Authenticity in Olive Oils from an Empeltre Clonal Selection in Aragon (Spain): How Environmental, Agronomic, and Genetic Factors Affect Sterol Composition
Abstract
:1. Introduction
2. Materials and Methods
2.1. Plant Material and Fruit Samples
2.2. Olive Oil Extraction
2.3. Determination of Physicochemical Quality Parameters
2.4. Determination of Sterol Composition
2.5. Statistical Analysis
3. Results and Discussion
3.1. Sterol Composition and Regulatory Compliance of Empeltre Olive Oils
3.2. Factors Exerting an Influence on Sterol Composition
3.3. Changes in Sterol Composition According to Degree of Olive Ripeness
3.4. Changes in Sterol Composition by Crop Year Effect
3.5. Changes in Sterol Composition According to Clonal Type
3.6. Discriminant Analysis
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Parameter | Mean ± sd | Range | Percentiles | |||
---|---|---|---|---|---|---|
25 | 50 | 75 | 90 | |||
free acidity (% oleic acid) | 0.16 ± 0.04 | 0.07–0.26 | 0.13 | 0.15 | 0.18 | 0.13 |
peroxides value (meq O2/kg) | 6.3 ± 2.7 | 2.2–14.5 | 4.28 | 5.45 | 8.03 | 4.28 |
K270 | 0.11 ± 0.02 | 0.07–0.17 | 0.10 | 0.11 | 0.12 | 0.10 |
K232 | 1.67 ± 0.17 | 1.38–2.08 | 1.55 | 1.64 | 1.79 | 1.55 |
Cholesterol a | 0.08 ± 0.02 | 0.05–0.15 | 0.07 | 0.08 | 0.10 | 0.11 |
Brassicasterol a | nd | nd | nd | nd | nd | nd |
24-methylene-cholesterol | 0.07 ± 0.04 | 0.01–0.22 | 0.05 | 0.06 | 0.09 | 0.12 |
Campesterol a | 3.16 ± 0.21 | 2.77–3.59 | 2.98 | 3.17 | 3.31 | 3.45 |
campestanol | 0.38 ± 0.05 | 0.30–0.57 | 0.34 | 0.37 | 0.42 | 0.45 |
Stigmasterol a | 1.34 ± 0.81 | 0.45–3.05 | 0.68 | 0.90 | 2.14 | 2.58 |
clerosterol | 1.02 ± 0.13 | 0.49–1.45 | 0.95 | 1.00 | 1.07 | 1.17 |
β-sitosterol | 85.58 ± 1.54 | 81.87–89.36 | 84.70 | 85.63 | 86.39 | 87.66 |
sitostanol | 0.47 ± 0.12 | 0.30–0.85 | 0.38 | 0.44 | 0.56 | 0.65 |
Δ5-avenasterol | 5.62 ± 1.32 | 2.74–8.37 | 4.74 | 5.80 | 6.45 | 7.37 |
Δ5,24-stigmastadienol | 0.82 ± 0.20 | 0.47–1.29 | 0.66 | 0.78 | 1.00 | 1.12 |
Δ7-stigmastenol a | 0.46 ± 0.10 | 0.23–0.76 | 0.40 | 0.45 | 0.51 | 0.60 |
Δ7-avenasterol | 0.95 ± 0.22 | 0.47–1.47 | 0.79 | 0.96 | 1.09 | 1.25 |
app. β-sitosterol a | 93.52 ± 0.72 | 92.04–94.54 | 92.86 | 93.79 | 94.13 | 94.26 |
total sterols a | 1490 ± 204 | 1158–1943 | 1312 | 1452 | 1696 | 1792 |
Parameter | Crop Year (Y) | Clone (C) | Fruit Maturity (M) | Y × C | Y × M | C × M | Y × C × M |
---|---|---|---|---|---|---|---|
cholesterol a | 34.8 *** | 0.8 | 6.3 ** | 3.0 * | 1.4 | 1.4 | 2.1 |
24-methylene-cholesterol | 26.5 *** | 4.6 ** | 19.9 *** | 2.9 * | 0.9 | 1.3 | 1.2 |
campesterol a | 11.2 *** | 41.8 *** | 13.9 *** | 7.3 *** | 3.5 * | 3.2 ** | 1.1 |
campestanol | 6.2 ** | 4.3 ** | 4.7 * | 2.6* | 0.7 | 1.3 | 0.8 |
stigmasterol a | 37.8 *** | 0.5 | 8.3 *** | 0.2 | 2.7 | 0.4 | 0.3 |
clerosterol | 8.1 *** | 1.8 | 0.9 | 1.7 | 1.6 | 1.7 | 2.3 * |
β-sitosterol | 14.3 *** | 2.2 | 8.6 *** | 1.4 | 0.9 | 0.5 | 0.5 |
sitostanol | 5.7 ** | 2 | 25.7 *** | 2.2 | 0.3 | 0.1 | 0.3 |
Δ5-avenasterol | 24.9 *** | 2.1 | 7.6 ** | 1.3 | 1.9 | 0.2 | 0.7 |
Δ5,24-stigmastadienol | 72.8 *** | 8.2 *** | 3.5 * | 3.8 ** | 4.8 ** | 2 | 1.2 |
Δ7-stigmastenol a | 15.1 *** | 20.4 *** | 1.8 | 3.5 ** | 6 *** | 3.8 ** | 0.9 |
Δ7-avenasterol | 31.8 *** | 17 *** | 3 | 3.1 * | 6.8 *** | 1.8 | 0.8 |
app. β-sitosterol a | 27.6 *** | 1.1 | 7.4 ** | 0.4 | 1 | 0.6 | 0.5 |
β-sitosterol/Δ5-avenasterol | 7.6 ** | 1.3 | 3.8 * | 0.5 | 0.7 | 0.1 | 0.4 |
total sterols a | 54.8 *** | 5.9 ** | 13.3 *** | 4.2 ** | 1.3 | 1.0 | 2.0 |
Clone 2 (C-2) | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Crop year 2017 | Crop year 2018 | |||||||||||
Parameter | 4 Oct | 18 Oct | 7 Nov | 22 Nov | 29 Nov | 13 Dec | 1 Oct | 15 Oct | 28 Oct | 11 Nov | 25 Nov | 11 Dec |
ripening index | 2.4 | 3.2 | 4.0 | 5.1 | 5.5 | 6.1 | 1.1 | 1.7 | 2.7 | 2.9 | 3.6 | 4.2 |
cholesterol b | 0.05 ± 0.01a | 0.06 ± 0.00a | 0.07 ± 0.01a | 0.06 ± 0.00a | 0.06 ± 0.01a | 0.06 ± 0.00a | 0.08 ± 0.01a | 0.11 ± 0.01bc | 0.10 ± 0.00ab | 0.10 ± 0.00abc | 0.12 ± 0.01c | 0.12 ± 0.00c |
brassicasterol b | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
24-methylene-cholesterol | 0.04 ± 0.01a | 0.05 ± 0.01a | 0.06 ± 0.01a | 0.07 ± 0.01a | 0.06 ± 0.00a | 0.07 ± 0.01a | 0.02 ± 0.00a | 0.04 ± 0.00a | 0.06 ± 0.00b | 0.05 ± 0.02b | 0.07 ± 0.01b | 0.06 ± 0.02b |
campesterol b | 2.99 ± 0.02a | 2.83 ± 0.02a | 2.86 ± 0.00a | 2.86 ± 0.06a | 2.81 ± 0.02a | 2.84 ± 0.06a | 3.33 ± 0.05a | 3.21 ± 0.03b | 3.10 ± 0.03c | 3.10 ± 0.05c | 3.07 ± 0.01c | 3.14 ± 0.00bc |
campestanol | 0.34 ± 0.03a | 0.32 ± 0.02a | 0.35 ± 0.01a | 0.30 ± 0.03a | 0.32 ± 0.01a | 0.30 ± 0.00a | 0.41 ± 0.04a | 0.46 ± 0.00a | 0.41 ± 0.11a | 0.31 ± 0.03a | 0.37 ± 0.03a | 0.34 ± 0.02a |
stigmasterol b | 0.54 ± 0.01a | 0.53 ± 0.00b | 0.76 ± 0.00c | 0.71 ± 0.01d | 0.60 ± 0.01e | 0.59 ± 0.01e | 0.67 ± 0.00a | 0.75 ± 0.02b | 2.53 ± 0.02c | 2.67 ± 0.01d | 2.45 ± 0.01e | 2.02 ± 0.01f |
clerosterol | 1.02 ± 0.03a | 0.99 ± 0.00a | 0.92 ± 0.04b | 0.93 ± 0.00b | 0.93 ± 0.00b | 0.92 ± 0.01b | 1.13 ± 0.01a | 0.99 ± 0.03a | nd | 0.95 ± 0.08a | 1.00 ± 0.00a | 0.94 ± 0.03a |
β-sitosterol | 86.00 ± 0.04a | 85.13 ± 0.17bc | 84.74 ± 0.22b | 85.31 ± 0.18c | 85.00 ± 0.21bc | 86.00 ± 0.09a | 88.46 ± 0.14a | 86.57 ± 0.01b | 83.82 ± 0.21c | 84.38 ± 0.07d | 84.65 ± 0.10d | 85.97 ± 0.03e |
sitostanol | 0.47 ± 0.02a | 0.41 ± 0.01ab | 0.37 ± 0.03bc | 0.32 ± 0.05c | 0.32 ± 0.02c | 0.31 ± 0.02c | 0.85 ± 0.06a | 0.59 ± 0.02b | 0.48 ± 0.00c | 0.46 ± 0.01c | 0.39 ± 0.03d | 0.36 ± 0.02d |
Δ5-avenasterol | 5.80 ± 0.05a | 6.59 ± 0.05b | 6.57 ± 0.18b | 6.23 ± 0.12c | 6.74 ± 0.17b | 6.16 ± 0.10c | 2.81 ± 0.11a | 4.69 ± 0.04b | 5.99 ± 0.11c | 5.67 ± 0.12d | 5.97 ± 0.04c | 5.19 ± 0.05e |
Δ5,24-stigmastadienol | 0.93 ± 0.03a | 1.06 ± 0.04b | 1.13 ± 0.01c | 1.04 ± 0.04b | 1.01 ± 0.01b | 0.90 ± 0.01a | 0.78 ± 0.05ab | 0.88 ± 0.04a | 0.89 ± 0.04a | 0.77 ± 0.10ab | 0.66 ± 0.00bc | 0.61 ± 0.00c |
Δ7-stigmastenol b | 0.53 ± 0.01a | 0.56 ± 0.01a | 0.69 ± 0.02b | 0.76 ± 0.01c | 0.74 ± 0.02c | 0.67 ± 0.01b | 0.52 ± 0.02a | 0.54 ± 0.00a | 0.48 ± 0.06a | 0.46 ± 0.02a | 0.40 ± 0.04a | 0.45 ± 0.08a |
Δ7-avenasterol | 1.29 ± 0.02a | 1.39 ± 0.01b | 1.47 ± 0.00b | 1.42 ± 0.06b | 1.42 ± 0.03b | 1.17 ± 0.04c | 0.89 ± 0.01a | 1.12 ± 0.03b | 1.09 ± 0.03b | 1.01 ± 0.02c | 0.81 ± 0.00d | 0.80 ± 0.03d |
app. β-sitosterol b | 94.22 ± 0.11a | 94.18 ± 0.14ab | 93.73 ± 0.02c | 93.82 ± 0.02cd | 94.00 ± 0.01bd | 94.30 ± 0.03a | 94.02 ± 0.09a | 93.73 ± 0.00b | 92.18 ± 0.08c | 92.23 ± 0.07c | 92.67 ± 0.09d | 93.07 ± 0.09e |
total sterols b | 1807 ± 6a | 1791 ± 18a | 1796 ± 43a | 1943 ± 44b | 1860 ± 28ac | 1893 ± 27bc | 1381 ± 10a | 1275 ± 21a | 1303 ± 227a | 1470 ± 43a | 1448 ± 0a | 1567 ± 19a |
Clone 3 (C-3) | ||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Crop year 2017 | Crop year 2018 | Crop year 2019 | ||||||||||||||||
Parameter | 4 Oct | 18 Oct | 7 Nov | 22 Nov | 29 Nov | 13 Dec | 1 Oct | 15 Oct | 28 Oct | 11 Nov | 25 Nov | 11 Dec | 4 Oct | 18 Oct | 7 Nov | 22 Nov | 29 Nov | 13 Dec |
ripening index | 1.7 | 2.0 | 3.5 | 4.9 | 4.9 | 5.3 | 1.5 | 2.7 | 3.3 | 3.9 | 4.4 | 4.8 | 1.9 | 3.1 | 3.2 | 4.1 | 3.9 | 5.3 |
cholesterol b | 0.05 ± 0.00a | 0.06 ± 0.01a | 0.06 ± 0.01a | 0.06 ± 0.01a | 0.06 ± 0.01a | 0.07 ± 0.02a | 0.09 ± 0.01a | 0.09 ± 0.01a | 0.09 ± 0.00a | 0.08 ± 0.01a | 0.11 ± 0.01a | 0.10 ± 0.00a | 0.07 ± 0.01a | 0.11 ± 0.01bc | 0.12 ± 0.03c | 0.07 ± 0.00a | 0.09 ± 0.01abc | 0.08 ± 0.01ab |
brassicasterol b | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
24-methylene-cholesterol | 0.03 ± 0.00a | 0.04 ± 0.00ab | 0.06 ± 0.01c | 0.05 ± 0.0bc | 0.07 ± 0.01c | 0.06 ± 0.01bc | 0.03 ± 0.00a | 0.05 ± 0.00bca | 0.06 ± 0.01bcd | 0.04 ± 0.02ab | 0.08 ± 0.01d | 0.07 ± 0.01cd | 0.04 ± 0.01a | 0.08 ± 0.01ab | 0.11 ± 0.01bc | 0.11 ± 0.02bc | 0.13 ± 0.00c | 0.10 ± 0.04bc |
campesterol b | 3.18 ± 0.00a | 3.23 ± 0.01b | 3.26 ± 0.01c | 2.93 ± 0.02d | 3.01 ± 0.00e | 2.93 ± 0.00d | 3.27 ± 0.03a | 3.08 ± 0.00b | 2.98 ± 0.03c | 2.95 ± 0.06c | 2.86 ± 0.02d | 3.03 ± 0.03bc | 3.22 ± 0.01a | 2.97 ± 0.01bc | 2.92 ± 0.04bc | 2.88 ± 0.05b | 2.99 ± 0.03c | 2.93 ± 0.05bc |
campestanol | 0.31 ± 0.01a | 0.34 ± 0.01b | 0.35 ± 0.02b | 0.34 ± 0.01b | 0.35 ± 0.01b | 0.30 ± 0.01a | 0.40 ± 0.01a | 0.37 ± 0.00a | 0.40 ± 0.04a | 0.35 ± 0.05a | 0.38 ± 0.00a | 0.38 ± 0.01a | 0.35 ± 0.01a | 0.34 ± 0.02a | 0.34 ± 0.03a | 0.37 ± 0.08a | 0.40 ± 0.04a | 0.36 ± 0.05a |
stigmasterol b | 0.59 ± 0.01a | 0.45 ± 0.00b | 0.59 ± 0.01a | 0.68 ± 0.01c | 0.67 ± 0.00c | 0.71 ± 0.00d | 0.71 ± 0.02a | 0.88 ± 0.01b | 2.55 ± 0.02c | 3.05 ± 0.05d | 2.56 ± 0.01c | 2.00 ± 0.02e | 0.60 ± 0.02a | 0.68 ± 0.02a | 1.38 ± 0.01b | 1.32 ± 0.15b | 1.28 ± 0.02b | 0.95 ± 0.01c |
clerosterol | 1.04 ± 0.00a | 1.05 ± 0.01a | 0.98 ± 0.03b | 0.93 ± 0.01c | 0.93 ± 0.01c | 0.90 ± 0.01c | 1.03 ± 0.02a | 1.01 ± 0.01a | 0.98 ± 0.06a | 0.95 ± 0.02a | 0.90 ± 0.04a | 0.96 ± 0.07a | 1.04 ± 0.04a | 1.02 ± 0.07a | 0.99 ± 0.05a | 1.09 ± 0.19a | 1.24 ± 0.16a | 1.25 ± 0.23a |
β-sitosterol | 86.92 ± 0.10a | 87.26 ± 0.06b | 85.44 ± 0.15c | 85.35 ± 0.03cd | 85.16 ± 0.06d | 85.82 ± 0.03e | 87.66 ± 0.14a | 85.92 ± 0.66b | 83.75 ± 0.22c | 83.81 ± 0.01c | 84.70 ± 0.21d | 86.37 ± 0.01b | 86.42 ± 0.39a | 84.82 ± 0.26b | 83.71 ± 0.14c | 83.66 ± 0.80c | 83.70 ± 0.10c | 85.28 ± 0.27b |
sitostanol | 0.60 ± 0.03a | 0.63 ± 0.05a | 0.56 ± 0.04a | 0.38 ± 0.01b | 0.39 ± 0.01b | 0.38 ± 0.00b | 0.64 ± 0.02a | 0.44 ± 0.00b | 0.41 ± 0.03bc | 0.38 ± 0.02ce | 0.36 ± 0.01e | 0.34 ± 0.07e | 0.55 ± 0.04a | 0.51 ± 0.08a | 0.37 ± 0.02b | 0.37 ± 0.04b | 0.33 ± 0.01b | 0.32 ± 0.03b |
Δ5-avenasterol | 5.06 ± 0.09a | 4.85 ± 0.06b | 6.45 ± 0.01c | 6.18 ± 0.03d | 6.74 ± 0.06e | 6.26 ± 0.01d | 3.99 ± 0.06a | 6.04 ± 0.01bd | 6.20 ± 0.04c | 6.08 ± 0.06bc | 5.94 ± 0.05d | 4.81 ± 0.01e | 5.76 ± 0.12a | 6.67 ± 0.08b | 7.37 ± 0.08c | 7.33 ± 0.23c | 7.34 ± 0.13c | 6.37 ± 0.02c |
Δ5,24-stigmastadienol | 0.78 ± 0.03ae | 0.68 ± 0.02b | 0.70 ± 0.05abe | 1.02 ± 0.00c | 0.88 ± 0.02d | 0.78 ± 0.04e | 0.85 ± 0.01a | 0.47 ± 0.66a | 0.94 ± 0.02a | 0.79 ± 0.00a | 0.67 ± 0.01a | 0.63 ± 0.02a | 0.78 ± 0.10a | 1.16 ± 0.02a | 1.13 ± 0.05a | 1.11 ± 0.03a | 1.11 ± 0.22a | 1.04 ± 0.18a |
Δ7-stigmastenol b | 0.46 ± 0.02ab | 0.45 ± 0.03ab | 0.42 ± 0.01a | 0.67 ± 0.06c | 0.52 ± 0.00bd | 0.60 ± 0.03cd | 0.50 ± 0.05a | 0.51 ± 0.01a | 0.50 ± 0.02a | 0.44 ± 0.03a | 0.51 ± 0.03a | 0.45 ± 0.02a | 0.39 ± 0.04a | 0.48 ± 0.04a | 0.45 ± 0.00a | 0.51 ± 0.06a | 0.43 ± 0.02a | 0.44 ± 0.01a |
Δ7-avenasterol | 0.99 ± 0.01a | 0.96 ± 0.01b | 1.13 ± 0.00c | 1.41 ± 0.02d | 1.23 ± 0.01e | 1.19 ± 0.01d | 0.84 ± 0.03a | 1.09 ± 0.01b | 1.06 ± 0.00b | 1.00 ± 0.00c | 0.93 ± 0.02d | 0.71 ± 0.00e | 0.78 ± 0.02a | 1.12 ± 0.05b | 1.05 ± 0.04b | 1.14 ± 0.06b | 0.96 ± 0.06bc | 0.90 ± 0.03c |
app. β-sitosterol b | 94.40 ± 0.01a | 94.47 ± 0.05a | 94.13 ± 0.03b | 93.86 ± 0.06c | 94.09 ± 0.03b | 94.14 ± 0.02b | 94.16 ± 0.09a | 93.90 ± 0.04b | 92.33 ± 0.14c | 92.04 ± 0.08d | 92.58 ± 0.10e | 93.16 ± 0.04f | 94.54 ± 0.09a | 94.17 ± 0.02a | 93.57 ± 0.14b | 93.56 ± 0.35b | 93.72 ± 0.16b | 94.25 ± 0.15a |
total sterols b | 1747 ± 7acd | 1699 ± 11bd | 1695 ± 11bd | 1762 ± 4c | 1718 ± 16d | 1823 ± 19e | 1358 ± 40a | 1305 ± 0.09b | 1296 ± 15b | 1446 ± 0c | 1297 ± 13cd | 1372 ± 1e | 1378 ± 12a | 1462 ± 25ab | 1516 ± 26b | 1477 ± 88ab | 1534 ± 42b | 1641 ± 7c |
Clone 6(C-6) | ||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Crop year 2017 | Crop year 2018 | Crop year 2019 | ||||||||||||||||
Parameter | 4 Oct | 18 Oct | 7 Nov | 22 Nov | 29 Nov | 13 Dec | 1 Oct | 15 Oct | 28 Oct | 11 Nov | 25 Nov | 11 Dec | 4 Oct | 18 Oct | 7 Nov | 22 Nov | 29 Nov | 13 Dec |
ripening index | 0.6 | 1.2 | 3.7 | 3.9 | 4.4 | 5.3 | 0.8 | 1.8 | 2.7 | 2.9 | 3.7 | 3.9 | 2.0 | 2.8 | 3.4 | 3.9 | 4.4 | 5.0 |
cholesterol b | 0.05 ± 0.00a | 0.06 ± 0.01a | 0.07 ± 0.00ab | 0.07 ± 0.01ab | 0.08 ± 0.02bc | 0.09 ± 0.00c | 0.07 ± 0.02a | 0.10 ± 0.02a | 0.09 ± 0.01a | 0.08 ± 0.00a | 0.12 ± 0.00a | 0.10 ± 0.01a | 0.08 ± 0.00a | 0.07 ± 0.01a | 0.10 ± 0.05a | 0.07 ± 0.01a | 0.10 ± 0.04a | 0.08 ± 0.02a |
brassicasterol b | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
24-methylene-cholesterol | 0.01 ± 0.02a | 0.04 ± 0.01ab | 0.06 ± 0.01ac | 0.08 ± 0.02cd | 0.08 ± 0.00cd | 0.10 ± 0.01d | 0.04 ± 0.02ab | 0.03 ± 0.00a | 0.05 ± 0.01ab | 0.05 ± 0.01ab | 0.06 ± 0.01b | 0.07 ± 0.01b | 0.04 ± 0.00a | 0.11 ± 0.01b | 0.14 ± 0.00c | 0.22 ± 0.02d | 0.18 ± 0.01e | 0.13 ± 0.01bc |
campesterol b | 3.59 ± 0.04a | 3.45 ± 0.03b | 3.52 ± 0.00b | 3.47 ± 0.03b | 3.46 ± 0.01b | 3.30 ± 0.02c | 3.37 ± 0.11b | 3.26 ± 0.02ab | 3.14 ± 0.01a | 3.33 ± 0.01b | 3.27 ± 0.00b | 3.33 ± 0.02b | 3.30 ± 0.04a | 3.20 ± 0.00b | 3.13 ± 0.04c | 3.29 ± 0.04a | 3.28 ± 0.03a | 3.31 ± 0.01a |
campestanol | 0.35 ± 0.01ab | 0.37 ± 0.02a | 0.33 ± 0.01b | 0.35 ± 0.02ab | 0.36 ± 0.00ab | 0.34 ± 0.00ab | 0.37 ± 0.00a | 0.36 ± 0.00a | 0.40 ± 0.04a | 0.36 ± 0.03a | 0.44 ± 0.06a | 0.32 ± 0.01a | 0.43 ± 0.01a | 0.45 ± 0.07a | 0.44 ± 0.01a | 0.57 ± 0.09a | 0.45 ± 0.03a | 0.36 ± 0.01a |
stigmasterol b | 0.54 ± 0.01a | 0.47 ± 0.01b | 0.60 ± 0.00c | 0.56 ± 0.03ac | 0.58 ± 0.00bc | 0.83 ± 0.01d | 0.47 ± 0.01a | 0.81 ± 0.01b | 2.13 ± 0.00c | 2.32 ± 0.01d | 2.17 ± 0.02e | 2.21 ± 0.02e | 0.74 ± 0.02a | 1.19 ± 0.03b | 1.43 ± 0.07cd | 1.51 ± 0.06d | 1.39 ± 0.01c | 1.16 ± 0.03b |
clerosterol | 1.07 ± 0.01a | 1.02 ± 0.01ab | 0.99 ± 0.01bc | 0.92 ± 0.05d | 0.95 ± 0.01cd | 0.93 ± 0.00d | 1.02 ± 0.01a | 1.06 ± 0.00b | 1.01 ± 0.01a | 1.01 ± 0.01a | 0.96 ± 0.02c | 0.95 ± 0.02c | 0.63 ± 0.62a | 1.06 ± 0.16a | 1.08 ± 0.03a | 1.20 ± 0.04a | 1.12 ± 0.16a | 1.17 ± 0.14a |
β-sitosterol | 88.90 ± 0.01a | 87.35 ± 0.05b | 85.86 ± 0.08c | 86.23 ± 0.22d | 85.68 ± 0.01c | 85.62 ± 0.16c | 89.36 ± 0.09a | 87.05 ± 0.23b | 84.68 ± 0.43c | 86.32 ± 0.20bd | 85.92 ± 0.34d | 86.83 ± 0.16d | 85.58 ± 0.50a | 83.11 ± 0.66b | 82.86 ± 0.20b | 82.82 ± 0.13b | 84.65 ± 0.29c | 86.06 ± 0.12a |
sitostanol | 0.79 ± 0.02a | 0.70 ± 0.03b | 0.60 ± 0.02c | 0.48 ± 0.00d | 0.48 ± 0.01d | 0.47 ± 0.00d | 0.67 ± 0.02a | 0.58 ± 0.01b | 0.50 ± 0.00c | 0.46 ± 0.02c | 0.44 ± 0.06c | 0.42 ± 0.01c | 0.51 ± 0.09a | 0.45 ± 0.01ab | 0.33 ± 0.07ab | 0.36 ± 0.02ab | 0.37 ± 0.09ab | 0.31 ± 0.01b |
Δ5-avenasterol | 2.93 ± 0.04a | 4.46 ± 0.10b | 5.87 ± 0.06cd | 5.65 ± 0.22c | 6.07 ± 0.00d | 6.42 ± 0.09e | 2.74 ± 0.13a | 4.37 ± 0.08b | 5.53 ± 0.25c | 4.29 ± 0.12b | 4.94 ± 0.08d | 4.25 ± 0.23bd | 6.53 ± 0.09a | 7.81 ± 0.21b | 8.13 ± 0.08b | 7.78 ± 0.23b | 6.65 ± 0.03a | 5.28 ± 0.08c |
Δ5,24-stigmastadienol | 0.62 ± 0.03a | 0.76 ± 0.02c | 0.67 ± 0.05ab | 0.77 ± 0.01cd | 0.84 ± 0.01d | 0.70 ± 0.05bc | 0.57 ± 0.03a | 0.77 ± 0.02b | 0.81 ± 0.07b | 0.61 ± 0.05c | 0.61 ± 0.05c | 0.51 ± 0.01c | 0.90 ± 0.07a | 1.17 ± 0.18b | 1.11 ± 0.04ab | 1.07 ± 0.03ab | 0.90 ± 0.01a | 1.00 ± 0.00ab |
Δ7-stigmastenol b | 0.43 ± 0.01a | 0.41 ± 0.01a | 0.44 ± 0.04a | 0.42 ± 0.03a | 0.41 ± 0.01a | 0.33 ± 0.01b | 0.49 ± 0.05a | 0.51 ± 0.03a | 0.54 ± 0.00a | 0.36 ± 0.03b | 0.36 ± 0.03b | 0.34 ± 0.02b | 0.39 ± 0.04ab | 0.40 ± 0.04a | 0.32 ± 0.03bce | 0.30 ± 0.01ce | 0.26 ± 0.03e | 0.37 ± 0.01abc |
Δ7-avenasterol | 0.72 ± 0.04a | 0.91 ± 0.01bc | 0.99 ± 0.01cd | 1.02 ± 0.08d | 1.00 ± 0.02cd | 0.88 ± 0.01b | 0.83 ± 0.01a | 1.05 ± 0.03b | 1.07 ± 0.06b | 0.77 ± 0.01ac | 0.70 ± 0.01cd | 0.64 ± 0.03d | 0.84 ± 0.00ab | 0.92 ± 0.02b | 0.92 ± 0.03b | 0.80 ± 0.06a | 0.65 ± 0.06c | 0.67 ± 0.00c |
app. β-sitosterol b | 94.30 ± 0.04a | 94.29 ± 0.05a | 93.99 ± 0.03b | 94.04 ± 0.04b | 94.02 ± 0.01b | 94.13 ± 0.02c | 94.36 ± 0.10a | 93.83 ± 0.11b | 92.53 ± 0.11c | 92.69 ± 0.02cd | 92.87 ± 0.13d | 93.00 ± 0.04d | 94.15 ± 0.01a | 93.60 ± 0.12bd | 93.50 ± 0.03bc | 93.23 ± 0.14c | 93.69 ± 0.18bd | 93.83 ± 0.11d |
total sterols b | 1764 ± 3a | 1662 ± 20b | 1814 ± 1c | 1694 ± 33b | 1740 ± 16a | 1764 ± 2a | 1595 ± 6a | 1411 ± 8a | 1339 ± 10a | 1482 ± 10a | 1314 ± 190a | 1529 ± 24a | 1262 ± 63a | 1282 ± 95a | 1303 ± 75a | 1205 ± 54a | 1486 ± 12b | 1706 ± 49b |
Clone “Std”(C-Std) | ||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Crop year 2017 | Crop year 2018 | Crop year 2019 | ||||||||||||||||
Parameter | 4 Oct | 18 Oct | 7 Nov | 22 Nov | 29 Nov | 13 Dec | 1 Oct | 15 Oct | 28 Oct | 11 Nov | 25 Nov | 11 Dec | 4 Oct | 18 Oct | 7 Nov | 22 Nov | 29 Nov | 13 Dec |
ripening index | 1.6 | 3.4 | 4.0 | 4.1 | 4.5 | 5.4 | 1.1 | 2.0 | 2.8 | 3.3 | 3.3 | 4.0 | 2.0 | 3.0 | 3.6 | 4.4 | 4.7 | 5.9 |
cholesterol b | 0.09 ± 0.01a | 0.09 ± 0.01a | 0.08 ± 0.01a | 0.06 ± 0.01a | 0.06 ± 0.01a | 0.07 ± 0.00a | 0.09 ± 0.05a | 0.09 ± 0.01a | 0.07 ± 0.01a | 0.15 ± 0.00a | 0.10 ± 0.01a | 0.08 ± 0.04a | 0.06 ± 0.00a | 0.06 ± 0.01a | 0.08 ± 0.01a | 0.08 ± 0.02a | 0.10 ± 0.02a | 0.05 ± 0.03a |
brassicasterol b | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
24-methylene-cholesterol | 0.05 ± 0.01a | 0.05 ± 0.00a | 0.06 ± 0.01a | 0.07 ± 0.01a | 0.05 ± 0.00a | 0.08 ± 0.01a | 0.04 ± 0.00a | 0.07 ± 0.01abc | 0.06 ± 0.01ab | 0.08 ± 0.02bc | 0.12 ± 0.00d | 0.10 ± 0.01cd | 0.10 ± 0.04a | 0.09 ± 0.02a | 0.09 ± 0.02a | 0.12 ± 0.01a | 0.13 ± 0.00a | 0.11 ± 0.04a |
campesterol b | 3.21 ± 0.01a | 2.99 ± 0.01b | 3.06 ± 0.00c | 3.04 ± 0.00d | 2.99 ± 0.00b | 2.94 ± 0.01e | 3.46 ± 0.00a | 3.17 ± 0.01b | 3.16 ± 0.02bc | 3.12 ± 0.01c | 3.16 ± 0.02bc | 3.33 ± 0.00d | 3.44 ± 0.02a | 3.04 ± 0.02b | 2.77 ± 0.05c | 2.88 ± 0.00d | 2.92 ± 0.02d | 2.88 ± 0.04d |
campestanol | 0.46 ± 0.00a | 0.43 ± 0.01b | 0.42 ± 0.00b | 0.34 ± 0.01c | 0.31 ± 0.01d | 0.33 ± 0.01cd | 0.39 ± 0.01a | 0.42 ± 0.04a | 0.41 ± 0.00a | 0.41 ± 0.00a | 0.42 ± 0.01a | 0.40 ± 0.05a | 0.49 ± 0.02a | 0.37 ± 0.09a | 0.43 ± 0.02a | 0.33 ± 0.03a | 0.36 ± 0.02a | 0.33 ± 0.04a |
stigmasterol b | 0.55 ± 0.00a | 0.65 ± 0.00b | 0.85 ± 0.00c | 0.81 ± 0.02d | 0.88 ± 0.02e | 0.74 ± 0.01f | 0.72 ± 0.02a | 0.86 ± 0.11a | 1.90 ± 0.05b | 2.75 ± 0.03c | 2.56 ± 0.00d | 2.54 ± 0.03d | 0.93 ± 0.06a | 0.87 ± 0.06a | 1.53 ± 0.06b | 1.84 ± 0.03c | 1.87 ± 0.01c | 1.16 ± 0.07d |
clerosterol | 0.99 ± 0.00a | 0.96 ± 0.00ab | 0.95 ± 0.00ab | 0.93 ± 0.05bc | 0.92 ± 0.01bc | 0.89 ± 0.00c | 1.23 ± 0.03a | 1.07 ± 0.13a | 1.10 ± 0.05a | 1.02 ± 0.08a | 0.97 ± 0.01a | 1.06 ± 0.02a | 1.45 ± 0.29a | 1.34 ± 0.06a | 1.42 ± 0.65a | 0.93 ± 0.00a | 0.91 ± 0.04a | 0.96 ± 0.09a |
β-sitosterol | 87.10 ± 0.15a | 86.03 ± 0.02b | 85.59 ± 0.02c | 84.92 ± 0.06ª | 85.99 ± 0.10b | 85.79 ± 0.02c | 88.03 ± 0.14a | 85.63 ± 0.39b | 84.89 ± 0.07c | 84.27 ± 0.16d | 84.87 ± 0.12c | 85.63 ± 0.33b | 84.12 ± 0.75ac | 83.33 ± 0.22ab | 81.87 ± 1.05b | 82.68 ± 0.00ab | 83.26 ± 0.17ab | 85.50 ± 0.54c |
sitostanol | 0.63 ± 0.01a | 0.47 ± 0.01a | 0.43 ± 0.00a | 0.38 ± 0.17a | 0.40 ± 0.03a | 0.37 ± 0.00a | 0.73 ± 0.01a | 0.58 ± 0.01b | 0.49 ± 0.09bc | 0.43 ± 0.03c | 0.51 ± 0.01bc | 0.42 ± 0.03c | 0.59 ± 0.06a | 0.45 ± 0.02b | 0.40 ± 0.10bc | 0.43 ± 0.02bc | 0.34 ± 0.03bc | 0.30 ± 0.04c |
Δ5-avenasterol | 4.76 ± 0.10a | 5.95 ± 0.01b | 6.10 ± 0.02bc | 6.35 ± 0.25cd | 5.80 ± 0.11b | 6.47 ± 0.00d | 3.17 ± 0.05a | 5.68 ± 0.06b | 5.68 ± 0.07b | 5.58 ± 0.07bc | 5.49 ± 0.03c | 4.85 ± 0.05d | 6.61 ± 0.19a | 7.74 ± 0.00bd | 8.37 ± 0.23c | 7.84 ± 0.00d | 7.42 ± 0.03b | 6.01 ± 0.13e |
Δ5,24-stigmastadienol | 0.66 ± 0.02a | 0.80 ± 0.01b | 0.80 ± 0.00b | 0.91 ± 0.04c | 0.76 ± 0.00bd | 0.74 ± 0.00d | 0.83 ± 0.03a | 0.98 ± 0.05a | 0.84 ± 0.07a | 0.80 ± 0.00a | 0.69 ± 0.12a | 0.56 ± 0.27a | 1.05 ± 0.05a | 1.21 ± 0.11a | 1.29 ± 0.05a | 1.23 ± 0.06a | 1.11 ± 0.06a | 0.99 ± 0.18a |
Δ7-stigmastenol b | 0.49 ± 0.07a | 0.47 ± 0.01a | 0.51 ± 0.03a | 0.60 ± 0.01b | 0.66 ± 0.02b | 0.51 ± 0.01a | 0.52 ± 0.01a | 0.45 ± 0.01b | 0.40 ± 0.04bc | 0.43 ± 0.02b | 0.39 ± 0.03bc | 0.35 ± 0.03c | 0.37 ± 0.01a | 0.41 ± 0.05ab | 0.48 ± 0.03bc | 0.52 ± 0.02c | 0.52 ± 0.02c | 0.61 ± 0.04d |
Δ7-avenasterol | 1.00 ± 0.00a | 1.10 ± 0.01b | 1.14 ± 0.01c | 1.24 ± 0.03d | 1.18 ± 0.01e | 1.07 ± 0.02b | 0.79 ± 0.00a | 1.04 ± 0.04b | 0.98 ± 0.05b | 0.96 ± 0.01b | 0.73 ± 0.02ac | 0.65 ± 0.05c | 0.79 ± 0.04a | 1.09 ± 0.01b | 1.27 ± 0.02c | 1.12 ± 0.06b | 1.02 ± 0.10b | 1.03 ± 0.02b |
app. β-sitosterol b | 94.14 ± 0.06a | 94.21 ± 0.01a | 93.87 ± 0.04ab | 93.49 ± 0.47b | 93.86 ± 0.00ab | 94.26 ± 0.01a | 93.99 ± 0.07a | 93.93 ± 0.16a | 92.99 ± 0.08b | 92.10 ± 0.03c | 92.53± 0.01d | 92.53 ± 0.07d | 93.83 ± 0.016a | 94.07 ± 0.15a | 93.35 ± 0.02b | 93.11 ± 0.03b | 93.04 ± 0.12b | 93.76 ± 0.17a |
total sterols b | 1294 ± 10a | 1331 ± 4ab | 1366 ± 4b | 1748 ± 28c | 1776 ± 4c | 1772 ± 23c | 1489 ± 31a | 1487 ± 35a | 1346 ± 8b | 1314 ± 16bc | 1279 ± 34c | 1429 ± 18a | 1281 ± 42a | 1340 ± 35ab | 1432 ± 25bc | 1516 ± 94cd | 1501 ± 40cd | 1573 ± 11d |
Clone 4 (C-4) | Clone 7 (C-7) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Crop year 2018 | Crop year 2018 | |||||||||||
Parameter | 1 Oct | 15 Oct | 28 Oct | 11 Nov | 25 Nov | 11 Dec | 1 Oct | 15 Oct | 28 Oct | 11 Nov | 25 Nov | 11 Dec |
ripening index | 1.0 | 1.6 | 2.4 | 2.7 | 3.3 | 3.7 | 1.0 | 1.7 | 2.6 | 2.7 | 3.4 | 3.7 |
cholesterol b | 0.10 ± 0.01a | 0.11 ± 0.01a | 0.08 ± 0.03a | 0.09 ± 0.01a | 0.10 ± 0.00a | 0.09 ± 0.01a | 0.09 ± 0.02a | 0.08 ± 0.00a | 0.09 ± 0.01a | 0.09 ± 0.01a | 0.09 ± 0.00a | 0.08 ± 0.01a |
brassicasterol b | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
24-methylene-cholesterol | 0.03 ± 0.01a | 0.04 ± 0.00ab | 0.07 ± 0.01b | 0.05 ± 0.01ab | 0.10 ± 0.00c | 0.06 ± 0.00b | 0.02 ± 0.00a | 0.04 ± 0.01ab | 0.06 ± 0.00bc | 0.06 ± 0.02bce | 0.08 ± 0.00ce | 0.10 ± 0.03e |
campesterol b | 3.43 ± 0.01a | 3.30 ± 0.05bc | 3.17 ± 0.01c | 3.37 ± 0.06ab | 3.18 ± 0.02c | 3.26 ± 0.02c | 3.54 ± 0.03a | 3.40 ± 0.03b | 3.27 ± 0.01c | 3.45 ± 0.01b | 3.33 ± 0.01d | 3.54 ± 0.02a |
campestanol | 0.41 ± 0.04a | 0.42 ± 0.06a | 0.50 ± 0.10a | 0.46 ± 0.07a | 0.46 ± 0.01a | 0.44 ± 0.00a | 0.40 ± 0.01a | 0.42 ± 0.04a | 0.43 ± 0.01a | 0.38 ± 0.02a | 0.41 ± 0.02a | 0.40 ± 0.01a |
stigmasterol b | 0.71 ± 0.01a | 0.98 ± 0.02b | 2.26 ± 0.02c | 2.70 ± 0.04d | 2.95 ± 0.02e | 2.82 ± 0.02f | 0.59 ± 0.04a | 0.71 ± 0.00a | 2.03 ± 0.01b | 2.42 ± 0.26c | 2.80 ± 0.04d | 2.32 ± 0.05c |
clerosterol | 1.16 ± 0.07a | 1.13 ± 0.02a | 1.10 ± 0.15a | 1.02 ± 0.02a | 0.99 ± 0.02a | 0.96 ± 0.01a | 1.09 ± 0.04a | 1.08 ± 0.02ab | 1.03 ± 0.02bc | 1.03 ± 0.00b | 0.97 ± 0.00cd | 0.95 ± 0.04d |
β-sitosterol | 88.75 ± 0.49a | 86.72 ± 0.02b | 84.70 ± 0.27c | 86.00 ± 0.09d | 84.92 ± 0.14c | 85.83 ± 0.14d | 88.98 ± 0.22a | 87.72 ± 0.11b | 85.78 ± 0.02c | 86.85 ± 0.43d | 85.84 ± 0.05c | 87.34 ± 0.14bd |
sitostanol | 0.72 ± 0.01a | 0.65 ± 0.03b | 0.54 ± 0.06c | 0.47 ± 0.02cd | 0.36 ± 0.02e | 0.42 ± 0.02de | 0.75 ± 0.04a | 0.59 ± 0.02b | 0.48 ± 0.02c | 0.46 ± 0.06cd | 0.43 ± 0.04cd | 0.39 ± 0.00d |
Δ5-avenasterol | 2.89 ± 0.07a | 4.66 ± 0.07b | 5.59 ± 0.08c | 4.13 ± 0.12d | 5.32 ± 0.06e | 4.57 ± 0.12b | 2.74 ± 0.00a | 3.93 ± 0.01b | 4.78 ± 0.00c | 3.81 ± 0.09d | 4.58 ± 0.05e | 3.65 ± 0.03f |
Δ5,24-stigmastadienol | 0.54 ± 0.13a | 0.57 ± 0.08a | 0.65 ± 0.06a | 0.59 ± 0.03a | 0.65 ± 0.01a | 0.58 ± 0.04a | 0.59 ± 0.11a | 0.76 ± 0.06a | 0.71 ± 0.00a | 0.51 ± 0.11a | 0.56 ± 0.01a | 0.52 ± 0.06a |
Δ7-stigmastenol b | 0.51 ± 0.04a | 0.50 ± 0.07a | 0.47 ± 0.02ab | 0.39 ± 0.0bc | 0.35 ± 0.05c | 0.33 ± 0.02c | 0.48 ± 0.04a | 0.44 ± 0.01ab | 0.42 ± 0.01b | 0.32 ± 0.02c | 0.32 ± 0.00c | 0.23 ± 0.02e |
Δ7-avenasterol | 0.67 ± 0.04a | 0.86 ± 0.01b | 0.84 ± 0.01b | 0.73 ± 0.04c | 0.61 ± 0.01a | 0.63 ± 0.02a | 0.66 ± 0.01a | 0.77 ± 0.01b | 0.85 ± 0.00c | 0.61 ± 0.04d | 0.57 ± 0.02d | 0.47 ± 0.01e |
app. β-sitosterol b | 94.08 ± 0.19a | 93.75 ± 0.03b | 92.58 ± 0.20c | 92.20 ± 0.07d | 92.24 ± 0.01d | 92.36 ± 0.05cd | 94.16 ± 0.11a | 94.08 ± 0.04a | 92.78 ± 0.00b | 92.66 ± 0.29bc | 92.38 ± 0.03c | 92.84 ± 0.14b |
total sterols b | 1363 ± 67a | 1220 ± 7b | 1158 ± 61b | 1216 ± 56b | 1191 ± 2b | 1251 ± 13b | 1456 ± 4a | 1290 ± 31b | 1255 ± 15b | 1376 ± 8b | 1365 ± 14b | 1406 ± 63b |
Parameters | Function 1 | Function 2 |
---|---|---|
Δ5,24-stigmastadienol a | −0.469 b | −0.006 |
Δ5-avenasterol a | −0.398 b | 0.064 |
24-methylene-cholesterol | −0.337 b | −0.213 |
β-sitosterol | 0.256 b | 0.108 |
sitostanol | 0.140 b | 0.013 |
Campesterol a | 0.136 b | −0.077 |
total sterols a | −0.117 | 0.627 b |
Stigmasterol a | 0.192 | −0.406 b |
Δ7-avenasterol a | −0.125 | 0.374 b |
app. β-sitosterol | −0.200 | 0.357 b |
Δ7-stigmastenol | 0.020 | 0.342 b |
cholesterol | −0.079 | −0.170 b |
eigenvalues | 6.014 | 3.395 |
% variance | 63.9 | 36.1 |
canonical correlation | 0.926 | 0.879 |
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Rey-Giménez, R.; Sánchez-Gimeno, A.C. Authenticity in Olive Oils from an Empeltre Clonal Selection in Aragon (Spain): How Environmental, Agronomic, and Genetic Factors Affect Sterol Composition. Foods 2022, 11, 2587. https://doi.org/10.3390/foods11172587
Rey-Giménez R, Sánchez-Gimeno AC. Authenticity in Olive Oils from an Empeltre Clonal Selection in Aragon (Spain): How Environmental, Agronomic, and Genetic Factors Affect Sterol Composition. Foods. 2022; 11(17):2587. https://doi.org/10.3390/foods11172587
Chicago/Turabian StyleRey-Giménez, Raquel, and Ana Cristina Sánchez-Gimeno. 2022. "Authenticity in Olive Oils from an Empeltre Clonal Selection in Aragon (Spain): How Environmental, Agronomic, and Genetic Factors Affect Sterol Composition" Foods 11, no. 17: 2587. https://doi.org/10.3390/foods11172587
APA StyleRey-Giménez, R., & Sánchez-Gimeno, A. C. (2022). Authenticity in Olive Oils from an Empeltre Clonal Selection in Aragon (Spain): How Environmental, Agronomic, and Genetic Factors Affect Sterol Composition. Foods, 11(17), 2587. https://doi.org/10.3390/foods11172587