| Literature DB >> 34064430 |
Maria Paciulli1, Graziana Difonzo2, Paola Conte3, Federica Flamminii4, Amalia Piscopo5, Emma Chiavaro1.
Abstract
Authentication of extra virgin olive oils is a key strategy for their valorization and a way to preserve olive biodiversity. Physical and thermal analysis have been proposed in this study as fast and green techniques to reach this goal. Thirteen extra virgin olive oils (EVOOs) obtained from minor olive cultivars, harvested at three different ripening stages, in four Italian regions (Abruzzo, Apulia, Sardinia, and Calabria) have been studied. Thermal properties, viscosity and color, as influenced by fatty acid composition and chlorophyll content, have been investigated. The thermal curves of EVOOs, obtained by differential scanning calorimetry, were mostly influenced by the oleic acid content: a direct correlation with the cooling and heating enthalpy and an indirect correlation with the cooling transition range were observed. The minor fatty acids, and particularly arachidic acid, showed an influence, mostly on the heating thermograms. Viscosity and color showed respectively a correlation with fatty acids composition and chlorophyll content, however they didn't result able to discriminate between the samples. Thanks to the principal component analysis, the most influencing thermal parameters and fatty acids were used to cluster the samples, based on their botanical and geographical origin, resulting instead the harvesting time a less influential variable.Entities:
Keywords: authenticity; biodiversity; botanical origin; chlorophyll; color; differential scanning calorimetry; extra virgin olive oil; geographical origin; harvesting time; principal component analysis
Year: 2021 PMID: 34064430 PMCID: PMC8147848 DOI: 10.3390/foods10051004
Source DB: PubMed Journal: Foods ISSN: 2304-8158
Temperatures (°C) recorded in 2017 in the selected Italian provinces 1.
| Province | Cultivar | Maximum | Minimum | Average |
|---|---|---|---|---|
| L’Aquila | TOR, DR | 18.0 | 5.2 | 11.6 |
| Teramo | GEN | 19.9 | 8.4 | 14.2 |
| Sassari | SIV, SEM, COR | 22.2 | 11.5 | 16.9 |
| Bari | CM, OR, BAM | 21.4 | 10.5 | 16.0 |
| Reggio Calabria | OTT, OTTC, TDF, CIC | 23.1 | 15.9 | 19.5 |
1 Source: Italian Ministry of Agriculture, Food and Forestry [28]. Tortiglione (TOR), Dritta (DR), Gentile dell’Aquila (GEN), Sivigliana da olio (SIV), Semidana (SEM), Corsicana da olio (COR), Cima di Melfi (CM), Oliva Rossa (OR), Bambina (BAM), Ottobratica Cannavà (OTT), Ottobratica Calipa (OTTC), Tonda di Filogaso (TDF), Ciciarello (CIC).
Fatty acids (%) of 13 olive oils belonging from minor Italian cultivars harvested at three different maturation stages 1.
| C16:0 | C16:1 | C18:0 | C18:1 | C18:2 | C18:3 | C20:0 | ||
|---|---|---|---|---|---|---|---|---|
| t1 | 14.05 ± 0.83 efA | 0.56 ± 0.03 efA | 2.33 ± 0.04 bcdeA | 75.75 ± 0.76 aB | 6.50 ± 0.08 cB | 0.57 ± 0.01 abB | 0.24 ± 0.02 dB | |
| TOR | t2 | 12.41 ± 0.20 cB | 0.54 ± 0.00 efA | 2.16 ± 0.04 deB | 77.13 ± 0.13 aA | 6.87 ± 0.04 efA | 0.63 ± 0.00 bcA | 0.27 ± 0.01 eA |
| t3 | 11.70 ± 0.41 efgB | 0.52 ± 0.04 fA | 2.23 ± 0.02 defB | 77.83 ± 0.43 abA | 6.88 ± 0.02 fA | 0.57 ± 0.01 abB | 0.27 ± 0.00 dA | |
| t1 | 15.05 ± 0.43 bcdA | 1.59 ± 0.03 abA | 1.77 ± 0.05 efA | 72.40 ± 0.34 bB | 8.25 ± 0.13 cB | 0.74 ± 0.08 aA | 0.20 ± 0.01 dAB | |
| DR | t2 | 13.64 ± 0.20 abcB | 1.75 ± 0.09 bcA | 1.72 ± 0.10 fA | 73.08 ± 0.34 bcdB | 8.83 ± 0.19 cdA | 0.74 ± 0.02 aA | 0.23 ± 0.00 fA |
| t3 | 13.19 ± 0.38 cdefB | 1.27 ± 0.07 cdB | 1.87 ± 0.02 fA | 74.84 ± 0.32 cdA | 8.07 ± 0.13 eB | 0.58 ± 0.22 abA | 0.19 ± 0.02 eB | |
| t1 | 16.12 ± 0.73 abA | 1.96 ± 0.27 aA | 1.54 ± 0.02 fB | 69.06 ± 0.63 cB | 10.46 ± 0.37 bAB | 0.63 ± 0.04 abA | 0.22 ± 0.01 dA | |
| GEN | t2 | 16.24 ± 0.30 aA | 2.25 ± 0.12 aA | 1.55 ± 0.03 fB | 67.82 ± 0.94 efB | 11.32 ± 0.69 bA | 0.61 ± 0.01 bcA | 0.20 ± 0.01 fB |
| t3 | 14.66 ± 0.41 abcB | 1.99 ± 0.09 aA | 2.13 ± 0.10 defA | 71.09 ± 0.49 fA | 9.34 ± 0.16 dB | 0.59 ± 0.02 abA | 0.21 ± 0.00 eAB | |
| t1 | 15.55 ± 0.07 abcB | 1.37 ± 0.01 bcdB | 2.49 ± 0.01 abcdB | 66.01 ± 0.07 deA | 13.74 ± 0.01 aC | 0.47 ± 0.01 bA | 0.38 ± 0.00 abcA | |
| SIV | t2 | 15.30 ± 0.01 abB | 1.36 ± 0.01 cdB | 2.77 ± 0.00 bA | 64.50 ± 0.02 gB | 15.20 ± 0.03 aA | 0.49 ± 0.01 efA | 0.38 ± 0.00 bcdA |
| t3 | 16.34 ± 0.28 aA | 1.48 ± 0.02 bA | 2.40 ± 0.12 cdeB | 64.73 ± 0.17 hB | 14.24 ± 0.01 aB | 0.48 ± 0.02 bA | 0.34 ± 0.01 cB | |
| t1 | 14.80 ± 0.15 bcdA | 0.96 ± 0.01 cdeA | 2.57 ± 0.01 abcB | 72.12 ± 0.13 bA | 8.50 ± 0.02 bcC | 0.65 ± 0.01 abB | 0.39 ± 0.01 abB | |
| SEM | t2 | 14.02 ± 0.07 abcB | 0.97 ± 0.01 deA | 2.61 ± 0.02 bcB | 71.98 ± 0.08 cdA | 9.31 ± 0.00 cB | 0.68 ± 0.00 abA | 0.43 ± 0.01 aA |
| t3 | 13.58 ± 0.13 cdeC | 0.88 ± 0.01 eB | 2.74 ± 0.01 abcA | 71.19 ± 0.12 fB | 10.54 ± 0.01 cA | 0.63 ± 0.01 abB | 0.43 ± 0.01 bA | |
| t1 | 16.69 ± 0.17 aA | 1.41 ± 0.01 bcA | 2.42 ± 0.02 abcdA | 65.17 ± 0.15 eA | 13.35 ± 0.02 aC | 0.61 ± 0.01 abA | 0.35 ± 0.01 bcA | |
| COR | t2 | 16.21 ± 0.04 aB | 1.30 ± 0.00 dB | 2.37 ± 0.00 cdeB | 65.14 ± 0.03 fgA | 14.03 ± 0.00 aB | 0.60 ± 0.01 cdA | 0.36 ± 0.00 cdA |
| t3 | 15.92 ± 0.18 abB | 1.20 ± 0.02 cdC | 2.42 ± 0.02 bcdeA | 65.40 ± 0.16 hA | 14.16 ± 0.02 aA | 0.54 ± 0.00 abB | 0.36 ± 0.01 cA | |
| t1 | 15.40 ± 0.97 abcdA | 0.90 ± 0.40 defA | 1.88 ± 0.34 defA | 72.44 ± 0.69 bB | 8.48 ± 0.51 bcA | 0.58 ± 0.02 abA | 0.31 ± 0.05 cA | |
| CM | t2 | 13.72 ± 0.71 abcAB | 0.47 ± 0.01 fA | 2.37 ± 0.03 cdeAB | 74.72 ± 0.55 abcA | 7.89 ± 0.14 deA | 0.48 ± 0.02 efB | 0.35 ± 0.01 cdA |
| t3 | 11.13 ± 1.64 gB | 0.48 ± 0.02 fA | 2.46 ± 0.02 abcdA | 76.24 ± 1.27 bcA | 8.73 ± 0.35 deA | 0.59 ± 0.02 abA | 0.38 ± 0.01 cA | |
| t1 | 11.06 ± 0.28 gA | 0.49 ± 0.01 fB | 2.78 ± 0.02 abA | 74.19 ± 0.40 abA | 10.46 ± 0.09 bA | 0.62 ± 0.26 abA | 0.41 ± 0.00 abA | |
| OR | t2 | 12.10 ± 3.12 cA | 0.47 ± 0.03 fB | 2.57 ± 0.01 bcB | 75.23 ± 2.40 abA | 8.50 ± 0.61 cdB | 0.75 ± 0.06 aA | 0.38 ± 0.03 bcA |
| t3 | 12.13 ± 1.41 efgA | 0.56 ± 0.02 fA | 2.48 ± 0.03 abcdC | 75.32 ± 1.05 cdA | 8.44 ± 0.30 deB | 0.68 ± 0.05 aA | 0.37 ± 0.01 cA | |
| t1 | 14.12 ± 0.07 defA | 1.46 ± 0.00 bA | 1.98 ± 0.01 cdefB | 74.01 ± 0.04 abA | 7.49 ± 0.03 cB | 0.60 ± 0.02 abA | 0.35 ± 0.01 bcA | |
| BAM | t2 | 13.39 ± 0.83 bcA | 1.08 ± 0.51 dA | 2.32 ± 0.06 cdeA | 73.51 ± 1.89 bcdA | 8.82 ± 0.58 cdA | 0.53 ± 0.04 deA | 0.36 ± 0.01 cdA |
| t3 | 13.50 ± 0.11 cdeA | 1.33 ± 0.01 bcA | 2.27 ± 0.00 defA | 72.72 ± 0.13 efA | 9.23 ± 0.02 dA | 0.59 ± 0.01 abA | 0.36 ± 0.01 cA | |
| t1 | 16.04 ± 0.22 abA | 1.39 ± 0.09 bcB | 2.94 ± 0.15 aA | 68.22 ± 0.38 cdC | 10.44 ± 0.18 bA | 0.53 ± 0.01 abB | 0.45 ± 0.01 aA | |
| OTT | t2 | 14.40 ± 0.13 abcB | 1.91 ± 0.04 abA | 2.07 ± 0.17 eB | 71.75 ± 0.71 dB | 8.87 ± 0.52 cdB | 0.66 ± 0.03 bcA | 0.35 ± 0.01 dB |
| t3 | 12.45 ± 0.10 defgC | 1.17 ± 0.06 dC | 2.79 ± 0.14 abcA | 74.31 ± 0.23 deA | 8.38 ± 0.18 deB | 0.52 ± 0.01 abB | 0.36 ± 0.01 cB | |
| t1 | 15.04 ± 0.01 bcdA | 2.01 ± 0.01 aA | 1.97 ± 0.15 cdefC | 72.17 ± 0.12 bC | 7.77 ± 0.11 cA | 0.69 ± 0.01 abA | 0.35 ± 0.00 bcB | |
| OTTC | t2 | 12.69 ± 0.17 bcB | 1.12 ± 0.05 dB | 2.43 ± 0.11 cdB | 76.80 ± 0.39 aB | 6.10 ± 0.28 fB | 0.45 ± 0.02 fB | 0.41 ± 0.01 abA |
| t3 | 11.46 ± 0.13 fgC | 0.80 ± 0.11 eC | 2.91 ± 0.06 aA | 78.46 ± 0.47 aA | 5.45 ± 0.30 gC | 0.47 ± 0.05 bB | 0.46 ± 0.03 abA | |
| t1 | 14.44 ± 0.16 cdefB | 1.44 ± 0.06 bB | 1.62 ± 0.56 fB | 73.98 ± 1.04 abA | 7.45 ± 0.37 cC | 0.68 ± 0.01 abA | 0.39 ± 0.01 abA | |
| TDF | t2 | 15.23 ± 0.15 abA | 1.40 ± 0.02 cdB | 3.17 ± 0.11 aA | 67.69 ± 0.76 efC | 11.62 ± 0.51 bA | 0.47 ± 0.01 efB | 0.41 ± 0.02 abA |
| t3 | 14.35 ± 0.14 bcdB | 1.89 ± 0.05 aA | 2.00 ± 0.36 efB | 71.81 ± 0.69 fB | 8.95 ± 0.48 deB | 0.65 ± 0.02 abA | 0.34 ± 0.00 cB | |
| t1 | 13.25 ± 0.26 fB | 1.16 ± 0.28 bcdA | 2.23 ± 0.27 bcdeA | 75.46 ± 2.65 aA | 6.96 ± 2.33 cB | 0.53 ± 0.01 abA | 0.42 ± 0.07 abA | |
| CIC | t2 | 14.79 ± 0.30 abcA | 1.31 ± 0.05 cdA | 2.80 ± 0.25 bA | 68.47 ± 0.68 eB | 11.73 ± 0.59 bA | 0.46 ± 0.01 efB | 0.44 ± 0.01 aA |
| t3 | 14.83 ± 0.28 abcA | 1.28 ± 0.02 cdA | 2.86 ± 0.35 abA | 68.06 ± 0.45 gB | 12.02 ± 0.90 bA | 0.46 ± 0.01 bB | 0.48 ± 0.03 aA |
1. Data are expressed as mean ± standard deviation of three replicates. C18:3 is the sum of alpha and gamma-linolenic acid. A, B, C in the same column, between the three harvesting times for the same cultivar, indicate significant differences between the means (p < 0.05). a, b, c, d, e, f, g, h in the same column, at the same harvesting time for the different cultivars, indicate significant differences between the means (p < 0.05).
Figure 1DSC thermograms of the thirteen olive oils (t1) divided by region of origin. A–D: cooling thermograms; E–H: heating thermograms. p1c, p2c: main thermal events on cooling; p1h, p2h, p3h: main thermal events on heating.
DSC cooling parameters of 13 Italian minor olive oils from harvested at three different maturation stages 1.
| Ton_C | Toff_C | Range_C | ΔH_C | Tp1_C | Tp2_C | ||
|---|---|---|---|---|---|---|---|
| TOR | t1 | −11.08 ± 0.51 bcdA | −43.59 ± 0.49 aA | 32.51 ± 0.09 gA | 67.73 ± 1.64 aA | −35.78 ± 0.62 abA | −13.75 ± 0.17 bcA |
| t2 | −12.03 ± 0.33 eAB | −43.77 ± 0.67 aA | 31.74 ± 1.00 fA | 64.45 ± 3.10 abA | −35.09 ± 0.86 abA | −14.99 ± 0.57 cdeB | |
| t3 | −12.82 ± 0.34 efB | −43.47 ± 0.59 aA | 30.65 ± 0.82 gA | 67.43 ± 2.63 abA | −34.60 ± 0.10 abA | −15.55 ± 0.61 efB | |
| DR | t1 | −12.04 ± 0.37 deA | −46.79 ± 0.82 bA | 34.75 ± 0.44 fgA | 67.12 ± 1.96 aAB | −36.46 ± 0.21 bcA | −14.96 ± 0.67 dcA |
| t2 | −12.84 ± 0.28 fA | −47.46 ± 0.45 bcdeA | 34.62 ± 0.73 deA | 65.71 ± 1.02 abB | −36.87 ± 0.37 cdeA | −16.27 ± 0.09 efB | |
| t3 | −12.60 ± 0.41 deA | −46.34 ± 0.99 bA | 33.74 ± 1.26 fA | 70.45 ± 2.40 aA | −35.56 ± 0.93 bA | −16.90 ± 0.19 gB | |
| GEN | t1 | −11.39 ± 0.43 bcdA | −47.48 ± 1.98 bcA | 36.09 ± 1.92 efA | 64.05 ± 3.20 abcA | −40.19 ± 0.20 fB | −14.00 ± 0.48 bcA |
| t2 | −12.12 ± 0.33 efA | −49.36 ± 0.34 defA | 37.24 ± 0.60 cdA | 63.16 ± 1.53 abA | −40.62 ± 0.55 iB | −14.70 ± 0.88 cdeA | |
| t3 | −11.44 ± 0.56 cA | −48.49 ± 0.88 cdeA | 37.05 ± 0.56 cdeA | 67.04 ± 2.54 abcA | −38.98 ± 0.35 cdA | −13.83 ± 0.37 bcA | |
| SIV | t1 | −11.25 ± 0.05 bcdAB | −51.97 ± 0.20 efA | 40.72 ± 0.22 abC | 61.80 ± 1.85 cA | −42.15 ± 0.13 gA | −14.13 ± 0.44 bcA |
| t2 | −11.00 ± 0.18 bcdA | −52.70 ± 0.20 ghB | 41.70 ± 0.16 aB | 61.09 ± 2.91 bA | −43.11 ± 0.24 jB | −14.49 ± 0.53 cdeA | |
| t3 | −11.33 ± 0.12 cB | −53.53 ± 0.03 fC | 42.21 ± 0.14 aA | 61.49 ± 2.82 cA | −43.27 ± 0.10 eB | −14.93 ± 0.36 deA | |
| SEM | t1 | −10.87 ± 0.08 bcdA | −50.29 ± 0.18 deA | 39.43 ± 0.26 bcdA | 65.02 ± 0.13 abcA | −39.23 ± 0.13 efA | −15.09 ± 0.04 cdA |
| t2 | −11.42 ± 0.38 deA | −49.82 ± 0.60 efA | 38.40 ± 0.49 bcA | 63.48 ± 1.38 abA | −39.61 ± 0.16 hiB | −15.18 ± 0.32 deA | |
| t3 | −11.71 ± 0.49 cA | −49.62 ± 0.51 eA | 37.91 ± 0.92 cdA | 63.73 ± 2.89 bcA | −40.32 ± 0.11 dC | −15.40 ± 0.18 eA | |
| COR | t1 | −9.72 ± 0.06 abA | −52.43 ± 0.39 fA | 42.71 ± 0.45 aA | 65.00 ± 1.47 abcA | −42.44 ± 0.15 gA | −13.25 ± 0.28 bA |
| t2 | −10.26 ± 0.34 bB | −52.84 ± 0.89 ghA | 42.58 ± 1.23 aA | 62.96 ± 0.69 abB | −42.59 ± 0.02 jAB | −13.32 ± 0.38 bcA | |
| t3 | −10.41 ± 0.32 bB | −52.58 ± 0.90 fA | 42.20 ± 0.99 aA | 63.80 ± 0.71 bcAB | −42.70 ± 0.19 eB | −14.25 ± 0.31 bcdB | |
| CM | t1 | −13.59 ± 0.11 efB | −47.33 ± 0.21 bcA | 33.74 ± 0.31 fgA | 64.71 ± 1.02 abcA | −37.58 ± 0.03 cdB | −16.28 ± 0.14 deB |
| t2 | −12.85 ± 0.04 fA | −47.37 ± 0.59 bcdA | 34.53 ± 0.63 deA | 65.83 ± 1.20 abA | −35.79 ± 0.18 abcA | −15.12 ± 0.23 deA | |
| t3 | −13.69 ± 0.00 fB | −47.40 ± 0.39 bcA | 33.71 ± 0.39 fA | 64.51 ± 1.25 bcA | −35.51 ± 0.67 bA | −16.47 ± 0.43 fgB | |
| OR | t1 | −14.22 ± 1.90 fA | −47.11 ± 0.10 bcA | 32.89 ± 1.80 gB | 63.41 ± 0.05 abcB | −38.77 ± 0.95 deB | −17.23 ± 1.61 eA |
| t2 | −13.70 ± 0.15 gA | −47.20 ± 0.01 bcdA | 33.50 ± 0.14 efAB | 67.17 ± 0.41 aA | −37.55 ± 0.55 defB | −17.25 ± 0.38 fA | |
| t3 | −11.88 ± 0.22 cdA | −47.63 ± 0.05 bcdB | 35.75 ± 0.26 defA | 67.31 ± 1.02 abA | −34.21 ± 0.66 abA | −15.04 ± 0.27 deA | |
| BAM | t1 | −11.57 ± 0.15 cdA | −44.41 ± 0.53 aA | 32.84 ± 0.45 gB | 66.79 ± 1.66 abA | −34.83 ± 0.23 aA | −13.30 ± 0.24 bA |
| t2 | −11.05 ± 0.20 cdA | −45.61 ± 1.26 abAB | 34.56 ± 1.27 deAB | 65.47 ± 2.25 abA | −36.17 ± 0.66 bcdB | −13.42 ± 0.45 bcdA | |
| t3 | −11.36 ± 0.27 cA | −46.93 ± 0.47 bcB | 35.57 ± 0.73 efA | 66.02 ± 2.04 abcA | −37.64 ± 0.01 cC | −13.90 ± 0.27 bcA | |
| OTT | t1 | −8.31 ± 0.28 aA | −48.94 ± 0.55 dA | 40.63 ± 0.83 abA | 62.655 ± 0.63 bcA | −38.66 ± 0.61 deA | −9.69 ± 0.05 aA |
| t2 | −8.81 ± 0.10 aAB | −49.04 ± 0.27 cdefA | 40.22 ± 0.33 abA | 63.64 ± 1.00 abA | −39.30 ± 0.87 ghiA | −10.33 ± 0.26 aAB | |
| t3 | −9.10 ± 0.34 aA | −49.33 ± 0.37 deA | 40.23 ± 0.71 abA | 63.72 ± 1.66 bcA | −38.62 ± 0.25 cA | −10.63 ± 0.40 aB | |
| OTTC | t1 | −10.51 ± 0.34 bcdA | −48.52 ± 0.43 bcdA | 38.01 ± 0.33 cdeA | 64.40 ± 1.20 abcA | −37.97 ± 0.10 deA | −12.99 ± 0.13 bA |
| t2 | −10.57 ± 0.51 bcA | −50.86 ± 1.87 fgA | 40.29 ± 2.03 abA | 62.44 ± 2.86 abA | −38.47 ± 0.29 fghA | −12.67 ± 0.61 bA | |
| t3 | −11.30 ± 0.09 bcA | −50.20 ± 0.04 eA | 38.90 ± 0.05 bcA | 65.29 ± 1.68 abcA | −37.62 ± 0.87 cA | −13.65 ± 0.27 bB | |
| TDF | t1 | −9.79 ± 0.47 abcA | −50.15 ± 0.49 deA | 40.36 ± 0.42 abcB | 64.11 ± 1.18 abcA | −37.89 ± 0.58 dA | −12.81 ± 0.30 bA |
| t2 | −11.09 ± 0.17 cdB | −53.52 ± 1.63 hB | 42.43 ± 1.80 aA | 63.85 ± 1.23 abA | −37.83 ± 0.23 efgA | −13.28 ± 0.37 bcA | |
| t3 | −11.78 ± 0.17 cdB | −49.81 ± 0.24 eA | 38.03 ± 0.07 cC | 64.26 ± 0.16 bcA | −37.89 ± 0.25 cA | −14.20 ± 0.18 bcdB | |
| CIC | t1 | −10.12 ± 0.26 bcA | −47.34 ± 0.34 bcA | 37.23 ± 0.60 deA | 66.81 ± 1.33 abA | −35.23 ± 0.86 abA | −13.03 ± 0.21 bA |
| t2 | −11.13 ± 0.08 cdB | −46.90 ± 0.80 bcA | 35.77 ± 0.88 cdeA | 67.26 ± 1.73 aA | −34.55 ± 1.34 aA | −13.83 ± 0.12 bcdB | |
| t3 | −11.75 ± 0.33 cdC | −47.12 ± 1.76 bcA | 35.37 ± 2.09 efA | 67.63 ± 1.57 abA | −33.28 ± 1.38 aA | −14.63 ± 0.04 cdeC |
1. Data are expressed as mean ± standard deviation of three replicates. Different capital letters in the same column, between the three harvesting times for the same cultivar, indicate significant differences between the means (p < 0.05). Different small letters in the same column, at the same harvesting time for the different cultivars, indicate significant differences between the means (p < 0.05).
DSC heating parameters of 13 minor Italian olive oils harvested at three different maturation stages 1.
| Ton_H | Toff_H | Range_H | ΔH_H | Tp1_H | Tp2_H | Tp3_H | ||
|---|---|---|---|---|---|---|---|---|
| TOR | t1 | −37.29 ± 0.31 gA | 13.36 ± 0.05 bcdA | 50.65 ± 0.36 aA | 69.91 ± 0.53 abcdA | −16.06 ± 0.04 aA | −4.85 ± 0.03 abB | 8.59 ± 0.12 cdefA |
| t2 | −36.96 ± 0.15 fA | 12.94 ± 0.34 bcdAB | 49.90 ± 0.39 aAB | 66.29 ± 2.47 deA | −17.90 ± 1.55 bcAB | −4.71 ± 0.14 aB | 8.15 ± 0.05 cdB | |
| t3 | −37.02 ± 0.24 fA | 12.47 ± 0.05 cdB | 49.49 ± 0.28 aB | 70.79 ± 2.58 abcA | −19.27 ± 0.78 cdeB | −4.46 ± 0.10 aA | 7.69 ± 0.02 deC | |
| DR | t1 | −36.98 ± 0.45 gA | 13.59 ± 0.37 abcdA | 50.57 ± 0.39 aA | 68.83 ± 1.86 abcdA | −20.82 ± 0.32 fgA | −6.80 ± 0.50 efgA | 9.29 ± 0.44 bcA |
| t2 | −36.63 ± 0.34 efA | 12.77 ± 0.63 cdeA | 49.40 ± 0.97 aA | 66.70 ± 0.87 deA | −20.49 ± 1.44 fgA | −7.31 ± 0.64 deA | 8.21 ± 0.92 cdA | |
| t3 | −36.30 ± 1.09 fA | 13.00 ± 0.25 abcA | 49.30 ± 1.22 aA | 71.47 ± 3.26 abA | −20.45 ± 0.16 defA | −5.75 ± 0.87 bcdA | 8.40 ± 0.28 bcA | |
| GEN | t1 | −31.47 ± 0.32 eB | 14.10 ± 0.26 abA | 45.56 ± 0.27 bA | 66.95 ± 2.05 deB | −19.19 ± 0.12 deA | −8.07 ± 0.26 iB | 9.79 ± 0.22 abA |
| t2 | −30.58 ± 0.09 dA | 13.53 ± 0.28 abAB | 44.11 ± 0.36 bB | 68.28 ± 0.68 bcdeAB | −19.89 ± 0.35 efA | −8.28 ± 0.60 eB | 9.46 ± 0.12 abA | |
| t3 | −31.03 ± 0.28 dAB | 13.14 ± 0.26 abB | 44.17 ± 0.54 bB | 72.03 ± 2.38 abA | −19.28 ± 1.15 cdeA | −7.09 ± 0.10 eA | 8.67 ± 0.07 bB | |
| SIV | t1 | −29.86 ± 0.11 dA | 11.89 ± 0.06 fA | 41.75 ± 0.16 cA | 64.64 ± 1.96 eA | −21.35 ± 0.05 gA | −7.70 ± 0.33 hiA | 7.65 ± 0.03 gA |
| t2 | −29.27 ± 0.19 cA | 11.17 ± 0.27 gB | 40.44 ± 0.43 cB | 64.76 ± 2.09 eA | −21.77 ± 0.04 gB | −7.57 ± 0.66 eA | 7.28 ± 0.14 efB | |
| t3 | −29.57 ± 0.43 cdA | 11.67 ± 0.19 efA | 41.24 ± 0.53 cAB | 65.52 ± 2.53 cA | −21.84 ± 0.06 fB | −7.03 ± 0.21 eA | 7.24 ± 0.08 eB | |
| SEM | t1 | −28.45 ± 0.57 cA | 12.45 ± 0.09 efA | 40.90 ± 0.47 cdAB | 67.84 ± 0.88 bcdeA | −19.35 ± 0.08 deA | −5.02 ± 0.03 abA | 7.83 ± 0.01 efgA |
| t2 | −29.26 ± 0.33 cA | 12.36 ± 0.11 deA | 41.62 ± 0.41 cA | 66.63 ± 1.50 deA | −19.61 ± 0.02 defB | −5.50 ± 0.34 abAB | 7.65 ± 0.09 deB | |
| t3 | −29.00 ± 0.24 bcA | 11.54 ± 0.17 fB | 40.54 ± 0.08 cB | 67.41 ± 3.18 bcA | −19.80 ± 0.04 cdefC | −5.65 ± 0.15 bcB | 7.23 ± 0.08 eC | |
| COR | t1 | −28.66 ± 0.18 cA | 12.34 ± 0.30 efA | 41.00 ± 0.48 cdA | 66.42 ± 0.38 deA | −20.85 ± 0.08 fgA | −6.42 ± 0.10 defA | 8.36 ± 0.17 defgA |
| t2 | −29.11 ± 0.36 cA | 12.02 ± 0.28 efA | 41.12 ± 0.64 cA | 66.08 ± 0.42 deA | −21.10 ± 0.01 fgB | −7.30 ± 0.08 deB | 7.93 ± 0.08 deB | |
| t3 | −28.90 ± 0.42 bcA | 12.23 ± 0.34 deA | 41.13 ± 0.56 cA | 65.10 ± 0.45 cB | −21.13 ± 0.10 efB | −6.61 ± 0.12 deA | 7.68 ± 0.15 deB | |
| CM | t1 | −26.46 ± 0.59 aA | 12.45 ± 0.18 efA | 38.91 ± 0.77 fA | 70.83 ± 0.60 abA | −17.46 ± 0.54 bA | −6.76 ± 0.14 efgB | 7.74 ± 0.04 fgA |
| t2 | −26.48 ± 0.56 aA | 11.47 ± 0.25 fgB | 37.95 ± 0.30 dB | 71.78 ± 1.67 abcA | −16.18 ± 0.10 aB | −5.55 ± 0.13 abA | 6.61 ± 0.24 fB | |
| t3 | −27.08 ± 0.45 aA | 10.74 ± 0.04 gC | 37.82 ± 0.40 eB | 71.47 ± 1.69 abA | −16.38 ± 0.28 abA | −5.43 ± 0.04 bA | 5.99 ± 0.01 fC | |
| OR | t1 | −26.40 ± 0.06 aAB | 10.62 ± 0.94 gB | 37.01 ± 1.00 gAB | 70.74 ± 0.01 abcC | −19.03 ± 1.32 cdeA | −7.20 ± 0.65 ghB | 6.03 ± 1.34 hA |
| t2 | −26.08 ± 0.16 aA | 10.01 ± 0.06 hB | 36.09 ± 0.10 eB | 75.57 ± 0.62 aA | −17.48 ± 0.38 abcA | −6.57 ± 0.33 cdB | 5.23 ± 0.11 gA | |
| t3 | −26.91 ± 0.62 aB | 11.18 ± 0.28 fgA | 38.09 ± 0.91 deA | 73.43 ± 1.85 aB | −18.01 ± 2.68 bcdA | −4.92 ± 0.57 abA | 6.34 ± 0.06 fA | |
| BAM | t1 | −35.25 ± 0.34 fA | 14.25 ± 0.24 aA | 49.50 ± 0.57 aA | 69.91 ± 0.78 abcdA | −19.57 ± 0.76 efA | −5.93 ± 0.11 cdA | 10.61 ± 0.05 aA |
| t2 | −35.52 ± 0.98 eA | 13.74 ± 0.00 aAB | 49.26 ± 0.98 aA | 67.15 ± 1.85 cdeA | −20.72 ± 0.11 fgA | −6.19 ± 0.14 bcA | 9.72 ± 0.11 aB | |
| t3 | −34.26 ± 1.78 eA | 13.29 ± 0.61 abB | 47.55 ± 2.39 aA | 67.87 ± 0.42 abcA | −18.80 ± 1.80 bcdeA | −6.50 ± 0.52 cdeA | 8.73 ± 0.66 bC | |
| OTT | t1 | −27.82 ± 0.04 bcA | 13.51 ± 0.33 abcdA | 41.33 ± 0.37 cdA | 67.23 ± 0.07 cdeA | −18.23 ± 0.37 bcdA | −5.56 ± 0.33 bcA | 8.98 ± 0.01 bcdA |
| t2 | −27.37 ± 0.22 abA | 12.89 ± 0.28 bcdB | 40.26 ± 0.23 cAB | 69.14 ± 1.76 bcdeA | −18.66 ± 0.38 cdeA | −6.28 ± 0.26 bcB | 8.21 ± 0.22 cdB | |
| t3 | −27.09 ± 0.79 aA | 12.69 ± 0.29 bcdB | 39.78 ± 1.08 cdeB | 67.25 ± 1.51 bcA | −18.38 ± 0.01 bcdA | −6.54 ± 0.22 cdeB | 7.98 ± 0.25 cdB | |
| OTTC | t1 | −27.85 ± 0.10 bcAB | 13.67 ± 0.10 abcA | 41.52 ± 0.20 cdA | 68.39 ± 0.99 abcdA | −17.84 ± 0.24 bcA | −7.03 ± 0.08 fghA | 9.48 ± 0.10 bcA |
| t2 | −28.05 ± 0.09 bcB | 13.40 ± 0.34 abcA | 41.45 ± 0.43 cA | 66.52 ± 3.10 deA | −17.90 ± 0.44 bcA | −7.71 ± 0.37 eB | 8.79 ± 0.30 bcB | |
| t3 | −27.71 ± 0.21 abA | 13.35 ± 0.28 aA | 41.06 ± 0.49 cA | 71.42 ± 2.34 abA | −19.56 ± 1.75 cdefA | −8.16 ± 0.35 fB | 9.32 ± 0.33 aAB | |
| TDF | t1 | −27.32 ± 0.43 abA | 12.99 ± 0.26 cdeA | 40.30 ± 0.64 deA | 68.17 ± 0.62 bcdeA | −18.28 ± 0.61 bcdA | −6.16 ± 0.41 cdeA | 8.72 ± 0.10 cdeA |
| t2 | −28.02 ± 0.64 bcA | 12.61 ± 0.29 deAB | 40.62 ± 0.35 cA | 69.69 ± 1.46 bcdA | −18.17 ± 0.13 bcdA | −7.36 ± 0.01 deB | 7.57 ± 0.25 deB | |
| t3 | −27.83 ± 0.74 abcA | 12.26 ± 0.05 deB | 40.08 ± 0.79 cdA | 69.45 ± 0.69 abcA | −17.78 ± 0.15 abcA | −6.60 ± 0.12 cdeA | 7.27 ± 0.13 eB | |
| CIC | t1 | −26.54 ± 0.67 aA | 12.89 ± 0.15 deA | 39.42 ± 0.52 efA | 71.80 ± 2.06 aA | −15.70 ± 0.74 aA | −4.75 ± 0.08 aA | 8.10 ± 0.00 defgA |
| t2 | −28.35 ± 1.27 bcB | 12.52 ± 0.39 deAB | 40.87 ± 1.66 cA | 72.70 ± 2.15 abA | −16.47 ± 0.78 abA | −5.31 ± 0.04 abB | 7.93 ± 0.20 deA | |
| t3 | −27.32 ± 0.83 abAB | 12.38 ± 0.19 cdB | 39.69 ± 0.64 cdeA | 73.35 ± 1.83 aA | −15.54 ± 0.53 aA | −4.38 ± 0.46 aA | 7.37 ± 0.01 eB |
1. Data are expressed as the mean ± standard deviation of three replicates. Different capital letters in the same column, between the three harvesting times for the same cultivar, indicate significant differences between the means (p < 0.05). Different small letters in the same column, at the same harvesting time for the different cultivars, indicate significant differences between the means (p < 0.05).
Figure 2Viscosity of 13 olive oils from minor Italian cultivars harvested at three different maturation stages. Data are expressed as the mean of three replicates ± standard deviations. Different capital letters, between the three harvesting times for the same cultivar, indicate significant differences (p < 0.05). Different small letters, at the same harvesting time for the different cultivars, indicate significant differences (p < 0.05).
Figure 3Chlorophyll content of 13 olive oils from minor Italian cultivars harvested at three different maturation stages. Data are expressed as the mean of three replicates ± standard deviations. Different capital letters, between the three harvesting times for the same cultivar, indicate significant differences (p < 0.05). Different small letters, at the same harvesting time for the different cultivars, indicate significant differences (p < 0.05).
Color parameters of 13 minor Italian olive oils harvested at three maturation stages 1.
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|---|---|---|---|---|
| t1 | 53.67 ± 0.58 Bc | −7.33 ± 0.58 Acd | 53.00 ± 3.46 Aab | |
| TOR | t2 | 55.00 ± 0.00 Acd | −7.00 ± 0.00 Ade | 46.00 ± 2.65 ABb |
| t3 | 55.33 ± 0.58 Ac | −7.00 ± 0.00 Ad | 42.33 ± 3.51 Bb | |
| t1 | 56.33 ± 0.58 Aa | −6.00 ± 0.00 Aa | 25.33 ± 3.21 Bd | |
| DR | t2 | 56.67 ± 0.58 Aab | −6.00 ± 0.00 Acd | 25.00 ± 0.00 Bc |
| t3 | 56.33 ± 0.58 Abc | −6.67 ± 0.58 Acd | 36.00 ± 5.20 Abc | |
| t1 | 55.67 ± 0.58 Aab | −7.00 ± 0.00 Abc | 43.33 ± 8.14 Aabc | |
| GEN | t2 | 55.00 ± 1.00 Acd | −7.67 ± 0.58 Ae | 43.67 ± 4.16 Ab |
| t3 | 56.00 ± 0.00 Abc | −7.33 ± 0.58 Ad | 44.33 ± 5.51 Ab | |
| t1 | 55.33 ± 0.58 Bab | −8.00 ± 0.00 Cd | 46.00 ± 0.00 Aabc | |
| SIV | t2 | 58.00 ± 0.00 Aa | −6.00 ± 0.58 Acd | 26.67 ± 0.58 Cc |
| t3 | 57.67 ± 0.58 Aa | −7.00 ± 0.58 Bd | 30.33 ± 0.58 Bc | |
| t1 | 46.33 ± 0.58 Be | −8.00 ± 0.58 Bd | 50.67 ± 0.58 Cabc | |
| SEM | t2 | 50.67 ± 0.58 Ag | −7.67 ± 0.58 ABe | 53.67 ± 0.58 Ba |
| t3 | 51.00 ± 0.00 Ae | −7.00 ± 0.00 Ad | 55.00 ± 0.00 Aa | |
| t1 | 55.00 ± 0.00 Babc | −8.00 ± 0.00 Bd | 56.00 ± 0.00 Aa | |
| COR | t2 | 56.00 ± 0.00 Abc | −8.00 ± 0.00 Be | 54.00 ± 0.00 Ba |
| t3 | 56.50 ± 0.50 Aabc | −7.00 ± 0.00 Ad | 44.00 ± 1.00 Cb | |
| t1 | 51.67 ± 0.58 Bd | −7.33 ± 0.58 Acd | 55.33 ± 1.15 Ba | |
| CM | t2 | 56.00 ± 0.00 Abc | −7.00 ± 0.00 Ade | 58.67 ± 0.58 Aa |
| t3 | 56.00 ± 0.00 Abc | −7.00 ± 0.00 Ad | 59.00 ± 0.00 Aa | |
| t1 | 47.00 ± 0.00 Ce | −9.00 ± 0.00 Be | 51.00 ± 0.00 Cabc | |
| OR | t2 | 52.67 ± 0.58 Af | −7.67 ± 0.58 Ae | 56.00 ± 0.00 Aa |
| t3 | 49.67 ± 0.58 Bf | −7.00 ± 0.00 Ad | 53.67 ± 0.58 Ba | |
| t1 | 47.33 ± 0.58 Ce | −9.00 ± 0.00 Be | 51.33 ± 0.58 Cabc | |
| BAM | t2 | 56.00 ± 0.00 Abc | −7.00 ± 0.00 Ade | 58.67 ± 0.58 Aa |
| t3 | 54.00 ± 0.00 Bd | −7.33 ± 0.58 Ad | 56.33 ± 0.58 Ba | |
| t1 | 55.00 ± 0.00 Babc | −6.33 ± 0.58 Bab | 39.67 ± 2.52 Abc | |
| OTT | t2 | 54.33 ± 0.58 Bde | −4.33 ± 0.58 Aab | 20.67 ± 2.52 Bcd |
| t3 | 56.50 ± 0.50 Aabc | −4.00 ± 0.00 Aab | 18.50 ± 2.50 Bd | |
| t1 | 55.00 ± 0.00 Babc | −6.33 ± 0.58 Bab | 38.67 ± 10.79 Acd | |
| OTTC | t2 | 55.00 ± 0.00 Bcd | −5.00 ± 0.00 Abc | 26.33 ± 3.21 ABc |
| t3 | 56.00 ± 0.00 Abc | −4.50 ± 0.50 Ab | 17.50 ± 0.50 Bd | |
| t1 | 54.67 ± 0.58 ABbc | −7.00 ± 0.00 Bbc | 43.00 ± 3.00 Aabc | |
| TDF | t2 | 53.33 ± 0.58 Bef | −3.33 ± 0.58 Aa | 15.67 ± 1.15 Bd |
| t3 | 55.67 ± 0.58 Abc | −3.33 ± 0.58 Aa | 15.67 ± 0.58 Bd | |
| t1 | 54.33 ± 1.15 Bbc | −7.00 ± 0.00 Bbc | 48.67 ± 7.77 Aabc | |
| CIC | t2 | 55.33 ± 0.58 ABbcd | −5.67 ± 0.58 Ac | 25.33 ± 4.62 Bc |
| t3 | 56.67 ± 0.58 Aab | −5.67 ± 0.58 Ac | 30.3 ± 35.13 Bc |
1. Data are expressed as the mean ± standard deviation of three replicates. Different capital letters in the same column, between the three harvesting times for the same cultivar, indicate significant differences between the means (p < 0.05). Different small letters in the same column, at the same harvesting time for the different cultivars, indicate significant differences between the means (p < 0.05).
Figure 4Projections of the variables on a factor plane.
Figure 5Projections of the cases on a factor plane.