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Record W4410058523 · doi:10.34172/bma.22

Effect of inulin supplementation on MDA level and expression of pyroptosis-related genes in type 2 diabetic patients

2025· article· en· W4410058523 on OpenAlexaff
Moloud Akbarzadeh, Erfan Banisefid, Erfan Mosharkesh, Seyede Parmis Maroufi, Seyedyashar Pourebrahimian Leilabadi, Sana Arcan, Zahra Rafiei, Sama Hasanzadeh, Alireza Ostadrahimi

Bibliographic record

VenueBiomedicine Advances · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicAdvanced Glycation End Products research
Canadian institutionsUniversity of TorontoUniversité LavalInstitut universitaire de cardiologie et de pneumologie de Québec
FundersUniversity of TabrizTabriz University of Medical Sciences
KeywordsPyroptosisType 2 diabetesGeneInulinGene expressionInternal medicineMedicineBiologyDiabetes mellitusEndocrinologyGeneticsApoptosisFood scienceProgrammed cell death

Abstract

fetched live from OpenAlex

Introduction: Type 2 diabetes mellitus (T2DM) is a chronic metabolic disorder with significant health implications. Probiotic fibers like inulin have shown the potential to improve glucose metabolism by modulating gut microbiota and related signaling pathways. This study focuses on the effect of inulin on malondialdehyde (MDA) level and expression of pyroptosis-related genes (TLR4, ASC, NLRP3, and caspase-1) in type 2 diabetic patients. Methods: In the current clinical trial, 46 patients with T2DM were randomly allocated into inulin (n=23) or placebo (n=23) group for eight weeks. Pyroptosis-related genes expression analysis was performed using real-time polymerase chain reaction (PCR). Findings: Inulin supplementation significantly reduced weight, body mass index (BMI), and waist/hip circumferences. However, no significant changes were observed in Pyroptosis-related genes expression (TLR4, ASC, NLRP3, caspase-1) or MDA serum levels. Baseline differences in dietary intake were adjusted during the analysis. Conclusion: Inulin supplementation is linked to reductions in body weight, BMI, waist and hip circumference. However, no significant association was observed with serum MDA levels or the expression of TLR4, ASC, NLRP3, and caspase-1 genes. Trial Registration: Identifier: IRCT201605262017N29; https://irct.behdasht.gov.ir/.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
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 head0.008
GPT teacher head0.334
Teacher spread0.326 · 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 designObservational
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

Citations0
Published2025
Admission routes1
Has abstractyes

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