1 材料与方法
1.1 试验设计
表1 基础饲粮组成及营养水平(风干基础)Table 1 Composition and nutrient levels of the basal diet (air-dry basis) % |
| 项目Items | 含量Content | ||
|---|---|---|---|
| 原料Ingredients | |||
| 玉米Corm | 51.00 | ||
| 豆粕Soybean meal | 18.00 | ||
| 膨化大豆Extruded soybean | 13.00 | ||
| 鱼粉Fish meal | 5.00 | ||
| 乳清粉Whey power | 10.00 | ||
| 磷酸氢钙CaHPO4 | 0.80 | ||
| 食盐NaCl | 0.30 | ||
| 石粉Limestone | 0.50 | ||
| 氯化胆碱Choline chloride | 0.10 | ||
| 赖氨酸Lysine (78%) | 0.20 | ||
| 蛋氨酸Methionine (98%) | 0.08 | ||
| 苏氨酸Threonine (98%) | 0.08 | ||
| 预混料Premix1) | 0.94 | ||
| 合计Total | 100.00 | ||
| 营养水平Nutrient levels2) | |||
| 消化能DE/(MJ/kg) | 3.31 | ||
| 粗蛋白质Crude protein | 20.00 | ||
| 钙Calcium | 0.80 | ||
| 磷Phosphorus | 0.65 |
1)预混料为每千克饲粮提供 The premix provided the following per kg of the diet:VA 7 500 IU,VD3 750 IU,VE 25 IU,VB1 2.0 mg,VB2 4.0 mg,VB6 10.0 mg,VB12 0.025 mg,VK3 2.5 mg,泛酸 pantothenic acid 16.0 mg,叶酸 folic acid 2.0 mg,烟酸 nicotinic acid 40 mg,生物素 biotin 0.18 mg,Fe (as ferrous sulfate) 100 mg,Mn (as manganese sulfate) 20 mg,Cu (as copper sulfate) 20 mg,I (as calcium iodate) 0.4 mg。 2)消化能为计算值,其余为实测值。DE was a calculated value, while the others were measured values. |
1.2 指标测定
1.2.1 血清生化指标
1.2.2 肠道形态学分析
1.2.3 肠道cDNA文库构建及转录组测序
1.2.4 数据分析和lncRNA鉴定
1.2.5 靶基因预测及差异表达转录本筛选
1.2.6 基因本体(GO)和京都基因与基因组百科全书(KEGG)富集分析
1.2.7 实时荧光定量PCR(qRT-PCR)验证测序数据
表2 实时荧光定量PCR引物序列Table 2 qRT-PCR primer sequences |
| 引物名称 Primer names | 上游引物 Forward primers (5'—3') | 下游引物 Reverse primers (5'—3') |
|---|---|---|
| lnc_000875 | GGGTCCAACCATGTCACTTCTACT | GCTGCAGAAGCATGAGGCAC |
| ALDBSSCT0000007366 | CCTAGGCTGCTCTCTTGTGGAA | TACACACTCAGGACAAAGCCTTAAA |
| ALDBSSCT0000006661 | GAGTCCTGAGATGTGAGCGTCC | CCTGCTGCGATAATAGCAGTTGT |
| 干扰素γ IFNG | CCCATTGCTGCCTATTTGAGAC | TATCACCTGACACATTCAAGTGCTG |
| 胱天蛋白酶3 CASP3 | CCAGTTGAGGCAGACTTCTTGT | CAGCCTTTGGAATGGACTGTT |
| 18S rRNA | CCCACGGAATCGAGAAAGAG | TTGACGGAAGGGCACCA |
1.3 数据处理和统计分析
2 结果与分析
2.1 断奶应激对仔猪血清生化指标的影响
表3 断奶应激对仔猪血清生化指标的影响Table 3 Effects of weaning stress on serum biochemical indices in piglets |
| 项目 Items | 组别Groups | ||
|---|---|---|---|
| D0 | D3 | D7 | |
| D-乳酸D-LA/(mmol/L) | 1.96±0.31b | 2.73±0.47a | 2.49±0.36a |
| 二胺氧化酶DAO/(U/L) | 13.60±1.41b | 15.88±2.48a | 12.77±0.95b |
| 过氧化氢酶CAT/(U/mL) | 36.07±3.73a | 26.26±4.49b | 31.78±3.74a |
| 谷胱甘肽过氧化物酶GSH-Px/(U/mL) | 870.02±71.68a | 690.83±53.13b | 817.86±47.12a |
| 超氧化物歧化酶SOD/(U/mL) | 80.01±4.15a | 74.71±3.92b | 69.99±5.94b |
| 丙二醛MDA/(nmol/mL) | 3.20±0.40 | 3.80±0.51 | 3.65±0.60 |
2.2 断奶应激对仔猪肠道形态的影响
表4 断奶应激对仔猪肠道形态的影响Table 4 Effects of weaning stress on intestinal morphology in piglets |
| 项目 Items | 组别Groups | ||
|---|---|---|---|
| D0 | D3 | D7 | |
| 绒毛高度VH/μm | 594.56±53.20a | 276.84±41.68c | 398.45±35.13b |
| 隐窝深度CD/μm | 186.84±18.52c | 373.03±23.94a | 285.05±42.35b |
| 绒毛高度/隐窝深度V/C | 3.20±0.52a | 0.74±0.12c | 1.37±0.28b |
2.3 断奶仔猪肠道转录组测序数据质量分析
表5 断奶仔猪肠道转录组测序数据质量分析Table 5 Quality analysis of intestinal transcriptome sequencing data in weaned piglets |
| 组别 Groups | 样本 Samples | 原始序列 Raw reads | 有效序列 Clean reads | 有效碱基 Clean bases/Gb | Q20/% | Q30/% | GC含量 GC content/% | 总比对率 Total mapped rate/% |
|---|---|---|---|---|---|---|---|---|
| D0 | D0_1 | 113 399 986 | 110 857 738 | 16.63 | 97.50 | 93.61 | 47.48 | 81.68 |
| D0_2 | 87 983 682 | 84 652 342 | 12.70 | 97.56 | 93.82 | 47.70 | 81.89 | |
| D0_3 | 93 840 292 | 90 361 826 | 13.55 | 97.38 | 93.43 | 47.23 | 80.41 | |
| D3 | D3_1 | 111 130 366 | 108 230 492 | 16.23 | 95.93 | 90.16 | 46.97 | 76.25 |
| D3_2 | 96 942 602 | 94 105 730 | 14.12 | 94.09 | 86.50 | 46.46 | 74.48 | |
| D3_3 | 102 069 118 | 98 793 746 | 14.82 | 96.45 | 91.20 | 45.62 | 78.38 | |
| D7 | D7_1 | 102 619 324 | 98 681 058 | 14.80 | 97.79 | 94.30 | 50.50 | 73.44 |
| D7_2 | 100 685 212 | 98 406 606 | 14.76 | 97.49 | 93.51 | 49.74 | 80.31 | |
| D7_3 | 97 469 142 | 94 287 790 | 14.14 | 97.11 | 92.74 | 49.38 | 80.33 |
2.4 仔猪肠道lncRNA鉴定
2.5 断奶仔猪肠道差异表达lncRNA鉴定
2.6 断奶仔猪肠道差异表达mRNA鉴定
2.7 差异表达lncRNA的靶基因预测
表6 差异表达排列前10的lncRNA及预测靶基因(D3组vs D0组)Table 6 Top 10 differentially expressed lncRNA and predicted target genes (D3 group vs D0 group) |
| 项目 Items | 靶基因数 Number of target genes | 预测靶基因 Predicted target genes |
|---|---|---|
| XLOC_061457 | 42 | C8ORF46、TLR9、CCL16、GH1、IL17REL、ZP3、MYL1、MYH1、DHFE1、 RRS1、SLC22A12、CD300LG、LIX1、MEF2B、GFRA4、MAPK4、 BCL7A、LTA、IGFBPL1、ZNF70等 |
| ALDBSSCT0000011086 | 14 | IL34、OGAT2、MAP6、UVRAG、TRPM4、HOMER2、FBXL16、TMEM88B、 LC24A4、SPIRE2、ACVRL1、MOV10L1、SEC16B、AGPAT3 |
| ALDBSSCT0000003338 | 2 | GDF5、GPR21 |
| lnc_001119 | 7 | IL17D、IGF1、M7、ZBBX、LECT2、CST8、GGT1 |
| lnc_000434 | 2 | PYY、ABHD5 |
| lnc_001502 | 2 | ATF3、CCL8 |
| ALDBSSCT0000003919 | 10 | ARVCF、COMT、TXNRD2、GNB1L、RANBP1、TRMT2A、DGCR8、 TANGO2、CCDC188、ZDHHC8 |
| ALDBSSCT0000005442 | 12 | CCL5、CXCR3、IMAP2、KCNH2、GIMAP6、ATG9B、GIMAP4、NOS3、 AOC1、TMEM176A、TMEM176B、PRF1 |
| lnc_000085 | 9 | GJB7、ATF3、ARAF、C10ORF12、CD84、ZC3H12C、 CHD1、CFLAR、R3HDM1 |
| ALDBSSCT0000011407 | 13 | MRPL17、NR4A3、ALG13、MAOA、RBBP7、CD2、CD84、 ATF3、CHD1、AMBN、SLAMF7、FYB、CD68 |
仅注释部分基因名称。TLR9:Toll样受体9;CCL16:C-C基序趋化因子配体16;IL34:白细胞介素34;IL17D:白细胞介素17D;IGF1:胰岛素样生长因子1;PYY:酪酪肽。 | |
Only some gene names were annotated. TLR9: Toll-like receptor 9; CCL16: C-C motif chemokine ligand 16; IL34: interleukin 34; IL17D: interleukin 17D; IGF1: insulin-like growth factor 1; PYY: peptide YY. |
2.8 差异表达lncRNA靶基因功能富集分析
图8 差异表达lncRNA靶基因GO和KEGG富集分析(D3组vs D0组)A:差异表达lncRNA靶基因GO富集 GO enrichment of target genes of differentially expressed lncRNA;B:差异表达lncRNA靶基因KEGG富集 KEGG enrichment of target genes of differentially expressed lncRNA。 Nucleosome assembly:核小体装配;Chromatin assembly:染色质装配;Nucleosome organization:核小体组织;Response to lipopolysaccharide:对脂多糖的反应;Chromatin assembly or disassembly:染色质装配或拆卸;DNA packaging:DNA包装;Response to molecule of bacterial origin:对细菌来源分子的反应;Nucleosome:核小体;Protein-DNA complex:蛋白质-DNA复合体;Chromatin:染色质;Protein heterodimerization activity:蛋白质异源二聚体活性;Hyalurononglucosaminidase activity:透明质酸葡糖胺酶活性;Hexosaminidase activity:己糖胺酶活性;CXCR chemokine receptor binding:CXCR趋化因子受体结合;BP:生物过程 biological process;CC:细胞组分 cellular component;MF:分子功能 molecular function;Viral myocarditis:病毒性心肌炎;Viral carcinogenesis:病毒致癌作用;Type Ⅰ diabetes mellitus:Ⅰ型糖尿病;Systemic lupus erythematosus:系统性红斑狼疮;Staphylococcus aureus infection:金黄色葡萄球菌感染;Rheumatoid arthritis:类风湿性关节炎;Pertussis:百日咳;NF-kappa B signaling pathway:核因子-kappa B信号通路;Measles:麻疹;Malaria:疟疾;Intestinal immune network for IgA production:产生免疫球蛋白A的肠道免疫网络;Inflammatory bowel disease:炎症性肠病;Graft-versus-host disease:移植物抗宿主病;Glycosaminoglycan degradation:糖胺聚糖降解;Cell adhesion molecules:细胞黏附分子;Autoimmune thyroid disease:自身免疫性甲状腺病;Asthma:哮喘;Antigen processing and presentation:抗原加工与呈递;Allograft rejection:同种移植排斥;Alcoholism:酒精中毒。图9和图10同 The same as Fig.9 and Fig.10。 Fig.8 GO and KEGG enrichment analysis of target genes of differentially expressed lncRNA (D3 group vs D0 group) |
图9 差异表达lncRNA靶基因GO和KEGG富集分析(D7组vs D0组)A:差异表达lncRNA靶基因GO富集 GO enrichment of target genes of differentially expressed lncRNA;B:差异表达lncRNA靶基因KEGG富集 KEGG enrichment of target genes of differentially expressed lncRNA。 Protein-DNA complex assembly:蛋白质-DNA复合体装配;Protein-DNA complex subunit organization:蛋白质-DNA复合体亚基组织;DNA conformation change:DNA构象变化;Chromatin organization:染色质组织;Chromosomal part:染色体部分;Chromosome:染色体;Protein processing in endoplasmic reticulum:内质网蛋白质加工;Prolactin signaling pathway:催乳素信号通路;PI3K-Akt signaling pathway:磷脂酰肌醇3-激酶-蛋白激酶B信号通路;Phototransduction:光传导;mTOR signaling pathway:哺乳动物雷帕霉素靶蛋白信号通路;Metabolism of xenobiotics by cytochrome P450:细胞色素P450对外源性物质的代谢;Homologous recombination:同源重组;Estrogen signaling pathway:雌激素信号通路;Endometrial cancer:子宫内膜癌;Dopaminergic synapse:多巴胺能神经突触;Chemical carcinogenesis:化学致癌;Biosynthesis of amino acids:氨基酸生物合成;AMPK signaling pathway:单磷酸腺苷活化蛋白激酶信号通路;Adipocytokine signaling pathway:脂肪细胞因子信号通路;Acute myeloid leukemia:急性髓系白血病;2-Oxocarboxylic acid metabolism:2-氧代羧酸代谢。图10同 The same as Fig.10。 Fig.9 GO and KEGG enrichment analysis of target genes of differentially expressed lncRNA (D7 group vs D0 group) |
图10 差异表达lncRNA靶基因GO和KEGG富集分析(D7组vs D3组)A:差异表达lncRNA靶基因GO富集 GO enrichment of target genes of differentially expressed lncRNA;B:差异表达lncRNA靶基因KEGG富集 KEGG enrichment of target genes of differentially expressed lncRNA。 Protein binding:蛋白质结合;Protein dimerization activity:蛋白质二聚体活性;T cell receptor signaling pathway:T细胞受体信号通路;Phagosome:吞噬体;HTLV-Ⅰ infection:人类嗜T淋巴细胞病毒Ⅰ型感染;Herpes simplex infection:单纯疱疹感染;Chagas disease (American trypanosomiasis):恰加斯病(美洲锥虫病)。 Fig.10 GO and KEGG enrichment analysis of target genes of differentially expressed lncRNA (D7 group vs D3 group) |
2.9 qRT-PCR验证
2.10 断奶仔猪空肠特定功能差异表达lncRNA和靶基因筛选
表7 断奶仔猪空肠特定功能差异表达lncRNA和靶基因Table 7 Differentially expressed lncRNA and target genes with specific functions in jejunum in weaned piglets |
| 项目 Items | 长链非编码RNA lncRNA | 靶基因Target genes | |||||
|---|---|---|---|---|---|---|---|
| 名称 Names | log2(差异倍数) log2(fold change) | q值 q-value | 名称 Names | log2(差异倍数) log2(fold change) | q值 q-value | ||
| D3组vs D0组 D3 group vs D0 group | ALDBSSCT0000002026 | 3.47 | 0.005 | CLDN10 | -2.22 | 0.001 | |
| lnc_000479 | 1.45 | 0.001 | DNAJC2 | 1.21 | 0.001 | ||
| lnc_001464 | 1.15 | 0.006 | CXCL8 | 1.07 | 0.001 | ||
| lnc_001544 | 1.23 | 0.001 | HGF | 1.72 | 0.001 | ||
| D7组vs D0组 D7 group vs D0 group | lnc_000974 | -1.50 | 0.002 | TLR9 | -1.20 | 0.001 | |
| lnc_000479 | 1.56 | 0.007 | NOS2 | 3.66 | 0.001 | ||
CLDN10:密封蛋白10 claudin 10;DNAJC2:DnaJ热休克蛋白家族成员C2 DnaJ heat shock protein family member C2;CXCL8:C-X-C基序趋化因子配体8 C-X-C motif chemokine ligand 8;HGF:肝细胞生长因子 hepatocyte growth factor;TLR9:Toll样受体9 Toll-like receptor 9;NOS2:一氧化氮合酶2 nitric oxide synthase 2。 |

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