# Transcriptome and gene co-expression network analysis revealed a putative regulatory mechanism of low nitrogen response in rice seedlings

**Authors:** Bright G. Adu, Yoshihiro Ohmori, Astushi J. Nagano, Toru Fujiwara

PMC · DOI: 10.3389/fpls.2025.1547897 · 2025-06-10

## TL;DR

This study explores how rice seedlings respond to low nitrogen by analyzing gene expression and co-expression networks, identifying key genes and pathways involved in nitrogen tolerance.

## Contribution

The study identifies a putative regulatory mechanism for low nitrogen response in rice seedlings using transcriptome and co-expression network analysis.

## Key findings

- RNA-Seq analysis revealed significant changes in gene expression related to nitrogen and carbon metabolism under low nitrogen conditions.
- WGCNA identified gene modules and hub genes, including those involved in ion transport and root development, which may facilitate nitrogen acquisition under low N.
- Cell activity and cell wall modification modules were found to be coordinated by OsLBD3-1, promoting root development under low nitrogen.

## Abstract

In rice, nitrate (NO3
−) and ammonium (NH4
+) are the main sources of inorganic nitrogen (N) for growth, which also serve as signaling molecules. Depending on the N status, plants modulate their physiological traits such as root system architecture (RSA) and transcriptome makeup, including N uptake and assimilation genes, to adapt to the amount of N available in the growth medium. In this study, time-course hydroponic experiment under low N (0.4 mM NH4
+) and sufficient N (1.6 mM NH4
+) was performed using low N tolerant introgression lines, KRIL8 and KRIL37, which carry a small region of the wild rice Oryza rufipogon genome in the Oryza sativa L. cv Koshihikari background. RNA-Seq analysis was used to profile changes in gene expression related to N and carbon metabolism which varied significantly and identified the accumulation of transcripts involved in secondary metabolite synthesis at the peak of low N stress. Weighted gene co-expression network analysis (WGCNA) identified several gene modules and their hub genes, including ion transport related modules consisting of genes that negatively regulate N uptake including OsHHO3, OsBT, and OsACTPK1 in all the lines. The repression of these genes under low N could be a basic mechanism to facilitate N acquisition in rice roots. The network analysis also identified cell activity and cell wall modification modules in the introgression lines which could be coordinated by OsLBD3-1, a paralogue of the Crown rootless1 gene for the promotion of root development to enhance N acquisition under low N conditions. The present analysis revealed the involvement of major pathways for low nitrogen tolerance of the selected lines.

## Linked entities

- **Chemicals:** nitrate (PubChem CID 943), ammonium (PubChem CID 223)
- **Species:** Oryza rufipogon (taxon 4529)

## Full-text entities

- **Chemicals:** N (MESH:D009584), NO (MESH:D009614), carbon (MESH:D002244), nitrate (MESH:D009566), ammonium (MESH:D064751)
- **Species:** Oryza rufipogon (brownbeard rice, species) [taxon 4529], Oryza sativa (Asian cultivated rice, species) [taxon 4530]

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12185425/full.md

---
Source: https://tomesphere.com/paper/PMC12185425