ArticleInternational journal of molecular sciences2025
Transcriptome and MicroRNA Analysis of
Article in International journal of molecular sciences, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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Who cites it
2 citing papers in PubMed.
- Epigenetic orchestration of sugar signaling in plant development and stress adaptation.Horticulture research · 2026Article
- Comparative Transcriptome Analysis of Walnuts (Plants (Basel, Switzerland) · 2025Article
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Authors and funding
7 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Walnuts are among the globally significant woody food and oil tree species. At high latitudes, they frequently experience late-frost damage, inducing low-temperature stress, which significantly affects walnut seedlings. The aim of this study was to investigate the physiological and biochemical alterations in walnut seedlings under low-temperature (LT) stress along with its underlying molecular mechanisms. Physiological indices were determined, and the transcriptome and miRNA were sequenced by sampling leaves (0 h, 6 h, 12 h, 24 h, and 48 h) of two-month-old live seedlings of walnuts treated with a low temperature of 4 °C. The results indicated that LT stress induced an increase in electrical conductivity and malondialdehyde content while simultaneously causing a reduction in Fv/Fm. From the transcriptome comparison between the control and treated groups, a total of 12,566 differentially expressed genes (DEGs) were identified, consisting of 6829 up-regulated and 5737 down-regulated genes. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses revealed that the DEGs were primarily enriched in polysaccharide metabolic processes, responses to abscisic acid and phenylpropanoid biosynthesis pathways. Furthermore, the miRNA database identified 1052 miRNAs in response to low-temperature stress in walnuts; these miRNAs were found to target 7043 predicted genes. Through the integration and analysis of transcriptome and miRNA data, 244 differential DEGs were identified. Following GO and KEGG enrichment analyses of the differential target genes, we identified that these genes primarily regulate pathways involved in starch and sucrose metabolism, glyoxylate and dicarboxylate metabolism, and glycerophospholipid biosynthesis, as well as phenylalanine, tyrosine, and tryptophan biosynthesis, in walnut leaves under LT stress. Additionally, we conducted an in-depth analysis of the associations between differentially expressed genes (DEGs) and differentially expressed microRNAs (DEMs) within the starch and sucrose metabolism pathway. Real-time fluorescent quantitative PCR (qRT-PCR) validation of the expression patterns of a subset of differential genes confirmed the accuracy of the transcriptome data. This study unveils the potential molecular mechanisms underlying walnut's response to low-temperature stress, providing valuable genetic resources for future research on the cold tolerance mechanisms of walnut in response to late-frost damage.
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