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. 2022 May 5;12:7359. doi: 10.1038/s41598-022-10940-3

Table 4.

Validation partial least square regression (PLSR) models for trigonelline and 4-hydroxy isoleucine.

Traits Trigonelline 4-hydroxyisoleucine
R2 RMSEP P-value VIP R2 RMSEP P-value VIP
Aspartic acid −0.12 0.052 0.886 0.018 −0.15 22.92 0.644 0.78
Glutamic acid −0.07 0.050 0.486 0.03 −0.11 22.8 0.785 0.61
Valine −0.085 0.050 0.903 0.007 −0.14 22.16 0.777 0.70
Phenylalanine −0.052 0.050 0.304 0.07 −0.067 21.87 0.655 0.24
Isoleucine 0.314 0.048 0.059 0.03 0.32 22.16 0.0008*** 1.74
Leucine −0.14 0.047 0.979 0.041 −0.197 22.30 0.939 0.031
Antioxidant 0.087 0.046 0.477 0.87 0.062 23.96 0.0385* 1.20
Flavonoid −0.064 0.044 0.188 1.04 −0.066 24.68 0.86 0.31
Phenol −0.087 0.043 0.288 0.47 −0.104 23.9 0.730 0.32
Lysine −0.082 0.043 0.439 0.28 −0.112 23.40 0.390 0.33
Pod number −0.048 0.041 0.723 0.07 −0.083 22.77 0.216 0.41
Seed per pod −0.009 0.041 0.063. 1.31 0.025 21.72 0.261 0.87
Pod length −0.0511 0.041 0.131 1.14 −0.040 20.74 0.536 0.56
Seed weight 0.130 0.040 0.037* 1.88 0.220 21.00 0.048* 1.32
Pod width −0.063 0.040 0.195 0.83 −0.066 21.28 0.894. 0.31
Seed length −0.037 0.040 0.599 0.040 0.080 20.11 0.145 0.75
Seed width 0.061 0.040 0.033* 1.38 0.11 20.49 0.078 1.13
Solar 0.30 0.040 0.194 1.32 0.30 22.38 0.0002*** 1.76
Temperature 0.26 0.040 0.593 1.02 0.23 22.91 0.0006*** 1.77
Rain 0.146 0.040 0.841 0.93 0.079 22.98 0.0045** 1.74

Variables importance in the projection (VIP) greater than one (bold) were used to select relevant latent variables. Root mean square errors (RMSEP) and R2 were applied for cross-validation in PLSR analysis.

Significance. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1.