Development of support vector machine-based model and comparative analysis with artificial neural network for modeling the plant tissue culture procedures: effect of plant growth regulators on somatic embryogenesis of chrysanthemum, as a case study

Hesami, Mohsen; Naderi, Roohangiz; Tohidfar, Masoud; Yoosefzadeh-Najafabadi, Mohsen

doi:10.1186/s13007-020-00655-9

Plant Methods

Table 1 Effects of 2,4-D, KIN, and SNP on callogenesis rate, number of somatic embryos, and embryogenesis rate of chrysanthemum of chrysanthemum

From: Development of support vector machine-based model and comparative analysis with artificial neural network for modeling the plant tissue culture procedures: effect of plant growth regulators on somatic embryogenesis of chrysanthemum, as a case study

2,4-D (μM)	Kin (μM)	SNP (μM)	Callogenesis rate (%)	Embryogenesis rate (%)	Embryo number
0	0	0	0.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
4.54	0	0	84.44 ± 5.56	0.00 ± 0.00	0.00 ± 0.00
9.09	0	0	93.33 ± 3.33	0.00 ± 0.00	0.00 ± 0.00
13.63	0	0	100.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
0	4.65	0	0.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
4.54	4.65	0	80.00 ± 4.71	48.89 ± 5.88	4.48 ± 0.34
9.09	4.65	0	100.00 ± 0.00	100.00 ± 0.00	31.71 ± 0.74
13.63	4.65	0	100.00 ± 0.00	71.11 ± 5.88	9.02 ± 0.34
0	9.29	0	22.22 ± 7.78	0.00 ± 0.00	0.00 ± 0.00
4.54	9.29	0	91.11 ± 4.84	73.33 ± 5.77	7.69 ± 0.24
9.09	9.29	0	100.00 ± 0.00	100.00 ± 0.00	21.73 ± 0.44
13.63	9.29	0	100.00 ± 0.00	100.00 ± 0.00	4.23 ± 0.30
0	13.94	0	24.44 ± 8.01	0.00 ± 0.00	0.00 ± 0.00
4.54	13.94	0	97.78 ± 2.22	60.00 ± 6.67	6.93 ± 0.24
9.09	13.94	0	100.00 ± 0.00	86.67 ± 4.71	13.01 ± 0.36
13.63	13.94	0	100.00 ± 0.00	100.00 ± 0.00	4.06 ± 0.24
0	0	10	0.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
4.54	0	10	88.89 ± 4.84	0.00 ± 0.00	0.00 ± 0.00
9.09	0	10	95.56 ± 2.94	0.00 ± 0.00	0.00 ± 0.00
13.63	0	10	100.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
0	4.65	10	0.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
4.54	4.65	10	91.11 ± 4.84	62.22 ± 7.03	5.96 ± 0.39
9.09	4.65	10	100.00 ± 0.00	100.00 ± 0.00	35.60 ± 0.69
13.63	4.65	10	100.00 ± 0.00	86.67 ± 4.71	9.87 ± 0.36
0	9.29	10	31.11 ± 6.76	0.00 ± 0.00	0.00 ± 0.00
4.54	9.29	10	95.56 ± 4.44	86.67 ± 4.71	8.82 ± 0.29
9.09	9.29	10	100.00 ± 0.00	100.00 ± 0.00	25.86 ± 0.63
13.63	9.29	10	100.00 ± 0.00	100.00 ± 0.00	5.51 ± 0.26
0	13.94	10	33.33 ± 7.45	0.00 ± 0.00	0.00 ± 0.00
4.54	13.94	10	100.00 ± 0.00	75.56 ± 4.44	7.77 ± 0.20
9.09	13.94	10	100.00 ± 0.00	100.00 ± 0.00	16.79 ± 0.37
13.63	13.94	10	100.00 ± 0.00	100.00 ± 0.00	5.28 ± 0.19
0	0	20	0.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
4.54	0	20	95.56 ± 2.94	2.22 ± 2.22	0.22 ± 0.22
9.09	0	20	100.00 ± 0.00	4.44 ± 2.94	0.33 ± 0.24
13.63	0	20	100.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
0	4.65	20	13.33 ± 7.45	8.89 ± 4.84	0.73 ± 0.37
4.54	4.65	20	100.00 ± 0.00	84.44 ± 5.56	9.56 ± 0.21
9.09	4.65	20	100.00 ± 0.00	100.00 ± 0.00	57.80 ± 0.21
13.63	4.65	20	100.00 ± 0.00	100.00 ± 0.00	17.07 ± 0.29
0	9.29	20	46.67 ± 5.77	13.33 ± 4.71	0.81 ± 0.30
4.54	9.29	20	100.00 ± 0.00	100.00 ± 0.00	11.64 ± 0.19
9.09	9.29	20	100.00 ± 0.00	100.00 ± 0.00	29.08 ± 0.26
13.63	9.29	20	100.00 ± 0.00	100.00 ± 0.00	7.38 ± 0.20
0	13.94	20	57.78 ± 7.03	17.78 ± 5.21	0.78 ± 0.22
4.54	13.94	20	100.00 ± 0.00	95.56 ± 2.94	11.38 ± 0.26
9.09	13.94	20	100.00 ± 0.00	100.00 ± 0.00	25.63 ± 0.42
13.63	13.94	20	100.00 ± 0.00	100.00 ± 0.00	8.60 ± 0.34
0	0	40	0.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
4.54	0	40	97.78 ± 2.22	0.00 ± 0.00	0.00 ± 0.00
9.09	0	40	100.00 ± 0.00	2.22 ± 2.22	0.22 ± 0.22
13.63	0	40	100.00 ± 0.00	0.00 ± 0.00	0.00 ± 0.00
0	4.65	40	17.78 ± 6.19	8.89 ± 3.51	0.44 ± 0.18
4.54	4.65	40	100.00 ± 0.00	77.78 ± 5.21	8.06 ± 0.13
9.09	4.65	40	100.00 ± 0.00	100.00 ± 0.00	45.77 ± 0.33
13.63	4.65	40	100.00 ± 0.00	100.00 ± 0.00	14.54 ± 0.20
0	9.29	40	31.11 ± 4.84	11.11 ± 4.84	0.44 ± 0.18
4.54	9.29	40	100.00 ± 0.00	100.00 ± 0.00	8.83 ± 0.18
9.09	9.29	40	100.00 ± 0.00	100.00 ± 0.00	24.74 ± 0.18
13.63	9.29	40	100.00 ± 0.00	100.00 ± 0.00	6.58 ± 0.17
0	13.94	40	68.89 ± 5.88	11.11 ± 3.51	0.56 ± 0.18
4.54	13.94	40	100.00 ± 0.00	93.33 ± 3.33	10.60 ± 0.14
9.09	13.94	40	100.00 ± 0.00	100.00 ± 0.00	21.32 ± 0.28
13.63	13.94	40	100.00 ± 0.00	91.11 ± 3.51	7.59 ± 0.18

Values in each column represent mean ± standard error

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