1 材料与方法
1.1 试验设计
1.2 饲养管理
1.3 样品采集与处理
1.4 转录组文库构建及测序
2 结果与分析
2.1 牦牛犊牛空肠和结肠差异表达基因筛选
表1 差异比较组别差异表达基因条目统计表Table 1 Statistical table of differentially expressed gene counts in differential comparison groups |
| 项目 Items | 组别比较 Group comparison | 总数 Total | 上调 Up-regulated | 下调 Down-regulated |
|---|---|---|---|---|
空肠 Jejunum | AH组vs AO组AH group vs AO group | 1 003 | 509 | 494 |
| AH组vs OH组AH group vs OH group | 1 553 | 838 | 715 | |
| AO组vs OH组AO group vs OH group | 919 | 438 | 481 | |
结肠 Colon | AH组vs AO组AH group vs AO group | 3 362 | 1 784 | 1 578 |
| AH组vs OH组AH group vs OH group | 1 299 | 804 | 495 | |
| AO组vs OH组AO group vs OH group | 1 297 | 560 | 737 |
2.2 牦牛犊牛空肠差异表达基因的GO和KEGG富集分析
图1 牦牛犊牛空肠差异表达基因GO功能富集分析(AH组vs OH组)padj:校正P值 P-adjust;Category:类别;BP:生物过程 biological process;CC:细胞组分 cellular component;MF:分子功能 molecular function;图2至图6同 the same as Fig.2 to Fig.6。 1:免疫系统过程 immune system process;2:蛋白质折叠 protein folding;3:免疫反应 immune response;4:DNA构象变化 DNA conformation change;5:细胞蛋白质复合体组装 cellular protein-containing complex assembly;6:核小体组装 nucleosome assembly;7:染色质组装 chromatin assembly;8:DNA包装 DNA packaging;9:核小体组织 nucleosome organization;10:染色质组装或解组装 chromatin assembly or disassembly;11:细胞骨架部分 cytoskeletal part;12:染色质 chromatin;13:核小体 nucleosome;14:蛋白质-DNA复合体 protein-DNA complex;15:DNA包装复合体 DNA packaging complex;16:细胞骨架 cytoskeleton;17:非膜包被细胞器 non-membrane-bounded organelle;18:胞内非膜包被细胞器 intracellular non-membrane-bounded organelle;19:肌动蛋白细胞骨架 actin cytoskeleton;20:肌球蛋白复合体 myosin complex;21:细胞外基质结构成分 extracellular matrix structural constituent;22:未折叠蛋白结合 unfolded protein binding;23:纯核苷酸结合 purine nucleoside binding;24:三磷酸鸟苷结合 GTP binding;25:核糖核苷酸结合 ribonucleoside binding;26:纯核糖核苷酸结合 purine ribonucleoside binding;27:核苷酸结合 nucleoside binding;28:鸟苷核糖核苷酸结合 guanyl ribonucleoside binding;29:内肽酶抑制剂活性 endopeptidase inhibitor activity;30:内肽酶调节器活性endopeptidase regulator activity。 Fig.1 GO functional enrichment analysis of differently expressed genes in jejunum of yak calves (AH group vs OH group) |
图2 牦牛犊牛空肠差异表达基因GO功能富集分析(AH组vs AO组)1:有机氮化合物生物合成过程 organonitrogen compound biosynthetic process;2:ATP生物合成过程 ATP biosynthetic process;3:核苷三磷酸生物合成过程 nucleoside triphosphate biosynthetic process;4:纯核苷三磷酸生物合成过程 purine nucleoside triphosphate biosynthetic process;5:核糖核苷三磷酸生物合成过程 ribonucleoside triphosphate biosynthetic process;6:嘌呤核糖核苷三磷酸生物合成过程 purine ribonucleoside triphosphate biosynthetic process;7:碳水化合物衍生物生物合成过程 carbohydrate derivative biosynthetic process;8:核苷一磷酸生物合成过程 nucleoside monophosphate biosynthetic process;9:嘌呤核苷一磷酸生物合成过程 purine nucleoside monophosphate biosynthetic process;10:核糖核苷一磷酸生物合成过程 ribonucleoside monophosphate biosynthetic process;11:非膜包被细胞器 non-membrane-bounded organelle;12:胞内非膜包被细胞器 intracellular non-membrane-bounded organelle;13:核糖体 ribosome;14:动力蛋白复合体 dynein complex;15:核糖核蛋白复合体 ribonucleoprotein complex;16:微管相关复合体 microtubule associated complex;17:内质网膜 endoplasmic reticulum membrane;18:内质网亚区室 endoplasmic reticulum subcompartment;19:核外膜-内质网膜 nuclear outer membrane-endoplasmic reticulum membrane;20:内质网部分 endoplasmic reticulum part;21:结构分子活性 structural molecule activity;22:核糖体的结构成分 structural constituent of ribosome;23:转移酶活性,转移戊糖基团 transferase activity, transferring pentosyl groups;24:磷脂酶A2活性 phospholipase A2 activity;25:羧酸酯水解酶活性 carboxylic ester hydrolase activity;26:脂肪酶活性 lipase activity;27:转移酶活性,转移糖基团 transferase activity, transferring glycosyl groups;28:辅酶结合 coenzyme binding;29:微管马达活性 microtubule motor activity;30:磷脂酶活性 phospholipase activity。 Fig.2 GO functional enrichment analysis of differently expressed genes in jejunum of yak calves (AH group vs AO group) |
图3 牦牛犊牛空肠差异表达基因GO功能富集分析(AO组vs OH组)1:肽代谢过程 peptide metabolic process;2:翻译 translation;3:细胞酰胺代谢过程 cellular amide metabolic process;4:肽生物合成过程 peptide biosynthetic process;5:酰胺生物合成过程 amide biosynthetic process;6:有机氮化合物生物合成过程 organonitrogen compound biosynthetic process;7:碳水化合物代谢过程 carbohydrate metabolic process;8:含核碱基化合物的分解代谢过程 nucleobase-containing compound catabolic process;9:细胞氮化合物生物合成过程 cellular nitrogen compound biosynthetic process;10:细胞氮化合物分解代谢过程 cellular nitrogen compound catabolic process;11:核糖体 ribosome;12:非膜包被细胞器 non-membrane-bounded organelle;13:胞内非膜包被细胞器 intracellular non-membrane-bounded organelle;14:核糖核蛋白复合体 ribonucleoprotein complex;15:细胞质部分 cytoplasmic part;16:染色质 chromatin;17:外囊复合体 exocyst;18:细胞皮层 cell cortex;19:细胞皮层部分 cell cortex part;20:细胞质区域 cytoplasmic region;21:结构分子活性 structural molecule activity;22:核糖体的结构成分 structural constituent of ribosome;23:肽酶抑制剂活性 peptidase inhibitor activity;24:肽酶调节器活性 peptidase regulator activity;25:细胞外基质结构成分 extracellular matrix structural constituent;26:酶抑制剂活性 enzyme inhibitor activity;27:核苷三磷酸酶活性 ATPase activity;28:rRNA结合 rRNA binding;29:未折叠蛋白结合 unfolded protein binding;30:羧酸酯水解酶活性 carboxylic ester hydrolase activity。 Fig.3 GO functional enrichment analysis of differently expressed genes in jejunum of yak calves (AO group vs OH group) |
表2 空肠的差异表达基因及其KEGG富集通路Table 2 Differentially expressed genes in jejunum and its KEGG-enriched pathways |
| KEGG通路 KEGG pathways | 上调差异表达 基因数目 Number of up-regulated DEGs | 下调差异表达 基因数目 Number of down-regulated DEGs | 主要上调差异 表达基因 Main up-regulated DEGs | 主要下调差异 表达基因 Main down-regulated DEGs |
|---|---|---|---|---|
| AH组vs OH组AH group vs OH group | ||||
| 焦点黏连 Focal adhesion | 27 | 5 | PPP1R12A/ COL6A2/FN1 | LAMC2/ PAK6/PXN |
| 细胞外基质受体相互作用 ECM-receptor interaction | 13 | 4 | COL1A2/FN1/ITGA5 | LAMC2 |
| AO组vs AH组AO group vs AH group | ||||
| 补体和凝血级联 Complement and coagulation cascades | 5 | 15 | MASP1/C4/F7 | C4BPB/CFI/C8B |
| AO组vs OH组AO group vs OH group | ||||
| 抗原处理与呈递 Antigen processing and presentation | 5 | 13 | CⅡTA/CD8B | LGMN/HSPA5/CTSV |
| 蛋白质消化与吸收 Protein digestion and absorption | 3 | 8 | SLC9A3/SLC3A1 | COL23A1/COL5A3 |
| 补体和凝血级联反应 Complement and coagulation cascades | 2 | 8 | MASP1/FGG | CD59/C8B |
PPP1R12A:蛋白磷酸酶1调节亚基12A protein phosphatase 1 regulatory subunit 12A;COL6A2:胶原蛋白VI型α2链 collagen type Ⅵ alpha 2 chain;FN1:纤维连接蛋白1 fibronectin 1;LAMC2:层黏连蛋白γ2链 laminin subunit gamma 2;PAK6:p21激活激酶6 p21 activated kinase 6;PXN:斑点蛋白 paxillin;COL1A2:胶原蛋白Ⅰ型α2链 collagen type Ⅰ alpha 2 chain;ITGA5:整合素α5 integrin alpha 5;LAMC2:层黏连蛋白γ2链 laminin subunit gamma 2;MASP1:甘露糖结合凝集素丝氨酸蛋白酶1 mannan-binding lectin serine protease 1;C4:补体成分4 complement component 4;F7:凝血因子Ⅶ coagulation factor Ⅶ;C4BPB:补体成分4结合蛋白β链 complement component 4 binding protein beta;CFⅠ:补体因子Ⅰ complement factor Ⅰ;C8B:补体成分8 β链 complement component 8 beta;CⅡTA:主要组织相容性复合体Ⅱ类转录激活因子 MHC class Ⅱ transactivator;CD8B:CD8β分子 CD8 molecule beta chain;LGMN:腿氨酸蛋白酶 legumain;HSPA5:热休克蛋白A5 heat shock protein family A member 5;CTSV:组织蛋白酶V cathepsin V;SLC9A3:溶质载体家族9成员A3 solute carrier family 9 member A3;SLC3A1:溶质载体家族3成员A1 solute carrier family 3 member A1;COL23A1:ⅩⅩⅢ型胶原蛋白α1链 collagen type ⅩⅩⅢ alpha 1 chain;COL5A3:Ⅴ型胶原蛋白α3链 collagen type Ⅴ alpha 3 chain;FGG:纤维蛋白原 fibrinogen;CD59:CD59分子 CD59 molecule。 |
2.3 牦牛犊牛结肠差异表达基因的GO富集和KEGG富集分析
图4 牦牛犊牛结肠差异表达基因GO功能富集分析(AH组vs OH组)1:抗原处理与呈递 antigen processing and presentation;2:免疫反应 immune response;3:免疫系统过程 immune system process;4:蛋白质水解 proteolysis;5:膜组织 membrane organization;6:跨膜运输 transmembrane transport;7:脂质代谢过程 lipid metabolic process;8:硫化合物代谢过程 sulfur compound metabolic process;9:代谢过程的正向调控 positive regulation of metabolic process;10:大分子代谢过程的正向调控 positive regulation of macromolecule metabolic;11:主要组织相容性复合体蛋白复合体 MHC protein complex;12:主要组织相容性复合体II类蛋白复合体 MHC class II protein complex;13:质膜蛋白复合体 plasma membrane protein complex;14:质膜部分 plasma membrane part;15:高尔基体膜 Golgi membrane;16:高尔基体亚区室 Golgi subcompartment;17:细胞膜 plasma membrane;18:膜蛋白复合体 membrane protein complex;19:细胞外区域 extracellular region;20:线粒体内膜蛋白复合体 inner mitochondrial membrane protein complex;21:鸟苷核苷酸结合 guanyl nucleotide binding;22:嘌呤核苷结合 purine nucleoside binding;23:三磷酸鸟苷结合 GTP binding;24:核糖核苷结合 ribonucleoside binding;25:嘌呤核糖核苷结合 purine ribonucleoside binding;26:核苷结合 nucleoside binding;27:鸟苷核糖核苷酸结合 guanyl ribonucleotide binding;28:磷脂酰肌醇磷脂酶C活性 phosphatidylinositol phospholipase C activity;29:磷脂酶C活性 phospholipase C activity;30:核苷三磷酸酶活性 nucleoside-triphosphatase activity。 Fig.4 GO functional enrichment analysis of differently expressed genes in colon of yak calves (AH group vs OH group) |
图5 牦牛犊牛结肠差异表达基因GO功能富集分析(AH组vs AO组)1:磷酸化 phosphorylation;2:含核碱化合物的运输 nucleobase-containing compound transport;3:蛋白质磷酸化 protein phosphorylation;4:依赖DNA的DNA复制 DNA-dependent DNA replication;5:DNA复制起始 DNA replication initiation;6:氮化合物运输 nitrogen compound transport;7:水解酶活性的调控 regulation of hydrolase activity;8:磷酸代谢过程的调控 regulation of phosphate metabolic process;9:三磷酸鸟苷酶活性的调控 regulation of GTPase activity;10:磷代谢过程的调控 regulation of phosphorus metabolic process;11:细胞器亚区室 organelle subcompartment;12:高尔基体亚区室 Golgi subcompartment;13:肌动蛋白复合体 myosin complex;14:高尔基体膜 Golgi membrane;15:电压门控钠通道复合体 voltage-gated sodium channel complex;16:钠通道复合体 sodium channel complex;17:核外膜-内质网膜 nuclear outer membrane-endoplasmic reticulum membrane;18:细胞骨架 cytoskeleton;19:细胞骨架部分 cytoskeletal part;20:肌动蛋白细胞骨架 actin cytoskeleton;21:作用于酸酐的水解酶活性 hydrolase activity,acting on acid anhydrides;22:含核苷化合物的跨膜转运蛋白活性 nucleoside-containing compound transmembrane transporter activity;23:作用于酸的水解酶活性 hydrolase activity, acting on acid;24:蛋白激酶活性 protein kinase activity;25:焦磷酸酶活性 pyrophosphatase activity;26:肌动蛋白结合 actin binding;27:核苷三磷酸酶活性 nucleoside-triphosphatase activity;28:三磷酸鸟苷酶活性 GTPase activity;29:蛋白质丝氨酸/苏氨酸激酶活性 protein serine/threonine kinase activity;30:钠离子跨膜转运蛋白活性 sodium ion transmembrane transporter activity。 Fig.5 GO functional enrichment analysis of differently expressed genes in colon of yak calves (AH group vs AO group) |
图6 牦牛犊牛结肠差异表达基因GO功能富集分析(AO组vs OH组)1:无机阴离子运输 inorganic anion transport;2:阴离子运输 anion transport;3:免疫系统过程 immune system process;4:免疫反应 immune response;5:多细胞生物过程的调控 regulation of multicellular organismal process;6:多细胞生物发育的调控 regulation of multicellular organismal development;7:辅酶代谢过程 coenzyme metabolic process;8:吡啶核苷酸代谢过程 pyridine nucleotide metabolic process;9:烟酰胺核苷酸代谢过程 nicotinamide nucleotide metabolic process;10:含吡啶化合物的代谢过程 pyridine-containing compound metabolic process;11:肌球蛋白复合体 myosin complex;12:细胞骨架 cytoskeleton;13:肌动蛋白细胞骨架 actin cytoskeleton;14:高尔基体膜 Golgi membrane;15:细胞骨架部分 cytoskeletal part;16:高尔基体亚区室 Golgi subcompartment;17:转移酶复合体 transferase complex;18:核质 nucleoplasm;19:核质部分 nucleoplasm part;20:细胞外区域 extracellular region;21:主动跨膜转运蛋白活性 active transmembrane transporter activity;22:二级主动跨膜转运蛋白活性 secondary active transmembrane transporter activity;23:共转运蛋白活性 symporter activity;24:受体调节器活性 receptor regulator activity;25:受体配体活性 receptor ligand activity;26:跨膜转运蛋白活性 transmembrane transporter activity;27:钠离子跨膜转运蛋白活性 sodium ion transmembrane transporter activity;28:氧化还原酶活性,作用于配对供体,伴有分子氧的掺入或还原 oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen;29:细胞因子活性 cytokine activity;30:血红素结合 heme binding。 Fig.6 GO functional enrichment analysis of differently expressed genes in colon of yak calves (AO group vs OH group) |
表3 结肠的差异表达基因及其KEGG富集通路Table 3 Differentially expressed genes and in colon and its KEGG-enriched pathways |
| KEGG通路 KEGG pathways | 上调差异表达 基因数目 Number of up-regulated DEGs | 下调差异表达 基因数目 Number of down-regulated DEGs | 主要上调 差异表达基因 Main up- regulated DEGs | 主要下调差异 表达基因 Main down- regulated DEGs |
|---|---|---|---|---|
| AH组vs OH组AH group vs OH group | ||||
| 细胞黏附分子 Cell adhesion molecules | 7 | 28 | CNTN2/SLITRK6/ CDH5 | CLDN2/CD6/ SPN |
| 抗原加工与提呈 Antigen processing and presentation | 6 | 20 | NFYB | RFX5/TAP2/ CD8B |
| 趋化因子信号通路 Chemokine signaling pathway | 9 | 17 | PLCB4/GNAI1/ ROCK2 | CXCR6/CCL5/ CXCL16 |
| AO组vs AH组AO group vs AH group | ||||
| 趋化因子信号通路 Chemokine signaling pathway | 13 | 41 | ROCK2/ROCK1/ GNG11 | CXCR6/CXCL16/ RAC2 |
| AO组vs OH组AO group vs OH group | ||||
| 紧密连接 Tight junction | 4 | 17 | Claudin/Arp2/ PP2A/Occludin | LGL1 |
CNTN2:接触素2 contactin 2;SLITRK6:SLIT和NTRK样家族成员6 SLIT and NTRK-like family member 6;CDH5:钙黏蛋白5 cadherin 5;CLDN2:封闭蛋白2 Claudin 2;CD6:CD6分子 CD6 molecule;SPN:涎福林蛋白 sialophorin ;NFYB:核转录因子Y亚基B nuclear factor Y subunit B;RFX5:调节因子X5 regulatory factor X5;TAP2:抗原加工相关转运蛋白2 antigen processing-related transporter 2;CD8B:CD8β分子 CD8 molecule beta chain;PLCB4:磷脂酶C beta 4 phospholipase C beta 4;GNAI1:G蛋白亚基α-i1 G protein subunit alpha i1;ROCK2:Rho相关卷曲螺旋蛋白激酶2 Rho-associated coiled-coil containing protein kinase 2;CXCR6:CXC趋化因子受体6 C-X-C motif chemokine receptor 6;CCL5:C-C趋化因子配体5 C-C motif chemokine ligand 5;CXCL16:CXC趋化因子配体16 C-X-C motif chemokine ligand 16;ROCK1:Rho相关卷曲螺旋激酶1 Rho associated coiled-coil containing protein kinase 1;GNG11:G蛋白亚基γ11 G protein subunit gamma 11;RAC2:Ras相关C3肉毒杆菌毒素底物2 Ras-related C3 botulinum toxin substrate 2;Claudin:封闭蛋白 claudin;Arp2:肌动蛋白相关蛋白2 actin-related protein 2;PP2A:蛋白磷酸酶2A protein phosphatase 2A;Occludin:闭合蛋白 occludin;LGL1:大肿瘤抑制激酶1 large tumor suppressor kinase 1。 |
