| Literature DB >> 35209244 |
Jianjun Qi1, Jianhe Wei1, Dengqun Liao1, Zimian Ding1, Xia Yao1, Peng Sun1, Xianen Li1.
Abstract
Most Polygonatum species are widely used in China as a source of medicine and food. In this study, a UPLC-QTOF-MS/MS system was used to conduct an untargeted metabolomics analysis and compare the classes and relative contents of metabolites in the seeds of four Polygonatum species: P. sibiricum (Ps), P. cyrtonema (Pc), P. kingianum (Pk), and P. macropodium (Pm). The objectives of this study were to clarify the metabolic profiles of these seeds and to verify their medicinal and nutritional value via comparative analyses. A total of 873 metabolites were identified, including 185 flavonoids, 127 lipids, 105 phenolic acids, and 36 steroids. The comparative analysis of metabolites among Polygonatum seed samples indicated that flavonoids, steroids, and terpenoids were the main differentially abundant compounds. The results of principal component analysis and hierarchical clustering were consistent indicating that the metabolites in Ps and Pm are similar, but differ greatly from Pc and Pk. The data generated in this study provide additional evidence of the utility of Polygonatum seeds for producing food and medicine.Entities:
Keywords: Polygonatum; UPLC-QTOF-MS/MS; metabolite; seed; untargeted metabolome
Mesh:
Year: 2022 PMID: 35209244 PMCID: PMC8874640 DOI: 10.3390/molecules27041445
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Figure 1Distribution of four Polygonatum species in China (up) and the appearance of the seeds from the examined plants (down). Ps, Polygonatum sibiricum; Pc, P. cyrtonema; Pk, P. kingianum; Pm, P. macropodium.
Classification of the metabolites detected in five seed samples.
| Ps1 | Ps2 | Pc | Pk | Pm | Total Classes | |
|---|---|---|---|---|---|---|
| Flavonoids | 160 | 160 | 167 | 159 | 149 | 185 |
| Lipids | 116 | 117 | 122 | 124 | 123 | 127 |
| Phenolic acids | 93 | 98 | 100 | 101 | 97 | 105 |
| Amino acids and derivatives | 82 | 86 | 88 | 88 | 85 | 88 |
| Organic acids | 66 | 66 | 72 | 71 | 69 | 74 |
| Alkaloids | 50 | 56 | 54 | 53 | 54 | 57 |
| Nucleotides and derivatives | 45 | 46 | 46 | 46 | 46 | 46 |
| Steroids | 26 | 19 | 25 | 24 | 21 | 36 |
| Terpenoids | 22 | 22 | 21 | 27 | 22 | 31 |
| Lignans and coumarins | 22 | 21 | 22 | 20 | 21 | 24 |
| Tannins | 7 | 7 | 8 | 5 | 8 | 8 |
| Quinones | 1 | 1 | 3 | 3 | 3 | 4 |
| Others | 85 | 85 | 88 | 84 | 86 | 88 |
| Total metabolites | 775 | 782 | 816 | 805 | 784 | 873 |
Identification of steroidal saponins in the seeds of four Polygonatum species and pairwise comparisons of the metabolites.
| Index | Q1 (Da) | Q3 (Da) | Molecular Weight (Da) | Compounds | Ps1 | Ps2 | Pc | Pk | Pm | Ps1 | Ps2 | Ps1 | Ps2 | Ps1 | Ps2 | Pk | Ps1 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Jmyn6479 | 3.29E + 02 | 1.39E + 02 | 3.30E + 02 | Polygonatone C | + | + | + | + | + | insig | 8.27 | insig | 9.08 | insig | 4.81 | insig | −5.22 |
| Zmcp010827 | 4.15E + 02 | 2.71E + 02 | 4.14E + 02 | Diosgenin | + | + | + | + | + | insig | insig | 5.6 | 8.69 | −3.03 | insig | −6.63 | −3.09 |
| mws1620 | 4.31E + 02 | 2.87E + 02 | 4.30E + 02 | Ruscogenin | + | + | + | − | + | 8.05 | 9.58 | −11.09 | −9.56 | 4.55 | 6.08 | 19.14 | −1.53 |
| pmp001034 | 4.33E + 02 | 2.89E + 02 | 4.32E + 02 | Markogenin | − | − | + | − | − | 12.17 | 12.17 | 12.17 | |||||
| Zmcp008957 | 4.47E + 02 | 4.29E + 02 | 4.46E + 02 | 24-Hydroxypennogenin | − | − | + | − | − | 14.86 | 14.86 | 14.86 | |||||
| Jmyp5224 | 5.93E + 02 | 4.13E + 02 | 5.92E + 02 | 3β,26-diol-25(R)-Δ5,20(22)-diene-furostan-26- | − | − | + | + | − | 11.39 | 11.39 | 11.5 | 11.5 | insig | |||
| Zmcp006626 | 5.93E + 02 | 4.13E + 02 | 5.92E + 02 | Pennogenin-3- | + | + | + | + | + | −3.18 | insig | 4.68 | 5.08 | insig | insig | −7.86 | insig |
| pmp000750 | 7.09E + 02 | 5.65E + 02 | 7.08E + 02 | Ruscogenin-1- | − | − | + | − | − | 15.90 | 15.9 | −9.92 | 15.9 | ||||
| pmp000748 | 7.09E + 02 | 5.65E + 02 | 7.08E + 02 | Ruscogenin-1- | − | − | + | + | − | 19.45 | 19.45 | 8.69 | 8.69 | 10.76 | |||
| pmp000753 | 7.23E + 02 | 5.79E + 02 | 7.22E + 02 | Diosgenin-3- | + | − | + | − | − | 6.71 | 17.1 | −10.4 | −10.4 | 17.1 | −10.4 | ||
| pmp000752 | 7.23E + 02 | 5.79E + 02 | 7.22E + 02 | Ruscogenin-1- | + | − | + | − | − | 6.73 | 16.65 | −9.92 | −9.92 | 16.65 | −9.92 | ||
| Cmdp004421 | 7.37E + 02 | 5.75E + 02 | 7.36E + 02 | kingianoside B | + | + | + | − | − | insig | 4.37 | −17.24 | −12.51 | −17.24 | −12.51 | 16.88 | −4.74 |
| Jmyp4233 | 7.39E + 02 | 5.77E + 02 | 7.38E + 02 | (25S)-spirost-5-en-3β-ol-3- | + | + | − | + | + | −19.11 | −17.63 | insig | 1.89 | −1.29 | insig | −19.52 | −1.48 |
| pmp000754 | 7.39E + 02 | 5.95E + 02 | 7.38E + 02 | HydroxyDiosgenin-hamnosyl(1,2)glucoside | − | − | + | + | 20.26 | 20.26 | 9.43 | 9.43 | 10.55 | 10.55 | 10.83 | ||
| pmp000755 | 7.39E + 02 | 5.95E + 02 | 7.38E + 02 | HydroxyYamogenin-rhamnosyl(1,2)glucoside | − | − | + | + | + | 20.35 | 20.32 | 9.63 | 9.63 | 10.74 | 10.74 | 10.7 | |
| Hmdp003064 | 7.69E + 02 | 6.07E + 02 | 7.68E + 02 | Kingianoside H | − | − | − | + | − | 14.52 | 14.52 | −14.52 | |||||
| pmp000756 | 7.81E + 02 | 6.19E + 02 | 7.80E + 02 | Ruscogenin-1- | + | + | + | − | − | −19.11 | −17.63 | insig | 1.89 | −1.29 | insig | −19.52 | −1.48 |
| Hmdp003524 | 8.85E + 02 | 7.23E + 02 | 8.84E + 02 | Gracillin | + | + | − | + | + | 20.26 | 20.26 | 9.43 | 9.43 | 10.55 | 10.55 | 10.83 | |
| Zmcp005230 | 8.85E + 02 | 4.14E + 02 | 8.84E + 02 | Pennogenin-3- | + | − | + | − | − | 20.35 | 20.32 | 9.63 | 9.63 | 10.74 | 10.74 | 10.7 | |
| Zmcp005184 | 8.87E + 02 | 7.07E + 02 | 8.86E + 02 | 24-Hydroxypennogenin-3- | + | + | − | + | + | 14.52 | 14.52 | −14.52 | |||||
| Hmdp003423 | 9.01E + 02 | 7.39E + 02 | 9.00E + 02 | Neosibiricoside D | − | − | + | + | − | 16.25 | 16.25 | 11.21 | 11.21 | 5.04 | |||
| pmp000762 | 9.01E + 02 | 7.39E + 02 | 9.00E + 02 | Ruscogenin-1- | − | + | + | − | + | 20.40 | 8.35 | −2.04 | 17.7 | 5.65 | 20.4 | 12.04 | |
| Hmdp003403 | 9.01E + 02 | 7.39E + 02 | 9.00E + 02 | Polygonatoside D | + | + | + | + | + | 2.06 | 4.65 | insig | insig | −2.33 | insig | 1.22 | −2.59 |
| pmp001041 | 9.03E + 02 | 7.41E + 02 | 9.02E + 02 | Timosaponin B-III | + | − | − | −8.75 | 4.56 | 13.31 | −3.17 | insig | −13.31 | −8.75 | |||
| Hmdp002882 | 9.15E + 02 | 4.29E + 02 | 9.14E + 02 | (25S)-Pratioside D1 | + | − | + | − | − | 3.62 | 15.96 | −12.34 | −12.34 | 15.96 | −12.34 | ||
| pmp001042 | 9.19E + 02 | 7.57E + 02 | 9.18E + 02 | Timosaponin D | + | + | − | − | + | −9.83 | insig | −9.83 | insig | 3.49 | 4.68 | −1.18 | |
| Cmdp005440 | 9.31E + 02 | 4.27E + 02 | 9.30E + 02 | kingianoside G | + | − | − | + | − | −9.84 | insig | 9.06 | −9.84 | −9.06 | −9.84 | ||
| Cmdn006559 | 9.29E + 02 | 7.67E + 02 | 9.30E + 02 | kingianoside I | + | − | − | + | + | −9.68 | insig | 11.85 | −1.84 | 7.84 | −11.85 | −9.68 | |
| Zmcp005839 | 1.02E + 03 | 4.15E + 02 | 1.02E + 03 | Parisyunnanoside B | + | + | − | + | + | −16.57 | −16.35 | 3.13 | 3.35 | insig | insig | −19.69 | insig |
| Zmcp005801 | 1.03E + 03 | 4.15E + 02 | 1.03E + 03 | Diosgenin-3- | + | + | − | + | + | −15.90 | insig | insig | 10.87 | −8.08 | insig | −17.87 | −8.9 |
| Cmlp005341 | 1.03E + 03 | 8.69E + 02 | 1.03E + 03 | Pseudoprotodioscin | + | − | − | + | − | −16.65 | insig | 18.47 | −16.65 | −18.47 | −16.65 | ||
| Jmyp4441 | 1.05E + 03 | 4.15E + 02 | 1.05E + 03 | (3β,14α)-3- | + | + | + | + | + | −6.62 | −6.32 | −2.25 | −1.95 | insig | insig | −4.37 | insig |
| Hmqp005575 | 1.05E + 03 | 4.15E + 02 | 1.05E + 03 | Aculeatiside A | + | + | + | + | + | −6.58 | −6.59 | −2.01 | insig | insig | insig | −4.57 | insig |
| Jmyp4236 | 1.06E + 03 | 4.15E + 02 | 1.06E + 03 | polygonatumoside F | + | + | + | + | + | insig | insig | 2.87 | 3.62 | −1.06 | insig | −3.23 | insig |
| Jmyp3897 | 1.08E + 03 | 4.13E + 02 | 1.08E + 03 | (25s)-spirost-5en-3β,14α-diol-3- | + | + | − | + | + | −11.51 | −12.14 | insig | insig | 5.28 | 4.65 | −10.03 | insig |
| Jmyp3798 | 1.21E + 03 | 5.91E + 02 | 1.21E + 03 | Polygonatumoside A | + | + | + | + | + | 3.92 | 5.37 | insig | 2.05 | insig | 2.43 | 3.33 | −1.45 |
+, detected; −, not detected; log2(fold-change) in columns 11–18, positive and negative values respectively represent increases and decreases, whereas insig indicates a lack of a significant change.
Figure 2Differentially abundant metabolite analysis on the basis of a principal component analysis (PCA): Left: PCA score plot. Right: Three-dimensional PCA plot.
Figure 3Cluster heatmap of the seed samples and metabolite classification. The cluster lines on the left represent the metabolite clusters. The cluster lines at the top represent sample clusters. Red and green indicate high and low metabolite contents, respectively.
OPLS-DA parameters for predicting differentially abundant metabolites.
| Group Name | R2X | R2Y | Q2 |
|---|---|---|---|
| Ps1_vs._Pc | 0.806 | 1 | 0.966 |
| Ps1_vs._Pk | 0.834 | 1 | 0.990 |
| Ps1_vs._Pm | 0.717 | 1 | 0.965 |
| Ps2_vs._Pc | 0.829 | 1 | 0.989 |
| Ps2_vs._Pk | 0.790 | 0.999 | 0.984 |
| Ps2_vs._Pm | 0.759 | 1 | 0.941 |
| Ps1_vs._Ps2 | 0.650 | 1 | 0.868 |
| Pk_vs._Pc | 0.809 | 1 | 0.966 |
Comparative analysis of differentially abundant metabolites among five seed samples.
| Group Name | Number of Insig Diff | Number of Sig Diff | Down | Up | Sig Diff % |
|---|---|---|---|---|---|
| Ps1_vs._Pc | 329 | 522 | 90 | 432 | 61.34% |
| Ps1_vs._Pk | 377 | 483 | 99 | 384 | 56.16% |
| Ps1_vs._Pm | 486 | 344 | 122 | 222 | 41.45% |
| Ps2_vs._Pc | 365 | 480 | 98 | 382 | 56.80% |
| Ps2_vs._Pk | 410 | 440 | 101 | 339 | 51.76% |
| Ps2_vs._Pm | 511 | 315 | 143 | 172 | 38.27% |
| Ps1_vs._Ps2 | 591 | 221 | 65 | 156 | 27.22% |
| Pk_vs._Pc | 462 | 401 | 179 | 222 | 46.47% |
Figure 4k-means cluster analysis of differential metabolites.
Figure 5Five enriched KEGG pathways among the differentially abundant metabolites detected in eight comparisons (A, Metabolic pathways; B, Biosynthesis of secondary metabolites; C, Biosynthesis of amino acids; D, Flavonoid, isoflavonoid, flavone, and flavonol biosynthesis; E, 2-Oxocarboxylic acid metabolism). The abscissa presents the proportion of metabolites assigned to a pathway.