Abstract

Key messageThis study showed the systematic identification of long non-coding RNAs (lncRNAs) involving in flag leaf senescence of rice, providing the possible lncRNA-mRNA regulatory relationships and lncRNA-miRNA-mRNA ceRNA networks during leaf senescence.LncRNAs have been reported to play crucial roles in diverse biological processes. However, no systematic identification of lncRNAs associated with leaf senescence in plants has been studied. In this study, a genome-wide high throughput sequencing analysis was performed using rice flag leaves developing from normal to senescence. A total of 3953 lncRNAs and 38757 mRNAs were identified, of which 343 lncRNAs and 9412 mRNAs were differentially expressed. Through weighted gene co-expression network analysis (WGCNA), 22 continuously down-expressed lncRNAs targeting 812 co-expressed mRNAs and 48 continuously up-expressed lncRNAs targeting 1209 co-expressed mRNAs were considered to be significantly associated with flag leaf senescence. Gene Ontology results suggested that the senescence-associated lncRNAs targeted mRNAs involving in many biological processes, including transcription, hormone response, oxidation–reduction process and substance metabolism. Additionally, 43 senescence-associated lncRNAs were predicted to target 111 co-expressed transcription factors. Interestingly, 8 down-expressed lncRNAs and 29 up-expressed lncRNAs were found to separately target 12 and 20 well-studied senescence-associated genes (SAGs). Furthermore, analysis on the competing endogenous RNA (CeRNA) network revealed that 6 down-expressed lncRNAs possibly regulated 51 co-expressed mRNAs through 15 miRNAs, and 14 up-expressed lncRNAs possibly regulated 117 co-expressed mRNAs through 21 miRNAs. Importantly, by expression validation, a conserved miR164-NAC regulatory pathway was found to be possibly involved in leaf senescence, where lncRNA MSTRG.62092.1 may serve as a ceRNA binding with miR164a and miR164e to regulate three transcription factors. And two key lncRNAs MSTRG.31014.21 and MSTRG.31014.36 also could regulate the abscisic-acid biosynthetic gene BGIOSGA025169 (OsNCED4) and BGIOSGA016313 (NAC family) through osa-miR5809. The possible regulation networks of lncRNAs involving in leaf senescence were discussed, and several candidate lncRNAs were recommended for prior transgenic analysis. These findings will extend the understanding on the regulatory roles of lncRNAs in leaf senescence, and lay a foundation for functional research on candidate lncRNAs.

Highlights

  • Non-coding RNAs are the main products of the eukaryotic transcriptome and possess key regulatory functions (Fabbri and Calin 2010)

  • The results showed that expression levels of Long non-coding RNAs (lncRNAs) MSTRG.62092.1 and mRNAs BGIOSGA037778 (NAC family), BGIOSGA008492 (NAC family), and BGIOSGA002469 (MYB family) increased with the flag leaf developing to senescence (Fig. 11a–d), suggesting that lncRNA MSTRG.62092.1 could bind with osa-miR164a and osa-miR164e to regulate the expression of these three transcription factors (TFs) in the leaf senescence process

  • In this study, a total of 3953 lncRNAs and 38757 mRNAs were identified in flag leaves of rice at five developmental stages from normal to senescence by using the genome-wide high throughput sequencing

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Summary

Introduction

Non-coding RNAs are the main products of the eukaryotic transcriptome and possess key regulatory functions (Fabbri and Calin 2010). A comprehensive view of 833 high-confidence lncRNAs including 652 intergenic and 181 antisense lncRNAs in cassava have been identified under drought stress condition, of which 124 are drought-responsive (Ding et al 2019). Overexpression of lncRNA T5120 in Arabidopsis promotes the response to nitrate, enhances nitrate assimilation, and improves biomass and root development (Liu et al 2019). A total of 567 disease-responsive lncRNAs in rice have been systematically identified, among which, overexpression of lncRNA ALEX1 could activate jasmonate pathway and enhance resistance to bacterial blight (Yu et al 2020). Taken together, these results all show the essential functions of lncRNAs in various biological processes, but not decipher in leaf senescence

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