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Literature retrieval
A systematic search was conducted to identify studies evaluating factors influencing the efficacy of high-risk corneal transplantation. Relevant studies were retrieved from English-language databases, including PubMed, Cochrane, Embase, Google Scholar, and Web of Science. The search covered the period from the inception of each database through December 31, 2024. The search terms used included high-risk corneal transplantation, glaucoma, keratoconus, graft survival, postoperative visual acuity, and corneal transplant outcomes as detailed in Table 1. The search strategy was executed in accordance with the PRISMA 2020 flow diagram (Figure 1), ensuring a comprehensive and systematic review of available literature. The corresponding PRISMA 2020 checklist is provided in Supplementary File 1. The database search was conducted using combinations of Medical Subject Headings (MeSH) and free-text terms. An example search strategy used in PubMed was as follows: (corneal transplantation OR keratoplasty) AND (high-risk OR graft failure) AND (glaucoma OR keratoconus) AND (graft survival OR transplant outcome). Similar search strategies were adapted for Embase, Web of Science, and Cochrane databases according to database-specific indexing terms. All retrieved records were exported into reference management software. Duplicate records were identified and removed automatically and subsequently verified through manual inspection to ensure accuracy, with 405 duplicate records removed in total. The study selection process followed the PRISMA 2020 reporting guidelines. A PRISMA flow diagram was generated to document the identification, screening, eligibility assessment, and final inclusion of studies (Supplementary File 1).
Inclusion and exclusion criteria
This meta-analysis was conducted based on predefined inclusion and exclusion criteria to ensure the reliability and relevance of the studies included. Studies were included if they met the following criteria: (1) Population: Patients undergoing high-risk corneal transplantation due to glaucoma or keratoconus (especially in cases with severe corneal scarring, previous failed transplants, concurrent eye diseases, and advanced stages), regardless of age or geographic location. (2) Outcome measures: Studies reporting on graft survival, postoperative visual acuity, and complications related to high-risk corneal transplantation. (3) Study design: Observational studies (e.g., cohort, case-control, or cross-sectional studies) that reported on the clinical outcomes and risk factors for high-risk corneal transplantation. (4) Language: Articles published in English. (5) Accessibility: Studies with full-text availability. This criterion was applied to ensure complete data extraction and quality assessment. Because definitions of high-risk corneal transplantation varied slightly across studies, eligibility was determined based on whether the study population included patients with recognized high-risk features such as glaucoma, keratoconus, or prior graft failure. This approach allowed inclusion of studies with comparable clinical contexts while acknowledging potential variability in study-level definitions.
Studies were excluded if they met any of the following criteria: (1) Language: Articles published in languages other than English (e.g., Chinese, French, or German). (2) Animal Studies: Studies conducted exclusively on animal models. (3) Comorbidities: Studies that included patients with significant comorbidities such as cancer treated with chemotherapy or radiotherapy, or patients with renal failure or spinal cord injuries. (4) Interventions: Studies involving patients who underwent combined interventions with other surgical procedures that might confound the results (e.g., combined glaucoma surgeries or corneal transplantations for other pathologies). (5) Population data: Studies that did not report data separately for glaucoma or keratoconus patients or included patients with other corneal conditions without stratification. (6) Study quality: Abstract-only publications, conference proceedings, case reports, reviews, and editorials were excluded to ensure high-quality evidence.
Titles and abstracts of all retrieved records were screened independently by two reviewers according to the predefined inclusion and exclusion criteria. Among the 432 records initially identified, 23 studies were considered potentially eligible after title and abstract screening and were subsequently evaluated through full-text review. Following full-text assessment, 11 studies met the inclusion criteria and were included in the final meta-analysis. Disagreements during the screening process were resolved through discussion or consultation with a third reviewer.
Data extraction
Data extraction was performed independently by two reviewers using a standardized data collection form. The following information was extracted from each study: (1) Study characteristics (first author, publication year, country); (2) Study design; (3) Participant characteristics (age, gender distribution); (4) Clinical variables (presence of glaucoma, keratoconus, diabetes, and intraocular pressure); (5) Outcome measures (graft survival, postoperative visual acuity, complications). In cases of discrepancies or conflicting results, a third investigator conducted a blinded review to resolve these issues. A final consensus on all extracted data was reached through detailed discussion and agreement among the three investigators, ensuring the accuracy and consistency of the dataset. The extracted information included key study characteristics such as the first author and year of publication, study design, and country or ethnicity of participants. Participant demographics, including age, smoking status, drinking habits, gender distribution, and the presence of comorbidities such as diabetes and dry eye syndrome, were also extracted. Data on sample size, the number of successful transplants, and preoperative IOP (mmHg) for both the case and control groups were recorded. Additionally, the Newcastle-Ottawa Scale (NOS) score for quality assessment was extracted for each study17. These variables formed a comprehensive dataset to evaluate the efficacy and factors influencing the success of high-risk corneal transplantation for glaucoma and keratoconus.
Statistical analysis
Statistical analyses were conducted using STATA version 18.0. Both categorical and continuous variables were included in the analysis. For categorical data, the effect size was represented by odds ratios (ORs) with corresponding 95% confidence intervals (CIs). Meta-analysis was performed using the STATA command metan to calculate pooled effect estimates and generate forest plots. To assess heterogeneity across studies, Cochran's Q test and the I2 statistic were used. A value of I2 > 50% indicated substantial heterogeneity17. In cases of low heterogeneity (I2 ≤ 50%, p > 0.10), a fixed-effects model was applied for the meta-analysis. In contrast, when significant heterogeneity was observed (I2 > 50%, p ≤ 0.10), a random-effects model was employed to accommodate variations across studies. Subgroup analyses were performed to evaluate the influence of predefined clinical variables, including age, gender, diabetes status, and preoperative intraocular pressure, on transplantation outcomes. Studies were stratified according to these variables, and pooled effect sizes were calculated within each subgroup. The subgroup thresholds (e.g., age <60 years, age <30 years, and intraocular pressure ≤25 mmHg) were derived from the categorization reported in the included studies rather than prespecified analytical cutoffs. Publication bias was assessed using funnel plots, and statistical tests such as Egger’s test or Begg’s test were used to quantify the bias. Funnel plots were generated using the STATA command metafunnel, and Egger’s and Begg’s tests were performed using the metabias command, with p < 0.05 indicating significant publication bias. Sensitivity analyses were performed to evaluate the stability of the results by systematically excluding each study and reassessing the pooled estimates. Sensitivity analysis was conducted using the STATA command metainf, which sequentially omits each study and recalculates the pooled effect estimate. Because the primary objective of this meta-analysis was to evaluate the impact of clinical risk factors (e.g., glaucoma, keratoconus, diabetes, and intraocular pressure) rather than compare surgical techniques, studies employing different corneal transplantation procedures (including penetrating keratoplasty, DSAEK, and DMEK) were pooled. These procedures share common biological mechanisms of graft survival and rejection, allowing meaningful synthesis of risk-related outcomes across techniques. All statistical tests were two-sided, with a p-value of less than 0.05 considered statistically significant.