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Record W4411250312 · doi:10.1002/jeo2.70309

Growth differentiation factor 5 improves meniscal healing in a pilot study on rats

2025· article· en· W4411250312 on OpenAlexafffund
David Mazy, Nathaniel Léveillé, Line Séguy, Irene Londoño, Florina Moldovan, Marie‐Lyne Nault

Bibliographic record

VenueJournal of Experimental Orthopaedics · 2025
Typearticle
Languageen
FieldMedicine
TopicKnee injuries and reconstruction techniques
Canadian institutionsCentre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-MontréalHôpital du Sacré-Cœur de MontréalUniversité de MontréalCentre Hospitalier Universitaire Sainte-Justine
FundersCanada First Research Excellence Fund
KeywordsOrthopedic surgeryMedicineSurgery

Abstract

fetched live from OpenAlex

Abstract Purpose Meniscus injuries are common, but failed repairs remain an issue. The aim of this study was to demonstrate, in an in vivo rat model, the ability of growth differentiation factor 5 (GDF5) to improve meniscal tear healing. Methods Eight Lewis rats (four females and four males) underwent radial tear of the medial meniscus on the right knee. There were two post‐operative treatments: the GDF5 group (n = 4) received 0.1 mg/mL of GDF5, and the saline group (n = 4) a saline injection. The eight left knees were the control without surgery. Sacrifice was six weeks post‐operatively. The GDF5 and saline groups were compared according to histology and meniscus healing score (MHS) in different zones: red‐red (R‐R), red‐white (R‐W) and white‐white (W‐W). Results In the R‐R zone, the median [interquartile range, IQR] MHS was 2.5 [2–3] in the GDF5 group and 2 [1.25–2] in the saline group (p = 0.200), and in the W‐R zone it was 2 [2–2.75] for GDF5 and 1 [1–1.75] for saline (p = 0.047). There was no difference in the W‐W zone (median MHS under one; p = 0.686). Regardless of groups, median [IQR] MHS in R‐R (2 [2–2.75]) and R‐W zones (2 [1–2]) were significantly higher (p < 0.001) than in the W‐W zone (0 [0–1]). MHS intraclass correlation coefficient inter‐observer was 0.88 and intra‐observer was 0.90. Conclusions GDF5 increases meniscal healing, especially in the R‐W zone, although the W‐W zone remains challenging. GFD5 is a promising factor for improving meniscus healing. The small sample size and absence of biomechanical evaluation are limitations that warrant caution when interpreting these findings. Further studies with larger sample sizes in larger animal models, combined with meniscal repair, are required to confirm these preliminary results. Study Design Animal laboratory study. Level of Evidence Level V, animal study.

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)0.001
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
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.000
Science and technology studies0.0000.001
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 head0.022
GPT teacher head0.331
Teacher spread0.310 · 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".

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Citations1
Published2025
Admission routes2
Has abstractyes

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