Natural Products in <i>Cyperus</i> Species (<i>Cyperaceae</i>): Phytochemistry, Pharmacological Activities, and Biosynthesis
Bibliographic record
Abstract
The review provides an update on the traditional uses, geographical distribution, pharmacological activities, biosynthesis, and mechanisms of action of potent natural products derived from Cyperus species. Cyperus species are widely distributed in the tropical and subtropical regions across the globe. Cyperus is the second-largest genus in this family with about 950 species. Since 1964, a total of about 403 natural products have been isolated from 43 Cyperus species, including terpenoids (51.61%), flavonoids (17.37%), stilbenoids (6.45%), quinones (5.71%), aromatics (7.69%), coumarins (5.21%), and other compounds (5.96%). The isolated compounds displayed anticancer, antiviral, antidiabetic, antimicrobial, antidepressant, and other activities. Terpenoids and flavonoids are the most abundant class of natural products that have been isolated from Cyperus species. The biosynthesis of some terpenoids and flavonoids has been provided in the paper. Natural products isolated from Cyperus species have demonstrated interesting in vitro activities that warrant further scientific investigations.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".