MétaCan
Menu
Back to cohort
Record W4410662848 · doi:10.1080/03008207.2025.2507239

Response of cartilage explants to LPS cultured in normoxic and hypoxic conditions is modulated by Spirulina: implications for exercise recovery in vivo

2025· article· en· W4410662848 on OpenAlexaff
Nadia Golestani, Wendy Pearson

Bibliographic record

VenueConnective Tissue Research · 2025
Typearticle
Languageen
FieldMedicine
TopicExercise and Physiological Responses
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsIn vivoSpirulina (dietary supplement)Explant cultureHypoxia (environmental)ChemistryCartilageIn vitroCell biologyEndocrinologyInternal medicineBiologyMedicineBiochemistryAnatomyOxygenBiotechnology

Abstract

fetched live from OpenAlex

Exercise-induced inflammation and free radical production are crucial for recovery, yet excess inflammation poses risks to equine athletes, leading to conditions like arthritis. Spirulina, recognized for its antioxidant and anti-inflammatory properties, could mitigate degenerative diseases without hindering post-exercise recovery. This study investigates Spirulina’s direct impact on cartilage responses to LPS-induced inflammation in normoxic and hypoxic conditions, focusing on outcomes relevant to cartilage matrix turnover and exercise-induced inflammation. Spirulina underwent simulated digestion and liver metabolism, yielding a simulated biological extract (SPsim). In the normoxic experiment, porcine cartilage explants were cultured with SPsim (0, 30, or 90 μg/mL) for 72 h after 24 h in basal media, with LPS (0 or 10 μg/mL) added for the final 48 h. The hypoxic experiment mirrored this, with explants transferred to a hypoxia chamber for the final 48 h. Media samples collected at 0, 24, and 48 h were analyzed for biomarkers related to cartilage turnover (GAG), and exercise-induced inflammation (IL-6 and NO). Cell viability, assessed by live:dead staining, remained > 97% and unaffected by oxygen tension. In normoxic conditions, SPsim (30 μg/mL) significantly reduced GAG release at 48 h. Under hypoxia, SPsim (30 and 90 μg/mL) inhibited LPS-induced GAG release. SPsim (90 μg/mL) increased IL-6 and NO production in LPS-stimulated explants in normoxia, and a similar effect was observed with the lower SPsim dose (30 μg/mL) in hypoxic conditions. These results suggest that Spirulina may enhance cartilage mediators, potentially promoting healthy cartilage turnover during exercise recovery.

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

Direct model labels (unvalidated)

Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.

Model armCategoriesStudy designConfidence
gemmano category
Domain: not available · Genre: Empirical
About the Canadian research system: no · About a Canadian topic: no
Bench or experimentallow
gptno category
Domain: not available · Genre: Empirical
About the Canadian research system: no · About a Canadian topic: no
Bench or experimentallow
models agreeAgreement compares identical category sets and study designs across arms.

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)0.0000.001
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 head0.064
GPT teacher head0.434
Teacher spread0.370 · 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

Labeled directly by 2 models reading the full record.

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 venueConnective Tissue ResearchSame topicExercise and Physiological ResponsesFrench-language works237,207