Biotechnology Bulletin ›› 2026, Vol. 42 ›› Issue (6): 279-293.doi: 10.13560/j.cnki.biotech.bull.1985.2025-0927
WANG Jia-bin1(
), HU Yue2, CHEN Jia-jie1, WANG Meng2, HE Xiu-yun1, LI Zhi-yong2, LI Jian2, WANG Mei-na2(
)
Received:2025-08-27
Online:2026-06-26
Published:2026-07-11
Contact:
WANG Mei-na
E-mail:44376283@qq.com;snow-wmn2005@163.com
WANG Jia-bin, HU Yue, CHEN Jia-jie, WANG Meng, HE Xiu-yun, LI Zhi-yong, LI Jian, WANG Mei-na. Combined Metabolomic and Transcriptomic Analysis in Different Parts of Paphiopedilum purpuratum[J]. Biotechnology Bulletin, 2026, 42(6): 279-293.
| 类型 Type | SL vs. SF | SL vs. SR | SF vs. SR | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 上调 Up | 下调 Down | 上调 Up | 下调 Down | 上调 Up | 下调 Down | |||||||
| Positive | Negative | Positive | Negative | Positive | Negative | Positive | Negative | Positive | Negative | Positive | Negative | |
| 脂质 Lipids | 86 | 27 | 21 | 18 | 87 | 27 | 20 | 47 | 30 | 14 | 36 | 37 |
| 苯丙类 Phenylpropanoids | 24 | 14 | 23 | 17 | 26 | 10 | 38 | 20 | 27 | 14 | 38 | 17 |
| 有机氧 Organic oxygen compounds | 23 | 7 | 11 | 18 | 15 | 7 | 10 | 14 | 5 | 15 | 6 | 10 |
| 有机酸 Organic acids | 19 | 1 | 27 | 11 | 10 | 4 | 48 | 16 | 13 | 6 | 28 | 7 |
| 有机杂环 Heterocyclic compounds | 25 | 2 | 15 | 9 | 19 | 2 | 25 | 5 | 11 | 3 | 31 | 2 |
| 核苷类 Nucleosides | 5 | 1 | 6 | 8 | 1 | 2 | 8 | 7 | 3 | 5 | 8 | 0 |
| 苯类 Benzenoids | 27 | 2 | 14 | 6 | 21 | 2 | 18 | 11 | 9 | 2 | 22 | 9 |
| 有机氮 Organic nitrogen compounds | 1 | 1 | 10 | 1 | 0 | 1 | 5 | 1 | 4 | 0 | 3 | 0 |
| 生物碱 Alkaloids | 6 | 1 | 1 | 0 | 4 | 2 | 2 | 1 | 2 | 1 | 3 | 0 |
| 木脂素 Lignans | 2 | 1 | 1 | 0 | 1 | 0 | 1 | 4 | 0 | 0 | 3 | 4 |
| 其他类 Others | 101 | 21 | 51 | 27 | 81 | 35 | 94 | 25 | 49 | 25 | 102 | 16 |
| 总计 Total | 319 | 78 | 180 | 115 | 265 | 92 | 269 | 151 | 153 | 85 | 280 | 102 |
Table 1 Differential expressions of metabolites in different tissues
| 类型 Type | SL vs. SF | SL vs. SR | SF vs. SR | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 上调 Up | 下调 Down | 上调 Up | 下调 Down | 上调 Up | 下调 Down | |||||||
| Positive | Negative | Positive | Negative | Positive | Negative | Positive | Negative | Positive | Negative | Positive | Negative | |
| 脂质 Lipids | 86 | 27 | 21 | 18 | 87 | 27 | 20 | 47 | 30 | 14 | 36 | 37 |
| 苯丙类 Phenylpropanoids | 24 | 14 | 23 | 17 | 26 | 10 | 38 | 20 | 27 | 14 | 38 | 17 |
| 有机氧 Organic oxygen compounds | 23 | 7 | 11 | 18 | 15 | 7 | 10 | 14 | 5 | 15 | 6 | 10 |
| 有机酸 Organic acids | 19 | 1 | 27 | 11 | 10 | 4 | 48 | 16 | 13 | 6 | 28 | 7 |
| 有机杂环 Heterocyclic compounds | 25 | 2 | 15 | 9 | 19 | 2 | 25 | 5 | 11 | 3 | 31 | 2 |
| 核苷类 Nucleosides | 5 | 1 | 6 | 8 | 1 | 2 | 8 | 7 | 3 | 5 | 8 | 0 |
| 苯类 Benzenoids | 27 | 2 | 14 | 6 | 21 | 2 | 18 | 11 | 9 | 2 | 22 | 9 |
| 有机氮 Organic nitrogen compounds | 1 | 1 | 10 | 1 | 0 | 1 | 5 | 1 | 4 | 0 | 3 | 0 |
| 生物碱 Alkaloids | 6 | 1 | 1 | 0 | 4 | 2 | 2 | 1 | 2 | 1 | 3 | 0 |
| 木脂素 Lignans | 2 | 1 | 1 | 0 | 1 | 0 | 1 | 4 | 0 | 0 | 3 | 4 |
| 其他类 Others | 101 | 21 | 51 | 27 | 81 | 35 | 94 | 25 | 49 | 25 | 102 | 16 |
| 总计 Total | 319 | 78 | 180 | 115 | 265 | 92 | 269 | 151 | 153 | 85 | 280 | 102 |
Fig. 1 Classification of metabolites of P. purpuratumA: PCA analysis diagram of the total sample. B: Pie chart for metabolite classification. SL: Leaf. SF: Flower. SR: Root. The same below
代谢物类别 Metabolite category | 代谢物名称 Metabolite name | SL vs. SF | SL vs. SR | SF vs. SR | |||
|---|---|---|---|---|---|---|---|
| Log2FC | VIP | Log2FC | VIP | Log2FC | VIP | ||
| 脂质和类脂分子 Lipids and lipid-like molecules | 姜糖脂B Gingerglycolipid B | 1.95 | 1.52 | 6.92 | 1.19 | 4.96 | 1.07 |
| 重楼皂苷 VI Polyphyllin VI | 2.51 | 1.36 | 6.36 | 1.63 | 3.85 | 1.34 | |
| 柴胡皂苷C Saikosaponin C | 5.72 | 1.66 | 6.06 | 1.05 | / | / | |
| 单酰甘油(18∶3) MAG (18∶3) | / | / | 6.01 | 1.31 | 5.17 | 1.71 | |
| 海葱苷A Proscillaridin A | 5.07 | 1.68 | 6.01 | 1.47 | / | / | |
| 知母皂苷A3 Timosaponin A3 | / | / | 5.95 | 1.39 | 5.26 | 1.50 | |
| 脱氧皮质酮21-葡萄糖苷 Deoxycorticosterone 21-glucoside | 2.52 | 1.76 | 5.76 | 1.86 | 3.23 | 1.25 | |
| 羟基积雪草苷 Madecassoside | 5.31 | 1.41 | 2.78 | 1.50 | / | / | |
| 远志酸 Polygalic acid | 3.18 | 1.60 | 5.20 | 1.79 | / | / | |
| 香叶基丙酮 Geranylacetone | 4.55 | 1.66 | 5.13 | 1.07 | / | / | |
| 二十二碳六烯酸 Docosahexaenoic acid | 4.93 | 1.00 | 3.80 | 1.17 | / | / | |
| 20-羟基蜕皮酮 20-Hydroxyecdysone | 4.05 | 1.43 | 4.88 | 1.14 | / | / | |
| 二氢玫瑰苷 Dihydroroseoside | 4.58 | 1.84 | 4.67 | 1.12 | / | / | |
| 茯苓酸B Poricoic acid B | / | / | 4.67 | 1.01 | 3.84 | 1.52/ | |
| 草乌甲素A Bulleyaconi cine A | / | / | -3.66 | 1.18 | -4.85 | 2.10 | |
| 拉帕醇 Lapachol | -2.75 | 1.07 | -3.81 | 2.68 | / | / | |
| 丹参酚C Danshenol C | / | / | -4.06 | 1.54 | -4.14 | 1.74 | |
| 桦木酮酸 Betulonic acid | 2.34 | 1.17 | / | / | -4.32 | 2.24 | |
| 乙酰哈帕苷 Acetylharpagide | / | / | -3.59 | 1.47 | -4.41 | 1.06 | |
| 毒毛旋花苷 Ouabain | / | / | -4.54 | 1.38 | -4.34 | 1.66 | |
| 竹节参皂苷 IVa Chikusetsusponin IVa | 3.69 | 1.67 | -1.98 | 1.69 | -4.80 | 1.10 | |
| 8-异前列腺素A2 8-iso Prostaglandin A2 | / | / | -4.86 | 1.73 | -5.02 | 1.72 | |
| 马鞭草苷 Verbenalin | 1.16 | 1.04 | -5.09 | 1.15 | -6.25 | 2.02 | |
| 亚油酸 Linoleic acid | / | / | -4.58 | 1.53 | -5.61 | 2.07 | |
| 玫瑰苷 Roseoside | / | / | 4.67 | 1.12 | -6.34 | 1.30 | |
| (±)-脱落酸 (±)-Abscisic acid | / | / | -6.28 | 1.49 | -6.46 | 1.47 | |
| 苯丙类和聚酮类 Phenylpropanoids and polyketides | 槲皮素-3β-D-葡萄糖苷 Quercetin-3β-D-glucoside | -7.65 | 1.84 | / | / | 8.26 | 1.31 |
| 山奈酚 Kaempferol | / | / | 7.27 | 1.63 | 6.60 | 1.29 | |
| 荭草素 Orientin | -1.97 | 1.13 | 3.84 | 1.13 | 5.81 | 1.84 | |
| 矢车菊素-3-O-葡萄糖苷 Kuromanin | / | / | 5.24 | 1.33 | 5.15 | 1.74 | |
| 柚皮素 Naringenin | -3.70 | 1.45 | / | / | 2.65 | 1.06 | |
| 咖啡酸乙酯 Ethyl caffeate | / | / | -4.13 | 1.93 | -3.10 | 1.47 | |
| 落新妇苷 Astilbin | -1.65 | 1.30 | -4.57 | 1.48 | / | / | |
| 异茴芹素 Isopimpinellin | -4.71 | 2.03 | / | / | 4.46 | 1.00 | |
| 曲克芦丁 Troxerutin | -5.37 | 1.48 | -5.72 | 1.61 | / | / | |
| 车前苷 Plantagoside | -6.19 | 1.28 | / | / | 3.64 | 1.32 | |
| 毛蕊花糖苷 Verbascoside | / | / | -6.41 | 1.32 | -4.20 | 1.54 | |
| 槲皮素3-O-槐糖苷 Quercetin 3-O-sophoroside | -9.93 | 1.20 | / | / | 9.64 | 1.91 | |
Table 2 Information on the main significant differential metabolites in different parts of the P. purpuratum
代谢物类别 Metabolite category | 代谢物名称 Metabolite name | SL vs. SF | SL vs. SR | SF vs. SR | |||
|---|---|---|---|---|---|---|---|
| Log2FC | VIP | Log2FC | VIP | Log2FC | VIP | ||
| 脂质和类脂分子 Lipids and lipid-like molecules | 姜糖脂B Gingerglycolipid B | 1.95 | 1.52 | 6.92 | 1.19 | 4.96 | 1.07 |
| 重楼皂苷 VI Polyphyllin VI | 2.51 | 1.36 | 6.36 | 1.63 | 3.85 | 1.34 | |
| 柴胡皂苷C Saikosaponin C | 5.72 | 1.66 | 6.06 | 1.05 | / | / | |
| 单酰甘油(18∶3) MAG (18∶3) | / | / | 6.01 | 1.31 | 5.17 | 1.71 | |
| 海葱苷A Proscillaridin A | 5.07 | 1.68 | 6.01 | 1.47 | / | / | |
| 知母皂苷A3 Timosaponin A3 | / | / | 5.95 | 1.39 | 5.26 | 1.50 | |
| 脱氧皮质酮21-葡萄糖苷 Deoxycorticosterone 21-glucoside | 2.52 | 1.76 | 5.76 | 1.86 | 3.23 | 1.25 | |
| 羟基积雪草苷 Madecassoside | 5.31 | 1.41 | 2.78 | 1.50 | / | / | |
| 远志酸 Polygalic acid | 3.18 | 1.60 | 5.20 | 1.79 | / | / | |
| 香叶基丙酮 Geranylacetone | 4.55 | 1.66 | 5.13 | 1.07 | / | / | |
| 二十二碳六烯酸 Docosahexaenoic acid | 4.93 | 1.00 | 3.80 | 1.17 | / | / | |
| 20-羟基蜕皮酮 20-Hydroxyecdysone | 4.05 | 1.43 | 4.88 | 1.14 | / | / | |
| 二氢玫瑰苷 Dihydroroseoside | 4.58 | 1.84 | 4.67 | 1.12 | / | / | |
| 茯苓酸B Poricoic acid B | / | / | 4.67 | 1.01 | 3.84 | 1.52/ | |
| 草乌甲素A Bulleyaconi cine A | / | / | -3.66 | 1.18 | -4.85 | 2.10 | |
| 拉帕醇 Lapachol | -2.75 | 1.07 | -3.81 | 2.68 | / | / | |
| 丹参酚C Danshenol C | / | / | -4.06 | 1.54 | -4.14 | 1.74 | |
| 桦木酮酸 Betulonic acid | 2.34 | 1.17 | / | / | -4.32 | 2.24 | |
| 乙酰哈帕苷 Acetylharpagide | / | / | -3.59 | 1.47 | -4.41 | 1.06 | |
| 毒毛旋花苷 Ouabain | / | / | -4.54 | 1.38 | -4.34 | 1.66 | |
| 竹节参皂苷 IVa Chikusetsusponin IVa | 3.69 | 1.67 | -1.98 | 1.69 | -4.80 | 1.10 | |
| 8-异前列腺素A2 8-iso Prostaglandin A2 | / | / | -4.86 | 1.73 | -5.02 | 1.72 | |
| 马鞭草苷 Verbenalin | 1.16 | 1.04 | -5.09 | 1.15 | -6.25 | 2.02 | |
| 亚油酸 Linoleic acid | / | / | -4.58 | 1.53 | -5.61 | 2.07 | |
| 玫瑰苷 Roseoside | / | / | 4.67 | 1.12 | -6.34 | 1.30 | |
| (±)-脱落酸 (±)-Abscisic acid | / | / | -6.28 | 1.49 | -6.46 | 1.47 | |
| 苯丙类和聚酮类 Phenylpropanoids and polyketides | 槲皮素-3β-D-葡萄糖苷 Quercetin-3β-D-glucoside | -7.65 | 1.84 | / | / | 8.26 | 1.31 |
| 山奈酚 Kaempferol | / | / | 7.27 | 1.63 | 6.60 | 1.29 | |
| 荭草素 Orientin | -1.97 | 1.13 | 3.84 | 1.13 | 5.81 | 1.84 | |
| 矢车菊素-3-O-葡萄糖苷 Kuromanin | / | / | 5.24 | 1.33 | 5.15 | 1.74 | |
| 柚皮素 Naringenin | -3.70 | 1.45 | / | / | 2.65 | 1.06 | |
| 咖啡酸乙酯 Ethyl caffeate | / | / | -4.13 | 1.93 | -3.10 | 1.47 | |
| 落新妇苷 Astilbin | -1.65 | 1.30 | -4.57 | 1.48 | / | / | |
| 异茴芹素 Isopimpinellin | -4.71 | 2.03 | / | / | 4.46 | 1.00 | |
| 曲克芦丁 Troxerutin | -5.37 | 1.48 | -5.72 | 1.61 | / | / | |
| 车前苷 Plantagoside | -6.19 | 1.28 | / | / | 3.64 | 1.32 | |
| 毛蕊花糖苷 Verbascoside | / | / | -6.41 | 1.32 | -4.20 | 1.54 | |
| 槲皮素3-O-槐糖苷 Quercetin 3-O-sophoroside | -9.93 | 1.20 | / | / | 9.64 | 1.91 | |
Fig. 3 Non-targeted KEGG enrichment bubble chartBiosynthetic pathways significantly enriched with differential metabolites. A: All parts. B: Leaves. C: Flowers. D: Roots
| 比较组 Comparison group | 调控方向 Up/Down | 基因Gene | Log2FC | FDR | 功能注释 Functional annotation |
|---|---|---|---|---|---|
| SL vs. SF | 上调 Up | GLDC | 15.72 | 4.40e-32 | 碳代谢 Carbon metabolism |
| 上调 Up | LOX1_5 | 14.59 | 1.74e-22 | 脂质代谢和亚油酸代谢 Lipid metabolism and linoleic acid metabolism | |
| 上调 Up | chlH | 14.42 | 4.33e-15 | 叶绿素合成 Chlorophyll synthesis | |
| 上调 Up | cynT | 13.94 | 1.61e-6 | 氮代谢 Nitrogen metabolism | |
| 上调 Up | PMA1/PMA2 | 13.51 | 4.38e-7 | 能量代谢 Energy metabolism | |
| 下调 Down | GPAT | -10.00 | 1.14e-10 | 脂质代谢 Lipid metabolism | |
| 下调 Down | P5CS | -9.98 | 1.37e-11 | 氨基酸代谢 Amino acid metabolism | |
| 下调 Down | pdhC | -9.95 | 1.23e-7 | 碳代谢 Carbon metabolism | |
| 下调 Down | ALDH | -9.92 | 2.47e-9 | 新陈代谢 Metabolism | |
| 下调 Down | PIP5K | -9.85 | 5.33e-12 | 信号转导 Signal transduction | |
| SL vs. SR | 上调 Up | nadB | 9.99 | 3.65e-12 | 新陈代谢 Metabolism |
| 上调 Up | ALDO | 9.30 | 1.34e-07 | 新陈代谢 Metabolism | |
| 下调 Down | E1.11.1.7 | -14.72 | 1.04e-22 | 次生代谢物的生物合成 Biosynthesis of secondary metabolites | |
| 下调 Down | CISZOG | -14.18 | 2.63e-11 | 萜类和多酮类化合物的代谢 Terpenoid and polyketide metabolism | |
| 下调 Down | PAL | -13.46 | 4.69e-9 | 新陈代谢 Metabolism | |
| 下调 Down | TGA | -11.80 | 1.37e-7 | 植物激素信号转导 Plant hormone signal transduction | |
| SF vs. SR | 上调 Up | psbS | 10.53 | 1.04e-05 | 新陈代谢 Metabolism |
| 上调 Up | FAH | 8.10 | 1.61e-06 | 脂质代谢 Lipid metabolism | |
| 上调 Up | crtZ | 6.94 | 3.17e-03 | 次生代谢物的生物合成 Biosynthesis of secondary metabolites | |
| 下调 Down | ROMT | -15.07 | 1.49e-24 | 次生代谢物的生物合成 Biosynthesis of secondary metabolites | |
| 下调 Down | HHT1 | -14.69 | 2.42e-23 | 脂质代谢 Lipid metabolism | |
| 下调 Down | asnB | -13.24 | 1.58e-07 | 氨基酸代谢 Amino acid metabolism | |
| 下调 Down | SGT1 | -12.89 | 1.74e-08 | 聚糖的生物合成与代谢 Glycan biosynthesis and metabolism | |
| 下调 Down | LOX1_5 | -8.82 | 5.84e-09 | 脂质代谢和亚油酸代谢 Lipid metabolism and linoleic acid metabolism |
Table 3 Main significant differential gene information in different parts of P. purpuratum
| 比较组 Comparison group | 调控方向 Up/Down | 基因Gene | Log2FC | FDR | 功能注释 Functional annotation |
|---|---|---|---|---|---|
| SL vs. SF | 上调 Up | GLDC | 15.72 | 4.40e-32 | 碳代谢 Carbon metabolism |
| 上调 Up | LOX1_5 | 14.59 | 1.74e-22 | 脂质代谢和亚油酸代谢 Lipid metabolism and linoleic acid metabolism | |
| 上调 Up | chlH | 14.42 | 4.33e-15 | 叶绿素合成 Chlorophyll synthesis | |
| 上调 Up | cynT | 13.94 | 1.61e-6 | 氮代谢 Nitrogen metabolism | |
| 上调 Up | PMA1/PMA2 | 13.51 | 4.38e-7 | 能量代谢 Energy metabolism | |
| 下调 Down | GPAT | -10.00 | 1.14e-10 | 脂质代谢 Lipid metabolism | |
| 下调 Down | P5CS | -9.98 | 1.37e-11 | 氨基酸代谢 Amino acid metabolism | |
| 下调 Down | pdhC | -9.95 | 1.23e-7 | 碳代谢 Carbon metabolism | |
| 下调 Down | ALDH | -9.92 | 2.47e-9 | 新陈代谢 Metabolism | |
| 下调 Down | PIP5K | -9.85 | 5.33e-12 | 信号转导 Signal transduction | |
| SL vs. SR | 上调 Up | nadB | 9.99 | 3.65e-12 | 新陈代谢 Metabolism |
| 上调 Up | ALDO | 9.30 | 1.34e-07 | 新陈代谢 Metabolism | |
| 下调 Down | E1.11.1.7 | -14.72 | 1.04e-22 | 次生代谢物的生物合成 Biosynthesis of secondary metabolites | |
| 下调 Down | CISZOG | -14.18 | 2.63e-11 | 萜类和多酮类化合物的代谢 Terpenoid and polyketide metabolism | |
| 下调 Down | PAL | -13.46 | 4.69e-9 | 新陈代谢 Metabolism | |
| 下调 Down | TGA | -11.80 | 1.37e-7 | 植物激素信号转导 Plant hormone signal transduction | |
| SF vs. SR | 上调 Up | psbS | 10.53 | 1.04e-05 | 新陈代谢 Metabolism |
| 上调 Up | FAH | 8.10 | 1.61e-06 | 脂质代谢 Lipid metabolism | |
| 上调 Up | crtZ | 6.94 | 3.17e-03 | 次生代谢物的生物合成 Biosynthesis of secondary metabolites | |
| 下调 Down | ROMT | -15.07 | 1.49e-24 | 次生代谢物的生物合成 Biosynthesis of secondary metabolites | |
| 下调 Down | HHT1 | -14.69 | 2.42e-23 | 脂质代谢 Lipid metabolism | |
| 下调 Down | asnB | -13.24 | 1.58e-07 | 氨基酸代谢 Amino acid metabolism | |
| 下调 Down | SGT1 | -12.89 | 1.74e-08 | 聚糖的生物合成与代谢 Glycan biosynthesis and metabolism | |
| 下调 Down | LOX1_5 | -8.82 | 5.84e-09 | 脂质代谢和亚油酸代谢 Lipid metabolism and linoleic acid metabolism |
Fig. 10 Changes in metabolites and genes at hubs of the co-expression networkThe heatmap indicates the expressions of differentially expressed genes across different tissues. Red color indicates high expression level, and green color indicates low expression level
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