Department of Informatics & Sea Lice Research Centre, University of Bergen, Thormøhlensgate 55, Bergen, 5008, Norway.
Department of Biological Sciences & Sea Lice Research Centre, University of Bergen, Thormøhlensgate 55, Bergen, 5008, Norway.
BMC Genomics. 2021 Nov 18;22(1):832. doi: 10.1186/s12864-021-08054-7.
The salmon louse (Lepeophtheirus salmonis) is an obligate ectoparasitic copepod living on Atlantic salmon and other salmonids in the marine environment. Salmon lice cause a number of environmental problems and lead to large economical losses in aquaculture every year. In order to develop novel parasite control strategies, a better understanding of the mechanisms of moulting and development of the salmon louse at the transcriptional level is required.
Three weighted gene co-expression networks were constructed based on the pairwise correlations of salmon louse gene expression profiles at different life stages. Network-based approaches and gene annotation information were applied to identify genes that might be important for the moulting and development of the salmon louse. RNA interference was performed for validation. Regulatory impact factors were calculated for all the transcription factor genes by examining the changes in co-expression patterns between transcription factor genes and deferentially expressed genes in middle stages and moulting stages.
Eight gene modules were predicted as important, and 10 genes from six of the eight modules have been found to show observable phenotypes in RNA interference experiments. We knocked down five hub genes from three modules and observed phenotypic consequences in all experiments. In the infection trial, no copepodids with a RAB1A-like gene knocked down were found on fish, while control samples developed to chalimus-1 larvae. Also, a FOXO-like transcription factor obtained highest scores in the regulatory impact factor calculation.
We propose a gene co-expression network-based approach to identify genes playing an important role in the moulting and development of salmon louse. The RNA interference experiments confirm the effectiveness of our approach and demonstrated the indispensable role of a RAB1A-like gene in the development of the salmon louse. We propose that our approach could be generalized to identify important genes associated with a phenotype of interest in other organisms.
鲑鱼虱(Lepeophtheirus salmonis)是一种专性外寄生桡足类,生活在海洋环境中的大西洋鲑鱼和其他鲑鱼中。鲑鱼虱会导致许多环境问题,并导致水产养殖每年遭受巨大的经济损失。为了开发新的寄生虫控制策略,需要在转录水平上更好地了解鲑鱼虱蜕皮和发育的机制。
根据不同生命阶段鲑鱼虱基因表达谱的两两相关性,构建了三个加权基因共表达网络。应用网络方法和基因注释信息,鉴定可能对鲑鱼虱蜕皮和发育重要的基因。进行 RNA 干扰验证。通过检查中间期和蜕皮期转录因子基因和差异表达基因之间共表达模式的变化,计算所有转录因子基因的调控影响因子。
预测出 8 个重要的基因模块,其中 8 个模块中的 10 个基因已在 RNA 干扰实验中显示出可观察的表型。我们敲低了三个模块中的 5 个枢纽基因,所有实验均观察到表型后果。在感染试验中,未发现敲低 RAB1A 样基因的桡足类幼虫,而对照样本则发育成拟桡足 1 幼虫。此外,FOXO 样转录因子在调控影响因子计算中获得了最高分数。
我们提出了一种基于基因共表达网络的方法来鉴定在鲑鱼虱蜕皮和发育中起重要作用的基因。RNA 干扰实验证实了我们方法的有效性,并证明了 RAB1A 样基因在鲑鱼虱发育中的不可或缺作用。我们提出,我们的方法可以推广到鉴定与其他生物体感兴趣表型相关的重要基因。