LEI Zi-ying1, WU Yan-hui1, ZHAO Sheng-ting1, ZHANG Yu1, WANG Jia-lei1, HE Run-li1(
), LIU Jian-xia2, WANG Rui-jun3
Received:2026-02-04
Online:2026-06-03
Contact:
HE Run-li
E-mail:herunli@sxtcm.edu.cn
LEI Zi-ying, WU Yan-hui, ZHAO Sheng-ting, ZHANG Yu, WANG Jia-lei, HE Run-li, LIU Jian-xia, WANG Rui-jun. Integrated Transcriptomic and Metabolomic Analysis Reveals the Mechanism Underlying Trichome Formation on the Stem Epidermis of A. mongholicus and Its Impact on Bioactive Compound Accumulation[J]. Biotechnology Bulletin, doi: 10.13560/j.cnki.biotech.bull.1985.2026-0172.
Fig. 2 GO enrichment analysis plot of DEGsThe first circle represents the enriched terms and their corresponding categories, namely biological process (blue), molecular function (gray), and cellular component (red). The second circle shows the number of background genes in each term and the statistical significance value -log10 (q value) for the category; a longer bar indicates more genes enriched in the GO term, and a darker color denotes a smaller q value, meaning more significant enrichment. The third circle indicates the total number of foreground genes, with a longer bar standing for a larger number of genes. The fourth circle with bars of different heights represents the enrichment factor, where a higher bar corresponds to a larger enrichment factor
化合物 Compound | 线性方程 Linear regression equation | R2 | 线性范围 Linear range (μg) |
|---|---|---|---|
| 毛蕊异黄酮苷 | Y=39 109 157 C+180 233 | 0.999 5 | 0.050-4.970 |
| 芒柄花苷 | Y=27 793 749 C-48 296 | 0.999 8 | 0.128-7.680 |
| 毛蕊异黄酮 | Y=6 355 527 C-7 323 | 0.999 9 | 0.038-2.280 |
| 芒柄花素 | Y=5 436 799 C-20 586 | 0.999 8 | 0.031-1.860 |
| 黄芪甲苷 | Y=1.660 2 C+5.335 3 | 0.999 2 | 0.180-3.300 |
| 黄芪皂苷Ⅰ | Y=1.543 2 C+5.947 6 | 0.999 9 | 0.588-9.420 |
| 黄芪皂苷Ⅱ | Y=1.585 7 C+5.442 | 0.999 5 | 0.300-4.800 |
| 黄芪皂苷Ⅲ | Y=1.323 2 C+6.408 | 0.999 8 | 0.242-3.880 |
Table 1 Linear regression equations for flavonoids and saponins in A. mongholicus
化合物 Compound | 线性方程 Linear regression equation | R2 | 线性范围 Linear range (μg) |
|---|---|---|---|
| 毛蕊异黄酮苷 | Y=39 109 157 C+180 233 | 0.999 5 | 0.050-4.970 |
| 芒柄花苷 | Y=27 793 749 C-48 296 | 0.999 8 | 0.128-7.680 |
| 毛蕊异黄酮 | Y=6 355 527 C-7 323 | 0.999 9 | 0.038-2.280 |
| 芒柄花素 | Y=5 436 799 C-20 586 | 0.999 8 | 0.031-1.860 |
| 黄芪甲苷 | Y=1.660 2 C+5.335 3 | 0.999 2 | 0.180-3.300 |
| 黄芪皂苷Ⅰ | Y=1.543 2 C+5.947 6 | 0.999 9 | 0.588-9.420 |
| 黄芪皂苷Ⅱ | Y=1.585 7 C+5.442 | 0.999 5 | 0.300-4.800 |
| 黄芪皂苷Ⅲ | Y=1.323 2 C+6.408 | 0.999 8 | 0.242-3.880 |
Fig. 4 Heat map of hormone-related DEGs (A) and differentially expressed transcription factors (B)The data in the heatmap are row-normalized relative expression (TPM) values. Red indicates upregulated relative expression within each row and blue indicates downregulation. The same below
| 组别(mg/g) | PHS | GHS | PHR | GHR |
|---|---|---|---|---|
| 毛蕊异黄酮苷 | 0.11±0.04 | 0.04±0.01** | 1.48±0.50 | 1.76±0.35 |
| 芒柄花苷 | 0.04±0.01 | 0.04±0.01 | 0.53±0.37 | 0.44±0.17 |
| 毛蕊异黄酮 | 0.15±0.08 | 0.18±0.06 | 0.25±0.12 | 0.13±0.07# |
| 芒柄花素 | 0.01±0.01 | 0.02±0.01* | 0.04±0.03 | 0.02±0.03 |
| 4种异黄酮总和 | 0.32±0.08 | 0.28±0.05 | 2.30±0.52 | 2.35±0.50 |
| 黄芪甲苷 | - | - | 0.25±0.07 | 0.26±0.08 |
| 黄芪皂苷Ⅰ | - | - | 1.05±0.24 | 0.78±0.35 |
| 黄芪皂苷Ⅱ | - | - | 0.61±0.18 | 0.48±0.16 |
| 黄芪皂苷Ⅲ | - | - | 0.08±0.01 | 0.13±0.07 |
| 4种皂苷成分总和 | - | 1.98±0.36 | 1.65±0.36# |
Table 2 Determination results of flavonoid and saponin contents in A. mongholicus (x¯±s, n=10)
| 组别(mg/g) | PHS | GHS | PHR | GHR |
|---|---|---|---|---|
| 毛蕊异黄酮苷 | 0.11±0.04 | 0.04±0.01** | 1.48±0.50 | 1.76±0.35 |
| 芒柄花苷 | 0.04±0.01 | 0.04±0.01 | 0.53±0.37 | 0.44±0.17 |
| 毛蕊异黄酮 | 0.15±0.08 | 0.18±0.06 | 0.25±0.12 | 0.13±0.07# |
| 芒柄花素 | 0.01±0.01 | 0.02±0.01* | 0.04±0.03 | 0.02±0.03 |
| 4种异黄酮总和 | 0.32±0.08 | 0.28±0.05 | 2.30±0.52 | 2.35±0.50 |
| 黄芪甲苷 | - | - | 0.25±0.07 | 0.26±0.08 |
| 黄芪皂苷Ⅰ | - | - | 1.05±0.24 | 0.78±0.35 |
| 黄芪皂苷Ⅱ | - | - | 0.61±0.18 | 0.48±0.16 |
| 黄芪皂苷Ⅲ | - | - | 0.08±0.01 | 0.13±0.07 |
| 4种皂苷成分总和 | - | 1.98±0.36 | 1.65±0.36# |
Fig. 6 Validation results of RT-qPCRThe histograms represent the relative expression levels of each target gene measured by RT-qPCR (2-ΔΔCt), and the red lines indicate the corresponding RNA-seq (TPM values), x¯±s, n=3
Fig. 7 PCA (A) and OPLS-DA (B) score plots of metabolitesPC1 represents the first principal component and PC2 the second principal component, with the percentages indicating their respective explanation rates of the dataset; each dot in the figure denotes a sample, and samples from the same group are colored the same
Fig. 10 Diagram of DEGs and DAMs in the flavonoid pathway of stemsMetabolites are marked in boxed labels: red indicates significantly increased metabolite content, while green indicates decreased metabolite content. Related genes are annotated beside the arrows: red represents upregulated genes, green represents downregulated genes, and blue indicates genes with both upregulated and downregulated expression patterns. Rectangular boxes of different colors in the diagram correspond to distinct metabolic branches: the yellow box denotes the phenylpropanoid pathway, the pink box represents the isoflavonoid pathway, and the blue box refers to the flavone and flavonol biosynthesis pathway
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