Evidence map›Paper›PMID 38509573›Full record

ArticleJournal of orthopaedic surgery and research2024

Evaluation of the learning curve and complications in unilateral biportal endoscopic transforaminal lumbar interbody fusion: cumulative sum analysis and risk-adjusted cumulative sum analysis.

Wenlong Guo, Jingyao Ye, Tong Li, Yang Yu, Xiaohong Fan

Open access · goldAbstract read
In one paragraph

Article in Journal of orthopaedic surgery and research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers, 5 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
40citing papers in PubMed, 5 pooled it
18.7field-weighted citation impact, top 1% of its field
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

40 citing papers in PubMed, 5 syntheses or guidelines pooled it, 44 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Learning curve insights in Unilateral Biportal Endoscopic (UBE) spinal procedures: proficiency cutoffs and the impact on efficiency and complications.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 · 2025
    Pooled it
  4. Pooled it
  5. Pooled it
  6. Article
  7. Article
  8. How many cases to proficiency? A systematic review of the learning curve in endoscopic lumbar interbody fusion.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
    Review
  9. Description and assessment of deep ligamentum flavum-preserved modified minimally invasive transforaminal lumbar interbody fusion via unilateral biportal endoscopic assistance: a one-year retrospective cohort study.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
    Article
  10. Article
  11. Article
  12. Review
  13. Review
  14. Article
  15. Learning curve for biportal endoscopic transforaminal lumbar interbody fusion and 90-day postoperative complications during the learning phase: a multicenter retrospective cohort study.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 · 2025
    Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors at 1 institution in 1 country.

Wenlong GuoDepartment of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, 610000, China.
Jingyao YeDepartment of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, 610000, China.
Tong LiDepartment of Orthopaedics, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610075, China.
Yang YuDepartment of Orthopaedics, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, 610075, China.
Xiaohong FanDepartment of Clinical Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, 610000, China. 614173018@qq.com.
Chengdu University of Traditional Chinese Medicine · CN

Funding

Major Scientific and Technological Innovation Projects in Chengdu 2019-YF08-00186-GXNational Key Research and Development Program 2019YF121400
6 · The paper itself

Abstract

purposeTo evaluate the learning curve and complications in unilateral biportal endoscopic transforaminal lumbar interbody fusion (ULIF) using the Cumulative Sum (CUSUM) analysis and Risk-adjusted Cumulative Sum (RA-CUSUM) analysis.

methodsThis study retrospectively analyzed 184 consecutive patients who received ULIF in our hospital, including 104 males and 80 females. CUSUM analysis and RA-CUSUM analysis were used to evaluate the learning curve of ULIF based on the operation time and surgical failure rate, respectively. All postoperative complications were defined as surgical failure. Variables of different phases were compared based on the learning curve.

resultsThe CUSUM analysis showed the cutoff point for ULIF was 29 cases, and the RA-CUSUM analysis showed the cutoff point for ULIF was 41 cases. Operating time and hospital stay were significantly decreased as the learning curve progressed (P < 0.05). Visual analogue score (VAS) and Oswestry disability index (ODI) at the last follow-up were significantly lower than preoperatively. At the last follow-up, a total of 171 patients reached intervertebral fusion, with a fusion rate of 92.9% (171/184). A total of eleven complications were observed, and RA-CUSUM analysis showed that the incidence of complications in the early phase was 17.07% and in the late phase was 2.6%, with a significant difference (P < 0.05).

conclusionULIF is an effective minimally invasive lumbar fusion surgical technique. But a learning curve of at least 29 cases will be required to master ULIF, while 41 cases will be required to achieve a stable surgical success rate.

Indexed as

Learning CurveSpinal FusionEndoscopyFemaleHumansLumbar VertebraeMaleMinimally Invasive Surgical ProceduresRetrospective StudiesTreatment OutcomeCumulative sumLearning curveLumbar interbody fusionRisk-adjusted cumulative sumUnilateral biportal endoscopic

Identifiers

PMID38509573
PMCPMC10956305
OpenAlexW4393053916

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 OpenQuestion graph.