TY - JOUR
T1 - Research on the learning curve and simulation of proximal anastomosis in minimally invasive coronary artery bypass grafting
AU - Liu, Jiaji
AU - Cui, Jiahao
AU - Chi, Liqun
AU - Shen, Jinglun
AU - Li, Shuai
AU - Liang, Lin
N1 - Publisher Copyright:
© The Author(s) 2026. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
PY - 2026
Y1 - 2026
N2 - Aim: This study examines the learning curve for vein-to-aorta anastomosis in minimally invasive coronary artery bypass grafting (MICS CABG) and develops a virtual reality (VR) simulation model for this procedure, with validation to confirm its clinical relevance. Methods: We analyzed 132 consecutive off-pump MICS CABG procedures with multi-vessel grafting performed by a single surgeon (January 2017-January 2020). Proximal anastomosis time was plotted against case sequence, and the learning curve was quantified using cumulative summation analysis. A VR simulation platform was developed to reproduce key clinical challenges, using hierarchical geometric modeling and real-time physics simulation of tissue-instrument interactions with haptic feedback. Cardiac surgery experts evaluated the VR simulator via a structured questionnaire. Results: The learning curve for proximal anastomosis followed a three-phase progression, with proficiency achieved after 52 cases (model fit R2 (the coefficient of determination) = 0.994). The VR simulation accurately replicated key surgical scenarios, focusing on bimanual suturing mechanics and needle-vessel interactions. Expert validation yielded an overall validity index of 0.78 (exceeding the 0.7 threshold), confirming good construct validity and clinical relevance of the simulator. Conclusion: Proficiency in MICS CABG proximal anastomosis is achieved after 52 cases, marking the inflection point of the learning curve. Our physics-validated VR simulator, supported by expert evaluation, has potential to accelerate surgical skill acquisition and shorten the learning curve.
AB - Aim: This study examines the learning curve for vein-to-aorta anastomosis in minimally invasive coronary artery bypass grafting (MICS CABG) and develops a virtual reality (VR) simulation model for this procedure, with validation to confirm its clinical relevance. Methods: We analyzed 132 consecutive off-pump MICS CABG procedures with multi-vessel grafting performed by a single surgeon (January 2017-January 2020). Proximal anastomosis time was plotted against case sequence, and the learning curve was quantified using cumulative summation analysis. A VR simulation platform was developed to reproduce key clinical challenges, using hierarchical geometric modeling and real-time physics simulation of tissue-instrument interactions with haptic feedback. Cardiac surgery experts evaluated the VR simulator via a structured questionnaire. Results: The learning curve for proximal anastomosis followed a three-phase progression, with proficiency achieved after 52 cases (model fit R2 (the coefficient of determination) = 0.994). The VR simulation accurately replicated key surgical scenarios, focusing on bimanual suturing mechanics and needle-vessel interactions. Expert validation yielded an overall validity index of 0.78 (exceeding the 0.7 threshold), confirming good construct validity and clinical relevance of the simulator. Conclusion: Proficiency in MICS CABG proximal anastomosis is achieved after 52 cases, marking the inflection point of the learning curve. Our physics-validated VR simulator, supported by expert evaluation, has potential to accelerate surgical skill acquisition and shorten the learning curve.
KW - Minimally invasive coronary artery bypass grafting
KW - learning curve
KW - proximal anastomosis
KW - virtual reality
UR - https://www.scopus.com/pages/publications/105038869344
U2 - 10.20517/2574-1209.2025.103
DO - 10.20517/2574-1209.2025.103
M3 - 文章
AN - SCOPUS:105038869344
SN - 2574-1209
VL - 10
JO - Vessel Plus
JF - Vessel Plus
M1 - 13
ER -