Department of Ocean Sciences, Memorial University of Newfoundland, 1 Marine Lab Road, St. John's, NL, A1C 5S7, Canada.
Cargill Innovation Center, 4335, Dirdal, Norway.
BMC Genomics. 2018 Nov 3;19(1):796. doi: 10.1186/s12864-018-5188-6.
Dependence on marine natural resources threatens the sustainability of Atlantic salmon aquaculture. In the present study, Atlantic salmon fed for 14 weeks with an experimental diet based on animal by-products and vegetable oil (ABP) exhibited reduced growth performance compared with others fed a fish meal/fish oil based experimental diet (MAR) and a plant protein/vegetable oil-based experimental diet (VEG). To characterize the molecular changes underlying the differences in growth performance, we conducted a 44 K microarray study of the liver transcriptome of the three dietary groups.
The microarray experiment identified 122 differentially expressed features (Rank Products, PFP < 10%). Based on their associated Gene Ontology terms, 46 probes were classified as metabolic and growth-relevant genes, 25 as immune-related, and 12 as related to oxidation-reduction processes. The microarray results were validated by qPCR analysis of 29 microarray-identified transcripts. Diets significantly modulated the transcription of genes involved in carbohydrate metabolism (gck and pfkfb4), cell growth and proliferation (sgk2 and htra1), apoptosis (gadd45b), lipid metabolism (fabp3, idi1, sqs), and immunity (igd, mx, ifit5, and mhcI). Hierarchical clustering and linear correlation analyses were performed to find gene expression patterns among the qPCR-analyzed transcripts, and connections between them and muscle and liver lipid composition. Overall, our results indicate that changes in the liver transcriptome and tissue lipid composition were driven by cholesterol synthesis up-regulation by ABP and VEG diets, and the lower carbohydrate intake in the ABP group. Two of the microarray-identified genes (sgk2 and htra1) might be key to explaining glucose metabolism regulation and the dietary-modulation of the immune system in fish. To evaluate the potential of these genes as predictive biomarkers, we subjected the qPCR data to a stepwise discriminant analysis. Three sets of no more than four genes were found to be able to predict, with high accuracy (67-94%), salmon growth and fatty acid composition.
This study provides new findings on the impact of terrestrial animal and plant products on the nutrition and health of farmed Atlantic salmon, and a new method based on gene biomarkers for potentially predicting desired phenotypes, which could help formulate superior feeds for the Atlantic salmon aquaculture industry.
对海洋自然资源的依赖威胁着大西洋鲑鱼养殖的可持续性。在本研究中,与其他用基于鱼粉/鱼油的实验饲料(MAR)和基于植物蛋白/植物油的实验饲料(VEG)喂养的鱼相比,用基于动物副产品和植物油的实验饲料(ABP)喂养 14 周的大西洋鲑鱼表现出生长性能下降。为了描述生长性能差异的分子变化,我们对三组饮食的肝脏转录组进行了 44K 微阵列研究。
微阵列实验确定了 122 个差异表达特征(Rank Products,PFP<10%)。基于它们相关的基因本体术语,46 个探针被归类为代谢和生长相关基因,25 个与免疫相关,12 个与氧化还原过程相关。微阵列结果通过 29 个微阵列鉴定的转录物的 qPCR 分析进行验证。饮食显著调节参与碳水化合物代谢(gck 和 pfkfb4)、细胞生长和增殖(sgk2 和 htra1)、细胞凋亡(gadd45b)、脂质代谢(fabp3、idi1、sqs)和免疫(igd、mx、ifit5 和 mhcI)的基因转录。进行层次聚类和线性相关分析,以找到 qPCR 分析的转录物之间的基因表达模式,以及它们与肌肉和肝脏脂质组成之间的联系。总的来说,我们的结果表明,肝脏转录组和组织脂质组成的变化是由 ABP 和 VEG 饮食上调胆固醇合成以及 ABP 组碳水化合物摄入较低驱动的。两个微阵列鉴定的基因(sgk2 和 htra1)可能是解释鱼类葡萄糖代谢调节和免疫系统饮食调节的关键。为了评估这些基因作为预测生物标志物的潜力,我们对 qPCR 数据进行了逐步判别分析。发现不超过四组的三个基因集能够以 67-94%的高精度预测鲑鱼生长和脂肪酸组成。
本研究提供了关于陆地动物和植物产品对养殖大西洋鲑鱼营养和健康的影响的新发现,以及一种基于基因生物标志物的新方法,可用于潜在预测所需表型,这有助于为大西洋鲑鱼养殖行业制定更好的饲料。