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Record W4415217800 · doi:10.1016/j.ajoint.2025.100185

Evaluating changes in pro- and anti-inflammatory mediators in keratoconus following corneal collagen cross-linking: A systematic review

2025· review· en· W4415217800 on OpenAlexaff
Ryan S. Huang, Andrew Mihalache, Marko M. Popovic, Clara C. Chan

Bibliographic record

VenueAJO International · 2025
Typereview
Languageen
FieldMedicine
TopicCorneal surgery and disorders
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsKeratoconusNerve growth factorKeratometerCytokineProspective cohort studyClinical endpointCorneaRisk factor

Abstract

fetched live from OpenAlex

To investigate the changes in pro- and anti-inflammatory mediators following corneal collagen cross-linking (CXL) in patients with keratoconus (KC). Systematic review. A comprehensive literature search was conducted using Ovid MEDLINE, Embase, and the Cochrane Library from inception to September 2024. Eligibility criteria included English studies reporting pre- and post-CXL changes in cytokine, chemokine, matrix metalloproteinase (MMP), and growth factor concentrations in adult patients with KC. The primary endpoint was the change in pro- and anti-inflammatory mediator concentrations following CXL. The secondary endpoint focused on correlations between post-CXL changes in inflammatory mediators and corneal tomography measurements. Descriptive statistics were used to report findings. Six prospective cohort studies were included, encompassing 173 eyes from 168 patients diagnosed with progressive KC. The mean age of participants was 25.3 years, and 69% were male. Three studies reported on cytokine and chemokine levels, demonstrating a significant increase in interleukin-6 (IL-6) concentrations up to three months post-CXL, followed by a decline to levels below pre-CXL at 12 months. Additionally, MMP-9 levels and growth factors, such as nerve growth factor (NGF) and epidermal growth factor (EGF), significantly decreased 12 months post-CXL in two studies, respectively. Significant positive correlations were observed between changes in cytokine levels and tomographic parameters, including keratometry (Ks and Kf) and corneal thickness. IL-6 levels may rise within the first three months post-CXL, followed by a decline to below baseline levels by 12 months. In contrast, MMP-13 concentrations may decrease within days of treatment, and MMP-9 levels may decline after one year. Similarly, both EGF and NGF may show post-CXL reductions, with NGF levels potentially reflecting underlying KC severity. Altogether, these patterns suggest an initial acute inflammatory response, followed by subsequent changes likely associated with the promotion of corneal healing. However, interpretation may be limited by the relatively small number of included studies and heterogeneity in patient severity, sample sizes, sampling methods, assays, and follow-up timepoints. Further research is required to elucidate their role in monitoring treatment response in patients with KC undergoing CXL.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.043
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.063
GPT teacher head0.423
Teacher spread0.360 · 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.

Study designSystematic review
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

Citations0
Published2025
Admission routes1
Has abstractyes

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