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黑腹果蝇先天免疫反应的密集时间进程基因表达谱分析。

Dense time-course gene expression profiling of the Drosophila melanogaster innate immune response.

作者信息

Schlamp Florencia, Delbare Sofie Y N, Early Angela M, Wells Martin T, Basu Sumanta, Clark Andrew G

机构信息

Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA.

Statistics and Data Science, Cornell University, Ithaca, NY, USA.

出版信息

BMC Genomics. 2021 Apr 26;22(1):304. doi: 10.1186/s12864-021-07593-3.

Abstract

BACKGROUND

Immune responses need to be initiated rapidly, and maintained as needed, to prevent establishment and growth of infections. At the same time, resources need to be balanced with other physiological processes. On the level of transcription, studies have shown that this balancing act is reflected in tight control of the initiation kinetics and shutdown dynamics of specific immune genes.

RESULTS

To investigate genome-wide expression dynamics and trade-offs after infection at a high temporal resolution, we performed an RNA-seq time course on D. melanogaster with 20 time points post Imd stimulation. A combination of methods, including spline fitting, cluster analysis, and Granger causality inference, allowed detailed dissection of expression profiles, lead-lag interactions, and functional annotation of genes through guilt-by-association. We identified Imd-responsive genes and co-expressed, less well characterized genes, with an immediate-early response and sustained up-regulation up to 5 days after stimulation. In contrast, stress response and Toll-responsive genes, among which were Bomanins, demonstrated early and transient responses. We further observed a strong trade-off with metabolic genes, which strikingly recovered to pre-infection levels before the immune response was fully resolved.

CONCLUSIONS

This high-dimensional dataset enabled the comprehensive study of immune response dynamics through the parallel application of multiple temporal data analysis methods. The well annotated data set should also serve as a useful resource for further investigation of the D. melanogaster innate immune response, and for the development of methods for analysis of a post-stress transcriptional response time-series at whole-genome scale.

摘要

背景

免疫反应需要迅速启动,并根据需要维持,以防止感染的建立和扩散。与此同时,资源需要与其他生理过程保持平衡。在转录水平上,研究表明,这种平衡行为体现在对特定免疫基因起始动力学和关闭动力学的严格控制上。

结果

为了在高时间分辨率下研究感染后的全基因组表达动态和权衡,我们对黑腹果蝇在Imd刺激后20个时间点进行了RNA-seq时间进程分析。结合样条拟合、聚类分析和格兰杰因果推断等方法,通过关联有罪分析,可以详细剖析表达谱、前导-滞后相互作用以及基因的功能注释。我们鉴定出了Imd反应基因和共表达但特征不太明确的基因,它们在刺激后有立即早期反应并持续上调长达5天。相比之下,应激反应基因和Toll反应基因,其中包括博马宁,表现出早期和短暂的反应。我们还进一步观察到与代谢基因之间存在强烈的权衡,代谢基因在免疫反应完全解决之前显著恢复到感染前水平。

结论

这个高维数据集通过并行应用多种时间数据分析方法,实现了对免疫反应动态的全面研究。这个注释良好的数据集也应作为进一步研究黑腹果蝇先天免疫反应以及开发全基因组规模应激后转录反应时间序列分析方法的有用资源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e0d3/8074482/2d4292bc575b/12864_2021_7593_Fig1_HTML.jpg

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