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Record W2084330305 · doi:10.1016/s0736-0266(01)00056-0

Characterization of nucleus pulposus‐like tissue formed in vitro

2001· article· en· W2084330305 on OpenAlexafffund
Yongliang Sun, Mark Hurtig, Robert M. Pilliar, Marc D. Grynpas, Rita A. Kandel

Bibliographic record

VenueJournal of Orthopaedic Research® · 2001
Typearticle
Languageen
FieldMedicine
TopicSpine and Intervertebral Disc Pathology
Canadian institutionsUniversity of TorontoUniversity of GuelphLunenfeld-Tanenbaum Research InstituteMount Sinai Hospital
FundersNatural Sciences and Engineering Research Council of CanadaUniversity of Toronto
KeywordsGlycosaminoglycanTissue cultureIn vivoExtracellular matrixIn vitroMolecular biologyChemistryProteoglycanEx vivoStainingBiochemistryBiology

Abstract

fetched live from OpenAlex

In order to be able to study the metabolism of nucleus pulposus (NP) tissue, we developed a cell culture system that resulted in the formation of NP-like tissue in vitro. NP cells were isolated from sheep lumbar spines and grown on filter inserts (Millicell CM). Histological examination showed that the cells accumulated extracellular matrix and formed a continuous layer of NP-like tissue. The accumulation of sulfated proteoglycans in the NP-like tissue continued up to 10 weeks and this was paralleled by an increase in tissue thickness and dry weight. DNA content remained stable during the first 4 weeks but then decreased over time. The amount of DNA, glycosaminoglycan (GAG) and collagen per mg dry weight of the tissue generated after 10 weeks in culture were 1.25+/-0.02, 301.6+/-27.7 and 411+/-65 microg, respectively, compared with 1.04+/-0.08, 320.6+/-21.2 and 399+/-4.4 microg (mean +/- SEM) for the in vivo tissue. There was no significant difference between in vitro and in vivo tissue. The cells in culture synthesized large proteoglycans (kav = 0.26+/-0.03, mean +/- S.D.) which were similar in size to those synthesized by cells in NP tissue in ex vivo culture (kav = 0.22+/-0.02, mean +/- S.D.) as determined by Sepharose CL-2B column chromatography. The in vitro generated tissue contained type II collagen as demonstrated by sodium dodecyl sulfate-polyacrylamide gel (SDS-PAGE) and silver staining as well as Western blot analysis. NP cells grown on filters generate tissue similar in composition to the in vivo tissue, for the characteristics examined to date, and should be a suitable model to use to study NP metabolism and extracellular matrix turnover.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.744
Threshold uncertainty score0.493

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.060
GPT teacher head0.380
Teacher spread0.320 · 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 teacher head, 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

Citations40
Published2001
Admission routes2
Has abstractyes

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