Investigation on Antioxidant Activity and Different Metabolites of Mulberry (Morus spp.) Leaves Depending on the Harvest Months by UPLC–Q-TOF-MS with Multivariate Tools
Abstract
:1. Introduction
2. Results and Discussion
2.1. Optimization of Extraction Conditions
2.2. Optimization of UPLC and MS Conditions
2.3. Identification of the Compounds by UPLC–Q-TOF-MS
2.4. Investigation of the Differential Chemical Constituents of Mulberry Leaves Harvested in Different Months
2.4.1. Principal Component Analysis (PCA)
2.4.2. Comparisons of Different Batches of Mulberry Leaves by Orthogonal Partial Least Squares Discriminant Analysis (OPLS-DA)
2.5. DPPH Assay and Assays for Total Phenolics
3. Materials and Methods
3.1. Materials and Chemicals
3.2. Sample Preparation
3.2.1. Preparation of Different Batches of Samples
3.2.2. Preparation of QC Samples
3.3. UPLC–Q-TOF-MS Conditions
3.4. Data Processing
3.5. Assay of DPPH Free Radical Scavenging Activity
3.6. Determination of Total Phenolic Content
3.7. Statistical Analysis
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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No. | RT (min) | Measured m/z | [M − H]− | Theoretical m/z | Error (ppm) | Fragments | Identification |
---|---|---|---|---|---|---|---|
Organic acids and vitamin derivatives | |||||||
1 | 1.6 | 191.0561 | C7H11O6 | 191.0561 | 0.1 | 137,127 | Quinic acid [27] |
2 | 1.7 | 133.0143 | C4H5O5 | 133.0142 | −0.7 | / | L-Malic acid [27] |
3 | 2.1 | 337.0781 | C12H17O11 | 337.0776 | −1.3 | 277,174,157,114 | L-Ascorbic acid glucoside [28] |
4 | 2.3 | 191.0202 | C6H7O7 | 191.0197 | −2.3 | 111 | Citric acid [28] |
5 | 2.8 | 292.1407 | C12H22NO7 | 292.1402 | −1.8 | 130 | N-Fructosyl isoleucine (MS DIAL) |
6 | 3.7 | 282.0844 | C10H12N5O5 | 282.0844 | −2.2 | 150,133 | Guanosine (MS DIAL) |
Phenolic compounds | |||||||
7 | 4.0 | 331.0679 | C13H15O10 | 331.0671 | −2.6 | 169,151,125 | Gallic acid glucoside |
8 | 5.0 | 315.0724 | C13H15O9 | 315.0722 | −0.8 | 153 | Protocatechuic acid glucoside isomer 1 [28] |
9 | 6.3 | 153.0199 | C7H5O4 | 153.0193 | 1.9 | / | Protocatechuic acid [29] |
10 | 7.8 | 315.0730 | C13H15O9 | 315.0722 | 0.3 | 153,152,135,109 | Protocatechuic acid glucoside [28] |
11 | 8.4 | 315.0720 | C13H15O9 | 315.0722 | 0.4 | 153,152 | Protocatechuic acid glucoside isomer 2 [28] |
12 | 9.8 | 515.1412 | C22H27O14 | 515.1406 | −0.4 | 312,311,221,179,135 | Dicaffeoylquinic acid [30] |
13 | 10.2 | 359.0990 | C15H19O10 | 359.0984 | −1.6 | 197,179,166,153,135,123 | Syringic acid hexoside [31] |
14 | 11.4 | 353.0881 | C16H17O9 | 353.0878 | −0.9 | 191,179,135 | 3-O-Caffeoylquinic acid [29] |
15 | 12.6 | 339.0733 | C15H15O9 | 339.0722 | −3.4 | 177 | Aesculin [29] |
16 | 12.9 | 299.0772 | C13H15O8 | 299.0772 | 0.1 | 137 | Hydroxybenzoyl hexoside [31] |
17 | 13.3 | 515.1412 | C22H27O14 | 515.1406 | −1.1 | 324,323, 191,161 | 3,5-dicaffeoylquinic acid [32] |
18 | 14.0 | 339.0731 | C15H15O9 | 339.0722 | −2.9 | 177 | Aesculin isomer 1 [28] |
22 | 14.6 | 353.0883 | C16H17O9 | 353.0878 | −1.5 | 191 | Chlorogenic acid a |
23 | 15.5 | 353.0878 | C16H17O9 | 353.0878 | 0.0 | 191,179,173,135 | 5-O-Caffeoylquinic acid [29] |
64 | 33.3 | 315.1246 | C18H19O5 | 315.1238 | −2.5 | 175,163,160,148,135 | Protocatechuic acid hexoside [33] |
Flavonoids | |||||||
19 | 14.2 | 465.1050 | C21H21O12 | 465.1038 | −2.5 | 343,303,299,286,285,275,181,179,177,153,151,125 | Taxifolin-O-glucoside [32] |
21 | 14.4 | 639.2878 | C28H47O16 | 639.2870 | −1.3 | 550,549,387,179,161,149,119 | Quercetin C-hexoside glucuronide [33] |
24 | 16.1 | 625.1407 | C27H29O17 | 625.1410 | 0.5 | 464,463,462,301,299 | Quercetin hexosylhexoside [29] |
25 | 16.4 | 431.1928 | C20H31O10 | 431.1923 | −1.3 | 387,315,297,153,152 | Apigenin hexoside [33] |
27 | 17.2 | 449.1098 | C21H21O11 | 449.1089 | −1.9 | 287,269,260,259,179,151,125 | Cyanidin hexoside [29] |
28 | 17.4 | 431.1931 | C20H31O10 | 431.1923 | −1.9 | 153,152 | Apigenin C-glucoside [29] |
30 | 17.9 | 611.1614 | C27H31O16 | 611.1618 | 0.5 | 241 | Taxifolin-O-rutinoside [32] |
31 | 18.0 | 711.1422 | C30H31O20 | 711.1414 | −1.1 | 668,667,505,463,462,301,299 | Quercetin malonyl-dihexoside [27] |
32 | 18.4 | 609.1462 | C27H29O16 | 609.1461 | −0.1 | 448,447,446,286,285,284,283 | Kaempferol hexosylhexoside [29] |
34 | 19.7 | 405.1200 | C20H21O9 | 405.1191 | −2.2 | 243,225,201,199,175 | 2,3,5,4′-Tetrahydroxystilbene-2-O-β-D-glucoside [34] |
37 | 21.1 | 625.1411 | C27H29O17 | 625.1410 | −0.2 | 301,300 | Quercetin di-O-glucoside [28] |
38 | 21.5 | 463.0895 | C21H19O12 | 463.0882 | −2.7 | 302,301,300,151 | Quercetin 3-O-hexoside [29] |
39 | 22.6 | 285.0772 | C16H13O5 | 285.0768 | −1.4 | 268,267,255,225,213,211,187,183,171 | Kaempferol a |
40 | 22.9 | 609.1472 | C27H29O16 | 609.1461 | −1.8 | 285,284 | Kaempferol 3-O-sophoroside [35] |
41 | 23.7 | 609.1473 | C27H29O16 | 609.1461 | −1.9 | 302,301,300 | Rutin a |
42 | 24.4 | 463.0884 | C21H19O12 | 463.0882 | −0.3 | 301,300 | Isoquercitrin a [28] |
43 | 25.6 | 549.0897 | C24H21O15 | 549.0886 | −2.0 | 301,300 | Quercetin 3-O-malonyl-glucoside [27] |
44 | 25.6 | 505.0998 | C23H21O13 | 505.0988 | −2.1 | 301,300 | Quercetin-3-O-glucosyl-6″-acetate [28] |
45 | 25.5 | 593.1523 | C27H29O15 | 593.1512 | −1.9 | 286,285,284 | Kaempferol-3-O-rutinoside [28] |
47 | 26.2 | 447.0942 | C21H19O11 | 447.0933 | −2.1 | 285,284,255,227 | Kaempferol-3-O-glucoside [28] |
48 | 27.4 | 489.1042 | C23H21O12 | 489.1038 | −0.6 | 286,285,284 | Kaempferol-3-O-6″-O-acetyl-B-D-glucopyranoside [28] |
49 | 27.4 | 533.0940 | C24H21O14 | 533.0937 | −0.6 | 286,285,284 | Kaempferol-malonyl-glucoside [30] |
50 | 27.7 | 489.1048 | C23H21O12 | 489.1038 | −1.9 | 285,284 | Kaempferol-acetyl-glucoside [30] |
51 | 27.9 | 521.1313 | C24H25O13 | 521.1301 | −2.4 | 353,315,223,205,191,190,153,152 | Quercetagenin acetyl hexoside [33] |
52 | 28.8 | 477.1781 | C24H29O10 | 477.1766 | −3.1 | 316,315,180,179,165,161,153,149,135 | Isorhamnetin 3-O-hexoside [33] |
53 | 28.8 | 523.1838 | C25H31O12 | 523.1821 | −3.2 | 316,315,179,165,161,153 | Ligustroside [36] |
54 | 30.4 | 301.0355 | C15H9O7 | 301.0354 | −0.3 | 151,121 | Quercetin [28] |
55 | 29.3 | 463.1620 | C23H27O10 | 463.1610 | −2.2 | 300,194,193 | Quercetin-O-hexoside [33] |
56 | 29.8 | 477.1773 | C24H29O10 | 477.1766 | −1.3 | 315,193,179,135 | Quercetin glucuronide [33] |
58 | 30.3 | 519.1870 | C26H31O11 | 519.1872 | 0.3 | 317,316,315,193,179,175,165,161,153,149,135 | Isorhamnetin acetyl hexoside [33] |
60 | 30.9 | 519.1890 | C26H31O11 | 519.1872 | −3.6 | 310,309,307,297,193,135 | Matairesinoside [37] |
Fatty acid derivatives | |||||||
61 | 31.8 | 327.2168 | C18H31O5 | 327.2177 | 2.7 | 229,211,183,171 | Trihydroxy-octadecadienoic acid [28] |
63 | 32.6 | 329.2344 | C18H33O5 | 329.2333 | −3.3 | 267,256,255,229,213,211,187,183,171,139 | Trihydroxy-octadecenoic acid [28] |
65 | 35.3 | 309.2055 | C18H29O4 | 309.2071 | 5.4 | 171,137 | Linolenic acid hydroperoxide isomer 1 [28] |
70 | 37.8 | 293.2126 | C18H29O3 | 293.2122 | −1.4 | 276,275,235,183,172,171,121 | Hydroxy-octadecatrienoic acid [28] |
75 | 42.6 | 277.2173 | C18H29O2 | 277.2173 | −0.1 | / | Linolenic acid [28] |
77 | 44.2 | 279.2330 | C18H31O2 | 279.2330 | −0.3 | / | Linoleic acid [28] |
Quinonoids | |||||||
66 | 35.8 | 309.1138 | C19H17O4 | 309.1132 | −2.0 | 286,254,209 | Tanshinone IIB [38] |
68 | 36.6 | 307.0977 | C19H15O4 | 307.0976 | −0.5 | 289,279,277,265,263,261,248,247,224,223,157 | Tanshinoldehyde [39] |
Terpenoids | |||||||
67 | 36.3 | 339.1237 | C20H19O5 | 339.1238 | 0.3 | 307,292,291,203,199,177,161,135,122 | 8-Prenylnaringenin [40] |
69 | 37.3 | 339.1610 | C21H23O4 | 339.1602 | −2.3 | 204,203,177,149,148,134 | 6-Prenylnaringenin [41] |
71 | 38.1 | 339.1613 | C21H23O4 | 339.1602 | −3.3 | 217,159,147,135 | A novel terpenoid-type phytoalexin [42] |
Terpene | |||||||
73 | 39.8 | 571.2899 | C32H43O9 | 571.2913 | 2.3 | 391,315,283,256,255,241,152 | Ganoderic acid H [43] |
Lignan | |||||||
74 | 40.7 | 353.1771 | C22H25O4 | 353.1758 | −3.6 | 218,217,202,159,149,147,134 | Variegat C [44] |
Unknown | |||||||
20 | 14.4 | 549.2557 | C25H41O13 | 549.2553 | −0.7 | 339 | n.a. b |
26 | 16.8 | 399.1308 | C18H23O10 | 399.1297 | −2.7 | 237,220,219,193,175,63 | n.a. |
29 | 17.7 | 433.2079 | C20H33O10 | 433.2079 | 0.1 | 387,225,207,189,163,161,153,152,123 | n.a. |
33 | 19.0 | 579.2656 | C26H43O14 | 579.2658 | 0.4 | 534,533,369,179,161,149,143,131,119,113 | n.a. |
35 | 19.9 | 579.2668 | C26H43O14 | 579.2658 | −1.6 | 313,179,161,149,143,131,119,113 | n.a. |
36 | 20.0 | 533.2614 | C25H41O12 | 533.2604 | −1.9 | 195 | n.a. |
46 | 25.8 | 579.2083 | C28H35O13 | 579.2096 | 3.8 | 417,402,181 | n.a. |
57 | 29.8 | 523.1834 | C25H31O12 | 523.1821 | −3.2 | 316,315,193,135 | n.a. |
59 | 30.9 | 477.1782 | C24H29O10 | 477.1766 | −3.3 | 298,297,135 | n.a. |
62 | 32.7 | 227.1296 | C12H19O4 | 227.1289 | −3.3 | 183 | n.a. |
72 | 38.7 | 647.2305 | C39H35O9 | 647.2287 | −2.9 | 469,360,359,241,227,177 | n.a. |
76 | 43.9 | 621.4376 | C36H61O8 | 621.4372 | −0.6 | 311 | n.a. |
No. | RT (min) | Compound | A&B | A&C | A&D | B&C | B&D | C&D |
---|---|---|---|---|---|---|---|---|
40 | 22.9 | Kaempferol 3-O-sophoroside | ++ | |||||
32 | 18.4 | Kaempferol hexosylhexoside | ++ | |||||
69 | 37.3 | 6-Prenylnaringenin | ++ | ++ | ||||
66 | 35.8 | Tanshinone IIB | -- | + | ||||
72 | 38.7 | n.a. | ++ | ++ | ++ | - | ||
18 | 14.0 | Aesculin isomer 1 | + | + | + | |||
37 | 21.1 | Quercetin di-O-glucoside | + | ++ | ||||
30 | 17.9 | Taxifolin-O-rutinoside | + | + | + | |||
60 | 30.9 | Matairesinoside | ++ | |||||
59 | 30.9 | n.a. | ++ | |||||
38 | 21.5 | Quercetin 3-O-hexoside | ++ | |||||
64 | 33.3 | Protocatechuic acid hexoside | ++ | |||||
58 | 30.3 | Isorhamnetin acetyl hexoside | ++ | - | ||||
65 | 35.3 | Linolenic acid hydroperoxide isomer 1 | -- | -- | ||||
39 | 22.6 | Kaempferol | + | |||||
8 | 5.0 | Protocatechuic acid glucoside isomer 1 | + | |||||
51 | 27.9 | Quercetagenin acetyl hexoside | + | - | ||||
53 | 28.8 | Ligustroside | + | - | ||||
22 | 14.6 | Chlorogenic acid | - | |||||
31 | 18.0 | Quercetin malonyl-dihexoside | - | |||||
41 | 23.7 | Rutin | ++ | |||||
1 | 1.6 | Quinic acid | ++ | |||||
63 | 32.6 | Trihydroxy-octadecenoic acid | - | |||||
40 | 22.9 | Kaempferol 3-O-sophoroside | ++ | |||||
10 | 7.8 | Protocatechuic acid glucoside | + | + |
Batch | Harvest Time | Average Temperature and Precipitation |
---|---|---|
A | December 2019 | 2–11 °C and 46 mm |
B | March 2020 | 6–14 °C and 132 mm |
C | April 2020 | 11–20 °C and 107 mm |
D | May 2020 | 17–26 °C and 120 mm |
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Guo, Z.; Lai, J.; Wu, Y.; Fang, S.; Liang, X. Investigation on Antioxidant Activity and Different Metabolites of Mulberry (Morus spp.) Leaves Depending on the Harvest Months by UPLC–Q-TOF-MS with Multivariate Tools. Molecules 2023, 28, 1947. https://doi.org/10.3390/molecules28041947
Guo Z, Lai J, Wu Y, Fang S, Liang X. Investigation on Antioxidant Activity and Different Metabolites of Mulberry (Morus spp.) Leaves Depending on the Harvest Months by UPLC–Q-TOF-MS with Multivariate Tools. Molecules. 2023; 28(4):1947. https://doi.org/10.3390/molecules28041947
Chicago/Turabian StyleGuo, Zili, Jiangxuan Lai, Yiwen Wu, Sheng Fang, and Xianrui Liang. 2023. "Investigation on Antioxidant Activity and Different Metabolites of Mulberry (Morus spp.) Leaves Depending on the Harvest Months by UPLC–Q-TOF-MS with Multivariate Tools" Molecules 28, no. 4: 1947. https://doi.org/10.3390/molecules28041947