ArticleBMC genomics2014
Combining metabolomics and transcriptomics to characterize tanshinone biosynthesis in Salvia miltiorrhiza.
Article in BMC genomics, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 77 papers.
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Who cites it
77 citing papers in PubMed, 195 citations in OpenAlex.
- Integration of Transcriptomics and Metabolomics Reveals Organ-Specific Biosynthesis and Accumulation of Pharmacologically Active Flavonoids inPlants (Basel, Switzerland) · 2026Article
- Quantitative Trait Locus Mapping and Candidate Gene Analysis of the Contents of Three Tanshinone Components in Salvia miltiorrhiza Bunge.Biochemical genetics · 2025Article
- Time-series transcriptome analysis reveals the cascade mechanism of biological processes following the perturbation of the MVA pathway in Salvia miltiorrhiza.Plant molecular biology · 2025Article
- Combined analysis of proteomics and metabolism reveals critical roles of oxidoreductase activity in mushrooms stimulated by wolfberry and sea buckthorn substrates.Frontiers in nutrition · 2025Article
- Integrated transcriptome and metabolism unravel critical roles of carbon metabolism and oxidoreductase in mushroom with Korshinsk peashrub substrates.BMC genomics · 2024Article
- Transcriptome sequencing and metabolome analysis reveal the molecular mechanism of Salvia miltiorrhiza in response to drought stress.BMC plant biology · 2024Article
- Comparative transcriptomics of two Salvia subg. Perovskia species contribute towards molecular background of abietane-type diterpenoid biosynthesis.Scientific reports · 2024Article
- Integrated metabolome and transcriptome analysis provide insight into the biosynthesis of flavonoids inFrontiers in plant science · 2024Article
- Metabolic and Transcriptomic Approaches of Chitosan and Water Stress on Polyphenolic and Terpenoid Components and Gene Expression inInternational journal of molecular sciences · 2023Article
- Tanshinone IIA targeting cell signaling pathways: a plausible paradigm for cancer therapy.Pharmacological reports : PR · 2023Review
- Comparative transcriptome analysis of Veratrum maackii and Veratrum nigrum reveals multiple candidate genes involved in steroidal alkaloid biosynthesis.Scientific reports · 2023Article
- Analysis of the difference between early-bolting and non-bolting roots of Angelica dahurica based on transcriptome sequencing.Scientific reports · 2023Article
- Beneficial effects of endophytic fungi inoculation on tanshinones and phenolic compounds ofIranian journal of basic medical sciences · 2023Article
- The Current Developments in Medicinal Plant Genomics Enabled the Diversification of Secondary Metabolites' Biosynthesis.International journal of molecular sciences · 2022Review
- Recent advances in proteomics and metabolomics in plants.Molecular horticulture · 2022Review
- The Integration of Metabolomics with Other Omics: Insights into Understanding Prostate Cancer.Metabolites · 2022Review
- The ease and complexity of identifying and using specialized metabolites for crop engineering.Emerging topics in life sciences · 2022Review
- Tanshinones: Leading the way into Lamiaceae labdane-related diterpenoid biosynthesis.Current opinion in plant biology · 2022Review
- Regulatory network of ginsenoside biosynthesis under Ro stress in the hairy roots ofFrontiers in bioengineering and biotechnology · 2022Article
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17 more citing papers are in PubMed but not listed here.
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Authors and funding
13 authors at 6 institutions in 2 countries.
Funding
Abstract
backgroundPlant natural products have been co-opted for millennia by humans for various uses such as flavor, fragrances, and medicines. These compounds often are only produced in relatively low amounts and are difficult to chemically synthesize, limiting access. While elucidation of the underlying biosynthetic processes might help alleviate these issues (e.g., via metabolic engineering), investigation of this is hindered by the low levels of relevant gene expression and expansion of the corresponding enzymatic gene families. However, the often-inducible nature of such metabolic processes enables selection of those genes whose expression pattern indicates a role in production of the targeted natural product.
resultsHere, we combine metabolomics and transcriptomics to investigate the inducible biosynthesis of the bioactive diterpenoid tanshinones from the Chinese medicinal herb, Salvia miltiorrhiza (Danshen). Untargeted metabolomics investigation of elicited hairy root cultures indicated that tanshinone production was a dominant component of the metabolic response, increasing at later time points. A transcriptomic approach was applied to not only define a comprehensive transcriptome (comprised of 20,972 non-redundant genes), but also its response to induction, revealing 6,358 genes that exhibited differential expression, with significant enrichment for up-regulation of genes involved in stress, stimulus and immune response processes. Consistent with our metabolomics analysis, there appears to be a slower but more sustained increased in transcript levels of known genes from diterpenoid and, more specifically, tanshinone biosynthesis. Among the co-regulated genes were 70 transcription factors and 8 cytochromes P450, providing targets for future investigation.
conclusionsOur results indicate a biphasic response of Danshen terpenoid metabolism to elicitation, with early induction of sesqui- and tri- terpenoid biosynthesis, followed by later and more sustained production of the diterpenoid tanshinones. Our data provides a firm foundation for further elucidation of tanshinone and other inducible natural product metabolism in Danshen.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.