Table 1 CCD and ANN of process factors with coded and actual levels, experimental and predicted values of AuNPs biosynthesis using the cell-free supernatant of Streptomyces flavolimosus.

From: Artificial neural network approach for prediction of AuNPs biosynthesis by Streptomyces flavolimosus, characterization, antitumor potency in-vitro and in-vivo against Ehrlich ascites carcinoma 

Std

Run

Type

X1

X2

X3

X4

AuNPs biosynthesis (µg/mL)

Actual

CCD

ANN

Predicted

Residuals

Predicted

Residuals

2

1

Fact

1

 − 1

 − 1

 − 1

356.17

328.06

28.11

360.58

4.41

22

2

Axial

0

0

2

0

866.29

845.4

20.88

870.36

4.07

15

3

Fact

 − 1

1

1

1

604.77

609.52

 − 4.75

605.58

0.81

27

4

Center

0

0

0

0

559.57

575.71

 − 16.14

576.26

16.69

3

5

Fact

 − 1

1

 − 1

 − 1

272.23

247.95

24.28

268.04

 − 4.19

26

6

Center

0

0

0

0

588.63

575.71

12.91

576.26

 − 12.37

13

7

Fact

 − 1

 − 1

1

1

709.33

715.06

 − 5.73

709.66

0.33

16

8

Fact

1

1

1

1

717.77

732.56

 − 14.78

716.99

 − 0.78

17

9

Axial

 − 2

0

0

0

540.2

528.51

11.69

540.75

0.55

8

10

Fact

1

1

1

 − 1

556.34

551.85

4.5

556.66

0.32

6

11

Fact

1

 − 1

1

 − 1

756.36

734.86

21.49

755.98

 − 0.38

1

12

Fact

 − 1

 − 1

 − 1

 − 1

382

371.1

10.9

381.04

 − 0.96

9

13

Fact

 − 1

 − 1

 − 1

1

398.72

379.85

18.87

397.25

 − 1.47

12

14

Fact

1

1

 − 1

1

385.23

355.71

29.51

384.85

 − 0.38

4

15

Fact

1

1

 − 1

 − 1

278.68

276.84

1.85

256.93

 − 21.75

30

16

Center

0

0

0

0

556.34

575.71

 − 19.37

576.26

19.92

24

17

Axial

0

0

0

2

378.77

373.48

5.29

380.08

1.31

18

18

Axial

2

0

0

0

577.35

608.52

 − 31.17

583.70

6.35

21

19

Axial

0

0

 − 2

0

194.83

235.19

 − 40.37

195.48

0.65

10

20

Fact

1

 − 1

 − 1

1

269.59

257.52

12.06

269.06

 − 0.53

25

21

Center

0

0

0

0

588.63

575.71

12.91

576.26

 − 12.37

5

22

Fact

 − 1

 − 1

1

 − 1

598.31

604.46

 − 6.15

598.54

0.23

11

23

Fact

 − 1

1

 − 1

1

380.74

406.11

 − 25.37

381.75

1.01

19

24

Axial

0

 − 2

0

0

583.02

612.6

 − 29.58

585.24

2.22

14

25

Fact

1

 − 1

1

1

765.25

766.16

 − 0.9172

761.20

 − 4.05

28

26

Center

0

0

0

0

572.48

575.71

 − 3.23

576.26

3.78

7

27

Fact

 − 1

1

1

 − 1

333.57

349.51

 − 15.94

335.31

1.74

20

28

Axial

0

2

0

0

465.94

455.85

10.1

467.10

1.16

29

29

Center

0

0

0

0

588.63

575.71

12.91

576.26

 − 12.37

23

30

Axial

0

0

0

 − 2

159.23

184.01

 − 24.78

160.23

1.00

Variable

Code

 − 2

 − 1

0

1

2

     

Temperature (°C)

X1

25

30

35

40

45

     

Incubation time (days)

X2

2

3

4

5

6

HAuCl4 conc. (µg/mL)

X3

200

400

600

800

1000

Initial pH level

X4

4

5

6

7

8