State Local Joint Engineering Research Center for Ginseng Breeding and Development, Jilin Agricultural University, Changchun, China.
College of Chinese Medicinal Materials, Jilin Agricultural University, ChangchunJilin, 130118, China.
Sci Rep. 2021 Apr 28;11(1):9211. doi: 10.1038/s41598-021-88709-3.
Ginseng rusty root symptom (GRS) is one of the primary diseases of ginseng. It leads to a severe decline in the quality of ginseng and significantly affects the ginseng industry. The regulatory mechanism of non-coding RNA (ncRNA) remains unclear in the course of disease. This study explored the long ncRNAs (lncRNAs), circular RNAs (circRNAs), and microRNAs (miRNAs) in GRS tissues and healthy ginseng (HG) tissues and performed functional enrichment analysis of the screened differentially expressed ncRNAs. Considering the predictive and regulatory effects of ncRNAs on mRNAs, we integrated ncRNA and mRNA data to analyze and construct relevant regulatory networks. A total of 17,645 lncRNAs, 245 circRNAs, and 299 miRNAs were obtained from HG and GRS samples, and the obtained ncRNAs were characterized, including the classification of lncRNAs, length and distribution of circRNA, and the length and family affiliations of miRNAs. In the analysis of differentially expressed ncRNA target genes, we found that lncRNAs may be involved in the homeostatic process of ginseng tissues and that lncRNAs, circRNAs, and miRNAs are involved in fatty acid-related regulation, suggesting that alterations in fatty acid-related pathways may play a key role in GRS. Besides, differentially expressed ncRNAs play an essential role in regulating transcriptional translation processes, primary metabolism such as starch and sucrose, and secondary metabolism such as alkaloids in ginseng tissues. Finally, we integrated the correlations between ncRNAs and mRNAs, constructed corresponding interaction networks, and identified ncRNAs that may play critical roles in GRS. These results provide a basis for revealing GRS's molecular mechanism and enrich our understanding of ncRNAs in ginseng.
人参锈腐病根病(GRS)是人参的主要病害之一,它导致人参品质严重下降,对人参产业影响显著。非编码 RNA(ncRNA)在发病过程中的调控机制尚不清楚。本研究探讨了 GRS 组织和健康人参(HG)组织中的长链非编码 RNA(lncRNA)、环状 RNA(circRNA)和 microRNA(miRNA),并对筛选出的差异表达 ncRNA 进行了功能富集分析。考虑到 ncRNA 对 mRNAs 的预测和调控作用,我们整合了 ncRNA 和 mRNA 数据,对相关调控网络进行了分析和构建。从 HG 和 GRS 样本中获得了 17645 个 lncRNA、245 个 circRNA 和 299 个 miRNA,并对获得的 ncRNA 进行了特征分析,包括 lncRNA 的分类、circRNA 的长度和分布以及 miRNA 的长度和家族归属。在差异表达 ncRNA 靶基因分析中,我们发现 lncRNA 可能参与人参组织的内稳态过程,lncRNA、circRNA 和 miRNA 参与脂肪酸相关调控,提示脂肪酸相关通路的改变可能在 GRS 中发挥关键作用。此外,差异表达的 ncRNAs 在调节转录翻译过程、淀粉和蔗糖等初级代谢以及人参组织中的生物碱等次生代谢中起着重要作用。最后,我们整合了 ncRNA 和 mRNAs 之间的相关性,构建了相应的相互作用网络,并鉴定了可能在 GRS 中发挥关键作用的 ncRNA。这些结果为揭示 GRS 的分子机制提供了依据,并丰富了我们对人参中 ncRNA 的认识。