1 材料与方法
1.1 材料
1.2 方法
1.3 数据处理
2 结果与分析
2.1 栽培基质物理性质
表1 不同栽培基质物理性质Tab. 1 Physical properties of cultivation substrates |
| 处理 Treatment | 容重 Bulk density /(g·cm-3) | 持水能力 Holding water capacity/% | 总孔隙度 Total porosity/% | 通气孔隙度 Aeration porosity/% | 持水孔隙度 Water-holding porosity/% | 气水比 Void ratio |
|---|---|---|---|---|---|---|
| 松树皮 | 0.15 | 225.00 | 59.72 | 40.36 | 19.36 | 2.08 |
| 椰糠 | 0.06 | 340.00 | 64.37 | 48.81 | 15.56 | 3.14 |
| 松树皮:椰糠(1:1) | 0.10 | 235.80 | 56.68 | 43.10 | 13.58 | 3.17 |
2.2 栽培基质对铁皮石斛茎多糖含量的影响
表2 不同基质栽培的铁皮石斛多糖含量Tab. 2 Content of polysaccharides of D. officinale stems |
| 指标 Index | 松树皮PB Pine bark | 椰糠CC Coconut coir | 松树皮:椰糠PC Pine bark:Coconut coir |
|---|---|---|---|
| 多糖含量/% | 13.45±0.35c | 30.53±0.84a | 20.38±0.22b |
注:不同小写字母表示差异显著(P<0.05)。 | |
Note: Different lowercase letters indicate significant difference (P<0.05). |
2.3 不同基质栽培的铁皮石斛代谢谱
图1 铁皮石斛质控样本甲醇/水提物的GC-MS总离子流图(TIC)Fig. 1 GC-MS total ion chromatogram of methanol/water extracts from quality control samples of D. officinale |
表3 铁皮石斛茎中代谢物信息Tab. 3 Details of metabolites from stems of D. officinale |
| 序号 No. | 保留时间 RT/min | 代谢物名称 Compounds name | 分子式 Formula | 匹配度 Similarity /% | 相对百分含量Relative content/% | ||
|---|---|---|---|---|---|---|---|
| 松树皮PB | 复合基质PC | 椰糠CC | |||||
| 1 | 9.586 | ethanamine, 2TMS derivative(乙胺,2TMS) | C8H23NSi2 | 90.97 | 1.01 | 0.95 | 0.48 |
| 2 | 11.827 | lactic acid, 2TMS derivative(乳酸,2TMS) | C9H22O3Si2 | 93.84 | 0.17 | 0.17 | 0.22 |
| 3 | 13.010 | methylmalonic acid, 2TMS derivative(甲基丙二酸,2TMS) | C10H22O4Si2 | 71.36 | 0.07 | 0.06 | 0.08 |
| 4 | 13.203 | oxalic acid, 2TMS derivative(草酸,2TMS) | C8H18O4Si2 | 72.76 | 1.40 | 1.34 | 1.08 |
| 5 | 15.115 | ethanolamine, 3TMS derivative(乙醇胺,3TMS) | C11H31NOSi3 | 93.52 | 1.93 | 1.66 | 2.20 |
| 6 | 15.674 | succinic acid, 2TMS derivative [(Z)-2-琥珀酸,2TMS] | C10H20O4Si2 | 81.57 | 0.11 | 0.16 | 0.13 |
| 7 | 17.264 | N-alpha-acetyllysine, 3TMS derivative(N-α-乙酰-L-赖氨酸,3TMS) | C17H40N2O3Si3 | 73.66 | 0.29 | 0.22 | 0.23 |
| 8 | 17.750 | cadaverine, 3TMS derivative(1,5-戊二胺,3TMS) | C14H38N2Si3 | 73.47 | 0.21 | 0.15 | 0.16 |
| 9 | 18.153 | malic acid, 3TMS derivative(苹果酸,3TMS) | C13H30O5Si3 | 85.95 | 34.32 | 31.73 | 32.36 |
| 10 | 18.507 | L-aspartic acid, 3TMS derivative(L-天冬氨酸,3TMS) | C13H31NO4Si3 | 74.86 | 0.03 | 0.04 | 0.03 |
| 11 | 18.563 | pyroglutamic acid, 2TMS derivative(L-5-羟脯氨酸,2TMS) | C11H23NO3Si2 | 71.39 | 0.02 | 0.02 | 0.01 |
| 12 | 18.644 | 4-aminobutanoic acid, 3TMS derivative(4-氨基丁酸,3TMS) | C13H33NO2Si3 | 84.74 | 0.00 | 0.06 | 0.01 |
| 13 | 18.785 | phloretic acid(对羟基苯丙酸) | C17H26O3 | 75.50 | 0.28 | 0.05 | 0.23 |
| 14 | 18.945 | threonate, trimethylsilyl ester(L-苏阿糖酸,3TMS) | C16H40O5Si4 | 85.69 | 0.25 | 1.13 | 0.53 |
| 15 | 19.706 | L-glutamic acid, 3TMS derivative(L-谷氨酸,3TMS) | C14H33NO4Si3 | 78.52 | 0.05 | 0.06 | 0.04 |
| 16 | 21.014 | meso-erythritol, 4TMS derivative(赤藓糖醇,4TMS) | C16H42O4Si4 | 77.31 | 0.30 | 0.29 | 0.26 |
| 17 | 21.143 | 2-keto-l-gluconic acid, 5TMS derivative(2-酮-1-葡萄糖酸,5TMS) | C21H50O7Si5 | 74.68 | 0.06 | 0.17 | 0.11 |
| 18 | 21.336 | beta-D-ribofuranose, 4TMS derivative(β-D呋喃核糖,4TMS) | C17H42O5Si4 | 85.23 | 0.40 | 0.30 | 0.26 |
| 19 | 21.802 | shikimic acid, 4TMS derivative(莽草酸,4TMS) | C19H42O5Si4 | 74.96 | 4.69 | 9.08 | 5.45 |
| 20 | 21.891 | citric acid, 4TMS derivative(柠檬酸,4TMS) | C18H40O7Si4 | 74.52 | 9.56 | 4.84 | 7.91 |
| 21 | 22.390 | L-sorbose, 5TMS derivative [L-(-)-山梨糖,5TMS] | C22H55NO6Si5 | 86.48 | 0.20 | 0.71 | 0.71 |
| 22 | 22.491 | D-psicose, 5TMS derivative(D-阿洛酮糖,5TMS) | C22H55NO6Si5 | 88.04 | 0.31 | 0.46 | 0.48 |
| 23 | 22.543 | D-mannose, 5TMS derivative [D-甘露糖-(1Z),5TMS] | C22H55NO6Si5 | 86.53 | 0.54 | 0.27 | 0.44 |
| 24 | 22.591 | D-galactose, 5TMS derivative(D-半乳糖,5TMS) | C22H55NO6Si5 | 80.83 | 0.07 | 0.13 | 0.11 |
| 25 | 22.656 | beta-D-glucose, 5TMS derivative(β-D-葡萄糖,5TMS) | C22H55NO6Si5 | 82.71 | 6.13 | 14.94 | 12.67 |
| 26 | 22.853 | alpha-D-glucose, 5TMS derivative(α-D-葡萄糖,5TMS) | C22H55NO6Si5 | 85.53 | 0.90 | 3.39 | 2.20 |
| 27 | 22.925 | tyramine, 3TMS derivative(酪胺,3TMS) | C17H35NOSi3 | 70.08 | 0.05 | 0.06 | 0.08 |
| 28 | 23.472 | beta-D-(+)-talopyranose, 5TMS derivative [β-D-(+)-塔罗糖,5TMS] | C21H52O6Si5 | 93.07 | 0.01 | 0.15 | 0.03 |
| 29 | 23.955 | methyl galactoside, 4TMS derivative(甲基半乳糖苷,4TMS) | C19H46O6Si4 | 83.79 | 0.05 | 0.16 | 0.14 |
| 30 | 24.237 | palmitic Acid, TMS derivative(棕榈酸,TMS) | C19H40O2Si | 86.45 | 0.66 | 0.57 | 0.43 |
| 31 | 24.490 | octopamine, 4TMS derivative(章胺,4TMS) | C20H43NO2Si4 | 73.67 | 0.00 | 0.06 | 0.06 |
| 32 | 24.551 | inositol, (Z)-, 6TMS derivative(肌醇,6TMS) | C24H60O6Si6 | 85.94 | 1.58 | 1.95 | 2.12 |
| 33 | 26.036 | stearic acid, TMS derivative(硬脂酸,TMS) | C21H44O2Si | 89.08 | 0.52 | 0.42 | 0.32 |
| 34 | 27.029 | D-(+)-galacturonic acid, 5TMS derivative [D-(+)-半乳糖醛酸,5TMS] | C21H50O7Si5 | 83.43 | 0.18 | 0.16 | 0.12 |
| 35 | 28.015 | methyl beta-D-glucopyranoside, 4TMS derivative(乙基- α-D-吡喃葡萄糖苷,4TMS) | C20H48O6Si4 | 85.73 | 0.27 | 0.22 | 0.24 |
| 36 | 28.168 | oleanitrile(油腈) | C18H33N | 83.65 | 0.41 | 0.33 | 0.42 |
| 37 | 28.349 | maltose, 8TMS derivative, isomer 2[β-麦芽糖,8TMS (异构2)] | C36H86O11Si8 | 79.92 | 0.13 | 0.12 | 0.12 |
| 38 | 29.102 | 3-alpha-mannobiose, 8TMS derivative, (isomer 2) [3-α-甘露二糖,8TMS(异构2)] | C36H86O11Si8 | 70.82 | 31.74 | 22.36 | 26.72 |
| 39 | 29.222 | beta-D-lactose, 8TMS derivative(β-D-乳糖,8TMS) | C36H86O11Si8 | 82.96 | 0.28 | 0.21 | 0.21 |
| 40 | 29.778 | D-(+)-cellobiose, (isomer 1), 8TMS derivative [D-(+)-纤维二糖,8TMS] | C36H86O11Si8 | 81.41 | 0.30 | 0.06 | 0.04 |
| 41 | 29.955 | 2-alpha-mannobiose, 8TMS derivative, (isomer 1) [2-α-甘露二糖,8TMS (异构1)] | C36H86O11Si8 | 78.64 | 0.26 | 0.28 | 0.31 |
| 42 | 31.170 | maltose, 8TMS derivative, isomer 1[α-麦芽糖,8TMS(异构1)] | C36H86O11Si8 | 80.99 | 0.26 | 0.49 | 0.25 |
2.4 多元统计分析
图3 正交偏最小二乘判别分析A、C、E分别为松树皮-椰糠、椰糠-复合基质、松树皮-复合基质的OPLS-DA模型得分图,R2X[1]代表主成分,R2X[o]代表正交主成分。B、D、F为A、C、E相应的模型验证图。 Fig. 3 Orthogonal partial least squares discriminant analysis A: Scores plot of the OPLS-DA model of PB vs. CC, CC vs. PC, PB vs. PC, respectively. R2X[1] and R2X[o] represent the predictive principal component and the orthogonal principal component, respectively. The plots of B, D and F are the model validation of A, C, E. |
2.5 差异代谢物筛选
表4 显著性差异代谢物信息Tab. 4 Information of metabolites with significant difference |
| 类别 Type | 代谢物名称 Compound name | PB-PC | PB-CC | CC-PC | |||
|---|---|---|---|---|---|---|---|
| FC | VIP | FC | VIP | FC | VIP | ||
| 有机酸 | threonate, trimethylsilyl ester(L-苏阿糖酸,3TMS) | 0.16 | 1.35 | 0.34 | 1.49 | 0.48 | 1.33 |
| 2-keto-l-gluconic acid(2-酮-1-葡萄糖酸) | 0.29 | 1.34 | 0.43 | 0.99 | 0.67 | 0.99 | |
| shikimic acid, 4TMS derivative(莽草酸,4TMS) | 0.39 | 1.34 | 0.63 | 1.01 | 0.61 | 1.35 | |
| phloretic acid, 5TMS derivative(对羟基苯丙酸,5TMS) | 3.83 | 1.35 | 0.89 | 0.09 | 4.29 | 1.40 | |
| 糖和糖苷 | D-psicose, 5TMS derivative(D-阿洛酮糖,5TMS) | 0.51 | 1.24 | 0.47 | 1.32 | 1.08 | 0.44 |
| beta-D-glucose, 5TMS derivative(β-D-葡萄糖,5TMS) | 0.31 | 1.38 | 0.36 | 1.55 | 0.87 | 1.26 | |
| alpha-D-glucose, 5TMS derivative(α-D-葡萄糖,5TMS) | 0.20 | 1.35 | 0.30 | 1.54 | 0.66 | 1.26 | |
| beta-D-(+)-talopyranose, 5TMS derivative [β-D-(+)-塔罗糖,5TMS] | 0.05 | 1.38 | 0.22 | 0.58 | 0.22 | 1.29 | |
| methyl galactoside, 4TMS derivative(甲基半乳糖苷,4TMS) | 0.26 | 1.31 | 0.28 | 1.54 | 0.94 | 0.74 | |
| D-(+)-cellobiose, (isomer 1), 8TMS derivative [D-(+)-纤维二糖,8TMS(异构1)] | 3.72 | 1.35 | 5.41 | 1.62 | 0.69 | 1.08 | |
| L-sorbose, 5TMS derivative [L-(-)-山梨糖,5TMS] | 0.22 | 1.36 | 0.21 | 1.57 | 1.03 | 0.58 | |
| D-galactose, 5TMS derivative(D-半乳糖,5TMS) | 0.43 | 1.30 | 0.50 | 1.38 | 0.87 | 1.05 | |
| maltose, 8TMS derivative, isomer 1[α-麦芽糖,8TMS(异构1)] | 0.40 | 1.27 | 0.74 | 0.49 | 0.54 | 1.32 | |
| 胺和酰胺 | tyramine, 3TMS derivative(酪胺,3TMS) | 0.71 | 1.08 | 0.49 | 1.43 | 1.44 | 1.20 |
| octopamine, 4TMS derivative(章胺,4TMS) | 0.00 | 1.38 | 0.00 | 1.64 | 0.92 | 0.81 | |
| 氨基酸及其衍生物 | 4-aminobutanoic acid, 3TMS derivative(4-氨基丁酸,3TMS) | 0.00 | 1.36 | 0.00 | 1.26 | 0.15 | 1.47 |
| pyroglutamic acid, 2TMS derivative(L-5-羟脯氨酸,2TMS) | 0.73 | 0.82 | 1.67 | 0.94 | 0.44 | 1.27 | |
注:FC值表示代谢物含量在组间上调或下调。以松树皮(PB)-复合(PC)基质为例,FC<1表示前一组(松树皮)与后一组(复合基质)相比,代谢物含量在前一组(松树皮)中下调,FC>1则表示上调。 | |
Note: The FC value indicates the up-regulation or down-regulation between groups. Take the pine bark (PB) vs. complex substrate (PC) as an example, FC<1 indicates when it compared with the latter (complex substrate), the metabolite down-regulated in the former (pine bark), and FC>1 represents up-regulated. |
