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As shown in Table 1, KD tasted bitter, sweet, and had a sweet aftertaste; LY was sweet and mellow with a camphoraceous taste; QQ had a sweet, astringent, and medicinal taste; and TC tasted sweet, slightly astringent, and calm; and only LC had a prominent umami flavor in the sensory evaluation.
Table 1. Results of the sensory review of the taste of the four substitute teas
Sample Taste KD Bitter, sweeter, with a sweet aftertaste TC Sweet, slightly bitter, calm LY Sweet and mellow, with a camphoraceous flavor LC Fresh and mellow QQ Sweet, astringent and medicinal flavors As indicated in Fig. 1, with LC as the control, the sweetness of the four substitute teas was more prominent in the E-tongue test, and the KD and TC in particular had the highest E-tongue test values, followed by LY and QQ, which had higher E-tongue sweetness test values than LC. TC, LY, and QQ had slightly higher E-tongue bitterness values than LC , and KD, QQ, and TC had slightly higher astringency values than LC. The umami of the LC was much higher than that of the four substitute teas. Overall, the manual sensory and E-tongue test results for the four substitute teas were relatively consistent, with all tastes being sweet and bitter and astringent. The taste of the tea broth represents a combination of all the taste attributes in the tea broth. The bitterness and astringency values of LC were slightly lower than those of the TC and the QQ in this E-tongue test, mainly because the umami value of the LC was too high, which inhibited the bitterness and astringency of the tea brewed[38].
Identification of flavonoids and sugars in the four substitute teas
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The flavonoid metabolites of the four substitute teas were quantified by LC-MS/MS, and a total of 136 flavonoid metabolites in 12 categories were identified, including 37 flavones, 29 flavonols, 13 flavanones,13 isoflavanones, 12 chalcones, eight flavanonols, seven flavanols, five flavone glycosides, five phenolic acids, two xanthones, one anthocyanin, one biflavonoid and fourothers, with flavones and flavonols being the most dominant, followed by chalcones, flavanonols, and isoflavanones.
From Table 2, the total flavonoid content of TC was much higher than that of the other substitutes tea at (11,512.93 ± 0.14c) nmol/g, followed by LY with a high total flavonoid content of (1,885.37 ± 0.28a) nmol/g, and KD and QQ with comparable total flavonoid contents of (893.82 ± 0.12c) and (887.16 ± 0.35d) nmol/g. The total flavonoids of all four substitute teas were lower than those of LC. TC was dominated by flavonols, flavanols, chalcones, flavanonols, and anthocyanins, all of which were much higher than in the other three substitutes tea (7,402.47 ± 136.25b), (1,036.37 ± 59.53b), and (2,763.33 ± 133.39a) nmol/g, respectively. Both LY and QQ were dominated by flavonols, with contents of (1,766.96 ± 79.16b) and (787.8 ± 36.16c) nmol/g, respectively. Further, flavanols were more abundant in the LY and QQ, with contents of (49.83 ± 3.02c) nmol/g, respectively. Flavonoids and flavonols were predominant in the KD, with contents of (394.85 ± 13.13a) and (380.02 ± 9.97d) nmol/g, respectively, and the flavonoids were higher than in the other tea substitutes. Flavanols and flavanonols were the next highest in KD, with contents of (35.79 ± 1.42c) and (54.05 ± 2.81b) nmol/g, respectively.
Table 2. Statistical results of the flavonoid content of the four substitute teas. Unit: nmol/g.
KD LY QQ TC LC Anthocyanins 3.13 ± 0.49c 6.46 ± 0.78c 2.59 ± 0.27c 1036.37 ± 59.53b 3238.45 ± 82.64a Biflavonoids 0.12 ± 0.06a − − − − Chalcones 0.85 ± 0.05b 11.9 ± 0.09b 1.4 ± 0.01b 97.18 ± 12.72a 9.03 ± 0.56b Flavanols 35.79 ± 1.42c 49.83 ± 3.02c 55.34 ± 2.22c 7402.47 ± 136.25b 19411.19 ± 365.66a Flavanones 54.05 ± 2.81b 12.04 ± 0.03d 5.13 ± 0.13e 68.9 ± 2.16a 37.93 ± 3.36c Flavanonols 3.73 ± 0.12c 15.27 ± 0.46b 1.78 ± 0.04c 16.35 ± 0.71b 95.21 ± 4.36a Flavone glycosides 2.48 ± 0.09b 1.18 ± 0.02d 1.82 ± 0.04c 0.9 ± 0.04d 6.03 ± 0.55a Flavones 394.85 ± 13.13a 7.74 ± 0.28d 19.74 ± 0.93c 82.95 ± 3.44b 26.5 ± 1.39c Flavonols 380.02 ± 9.97d 1766.96 ± 79.16b 787.8 ± 36.16c 2763.33 ±1 33.39a 423.6 ± 34.27d Isoflavanones 0.65 ± 0.09c 0.14 ± 0.01e 0.3 ± 0.05d 1.04 ± 0.09b 1.37 ± 0.08a Phenolic acids 8.66 ± 0.22a 2.06 ± 0.16c 3.2 ± 0.16b 3.32 ± 1.14b − Xanthones − 0.22 ± 0.02b − 0.07 ± 0.01c 0.59 ± 0.02a Others 9.49 ± 1.07b 11.57 ± 5.05b 8.06 ± 3.14b 40.05 ± 9.08b 1707.99 ± 202.53a Total 893.82 ± 0.12c 1885.37 ± 0.28a 887.16 ± 0.35d 11512.93 ± 0.14c 24957 ± 0.28a.89 N indicates biological sample size; data are mean ± standard deviation; peer data followed by different letters indicate significant differences (p < 0.05), and those with the same letter indicate non-significant differences (p > 0.05). In addition, biflavonoids were only detected in KD; phenolic acids were detected in KD, LY, QQ, and TC; and xanthones were only detected in LY and TC. In the clustering heat map (Fig. 2a), there were obvious grouping patterns of flavonoid metabolites in each tea sample, and the aggregation differences were large. All teas clustered individually, indicating that the four substitute teas had different flavonoid metabolite characteristics. Overall, the TC and LY had a higher flavonoid content, which is consistent with the bitterness values of the TC and LY being slightly greater than those of the KD and QQ in the E-tongue test.
Figure 2.
Heat map of (a) flavonoid metabolite and (b) sugar metabolite contents of the four substitute teas.
The separation of sugars in the different substitute tea samples was achieved using GC-MS/MS, as shown in Table 3. Twelve sugars belonging to two types were detected, including four disaccharides, namely sucrose, alginose, maltose, and lactose; and eight monosaccharides, namely D-arabinose, L-rhamnose, L-fucose, D-fructose, D-galactose, glucose, D-sorbitol, and xylitol. Among the four substitute teas, total sugars were highest in LY at (114.4 ± 0.09b) mg/g and were at comparable levels in QQ and TC at (34.71 ± 0.12c) and (36.94 ± 0.52a) mg/g, respectively, and at lower levels in KD and LC at (5.27 ± 0.14a) and (3.34 ± 2.12c) mg/g, respectively.
Table 3. Statistical results of the sugar content of the four substitute teas. Unit: mg/g.
Class Compounds RT KD LY QQ TC LC Disaccharide Sucrose 13.053 2.55 ± 0.06c 39.24 ± 0.36a 0.03 ± 0d 30.19 ± 0.27b 2.77 ± 0.44c Trehalose 14.342 0.1 ± 0a 0.01 ± 0d 0.03 ± 0b − 0.03 ± 0c Maltose 14.264 0.01 ± 0b 0.39 ± 0.02a − 0.01 ± 0b − Lactose 13.662 − 0.02 ± 0a 0.01 ± 0b 0.01 ± 0c − Total disaccharide 2.66 ± 0.07c 39.66 ± 0.38a 0.08 ± 0d 30.21 ± 0.27b 2.8 ± 0.45c Monosaccharide D-Arabinose 3.965 0.01 ± 0c 0.09 ± 0b 0.29 ± 0a 0.01 ± 0c 0.01 ± 0c D-Fructose 5.758 1.15 ± 0.02d 13.18 ± 0.32a 11.98 ± 0.05b 3.33 ± 0.04c 0.1 ± 0.01e D-Galactose 5.937 0.13 ± 0.01b 0.1 ± 0c 0.97 ± 0.01a 0.01 ± 0e 0.03 ± 0.01d Glucose 5.991 1.19 ± 0.02d 31.34 ± 0.74a 21.31 ± 0.15b 3.23 ± 0.05c 0.34 ± 0.04e L-Rhamnose 4.424 0.05 ± 0a 0.03 ± 0c 0.04 ± 0b 0.03 ± 0c 0.02 ± 0d D-Sorbitol 6.361 − − − 0.01 ± 0b 0.01 ± 0a L-Fucose 4.634 0.07 ± 0b − 0.04 ± 0c 0.11 ± 0a 0.01 ± 0d Xylitol 4.318 − − − − 0.01 ± 0a Total monosaccharide 2.61 ± 0.06d 44.74 ± 1.12a 34.63 ± 0.29b 6.73 ± 0.12c 0.54 ± 0.13e Other Inositol 7.772 0.5 ± 0.01e 4.82 ± 0.06a 4.46 ± 0.09b 1.38 ± 0.02c 0.62 ± 0.07d Total sugar 5.27 ± 0.14a 114.4 ± 0.09b 34.71 ± 0.12c 36.94 ± 0.52a 3.34 ± 2.12c Data are mean ± standard deviation. Peer data followed by different letters indicate significant differences (p < 0.05), and those with the same letter indicate non-significant differences (p > 0.05). Total sugar content does not include inositol. The heatmap (Fig. 2b) of the four substitute teas showed that LY contained more different sugar metabolites than the other tea substitutes, mainly sucrose, maltose, and lactose (disaccharides) and glucose and fructose (monosaccharides). QQ was second, containing mainly galactose and arabinose. KD mainly differed in containing more trehalose and rhamnose, while TC contained more fructose. The tea samples all clustered into a single category. Overall, the sugar content of all four substitute teas was higher than that of LC, which was consistent with the higher sweetness value of all four substitute teas compared to LC in the E-tongue test results. Among the four substitute teas, the KD and TC had lower sugar contents than LY and QQ, but their sweetness values were higher than those of LY and QQ in the E-tongue test. This may be due to the different thresholds of sweet substances and the combined taste of other substances in the tea broth.
Screening of four substitute teas flavonoids and sugar differential metabolites
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Using LC as the control, the four groups were recorded as LC vs KD, LC vs LY, LC vs QQ, and LC vs TC, and the differences in flavonoid and sugar metabolites of the four substitute teas were analyzed by OPLS-DA. According to Table 4, the evaluation parameters of the OPLS-DA model for flavonoid and sugar metabolites in each group were all greater than 0.5 and Q2 > 0.9, indicating that the model was well constructed and the predictive ability was reliable. Following the PLS-DA analysis, significant differential metabolites were screened. From Table 5, among the flavonoids, a total of 80 differential metabolites were screened in LC vs KD, of which 41 were up-regulated, accounting for 51.25%, mainly flavonoids. Thirty-nine were down-regulated, mainly flavonols. Eighty-five differential metabolites were screened in LC vs LY, of which 48 were up-regulated, accounting for 56.47%, which were mainly flavonoids and flavonols. There were 37 down-regulated metabolites, mainly flavonoids and flavonols. There were 85 different metabolites screened in LC vs QQ, of which 38 were up-regulated, mainly flavonoids and flavonols, and of which 47 were down-regulated, accounting for 55.29%, mainly chalcones, flavanols, flavonoids, and flavonols. Seventy-seven different metabolites were screened in LC vs TC. Among them, 44 were up-regulated, accounting for 57.14%, mainly flavonoids and flavonols, and 33 were down-regulated.
Table 4. Parameters for PLS analysis of the four substitute teas flavonoids and sugars.
Sample Flavonoids Sugars R2X R2Y Q2 R2X R2Y Q2 LC vs. KD 0.949 1 1 0.926 1 0.999 LC vs. LY 0.942 1 0.998 0.934 1 1 LC vs. QQ 0.946 1 1 0.906 1 0.997 LC vs. TC 0.973 1 1 0.937 1 1 Table 5. Statistical results of the different flavonoid and sugar metabolites of the four substitute teas.
LC vs KD LC vs LY LC vs QQ LC vs TC Up Down Up Down Up Down Up Down Anthocyanins 1 1 1 1 Biflavonoids 1 1 - 1 Chalcones 2 5 3 3 3 6 7 2 Flavanols 6 6 6 3 4 Flavanones 4 3 3 2 5 4 2 4 Flavanonols 2 3 2 4 1 5 1 3 Flavone glycosides 1 2 3 3 4 Flavones 15 5 15 9 14 8 12 5 Flavonols 7 10 18 5 8 9 15 6 Isoflavanones 6 2 3 3 3 3 2 2 Phenonic acids 3 3 4 1 Xanthones 2 1 2 2 Total flavonoids 41 39 48 37 38 47 44 33 Disaccharide 2 3 1 1 1 3 1 Monosaccharide 5 2 4 2 6 2 3 2 Inositol 1 1 1 Total sugar 7 2 9 3 8 3 7 3 Among the sugars, nine different metabolites were screened in LC vs KD, of which seven were up-regulated and two were down-regulated. Twelve different metabolites were screened in LC vs LY, of which nine were up-regulated and three were down-regulated. Eleven different metabolites were screened in LC vs QQ, of which eight were up-regulated and three were down-regulated; and 10 different metabolites were screened in LC vs TC, of which seven were up-regulated and three were down-regulated. All groups were dominated by the up-regulation of sucrose, glucose, and fructose, which accounted for more than 66.67% of the total.
In the Venn diagram (Fig. 3a), there were nine differential metabolites specific to LC vs KD, namely troxerutin and silychristin (flavanonols), spinosin (flavonoid glycoside), apigenin-7-for (flavone), typhaneoside (flavonol), calycosin, 2'-hydroxy-daidzein, and demethyltexasin (isoflavanone), and kavain (phenolic acid).
Figure 3.
Venn diagram of the differential metabolites of the (a) four substitute tea flavonoids and (b) sugars.
LC vs LY had four specific differential metabolites, including silibinin (flavanonol), limocitrin and genkwanin (flavonoids), and sagittatoside A (flavonol). In general, the specific differential metabolites were up-regulated in all groups.
There were seven different metabolites specific to LC vs QQ, namely benzylideneacetophenone (chalcone), isosakuranin and liquiritin (flavanones), tricin and scutellarein (flavones), corylin (isoflavanone), and 7-hydroxy-4H-chromen-4-one (phenolic acid).
LC vs TC had five specific differential metabolites, including neohesperidin dihydrochalcone (chalcone), afzelechin (flavanol), sophoraflavanone G (flavanone), baicalin (flavonoid), and isorhamnetin (flavonol). The specific differential metabolites were up-regulated in all groups, indicating that these differential metabolites were higher in all four substitute teas than in LC.
From Fig. 3b, there were no specific differential metabolites in the four groups and there were four shared differential metabolites, all of which were monosaccharides. Fructose and glucose were up-regulated in all groups, fructose. was only down-regulated in LC vs LY and up-regulated in the rest, and galactose. was only down-regulated in LC vs TC and up-regulated in the rest.
Comparative analysis of the antioxidative activity of the four substitute teas
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In the selected range (250 to 1,000 μg/mL), the scavenging ability of the four substitute teas for DPPH and ABTS radicals increased with increasing concentration (Fig. 4), the scavenging ability of the four substitute teas for DPPH and ABTS radicals was in the following order: TC > KD > LY > QQ.
Figure 4.
Scavenging capacity of the four substitute teas for (a) ABTS radicals and (b) DPPH radicals.
As shown in Table 6, the total flavonoid content of the four substitute teas showed a significant positive correlation with the scavenging ability of DPPH and ABTS radicals, and the total sugar content showed a negative correlation with the scavenging ability of DPPH radicals and a highly significant negative correlation with the scavenging ability of ABTS radicals. Among the four substitute teas, TC had the highest total flavonoid content and the strongest scavenging ability for DPPH and ABTS radicals. The total flavonoid content of LY was higher than that of KD, but the scavenging ability for DPPH and ABTS radicals was higher than that of LC. This is because the total sugar content of LY was higher than that of KD, and flavonoids are easily combined with sugars, especially glucose, rhamnose, and glucuronide, which are often used as glycosidic ligands for flavonoids[38,39]. The total flavonoid content of QQ was comparable to that of KD, while the total sugar content was slightly higher than that of KD, rendering the scavenging ability of DPPH and ABTS free radicals weaker than that of KD for the same reason. To further investigate the correlation between flavonoids and antioxidant properties of the four substitute teas. Twenty flavonoids were found to be positively correlated with antioxidant properties by correlation network plots (r ≥ 0.8, p < 0.0001), of which 15 were positively associated with clearing ABTS radicals and five were positively associated with clearing DPPH radicals (Fig. 5);procyanidin B2, (−)-gallocatechin, (−)-epigallocatechin, (−)-gallocatechin gallate, (−)-catechin gallate, astragalin, tiliroside, naringenin-7-glucoside, and taxifolin were the most predominant, and all of them were found in the highest levels in TC (Fig. 6). Among them, procyanidin B2 amounted to 1,036.37 ± 59.53 nmol/g in TC, followed by astragalin and tiliroside with 626.32 ± 55.22 and 318.72 ± 5.20 nmol/g, respectively. (−)-Gallocatechin, (−)-gallocatechin gallate, astragalin, naringenin-7-glucoside, and taxifolin, were slightly higher in LY than in KD and QQ, in addition to being higher in TC. (−)-Epigallocatechin, (−)-catechin gallate and tiliroside, were slightly higher in KD than in LY and QQ, in addition to their higher contents in TC. These differences in flavonoid content are important reasons for the different antioxidant properties of the four substitute teas.
Table 6. Correlation analysis between taste substances and antioxidant properties.
Pearson correlation Total flavone Total sugar Total DPPG clearance Total ABTS clearance Total flavone 1 −0.461 0.103 0.626* Total sugar 1 −0.286 −0.645** Total DPPG clearance 1 0.793** Total ABTS clearance 1 * Correlation is significant at the 0.05 level (2-tailed).** Correlation is significant at the 0.01 level (2-tailed). -
The authors confirm contribution to the paper as follows: Liu Z and Ran Q contributed equally to this work. Draft manuscript preparation: Liu Z, Ran Q; software: Yuan C; study supervision: Fang S; project management: Pan K, Long L. All authors reviewed the results and approved the final version of the manuscript.
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About this article
Cite this article
Liu Z, Ran Q, Yuan C, Fang S, Pan K, et al. 2023. Differences in taste characteristics and antioxidant properties of four substitute teas based on a targeted metabolomics approach. Beverage Plant Research 3:33 doi: 10.48130/BPR-2023-0033
Differences in taste characteristics and antioxidant properties of four substitute teas based on a targeted metabolomics approach
- Received: 03 September 2023
- Revised: 27 September 2023
- Accepted: 21 October 2023
- Published online: 18 December 2023
Abstract: To investigate the differences in taste characteristics and antioxidant properties of four types of tea substitutes. After sensory review and electronic tongue indicated that the taste characteristics of the four substitute teas were sweetness, bitterness and astringency. There were a total of 136 flavonoid metabolites in 12 categories and 12 sugar metabolites were identified in the four substitute teas with ultra-performance liquid chromatography tandem-mass spectrometry metabolomics targeted detection. Flavonoids were significantly positively correlated with antioxidant properties, among them, 15 were positively associated with clearing ABTS radicals and five were positively associated with clearing DPPH radicals, and sugars were significantly negatively correlated with antioxidant properties. The antioxidant properties were in the following order: TC > KD > LY > QQ. The conclusion is that significant differences in the content of flavonoids and sugar metabolites are the main reasons for the formation of the flavour characteristics and antioxidant differences of the four substitute teas.
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Key words:
- Taste characteristics /
- Antioxidant properties /
- Flavonoids /
- Sugars /
- Tea substitutes