1 材料与方法
1.1 试验动物和样品采集
1.2 粪便总DNA提取和宏基因组测序
1.3 数据处理与统计分析
2 结果与分析
2.1 肠道菌群多样性和菌群组成分析
表1 Unigene的基本信息Table 1 Basic information of Unigene |
| 项目Item | Total_Size/bp | Unigene_Num/read | Mean_Len/bp | Max_Len/bp | Min_Len/bp | GC_Content/% |
|---|---|---|---|---|---|---|
| 数据Data | 2 776 541 103 | 5 194 777 | 534 | 35 040 | 201 | 46.39 |
Total_Size:Unigene中基因的总长 total length of genes in Unigene;Unigene_Num:Unigene个数 Unigene number;Mean_Len:Unigene中基因的平均长度 average length of genes in Unigene;Max_Len:unigene中基因的最长长度 the longest length of gene in Unigene;Min_Len:Unigene中基因的最短长度 the shortest length of gene in Unigene;GC_Content:Unigene中基因的整体GC含量百分比 percentage of total GC content of genes in Unigene。 |
图1 肠道菌群Alpha多样性指数组间比较箱线图Fig.1 Boxplot comparison between groups with Alpha diversity indexes of gut microbiota |
图2 肠道菌群门水平(A)和属水平(B)组成Firmicutes:厚壁菌门;Bacteroidetes:拟杆菌门;Proteobacteria:变形菌门;Actinobacteria:放线菌门;Verrucomicrobia:疣微菌门;Tenericutes:软壁菌门;Euryarchaeota:广古菌门;Spirochaetes:螺旋体门;Planctomycetes:浮霉菌门;Lentisphaerae:黏胶球形菌门;Chloroflexi:绿弯菌门;Fusobacteria:梭杆菌门;Fibrobacteres:纤维杆菌门;Synergistetes:互养菌门;Uroviricota:尾噬菌体门;Cyanobacteria:蓝细菌门;Clostridium:梭菌属;Bacteroides:拟杆菌属;Ruminococcus:瘤胃球菌属;Alistipes:另枝菌属;Roseburia:罗氏菌属;Eubacterium:真杆菌属;Oscillibacter:颤螺菌属;Flavonifractor:黄杆菌属;Prevotella:普雷沃氏菌属;Parabacteroides:副拟杆菌属;Tyzzerella:泰泽氏菌属;Faecalibacterium:栖粪杆菌属;Proteus:变形杆菌属;Coprococcus:粪球菌属;Others:其他。图8同 the same as Fig.8。 Fig.2 Composition of gut microbiota at phylum level (A) and genus level (B) |
2.2 肠道菌群差异分析
图3 肠道菌群分类学水平LEfSe分析图k_Archaea:古菌界;k_Bacteria:细菌界;p_Eufyarchaeota:广古菌门;p_Acfinobacteria:放线菌门;c_Coriobacteriia:红蝽菌纲;c_Methanobacteria:甲烷杆菌纲;o_Methanobacteriales:甲烷杆菌目;f_Prevotellaceae:普雷沃氏菌科;f_Methanobacteriaceae:甲烷杆菌科;f_Clostridiaceae:梭菌科;g_Methanobrevibacter:甲烷短杆菌属;g_Escherichia:埃希氏菌属;g_Anaerosporobacter:厌氧孢杆菌属;g_Clostridium:梭菌属;s_Prevotella_bivia:二路普雷沃氏菌;s_Escherichia_coli:大肠杆菌;s_Bacteroides_pyogenes:化脓性拟杆菌。 Fig.3 LEfSe analysis map of intestinal microbiota taxonomic level |
图4 KEGG分类柱状图(1级和2级水平)Level 1(1级水平)—Cellular Processes:细胞过程;Environmental Information Processing:环境信息处;Genetic Information Processing:遗传信息过程;Human Diseases:人类疾病;Metabolism:新陈代谢;Organismal Systems:有机体系统。 Level 2(2级水平)—Cell motility:细胞活性;Transport and catabolism:运输分解和代谢;Cell growth and death:细胞生长和死亡;Cellular community-eukaryotes:真核生物细胞群;Cellular community-prokaryotes:原核生物细胞群落;Membrane transport:膜运输;Signaling molecules and interaction:信号分子和相互作用;Signal transduction:信号转导;Replication and repair:复制和修复;Translation:翻译;Transcription:转录;Folding, sorting and degradation:折叠、分类和降解;Immune disease:免疫疾病;Endocrine and metabolic disease:内分泌和代谢疾病;Cancer:overview:癌症:概述;Substance dependence:物质依赖;Infectious disease:parasitic:传染性疾病病:寄生;Infectious disease:bacterial:传染性疾病:细菌;Cancer:specific types:癌症:特定类型; Infectious disease:viral:传染性疾病:病毒性;Neurodegenerative disease:神经退行性疾病;Drug resistance:antimicrobial:耐药性:抗菌;Cardiovascular disease:心血管疾病;Drug resistance: antineoplastic:耐药性:抗肿瘤药物;Nucleotide metabolism:核酸新陈代谢;Metabolism of cofactors and vitamins:辅助因子和维生素新陈代谢;Energy metabolism:能量新陈代谢;Amino acid metabolism:氨基酸新陈代谢;Carbohydrate metabolism:碳水化合物新陈代谢;Xenobiotics biodegradation and metabolism:外源性生物降解和新陈代谢;Metabolism of terpenoids and polyketides:萜类化合物和多酮类化合物的新陈代谢;Biosynthesis of other secondary metabolites:其他次生物质生物合成新陈代谢;Metabolism of other amino acids:其他氨基酸新陈代谢;Lipid metabolism:脂质新陈代谢;Glycan biosynthesis and metabolism:多糖生物合成新陈代谢;Excretory system:排泄系统;Environmental adaptation:环境适应;Aging:老化;Sensory system:感觉系统;Development and regeneration:生长和再生;Endocrine system:内分泌系统;Digestive system:消化系统;Circulatory system:循环系统;Immune system:免疫系统;Nervous system:神经系统。 Fig.4 KEGG classification histogram (level 1 and level 2) |
图5 基于CAZy数据库注释的碳水化合物活性酶基因数目柱形图Auxiliary activities:辅助氧化还原酶类;Carbohydrate esterases:碳水化合物酯酶类;Carbohydrate-binding modules:碳水化合物结合模块;Glycoside hydrolases:糖苷水解酶类;Glycosyl transferases:糖基转移酶类;Polysaccharide lyases:多糖裂解酶类。 Fig.5 Histogram of carbohydrate active enzyme gene number annotated based on CAZy database |
2.3 CARD抗性基因数据库分析
2.3.1 主要抗性基因
2.3.2 差异耐药抗性基因
表2 基于CARD数据库的林麝的富集抗性基因来源Table 2 Sources of enrichment resistance genes for forest musk deer based on CARD data-base |
| 组别Groups | 属Genus | 种Species | 抗性基因Resistance gene |
|---|---|---|---|
| SZ | Pseudomonas | Pseudomonas aeruginosa | MexB、cprS、mexM、OpmB |
| Enterococcus | Enterococcus faecium | vanRA、vanRG | |
| Acinetobacter | Acinetobacter pittii | AAC_6_lad | |
| Bacillus | Bacillus licheniformis | bcrA | |
| SF | Bacteroides | Bacteroides fragilis | tetQ |
| Yersinia | Yersinia enterocolitica (type O∶8) | rosA | |
| Bacillus | Bacillus subtilis subsp. subtilis str. 168 | vmlR | |
| Staphylococcus | Staphylococcus aureus | vatB | |
| Riemerella | Riemerella anatipestifer RA-GD | RanA | |
| Enterococcus | Enterococcus faecium | optrA | |
| Enterobacter | Enterobacter cloacae | AAC_6_Ib8 | |
| Klebsiella | Klebsiella pneumoniae | Klebsiella_pneumdniae_O_mpK37 | |
| Burkholderia | Burkholderia pseudomallei | amrA | |
| Escherichia | Escherichia coli str. K-12 substr. MG1655 | YojI | |
| Escherichia | Escherichia coli ETEC H10407 | Escherichia_coli_ampC1 | |
| Escherichia | Escherichia coli O25b∶H4 | gadW | |
| Escherichia | Escherichia coli O157∶H7 str. Sakai | evgA | |
| Escherichia | Escherichia coli str. K-12 substr. MG1655 | evgS、mdtM | |
| Escherichia | Escherichia coli | emrK | |
| Escherichia | Escherichia coli str. K-12 substr. W3110 | mdtO、acrD |
Pseudomonas:假单胞菌属;Enterococcus:肠球菌属;Acinetobacter:不动杆菌属;Escherichia:埃希氏菌属;Bacteroides:拟杆菌属;Yersinia:耶尔森氏菌属;Bacillus:芽孢杆菌属;Staphylococcus:葡萄球菌属;Klebsiella:克雷伯氏菌属;Enterobacter:肠杆菌属;Enterobacter:肠杆菌属;Riemerella:里默氏杆菌属;Burkholderia:伯克霍尔德氏菌属;Pseudomonas aeruginosa:铜绿假单胞菌;Enterococcus faecium:屎肠球菌;Acinetobacter pittii:皮特不动杆菌;Bacillus licheniformis:地衣芽孢杆菌;Bacteroides fragilis:脆弱拟杆菌;Yersinia enterocolitica (type O∶8):小肠结肠炎耶尔森氏菌(O∶8型);Bacillus subtilis subsp. subtilis str. 168:枯草芽孢杆菌枯草亚种subtilis str. 168;Staphylococcus aureus:金黄色葡萄球菌;Riemerella anatipestifer RA-GD:鸭疫里默氏杆菌RA-GD;Enterococcus faecium:屎肠球菌;Enterobacter cloacae:阴沟肠杆菌;Klebsiella pneumoniae:肺炎克雷伯氏菌;Burkholderia pseudomallei:类鼻疽伯克霍尔德氏菌;Escherichia coli:大肠杆菌;Escherichia coli str. K-12 substr. MG1655:大肠杆菌K12 MG1655;Escherichia coli ETEC H10407:大肠杆菌ETEC H10407;Escherichia coli O25b∶H4:大肠杆菌O25b∶H4;Escherichia coli O157∶H7 str. Sakai:大肠杆菌O157∶H7 Sakai;Escherichia coli str. K-12 substr. W3110:大肠杆菌K-12 W3110。 |
