Correlation Analysis and Spiking Validation of Flavor Compounds Modulating Bitterness and Astringency in Jasmine Tea
Abstract
1. Introduction
2. Materials and Methods
2.1. Materials and Chemicals
2.2. Preparation of Jasmine Teas from Different Tea Bases
2.3. Tea Infusion Preparation
2.4. Sensory Evaluation
2.5. Determination of Flavonoids and Caffeine
2.6. Determination of Amino Acids
2.7. Correlation of Flavor Components and Taste Attributes via WGCNA
2.8. Spiking Experiment
2.9. Statistics
3. Results and Discussion
3.1. Correlation of Flavor Compounds and Taste Traits via WGCNA
3.2. Validation of the Taste-Modulating Effects of Glu
3.3. Validation of the Taste-Modulating Effects of Thea
3.4. Validation of the Taste-Modulating Effects of Asp
3.5. Validation of the Taste-Modulating Effects of Arg
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| WGCNA | Weighted gene co-expression network analysis |
| EGCG | Epigallocatechin gallate |
| EGC | Epigallocatechin |
| ECG | Epicatechin gallate |
| EC | Epicatechin |
| GCG | Gallocatechin gallate |
| GC | Gallocatechin |
| CG | Catechin gallate |
| C | Catechin |
| M-gal-rha-glu | Myricetin-3-O-galactosyl-rhamnosyl-glucoside |
| M-gal | Myricetin 3-O-galactoside |
| M-glu | Myricetin 3-O-glucoside |
| Q-gal-rha-glu | Quercetin-3-O-glucosyl-rhamnosyl-galactoside |
| Q-glu-rha-glu | Quercetin-3-O-glucosyl-rhamnosyl-glucoside |
| Q-glu-rha-rha | Quercetin-3-O-rhamnosyl-rhamnosyl-glucoside |
| Q-gal | Quercetin 3-O-galactoside |
| Q-glu | Quercetin 3-O-glucoside |
| K-glu-rha-glu | Kaempferol-3-O-glucosyl-rhamnosyl-glucoside |
| K-gal | Kaempferol-3-O-galactoside |
| K-glu-rha | Kaempferol-3-O-rhamnosyl-glucoside |
| K-glu | Kaempferol 3-O-glucoside |
| Asp | Aspartic acid |
| Glu | Glutamic acid |
| Asn | Asparagine |
| Ser | Serine |
| Gln | Glutamine |
| His | Histidine |
| Gly | Glycine |
| Thr | Threonine |
| Arg | Arginine |
| Ala | Alanine |
| GABA | γ-aminobutyric acid |
| Thea | Theanine |
| Tyr | Tyrosine |
| Val | Valine |
| Met | Methionine |
| Trp | Tryptophan |
| Phe | Phenylalanine |
| Ile | Isoleucine |
| Leu | Leucine |
| Lys | Lysine |
| OPA | O-phthalaldehyde |
| QDA | Quantitative descriptive analysis |
| TC | Total catechins |
| TFG | Total flavonol glycosides |
| TAA | Total amino acids |
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| Compounds | Curly-Strip Maofeng | Orchid-Shaped Type Maofeng | Flat-Shaped Tea | Tencha | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| (µg/mL) | Tea Base | S30 | S35 | TEA BASE | S30 | S35 | Tea Base | S30 | S35 | Tea Base | S30 | S35 |
| Catechin compounds | ||||||||||||
| GC | 10.21 ± 1.88a | 10.55 ± 0.84a | 11.56 ± 1.11a | 10.28 ± 0.55a | 9.71 ± 0.49a | 10.57 ± 0.81a | 16.16 ± 1.47a | 14.91 ± 0.60a | 14.97 ± 1.45a | 11.67 ± 0.80a | 11.97 ± 0.53a | 12.31 ± 0.89a |
| EGC | 92.65 ± 1.72ab | 94.05 ± 3.16ab | 105.71 ± 14.87a | 83.40 ± 1.55ab | 91.98 ± 4.91a | 78.31 ± 7.27b | 97.72 ± 7.39a | 98.79 ± 3.73a | 100.46 ± 7.39a | 126.80 ± 2.62a | 124.45 ± 1.08a | 124.36 ± 4.70a |
| C | 13.30 ± 0.29a | 13.34 ± 0.52a | 12.78 ± 1.37a | 14.35 ± 0.62a | 14.52 ± 0.96a | 13.88 ± 0.35a | 13.77 ± 1.01a | 13.70 ± 1.14a | 15.08 ± 1.21a | 7.23 ± 0.37a | 7.16 ± 0.50a | 6.53 ± 0.84a |
| EC | 33.00 ± 2.69a | 31.49 ± 2.06ab | 34.24 ± 4.87a | 27.96 ± 1.08a | 28.69 ± 1.65a | 29.20 ± 1.18a | 33.42 ± 2.49a | 35.51 ± 1.79a | 34.24 ± 1.95a | 36.28 ± 0.46a | 37.14 ± 0.59a | 36.89 ± 0.74a |
| EGCG | 39.11 ± 3.25a | 35.93 ± 3.37ab | 35.19 ± 1.37ab | 46.63 ± 3.43a | 46.10 ± 1.99a | 45.49 ± 1.28a | 89.61 ± 0.99a | 89.72 ± 2.29a | 88.26 ± 2.61a | 17.44 ± 1.47a | 17.44 ± 1.32a | 16.76 ± 1.52ab |
| GCG | 9.70 ± 1.11a | 10.19 ± 0.14a | 10.40 ± 0.53a | 10.54 ± 0.16a | 9.71 ± 0.28a | 10.46 ± 0.23a | 11.33 ± 0.86a | 10.58 ± 0.78a | 11.71 ± 0.87a | 4.19 ± 0.58a | 4.05 ± 0.18a | 4.33 ± 0.36a |
| ECG | 10.08 ± 0.60a | 9.75 ± 0.68a | 9.15 ± 0.24a | 9.94 ± 0.55a | 9.77 ± 0.63a | 10.24 ± 0.20a | 13.42 ± 0.99a | 13.52 ± 0.93a | 12.83 ± 1.20a | 8.23 ± 1.32ab | 9.32 ± 0.92a | 9.06 ± 0.33a |
| CG | 1.56 ± 0.12a | 1.63 ± 0.09a | 1.51 ± 0.08a | 1.45 ± 0.09a | 1.57 ± 0.07a | 1.60 ± 0.11a | 3.12 ± 0.26a | 3.00 ± 0.13a | 3.04 ± 0.14a | 1.25 ± 0.05a | 1.15 ± 0.09a | 1.20 ± 0.06a |
| TC | 209.62 ± 1.42a | 206.94 ± 2.12a | 220.55 ± 16.52a | 204.55 ± 3.83a | 212.03 ± 5.17a | 199.75 ± 7.93a | 278.53 ± 7.26a | 279.75 ± 6.09a | 280.59 ± 8.42a | 213.09 ± 0.76a | 212.68 ± 0.73a | 211.44 ± 3.82a |
| Flavonol glycosides | ||||||||||||
| M-gal-rha-glu | 0.57 ± 0.01a | 0.56 ± 0.06a | 0.53 ± 0.07a | 0.50 ± 0.04ab | 0.52 ± 0.01a | 0.52 ± 0.04a | 0.65 ± 0.04a | 0.64 ± 0.02a | 0.66 ± 0.03a | 0.63 ± 0.12a | 0.59 ± 0.08ab | 0.48 ± 0.05ab |
| M-gal | 0.37 ± 0.03a | 0.34 ± 0.02a | 0.33 ± 0.04a | 0.31 ± 0.03a | 0.32 ± 0.03a | 0.30 ± 0.02a | 0.40 ± 0.02a | 0.44 ± 0.03a | 0.42 ± 0.01a | 0.49 ± 0.03a | 0.48 ± 0.04a | 0.47 ± 0.03a |
| M-glu | 0.48 ± 0.09a | 0.46 ± 0.11ab | 0.46 ± 0.13ab | 0.39 ± 0.05a | 0.41 ± 0.04a | 0.40 ± 0.02a | 0.50 ± 0.01a | 0.52 ± 0.02a | 0.51 ± 0.02a | 0.61 ± 0.06a | 0.59 ± 0.05a | 0.62 ± 0.07a |
| Q-gal-rha-glu | 3.37 ± 0.10a | 3.45 ± 0.20a | 3.43 ± 0.21a | 3.24 ± 0.25a | 3.19 ± 0.28a | 3.32 ± 0.30a | 3.40 ± 0.21a | 3.53 ± 0.17a | 3.51 ± 0.29a | 4.45 ± 0.16a | 4.38 ± 0.38a | 4.55 ± 0.12a |
| Q-glu-rha-glu | 5.14 ± 0.23a | 5.47 ± 0.47a | 5.55 ± 0.33a | 3.28 ± 0.20a | 3.44 ± 0.19a | 3.41 ± 0.35a | 5.86 ± 0.29a | 5.81 ± 0.27a | 5.74 ± 0.33a | 5.98 ± 0.11a | 6.06 ± 0.24a | 5.82 ± 0.25a |
| Q-glu-rha-rha | 7.24 ± 0.08c | 8.14 ± 0.11a | 8.15 ± 0.12a | 6.58 ± 0.07b | 8.53 ± 0.61a | 8.38 ± 0.53a | 5.94 ± 0.19b | 7.41 ± 0.17a | 7.56 ± 0.33a | 10.12 ± 0.42b | 13.24 ± 0.64a | 12.96 ± 1.21a |
| Q-gal | 0.85 ± 0.14a | 0.94 ± 0.05a | 0.95 ± 0.01a | 0.81 ± 0.07a | 0.84 ± 0.04a | 0.82 ± 0.05a | 0.85 ± 0.01a | 0.88 ± 0.06a | 0.88 ± 0.04a | 0.99 ± 0.13a | 0.90 ± 0.05a | 0.80 ± 0.14a |
| Q-glu | 0.20 ± 0.04a | 0.24 ± 0.02a | 0.24 ± 0.02a | 0.12 ± 0.01a | 0.12 ± 0.00a | 0.12 ± 0.01a | 0.32 ± 0.02a | 0.33 ± 0.02a | 0.34 ± 0.03a | 0.14 ± 0.01a | 0.14 ± 0.01a | 0.13 ± 0.01a |
| K-glu-rha-glu | 10.60 ± 0.28a | 10.86 ± 0.74a | 11.19 ± 0.48a | 7.06 ± 0.57a | 7.08 ± 0.63a | 7.03 ± 0.23a | 11.16 ± 0.86a | 11.45 ± 0.72a | 11.35 ± 0.45a | 10.78 ± 0.31a | 11.08 ± 0.99a | 11.08 ± 0.32a |
| K-gal | 1.55 ± 0.23a | 1.54 ± 0.09a | 1.69 ± 0.23a | 1.44 ± 0.15a | 1.49 ± 0.11a | 1.47 ± 0.13a | 0.76 ± 0.05a | 0.78 ± 0.07a | 0.78 ± 0.03a | 0.73 ± 0.11a | 0.77 ± 0.02a | 0.73 ± 0.08a |
| K-glu-rha | 1.92 ± 0.19a | 2.08 ± 0.11a | 2.11 ± 0.17a | 1.95 ± 0.17a | 1.99 ± 0.07a | 2.01 ± 0.03a | 1.43 ± 0.14a | 1.47 ± 0.08a | 1.46 ± 0.04a | 0.90 ± 0.15a | 0.79 ± 0.07a | 0.84 ± 0.11a |
| K-glu | 0.10 ± 0.01a | 0.11 ± 0.01a | 0.10 ± 0.01a | 0.11 ± 0.01a | 0.11 ± 0.01a | 0.11 ± 0.01a | 0.15 ± 0.01a | 0.15 ± 0.02a | 0.15 ± 0.00a | 0.10 ± 0.01a | 0.10 ± 0.01a | 0.09 ± 0.02a |
| TFG | 32.41 ± 0.61b | 34.19 ± 1.02a | 34.75 ± 0.72a | 25.78 ± 0.24b | 28.04 ± 0.22a | 27.90 ± 0.45a | 31.42 ± 0.75b | 33.40 ± 0.68a | 33.35 ± 0.82a | 35.93 ± 1.33b | 39.12 ± 0.43a | 38.57 ± 0.38a |
| Amino acids | ||||||||||||
| Asp | 47.29 ± 2.15a | 39.81 ± 2.37b | 44.96 ± 1.99ab | 46.78 ± 3.83a | 41.01 ± 2.98a | 33.72 ± 1.11b | 55.81 ± 0.91a | 42.54 ± 1.60b | 45.21 ± 1.82b | 110.53 ± 2.62a | 101.60 ± 1.32b | 95.82 ± 1.41c |
| Glu | 83.41 ± 4.03a | 66.89 ± 4.02b | 68.95 ± 3.56b | 64.12 ± 2.26a | 57.88 ± 3.44a | 46.82 ± 2.79b | 60.13 ± 1.55a | 42.52 ± 1.39b | 40.76 ± 1.44b | 125.45 ± 9.13a | 116.73 ± 1.65ab | 106.40 ± 1.06b |
| Asn | 13.92 ± 0.76a | 13.66 ± 0.66a | 12.96 ± 0.80a | 31.25 ± 2.63a | 22.21 ± 1.38b | 21.70 ± 0.61b | 46.28 ± 0.81ab | 46.22 ± 2.11a | 29.96 ± 0.76b | 36.64 ± 0.80a | 24.90 ± 0.34d | 34.34 ± 0.31b |
| Ser | 22.03 ± 0.48a | 20.58 ± 2.04a | 20.98 ± 1.91a | 20.71 ± 1.62a | 13.64 ± 0.19bc | 11.69 ± 0.95c | 17.08 ± 1.11a | 20.01 ± 2.06a | 16.87 ± 1.65ab | 26.60 ± 1.61a | 20.98 ± 0.54b | 20.60 ± 0.08b |
| Gln | 77.12 ± 3.88a | 80.00 ± 7.46a | 51.13 ± 2.14b | 42.40 ± 1.69a | 44.18 ± 0.93a | 28.29 ± 0.70b | 71.82 ± 1.44a | 53.58 ± 1.42b | 55.86 ± 2.41b | 42.03 ± 0.62a | 26.62 ± 0.32c | 28.42 ± 0.18c |
| His | 3.78 ± 0.47a | 4.24 ± 1.02a | 4.40 ± 0.41a | 5.86 ± 0.37a | 4.32 ± 0.29b | 3.74 ± 0.28b | 7.28 ± 0.64a | 6.00 ± 0.33b | 6.09 ± 0.57b | 7.40 ± 0.65a | 5.99 ± 0.14b | 6.29 ± 0.51b |
| Gly | 4.62 ± 0.41a | 5.68 ± 0.54a | 4.69 ± 0.42a | 8.33 ± 0.75a | 3.96 ± 0.35c | 4.19 ± 0.38c | 6.92 ± 0.69a | 6.92 ± 0.62a | 5.20 ± 0.42b | 4.35 ± 0.17a | 2.58 ± 0.18c | 3.18 ± 0.22b |
| Thr | 9.41 ± 0.41a | 8.01 ± 0.23b | 8.30 ± 0.11b | 10.15 ± 0.74a | 7.16 ± 0.14b | 6.30 ± 0.43b | 10.06 ± 0.54a | 9.07 ± 0.42ab | 8.28 ± 0.74b | 13.24 ± 0.19a | 9.16 ± 0.10c | 9.86 ± 0.10b |
| Arg | 24.80 ± 2.36ab | 28.76 ± 1.69a | 24.87 ± 1.06ab | 23.86 ± 2.04a | 21.81 ± 2.08a | 12.16 ± 0.43c | 31.03 ± 2.02a | 33.89 ± 1.27a | 22.15 ± 0.90b | 86.68 ± 4.14a | 81.06 ± 4.99a | 70.72 ± 0.93b |
| Ala | 10.46 ± 0.63a | 9.94 ± 0.84a | 11.22 ± 0.33a | 9.83 ± 0.95a | 8.01 ± 0.77b | 8.44 ± 0.69ab | 8.53 ± 0.50a | 8.50 ± 0.82a | 8.30 ± 0.78a | 24.01 ± 0.33a | 17.54 ± 0.21c | 18.47 ± 0.05b |
| GABA | 8.75 ± 0.29a | 7.11 ± 0.29bc | 6.51 ± 0.51c | 4.60 ± 0.41a | 3.03 ± 0.07b | 3.63 ± 0.14b | 4.04 ± 0.26a | 3.46 ± 0.13b | 3.26 ± 0.07b | 6.53 ± 0.53a | 4.12 ± 0.07b | 4.02 ± 0.17b |
| Thea | 378.68 ± 17.70a | 271.56 ± 15.98b | 298.90 ± 10.26b | 274.13 ± 12.89ab | 276.88 ± 24.51a | 231.20 ± 5.52b | 238.24 ± 7.64ab | 208.76 ± 7.77b | 229.48 ± 2.82a | 358.21 ± 9.45a | 271.34 ± 3.92b | 237.64 ± 6.37c |
| Tyr | 7.21 ± 0.32a | 4.08 ± 0.21c | 5.31 ± 0.52b | 9.67 ± 0.41a | 4.55 ± 0.40c | 3.10 ± 0.21d | 7.63 ± 0.72a | 7.88 ± 0.11a | 7.48 ± 0.51a | 7.89 ± 0.19a | 4.62 ± 0.05d | 4.99 ± 0.09c |
| Val | 4.72 ± 0.13ab | 3.99 ± 0.26c | 5.23 ± 0.35a | 10.41 ± 0.89a | 6.60 ± 0.55b | 5.17 ± 0.36b | 11.24 ± 0.90a | 11.04 ± 0.16a | 9.09 ± 0.50b | 6.70 ± 0.35a | 4.38 ± 0.05c | 5.83 ± 0.50b |
| Met | 2.69 ± 0.09a | 2.10 ± 0.10b | 1.47 ± 0.12c | 1.92 ± 0.36a | 1.99 ± 0.20a | 0.09 ± 0.01c | 1.58 ± 0.60a | 0.96 ± 0.04a | 1.09 ± 0.15a | 1.43 ± 0.37a | 1.07 ± 0.06a | 1.42 ± 0.19a |
| Trp | 7.35 ± 0.25a | 4.15 ± 0.34bc | 3.75 ± 0.30c | 9.23 ± 0.50a | 3.84 ± 0.36b | 4.46 ± 0.42b | 9.40 ± 0.63a | 6.57 ± 0.50c | 7.62 ± 0.35b | 9.03 ± 0.62a | 6.19 ± 0.05bc | 7.26 ± 0.52b |
| Phe | 10.12 ± 0.38a | 6.69 ± 0.06b | 9.17 ± 1.57a | 12.66 ± 1.02a | 9.87 ± 0.72b | 10.46 ± 0.81b | 14.16 ± 1.40a | 13.57 ± 0.57a | 13.04 ± 0.53a | 10.60 ± 0.80a | 6.94 ± 0.12c | 8.80 ± 0.62b |
| Ile | 5.83 ± 0.11a | 3.86 ± 0.24c | 4.57 ± 0.42b | 8.46 ± 0.46a | 4.69 ± 0.29b | 4.64 ± 0.41b | 8.87 ± 0.66a | 8.13 ± 0.49ab | 7.36 ± 0.54b | 8.34 ± 0.12a | 6.35 ± 0.04c | 6.75 ± 0.19b |
| Leu | 9.19 ± 0.32a | 7.53 ± 0.25b | 7.33 ± 0.66b | 13.42 ± 0.96a | 6.60 ± 0.07b | 6.18 ± 0.48b | 10.57 ± 0.97a | 9.69 ± 0.26ab | 8.55 ± 0.75b | 8.08 ± 0.80a | 5.70 ± 0.34b | 6.34 ± 0.55b |
| Lys | 9.25 ± 0.68a | 7.23 ± 0.45b | 7.67 ± 0.49b | 13.38 ± 0.89a | 8.43 ± 1.60b | 8.12 ± 0.75b | 10.09 ± 0.68a | 9.85 ± 0.82a | 9.15 ± 0.83a | 10.54 ± 0.93a | 7.91 ± 0.02b | 8.08 ± 0.71b |
| TAA | 740.61 ± 29.68a | 595.88 ± 15.72b | 602.38 ± 6.71b | 621.17 ± 24.76a | 550.66 ± 33.27b | 454.09 ± 15.19c | 630.77 ± 16.72a | 549.16 ± 14.98b | 534.79 ± 17.75b | 904.26 ± 9.02a | 725.78 ± 11.01b | 685.22 ± 5.41c |
| Caffeine | 213.84 ± 3.77a | 205.42 ± 14.32a | 208.73 ± 9.56a | 211.46 ± 6.84a | 212.90 ± 7.46a | 201.14 ± 18.34a | 217.39 ± 1.53a | 214.74 ± 9.43a | 207.43 ± 6.46a | 223.92 ± 1.14a | 224.76 ± 16.85a | 223.24 ± 2.37a |
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Liu, Y.-J.; Chen, J.-Y.; Hu, M.-J.; Ye, J.-H.; Luo, W.-W. Correlation Analysis and Spiking Validation of Flavor Compounds Modulating Bitterness and Astringency in Jasmine Tea. Foods 2026, 15, 3047. https://doi.org/10.3390/foods15173047
Liu Y-J, Chen J-Y, Hu M-J, Ye J-H, Luo W-W. Correlation Analysis and Spiking Validation of Flavor Compounds Modulating Bitterness and Astringency in Jasmine Tea. Foods. 2026; 15(17):3047. https://doi.org/10.3390/foods15173047
Chicago/Turabian StyleLiu, Yi-Jie, Jia-Ying Chen, Mei-Juan Hu, Jian-Hui Ye, and Wen-Wen Luo. 2026. "Correlation Analysis and Spiking Validation of Flavor Compounds Modulating Bitterness and Astringency in Jasmine Tea" Foods 15, no. 17: 3047. https://doi.org/10.3390/foods15173047
APA StyleLiu, Y.-J., Chen, J.-Y., Hu, M.-J., Ye, J.-H., & Luo, W.-W. (2026). Correlation Analysis and Spiking Validation of Flavor Compounds Modulating Bitterness and Astringency in Jasmine Tea. Foods, 15(17), 3047. https://doi.org/10.3390/foods15173047

