Wei Xua,
Juan Yaoa,
Yang Yi*a,
Hong-Xun Wangb and
Li-Mei Wangb
aCollege of Food Science & Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China. E-mail: yiy86@whpu.edu.cn; xuwei1216@163.com; Yaoj1995@163.com; Tel: +86 13886152207
bCollege of Biology and Pharmaceutical Engineering, Wuhan Polytechnic University, Wuhan 430023, PR China. E-mail: wanghongxun7736@163.com; wanglimeiyx@163.com
First published on 20th December 2019
The effects of storage condition on the physicochemical characteristics of sunflower seed oil (SSO) were investigated, to understand the required conditions and the typical indicators for its quality control. The changes of SSO in peroxide value (PV), acid value (AV), fatty acid (FA) composition, Fourier transform infrared (FTIR) spectrum and volatile compound (VC) during 11 month storage under seven different conditions, were analyzed. The PVs and AVs of the seven groups all increased with time, but the PVs fluctuated strongly during the last 4 months. The between-group differences in PV and AV indicated that light-exposure and high-temperature (≥40 °C) both accelerated the production and degradation of primary oxidation products of FA. However, the FA composition of SSO did not obviously change regardless of storage condition and time, as well as its FTIR characteristics. By contrast, its VC composition was significantly changed by light-exposure and high-temperature (≥55 °C). 3-Methyl-2,5-furandione, acetic acid/1-phenylethyl ester, 2-pentyl-furan and limonene might be the main VCs related to the desirable flavor, in which 3-methyl-2,5-furandione in all the groups showed a significantly decreased percentage of VC composition during storage. Light-exposure and high-temperature enhanced the accumulation of aldehydes, especially hexanal and (E)-2-heptenal, which principally contributed to the undesirable flavor of SSO. 3-Methyl-2,5-furandione, hexanal and (E)-2-heptenal were proposed to be marker compounds for its quality control. A low-temperature and dark condition is necessary for SSO to remain a desirable flavor.
In recent years, the major concerns on the quality control of SSO during storage were related to the addition of natural extracts for improving the quality and oxidative stability.2,7,8 By contrast, the effects of storage condition, involving in many complicated factors affecting the quality of vegetable oils,5,6,9,10 have been rarely investigated on SSO. The limited evidences about the quality effects of light exposure, temperature and container on SSO were obtained under moderate conditions in a short storage period or a long period with few samplings,6,10,11 which were insufficient to understand its required storage conditions.
The development of international transportation contributed to the world-wide consumption of SSO, especially in China, which annually had an imported amount more than 0.43 million tons since 2013.12 Ocean container transportation has been deemed as a critical element of any global supply chains.13 The SSO products transported in the traditional container might suffer the environment temperature as high as 72 °C,14 and the transportation from European countries to China by sea might last for about 35 days (refer to the data of Mckinley Logistics Co. Ltd., Tianjin, China). Therefore, the quality effects of long-time exposure at high temperatures, which may occur in the storage and international transportation of SSO, are necessary to be verified.
Moreover, the quality changes of SSO during storage were mostly indicated by some concrete parameters, such as peroxide value (PV), acid value (AV) and p-anisidine value,6,10,11 instead of comprehensive profiles. In combination with chemometrics methods, FTIR spectroscopy allows the qualitative and semi-quantitative profiling of organic compounds in oils, exhibiting the potential of rapid analysis on adulteration, deterioration and authentication.15–17 Similarly, volatile compounds (VCs) formed in the course of hydroperoxide decomposition were closely related to the oxidative changes of SSO during storage.18 However, the effects of storage condition on the FTIR and volatile profiles of SSO were unavailable.
The present work aimed to investigate the effects of storage condition on the physicochemical characteristics of SSO. In combination with light exposure or light elimination, storage temperatures ranging from 20 °C (close to mean room temperature) to 70 °C (extreme high-temperature) were adopted for an 11 month storage. Except the commonly used parameters for the quality inspection of vegetable oils (i.e. PV, AV and FA composition), the characteristic profiles of functional group and VC were respectively analyzed by FTIR spectroscopy and gas chromatography-mass spectrometry (GC-MS) combined with chemometrics methods.
Group | Storage temperature (°C) | Light exposure | Storage time (month) |
---|---|---|---|
a The lowest and highest room temperatures were recorded daily during storage, and their mean values of each month were in the ranges of 3–25 °C and 10–33 °C, respectively.b The SSO products in group VI and VII were placed in a 70 °C thermotank for a month, and were then kept at room temperature for 10 months. | |||
I | Room temperaturea | No | 11 |
II | Room temperature | Yes | 11 |
III | 25 °C | No | 11 |
IV | 40 °C | No | 11 |
V | 55 °C | No | 11 |
VIb | 70 °C/room temperature | No | 1/10 |
VIIb | 70 °C/room temperature | Yes | 1/10 |
The statistical differences (P < 0.05) among seven groups were analyzed to explore the effects of storage condition on PV and AV (Fig. 1C and D), as well as their kinetic coefficients of value increasing during the storage (Fig. 1E). It was reported that light exposure could accelerate the production of primary oxidation products in edible oils and the consumption of oxygen in their containers.25,26 Compared to the vegetable oils exposed to light, the oils kept in dark had lesser oxidative alterations possibly due to the elimination of photo-oxidation and the maintenance of natural antioxidants such as tocopherol, pigments and phenols.5,11 The differences between light-exposed group (II and VII) and its light-eliminated counterpart (I and VI) indicated that light exposure contributed to the lower PVs, which might be related to the degradation of hydroperoxides. Moreover, a previous study indicated that a high storage temperature could speed up the auto-oxidation of SSO.6 However, groups I, III, IV and V showed no significant difference in the PV on the 7th and 9th month (P > 0.05). On the 11th month, the PV of group V was significantly lower than that of group IV (P < 0.05). It might be related to the effect of temperature on the oxygen transmission rate of PET bottle. For PET bottles containing olive oil, a higher storage temperature did not result in a larger oxygen transmission rate.24 Light exposure did not significantly change the AV of rice bran oil during storage.25 It was found that light exposure was not the main factor affecting the AV of SSO, but storage temperature was. The increase of AV during storage and its kinetic coefficient both had positive correlations with storage temperature.
To evaluate the effect of storage condition on the VC composition of SSO during the long-time storage, the similarity degrees of 78 chromatograms compared to the common model were analyzed by the correlation coefficient method (Fig. 3C). The VC composition of SSO would significantly change during storage under certain conditions. For groups I, III and IV, the values of similarity degree were almost in the range of 0.8–0.9. These relatively high values indicated that the VC composition of SSO did not significantly change during storage at a low temperature (≤40 °C) in dark. The comparison between group I and II confirmed that light exposure induced changes in the VC composition. In addition, the VC composition of SSO obviously changed after 5 month storage at a relatively high temperature (55 °C). A higher temperature (70 °C) lasting for one month brought great variations in the VC composition. It was consistent with a previous conclusion that light exposure and high temperature both accelerated the flavor deterioration of SSO and shortened its shelf-life.10 Li et al.23 indicated that cold storage condition (4.5 and −27 °C) was successful at retarding the oxidation and hydrolysis level during olive oil storage with no significant change in flavor aspect over 18 week storage.
The changes of SSO in the VC composition under different storage conditions were detailed in Table 2. As a dominating VC of aldehydes and a major product from the decomposition of linoleate hydroperoxide,31 hexanal showed an increasing percentage of composition during storage. Obviously, light exposure and high temperature would positively contribute to the accumulation of aldehydes, especially hexanal and (E)-2-heptenal. (E)-2-Heptenal could not be detected initially, and it was undetectable over the whole storage period of groups I and III. In other groups, by contrast, (E)-2-heptenal was detectable mostly during the 11 month storage. Moreover, the percentage of 3-methyl-2,5-furandione in the total VCs decreased largely during storage, and the decrease were obviously accelerated by high temperature and light exposure. It was suggested that hexanal, (E)-2-heptenal and 3-methyl-2,5-furandione were the important VCs associated with storage conditions and might play a key role in the quality control of SSO.
Sample code | Groups | Storage time (month) | Relative percentage of peak area of volatile component (%) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6.16 min | 6.45 min | 10.01 min | 11.58 min | 11.93 min | 13.20 min | 13.49 min | 13.64 min | 14.42 min | 19.35 min | 19.76 min | 20.07 min | |||
1 | — | 0 | 3.05 | 6.42 | 0.31 | 76.39 | — | 6.66 | 2.00 | 2.90 | 0.38 | 0.41 | 0.86 | 0.60 |
2 | I | 1 | 1.81 | 5.01 | 0.28 | 64.29 | — | 4.48 | 1.13 | 4.82 | 10.16 | 1.25 | 2.74 | 4.02 |
3 | I | 2 | 2.37 | 6.58 | 0.20 | 64.10 | — | 7.50 | 1.23 | 4.72 | 7.75 | 0.90 | 1.67 | 2.98 |
4 | I | 3 | 2.74 | 8.18 | 1.55 | 69.26 | — | 5.70 | 1.62 | 4.34 | 5.43 | 0.17 | 0.34 | 0.67 |
5 | I | 4 | 0.86 | 4.31 | 0.12 | 27.48 | — | 3.63 | 0.82 | 7.85 | 31.69 | 4.07 | 4.98 | 14.18 |
6 | I | 5 | 1.67 | 11.93 | 0.27 | 47.40 | — | 6.04 | 1.26 | 5.94 | 10.62 | 2.45 | 3.39 | 9.05 |
7 | I | 6 | 1.85 | 13.05 | 0.41 | 60.38 | — | 5.39 | 1.33 | 4.34 | 6.04 | 1.17 | 1.97 | 4.07 |
8 | I | 7 | 1.80 | 13.53 | 1.83 | 66.83 | — | 6.76 | 1.64 | 3.70 | 1.00 | 0.82 | 0.86 | 1.24 |
9 | I | 8 | 2.09 | 48.58 | 1.16 | 39.17 | — | 3.34 | 0.89 | 2.33 | 2.24 | 0.01 | 0.10 | 0.09 |
10 | I | 9 | 2.15 | 17.27 | 1.67 | 63.90 | — | 6.35 | 1.77 | 3.38 | 2.45 | 0.13 | 0.46 | 0.46 |
11 | I | 10 | 2.59 | 16.53 | 1.48 | 70.40 | — | 3.64 | 1.13 | 3.36 | 0.65 | — | 0.14 | 0.09 |
12 | I | 11 | 1.21 | 42.83 | 1.08 | 44.86 | — | 3.37 | 0.81 | 2.32 | 2.50 | 0.13 | 0.39 | 0.52 |
13 | II | 1 | 2.88 | 7.80 | 0.26 | 71.58 | — | 4.92 | 1.49 | 3.36 | 3.74 | 0.67 | 1.36 | 1.95 |
14 | II | 2 | 2.89 | 10.24 | 1.54 | 49.10 | — | 8.48 | 1.54 | 4.84 | 9.79 | 1.77 | 3.53 | 6.26 |
15 | II | 3 | 2.35 | 30.24 | 1.17 | 29.92 | 4.65 | 5.98 | 1.16 | 4.93 | 14.82 | 0.76 | 1.28 | 2.73 |
16 | II | 4 | 1.21 | 11.19 | 1.21 | 19.80 | 4.78 | 6.43 | 0.75 | 6.95 | 23.25 | 4.53 | 4.74 | 15.16 |
17 | II | 5 | 2.41 | 14.69 | 2.29 | 35.93 | 8.93 | 14.00 | 1.64 | 4.58 | 6.11 | 1.30 | 2.06 | 6.04 |
18 | II | 6 | 2.64 | 48.29 | 1.85 | 22.43 | 6.75 | 11.23 | 1.47 | 1.98 | 1.78 | 0.26 | 0.44 | 0.86 |
19 | II | 7 | 4.11 | 17.28 | — | 35.66 | 13.44 | 19.56 | 2.07 | 3.25 | 2.01 | 0.81 | 0.95 | 0.85 |
20 | II | 8 | 3.90 | 24.44 | 2.40 | 28.65 | 10.54 | 15.57 | 1.88 | 3.18 | 9.01 | — | 0.26 | 0.17 |
21 | II | 9 | 2.80 | 52.57 | — | 23.67 | 6.30 | 10.59 | 1.12 | 1.44 | 1.03 | 0.05 | 0.21 | 0.23 |
22 | II | 10 | 3.01 | 28.08 | — | 40.16 | 8.58 | 15.32 | 1.69 | 3.07 | — | — | 0.03 | 0.06 |
23 | II | 11 | 2.67 | 19.83 | — | 39.74 | 9.32 | 16.53 | 2.07 | 2.97 | 3.99 | 0.37 | 0.95 | 1.55 |
24 | III | 1 | 1.88 | 6.16 | 0.34 | 78.06 | — | 3.75 | 1.95 | 2.16 | 0.97 | 0.23 | 0.47 | 4.04 |
25 | III | 2 | 1.40 | 24.46 | 0.33 | 55.75 | — | 5.51 | 1.36 | 3.67 | 3.24 | 0.61 | 1.06 | 2.61 |
26 | III | 3 | 2.42 | 30.18 | 0.28 | 52.99 | — | 3.75 | 1.26 | 3.47 | 4.47 | 0.15 | 0.45 | 0.58 |
27 | III | 4 | 2.02 | 6.99 | 0.42 | 42.26 | — | 4.28 | 0.75 | 5.09 | 13.24 | 2.94 | 4.21 | 17.79 |
28 | III | 5 | 1.82 | 9.57 | 0.23 | 46.77 | — | 5.00 | 1.29 | 5.74 | 12.62 | 2.24 | 3.45 | 11.26 |
29 | III | 6 | 1.85 | 39.39 | 1.16 | 45.23 | — | 4.08 | 1.10 | 1.78 | 1.08 | 0.34 | 0.44 | 3.54 |
30 | III | 7 | 1.68 | 21.09 | 1.88 | 59.49 | — | 6.26 | 1.68 | 2.87 | 2.04 | 0.71 | 0.83 | 1.45 |
31 | III | 8 | 1.85 | 47.16 | 0.18 | 32.74 | — | 2.82 | 0.81 | 2.31 | 11.71 | — | 0.31 | 0.11 |
32 | III | 9 | 1.80 | 17.07 | 1.58 | 65.65 | — | 6.46 | 1.75 | 2.66 | 2.27 | 0.07 | 0.29 | 0.40 |
33 | III | 10 | 1.98 | 18.76 | 1.46 | 68.61 | — | 5.11 | 1.43 | 2.53 | — | — | 0.02 | 0.10 |
34 | III | 11 | 1.59 | 45.92 | 0.98 | 42.78 | — | 3.51 | 0.98 | 1.63 | 1.55 | 0.06 | 0.41 | 0.59 |
35 | IV | 1 | 0.71 | 17.57 | 0.16 | 52.42 | — | 2.88 | 0.66 | 4.01 | 10.38 | 1.84 | 3.10 | 6.26 |
36 | IV | 2 | 2.29 | 13.31 | 0.28 | 62.68 | — | 4.99 | 1.51 | 3.27 | 5.80 | 0.93 | 1.88 | 3.07 |
37 | IV | 3 | 2.44 | 11.91 | 0.26 | 46.00 | 5.93 | 4.35 | 0.71 | 5.81 | 18.60 | 0.53 | 1.18 | 2.28 |
38 | IV | 4 | 0.93 | 12.45 | 1.28 | 40.40 | — | 5.61 | 1.08 | 5.70 | 19.72 | 2.23 | 2.61 | 8.01 |
39 | IV | 5 | 1.07 | 36.88 | 1.01 | 33.25 | — | 4.07 | 0.74 | 3.99 | 9.24 | 1.57 | 2.14 | 6.04 |
40 | IV | 6 | 1.24 | 50.98 | 1.15 | 36.85 | — | 4.58 | 1.18 | 1.94 | 1.02 | 0.29 | 0.39 | 0.38 |
41 | IV | 7 | 1.68 | 52.84 | 1.13 | 30.12 | 5.31 | 4.77 | 0.94 | 1.51 | 0.70 | 0.22 | 0.43 | 0.37 |
42 | IV | 8 | 1.24 | 55.25 | 0.88 | 27.95 | 3.61 | 3.86 | 0.57 | 1.45 | 4.97 | — | 0.14 | 0.09 |
43 | IV | 9 | 2.55 | 22.19 | 1.78 | 50.50 | 9.22 | 7.44 | 1.57 | 2.05 | 2.08 | 0.05 | 0.30 | 0.27 |
44 | IV | 10 | 1.00 | 60.33 | 0.86 | 27.58 | 4.65 | 3.38 | 0.60 | 1.16 | 0.32 | 0.04 | 0.05 | 0.02 |
45 | IV | 11 | 0.83 | 57.15 | 0.92 | 26.82 | 4.97 | 4.54 | 0.68 | 1.05 | 2.55 | 0.04 | 0.21 | 0.22 |
46 | V | 1 | 2.43 | 9.97 | 1.34 | 65.96 | 8.84 | 4.52 | 0.97 | 2.01 | 0.57 | 0.56 | 1.21 | 1.63 |
47 | V | 2 | 1.75 | 19.49 | 1.54 | 52.10 | — | 8.22 | 1.05 | 3.18 | 5.02 | 1.09 | 2.45 | 4.11 |
48 | V | 3 | 1.76 | 21.12 | 1.94 | 38.28 | 8.62 | 9.45 | 1.19 | 3.37 | 5.69 | 1.07 | 2.48 | 5.03 |
49 | V | 4 | 0.91 | 47.06 | 0.21 | 17.92 | 5.89 | 8.10 | 0.88 | 3.06 | 8.54 | 1.19 | 1.78 | 4.45 |
50 | V | 5 | 1.82 | 23.81 | 2.43 | 22.27 | 11.35 | 15.17 | — | 3.54 | 7.84 | 1.90 | 2.50 | 7.38 |
51 | V | 6 | 2.48 | 37.38 | 2.55 | 19.84 | 16.40 | 17.45 | 1.38 | 1.34 | 0.52 | 0.15 | 0.28 | 0.23 |
52 | V | 7 | 2.99 | 30.60 | 3.01 | 18.55 | 17.70 | 25.56 | 0.56 | — | 0.13 | 0.24 | 0.37 | 0.29 |
53 | V | 8 | 2.20 | 35.82 | 2.55 | 17.49 | 16.70 | 21.00 | — | 1.79 | 2.20 | — | 0.18 | 0.09 |
54 | V | 9 | 1.85 | 40.90 | 2.71 | 15.53 | 11.36 | 23.44 | 1.92 | 1.45 | 0.43 | 0.03 | 0.24 | 0.14 |
55 | V | 10 | 3.35 | 35.22 | 2.63 | 12.48 | 22.15 | 21.93 | 1.38 | 0.44 | 0.28 | — | 0.13 | 0.03 |
56 | V | 11 | 1.50 | 67.11 | 2.33 | 5.01 | 9.61 | 13.03 | — | — | 0.98 | 0.04 | 0.21 | 0.17 |
57 | VI | 1 | 0.42 | 5.03 | 0.14 | 22.26 | — | 2.45 | 0.28 | 9.85 | 46.60 | 2.14 | 3.01 | 7.81 |
58 | VI | 2 | 1.74 | 14.16 | 1.69 | 57.71 | — | 7.79 | 1.40 | 3.49 | 4.52 | 1.29 | 2.24 | 3.97 |
59 | VI | 3 | 2.05 | 15.09 | 1.98 | 48.31 | 12.73 | 7.29 | 1.45 | 4.08 | 5.47 | 0.16 | 0.58 | 0.83 |
60 | VI | 4 | 0.51 | 29.79 | 1.14 | 16.51 | 3.53 | 5.50 | 0.51 | 5.77 | 19.24 | 2.96 | 3.97 | 10.56 |
61 | VI | 5 | 3.07 | 18.10 | 0.32 | 49.11 | 10.46 | 6.70 | 1.57 | 3.58 | 2.81 | 0.75 | 1.01 | 2.54 |
62 | VI | 6 | 1.94 | 23.30 | 0.24 | 48.64 | 11.07 | 7.93 | 1.66 | 2.55 | 1.59 | 0.32 | 0.36 | 0.39 |
63 | VI | 7 | 2.23 | 20.24 | 2.20 | 51.60 | 7.64 | 9.23 | 1.78 | 2.82 | 0.17 | 0.61 | 0.70 | 0.78 |
64 | VI | 8 | 1.49 | 55.33 | 1.28 | 27.40 | 4.68 | 5.97 | 0.76 | 2.62 | 0.41 | — | 0.03 | 0.03 |
65 | VI | 9 | 1.26 | 47.30 | 1.29 | 35.74 | 4.26 | 5.31 | 1.03 | 1.74 | 1.22 | 0.09 | 0.38 | 0.38 |
66 | VI | 10 | 1.72 | 51.39 | 1.08 | 31.44 | 6.17 | 4.05 | 0.75 | 1.96 | 1.29 | — | 0.09 | 0.07 |
67 | VI | 11 | 1.54 | 48.69 | 0.34 | 34.69 | 3.89 | 5.20 | 0.85 | 1.68 | 2.53 | 0.06 | 0.26 | 0.26 |
68 | VII | 1 | 0.42 | 5.03 | 0.14 | 22.26 | — | 2.45 | 0.28 | 9.85 | 46.60 | 2.14 | 3.01 | 7.81 |
69 | VII | 2 | 2.17 | 12.22 | 1.68 | 44.52 | 10.37 | 6.98 | 0.93 | 3.98 | 7.87 | 1.34 | 3.00 | 4.95 |
70 | VII | 3 | 2.00 | 15.19 | 1.77 | 38.62 | 8.62 | 6.74 | 0.86 | 5.59 | 14.94 | 0.96 | 1.24 | 3.47 |
71 | VII | 4 | 1.09 | 27.25 | 0.96 | 17.49 | 6.20 | 4.19 | 0.46 | 5.68 | 20.08 | 2.81 | 3.96 | 9.82 |
72 | VII | 5 | 1.55 | 13.34 | 1.45 | 24.79 | 8.43 | 7.82 | 0.87 | 5.26 | 17.94 | 3.20 | 3.63 | 11.73 |
73 | VII | 6 | 2.47 | 24.78 | 2.34 | 36.90 | 11.67 | 13.88 | 1.85 | 2.97 | 1.68 | 0.41 | 0.47 | 0.58 |
74 | VII | 7 | 2.71 | 23.56 | 2.33 | 33.46 | 11.07 | 14.56 | 1.76 | 3.13 | 1.88 | 0.99 | 1.63 | 2.92 |
75 | VII | 8 | 2.34 | 27.28 | 2.48 | 32.32 | 10.82 | 16.67 | 1.58 | 2.80 | 3.35 | 0.02 | 0.22 | 0.12 |
76 | VII | 9 | 2.98 | 21.72 | — | 43.19 | 7.07 | 18.46 | 2.10 | 2.56 | 1.18 | 0.13 | 0.22 | 0.38 |
77 | VII | 10 | 2.78 | 27.31 | 2.15 | 37.02 | 11.05 | 12.84 | 1.72 | 2.76 | 2.15 | — | 0.13 | 0.10 |
78 | VII | 11 | 2.03 | 57.32 | — | 20.56 | 7.74 | 8.66 | 1.11 | 1.27 | 0.92 | 0.03 | 0.16 | 0.21 |
The Pearson's relationship between VC and quality parameter was further investigated (data not shown). The percentage of aldehydes in the total VCs had positive correlations with both PV and AV (P < 0.01), and the main contributor should be hexanal which had the coefficients close to those of total aldehydes. For other aldehydes, heptanal also had positive correlations with PV and AV (P < 0.05), but both octanal and decanal showed negative correlations with them. Except that, PV showed negative correlations with 1-octene, 3-methyl-2,5-furandione, D-limonene and acetic acid/1-phenylethyl ester (P < 0.01 or P < 0.05), and AV exhibited negative correlations with 3-methyl-2,5-furandione, 2-pentyl-furan, D-limonene, heptanoic acid/2-propenyl ester and acetic acid/1-phenylethyl ester (P < 0.01). The results indicated that the changes in the physicochemical characteristics of SSO during storage, including PV, AV and flavor, had significant relationships.
The differences of SSO products in the GC profile of VC were further investigated by multivariate statistical analysis combined with chemometrics methods. Principal component analysis (PCA) and multivariate analysis of variance (MANOVA) were performed to draw the score plot and loading plot, to explore the potential VCs responsible for the between-group variability (Fig. 4A and B). Three principal components (PCs) explained 89.19% of the total variance in the PCA score plot. Samples in group V, VI and VII were all scattered in a relatively large plane, indicating their great intragroup variations in VC composition. The main factors contributing to the variations were variables 3 (6.45 min), 4 (6.48 min) and 5 (6.60 min), which were all assigned to hexanal (6.45–6.60 min). The MANOVA score plot displayed a different distribution of samples compared to the PCA one. Three canonical variables (CVs) could explain 85.22% of the total variance. The variables 8 and 9, which were known as silicon compounds not belonging to SSO, were the main factors leading to the dispersion of samples in group I. The variables 10 (heptanal) and 15 (octanal) mainly contributed to the separation of light-exposure groups (II and VII). Group V was almost separated from other groups, and the main contributor was variable 13 (2-pentyl-furan). The results implied that hexanal, heptanal, octanal and 2-pentyl-furan were the main VCs related to the effects of light exposure and high temperature during storage.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: 10.1039/c9ra09215c |
This journal is © The Royal Society of Chemistry 2019 |