A systematic review and meta-analysis of the comparison of laparoscopic radiofrequency ablation to percutaneous radiofrequency ablation for hepatocellular carcinoma
Bibliographic record
Abstract
Background: The comparative evaluation of laparoscopic and percutaneous techniques for liver radiofrequency ablation remains unexplored. This study aims to determine the most effective ablation technique and patient selection for hepatocellular carcinoma (HCC) by analyzing the efficacy and safety of laparoscopic radiofrequency ablation (LRFA) versus percutaneous radiofrequency ablation (PRFA). Methods: Two investigators (Y-QW and PZ) independently performed a literature search in the Cochrane Library, PubMed, Web of Science and Embase databases. Study quality was assessed using the Newcastle-Ottawa Scale or Cochrane risk-of-bias tool. Meta-analysis was conducted with Review Manager 5.4, applying either fixed- or random-effects models depending on study heterogeneity. The chi-square test (χ²) and I² statistics were employed for heterogeneity analysis. Results: Eight publications involving 1059 patients were included. Among them, 456 underwent LRFA and 603 underwent PRFA. LRFA showed a significantly better 3-year RFS than PRFA (OR: 1.89, 95% CI: 1.27-2.83, p = 0.002), the incidence rate of local recurrence was significantly fewer in the LRFA group (OR: 0.40, 95% CI: 0.23-0.69, p = 0.0010), but the postoperative hospital stay time was slightly shorter in the PFRA group (MD = 1.30; 95% CI 0.26 to 2.35; p=0. 01). Patients in the LRFA group had no significant difference in total postoperative complications, ablation success rates, overall survival (OS) and 1,5-year disease-free survival (DFS). Conclusion: Both LRFA and PRFA are effective treatments for HCC. LRFA shows better oncologic outcomes, including lower local recurrence and improved mid-term DFS. PRFA is simpler, less invasive and shorter hospital stays. The choice should be tailored to individual patient needs, considering tumor characteristics, comorbidities, and available expertise. Future research should focus on large-scale, prospective trials to validate these findings. Systematic review and registration: https://www.crd.york.ac.uk/PROSPERO/, identifier CRD42024601797.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.015 | 0.003 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".