Evidence map›Paper›PMID 42894162›Full record

ArticleBMC surgery2026

Workflow-oriented learning curve analysis of laparoscopic distal pancreatectomy: step-specific associations of operative maturation.

Kun Su, Renchao Zou, Xiawei Yang, Tao Wu, Jie Huang

Abstract read
In one paragraph

Article in BMC surgery, 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

5 authors.

Kun SuDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, 347 Dianmian Avenue, Wuhua District, Kunming, Yunnan, 650101, China.
Renchao ZouDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, 347 Dianmian Avenue, Wuhua District, Kunming, Yunnan, 650101, China.
Xiawei YangDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, 347 Dianmian Avenue, Wuhua District, Kunming, Yunnan, 650101, China.
Tao WuDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, 347 Dianmian Avenue, Wuhua District, Kunming, Yunnan, 650101, China.
Jie HuangDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, 347 Dianmian Avenue, Wuhua District, Kunming, Yunnan, 650101, China. huangjietdg@126.com.

Funding

the National Natural Science Foundation of China Grant No. 82460518the Yunnan Province Elite Medical Talent Development Program Grant No. D-2024030the Yunnan Provincial Foreign Expert Program (Grant No. 202605AP120001
6 · The paper itself

Abstract

backgroundThe learning curve of laparoscopic distal pancreatectomy (LDP) has traditionally been assessed using global operative indicators such as operative time and blood loss. However, little is known about how technical performance evolves during individual operative steps. This study aimed to perform a workflow-oriented learning curve analysis of LDP using cumulative sum (CUSUM) methodology and step-specific operative assessment.

methodsWe retrospectively analyzed 58 consecutive patients who underwent LDP between January 2023 and December 2025 at a high-volume pancreatic center. Operative workflow was divided into predefined operative steps according to anatomical landmarks. CUSUM analysis based on operative time was used to identify the transition from the initial phases to the proficiency phase.

resultsCUSUM analysis identified a transition point at approximately Case 29. Mean operative time decreased from 77 ± 13 min in the early phase to 54 ± 14 min in the late phase (P < 0.001). The steepest reductions occurred during pancreatic mobilization (31 ± 10 vs. 17 ± 6 min, P < 0.001) and splenic vessel dissection (24 ± 9 vs. 12 ± 4 min, P < 0.001). Estimated blood loss also declined significantly (39 ± 18 vs. 21 ± 11 mL, P = 0.002), while postoperative pancreatic fistula rates and overall complication rates remained comparable between phases.

conclusionsIn this cohort, reductions in operative time during LDP were concentrated in anatomically complex dissection steps rather than uniform acceleration of the entire procedure. Step-specific analysis describes temporal patterns that characterize technical change during minimally invasive pancreatic surgery.

Indexed as

LaparoscopyLearning CurvePancreatectomyWorkflowAgedBlood Loss, SurgicalFemaleHumansMaleMiddle AgedOperative TimeRetrospective StudiesCUSUMLaparoscopic distal pancreatectomyLearning curveMinimally invasive surgeryPancreatic surgerySurgical workflow

Identifiers

PMID42894162
PMCPMC13678888

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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.