Evidence map›Paper›PMID 41803848›Full record

ArticleBMC urology2026

Learning curve comparison between hand-assisted and retroperitoneoscopic living donor nephrectomy using risk-adjusted cumulative sum analysis.

Kodai Shingaki, Akari Kaba, Shinsuke Kubo, Yu Hisadome, Yuki Nakafusa, Keizo Kaku, Hiroshi Noguchi

Abstract readComparative Study
In one paragraph

Article in BMC urology, 2026. 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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1 · What the graph read from it

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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

7 authors.

Kodai ShingakiDepartment of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
Akari KabaDepartment of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
Shinsuke KuboDepartment of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
Yu HisadomeDepartment of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
Yuki NakafusaDepartment of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
Keizo KakuDepartment of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
Hiroshi NoguchiDepartment of Surgery and Oncology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan. hiroshi.noguchi.514@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThis study aimed to clarify how learning patterns differ between hand-assisted laparoscopic donor nephrectomy(HALDN) and retroperitoneoscopic donor nephrectomy (RDN) by applying risk-adjusted CUSUM analysis, with the goal of supporting surgical education and decision-making in donor nephrectomy.

methodsWe retrospectively analyzed 128 consecutive living donor nephrectomies performed at a single center, comprising 64 HALDN and 64 RDN cases. Each surgical approach was consistently performed by a different surgeon. Inverse probability weighting (IPW) was used to adjust for background differences using covariates including sex, age, BMI, MAP score, and vascular anatomy. Risk-adjusted CUSUM analysis was conducted for operative time and blood loss, and segmented regression was used to identify inflection points and slope transitions in the learning curve.

resultsBaseline characteristics were adjusted using IPW to account for differences between the HALDN and RDN groups. The inflection point in operative time appeared at the 11.8th case for HALDN and at the 34.6th case for RDN. In HALDN, the slope improved from + 103.5 to − 20.9, while in RDN, it changed from + 19.8 to − 30.5. RDN reached CUSUM zero-crossing at case 55, while HALDN did not cross zero. For blood loss, the inflection point was at case 6.6 (HALDN) and 37.8 (RDN), with post-inflection slopes of − 11.5 and − 18.6, respectively. These findings suggest HALDN allows early stabilization, whereas RDN shows greater improvement after achieving proficiency.

conclusionHALDN enables earlier stabilization, whereas RDN shows greater improvement after proficiency. These findings may inform surgical planning and training in donor nephrectomy.

Indexed as

Hand-Assisted LaparoscopyLaparoscopyLearning CurveLiving DonorsNephrectomyTissue and Organ HarvestingAdultFemaleHumansMaleMiddle AgedRetroperitoneal SpaceRetrospective StudiesCUSUMLaparoscopic donor nephrectomyLearning curve

Identifiers

PMID41803848
PMCPMC13085330

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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.