Article ; Online: Machine learning uncovers accumulation mechanism of flavonoid compounds in Polygonatum cyrtonema Hua.
Plant physiology and biochemistry : PPB
2023 Volume 201, Page(s) 107839
Abstract: The compositions and yield of flavonoid compounds of Polygonatum cyrtonema Hua (PC) are important ...
Abstract | The compositions and yield of flavonoid compounds of Polygonatum cyrtonema Hua (PC) are important indices of the quality of medicinal materials. However, the flavonoids compositions and accumulation mechanism are still unclear in PC. Here, we identified 22 flavonoids using widely-targeted metabolome analysis in 15 genotypes of PC. Then weighted gene co-expression network analysis based on 45 transcriptome samples was performed to construct 12 co-expressed modules, in which blue module highly correlated with flavonoids was identified. Furthermore, 4 feature genes including PcCHS1, PcCHI, PcCHS2 and PcCHR5 were identified from 94 hub genes in blue module via machine learning methods support vector machine-recursive feature elimination (SVM-RFE) and random forest (RF), and their functions on metabolic flux of flavonoids pathway were confirmed by tobacco transient expression system. Our findings identified representative flavonoids and key enzymes in PC that provided new insight for elite breeding rich in flavonoids, and thus will be beneficial for rapid development of great potential economic and medicinal value of PC. |
---|---|
MeSH term(s) | Flavonoids ; Polygonatum/genetics ; Plant Breeding ; Gene Expression Profiling ; Machine Learning |
Chemical Substances | Flavonoids |
Language | English |
Publishing date | 2023-06-18 |
Publishing country | France |
Document type | Journal Article |
ZDB-ID | 742978-2 |
ISSN | 1873-2690 ; 0981-9428 |
ISSN (online) | 1873-2690 |
ISSN | 0981-9428 |
DOI | 10.1016/j.plaphy.2023.107839 |
Database | MEDical Literature Analysis and Retrieval System OnLINE |
More links
Kategorien
In stock of ZB MED Bonn / Germany
Z 2696: Show issues | ||||
Z 2005/727: Show issues |
Order via subito
This service is chargeable due to the Delivery terms set by subito. Orders including an article and supplementary material will be classified as separate orders. In these cases, fees will be demanded for each order.
Inter-library loan at ZB MED
Your chosen title can be delivered directly to ZB MED Cologne location if you are registered as a user at ZB MED Cologne.