Table 2. Response surface methodology design to evaluate the effects of process conditions on bacterial change cycles, physicochemical properties and morphometric features.
Run | Factor | Response variable | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Bacterial change cycle | Physicochemical property | Morphometric feature | ||||||||||||
A | B | N/(log CFU/g) | aw | w(moisture)/% | t(complete dissolution time)/s | Hygroscopicity/(g/100 g) | ρb/(g/mL) | d/μm | FDt | |||||
t(outlet)/°C | p/MPa | After spray drying | Gastric pH | Bile salt | ||||||||||
1 | 96 | 0.15 | –3.53±0.03 | –0.2±0.0 | –0.02±0.00 | 0.18±0.01 | 0.8±0.0 | 127.5±7.7 | 49.03±0.00 | 0.30±0.01 | 8.04±0.02 | 2.55±0.05 | ||
2 | 110 | 0.08 | –5.77±0.05 | 0.0±0.0 | 0.0±0.0 | 0.09±0.01 | 0.55±0.01 | 76.3±2.5 | 36.2±0.2 | 0.2±0.0 | 4.8±0.2 | 2.54±0.02 | ||
3 | 110 | 0.15 | –6.4±0.1 | 0.0±0.0 | 0.0±0.0 | 0.09±0.01 | 0.45±0.01 | 68.1±3.1 | 28.9±0.8 | 0.2±0.0 | 8.0±0.2 | 2.55±0.01 | ||
4 | 110 | 0.116 | –6.1±0.1 | 0.0±0.0 | 0.0±0.0 | 0.11±0.01 | 0.4±0.0 | 80.0±5.0 | 39.52±0.08 | 0.23±0.01 | 8.8±0.2 | 2.55±0.01 | ||
5 | 93 | 0.106 | –2.0±0.3 | –0.7±0.0 | –0.5±0.0 | 0.2±0.0 | 0.93±0.01 | 156.1±12.7 | 34.7±0.06 | 0.33±0.01 | 10.5±0.2 | 2.50±0.03 | ||
6 | 96.7 | 0.084 | –3.1±0.2 | –0.2±0.0 | –0.4±0.0 | 0.14±0.01 | 1.0±0.0 | 136.1±14.6 | 37.2±0.0 | 0.38±0.01 | 13.6±0.4 | 2.54±0.01 | ||
7 | 90 | 0.128 | –1.9±0.1 | –0.03±0.00 | –0.5±0.0 | 0.19±0.02 | 0.66±0.06 | 119.1±18.6 | 35.1±0.2 | 0.32±0.01 | 13.8±0.3 | 2.57±0.01 | ||
8 | 101.3 | 0.11 | –3.0±0.3 | –0.9±0.0 | –0.60±0.03 | 0.1±0.0 | 0.6±0.0 | 120.4±17.0 | 36.7±0.0 | 0.29±0.01 | 11.4±0.4 | 2.55±0.01 | ||
9 | 110 | 0.116 | –6.5±0.0 | 0.0±0.0 | 0.0±0.0 | 0.1±0.0 | 0.3±0.0 | 78.3±9.8 | 41.4±0.2 | 0.29±0.01 | 11.8±0.4 | 2.54±0.03 | ||
10 | 101.3 | 0.11 | –2.61±0.03 | –0.91±0.01 | –0.4±0.0 | 0.1±0.0 | 0.4±0.0 | 152.6±16.7 | 38.26±0.08 | 0.3±0.0 | 13.7±0.3 | 2.55±0.05 | ||
11 | 90 | 0.08 | –2.8±0.2 | 0.0±0.0 | 0.0±0.0 | 0.19±0.06 | 0.83±0.01 | 146.1±13.1 | 48.65±0.01 | 0.2±0.01 | 13.4±0.3 | 2.54±0.02 | ||
12 | 103 | 0.137 | –4.2±0.1 | –0.78±0.01 | –0.30±0.01 | 0.13±0.01 | 0.5±0.0 | 78.8±14.0 | 30.6±0.0 | 0.3±0.0 | 11.0±0.2 | 2.47±0.01 | ||
13 | 90 | 0.128 | –1.92±0.2 | –0.32±0.04 | –0.46±0.01 | 0.19±0.01 | 0.8±0.0 | 113.3±18.6 | 35.89±0.01 | 0.32±0.01 | 11.4±0.4 | 2.48±0.03 | ||
14 | 101.3 | 0.11 | –2.6±0.1 | –1.2±0.0 | –0.5±0.0 | 0.1±0.0 | 0.57±0.05 | 135.3±24.4 | 37.37±0.03 | 0.29±0.01 | 7.9±0.2 | 2.52±0.03 | ||
15 | 103.4 | 0.087 | –4.50±0.09 | 0.0±0.0 | –0.28±0.01 | 0.1±0.0 | 0.5±0.0 | 113.0±6.0 | 40.3±0.8 | 0.27±0.01 | 7.8±0.3 | 2.48±0.02 | ||
16 | 96 | 0.15 | –2.5±0.1 | –0.3±0.0 | –0.1±0.0 | 0.13±0.02 | 0.7±0.0 | 127.7±24.6 | 44.9±0.1 | 0.30±0.01 | 16.4±0.4 | 2.56±0.02 | ||
p–value | <0.0001 | 0.013 | 0.0008 | <0.0001 | 0.0043 | 0.003 | 0.0008 | 0.005 | 0.761 | 0.399 | ||||
Optimal conditions | 90.8 0.117 | –2.0±0.2 | –0.61±0.08 | –0.2±0.0 | 0.065±0.001 | 4.4±0.2 | 127±6 | 36.57±0.05 | 0.6±0.0 | 4.6±0.7 | 2.54±0.01 | |||
Culture medium | 90.8 0.117 | –0.96±0.04 | –0.58±0.08 | –0.67±0.04 | 0.1±0.0 | 12.7±0.2 | 167±29 | 37.6±0.1 | 0.29±0.02 | 10.6±0.3 | 2.71±0.04 |
Results are expressed as mean value±standard deviation. FDt=fractal dimension texture, ρb =bulk density