Table 2 Prediction statistics of fatty acid profile of intact fat.
Parameter | Spectrum range (cm−1) | Math. treat | nPLS | Calibration | Cross validation | External validation | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
R2 | RMSE | R2cv | RMSEcv | RPDcv | R2v | RMSEv | RPDv | RER | ||||
C12:0 | 7500–5400 | SNV; DT; SG | 14 | 0.3262 | 0.0121 | 0.2402 | 0.0129 | 1.16 | 0.2150 | 0.0133 | 1.18 | 6.97 |
C13:0 | 7500–5400 | SNV; DT | 13 | 0.1505 | 0.0010 | 0.1042 | 0.0010 | 1.06 | 0.1040 | 0.0045 | 1.02 | 9.76 |
C14:0 | 7500–5400 | SNV; DT; SG | 13 | 0.3573 | 0.1683 | 0.2648 | 0.1806 | 1.18 | 0.1704 | 0.2059 | 1.11 | 6.53 |
C15:0 | 7500–5400 | SNV; DT; SG | 15 | 0.1501 | 0.0136 | 0.1170 | 0.0143 | 1.02 | 0.2167 | 0.0107 | 1.10 | 7.18 |
C16:0 | 7500–5400 | SNV; DT | 15 | 0.7204 | 1.1640 | 0.6617 | 1.2840 | 1.72 | 0.6820 | 1.2327 | 1.78 | 9.05 |
C17:0 | 7500–5400 | SNV; DT | 15 | 0.1970 | 0.0816 | 0.1080 | 0.0860 | 1.06 | 0.1014 | 0.0827 | 1.03 | 5.81 |
C18:0 | 7500–5400 | SNV; DT | 14 | 0.7351 | 0.9458 | 0.6927 | 1.0210 | 1.80 | 0.6970 | 1.0080 | 2.10 | 14.25 |
C20:0 | 7500–5400 | SNV; DT | 13 | 0.3013 | 0.0359 | 0.2332 | 0.0380 | 1.13 | 0.2622 | 0.0369 | 1.19 | 7.24 |
C22:0 | 7500–5400 | SNV; DT | 14 | 0.1590 | 0.0114 | 0.1500 | 0.0121 | 1.03 | 0.1490 | 0.0109 | 0.92 | 4.56 |
Total SFA | 7500–5400 | SNV; DT | 15 | 0.8586 | 1.3512 | 0.8356 | 1.4610 | 2.46 | 0.8081 | 1.6320 | 2.29 | 14.24 |
C14:1 | 4500–9500 | SNV; DT | 13 | 0.3963 | 0.0045 | 0.3208 | 0.0047 | 1.24 | 0.3142 | 0.0040 | 1.46 | 6.79 |
C16:1 | 4500–9500 | SNV; DT; SG | 14 | 0.4649 | 0.4306 | 0.4018 | 0.4567 | 1.29 | 0.5258 | 0.4177 | 1.46 | 5.93 |
C17:1 | 4500–9500 | SNV; DT; SG | 15 | 0.3070 | 0.0881 | 0.2382 | 0.0927 | 1.14 | 0.3327 | 0.0825 | 1.23 | 7.38 |
C18:1 | 4500–9500 | SNV; DT; SG | 14 | 0.8744 | 1.3190 | 0.8517 | 1.4374 | 2.59 | 0.7714 | 1.6598 | 2.10 | 11.95 |
C20:1 | 4500–9500 | SNV; DT; SG | 14 | 0.3171 | 0.1710 | 0.2452 | 0.1807 | 1.15 | 0.2657 | 0.1747 | 1.17 | 6.71 |
C22:1 n9 | 4500–9500 | SNV; DT; SG | 14 | 0.3405 | 0.0153 | 0.2821 | 0.0160 | 1.18 | 0.3241 | 0.0181 | 1.20 | 4.34 |
Total MUFA | 4500–9500 | SNV; DT; SG | 14 | 0.8853 | 1.3406 | 0.8660 | 1.4535 | 2.73 | 0.7812 | 1.7164 | 2.15 | 12.24 |
C18:2 n6 | 5400–6100/7400–8400 | SNV; DT | 13 | 0.9581 | 0.5963 | 0.9444 | 0.6892 | 4.23 | 0.9054 | 0.8876 | 3.26 | 14.63 |
C18:3 n3 | 5400–6100 | SNV; DT | 13 | 0.7988 | 0.1169 | 0.7411 | 0.1324 | 1.97 | 0.7988 | 0.1224 | 1.92 | 9.22 |
C20:2 n6 | 5400–6100/7400–8400 | SNV; DT | 14 | 0.7905 | 0.0740 | 0.7671 | 0.0790 | 2.07 | 0.7773 | 0.0808 | 2.13 | 8.74 |
C20:3 n3 | 5400–6100 | SNV; DT | 14 | 0.6257 | 0.3390 | 0.5553 | 0.0370 | 1.50 | 0.5441 | 0.0368 | 1.49 | 9.70 |
C20:3 n6 | 5400–6100/7400–8400 | SNV; DT | 14 | 0.5163 | 0.0104 | 0.4702 | 0.0109 | 1.38 | 0.5505 | 0.0101 | 1.51 | 8.37 |
C20:4 n6 | 5400–6100/7400–8400 | SNV; DT | 14 | 0.5752 | 0.0233 | 0.5364 | 0.0244 | 1.47 | 0.5817 | 0.0233 | 1.56 | 7.56 |
C20:5 n3 | 5400–6100 | SNV; DT | 14 | 0.4999 | 0.0017 | 0.4029 | 0.0018 | 1.35 | 0.3666 | 0.0019 | 1.26 | 7.46 |
C22:4 n6 | 5400–6100/7400–8400 | SNV; DT | 14 | 0.4262 | 0.0130 | 0.3782 | 0.0136 | 1.27 | 0.4358 | 0.0137 | 1.35 | 7.56 |
C22:5 n3 | 5400–6100 | SNV; DT | 14 | 0.5113 | 0.0100 | 0.4072 | 0.0118 | 1.30 | 0.5143 | 0.0107 | 1.45 | 7.70 |
Total PUFA | 5400–6100 | SNV; DT | 14 | 0.9512 | 0.7450 | 0.9453 | 0.7913 | 4.27 | 0.9265 | 0.9071 | 3.70 | 16.36 |
n3 PUFA | 5400–6100 | SNV; DT | 14 | 0.7967 | 0.1445 | 0.7312 | 0.1666 | 1.93 | 0.7256 | 0.1537 | 1.91 | 9.73 |
n6 PUFA | 5400–6100/7400–8400 | SNV; DT | 14 | 0.9429 | 0.7424 | 0.9344 | 0.7983 | 3.90 | 0.9054 | 0.9522 | 3.26 | 14.41 |