Run no. |
Caffeine concentration (g/l) |
Cell loading (g/l) |
pH |
Theobromine produced (mg/l) |
Molar yield
% |
Productivity (mg/l/h) |
Experimental |
Predicted |
Experimental |
Predicted |
Experimental |
Predicted |
1 |
1 (≡3) |
-1 (≡4) |
1 (≡9) |
7.38 |
35.33 |
4.80 |
12.03 |
1.84 |
8.83 |
2 |
0 (≡2) |
0 (≡8) |
0 (≡8) |
556.46 |
546.85 |
66.97 |
63.27 |
139.11 |
136.71 |
3 |
-1 (≡1) |
1 (≡12) |
1 (≡9) |
149.79 |
157.95 |
48.40 |
50.31 |
37.44 |
39.49 |
4 |
0 (≡2) |
0 (≡8) |
0 (≡8) |
556.46 |
546.85 |
66.97 |
63.27 |
139.11 |
136.71 |
5 |
-1 (≡1) |
-1 (≡4) |
-1 (≡7) |
145.19 |
98.71 |
53.59 |
49.59 |
36.29 |
24.67 |
6 |
1 (≡3) |
1 (≡12) |
-1 (≡7) |
643.09 |
721.01 |
61.60 |
63.83 |
160.77 |
180.25 |
7 |
-1 (≡1) |
-1 (≡4) |
1 (≡9) |
6.55 |
-30.07 |
10.77 |
3.27 |
1.63 |
-7.53 |
8 |
0 (≡2) |
0 (≡8) |
0 (≡8) |
546.26 |
546.85 |
60.06 |
63.27 |
136.56 |
136.71 |
9 |
-1 (≡1) |
1 (≡12) |
-1 (≡7) |
298.82 |
312.17 |
62.85 |
50.31 |
74.70 |
78.05 |
10 |
1 (≡3) |
-1 (≡4) |
-1 (≡7) |
353.05 |
386.19 |
57.05 |
49.83 |
88.26 |
96.55 |
11 |
1 (≡3) |
1 (≡12) |
1 (≡9) |
256.90 |
344.71 |
73.66 |
72.35 |
64.22 |
86.17 |
12 |
0 (≡2) |
0 (≡8) |
0 (≡8) |
539.56 |
546.85 |
62.25 |
63.27 |
134.89 |
136.71 |
13 |
1.68 (≡3.68) |
0 (≡8) |
0 (≡8) |
637.40 |
515.21 |
60.19 |
58.34 |
159.35 |
128.78 |
14 |
0 (≡2) |
1.68 (≡14.73) |
0 (≡8) |
572.56 |
474.01 |
52.85 |
57.35 |
143.14 |
118.51 |
15 |
-1.68 (≡0.32) |
0 (≡8) |
0 (≡8) |
67.09 |
116.85 |
27.77 |
39.63 |
16.77 |
29.19 |
16 |
0 (≡2) |
-1.68 (≡1.27) |
0 (≡8) |
8.45 |
34.82 |
0.47 |
6.07 |
2.11 |
8.70 |
17 |
0 (≡2) |
0 (≡8) |
-1.68 (≡6.32) |
487.05 |
453.57 |
58.96 |
70.42 |
121.76 |
113.40 |
18 |
0 (≡2) |
0 (≡8) |
1.68 (9.68≡) |
67.92 |
29.30 |
40.16 |
38.67 |
16.98 |
7.32 |
19 |
0 (≡2) |
0 (≡8) |
0 (≡8) |
530.29 |
546.85 |
60.06 |
63.27 |
132.57 |
136.71 |
20 |
0 (≡2) |
0 (≡8) |
0 (≡8) |
548.26 |
546.85 |
63.56 |
63.27 |
137.06 |
136.71 |
|
Experimental response values are the average responses from three independent experiments |
Table 2: Central Composite Design for optimization of reaction conditions for theobromine production by Pseudomonas sp. |