| Literature DB >> 31590381 |
Alfonso M Vidal1, Sonia Alcalá2, Antonia De Torres3, Manuel Moya4, Juan M Espínola5, Francisco Espínola6.
Abstract
Three factors for the extraction of extra virgin olive oil (EVOO) were evaluated: diameter of the grid holes of the hammer-crusher, malaxation temperature, and malaxation time. A Box-Behnken design was used to obtain a total of 289 olive oil samples. Twelve responses were analyzed and 204 mathematical models were obtained. Olives from super-intensive rainfed or irrigated crops of the Arbequina, Koroneiki, and Arbosana cultivars at different stages of ripening were used. Malaxation temperature was found to be the factor with the most influence on the total content of lipoxygenase pathway volatile compounds; as the temperature increased, the content of volatile compounds decreased. On the contrary, pigments increased when the malaxation temperature was increased. EVOO from irrigated crops and from the Arbequina cultivar had the highest content of volatile compounds. Olive samples with a lower ripening degree, from the Koroneiki cultivar and from rainfed crops, had the highest content of pigments.Entities:
Keywords: aroma; color; flavor; response surface methodology; super-high-density orchard
Mesh:
Substances:
Year: 2019 PMID: 31590381 PMCID: PMC6804064 DOI: 10.3390/molecules24193587
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Compositional characteristics and maturity index of the processed olives *.
| Variety | Irrigation | Maturity Index (MI) | Moisture (%) | Oil (%) | Solids (%) |
|---|---|---|---|---|---|
| Arbequina | Rainfed | 0.20 | 53.72 ± 1.13 a | 15.89 ± 0.49 a | 30.39 ± 0.68 a |
| 1.31 | 55.88 ± 0.38 b | 17.78 ± 0.10 b | 26.34 ± 0.39 b | ||
| 2.56 | 54.96 ± 0.78 b | 20.05 ± 0.59 c | 24.99 ± 0.81 c | ||
| Irrigated | 0.16 | 60.93 ± 0.70 c | 12.36 ± 0.25 d | 26.71 ± 0.63 b,d | |
| 1.11 | 61.78 ± 0.43 c,d | 15.13 ± 0.19 e | 23.08 ± 0.47 e | ||
| 2.52 | 61.96 ± 0.28 d,e | 16.19 ± 0.28 a | 21.85 ± 0.23 f | ||
| Koroneiki | Rainfed | 0.16 | 53.11 ± 0.85 a,f | 16.06 ± 0.18 a | 30.82 ± 0.81 a |
| 1.68 | 53.45 ± 0.56 a,f | 21.73 ± 0.15 f | 24.82 ± 0.59 c | ||
| 2.05 | 52.60 ± 0.59 f | 20.41 ± 0.19 c | 26.99 ± 0.62 b,d | ||
| Irrigated | 0.07 | 59.91 ± 0.78 g | 11.65 ± 0.29 g | 28.44 ± 0.83 g | |
| 0.67 | 59.03 ± 0.40 g | 16.25 ± 0.17 a | 24.71 ± 0.53 c | ||
| 2.30 | 53.29 ± 0.56 a,f | 19.38 ± 0.34 h | 27.33 ± 0.87 d | ||
| Arbosana | Rainfed | 0.15 | 55.38 ± 0.87 b | 17.23 ± 0.38 i | 27.39 ± 0.65 d |
| 0.95 | 59.89 ± 0.64 g | 15.92 ± 0.38 a | 24.19 ± 0.54 c,h | ||
| 2.11 | 54.99 ± 0.41 b | 21.64 ± 0.17 f | 23.38 ± 0.54 e,h | ||
| Irrigated | 0.07 | 63.19 ± 0.32 h | 12.67 ± 0.10 d | 24.14 ± 0.38 c,h | |
| 0.58 | 62.8 ± 0.54 e,h | 14.53 ± 0.3 j | 22.67 ± 0.58 e,f | ||
| Fisher’s LSD | 0.94 | 0.42 | 0.88 | ||
* Means of five replicates ± SD. The letters represent different groups. There were no statistically significant differences among those groups that share the same letter. The method used to discriminate between the means was Fisher’s least significant difference (LSD).
Experimental results for the irrigated Arbequina cultivar (MI = 1.11).
| Lipoxygenase (LOX) Pathway Volatile Compounds (mg/kg) | Pigments (mg/kg) | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Run | Hexanal | Hexanol | 1-Penten-3-ol | 1-Penten-3-ona | TOTAL | Chlorophylls | Carotenoids | |||||
| 1 | 23.27 | 1.24 | 0.73 | 0.34 | 0.34 | 0.52 | 0.35 | 0.55 | 0.52 | 27.87 | 5.07 | 4.38 |
| 2 | 28.48 | 2.10 | 0.77 | 0.49 | 0.32 | 0.56 | 0.43 | 0.62 | 0.43 | 34.19 | 4.60 | 4.61 |
| 3 | 23.89 | 1.82 | 0.58 | 0.41 | 0.38 | 0.64 | 0.45 | 0.62 | 0.60 | 29.39 | 5.88 | 4.80 |
| 4 | 19.82 | 1.75 | 1.10 | 0.78 | 0.63 | 0.58 | 0.37 | 0.52 | 0.47 | 26.03 | 5.02 | 4.09 |
| 5 | 15.81 | 0.97 | 1.09 | 0.51 | 0.67 | 0.53 | 0.33 | 0.47 | 0.33 | 20.70 | 7.22 | 4.58 |
| 6 | 26.49 | 1.84 | 0.74 | 0.61 | 0.21 | 0.53 | 0.38 | 0.69 | 0.44 | 31.93 | 2.83 | 3.36 |
| 7 | 29.16 | 2.05 | 1.19 | 0.30 | 0.40 | 0.54 | 0.38 | 0.64 | 0.29 | 34.96 | 3.36 | 3.55 |
| 8 | 14.58 | 0.94 | 0.77 | 0.62 | 0.53 | 0.53 | 0.33 | 0.45 | 0.47 | 19.22 | 4.02 | 5.01 |
| 9 | 19.36 | 0.80 | 0.55 | 0.33 | 0.37 | 0.52 | 0.35 | 0.50 | 0.32 | 23.10 | 8.28 | 5.53 |
| 10 | 21.14 | 0.83 | 0.78 | 0.46 | 0.36 | 0.55 | 0.39 | 0.57 | 0.48 | 25.55 | 5.39 | 4.45 |
| 11 | 25.23 | 0.96 | 1.09 | 0.49 | 0.41 | 0.51 | 0.33 | 0.58 | 0.31 | 29.92 | 3.76 | 3.44 |
| 12 | 24.77 | 0.96 | 0.52 | 0.46 | 0.21 | 0.56 | 0.40 | 0.66 | 0.46 | 29.01 | 5.50 | 4.86 |
| 13 | 24.88 | 1.28 | 0.71 | 0.43 | 0.34 | 0.53 | 0.36 | 0.55 | 0.50 | 29.58 | 4.20 | 4.00 |
| 14 | 26.23 | 1.93 | 0.65 | 0.56 | 0.21 | 0.61 | 0.49 | 0.73 | 0.57 | 31.98 | 4.18 | 4.26 |
| 15 | 23.86 | 0.91 | 0.72 | 0.35 | 0.35 | 0.52 | 0.35 | 0.54 | 0.50 | 28.11 | 4.94 | 4.08 |
| 16 | 24.13 | 1.27 | 0.71 | 0.32 | 0.37 | 0.55 | 0.37 | 0.58 | 0.45 | 28.76 | 5.90 | 4.59 |
| 17 | 23.35 | 1.14 | 0.66 | 0.43 | 0.36 | 0.54 | 0.35 | 0.56 | 0.51 | 27.90 | 6.36 | 4.86 |
Proposed models in terms of actual factors with statistical parameters (analysis of variance (ANOVA) for the fit of experimental data was used) and optimal values of the technological factors for the response maximum values. Irrigated Arbequina cultivar sample (MI = 1.11).
| Response | Model * | R2 | Std. Dev. | Maximum Value (mg/kg) | Diameter (mm) | Temperature (°C) | Time (min) | |
|---|---|---|---|---|---|---|---|---|
| LOX pathway volatile compounds | ||||||||
| −8.407 + 6.601 D + 0.8259 T + 0.3760 T − 0.1622 D T − 0.03773 D t − 7.124E−03 T t | <0.0001 | 0.967 | 0.91 | 29.38 | 6.46 | 20.01 | 41.34 | |
| Hexanal (mg/kg) | +2.48071 -0.054697 T +8.33412E-003 t | <0.0001 | 0.841 | 0.20 | 2.11 | In range | 20.26 | 88.51 |
| +3.080 − 0.9373 D −0.03426 T + 0.1099 D2 + 5.392E−04 T2 | <0.0001 | 0.982 | 0.03 | 1.16 | 6.50 | 20.00 | In range | |
| Hexanol (mg/kg) | +3.843 − 0.4551 D − 0.07405 T − 0.04065 t + 0.01079 D T + 2.845E−03 D t + 2.366E−04 T t + 1.589E−04 T2 | 0.0101 | 0.813 | 0.07 | 0.81 | 6.41 | 37.65 | 89.94 |
| +1.5301 − 0.5926 D − 8.738E−03 T + 1.022E−03 t + 2.729E−03 D T + 5.891E−05 T t + 0.0571 D2 | <0.0001 | 0.987 | 0.02 | 0.71 | 6.49 | 37.62 | 86.61 | |
| +0.5495 | - | -- | 0.03 | 0.55 | In range | In range | In range | |
| 1-Penten-3-ol (mg/kg) | +1.978 − 0.4505 D − 0.01744 T + 8.377E−04 t + 2.275E−03 D T + 0.03150 D2 | <0.0001 | 0.988 | 0.01 | 0.52 | 4.50 | 20.00 | 90.00 |
| 1-Penten-3-one (mg/kg) | +1.125 − 0.03819 D − 8.740E−03 T − 1.235E−03 t | <0.0001 | 0.895 | 0.03 | 0.73 | 4.61 | 20.34 | 31.62 |
| +0.45091 | - | -- | 0.09 | 0.45 | In range | In range | In range | |
| TOTAL (mg/kg) | +1.171 + 5.934 D + 0.6129 T + 0.3793 t − 0.1344 D T − 0.03562 D t − 7.165E−03 T t | <0.0001 | 0.978 | 0.81 | 34.94 | 6.50 | 20.00 | 90.00 |
|
| ||||||||
| Chlorophylls (mg/kg) | +1.825 − 0.5600 D + 0.1709 T + 0.02394 t | 0.0002 | 0.803 | 0.70 | 8.30 | 4.50 | 40.00 | 90.00 |
| Carotenoids (mg/kg) | +4.960 − 0.4732 D + 0.04738 T + 0.01001 t | 0.0001 | 0.792 | 0.29 | 5.54 | 4.50 | 39.91 | 81.92 |
* According to coefficients of model (Equation (1)), only significant values are included (p-value < 0.005); D is the grid hole diameter of the crusher (mm), T is the malaxation temperature (°C), and t is the malaxation time (min); R2 is the determination coefficient, Std. Dev. is standard deviation.
Maximum value for volatile compounds and pigments response *.
| LOX Pathway Volatile Compounds (mg/kg) | Pigments (mg/kg) | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cultivar | Irrigation | MaturityIndex (MI) | ( | Hexanal | ( | Hexanol | ( | ( | 1-Penten-3-ol | 1-Penten-3-one | ( | TOTAL | Chlorophylls | Carote noids |
| Arbequina | Rainfed | 0.20 | 9.66 ± 0.85 | 4.24 ± 0.58 | 0.87 ± 0.04 | 0.33 ± 0.04 | 1.18 ± 0.06 | 0.79 ± 0.05 | 0.76 ± 0.04 | 0.71 ± 0.04 | 0.73 ± 0.09 | 17.29 ± 1.66 | 32.24 ± 2.06 | 13.61 ± 0.66 |
| 1.31 | 13.93 ± 0.47 | 1.56 ± 0.10 | 0.87 ± 0.03 | 0.52 ± 0.16 | 0.63 ± 0.04 | 0.64 ± 0.01 | 0.54 ± 0.02 | 0.71 ± 0.03 | 0.51 ± 0.06 | 18.48 ± 0.58 | 11.23 ± 0.54 | 6.91 ± 0.29 | ||
| 2.56 | 13.23 ± 0.36 | 1.53 ± 0.08 | 0.65 ± 0.05 | 0.49 ± 0.14 | 0.64 ± 0.01 | 0.52 ± 0.03 | 0.47 ± 0.03 | 0.70 ± 0.03 | 0.48 ± 0.07 | 17.90 ± 0.68 | 13.65 ± 1.15 | 5.52 ± 0.30 | ||
| Irrigated | 0.16 | 18.53 ± 1.09 | 6.87 ± 0.10 | 1.48 ± 0.08 | 0.31 ± 0.07 | 0.59 ± 0.04 | 0.62 ± 0.08 | 0.52 ± 0.11 | 0.53 ± 0.07 | 0.53 ± 0.08 | 27.83 ± 0.98 | 18.42 ± 0.63 | 9.14 ± 0.38 | |
| 1.11 | 29.39 ± 0.91 | 2.10 ± 0.20 | 1.16 ± 0.03 | 0.80 ± 0.07 | 0.67 ± 0.02 | 0.55 ± 0.03 | 0.52 ± 0.01 | 0.74 ± 0.03 | 0.45 ± 0.09 | 34.94 ± 0.81 | 8.30 ± 0.70 | 5.56 ± 0.29 | ||
| 2.52 | 26.52 ± 0.76 | 2.05 ± 0.05 | 0.87 ± 0.02 | 0.36 ± 0.03 | 0.67 ± 0.03 | 0.51 ± 0.01 | 0.39 ± 0.01 | 0.58 ± 0.02 | 0.74 ± 0.09 | 31.80 ± 1.20 | 18.27 ± 0.63 | 9.06 ± 0.39 | ||
| Koroneiki | Rainfed | 0.16 | 2.85 ± 0.09 | 2.55 ± 0.40 | 0.89 ± 0.03 | 0.27 ± 0.06 | 0.63 ± 0.02 | 0.78 ± 0.04 | 0.64 ± 0.05 | 0.64 ± 0.04 | 1.15 ± 0.08 | 10.03 ± 0.52 | 60.13 ± 4.06 | 23.50 ± 1.34 |
| 1.68 | 1.84 ± 0.09 | 0.47 ± 0.04 | 0.57 ± 0.03 | 0.79 ± 0.05 | 0.57 ± 0.03 | 0.85 ± 0.02 | 0.59 ± 0.08 | 0.90 ± 0.05 | 0.59 ± 0.01 | 6.77 ± 0.16 | 50.06 ± 0.91 | 15.95 ± 0.76 | ||
| 2.05 | 2.17 ± 0.11 | 0.54 ± 0.01 | 0.67 ± 0.03 | 0.54 ± 0.18 | 0.48 ± 0.07 | 0.93 ± 0.02 | 0.90 ± 0.01 | 0.97 ± 0.03 | 0.68 ± 0.02 | 7.53 ± 0.32 | 49.20 ± 1.61 | 18.27 ± 1.62 | ||
| Irrigated | 0.07 | 4.22 ± 0.46 | 3.96 ± 0.61 | 1.01 ± 0.07 | 0.47 ± 0.02 | 0.82 ± 0.03 | 0.53 ± 0.10 | 0.47 ± 0.17 | 0.40 ± 0.07 | 0.61 ± 0.13 | 10.66 ± 1.35 | 42.83 ± 3.59 | 18.03 ± 1.11 | |
| 0.67 | 4.37 ± 0.24 | 0.62 ± 0.17 | 1.17 ± 0.03 | 0.43 ± 0.07 | 0.79 ± 0.03 | 0.62 ± 0.04 | 0.66 ± 0.03 | 0.70 ± 0.03 | 0.49 ± 0.04 | 9.71 ± 0.40 | 46.15 ± 1.58 | 14.38 ± 1.03 | ||
| 2.30 | 5.44 ± 0.24 | 0.79 ± 0.04 | 0.83 ± 0.04 | 0.46 ± 0.08 | 0.68 ± 0.01 | 0.74 ± 0.05 | 0.72 ± 0.04 | 0.90 ± 0.04 | 0.91 ± 0.11 | 10.24 ± 0.64 | 54.38 ± 1.94 | 18.15 ± 0.61 | ||
| Arbosana | Rainfed | 0.15 | 11.77 ± 0.29 | 0.99 ± 0.09 | 0.68 ± 0.02 | 0.47 ± 0.05 | 0.33 ± 0.11 | 0.63 ± 0.01 | 0.53 ± 0.02 | 0.72 ± 0.02 | 1.00 ± 0.07 | 16.40 ± 0.33 | 12.08 ± 0.82 | 6.96 ± 0.29 |
| 0.95 | 10.29 ± 0.34 | 0.56 ± 0.08 | 0.63 ± 0.02 | 0.47 ± 0.10 | 0.53 ± 0.02 | 0.55 ± 0.01 | 0.49 ± 0.03 | 0.76 ± 0.05 | 0.41 ± 0.07 | 14.49 ± 0.60 | 10.97 ± 0.83 | 6.65 ± 0.34 | ||
| 2.11 | 11.21 ± 0.29 | 0.92 ± 0.04 | 0.69 ± 0.08 | 0.44 ± 0.09 | 0.48 ± 0.12 | 0.56 ± 0.06 | 0.41 ± 0.03 | 0.87 ± 0.05 | 1.84 ± 0.24 | 17.11 ± 0.31 | 10.43 ± 0.55 | 6.60 ± 0.32 | ||
| Irrigated | 0.07 | 17.45 ± 0.62 | 2.19 ± 0.06 | 1.14 ± 0.05 | 0.50 ± 0.14 | 0.62 ± 0.01 | 0.57 ± 0.03 | 0.48 ± 0.02 | 0.64 ± 0.02 | 0.48 ± 0.08 | 22.62 ± 0.72 | 12.45 ± 0.85 | 7.10 ± 0.35 | |
| 0.58 | 16.86 ± 0.54 | 0.80 ± 0.25 | 1.17 ± 0.05 | 0.44 ± 0.12 | 0.62 ± 0.02 | 0.57 ± 0.01 | 0.43 ± 0.03 | 0.65 ± 0.02 | 0.49 ± 0.06 | 22.73 ± 0.43 | 11.04 ± 0.81 | 6.63 ± 0.28 | ||
* Value ± Standard deviation of the model.
Optimal values for volatile compound and chlorophylls response.
| Total LOX Pathway Volatile Compounds | Chlorophylls | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Cultivar | Irrigation | Maturity Index (MI) | Maximum Value * (mg/kg) | Diameter (mm) | Temperature (°C) | Time (min) | Maximum Value * (mg/kg) | Diameter (mm) | Temperature (°C) | Time (min) |
| Arbequina | Rainfed | 0.20 | 17.29 ± 1.66 | In range | 20.00 | In range | 32.24 ± 2.06 | 4.50 | 40.00 | 90.00 |
| 1.31 | 18.48 ± 0.58 | In range | 25.91 | 50.47 | 11.23 ± 0.54 | 4.50 | 40.00 | 90.00 | ||
| 2.56 | 17.90 ± 0.68 | 4.50 | 25.24 | 90.00 | 13.65 ± 1.15 | 4.50 | 40.00 | 90.00 | ||
| Irrigated | 0.16 | 27.83 ± 0.98 | In range | 20.00 | 90.00 | 18.42 ± 0.63 | 4.50 | 40.00 | 90.00 | |
| 1.11 | 34.94 ± 0.81 | 6.50 | 20.00 | 90.00 | 8.30 ± 0.70 | 4.50 | 40.00 | 90.00 | ||
| 2.52 | 31.80 ± 1.20 | In range | 20.00 | 90.00 | 18.27 ± 0.63 | 4.50 | 40.00 | 90.00 | ||
| Koroneiki | Rainfed | 0.16 | 10.03 ± 0.52 | 6.50 | 20.00 | 90.00 | 60.13 ± 4.06 | 4.50 | 40.00 | 90.00 |
| 1.68 | 6.77 ± 0.16 | 6.50 | 20.00 | 90.00 | 50.06 ± 0.91 | 4.50 | 40.00 | 90.00 | ||
| 2.05 | 7.53 ± 0.32 | 6.50 | 20.00 | In range | 49.20 ± 1.61 | 4.50 | 40.00 | 88.56 | ||
| Irrigated | 0.07 | 10.66 ± 1.35 | In range | 20.00 | In range | 42.83 ± 3.59 | 4.50 | 40.00 | 90.00 | |
| 0.67 | 9.71 ± 0.40 | In range | 20.00 | 30.00 | 46.15 ± 1.58 | In range | 40.00 | 90.00 | ||
| 2.30 | 10.24 ± 0.64 | In range | 21.53 | In range | 54.38 ± 1.94 | 4.50 | 40.00 | 90.00 | ||
| Arbosana | Rainfed | 0.15 | 16.40 ± 0.33 | In range | 22.36 | 49.77 | 12.08 ± 0.82 | 4.50 | 40.00 | 90.00 |
| 0.95 | 14.49 ± 0.60 | 4.50 | 20.00 | 55.97 | 10.97 ± 0.83 | 4.50 | 40.00 | 89.99 | ||
| 2.11 | 17.11 ± 0.31 | 4.50 | 26.41 | 90.00 | 10.43 ± 0.55 | 4.50 | 40.00 | 90.00 | ||
| Irrigated | 0.07 | 22.62 ± 0.72 | 4.50 | 20.00 | 90.00 | 12.45 ± 0.85 | 4.50 | 40.00 | 90.00 | |
| 0.58 | 22.73 ± 0.43 | 4.50 | 20.00 | 90.00 | 11.04 ± 0.81 | 4.50 | 40.00 | 90.00 | ||
* Value ± Standard Deviation of the model.
Figure 1(a) Response surface and (b) perturbation graphic of the effects of temperature and time on the total LOX volatile content for the Arbequina cultivar (irrigated, MI = 1.11), for a diameter of 5.5 mm.
Figure 2(a) Response surface and (b) perturbation graphic of the effects of temperature and time on the total LOX volatile content for the Koroneiki cultivar (rainfed, MI = 2.05); time does not have an influence.
Figure 3(a) Response surface and (b) perturbation graphic of the effects of temperature and time on the total LOX volatile content for the Arbosana cultivar (irrigated, MI = 0.07), for a diameter of 5.5 mm.
Figure 4(a) Response surface and (b) perturbation graphic of the effects of temperature and time on the chlorophyll content for the Koroneiki cultivar (rainfed, MI = 0.16), for a diameter of 5.5 mm.
Actual factors of the experimental design (coded factors).
| Run | Diameter (mm) | Temperature (°C) | Time (min) |
|---|---|---|---|
| 1 | 5.5 (0) | 30 (0) | 60 (0) |
| 2 | 5.5 (0) | 20 (−1) | 90 (+1) |
| 3 | 4.5 (-1) | 30 (0) | 90 (+1) |
| 4 | 6.5 (+1) | 30 (0) | 90 (+1) |
| 5 | 6.5 (+1) | 40 (+1) | 60 (0) |
| 6 | 5.5 (0) | 20 (−1) | 30 (−1) |
| 7 | 6.5 (+1) | 20 (−1) | 60 (0) |
| 8 | 5.5 (0) | 40 (+1) | 90 (+1) |
| 9 | 4.5 (−1) | 40 (+1) | 60 (0) |
| 10 | 5.5 (0) | 40 (+1) | 30 (−1) |
| 11 | 6.5 (+1) | 30 (0) | 30 (−1) |
| 12 | 4.5 (−1) | 30 (0) | 30 (−1) |
| 13 | 5.5 (0) | 30 (0) | 60 (0) |
| 14 | 4.5 (−1) | 20 (−1) | 60 (0) |
| 15 | 5.5 (0) | 30 (0) | 60 (0) |
| 16 | 5.5 (0) | 30 (0) | 60 (0) |
| 17 | 5.5 (0) | 30 (0) | 60 (0) |