11 b ± 0.226 |
| Kefir | 8.89 b ± 0.229 | 8.97 b ± 0.239 | 8.93 b ± 0.226 |
| Treatment in Day | |||
| Day 1 (formed curd) | |||
| Pilot raw milk | 7.25 b ± 0.334 | 7.11 b ± 0.348 | 7.21 b ± 0.330 |
| Pilot pasteurized milk | 6.87 ab ± 0.284 | 6.79 b ± 0.296 | 6.88 b ± 0.280 |
| Control | 6.00 a ± 0.284 | 5.79 a ± 0.296 | 5.82 a ± 0.280 |
| L. mesenteroides | 7.16 b ± 0.284 | 7.08 b ± 0.296 | 7.14 b ± 0.280 |
| LAB cocktail | 7.64 b ± 0.284 | 7.57 b ± 0.296 | 7.64 b ± 0.280 |
| Kefir | 7.41 b ± 0.284 | 7.45 b ± 0.296 | 7.45 b ± 0.280 |
| Day 30 (mid-maturation) | |||
| Pilot raw milk | 9.22 b ± 0.290 | 9.09 b ± 0.302 | 9.19 b ± 0.286 |
| Pilot pasteurized milk | 8.84 ab ± 0.274 | 8.78 b ± 0.285 | 8.86 b ± 0.270 |
| Control | 7.97 a ± 0.274 | 7.78 a ± 0.285 | 7.80 a ± 0.270 |
| L. mesenteroides | 9.14 b ± 0.274 | 9.06 b ± 0.285 | 9.13 b ± 0.270 |
| LAB cocktail | 9.61 b ± 0.274 | 9.55 b ± 0.285 | 9.62 b ± 0.270 |
| Kefir | 9.39 b ± 0.274 | 9.43 b ± 0.285 | 9.44 b ± 0.270 |
| Day 60 (end maturation) | |||
| Pilot raw milk | 8.79 b ± 0.290 | 8.69 b ± 0.302 | 8.67 b ± 0.286 |
| Pilot pasteurized milk | 8.40 ab ± 0.274 | 8.38 b ± 0.285 | 8.34 b ± 0.270 |
| Control | 7.54 a ± 0.274 | 7.38 a ± 0.285 | 7.29 a ± 0.270 |
| L. mesenteroides | 8.70 b ± 0.274 | 8.66 b ± 0.285 | 8.61 b ± 0.270 |
| LAB cocktail | 9.18 b ± 0.274 | 9.15 b ± 0.285 | 9.11 b ± 0.270 |
| Kefir | 8.95 b ± 0.274 | 9.03 b ± 0.285 | 8.92 b ± 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 | 6.36 ab ± 0.378 | 5.58 b ± 0.190 | 5.79 b ± 0.0495 |
| Pilot pasteurized milk | 7.72 b± 0.401 | 5.11 ab ± 0.202 | 6.51 d ± 0.0526 |
| Control | 7.47 b ± 0.401 | 4.51 a ± 0.202 | 6.79 e ± 0.0526 |
| L. mesenteroides | 7.83 b ± 0.401 | 5.33 b ± 0.202 | 6.23 c ± 0.0526 |
| LAB cocktail | 5.37 a ± 0.401 | 5.43 b ± 0.202 | 5.78 b ± 0.0526 |
| Kefir | 5.21 a ± 0.401 | 4.75 ab ± 0.202 | 5.41 a ± 0.0526 |
| Treatment in Day | |||
| Day 1 (formed curd) | |||
| Pilot raw milk | 5.98 ab ± 0.586 | 4.73 b ± 0.295 | 6.13 b ± 0.0767 |
| Pilot pasteurized milk | 7.34 b ± 0.497 | 4.27 ab ± 0.250 | 6.84 d ± 0.0651 |
| Control | 7.09 b ± 0.497 | 3.66 a ± 0.250 | 7.13 e ± 0.0651 |
| L. mesenteroides | 7.45 b ± 0.497 | 4.48 b ± 0.250 | 6.56 c ± 0.0651 |
| LAB cocktail | 4.99 a ± 0.497 | 4.59 b ± 0.250 | 6.11 b ± 0.0651 |
| Kefir | 4.83 a ± 0.497 | 3.90 ab ± 0.250 | 5.75 a ± 0.0651 |
| Day 30 (mid-maturation) | |||
| Pilot raw milk | 6.37 ab ± 0.507 | 5.49 b ± 0.256 | 5.50 b ± 0.0664 |
| Pilot pasteurized milk | 7.72 b ± 0.479 | 5.03 ab ± 0.241 | 6.21 d ± 0.0628 |
| Control | 7.47 b ± 0.479 | 4.42 a ± 0.241 | 6.50 e ± 0.0628 |
| L. mesenteroides | 7.83 b ± 0.479 | 5.25 b ± 0.241 | 5.93 c ± 0.0628 |
| LAB cocktail | 5.38 a ± 0.479 | 5.35 b ± 0.241 | 5.48 b ± 0.0628 |
| Kefir | 5.21 a ± 0.479 | 4.66 ab ± 0.241 | 5.12 a ± 0.0628 |
| Day 60 (end maturation) | |||
| Pilot raw milk | 5.11 ab ± 0.507 | 4.50 b ± 0.256 | 5.32 b ± 0.0664 |
| Pilot pasteurized milk | 6.47 b ± 0.479 | 4.04 ab ± 0.241 | 6.04 d ± 0.0628 |
| Control | 6.22 b ± 0.479 | 3.43 a ± 0.241 | 6.32 e ± 0.0628 |
| L. mesenteroides | 6.58 b ± 0.479 | 4.26 b ± 0.241 | 5.76 c ±0.0628 |
| LAB cocktail | 4.12 a ± 0.479 | 4.36 b ± 0.241 | 5.31 b ± 0.0628 |
| Kefir | 3.96 a ± 0.479 | 3.67 ab ± 0.241 | 4.94 a ± 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 | 0.9792 b ± 0.00193 | 0.1695 b ± 0.0169 | 0.403 c ± 0.0123 |
| Pilot pasteurized milk | 0.9749 b ± 0.00205 | 0.0781 a ± 0.0180 | 0.303 b ± 0.0131 |
| Control | 0.9614 a ± 0.00205 | 0.0791 a ± 0.0180 | 0.233 a ± 0.0131 |
| L. mesenteroides | 0.9619 a ± 0.00205 | 0.1971 bc± 0.0180 | 0.361 c ± 0.0131 |
| LAB cocktail | 0.9608 a ± 0.00205 | 0.2271 bc ± 0.0180 | 0.403 c ± 0.0131 |
| Kefir | 0.9649 a ± 0.00205 | 0.2611 c ± 0.0180 | 0.535 d ± 0.0131 |
| Treatment in Day | |||
| Day 1 (formed curd) | |||
| Pilot raw milk | 0.9998 b ± 0.00300 | 0.0420 b ± 0.0262 | 0.269 c ± 0.0191 |
| Pilot pasteurized milk | 0.9997 b ± 0.00253 | 0.0294 a ± 0.0222 | 0.169 b ± 0.0162 |
| Control | 0.9883 a ± 0.00253 | 0.0284 a ± 0.0222 | 0.099 a ± 0.0162 |
| L. mesenteroides | 0.9889 a ± 0.00253 | 0.0696 bc ± 0.0222 | 0.227 c ± 0.0162 |
| LAB cocktail | 0.9878 a ± 0.00253 | 0.0996 bc ± 0.0222 | 0.269 c ± 0.0162 |
| Kefir | 0.9919 a ± 0.00253 | 0.1336 c ± 0.0222 | 0.401 d ± 0.0162 |
| Day 30 (mid-maturation) | |||
| Pilot raw milk | 0.9761 b ± 0.00258 | 0.1758 b ± 0.0227 | 0.434 c ± 0.0165 |
| Pilot pasteurized milk | 0.9761 b ± 0.00245 | 0.0844 a ± 0.0215 | 0.334 b ± 0.0156 |
| Control | 0.9583 a ± 0.00245 | 0.0854 a ± 0.0215 | 0.264 a ± 0.0156 |
| L. mesenteroides | 0.9588 a ± 0.00245 | 0.2034 bc ± 0.0215 | 0.392 c ± 0.0156 |
| LAB cocktail | 0.9577 a ± 0.00245 | 0.2334 bc ± 0.0215 | 0.434 c ± 0.0156 |
| Kefir | 0.9618 a ± 0.00245 | 0.2674 c ± 0.0215 | 0.566 d ± 0.0156 |
| Day 60 (end maturation) | |||
| Pilot raw milk | 0.9614 b ± 0.00259 | 0.3900 b ± 0.0227 | 0.586 c ± 0.0165 |
| Pilot pasteurized milk | 0.9562 b ± 0.00245 | 0.2986 a ± 0.0215 | 0.487 b ± 0.0156 |
| Control | 0.9436 a ± 0.00245 | 0.2996 a ± 0.0215 | 0.417 a ± 0.0156 |
| L. mesenteroides | 0.9441 a ± 0.00245 | 0.4176 bc ± 0.0215 | 0.545 c ± 0.0156 |
| LAB cocktail | 0.9430 a ± 0.00245 | 0.4476 bc ± 0.0215 | 0.587 c ± 0.0156 |
| Kefir | 0.9471 a ± 0.00245 | 0.4816 c ± 0.0215 | 0.719 d ± 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) | 0.753 | −0.392 | - | - |
| E. coli (log CFU/g) | −0.429 | 0.654 | −0.362 | 0.767 |
| S. aureus (log CFU/g) | 0.013 | 0.892 | 0.160 | 0.870 |
| MRS-grown LAB (log CFU/g) | 0.736 | 0.663 | 0.832 | 0.537 |
| M17-grown LAB (log CFU/g) | 0.723 | 0.680 | 0.822 | 0.555 |
| Mesophiles (log CFU/g) | 0.726 | 0.672 | 0.820 | 0.553 |
| pH | −0.884 | 0.030 | −0.898 | 0.208 |
| aw | −0.689 | 0.361 | −0.588 | 0.418 |
| Acidity (g lactic acid equiv/kg) | 0.846 | −0.467 | 0.755 | −0.585 |
| Proteolysis | 0.917 | −0.254 | 0.867 | −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 | 38.2 e ± 0.205 | 43.0 d ± 0.471 | 48.4 b ± 0.274 |
| Pilot pasteurized milk | 32.5 c ± 0.205 | 40.6 c ± 0.471 | 43.7 a ± 0.274 |
| Control | 30.1 b ± 0.205 | 39.7 bc ± 0.471 | 42.8 a ± 0.274 |
| L. mesenteroides | 25.3 a ± 0.205 | 32.6 a ± 0.471 | 47.9 b ± 0.274 |
| LAB cocktail | 34.0 d ± 0.205 | 37.8 b ± 0.471 | 53.2 c ± 0.274 |
| Kefir | 33.7 d ± 0.205 | 38.5 bc ± 0.471 | 43.6 a ± 0.274 |
| Treatment | Ashes * (% db) | Hardness * (g) | Brittleness * (mm) |
| Pilot raw milk | 8.35 d ± 0.0757 | 214 b ± 13.8 | 10.0 a ± 0.425 |
| Pilot pasteurized milk | 6.54 b ± 0.0757 | 567 d ± 13.8 | 8.41 a ± 0.425 |
| Control | 9.31 e ± 0.0757 | 591 d ± 13.8 | 10.0 a ± 0.425 |
| L. mesenteroides | 8.49 d ± 0.0757 | 310 c ± 13.8 | 9.39 a ± 0.425 |
| LAB cocktail | 6.98 c ± 0.0757 | 223 b ± 13.8 | 9.71 a ± 0.425 |
| Kefir | 4.99 a ± 0.0757 | 140 a ± 13.8 | 10.0 a ± 0.425 |
| Treatment | Visual Compactness * | Presence of Holes * | Aroma * |
| Pilot raw milk | 6.95 a ± 0.367 | 5.82 b ± 0.407 | 7.33 a ± 0.339 |
| Pilot pasteurized milk | 6.78 a ± 0.349 | 4.38 ab ± 0.388 | 6.80 a ± 0.323 |
| Control | 7.42 a ± 0.361 | 3.27 a ± 0.400 | 7.02 a ± 0.334 |
| L. mesenteroides | 7.46 a ± 0.361 | 3.31 a ± 0.400 | 7.05 a ± 0.334 |
| LAB cocktail | 7.36 a ± 0.361 | 3.61 a ± 0.400 | 7.50 a ± 0.334 |
| Kefir | 6.86 a ± 0.361 | 3.08 a ± 0.400 | 7.85 a ± 0.334 |
| Treatment | Taste * | Aftertaste * | Crumbliness * |
| Pilot raw milk | 6.93 a ± 0.343 | 6.53 a ± 0.350 | 6.45 b ± 0.401 |
| Pilot pasteurized milk | 7.19 a ± 0.326 | 6.47 a ± 0.333 | 5.42 b ± 0.382 |
| Control | 6.96 a ± 0.337 | 6.69 a ± 0.344 | 5.69 b ± 0.395 |
| L. mesenteroides | 7.34 a ± 0.337 | 6.63 a ± 0.344 | 5.89 b ± 0.395 |
| LAB cocktail | 6.86 a ± 0.337 | 6.40 a ± 0.344 | 5.92 b ± 0.395 |
| Kefir | 7.65 a ± 0.337 | 6.79 a ± 0.344 | 3.81 a ± 0.395 |
| Treatment | Pastiness * | Hardness * | Stickiness * |
| Pilot raw milk | 4.62 a ± 0.370 | 5.14 b ± 0.360 | 4.89 b ± 0.345 |
| Pilot pasteurized milk | 4.07 a ± 0.352 | 3.98 ab ± 0.343 | 3.59 ab ± 0.328 |
| Control | 4.41 a ± 0.364 | 5.17 b ± 0.354 | 3.41 a ± 0.339 |
| L. mesenteroides | 3.83 a ± 0.364 | 5.20 b ± 0.354 | 2.83 a ± 0.339 |
| LAB cocktail | 3.18 a ± 0.364 | 3.27 a ± 0.354 | 2.86 a ± 0.339 |
| Kefir | 3.32 a ± 0.364 | 2.89 a ± 0.354 | 2.64 a ± 0.339 |
| Treatment | Cork-like texture * | Overall acceptance * | |
| Pilot raw milk | 4.52 ab ± 0.423 | 7.88 a ± 0.289 | |
| Pilot pasteurized milk | 4.83 b ± 0.403 | 7.89 a ± 0.275 | |
| Control | 4.70 b ± 0.416 | 7.48 a ± 0.285 | |
| L. mesenteroides | 3.77 ab ± 0.416 | 8.44 ab ± 0.285 | |
| LAB cocktail | 3.54 ab ± 0.416 | 8.39 ab ± 0.285 | |
| Kefir | 2.89 a ± 0.416 | 9.15 b ± 0.285 |
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Loforte, Y.; de Almeida, A.M.; Cadavez, V.; Gonzales-Barron, U. Effects of Multifunctional Lactic Acid Bacteria Strains and Kefir Ferment on Microbiological, Physicochemical, Nutritional and Sensory Attributes of Pasteurized Goat’s Milk Cheese. Appl. Microbiol. 2026, 6, 75. https://doi.org/10.3390/applmicrobiol6070075
Loforte Y, de Almeida AM, Cadavez V, Gonzales-Barron U. Effects of Multifunctional Lactic Acid Bacteria Strains and Kefir Ferment on Microbiological, Physicochemical, Nutritional and Sensory Attributes of Pasteurized Goat’s Milk Cheese. Applied Microbiology. 2026; 6(7):75. https://doi.org/10.3390/applmicrobiol6070075
Chicago/Turabian StyleLoforte, Yara, André Martinho de Almeida, Vasco Cadavez, and Ursula Gonzales-Barron. 2026. "Effects of Multifunctional Lactic Acid Bacteria Strains and Kefir Ferment on Microbiological, Physicochemical, Nutritional and Sensory Attributes of Pasteurized Goat’s Milk Cheese" Applied Microbiology 6, no. 7: 75. https://doi.org/10.3390/applmicrobiol6070075
APA StyleLoforte, Y., de Almeida, A. M., Cadavez, V., & Gonzales-Barron, U. (2026). Effects of Multifunctional Lactic Acid Bacteria Strains and Kefir Ferment on Microbiological, Physicochemical, Nutritional and Sensory Attributes of Pasteurized Goat’s Milk Cheese. Applied Microbiology, 6(7), 75. https://doi.org/10.3390/applmicrobiol6070075

