3.1 Analysis of orthogonal experiment
The experiment was carried out according to the orthogonal experimental scheme and the obtained experimental data were plotted and analyzed using Origin, and the resulting effects of X, Y and Z on OD600, Qv and Tg are shown in Fig. 2, respectively.
As shown in Fig. 2A, the OD600 value showed an extremely rapid increase in the interval of 28 ~ 32 ℃,and then it levelled off in the interval of 32 ~ 36 ℃ and reached the peak (2.68) at 34 ℃, finally it dropped from 2.65 to 2.36 after 36 ℃; therefore, from the point of view of OD600. So it can be obtained that 32 ~ 36 ℃ is the optimal incubation temperature. Qv showed an increasing trend with the increase of temperature at first, and reached 53% at the temperature of 34 ℃, and then it gradually became a steady state of slow increase. Therefore, from the point of view of Qv (drying protection effect) it can be obtained that: the temperature of 34 ℃ was the best incubation temperature band. Qv≥ at first shows a rising trend with the rise of temperature, and reaches 53% at 34 ℃, and then gradually processes a slow rise in the steady state. Therefore, from the perspective of Qv, it can be obtained that: the temperature 34 ℃ is the optimal protection temperature section. The temperature was greater than 36 ℃, although the high temperature heat stress further stimulated the MSJA stress system to produce more heat shock proteins in order to increase Qv; however, it also hindered the division of MSJA, and reduced the OD600. The trend of Tg was similar to the trend of Qv, so from the storage point of view, we can get the following: the temperature of ≥ 34 ℃ is the optimal storage temperature section. In summary, this experiment initially concluded that the optimal thermal excitation temperature band for MSJA is 34 ~ 36 ℃.
As shown in Fig. 2B, firstly, the observation of OD600 change can be obtained: pH = 1 ~ 2 showed an increasing trend, pH = 2 ~ 5 was stable between 2.67 ~ 2.69, and began to decline after pH > 5, so the most suitable pH for MSJA culture is = 2 ~ 5. Then, the observation of Tg change can be obtained: before pH < 4 Tg was stable between 47 ~ 47.2 ℃, and after pH > 4, Tg began to decrease continuously, so the most suitable pH for MSJA storage was considered to be 1 ~ 4. Finally, the analysis of Qv showed that: it was stable between 52.7% and 53.3% at pH 1 ~ 4, and began to decrease after pH > 4, so the most suitable pH for MSJA drying was considered to be 1 ~ 4. In summary, the present experiment tentatively concluded that the optimal acid stress for MSJA pH = 2 ~ 4 was concluded.
As shown in Fig. 2C, OD600, except for the direct decrease with the increasing concentration of MgSO4 from 0, showed an increasing and then decreasing pattern with the increasing concentration of the rest of the inorganic salts from 0, and there was an inflection point from increasing to decreasing at 3 g/L or 4 g/L (maximum point). When KH2PO4 was added to the medium at a concentration of 3 g/L, the OD600 reached the maximum value of 2.71 for all the additive solutions, and the OD600 was stabilized at a concentration of 3 ~ 5 g/L, which was greater than that of all other additive solutions, between 2.68 ~ 2.71, but it declined rapidly after the addition of the concentration of > 5 g/L. Therefore, this experiment tentatively concluded that KH2PO4 is the preferred added salt and the most suitable KH2PO4 concentration for MSJA growth is 3 ~ 5 g/L.
As shown in Fig. 2D, the OD600 was stabilized in the high range of 2.67–2.71 from the beginning because the concentration of KH2PO4 was optimized with OD600 as the optimization target during the selection of the additive type, and the trend of Tg was similar to that of OD600, which was also stabilized in the high range of 47.2–47.5 ℃ from the beginning. interval. Therefore, from the perspective of cultivation and storage, it was concluded that the applicable range of KH2PO4 addition concentration was 3 ~ 5 g/L. Qv increased rapidly from 51.9–53.4% in the range of KH2PO(4) addition concentration from 3 g/L to 3.5 g/L, and from 53.9–53.4% in the range of KH2PO4 concentration from 3.5 g/L to 4.5 g/L. The interval range of KH2PO4 addition concentration from 3.5 g/L to 4.5 g/L showed a steady state from 53.4–53.9% with a slow increase, and then a very rapid decrease to 52.4% at 5 g/L after the KH2PO4 addition concentration was greater than 4.5 g/L. Therefore, from the point of view of Qv, it can be obtained that the optimum interval of KH2PO4 addition concentration is 3.5 ~ 4.5 g/L. In summary, the experiment has reached the preliminary conclusion that the optimum interval of KH2PO4 addition concentration is 3.5 ~ 4.5 g/L.
3.2 Analysis of response surface experiment
The experiments were carried out according to the response surface experimental programmer and the results obtained are shown in Fig. 3 respectively.
Observing Fig. 3 it is easy to conclude that the positions labelled with reddish-brown dots in the graphs best balance OD600, Qv and Tg to simultaneously accommodate high quality cultivation, high viability spray drying and high quality storage of MSJA. The optimization equations for OD600, Qv and Tg were obtained by response surface analysis as shown in Eq. 1 below, respectively.

Calculations were performed according to Eq. 1 to obtain the optimum heat stress temperature (X), acid stress pH (Y) and KH2PO4 addition concentration (Z). The optimal values for each parameter for cultivation (OD600) are: X = 35.18 ℃, Y = 3.18 and Z = 4. The optimal values for each parameter for dry survival rate (Qv) are: X = 35.19 ℃, Y = 3.19 and Z = 4. The optimal values for each parameter for storage resistance (Tg) are: X = 35.18 ℃, Y = 3.19 and Z = 4.
The optimal thermal stress temperature (X), acid stress pH (Y) and KH2PO4 addition concentration (Z) obtained after optimization with OD600, Qv and Tg as the objectives were 35.2 ℃, 3.2 and 4 g/L, respectively, after retaining one decimal (because the effective range of the thermometer and the pH meter is one decimal place); therefore, after optimization through the analysis of the response surface experiments. The optimal stress treatment process parameters for MSJA spray drying determined in this study were: thermal stress temperature (X) = 35.2 ℃, acid stress pH (Y) = 3.2, and concentration of KH2PO4 added for salt stress (Z) = 4 g/L.
The spray drying test of MSJA after each stress treatment under the optimal parameters showed that the survival rates of MSJA under heat shock + acid stress + salt stress (hereinafter referred to as comprehensive stress treatment), heat shock, acid stress and salt stress were 54.8%, 46.7%, 49.7% and 43.6%, respectively. Compared with MSJA without stress treatment, the survival rate of spray drying was improved by 38.5%.
3.3 FESEM observation and experimental analysis
FESEM was used to observe the diameter, morphology and cell wall microstructure of MSJA cells after spray drying without treatment, heat shock, acid stress, salt stress and comprehensive stress treatment, as shown in Fig. 4.
Compared with A to E in Fig. 4, the change rule of MSJA is as follows: in the order of comprehensive stress treatment → heat shock → acid stress → salt stress → no treatment, the average diameter and morphological consistency of MSJA gradually decrease, while the perforation, folding and collapse of cell wall gradually increase. This change rule is consistent with the change rule of MSJA survival rate after drying in the previous section, which shows that the diameter, shape and smooth integrity of cell wall of MSJA after stress treatment are the key factors affecting the protective effect of stress treatment process.