1 材料与方法
1.1 试验动物
1.2 试验方法
1.2.1 DNA提取及测序
1.2.2 生物信息学分析
2 结果与分析
2.1 样本序列与ASVs
2.2 稀释曲线和α多样性分析
图1 繁殖期与非繁殖期麝鼠肠道微生物丰富度稀释曲线及香农指数B:繁殖期 breeding season;NB:非繁殖期 non-breeding season。下图同 the same as below。 a:丰富度稀释曲线 richness rarefaction curve;b:香农指数 Shannon index。*:繁殖期与非繁殖期存在显著差异(P<0.05) there was a significant difference between breeding season and non-breeding season (P<0.05)。 Fig.1 Richness rarefaction curve and Shannon index of gut microbiota of muskrat between breeding season and non-breeding season |
2.3 β多样性分析
2.4 肠道菌群结构分析
2.4.1 门水平菌群结构
图3 繁殖期与非繁殖期麝鼠肠道菌群组成a:门水平菌群组成 the composition of gut microbiota at phylum level;b:属水平菌群组成 the composition of gut microbiota at genus level。 Phylum:门;Bacteroidetes:拟杆菌门;Firmicutes:厚壁菌门;Proteobacteria:变形菌门;Verrucomicrobia:疣微菌门;Spirochaetes:螺旋体门;Fusobacteria:梭杆菌门;Unassigned:未分类;Actinobacteria:放线菌门;Other:其他;Genus:属;Prevotella:普氏菌属;Akkermansia:阿克曼菌属;Bacteroides:拟杆菌属;Phascolarctobacterium:考拉杆菌属;Barnesiella:巴恩斯氏菌属;Clostridium_ⅩⅣa: 梭菌属ⅩⅣa簇;Ruminococcus:瘤胃球菌属;Oscillibacter:颤螺菌属;Flavonifractor:黄杆菌属;Treponema:密螺旋体属。 Fig.3 Gut microbiota composition of muskrat between breeding season and non-breeding season |
2.4.2 属水平菌群结构
2.5 菌群结构差异分析
图4 繁殖期与非繁殖期差异菌群火山图和门水平差异菌群曼哈顿图(FDR校正P<0.05,秩和检验)a:差异菌群火山图 volcano plot of different microbiota;b:门水平差异菌群曼哈顿图Manhattan plot of different microbiota at phylum level。 Level:水平;Depleted:降低;Enriched:增加;NotSig:不显著;fold change:倍数变化;CPM:每百万数 count per million;Phylum of features:特征门;P-value:P值;Bacteroidetes:拟杆菌门;Firmicutes:厚壁菌门;Fusobacteria:梭杆菌门;Proteobacteria:变形菌门; Spirochaetes:螺旋体门;Verrucomicrobia:疣微菌门。 Fig.4 Volcano plot of different microbiota and Manhattan plot of different microbiota at phylum level between breeding season and non-breeding season (FDR adjusted P<0.05,Wilcoxon rank sum test) |
图5 线性判别分析效应量鉴定繁殖期与非繁殖期麝鼠代表性差异菌群(LDA得分>2,P<0.05)c:纲class;o:目order;f:科family;g:属genus;Sphingobacteriaceae:鞘脂杆菌科;Sphingobacteriales:鞘脂杆菌目;Sphingobacteriia:鞘脂杆菌纲;Clostridiaceae_1:梭菌科1;Lachnospiraceae:毛螺菌科;Peptostreptococcaceae:消化链球菌科;Clostridiales:梭菌目;Clostridia:梭菌纲;Campylobacteraceae:弯曲菌科;Campylobacterales:弯曲菌目;Epsilonproteobacteria:ε-变形菌纲;Enterobacteriaceae:肠杆菌科;Enterobacteriales:肠杆菌目;Gammaproteobacteria:γ-变形菌纲;Ruminococcus:瘤胃球菌属;Acetatifactor:产醋菌属;Flavonifractor:黄曲霉属;Clostridium_Ⅺ:梭菌属Ⅺ;Campylobacter:弯曲菌属;Clostridium_sensu_stricto:狭义梭菌属;Escherichia_Shigella:埃希氏-志贺氏菌属;LDA score:线性判别分析得分 linear discriminant analysis score。 Fig.5 Representative differential microbiota of muskrat between breeding season and non-breeding season identified by LEfSe (LDA score>2, P<0.05) |
2.6 PICRUSt菌群功能预测
图6 繁殖期与非繁殖期麝鼠肠道微生物在KEGG第2层级通路中的功能预测差异分析Metabolism of other amino acids:其他氨基酸代谢;Cellular processes and signaling:细胞进程和信号;Metabolism of cofactors and vitamins:辅助因子和维生素代谢;Nervous system:神经系统;Transcription:转录;Metabolism of terpenoids and polyketides:萜类化合物和聚酮化合物的代谢;Membrane transport:膜运输;Energy metabolism:能量代谢;Infectious diseases:传染病;Folding, sorting and degradation:折叠、分类和降解;95% confidence intervals: 95%置信区间;Mean proportion:平均占比;Difference in mean proportions:平均占比差异;P-value (corrected):校正P值。 Fig.6 Differential analysis of function prediction in the second level KEGG pathway of muskrat between breeding season and non-breeding season |
