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Record W4414347771 · doi:10.1093/nutrit/nuaf172

Berberine: A Bitter Phytochemical With Diversely Sweet Therapeutic Properties

2025· article· en· W4414347771 on OpenAlexafffund
Bernhard Sikora, Mir Babak Bahadori, Agnieszka D Magg, Nikon Moghadasian, Mohammed H. Moghadasian

Bibliographic record

VenueNutrition Reviews · 2025
Typearticle
Languageen
FieldMedicine
TopicBerberine and alkaloids research
Canadian institutionsCanadian Science Centre for Human and Animal HealthAgriculture and Agri-Food CanadaResearch Manitoba
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsBerberinePhytochemicalIn vivoType 2 diabetesDiabetes mellitusAntioxidantInsulinPhytotherapyBiological activity

Abstract

fetched live from OpenAlex

Phytochemicals are bioactive secondary plant metabolites that can exert various biological effects in humans and animals. To date, hundreds of different phytochemicals have been identified along with their health-promoting effects. These substances are extracted from various parts of plants, purified, and processed as the main compounds in dietary supplements or nutraceuticals. Among them, berberine has been recognized for its diverse metabolic and therapeutic properties against cardiovascular disorders, type 2 diabetes, hypercholesterolemia, acute and chronic renal disorders, fatty liver disease, various forms of cancer, periodontitis, and others. The best-described mechanisms of action for its health-promoting effects are proposed to be through enhancing the endogenous antioxidant system, inhibiting the secretion of inflammatory cytokines, upregulating hepatic LDL receptors, enhancing insulin secretion, inhibiting hepatic gluconeogenesis, and regulating blood pressure and heart rate among others. In this article, we critically reviewed and summarized well-designed in vitro and in vivo studies, including recent clinical trials investigating the metabolic and therapeutic properties of berberine and its derivatives. Among the many health-promoting effects of berberine and its derivatives, their efficacy in managing type 2 diabetes is particularly promising. Indeed, available evidence suggests that further investigations may reveal that berberine ursodeoxycholate offers comparable efficacy to metformin, with fewer side effects. The superior efficacy and safety profile make this agent suitable for patients with type 2 diabetes with kidney and liver complications.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.587
Threshold uncertainty score0.353

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.054
GPT teacher head0.328
Teacher spread0.274 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations5
Published2025
Admission routes2
Has abstractyes

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