Multi-omics integration maps CHH methylation and gene regulatory networks across heat, drought, and salt stress in rice

Plant phenotypes arise from complex interactions among genetic, epigenetic, and environmental factors. Deciphering the molecular mechanisms responsible for phenotypic variation requires comprehensive multi-omics approaches that integrate diverse genomic, transcriptomic, and environmental datasets. Here, we perform high-throughput phenotyping of rice subspecies cultivars (Nip and 93-11), covering key growth stages under heat, drought, and salt stress. Using the EfficientNet framework, we generate image embeddings for cultivar classification and stress-type identification. Whole-genome bisulfite sequencing (WGBS) identifies elevated CHH methylation under heat and drought stresses but reduced levels under salt stress at ripening. Furthermore, we construct a multi-omics network and uncover heat-responsive subnetworks. Within this, OsCam3 emerges as a key regulator of heat stress responses in both Nip and 93-11. Additionally, OsCam3 underwent different selection in the japonica and indica subpopulations. Altogether, our study highlights the interplay among epigenetic, transcriptional, and phenotypic factors in shaping stress responses, providing valuable genetic resources for future climate-resilient rice breeding.

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Publication Details

Journal
Cell Reports
Published
2026-05-01
DOI
https://doi.org/10.1016/j.celrep.2026.117352
Primary Topic
Plant Molecular Biology Research
Type
article
Field-Weighted Citation Impact
0.00

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article

Multi-omics integration maps CHH methylation and gene regulatory networks across heat, drought, and salt stress in rice

Ruihong Qu, Weijun Guo, Yichao Mao, Xie Shang et al.
Cell Reports
Plant Molecular Biology Research
article

Multi-omics integration maps CHH methylation and gene regulatory networks across heat, drought, and salt stress in rice

Ruihong Qu, Weijun Guo, Yichao Mao, Xie Shang, Tian Jian, Li Pu, Hanlin Liu, Dongwei Li, Weixuan Wang, Liwen Yang, Cong Li, Xiaofeng Gu
article en

Abstract

Plant phenotypes arise from complex interactions among genetic, epigenetic, and environmental factors. Deciphering the molecular mechanisms responsible for phenotypic variation requires comprehensive multi-omics approaches that integrate diverse genomic, transcriptomic, and environmental datasets. Here, we perform high-throughput phenotyping of rice subspecies cultivars (Nip and 93-11), covering key growth stages under heat, drought, and salt stress. Using the EfficientNet framework, we generate image embeddings for cultivar classification and stress-type identification. Whole-genome bisulfite sequencing (WGBS) identifies elevated CHH methylation under heat and drought stresses but reduced levels under salt stress at ripening. Furthermore, we construct a multi-omics network and uncover heat-responsive subnetworks. Within this, OsCam3 emerges as a key regulator of heat stress responses in both Nip and 93-11. Additionally, OsCam3 underwent different selection in the japonica and indica subpopulations. Altogether, our study highlights the interplay among epigenetic, transcriptional, and phenotypic factors in shaping stress responses, providing valuable genetic resources for future climate-resilient rice breeding.

Cell ReportsVol. 45(5)
Chinese Academy of Agricultural Sciences (CN), Biotechnology Research Institute (CA), Biotechnology Research Institute (CN)
National Natural Science Foundation of China, National Major Science and Technology Projects of China
Openalex Percentile: Top 10%
Plant Molecular Biology Research
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Multi-omics integration maps CHH methylation and gene regulatory networks across heat, drought, and salt stress in rice — Ruihong Qu, Weijun Guo, et al. · Cell Reports (2026) | TGRS Research Map | TGRS