Evidence map›Paper›PMID 40707816›Full record

ArticleJournal of robotic surgery2025

Evaluating the learning curve of robot-assisted partial nephrectomy with the cumulative sum method.

Masakazu Gonda, Takashi Nagai, Daiki Ishikawa, Maria Aoki, Toshiharu Morikawa, Nobuhiko Shimizu, Toshiki Etani, Taku Naiki, Shuzo Hamamoto, Atsushi Okada and 2 more

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Article in Journal of robotic surgery, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Masakazu GondaDepartment of Nephro-urology, Nagoya City University Graduate School of Medical Sciences, Kawasumi 1, Mizuho-cho, Mizuho-ku, Nagoya, 4678601, Japan.ORCID http://orcid.org/0009-0002-9514-1561
Takashi NagaiDepartment of Nephro-urology, Nagoya City University Graduate School of Medical Sciences, Kawasumi 1, Mizuho-cho, Mizuho-ku, Nagoya, 4678601, Japan. tkshng73@med.nagoya-cu.ac.jp.
Daiki IshikawaDepartment of Urology, Toyokawa Municipal Hospital, Toyokawa, Japan.
Maria AokiDepartment of Urology, Nagoya City University West Medical Center, Nagoya, Japan.
Toshiharu MorikawaDepartment of Urology, Komono Kousei Hospital, Komono, Japan.
Nobuhiko ShimizuDepartment of Nephro-urology, Nagoya City University Graduate School of Medical Sciences, Kawasumi 1, Mizuho-cho, Mizuho-ku, Nagoya, 4678601, Japan.
Toshiki EtaniDepartment of Nephro-urology, Nagoya City University Graduate School of Medical Sciences, Kawasumi 1, Mizuho-cho, Mizuho-ku, Nagoya, 4678601, Japan.
Taku NaikiDepartment of Urology, Nagoya City University West Medical Center, Nagoya, Japan.
Shuzo HamamotoDepartment of Nephro-urology, Nagoya City University Graduate School of Medical Sciences, Kawasumi 1, Mizuho-cho, Mizuho-ku, Nagoya, 4678601, Japan.
Atsushi OkadaDepartment of Nephro-urology, Nagoya City University Graduate School of Medical Sciences, Kawasumi 1, Mizuho-cho, Mizuho-ku, Nagoya, 4678601, Japan.
Noriyasu KawaiDepartment of Urology, Nagoya City University Midori Municipal Hospital, Nagoya, Japan.
Takahiro YasuiDepartment of Nephro-urology, Nagoya City University Graduate School of Medical Sciences, Kawasumi 1, Mizuho-cho, Mizuho-ku, Nagoya, 4678601, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Robot-assisted partial nephrectomy (RAPN) has become the standard treatment for small renal tumors, offering better perioperative outcomes than open surgery. However, objective evaluations of the RAPN learning curve are limited. While the Trifecta criteria-comprising negative surgical margins, no perioperative complications, and warm ischemia time (WIT) ≤ 25 min-are commonly used to assess surgical outcomes, they are inadequate for continuous proficiency assessment. This study aimed to evaluate the RAPN learning curve using the cumulative sum (CUSUM) method based on Trifecta achievement and its components. We retrospectively analyzed 119 RAPN cases performed by three surgeons at a single institution between 2017 and 2022. All surgeons (≥ 30 cases; ≥ 15 year experience) were included. CUSUM charts were created using Trifecta achievement rates with thresholds (p₀ = 0.4, p₁ = 0.8), and further analysis was performed on individual components. Distinct learning curve transitions were observed only in Surgeon B, with proficiency achieved at the 9th case for complication rates and the 4th case for overall Trifecta achievement. No clear transitions were seen in WIT or surgical margins, or in any component for Surgeons A and C. These findings suggest that Surgeons A and C may have already attained proficiency before the study period. The CUSUM method offers a practical tool for visualizing and quantifying individual learning curves in RAPN based on clinically relevant criteria. Despite some limitations, CUSUM enables continuous, surgeon-specific assessment. Future studies should integrate additional metrics to develop more comprehensive training programs and improve surgical safety and outcomes.

Indexed as

Clinical CompetenceKidney NeoplasmsLearning CurveNephrectomyRobotic Surgical ProceduresAdultAgedFemaleHumansMaleMargins of ExcisionMiddle AgedRetrospective StudiesSurgeonsTreatment OutcomeWarm IschemiaCUSUM methodEducationLearning curveRAPNTrifecta

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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.