An Interpretable Ensemble-Learning Framework for Decoding Multi-Component–Multi-Bioactivity Relationships in Salvia miltiorrhiza Based on 1H NMR Metabolomics and Lifecycle-Oriented Bioassays

Wenzhu Li, Shasha Li, Hang Yu, Xiaozhou Zou, Yichao Lu, Zhiyan Chen, Nan Wang, Jiana Shi, Kaiyue Ji, Ping Huang

Open source

DOI
10.3390/metabo16100798
Published
2026-10-21
Container
Metabolites
Publisher
MDPI AG
Open access
unknown

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BibTeX

@article{allodium:10.3390/metabo16100798,
  title = {An Interpretable Ensemble-Learning Framework for Decoding Multi-Component–Multi-Bioactivity Relationships in Salvia miltiorrhiza Based on 1H NMR Metabolomics and Lifecycle-Oriented Bioassays},
  author = {Wenzhu Li and Shasha Li and Hang Yu and Xiaozhou Zou and Yichao Lu and Zhiyan Chen and Nan Wang and Jiana Shi and Kaiyue Ji and Ping Huang},
  year = {2026},
  journal = {Metabolites},
  doi = {10.3390/metabo16100798},
  url = {https://doi.org/10.3390/metabo16100798}
}

RIS

TY  - JOUR
TI  - An Interpretable Ensemble-Learning Framework for Decoding Multi-Component–Multi-Bioactivity Relationships in Salvia miltiorrhiza Based on 1H NMR Metabolomics and Lifecycle-Oriented Bioassays
AU  - Wenzhu Li
AU  - Shasha Li
AU  - Hang Yu
AU  - Xiaozhou Zou
AU  - Yichao Lu
AU  - Zhiyan Chen
AU  - Nan Wang
AU  - Jiana Shi
AU  - Kaiyue Ji
AU  - Ping Huang
PY  - 2026
JO  - Metabolites
DO  - 10.3390/metabo16100798
UR  - https://doi.org/10.3390/metabo16100798
ER  - 

APA

Li, W., Li, S., Yu, H., Zou, X., Lu, Y., Chen, Z., Wang, N., Shi, J., Ji, K., & Huang, P. (2026). An Interpretable Ensemble-Learning Framework for Decoding Multi-Component–Multi-Bioactivity Relationships in Salvia miltiorrhiza Based on 1H NMR Metabolomics and Lifecycle-Oriented Bioassays. Metabolites. https://doi.org/10.3390/metabo16100798

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