表1 不同类型淀粉结构特征和理化特性Table 1 Structural characteristics and physicochemical properties of different types of starch[2-3] |
| 淀粉来源 Starch sources | 粒径 Grain size/μm | 形状 Shape | 直链淀粉含量 Amylose content/% | 支链淀粉含量 Amylopectin content/% | 糊化温度 Gelatinization temperature/℃ |
|---|---|---|---|---|---|
| 玉米Corn | 3~20 | 多角形 | 23~27 | 73~77 | 74~77 |
| 大米Rice | 3~8 | 多角形 | 16~21 | 79~84 | 80~82 |
| 小麦Wheat | 2~35 | 圆形、扁圆形 | 21~25 | 75~79 | 71~74 |
| 豌豆Pea | 10~36 | 不规则球形 | 35~50 | 50~65 | 73~76 |
| 木薯Cassava | 5~35 | 圆形、卵形截切形 | 15~17 | 83~85 | 68~71 |
| 马铃薯Potato | 12~100 | 卵形、圆形 | 19~22 | 78~81 | 69~72 |
1 材料与方法
1.1 试验材料
表2 仔猪饲料原料营养成分(风干基础)Table 2 Nutrients in feed ingredients for piglets (air-dry basis) % |
| 项目Items | 玉米淀粉Corn starch | 豌豆淀粉Pea starch | 甜菜粕Beet pulp |
|---|---|---|---|
| 总能GE/(MJ/kg) | 15.60 | 15.52 | 15.12 |
| 干物质DM | 89.22 | 88.68 | 90.11 |
| 粗蛋白质CP | 0.59 | 0.62 | 8.79 |
| 粗脂肪CF | 0.51 | 0.48 | 0.80 |
| 中性洗涤纤维NDF | 0.89 | 0.85 | 35.70 |
| 酸性洗涤纤维ADF | 0.28 | 0.27 | 18.90 |
| 粗灰分Ash | 0.10 | 0.08 | 6.71 |
1.2 试验设计和饲粮
表3 饲粮组成及营养水平(风干基础)Table 3 Composition and nutrient levels of diets (air-dry basis) % |
| 项目 Items | 组别Groups | |||
|---|---|---|---|---|
| PSLP | PSHP | CSLP | CSHP | |
| 原料Ingredients | ||||
| 玉米淀粉Corn starch | 52.72 | 50.50 | ||
| 豌豆淀粉Pea starch | 52.70 | 50.48 | ||
| 豆粕Soybean meal | 4.40 | 10.92 | 4.40 | 10.90 |
| 发酵豆粕Fermented soybean meal | 6.00 | 6.00 | 6.00 | 6.00 |
| 大豆浓缩蛋白Soybean protein concentrate | 5.00 | 5.00 | 5.00 | 5.00 |
| 玉米蛋白粉Corn gluten meal | 4.00 | 4.00 | ||
| 甜菜粕Beet pulp | 12.30 | 6.00 | 12.28 | 6.00 |
| 细麸皮Fine bran | 10.00 | 10.00 | 10.00 | 10.00 |
| 鱼粉Fish meal | 3.00 | 3.00 | 3.00 | 3.00 |
| L-赖氨酸盐酸盐L-Lys·HCl | 0.90 | 0.66 | 0.90 | 0.66 |
| DL-蛋氨酸L-Met | 0.43 | 0.27 | 0.43 | 0.27 |
| L-苏氨酸L-Thr | 0.46 | 0.30 | 0.46 | 0.30 |
| L-色氨酸L-Trp | 0.16 | 0.11 | 0.16 | 0.11 |
| L-异亮氨酸L-Ile | 0.23 | 0.02 | 0.23 | 0.02 |
| L-缬氨酸L-Val | 0.35 | 0.13 | 0.35 | 0.13 |
| L-苯丙氨酸L-Phe | 0.37 | 0.00 | 0.37 | |
| L-组氨酸L-His | 0.18 | 0.07 | 0.18 | 0.07 |
| L-亮氨酸L-Leu | 0.56 | 0.00 | 0.56 | |
| 甲酸钙C2H2CaO4 | 0.76 | 0.96 | 0.76 | 0.96 |
| 磷酸氢钙CaHPO4 | 0.52 | 0.40 | 0.52 | 0.40 |
| 氯化钠NaCl | 0.40 | 0.40 | 0.40 | 0.40 |
| 苯甲酸Benzoic acid | 0.30 | 0.30 | 0.30 | 0.30 |
| 预混料Premix1) | 0.98 | 0.98 | 0.98 | 0.98 |
| 合计Total | 100.00 | 100.00 | 100.00 | 100.00 |
| 营养水平Nutrient levels2) | ||||
| 消化能DE/(MJ/kg) | 13.91 | 14.23 | 13.94 | 14.28 |
| 干物质DM | 88.65 | 88.17 | 88.80 | 89.23 |
| 粗灰分Ash | 5.19 | 5.10 | 5.38 | 5.35 |
| 粗蛋白质CP | 15.89 | 19.87 | 16.21 | 19.65 |
| 粗脂肪CF | 1.47 | 1.67 | 1.61 | 1.71 |
| 钙Ca | 0.74 | 0.75 | 0.76 | 0.79 |
| 总磷TP | 0.41 | 0.41 | 0.40 | 0.45 |
| 总淀粉Total starch | 56.17 | 53.28 | 57.00 | 52.73 |
| 直链淀粉Amylose | 23.68 | 21.78 | 16.56 | 14.72 |
| 支链淀粉Amylopectin | 32.49 | 31.27 | 40.85 | 38.06 |
| 标准回肠可消化赖氨酸SID Lys | 1.35 | 1.35 | 1.35 | 1.35 |
| 标准回肠可消化蛋氨酸SID Met | 0.61 | 0.54 | 0.61 | 0.54 |
| 标准回肠可消化苏氨酸SID Thr | 0.84 | 0.85 | 0.84 | 0.85 |
| 标准回肠可消化色氨酸SID Trp | 0.28 | 0.28 | 0.28 | 0.28 |
| 标准回肠可消化缬氨酸SID Val | 0.85 | 0.85 | 0.85 | 0.85 |
| 标准回肠可消化异亮氨酸SID Ile | 0.69 | 0.69 | 0.69 | 0.69 |
| 标准回肠可消化精氨酸SID Arg | 0.77 | 1.00 | 0.77 | 1.00 |
| 标准回肠可消化苯丙氨酸+标准回肠可消化酪氨酸 SID Phe+SID Tyr | 1.25 | 1.37 | 1.25 | 1.37 |
| 标准回肠可消化组氨酸SID His | 0.46 | 0.46 | 0.46 | 0.46 |
| 标准回肠可消化亮氨酸SID Leu | 1.35 | 1.35 | 1.35 | 1.35 |
1)预混料为每千克饲粮提供 The premix provided the following per kg of diets:VA 9 600 IU,VD3 1 500 IU,VE 30 IU,VB1 1.2 mg,VB2 4.5 mg,VB6 3 mg,VB12 0.024 mg,VK3 1.5 mg,烟酸 nicotinic acid 8.4 mg,生物素 biotin 0.048 mg,叶酸 folic acid 0.72 mg,Fe 72 mg,Zn 45 mg,Cu 22.5 mg,Se 0.18 mg,Mn 18 mg,I 0.375 mg。 |
1.3 饲养管理
1.4 样品采集及处理
1.5 检测指标及方法
1.5.1 饲粮营养成分
1.5.2 生长性能
ADG=(试验末重-试验初重)/试验天数;
ADFI=采食量/试验天数;
F/G=采食量/增重。
1.5.3 血清生化指标
1.5.4 血清游离氨基酸含量
1.5.5 肠道菌群
1.5.6 肝脏代谢组学
1.6 数据统计分析
2 结果与分析
2.1 不同淀粉来源和蛋白质水平对仔猪生长性能的影响
表4 不同淀粉来源和蛋白质水平对仔猪生长性能的影响Table 4 Effects of different starch sources and protein levels on growth performance of piglets |
| 项目 Items | 组别Groups | 均值 标准误 SEM | P值P-value | |||||
|---|---|---|---|---|---|---|---|---|
| PSLP | PSHP | CSLP | CSHP | 淀粉来源 Starch source | 蛋白质水平 Protein level | 交互 Interaction | ||
| 初重IBW/kg | 9.95 | 10.01 | 9.72 | 9.81 | 0.202 | 0.604 | 0.869 | 0.986 |
| 末重FBW/kg | 16.63 | 18.07 | 17.62 | 18.33 | 0.305 | 0.306 | 0.079 | 0.549 |
| 平均日增重ADG/kg | 0.32 | 0.37 | 0.39 | 0.41 | 0.019 | 0.014 | 0.064 | 0.366 |
| 平均日采食量ADFI/kg | 0.66 | 0.68 | 0.68 | 0.78 | 0.030 | 0.046 | 0.064 | 0.186 |
| 料重比F/G | 2.10 | 1.84 | 1.78 | 1.93 | 0.087 | 0.197 | 0.511 | 0.025 |
2.2 不同淀粉来源和蛋白质水平对仔猪血清生化指标的影响
表5 不同淀粉来源和蛋白质水平对仔猪血清生化指标的影响Table 5 Effects of different starch sources and protein levels on serum biochemical indices of piglets |
| 项目 Items | 组别Groups | 均值 标准误 SEM | P值P-value | |||||
|---|---|---|---|---|---|---|---|---|
| PSLP | PSHP | CSLP | CSHP | 淀粉来源 Starch source | 蛋白质水平 Protein level | 交互 Interaction | ||
| 总蛋白TP/(g/L) | 84.95 | 92.53 | 87.07 | 91.37 | 2.468 | 0.842 | 0.020 | 0.498 |
| 白蛋白ALB/ (g/L) | 54.57 | 55.50 | 56.82 | 52.63 | 2.270 | 0.855 | 0.963 | 0.485 |
| 球蛋白GLB/ (g/L) | 30.38 | 37.03 | 30.25 | 38.74 | 2.559 | 0.836 | 0.057 | 0.809 |
| 尿素氮UN/(mmol/L) | 18.67 | 17.54 | 16.67 | 15.91 | 1.734 | 0.312 | 0.592 | 0.915 |
| 葡萄糖GLU/(mmol/L) | 7.00 | 7.60 | 6.71 | 7.86 | 0.299 | 0.981 | 0.163 | 0.658 |
| 胰岛素INS/(mIU/L) | 28.56 | 26.30 | 30.46 | 26.62 | 1.269 | 0.674 | 0.254 | 0.764 |
2.3 不同淀粉来源和蛋白质水平对仔猪血清游离氨基酸含量的影响
表6 不同淀粉来源和蛋白质水平对仔猪血清游离氨基酸含量的影响Table 6 Effects of different starch sources and protein levels on serum free amino acid contents of piglets μg/mL |
| 项目 Items | 组别Groups | 均值 标准误 SEM | P值P-value | |||||
|---|---|---|---|---|---|---|---|---|
| PSLP | PSHP | CSLP | CSHP | 淀粉来源 Starch source | 蛋白质水平 Protein level | 交互 Interaction | ||
| 赖氨酸Lys | 50.31 | 15.27 | 26.35 | 5.41 | 4.188 | 0.041 | 0.001 | 0.572 |
| 蛋氨酸Met | 9.22 | 1.35 | 1.58 | 0.46 | 0.337 | 0.001 | 0.001 | 0.001 |
| 苏氨酸Thr | 1.66 | 1.47 | 1.16 | 0.88 | 0.113 | 0.001 | 0.083 | 0.731 |
| 异亮氨酸Ile | 2.72 | 2.36 | 2.75 | 2.37 | 0.417 | 0.966 | 0.391 | 0.989 |
| 亮氨酸Leu | 2.14 | 2.04 | 1.73 | 2.01 | 0.324 | 0.500 | 0.793 | 0.567 |
| 缬氨酸Val | 4.86 | 3.69 | 3.99 | 3.21 | 0.650 | 0.321 | 0.155 | 0.777 |
| 苯丙氨酸Phe | 2.23 | 1.85 | 2.07 | 1.53 | 0.297 | 0.438 | 0.136 | 0.795 |
| 组氨酸His | 7.36 | 2.80 | 3.51 | 1.48 | 0.365 | 0.001 | 0.001 | 0.035 |
| 谷氨酸Glu | 116.09 | 51.08 | 140.22 | 46.70 | 8.714 | 0.450 | 0.001 | 0.281 |
| 精氨酸Arg | 20.83 | 13.07 | 12.71 | 8.32 | 1.321 | 0.027 | 0.038 | 0.950 |
| 天冬氨酸Asp | 10.13 | 7.93 | 8.42 | 5.56 | 1.361 | 0.292 | 0.195 | 0.863 |
| 脯氨酸Pro | 3.44 | 3.56 | 3.29 | 2.88 | 0.472 | 0.394 | 0.761 | 0.582 |
| 丙氨酸Ala | 1.45 | 1.48 | 1.48 | 1.41 | 0.121 | 0.902 | 0.898 | 0.755 |
| 甘氨酸Gly | 0.18 | 0.18 | 0.22 | 0.16 | 0.026 | 0.688 | 0.177 | 0.302 |
| 酪氨酸Tyr | 0.56 | 0.39 | 0.42 | 0.38 | 0.085 | 0.372 | 0.231 | 0.393 |
2.4 不同淀粉来源和蛋白质水平对仔猪肠道菌群的影响
2.4.1 肠道菌群在门水平上组成
图1 仔猪盲肠(A)和结肠(B)菌群在门水平上组成Firmicutes:厚壁菌门;Bacteroidota:拟杆菌门;Proteobacteria:变形菌门;Actinobacteriota:放线菌门;Campylobacterota:弯曲菌门;Spirochaetota:螺旋体门;Unclassified_Bacteria:未分类细菌;Cyanobacteria:蓝藻菌门;Acidobacteriota:酸性菌门;Verrucomicrobiota:疣微菌门;Desulfobacterota:脱硫杆菌门;Others:其他;Unknown:未知; Fig.1 Microbiota composition in cecum (A) and colon (B) of piglets at phylum level |
表7 不同淀粉来源和蛋白质水平对仔猪肠道菌群在门水平上组成的影响Table 7 Effects of different starch sources and protein levels on intestinal microbiota composition of piglets at phylum level % |
| 项目 Items | 组别Groups | 均值 标准误 SEM | P值P-value | |||||
|---|---|---|---|---|---|---|---|---|
| PSLP | PSHP | CSLP | CSHP | 淀粉来源 Starch source | 蛋白质水平 Protein level | 交互 Interaction | ||
| 盲肠Cecum | ||||||||
| 厚壁菌门Firmicutes | 49.28 | 59.44 | 51.55 | 60.73 | 1.523 | 0.488 | 0.001 | 0.849 |
| 拟杆菌门Bacteroidota | 49.21 | 38.12 | 45.67 | 35.89 | 1.657 | 0.301 | 0.001 | 0.813 |
| 变形菌门Proteobacteria | 1.16 | 1.53 | 1.82 | 2.38 | 0.215 | 0.081 | 0.275 | 0.819 |
| 放线菌门Actinobacteriota | 0.15 | 0.90 | 0.31 | 0.94 | 0.181 | 0.618 | 0.001 | 0.749 |
| 结肠Colon | ||||||||
| 厚壁菌门Firmicutes | 47.64 | 53.59 | 53.55 | 54.75 | 1.146 | 0.113 | 0.109 | 0.280 |
| 拟杆菌门Bacteroidota | 50.18 | 45.12 | 44.60 | 42.87 | 1.181 | 0.094 | 0.143 | 0.465 |
| 变形菌门Proteobacteria | 1.18 | 0.77 | 1.50 | 1.62 | 0.173 | 0.099 | 0.674 | 0.433 |
| 放线菌门Actinobacteriota | 0.78 | 0.46 | 0.30 | 0.61 | 0.086 | 0.222 | 0.966 | 0.018 |
2.4.2 肠道菌群多样性
表8 不同淀粉来源和蛋白质水平对仔猪肠道菌群α多样性的影响Table 8 Effects of different starch sources and protein levels on intestinal microbiota α diversity of piglets |
| 项目 Items | 组别Groups | 均值 标准误 SEM | P值P-value | |||||
|---|---|---|---|---|---|---|---|---|
| PSLP | PSHP | CSLP | CSHP | 淀粉来源 Starch source | 蛋白质水平 Protein level | 交互 Interaction | ||
| 盲肠Cecum | ||||||||
| Simpson指数Simpson index | 0.97 | 0.99 | 0.99 | 0.99 | 0.002 | 0.028 | 0.028 | 0.012 |
| Shannon指数Shannon index | 6.56 | 7.06 | 6.97 | 7.17 | 0.101 | 0.019 | 0.003 | 0.166 |
| ACE指数ACE index | 299.86 | 361.35 | 364.58 | 419.57 | 15.943 | 0.002 | 0.003 | 0.850 |
| Chao1指数Chao1 index | 288.40 | 350.40 | 361.73 | 422.28 | 17.565 | 0.001 | 0.002 | 0.967 |
| 结肠Colon | ||||||||
| Simpson指数Simpson index | 0.97 | 0.99 | 0.99 | 0.99 | 0.003 | 0.005 | 0.006 | 0.011 |
| Shannon指数Shannon index | 6.54 | 7.07 | 7.04 | 7.42 | 0.093 | <0.001 | <0.001 | 0.457 |
| ACE指数ACE index | 296.54 | 348.80 | 368.22 | 434.00 | 11.484 | <0.001 | <0.001 | 0.581 |
| Chao1指数Chao1 index | 295.42 | 361.68 | 366.80 | 428.77 | 11.560 | <0.001 | <0.001 | 0.858 |
2.4.3 肠道差异菌属
图3 仔猪盲肠差异菌属LEfSe分析(LDA得分大于3.5)Flavonifractor:解黄酮菌属;unclassified_Ruminococcaceae:未分类瘤胃球菌科;Prevotella_7:普雷沃氏菌属7;Ruminococcus:瘤胃球菌属;Prevotellaceae_UCG-003:普雷沃氏菌科UCG-003;Terrisporobacter:土孢杆菌属;unclassified_Clostridia_UCG-014:未分类梭菌纲UCG-014;unclassified_Eubacterium_coprostanoligenes:未分类产粪甾醇真细菌;Rikenellaceae_RC9_gut_group:理研菌科RC-9肠道群;uncultured_Porphyromonadaceae_bacterium:未培养紫单胞菌科细菌;Lactobacillus:乳杆菌属;Faecalibacterium:粪杆菌属;Phascolarctobacterium:考拉杆菌属;Prevotellaceae_NK3B31_group:普雷沃氏菌科NK3B31群;Bacteroides:拟杆菌属;unclassified_Lachnospiraceae:未分类毛螺菌科;unclassified_Oscillospiraceae:未分类颤螺菌科;Parabacteroides:副拟杆菌属;Lachnospiraceae_NK4A136_group:毛螺菌科NK4A136群;Roseburia:罗氏菌属;Clostridiales_bacterium_42_27:梭菌目细菌42_27;unclassified_Bacteroidales:未分类拟杆菌目;Oscillospira:颤螺菌属;unclassified_Prevotellaceae:未分类普雷沃氏菌科;Clostridium_sensu_stricto_1:狭义梭菌属1;Subdoligranulum:罕见小球菌属;Coprococcus:粪球菌属;unclassified_p-251-o5:未分类p-251-o5;Prevotella:普雷沃氏菌属。图4同 the same as Fig.4。 Fig.3 LEfSe analysis of different bacteria at genus level in cecum of piglets (LDA score>3.5) |
表9 不同淀粉来源和蛋白质水平对仔猪盲肠差异菌属相对丰度的影响Table 9 Effects of different starch sources and protein levels on relative abundances of differential bacteria at genus level in cecum of piglets % |
| 项目 Items | 组别Groups | 均值 标准误 SEM | P值P-value | |||||
|---|---|---|---|---|---|---|---|---|
| PSLP | PSHP | CSLP | CSHP | 淀粉来源 Starch source | 蛋白质水平 Protein level | 交互 Interaction | ||
| 土孢杆菌属Terrisporobacter | 0.51 | 1.24 | 0.56 | 0.89 | 0.073 | 0.164 | <0.001 | 0.058 |
| Solobacterium | 0.01 | 0.22 | 0.01 | 0.70 | 0.078 | 0.046 | 0.001 | 0.043 |
| 瘤胃球菌属Ruminococcus | 0.01 | 0.33 | 0.17 | 1.05 | 0.080 | 0.001 | <0.001 | 0.030 |
| 罗氏菌属Roseburia | 0.23 | 0.87 | 0.28 | 1.11 | 0.147 | 0.498 | 0.002 | 0.634 |
| 理研菌科RC9肠道群 Rikenellaceae_RC9_gut_group | 0.31 | 2.76 | 1.56 | 2.72 | 0.236 | 0.074 | <0.001 | 0.058 |
| Pseudoflavonifractor | 0.82 | 0.07 | 0.45 | 0.05 | 0.069 | 0.054 | <0.001 | 0.085 |
| 普雷沃氏菌科NK3B31群 Prevotellaceae_NK3B31_group | 1.09 | 4.44 | 8.39 | 2.73 | 0.339 | <0.001 | 0.029 | <0.001 |
| 普雷沃氏菌属Prevotella | 1.24 | 1.08 | 3.21 | 1.91 | 0.338 | 0.009 | 0.146 | 0.253 |
| 考拉杆菌属 Phascolarctobacterium | 0.74 | 2.95 | 1.44 | 3.75 | 0.239 | 0.035 | <0.001 | 0.881 |
| Paludicola | 0.95 | 0.11 | 0.46 | 0.06 | 0.045 | <0.001 | <0.001 | 0.003 |
| 颤螺菌属Oscillospira | 1.45 | 0.87 | 0.61 | 0.95 | 0.128 | 0.049 | 0.524 | 0.020 |
| 毛螺菌科NK4A136群 Lachnospiraceae_ NK4A136_group | 0.26 | 0.36 | 0.09 | 0.55 | 0.056 | 0.889 | 0.002 | 0.034 |
| Fournierella | 0.29 | 1.09 | 0.32 | 0.56 | 0.064 | 0.014 | <0.001 | 0.008 |
| 解黄酮菌属Flavonifractor | 1.25 | 0.06 | 0.17 | 0.00 | 0.174 | 0.034 | 0.013 | 0.053 |
| Family_ⅩⅢ_AD3011_group | 0.06 | 0.79 | 0.52 | 1.21 | 0.133 | 0.028 | 0.001 | 0.912 |
| 粪球菌属Coprococcus | 3.65 | 3.96 | 2.08 | 1.95 | 0.283 | <0.001 | 0.823 | 0.602 |
| Colidextribacter | 2.69 | 1.81 | 1.84 | 0.81 | 0.223 | 0.009 | 0.007 | 0.815 |
| 狭义梭菌属1 Clostridium_sensu_stricto_1 | 2.39 | 3.71 | 1.10 | 1.61 | 0.299 | 0.001 | 0.038 | 0.338 |
| 拟杆菌属Bacteroides | 6.70 | 2.34 | 10.18 | 1.98 | 0.836 | 0.207 | <0.001 | 0.124 |
图4 仔猪结肠差异菌属LEfSe分析(LDA得分大于3.5)Alloprevotella:拟普雷沃氏菌属;unclassified_Peptostreptococcaceae:未分类消化链球菌科;Alistipes:另枝菌属;Prevotella_ 9:普雷沃氏菌属9;unclassified_T34:未分类T34。 Fig.4 LEfSe analysis of different bacteria at genus level in colon of piglets (LDA score>3.5) |
表10 不同淀粉来源和蛋白质水平对仔猪结肠差异菌属相对丰度的影响Table 10 Effects of different starch sources and protein levels on relative abundances of differential bacteria at genus level in colon of piglets % |
| 项目 Items | 组别Groups | 均值 标准误 SEM | P值P-value | |||||
|---|---|---|---|---|---|---|---|---|
| PSLP | PSHP | CSLP | CSHP | 淀粉来源 Starch source | 蛋白质水平 Protein level | 交互 Interaction | ||
| 土孢杆菌属Terrisporobacter | 0.50 | 1.71 | 0.98 | 1.24 | 0.124 | 0.991 | <0.001 | 0.015 |
| 罕见小球菌属Subdoligranulum | 2.57 | 1.32 | 2.74 | 0.79 | 0.238 | 0.597 | <0.001 | 0.313 |
| Solobacterium | 0.00 | 0.26 | 0.00 | 0.34 | 0.078 | 0.402 | <0.001 | 0.421 |
| 瘤胃球菌属Ruminococcus | 0.00 | 1.05 | 0.02 | 0.75 | 0.108 | 0.378 | <0.001 | 0.315 |
| 罗氏菌属Roseburia | 0.15 | 0.91 | 0.22 | 0.92 | 0.121 | 0.836 | 0.001 | 0.859 |
| 理研菌科RC9肠道群 Rikenellaceae_RC9_gut_group | 0.56 | 2.97 | 1.79 | 3.07 | 0.292 | 0.129 | <0.001 | 0.193 |
| Pseudoflavonifractor | 0.70 | 0.19 | 0.38 | 0.06 | 0.070 | 0.040 | 0.001 | 0.383 |
| 普雷沃氏菌科NK3B31群 Prevotellaceae_ NK3B31_group | 1.84 | 9.61 | 10.78 | 9.74 | 0.797 | 0.001 | 0.008 | 0.001 |
| 普雷沃氏菌属Prevotella | 1.16 | 1.72 | 3.51 | 4.03 | 0.422 | 0.001 | 0.379 | 0.979 |
| 考拉杆菌属 Phascolarctobacterium | 0.76 | 2.42 | 1.20 | 2.87 | 0.223 | 0.189 | <0.001 | 0.991 |
| Paludicola | 1.27 | 0.34 | 0.81 | 0.18 | 0.077 | 0.009 | <0.001 | 0.180 |
| 毛螺菌科NK4A136群 Lachnospiraceae_ NK4A136_group | 0.27 | 0.51 | 0.17 | 0.88 | 0.072 | 0.214 | <0.001 | 0.039 |
| Fournierella | 0.33 | 1.17 | 0.42 | 0.67 | 0.064 | 0.043 | <0.001 | 0.005 |
| 解黄酮菌属Flavonifractor | 0.64 | 0.01 | 0.05 | 0.00 | 0.089 | 0.030 | 0.016 | 0.034 |
| Family_ⅩⅢ_AD3011_group | 0.24 | 1.19 | 1.16 | 1.62 | 0.153 | 0.007 | 0.005 | 0.292 |
| 粪球菌属Coprococcus | 1.92 | 2.74 | 2.88 | 1.65 | 0.309 | 0.892 | 0.651 | 0.028 |
| Colidextribacter | 1.61 | 2.10 | 0.89 | 1.03 | 0.127 | <0.001 | 0.102 | 0.356 |
| 狭义梭菌属1 Clostridium_sensu_stricto_1 | 2.39 | 3.71 | 1.10 | 1.61 | 0.299 | 0.001 | 0.038 | 0.338 |
| 拟杆菌属Bacteroides | 6.00 | 2.43 | 11.00 | 1.50 | 0.869 | 0.136 | <0.001 | 0.036 |
2.5 不同淀粉来源和蛋白质水平对仔猪肝脏代谢的影响
2.5.1 肝脏代谢物分类和功能注释
图5 仔猪肝脏代谢物分类和功能注释A:肝脏代谢物分类图 classification diagram of liver metabolites;B:肝脏代谢物KEGG通路气泡图 bubble diagram of KEGG pathway for liver metabolites。 Carboxylic acids and derivatives:羧酸及其衍生物;Fatty acyls:脂肪酰类;Steroids and steroid derivatives:类固醇及类固醇衍生物;Organooxygen compounds:有机氧化合物;Prenol lipids:异戊烯醇脂类;Glycerophospholipids:甘油磷脂类;Benzene and substituted derivatives:苯和取代衍生物;Indoles and derivatives:吲哚及其衍生物;Flavonoids:黄酮类;Pyridines and derivatives:吡啶及其衍生物;Imidazopyrimidines:咪唑嘧啶类;Organonitrogen compounds:有机氮化合物;Pyrimidine nucleosides:嘧啶核苷类;Pteridines and derivatives:蝶啶及其衍生物;Diazines:二嗪类;Glycerolipids:甘油脂类;Phenols:酚类;Purine nucleosides:嘌呤核苷类;Cinnamic acids and derivatives:肉桂酸及其衍生物;Hydroxy acids and derivatives:羟基酸及其衍生物;Glycolysis/gluconeogenesis:糖酵解/糖异生;Citrate cycle (TCA cycle):柠檬酸循环(三羧酸循环);Pentose phosphate pathway:戊糖磷酸途径;Pentose and glucuronate interconversions:戊糖和葡萄糖醛酸之间的相互转化;Fructose and mannose metabolism:果糖和甘露糖代谢;Galactose metabolism:半乳糖代谢;Ascorbate and aldarate metabolism:抗坏血酸和醛酸代谢;Fatty acid biosynthesis:脂肪酸生物合成;Fatty acid elongation:脂肪酸延长;Fatty acid degradation:脂肪酸降解;Cutin, suberine and wax biosynthesis:角质、软木脂和蜡生物合成;Steroid biosynthesis:类固醇生物合成;Primary bile acid biosynthesis:初级胆汁酸生物合成;Ubiquinone and other terpenoid-quinone biosynthesis:泛醌和其他萜类醌生物合成;Steroid hormone biosynthesis:类固醇激素生物合成;Oxidative phosphorylation:氧化磷酸化;Arginine biosynthesis:精氨酸生物合成;Purine metabolism:嘌呤代谢;Caffeine metabolism:咖啡因代谢;Pyrimidine metabolism:嘧啶代谢。 Fig.5 Classification and functional annotation of liver metabolites of piglets |
2.5.2 肝脏差异代谢物筛选
图6 仔猪肝脏差异代谢物KEGG功能注释及富集分析A:差异代谢物韦恩图,其中G0表示CSHP组vs CSLP组,G1表示CSHP组vs PSHP组,G2表示CSLP组 vs PSLP组,G3表示PSHP组vs PSLP组;B:差异代谢物功能注释分类图;C:差异代谢物KEGG通路气泡图。A: Venn diagram of differential metabolites, where G0 represented CSHP group vs CSLP group, G1 represented CSHP group vs group PSHP, G2 represented CSLP group vs PSLP group, and G3 represented PSHP group vs PSLP group;B: functional annotation classification diagram of differential metabolites; C: bubble diagram of KEGG pathway for differential metabolites. Residuals=undefined:残差=未定义;Arginine and proline metabolism:精氨酸和脯氨酸代谢;Histidine metabolism;组氨酸代谢;Lysine biosynthesis;赖氨酸生物合成;Tryptophan metabolism;色氨酸代谢;Neomycin, kanamycin and gentamicin biosynthesis;新霉素、卡那霉素和庆大霉素生物合成;Central carbon metabolism in cancer;癌症中的中央碳代谢;Ferroptosis;铁死亡;Bile secretion;胆汁分泌;Arachidonic acid metabolism;花生四烯酸代谢;Steroid hormone biosynthesis;类固醇激素生物合成;Primary bile acid biosynthesis;初级胆汁酸生物合成;Steroid biosynthesis;类固醇生物合成;Biosynthesis of unsaturated fatty acids;不饱和脂肪酸生物合成;ABC transporters;ABC转运蛋白;Porphyrin metabolism;卟啉代谢;Ubiquinone and other terpenoid-quinone biosynthesis;泛醌及其他萜类醌生物合成;Glutathione metabolism;谷胱甘肽代谢;Aminoacyl-tRNA biosynthesis;氨酰-tRNA生物合成;Metabolism of xenobiotics by cytochrome P450;细胞色素P450对外源性物质的代谢;Drug metabolism-cytochrome P450;药物代谢-细胞色素P450;Amino acid metabolism;氨基酸代谢;Biosynthesis of other secondary metabolites;其他次级代谢物生物合成;Cancer: overview;癌症:概述;Cell growth and death;细胞生长与死亡;Digestive system;消化系统;Lipid metabolism;脂质代谢;Membrane transport;膜运输;Metabolism of cofactors and vitamins;辅因子和维生素代谢;Metabolism of other amino acids;其他氨基酸代谢;Translation;翻译;Xenobiotics biodegradation and metabolism;外源性物质生物降解与代谢;Riboflavin metabolism;核黄素代谢;Taurine and hypotaurine metabolism;牛磺酸和亚牛磺酸代谢;Nicotine addiction;尼古丁成瘾;Retinol metabolism;视黄醇代谢;Terpenoid backbone biosynthesis:萜类主链生物合成;Ovarian steroidogenesis;卵巢类固醇生成;Sulfur relay system;硫中继系统;Prolactin signaling pathway;催乳素信号通路;Mannose type O-glycan biosynthesis;甘露糖型O-聚糖生物合成;Glycerolipid metabolism;甘油脂代谢;Nitrogen metabolism;氮代谢;HIF-1 signaling pathway;缺氧诱导因子-1信号通路。 Fig.6 KEEG functional annotation and enrichment analysis of differential metabolites in liver of piglets |
2.5.3 肝脏关键差异代谢物分析
表11 仔猪肝脏关键差异代谢物统计Table 11 Statistics of key differential metabolites in liver of piglets 个 |
| 项目 Items | 氨基酸代谢物数量 Number of amino acid metabolites | 脂质代谢物数量 Number of lipid metabolites | |||||
|---|---|---|---|---|---|---|---|
| 上调Up | 下调Down | 总和Total | 上调Up | 下调Down | 总和Total | ||
| PSHP组vs CSHP组PSHP group vs CSHP group | 13 | 8 | 21 | 21 | 4 | 25 | |
| PSLP组vs CSLP组PSLP group vs CSLP group | 3 | 0 | 3 | 2 | 2 | 4 | |
| CSLP组vs CSHP组CSLP group vs CSHP group | 11 | 6 | 17 | 15 | 12 | 27 | |
| PSLP组vs PSHP组PSLP group vs PSHP group | 15 | 2 | 17 | 5 | 3 | 8 | |
图7 仔猪肝脏氨基酸差异代谢物比较分析2,3,4,5-tetrahydrodipicolinate:2,3,4,5-四氢吡啶二羧酸;L-dopachrome:L-多巴色素;Ascorbate:抗坏血酸;8-methoxykynurenate:8-甲氧基犬尿烯酸;L-histidinol:L-组氨醇;L-glutamate:L-谷氨酸;5-L-glutamyl-taurine:5-L-谷氨酰牛磺酸;Gamma-L-glutamyl-L-2-aminobutyrate:γ-L-谷氨酰-L-2-氨基丁酸;N-succinyl-L,L-2,6-diaminoheptanedioate:N-琥珀酰-L,L-2,6-二氨基庚二酸;Taurine:牛磺酸;N-carbamoylputrescine:N-氨基甲酰腐胺;(2R,3R)-3-methylornithinyl-N6-lysine:(2R,3R)-3-甲基鸟氨酰-N6-赖氨酸;4-hydroxyphenylacetylglutamic acid:4-羟基苯乙酰谷氨酸;Tetrahydrofolate:四氢叶酸;5-(2'-formylethyl)-4,6-dihydroxypicolinate:5-(2'-甲酰乙基)-4,6-二羟基吡啶甲酸盐;Gamma-L-glutamylputrescine:γ-L-谷氨酰腐胺;D-glycerate 2-phosphate:D-甘油酸2-磷酸;Ergothioneine:麦角硫因;D-erythro-1-(imidazol-4-yl) glycerol 3-phosphate:D-赤型-1-(咪唑-4-基)甘油3-磷酸;4-coumarate:4-香豆酸;Feruloylputrescine:阿魏酰腐胺;2-methyl-1-hydroxypropyl-ThPP:2-甲基-1-羟基丙基-硫胺素焦磷酸;S-adenosyl-L-methionine:S-腺苷-L-甲硫氨酸;L-cysteine:L-半胱氨酸;L-asparagine:L-天冬酰胺;4-guanidinobutanal:4-胍基丁醛;Hercynine:组氨酸甜菜碱;Gamma-L-glutamyl-S-(hercyn-2-yl)-L-cysteine S-oxide:γ-L-谷氨酰-S-(组氨酸甜菜碱-2-基)-L-半胱氨酸S-氧化物;3-methyldioxyindole:3-甲基二氧吲哚;Indole-3-ethanol:吲哚-3-乙醇;Carboxynorspermidine:羧基亚精胺;Phenylacetylglycine:苯乙酰甘氨酸;Dopaquinone:多巴醌;Betaine:甜菜碱;(3S)-3-hydroxy-N6,N6,N6-trimethyl-L-lysine:(3S)-3-羟基-N6,N6,N6-三甲基-L-赖氨酸;L,L-2,6-diaminoheptanedioate:L,L-2,6-二氨基庚二酸;S-(indolylmethylthiohydroximoyl)-L-cysteine:S-(吲哚基甲硫基肟酰)-L-半胱氨酸;5-phosphooxy-L-lysine:5-磷氧-L-赖氨酸;Rhizocticin C:根瘤菌素C;Bis (glutathionyl) spermine disulfide:双(谷胱甘肽基)精胺二硫化物;Glutathionylaminopropylcadaverine:谷胱甘肽基氨基丙基尸胺;(2R,3R)-3-methylglutamyl-5-semialdehyde-N6-lysine:(2R,3R)-3-甲基谷氨酰-5-半醛-N6-赖氨酸;Nopaline:胭脂碱。 Fig.7 Comparative analysis of amino acid differential metabolites in liver of piglets |
图8 仔猪肝脏脂质差异代谢物比较分析11beta,21-dihydroxy-3,20-oxo-5beta-pregnan-18-al:11β,21-二羟基-3,20-二氧代-5β-孕烷-18-醛;2,3-dinor-8-iso prostaglandin F2alpha:2,3-二去甲-8-异前列腺素F2α;7alpha-hydroxycholest-4-en-3-one:7α-羟基胆甾-4-烯-3-酮;3beta-hydroxypregn-5-en-20-one sulfate:3β-羟基孕-5-烯-20-酮硫酸盐;Glycochenodeoxycholate:甘氨鹅脱氧胆酸盐;Androstenedione:雄烯二酮;Estriol:雌三醇;Leukotriene F4:白三烯F4;19-hydroxyandrost-4-ene-3,17-dione:19-羟基雄甾-4-烯-3,17-二酮;3beta-hydroxy-4beta,14alpha-dimethyl-9beta,19-cyclo-5alpha-ergost-24(241)-en-4alpha-carboxylate:3β-羟基-4β,14α-二甲基-9β,19-环-5α-麦角甾-24(241)-烯-4α-羧酸酯;9,10-12,13-diepoxyoctadecanoate:9,10-12,13-二环氧十八烷酸酯;15-keto-prostaglandin E2:15-酮前列腺素E2;Eicosadienoic acid:二十碳二烯酸;Estrone:雌酮;11,12-DHET:11,12-二羟基二十碳三烯酸 11,12-dihydroxyeicosatrienoic acid;3alpha,7alpha-dihydroxy-5beta-cholestanate:3α,7α-二羟基-5β-胆甾烷酸酯;9,10-epoxy-13-hydroxy-11-octadecenoate:9,10-环氧-13-羟基-11-十八碳烯酸酯;Dihomo-gamma-linolenate:二高-γ-亚麻酸酯;8(S)-HETE:8(S)-羟基二十碳四烯酸 8(S)-hydroxyeicosatetraenoic acid;15(S)-HPETE:15(S)-氢过氧化二十碳四烯酸 15(S)-hydroperoxyeicosatetraenoic acid;Coenzyme A:辅酶A;9(S)-HETE:9(S)-羟基二十碳四烯酸 9(S)-hydroxyeicosatetraenoic acid;4,4-dimethyl-5alpha-cholesta-8,14,24-trien-3beta-ol:4,4-二甲基-5α-胆甾-8,14,24-三烯-3β-醇;Icosenoic acid:二十碳烯酸;7alpha,24-dihydroxy-4-cholesten-3-one:7α,24-二羟基-4-胆甾烯-3-酮;Cholic acid:胆酸;19-oxoandrost-4-ene-3,17-dione:19-氧代雄甾-4-烯-3,17-二酮;Prostaglandin B2:前列腺素B2;3beta-hydroxy-5-cholestenoate:3β-羟基-5-胆甾烯酸酯;4alpha-carboxy-5alpha-cholesta-8,24-dien-3beta-ol:4α-羧基-5α-胆甾-8,24-二烯-3β-醇;4alpha-methylzymosterol-4-carboxylate:4α-甲基酵母甾醇-4-羧酸酯;17alpha-hydroxyprogesterone:17α-羟基孕酮;Brassicasterol:油菜甾醇;3beta-hydroxyergosta-7,24(24(1))-dien-4alpha-carboxylate:3β-羟基麦角甾-7,24(24(1))-烯-4α-羧酸酯;Tetracosanoic acid:二十四烷酸;Estradiol-17beta 3-glucuronide:雌二醇-17β-3-葡萄糖醛酸苷;4alpha-methyl-5alpha-ergosta-8,14,24(28)-trien-3beta-ol:4α-甲基-5α-麦角甾-8,14,24(28)-三烯-3β-醇;Leukotriene E4:白三烯E4;Ergosta-5,7,22,24(28)-tetraen-3beta-ol:麦角甾-5,7,22,24(28)-四烯-3β-醇;15H-11,12-EETA:15氢-11,12-环氧二十碳四烯酸 5H-11,12-epoxyeicosatetraenoic acid;(7Z,10Z,13Z,16Z,19Z)-docosapentaenoic acid:(7Z,10Z,13Z,16Z,19Z)-二十二碳五烯酸;(4Z,7Z,10Z,13Z,16Z,19Z)-docosahexaenoic acid:(4Z,7Z,10Z,13Z,16Z,19Z)-二十二碳六烯酸;17alpha,21-dihydroxypregnenolone:17α,21-二羟基孕烯醇酮;Taurochenodeoxycholate:牛磺鹅脱氧胆酸盐。 Fig.8 Comparative analysis of lipid metabolites in liver of piglets |

京公网安备 11010802041926号