ReviewEuropean spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society2026
How many cases to proficiency? A systematic review of the learning curve in endoscopic lumbar interbody fusion.
Review in European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
purposeEndoscopic lumbar interbody fusion (Endo-LIF) is increasingly used as a minimally invasive alternative to conventional MIS-TLIF. While recent systematic reviews have shown comparable clinical and radiographic outcomes, the learning curve for Endo-LIF has not been systematically synthesised. We aimed to evaluate the learning curve of Endo-LIF, determine how many cases are required to achieve proficiency, and assess the impact of surgeon experience on perioperative outcomes.
methodsA systematic review was conducted according to PRISMA 2020. PubMed, Embase, Scopus, and Web of Science were searched for studies reporting learning-curve analyses of endoscopic lumbar fusion, including Endo-TLIF, ULIF, and UBE-TLIF. Learning-curve methods included cumulative sum (CUSUM), risk-adjusted CUSUM (RA-CUSUM), and chronological grouping. Outcomes included operative time, complications, radiation exposure, fusion, and defined proficiency thresholds.
resultsSix retrospective cohort studies involving 653 patients were included. Proficiency thresholds ranged from approximately 19 to over 40 cases, with higher thresholds consistently identified when safety-adjusted (RA-CUSUM) rather than time-based methods were used. Operative time and radiation exposure decreased with experience, and learning-sensitive complications clustered early. Fusion rates and patient-reported outcomes were generally stable throughout the learning curve.
conclusionsEndo-LIF demonstrates a clinically meaningful learning curve. Operative efficiency improves early, but safety stabilises later, particularly when risk-adjusted methods are applied. Training and credentialing should therefore be guided by safety-based performance metrics rather than operative time alone.
Indexed as
Identifiers
42201555What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.