Defining the learning curve of multi-vessel MIDCAB using CUSUM analysis

BackgroundMinimally invasive direct coronary artery bypass (MIDCAB) has emerged as an alternative to conventional coronary artery bypass grafting; however, its adoption remains limited due to technical complexity and a steep learning curve, particularly in patients requiring multi-vessel revascularization. Objective data defining the learning curve of multi-vessel MIDCAB are scarce.MethodsThis retrospective study included consecutive patients who underwent multi-vessel MIDCAB between January 2020 and December 2025. Patients requiring single-vessel revascularization were intentionally excluded to ensure procedural homogeneity. The learning curve was evaluated using cumulative sum (CUSUM) analysis, and cases were stratified into three phases based on CUSUM inflection points. Perioperative and postoperative outcomes were compared across learning curve phases.ResultsA total of 169 patients were analyzed. CUSUM analysis identified three distinct learning phases: an initial learning phase (cases 1-48), a transition phase (cases 49-107), and a proficiency phase (cases 108-169). With increasing surgical experience, cardiopulmonary bypass time, aortic cross-clamp time, and total operative duration decreased significantly. The rate of conversion to open surgery declined markedly across learning phases, whereas in-hospital mortality and major postoperative complications remained low and comparable. These findings indicate improved procedural efficiency without compromising early clinical outcomes.ConclusionsMulti-vessel MIDCAB is associated with a substantial learning curve that can be objectively characterized using CUSUM analysis. Surgical proficiency is achieved only after a considerable number of cases, emphasizing the importance of adequate case volume and structured performance monitoring. These results provide a practical benchmark for centers aiming to adopt or expand multi-vessel MIDCAB programs.

Authors

Institutions

Publication Details

Journal
Perfusion
Published
2026-04-22
DOI
https://doi.org/10.1177/02676591261446466
Primary Topic
Cardiac and Coronary Surgery Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Defining the learning curve of multi-vessel MIDCAB using CUSUM analysis

Zihni Mert Duman, Alper Selim Kocaoğlu, Barış Timur, Zinar Apaydın et al.
Perfusion
Cardiac and Coronary Surgery Techniques
article

Defining the learning curve of multi-vessel MIDCAB using CUSUM analysis

Zihni Mert Duman, Alper Selim Kocaoğlu, Barış Timur, Zinar Apaydın, Batuhan Yazıcı, Mehmet Emin Öner, Fatime Ucdag
article en

Abstract

BackgroundMinimally invasive direct coronary artery bypass (MIDCAB) has emerged as an alternative to conventional coronary artery bypass grafting; however, its adoption remains limited due to technical complexity and a steep learning curve, particularly in patients requiring multi-vessel revascularization. Objective data defining the learning curve of multi-vessel MIDCAB are scarce.MethodsThis retrospective study included consecutive patients who underwent multi-vessel MIDCAB between January 2020 and December 2025. Patients requiring single-vessel revascularization were intentionally excluded to ensure procedural homogeneity. The learning curve was evaluated using cumulative sum (CUSUM) analysis, and cases were stratified into three phases based on CUSUM inflection points. Perioperative and postoperative outcomes were compared across learning curve phases.ResultsA total of 169 patients were analyzed. CUSUM analysis identified three distinct learning phases: an initial learning phase (cases 1-48), a transition phase (cases 49-107), and a proficiency phase (cases 108-169). With increasing surgical experience, cardiopulmonary bypass time, aortic cross-clamp time, and total operative duration decreased significantly. The rate of conversion to open surgery declined markedly across learning phases, whereas in-hospital mortality and major postoperative complications remained low and comparable. These findings indicate improved procedural efficiency without compromising early clinical outcomes.ConclusionsMulti-vessel MIDCAB is associated with a substantial learning curve that can be objectively characterized using CUSUM analysis. Surgical proficiency is achieved only after a considerable number of cases, emphasizing the importance of adequate case volume and structured performance monitoring. These results provide a practical benchmark for centers aiming to adopt or expand multi-vessel MIDCAB programs.

Perfusion
Eskişehir City Hospital (TR), Sekisui Chemical (Japan) (JP), Burdur Mehmet Akif Ersoy Üniversitesi (TR)
Good health and well-being
Openalex Percentile: Top 9%
Cardiac and Coronary Surgery Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.