| Literature DB >> 35876583 |
Hye In Ko1,2, Chang Hee Jeong1, Sung Wook Hong1, Jong-Bang Eun2, Tae-Woon Kim1.
Abstract
Acid tolerance is an important feature of probiotic development. It is one of the factors underlying the beneficial effects of probiotics in the intestine. However, the methods used by different researchers to test acid tolerance vary, causing confusion in the interpretation of the results. Therefore, in this study, we determine the optimal conditions for the acid tolerance test using response surface methodology. The factors of pH (2.5 to 3.5), exposure time (1 to 2 h), and pepsin (presence or absence) were used as independent variables, and the survival rates of seven strains (Lacticaseibacillus casei KACC 12413, Lactiplantibacillus plantarum KACC 15357, Limosilactobacillus fermentum KACC 11441, Lactiplantibacillus plantarum WCFS1, Lacticaseibacillus rhamnosus GG, Lactiplantibacillus plantarum KCTC 21024, and Lactiplantibacillus plantarum WiKim 0112) known to have probiotic properties were used as dependent variables. The results of the analysis of variance (ANOVA) indicated that the pH value and exposure time in acidic environments significantly affected the acid tolerance test model, and their interaction also had an effect (P < 0.05). Using the ANOVA results, the condition of the acid tolerance test was optimized with a target of an 85% survival rate for each strain. The optimized conditions of the acid tolerance test were as follows: pH 2.92, exposure time of 1.73 h, and presence of pepsin and pH 3, exposure time of 1.98 h, and absence of pepsin. These results can optimize strain selection with rigorous acid tolerance without confusion by unifying the conditions for the acid tolerance test. IMPORTANCE The acid tolerance test, which is the first step in selecting probiotics, is not standardized and can often cause confusion in the interpretation of results. Thus, in the present study, we optimized the conditions for the acid tolerance test using response surface methodology. These optimized conditions can be used to screen for strains with acid tolerance.Entities:
Keywords: acid tolerance test; lactic acid bacteria; probiotics; response surface methodology
Mesh:
Substances:
Year: 2022 PMID: 35876583 PMCID: PMC9430379 DOI: 10.1128/spectrum.01625-22
Source DB: PubMed Journal: Microbiol Spectr ISSN: 2165-0497
FIG 1Survival of strains in the different acidic environments. (a) KCTC 21024 (Lactiplantibacillus plantarum); (b) KACC 15357 (Lactiplantibacillus plantarum); (c) WCFS1 (Lactiplantibacillus plantarum WCFS1); (d) LGG (Lacticaseibacillus rhamnosus GG); (e) KACC 12413 (Lacticaseibacillus casei); (f) KACC 11441 (Limosilactobacillus fermentum); (g) WiKim 0112 (Lactiplantibacillus plantarum). C, control; P×, no added pepsin; P○, added pepsin.
Central composite design for optimization of acid tolerance test
| Run | Independent variable | Dependent variable (%) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| pH | Time (h) | Pepsin | KCTC 21024 | KACC 15357 | WCFS1 | LGG | KACC 12413 | KACC 11441 | WiKim 0112 | |
| 1 | 3 | 1 | Added | 92.412 | 97.384 | 98.789 | 97.126 | 98.645 | 99.843 | 98.466 |
| 2 | 3.5 | 1.5 | Added | 98.858 | 100.503 | 99.639 | 101.260 | 101.162 | 100.040 | 99.283 |
| 3 | 3.5 | 2 | Added | 99.174 | 100.501 | 99.518 | 101.770 | 100.212 | 98.935 | 100.000 |
| 4 | 2.5 | 1 | Not added | 16.305 | 78.914 | 16.981 | 64.596 | 80.069 | 29.344 | 48.892 |
| 5 | 3 | 1 | Not added | 98.512 | 99.548 | 98.204 | 98.787 | 98.956 | 98.647 | 93.743 |
| 6 | 3.5 | 1 | Not added | 98.162 | 100.418 | 99.968 | 99.144 | 98.501 | 100.605 | 98.952 |
| 7 | 3 | 1.5 | Not added | 95.840 | 99.482 | 90.818 | 97.617 | 98.861 | 94.086 | 90.726 |
| 8 | 3 | 2 | Added | 91.917 | 98.459 | 92.453 | 100.133 | 96.185 | 97.600 | 97.029 |
| 9 | 3 | 1.5 | Not added | 95.840 | 99.482 | 90.818 | 97.617 | 98.861 | 94.086 | 90.726 |
| 10 | 3.5 | 1 | Added | 99.494 | 100.110 | 98.789 | 100.842 | 99.617 | 100.301 | 98.537 |
| 11 | 3 | 1.5 | Not added | 95.840 | 99.482 | 90.818 | 97.617 | 98.861 | 94.086 | 90.726 |
| 12 | 3.5 | 2 | Not added | 98.683 | 99.705 | 99.587 | 100.6110 | 100.466 | 99.951 | 99.470 |
| 13 | 2.5 | 2 | Not added | 0 | 0 | 0 | 23.260 | 0 | 0 | 0 |
| 14 | 3 | 2 | Not added | 89.362 | 98.111 | 88.747 | 99.410 | 99.435 | 89.106 | 79.652 |
| 15 | 3 | 1.5 | Added | 92.298 | 99.479 | 94.321 | 98.353 | 97.664 | 99.519 | 97.539 |
| 16 | 3 | 1.5 | Not added | 95.840 | 99.482 | 90.818 | 97.617 | 98.861 | 94.086 | 90.726 |
| 17 | 2.5 | 1.5 | Not added | 0 | 13.872 | 0 | 27.876 | 32.298 | 0 | 0 |
| 18 | 2.5 | 2 | Added | 0 | 0 | 19.888 | 32.389 | 0 | 0 | 0 |
| 19 | 3 | 1.5 | Added | 92.298 | 99.479 | 94.321 | 98.353 | 97.664 | 99.519 | 97.539 |
| 20 | 3 | 1.5 | Not added | 95.840 | 99.482 | 90.818 | 97.617 | 98.861 | 94.086 | 90.726 |
| 21 | 3 | 1.5 | Added | 92.298 | 99.479 | 94.321 | 98.353 | 97.664 | 99.519 | 97.539 |
| 22 | 3 | 1.5 | Added | 92.298 | 99.479 | 94.321 | 98.353 | 97.664 | 99.519 | 97.539 |
| 23 | 3 | 1.5 | Added | 92.298 | 99.479 | 94.321 | 98.353 | 97.664 | 99.519 | 97.539 |
| 24 | 2.5 | 1.5 | Added | 23.548 | 19.986 | 29.871 | 37.221 | 0 | 0 | 38.519 |
| 25 | 2.5 | 1 | Added | 40.907 | 44.928 | 40.340 | 61.316 | 43.802 | 69.883 | 88.451 |
| 26 | 3.5 | 1.5 | Not added | 98.837 | 100.522 | 99.754 | 99.219 | 99.809 | 100.377 | 99.266 |
Lactiplantibacillus plantarum. To over 100% means that it was not inhibited.
Lactiplantibacillus plantarum WCFS1.
Lacticaseibacillus rhamnosus GG.
Lacticaseibacillus casei.
Limosilactobacillus fermentum.
ANOVA result for response surface model
| Strain and parameter | Model |
|
|
|
|
| Residual | Lack of fit | Pure error | Cor total | |||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| KCTC 21024 | |||||||||||||
| Sum of squares | 32,041.58 | 21,883.5 | 370.255 | 31.77028 | 412.028 | 178.695 | 23.48756 | 7,829.55 | 0.046038 | 470.9227 | 470.9227 | 0 | 32,512.5 |
| df | 8 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 17 | 9 | 8 | 25 |
| Mean square | 4,005.197 | 21,883.5 | 370.255 | 31.77028 | 412.028 | 178.695 | 23.48756 | 7,829.55 | 0.046038 | 27.70133 | 52.32474 | 0 | |
| | 144.585 | 789.9802 | 13.36596 | 1.146886 | 14.87394 | 6.450771 | 0.847886 | 282.6416 | 0.001662 | ||||
| | <0.0001 | <0.0001 | 0.002 | 0.2992 | 0.0013 | 0.0211 | 0.37 | <0.0001 | 0.968 | ||||
| KACC 15357 | |||||||||||||
| Sum of squares | 28,207.52 | 16,432.2 | 1,292.227 | 32.87791 | 1,907.172 | 66.93266 | 117.8267 | 7,529.076 | 41.35426 | 1,241.048 | 1,241.048 | 0 | 29,448.57 |
| df | 8 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 17 | 9 | 8 | 25 |
| Mean square | 3,525.94 | 16,432.2 | 1,292.227 | 32.87791 | 1,907.172 | 66.93266 | 117.8267 | 7,529.076 | 41.35426 | 73.0028 | 137.8942 | 0 | |
| | 48.2987 | 225.09 | 17.70106 | 0.450365 | 26.12464 | 0.916851 | 1.614002 | 103.1341 | 0.566475 | ||||
| | <0.0001 | <0.0001 | 0.0006 | 0.5112 | <0.0001 | 0.3517 | 0.221 | <0.0001 | 0.462 | ||||
| WCFS1 | |||||||||||||
| Sum of squares | 28,919.72 | 20,022.56 | 233.0045 | 336.6783 | 178.4407 | 462.2972 | 0.04808 | 6,848.207 | 22.58317 | 171.4932 | 171.4932 | 0 | 29,091.21 |
| df | 8 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 17 | 9 | 8 | 25 |
| Mean square | 3,614.965 | 20,022.56 | 233.0045 | 336.6783 | 178.4407 | 462.2972 | 0.04808 | 6,848.207 | 22.58317 | 10.08784 | 19.05481 | 0 | |
| | 358.3488 | 1,984.821 | 23.09757 | 33.37467 | 17.6887 | 45.82718 | 0.004766 | 678.8577 | 2.238653 | ||||
| | <0.0001 | <0.0001 | 0.0002 | <0.0001 | 0.0006 | <0.0001 | 0.9458 | <0.0001 | 0.1529 | ||||
| LGG | |||||||||||||
| Sum of squares | 16,562.02 | 10,572.54 | 343.8762 | 20.05882 | 659.9132 | 8.831821 | 16.93154 | 4,591.399 | 73.16354 | 436.3734 | 436.3734 | 0 | 16,998.4 |
| df | 8 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 17 | 9 | 8 | 25 |
| Mean square | 2,070.253 | 10,572.54 | 343.8762 | 20.05882 | 659.9132 | 8.831821 | 16.93154 | 4,591.399 | 73.16354 | 25.66902 | 48.48593 | 0 | |
| | 80.6518 | 411.8795 | 13.39655 | 0.781441 | 25.70854 | 0.344065 | 0.65961 | 178.8693 | 2.850266 | ||||
| | <0.0001 | <0.0001 | 0.0019 | 0.389 | <0.0001 | 0.5652 | 0.4279 | <0.0001 | 0.1096 | ||||
| KACC 12413 | |||||||||||||
| Sum of squares | 28,493.96 | 16,398.14 | 1,266.74 | 221.5218 | 1,998.142 | 417.4936 | 85.10509 | 7,390.946 | 64.19943 | 1,268.809 | 1,268.809 | 0 | 29,762.77 |
| df | 8 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 17 | 9 | 8 | 25 |
| Mean square | 3,561.746 | 16,398.14 | 1,266.74 | 221.5218 | 1,998.142 | 417.4936 | 85.10509 | 7,390.946 | 64.19943 | 74.63583 | 140.9788 | 0 | |
| | 47.72166 | 219.7087 | 16.97227 | 2.968036 | 26.77188 | 5.593742 | 1.140271 | 99.02679 | 0.860169 | ||||
| | <0.0001 | <0.0001 | 0.0007 | 0.1031 | <0.0001 | 0.0302 | 0.3005 | <0.0001 | 0.3667 | ||||
| KACC 11441 | |||||||||||||
| Sum of squares | 33,317.49 | 20,915.28 | 1,064.655 | 220.6086 | 1,181.168 | 148.37 | 96.0676 | 9,073.873 | 177.2401 | 1,363.3 | 1,363.3 | 0 | 34,680.79 |
| df | 8 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 17 | 9 | 8 | 25 |
| Mean square | 4,164.686 | 20,915.28 | 1,064.655 | 220.6086 | 1,181.168 | 148.37 | 96.0676 | 9,073.873 | 177.2401 | 80.19409 | 151.4777 | 0 | |
| | 51.93258 | 260.8082 | 13.27598 | 2.750934 | 14.72886 | 1.850136 | 1.197939 | 113.1489 | 2.210139 | ||||
| | <0.0001 | <0.0001 | 0.002 | 0.1155 | 0.0013 | 0.1915 | 0.289 | <0.0001 | 0.1554 | ||||
| WiKim 0112 | |||||||||||||
| Sum of squares | 25,843.87 | 14,675.23 | 1,897.285 | 694.5063 | 2,426.423 | 506.2875 | 56.15729 | 5,075.585 | 38.57552 | 1,273.981 | 1,273.981 | 0 | 27,117.85 |
| df | 8 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 17 | 9 | 8 | 25 |
| Mean square | 3,230.484 | 14,675.23 | 1,897.285 | 694.5063 | 2,426.423 | 506.2875 | 56.15729 | 5,075.585 | 38.57552 | 74.94008 | 141.5535 | 0 | |
| | 43.10756 | 195.8261 | 25.31737 | 9.267489 | 32.37817 | 6.755898 | 0.749363 | 67.72859 | 0.514751 | ||||
| | <0.0001 | <0.0001 | 0.0001 | 0.0073 | <0.0001 | 0.0187 | 0.3987 | <0.0001 | 0.4828 |
Lactiplantibacillus plantarum.
Lactiplantibacillus plantarum WCFS1.
Lacticaseibacillus rhamnosus GG.
Lacticaseibacillus casei.
Limosilactobacillus fermentum.
df, degree of freedom.
P value of <0.05: model at 95% confidence level.
Variable interaction effects.
Second-order effects.
Sum of squares total corrected for the mean.
FIG 23D surface plots for survival rate of strains in different acidic environments. (a) Added pepsin; (b) no added pepsin. KCTC 21024 and KACC 15357, Lactiplantibacillus plantarum; WCFS1, Lactiplantibacillus plantarum WCFS1; LGG, Lacticaseibacillus rhamnosus GG; KACC 12413, Lacticaseibacillus casei; KACC 11441, Limosilactobacillus fermentum; WiKim 0112, Lactiplantibacillus plantarum.
Optimal conditions for acid tolerance test expected in RSM
| Test | pH | Time (h) | Pepsin | Predicted value (%) for strain: | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| KCTC 21024 | KACC 15357 | WCFS1 | LGG | KACC 12413 | KACC 11441 | WiKim 0112 | ||||
| 1 | 2.92 | 1.73 | Added | 83.7336 | 85.8647 | 87.5668 | 90.7085 | 82.3648 | 85.2224 | 85.0001 |
| 2 | 3.00 | 1.98 | Not added | 89.0169 | 89.3203 | 86.7927 | 93.5905 | 91.184 | 91.3036 | 80.4062 |
Lactiplantibacillus plantarum.
Lactiplantibacillus plantarum WCFS1.
Lacticaseibacillus rhamnosus GG.
Lacticaseibacillus casei.
Limosilactobacillus fermentum.
Survival rate of a variety of strains under optimized acid tolerance test conditions
| Strain | Survival rate (%) | Independent-sample | ||
|---|---|---|---|---|
| Test 1 | Test 2 | |||
| LGG | 99.97 ± 0.43 | 99.68 ± 0.21 | 1.039 | 0.358 |
| KCKM 10 | 0.00 ± 0.00 | 42.84 ± 1.33 | −55.683 | 0.000 |
| KCKM 12 | 0.00 ± 0.00 | 71.02 ± 0.41 | −296.935 | 0.000 |
| KCKM 245 | 102.25 ± 0.65 | 100.02 ± 0.80 | 3.760 | 0.020 |
| KCKM 429 | 94.30 ± 1.09 | 99.12 ± 0.27 | −7.430 | 0.002 |
| KCKM 438 | 98.46 ± 0.93 | 98.46 ± 1.47 | 0.003 | 0.998 |
| KCKM 469 | 71.95 ± 2.33 | 99.07 ± 1.51 | −16.893 | 0.000 |
| KCKM 597 | 99.44 ± 0.22 | 99.65 ± 0.49 | −0.669 | 0.540 |
| KCKM 625 | 95.32 ± 0.63 | 96.79 ± 0.39 | −3.438 | 0.026 |
| KCKM 720 | 97.18 ± 0.15 | 99.17 ± 0.54 | −6.194 | 0.003 |
| KCKM 729 | 96.35 ± 0.52 | 99.52 ± 1.22 | −4.143 | 0.014 |
| KCKM 851 | 84.03 ± 0.89 | 96.85 ± 1.44 | −13.150 | 0.000 |
| KCKM 990 | 102.35 ± 0.31 | 102.04 ± 0.15 | 1.574 | 0.191 |
| KCKM 991 | 98.82 ± 0.53 | 98.86 ± 0.68 | −0.075 | 0.944 |
| KCKM 998 | 99.30 ± 0.72 | 98.03 ± 0.79 | 2.056 | 0.110 |
| KCKM 1014 | 89.22 ± 9.27 | 99.02 ± 0.60 | −1.829 | 0.208 |
| KCKM 1086 | 87.25 ± 0.39 | 98.29 ± 0.43 | −33.100 | 0.000 |
| KCKM 1105 | 88.84 ± 0.91 | 90.15 ± 1.64 | −1.217 | 0.291 |
Lacticaseibacillus rhamnosus GG.
Leuconostoc mesenteroides.
Lacticaseibacillus paracasei. To over 100% means that it was not inhibited.
Lactiplantibacillus plantarum.
Lactococcus lactis.
Enterococcus faecium.
Limosilactobacillus fermentum.
Lacticaseibacillus casei.
Lactiplantibacillus paraplantarum.
Lactic acid bacteria used in this study and their acid tolerance
| Strain | Source | Survival (log CFU/mL) | Reference | |
|---|---|---|---|---|
| Control | Acidic stress | |||
|
| KCTC 21024 (ATCC 8014) | 8.24 | 5.94 |
|
|
| KACC 15357 |
| ||
| ATCC BAA-793 | 6.39 | 4.43 |
| |
| ATCC 53103 | 6.22 | 5.86 |
| |
|
| KACC 12413 (ATCC 393) | 7.45 | 4.96 |
|
|
| KACC 11441 (ATCC 14931) |
| ||
|
| WiKim 0112 | 9.22–9.29 | 8.28 |
|
Conditions for the acid tolerance test are based on the papers referenced.
Range and levels of continuous and categorical variables on RSM
| Variable | Level | ||
|---|---|---|---|
| −Alpha (−1) | Middle (0) | +Alpha (+1) | |
| pH | 2 | 2.5 | 3 |
| Time (h) | 1 | 1.5 | 2 |
| Pepsin | Added | Not added | |