MétaCan
Menu
Back to cohort
Record W4416304404 · doi:10.1186/s13020-025-01251-6

Berberine ameliorates high-fat diet-induced metabolic disorders through promoting gut Akkermansia and modulating bile acid metabolism

2025· article· en· W4416304404 on OpenAlexaff
Weijian Hang, Rui Yin, Lu He, Xuan Cao, Juan Chen

Bibliographic record

VenueChinese Medicine · 2025
Typearticle
Languageen
FieldMedicine
TopicBerberine and alkaloids research
Canadian institutionsUniversity of Toronto
FundersNational Key Research and Development Program of ChinaNational Natural Science Foundation of China
KeywordsBerberineAkkermansiaBile acidMetabolismRanunculaceaeTraditional Chinese medicineAkkermansia muciniphila

Abstract

fetched live from OpenAlex

BACKGROUND: Coptidis Rhizoma, the rhizome of Coptis chinensis Franch., has long been employed in the treatment of diabetes. Its active component, berberine, has been utilized in clinical practice; however, the underlying mechanisms of its protective effects remain to be fully elucidated. METHODS: Metabolomics and lipidomics analyzed plasma metabolite and lipid changes in mice fed a high-fat diet and treated with 25 mg/kg/day berberine for three months. Metagenomics and microbiota transplantation identified gut microbiota responding to berberine. Co-administration of berberine and Akkermansia was studied for metabolic effects, analyzing plasma and fecal metabolomics. RESULTS: Berberine reduced triglycerides and cholesterol, showing metabolic protective effects. Metagenomics identified Akkermansia as key to berberine's benefits, validated by microbiota transplantation. Berberine enhanced Akkermansia growth, preserving intestinal mucus and tight junctions. It promotes the conversion of cholesterol to bile acids by inhibiting adenosine 5 '-monophosphate -activated protein kinase (AMPK), which promotes the expression of cholesterol 7-alpha hydroxylase (CYP7A1). Co-administration of berberine and Akkermansia amplified these effects. Potential metabolites, including linoleic acid and N-acetylputrescine, contributed to the observed benefits. CONCLUSION: Berberine, through Akkermansia, maintains intestinal integrity and reduces cholesterol, highlighting its potential as a therapeutic agent for metabolic disorders. Combining berberine with Akkermansia enhances its efficacy against hyperlipidemia.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.014
GPT teacher head0.327
Teacher spread0.313 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueChinese MedicineSame topicBerberine and alkaloids researchFrench-language works237,207