MétaCan
Menu
Back to cohort
Record W2897735913 · doi:10.1089/ten.tea.2018.0211

Hypoxia and TGF-β3 Synergistically Mediate Inner Meniscus-Like Matrix Formation by Fibrochondrocytes

2018· article· en· W2897735913 on OpenAlexafffund
Alexander R. A. Szojka, Brayden Lyons, Colleen N. Moore, Yan Liang, Melanie Kunze, Enaam Idrees, Aillette Mulet‐Sierra, Nadr M. Jomha, Adetola B. Adesida

Bibliographic record

VenueTissue Engineering Part A · 2018
Typearticle
Languageen
FieldMedicine
TopicKnee injuries and reconstruction techniques
Canadian institutionsUniversity of Alberta HospitalUniversity of Alberta
FundersCanadian Institutes of Health Research
KeywordsExtracellular matrixCell biologyTransforming growth factorChemistryHypoxia (environmental)MeniscusGene isoformTransforming growth factor betaBiologyBiochemistryGene

Abstract

fetched live from OpenAlex

Objective: To investigate hypoxia and TGF-β3 effects on inner meniscus-like extracellular matrix (ECM) formation and related gene expression by meniscus fibrochondrocytes (MFCs). Design: Aggregates of human MFCs were cultured for 3 weeks under hypoxia (3% O 2 ) or normoxia (atmospheric O 2 ) with or without TGF-β3 supplementation (10 ng/mL). Inner meniscus-like ECM formation was assessed by biochemistry, histology, and immunofluorescence. mRNA expression of ECM-related genes, TGF-β isoforms 1–3, and hypoxia-inducible factor-1 (HIF-1) targets were assessed by quantitative real-time polymerase chain reaction. Results: Hypoxia and TGF-β3 supplementation synergistically induced inner meniscus-like ECM formation at the protein level with similar effects on ECM-related gene expression. Hypoxia alone did not induce an inner meniscus-like ECM-forming response nor upregulate mRNA of TGF-β isoforms. Expression of HIF-1α and HIF-1 target genes suggested that HIF-1 was a possible contributor to the observed synergistic interactions of hypoxia and TGF-β3 supplementation. Conclusion: Hypoxia and TGF-β3 supplementation synergistically induced inner meniscus ECM formation by adult human MFCs. Hypoxia alone is insufficient to induce an inner meniscus ECM-forming response in this culture model. Impact Statement The interactions of hypoxia and TGF-β3 in aggregates of human meniscus fibrochondrocytes are synergistic in nature, suggesting combinatorial strategies using these factors are promising for tissue engineering the inner meniscus regions. Hypoxia alone in the absence of TGF-β supplementation may be insufficient to initiate an inner meniscus-like extracellular matrix-forming response in this model.

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 score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

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)0.0010.000

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 head0.005
GPT teacher head0.246
Teacher spread0.241 · 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

Citations15
Published2018
Admission routes2
Has abstractyes

Explore more

Same venueTissue Engineering Part ASame topicKnee injuries and reconstruction techniquesFrench-language works237,207