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Record W1501274087 · doi:10.5772/26687

Proteases and Cartilage Degradation in Osteoarthritis

2012· book-chapter· en· W1501274087 on OpenAlexafffund
Judith Farley, C. Valeria, Sujit John

Bibliographic record

VenueInTech eBooks · 2012
Typebook-chapter
Languageen
FieldMedicine
TopicOsteoarthritis Treatment and Mechanisms
Canadian institutionsMcGill UniversityMontreal Children's Hospital
FundersCanadian Arthritis NetworkCanadian Institutes of Health Research
KeywordsProteasesOsteoarthritisDegradation (telecommunications)CartilageMedicineChemistryBiochemistryAnatomyPathologyComputer scienceEnzymeAlternative medicine

Abstract

fetched live from OpenAlex

Osteoarthritis, the most common joint disease, affecting millions people world-wide, involves the degradation of the articular cartilage which provides frictionless contact between the bones in a joint during movement. To a first approximation, this tissue is composed of two components, a collagen framework and entrapped proteoglycans. The framework consists of type II collagen fibrils built on a type XI collagen core, and decorated with type IX collagen molecules and small proteoglycans. These composite fibrils give the tissue its integrity, tensile strength and ability to retain large proteoglycan aggregates. The extremely large size of the proteoglycan aggregates and their high negative charge endows them with an immense hydration capacity, giving cartilage the ability to absorb compressive loading by the slow displacement of bound water. Partial destruction or loss of the proteoglycans is the first step in the deterioration of cartilage as seen in arthritis. Subsequently, irreversible loss of collagen occurs leading to permanent cartilage degeneration. While glycosylhydrolases and free radicals could also participate, it is believed that proteolytic enzymes are the main agents responsible for the degradation of cartilage components in osteoarthritis. Currently two classes of proteases are thought to be the major mediators of collagen and proteoglycan cleavage. Collagen degradation was thought to be majorly due to the action of MMP (matrix metalloproteinase) collagenases while members of both MMP and ADAMTS (a disintegrin and metalloproteinase with thrombospondin motifs) families are important mediators of the degradation of proteoglycans which due to their extended core protein conformation are susceptible to the action of many proteases (Mort and Billington, 2001). Recently however, there is increasing evidence for the role of the cysteine protease cathepsin K in collagen degradation in articular cartilage (Konttinen et al., 2002). The cleavage of cartilage proteins often occurs at specific sites on these molecules depending on the particular protease mediating the event. This results in the generation of characteristic Nand C-terminal epitopes that can be used for the production of antibodies specific for these cleavage products (anti-neoepitope antibodies) (Mort et al., 2003). A series of such antibodies has been produced and their specificities validated. These allow evaluation of the roles of different proteases in the degradation of collagen and proteoglycans in mouse models of osteoarthritis and in human and equine osteoarthritic cartilage using immunohistochemical methods and immunoassays.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.021
GPT teacher head0.243
Teacher spread0.222 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations6
Published2012
Admission routes2
Has abstractyes

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