首页|三沙湾大黄鱼野生和养殖群体的幽门盲囊微生物群落结构比较分析

三沙湾大黄鱼野生和养殖群体的幽门盲囊微生物群落结构比较分析

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大黄鱼(Larimichthys crocea)幽门盲囊呈半封闭结构,保留了部分早期孵化阶段的微生物特征,是用于野生和养殖群体溯源的理想部位.本研究采用高通量测序技术,对三沙湾大黄鱼野生和养殖群体的幽门盲囊微生物的α多样性、核心菌群相对丰度、网络关系等进行分析,构建随机森林模型进行群体溯源分析.结果显示,养殖群体的幽门盲囊微生物有着更多特有操作分类单元(Operation-al Taxonomic Unit,OTU),其α多样性显著高于野生群体.幽门盲囊微生物的优势菌群有变形菌门(Proteobacteria)、厚壁菌门(Firmicutes)、拟杆菌门(Bacteroidota)、放线菌门(Actinobacteria)及酸杆菌门(Acidobacteria),且各菌群在野生和养殖群体中的相对丰度差异显著.微生物网络分析结果显示,野生和养殖群体的幽门盲囊微生物群落结构差异明显,野生群体拥有更高的负边缘/正边缘比率和模块性以及更少的节点数和连接数.基于此,我们构建了随机森林分类群体溯源预测模型,其准确率(Accuracy,ACC)达 92.31%,Kappa系数为 0.845 2,ROC曲线下面积为 0.952 4,利用此模型识别三沙湾大黄鱼野生和养殖群体的准确率分别可达 91.67%和 92.86%.综上所述,三沙湾大黄鱼野生和养殖群体的幽门盲囊微生物群落结构差异显著,利用幽门盲囊微生物追踪鱼类来源的方法是可行且有效的,研究结果为区分三沙湾大黄鱼野生和养殖群体提供了新思路.
Comparison of the pyloric caecum microbiota community structure between the wild and farmed Larimichthys crocea in Sansha Bay
The semienclosed pyloric caecum of Larimichthys crocea is an ideal organ to perform the host source tracking,as it containes several local bacteria colonized during early development.The alpha diversity,relative abundance of core bacteria and network relationship of the pyloric caecum microbiota in L.crocea from Sansha Bay were analyzed using the Illumina high-throughput sequencing.Furthermore,the random forest model was used to predict the population source(the wild population or the farmed population).The results showed that the farmed fish had more unique OUT and higher alpha diversity than the wild one.The wild and farmed fish significantly differed in the relative abundance of dominant bacteria(Proteobacteria,Firmicutes,Bacteroidota,Actinobacteria and Acidobacteria)(p<0.05).The result of network analysis showed that the wild fish had higher ratio of negative to positive edges and modularity,but fewer nodes and edges than the farmed fish.Furthermore,a random forest classification prediction model with the accuracy of 92.31%,the Kappa coefficient of 0.845 2,and an area under the ROC curve of 0.952 4 was constructed.Using this prediction model,the accuracy of source identification for the wild and farmed fish was 91.67%and 92.86%,respectively.Overall,the structure of microbial communities in the pyloric caecum of L.crocea was different between the wild and farmed populations,making it a potential marker for host source tracking.Our findings provide new insights into distinguishing wild and farmed L.crocea.

Larimichthys croceapyloric caecum microbiotahigh throughput sequencingrandom forestreverse tracking

张钰霆、张瑞瑞、潘非斐、潘友浩、李聪、林华、陈仕玺、穆景利

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闽江学院 地理与海洋学院,福建 福州 350108

福建省渔业资源监测中心,福建 福州 350003

厦门大学 海洋与地球学院,福建 厦门 361102

大黄鱼 幽门盲囊微生物 高通量测序 随机森林模型 反向溯源

福建省海洋服务与高质量发展专项(2022)福建省高等学校产学研联合创新项目

2021N5005

2024

海洋学报(中文版)
中国海洋学会

海洋学报(中文版)

CSTPCD北大核心
影响因子:1.044
ISSN:0253-4193
年,卷(期):2024.46(1)
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