ArticleInternational journal of molecular sciences2020
Integrative Analyses of Widely Targeted Metabolic Profiling and Transcriptome Data Reveals Molecular Insight into Metabolomic Variations during Apple (
Article in International journal of molecular sciences, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers.
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Who cites it
40 citing papers in PubMed, 95 citations in OpenAlex.
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- UPLC-MS/MS-based analysis of the effect of bagging on polyphenols in apple varieties and metabolomic characterization before and after bag removal.Food chemistry: X · 2026Article
- Assessment of taste profile dynamics during crabapple (Frontiers in nutrition · 2026Article
- Analysis of changes and biosynthesis mechanism of flavonoids in Peel of Coffea Arabica L. during ripening based on metabolome and transcriptome.BMC genomics · 2025Article
- Growth regulation during early fruit development in apple (Malus × domestica Borkh.): a temporal event map of transcriptome and phytohormone changes.BMC plant biology · 2025Article
- Proteomic mechanism of sugar and organic acid metabolism during Korla fragrant pear (Pyrus sinkiangensis Yü) fruit development.Scientific reports · 2025Article
- Integrated Transcriptomic and Metabolomic Profiling Identifies Candidate Genes and Pathways Associated With Pedicel Abscission Susceptibility inFood science & nutrition · 2025Article
- Cell Wall-Based Machine Learning Models to Predict Plant Growth Using Onion Epidermis.International journal of molecular sciences · 2025Article
- Comparative Transcriptome Analysis Reveals Potential Molecular Regulation of Organic Acid Metabolism During Fruit Development in Late-Maturing Hybrid Citrus Varieties.International journal of molecular sciences · 2025Article
- Metabolomics Unveiled the Accumulation Characteristics of Taste Compounds During the Development and Maturation of Litchi Fruit.Foods (Basel, Switzerland) · 2025Article
- Cultivar and origin authentication of 'Fuji' and 'gala' apples from two dominant origins of China based on quality attributes.Food chemistry: X · 2024Article
- Changes in the proteomics and metabolomics profiles of Cormus Domestica (L.) fruits during the ripening process.BMC plant biology · 2024Article
- Functional Identification of the Terpene Synthase Family Involved in Biosynthesis inMolecules (Basel, Switzerland) · 2024Article
- Metabolome and transcriptome analyses reveal changes of rapeseed in response to ABA signal during early seedling development.BMC plant biology · 2024Article
- Editorial: Transcriptomics of fruit growth, development and ripening.Frontiers in plant science · 2024Article
- Integrative Metabolomic and Transcriptomic Landscape duringInternational journal of molecular sciences · 2023Article
- Plant Life with and without Oxygen: A Metabolomics Approach.International journal of molecular sciences · 2023Review
- Heterologous Overexpression of ApplePlants (Basel, Switzerland) · 2023Article
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Authors and funding
9 authors at 1 institution in 1 country.
Funding
Abstract
The apple is a favorite fruit for human diet and is one of the most important commercial fruit crops around the world. Investigating metabolic variations during fruit development can provide a better understanding on the formation of fruit quality. The present study applied a widely targeted LC-MS-based metabolomics approach with large-scale detection, identification and quantification to investigate the widespread metabolic changes during "Pinova" apple development and ripening. A total of 462 primary and secondary metabolites were simultaneously detected, and their changes along with the four fruit-development stages were further investigated. The results indicated that most of the sugars presented increasing accumulation levels while organic acid, including Tricarboxylic acid cycle (TCA) intermediates, showed a distinct decreasing trend across the four fruit-development stages. A total of 207 secondary metabolites consisted of 104 flavonoids and 103 other secondary metabolites. Many flavonoids maintained relatively high levels in the early fruit stage and then rapidly decreased their levels at the following developmental stages. Further correlation analyses of each metabolite-metabolite pair highlighted the cross talk between the primary and secondary metabolisms across fruit development and ripening, indicating the significant negative correlations between sugars and secondary metabolites. Moreover, transcriptome analysis provided the molecular basis for metabolic variations during fruit development. The results showed that most differentially expressed genes (DEGs) involved in the TCA cycle were upregulated from the early fruit stage to the preripening stage. The extensive downregulation of controlling genes involved in the flavonoid pathway is probably responsible for the rapid decrease of flavonoid content at the early fruit stage. These data provide a global view of the apple metabolome and a comprehensive analysis on metabolomic variations during fruit development, providing a broader and better understanding on the molecular and metabolic basis of important fruit quality traits in commercial apples.
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