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Overbey JR, Raymond S, Chang H, Bagiella E. Handling non-ignorable missing intimal hyperplasia data - Lessons from the VEST trial. Contemp Clin Trials 2025; 152:107878. [PMID: 40086749 DOI: 10.1016/j.cct.2025.107878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2024] [Revised: 03/03/2025] [Accepted: 03/07/2025] [Indexed: 03/16/2025]
Abstract
Non-ignorable missing data arise often in clinical trials. The VEST trial, a randomized, within-patient-controlled study, assessed the effect of an external scaffold for saphenous vein grafts on intimal hyperplasia (IH) one year after coronary artery bypass graft surgery. It was anticipated that approximately 13 % of grafts would be occluded and unsuitable for intravascular ultrasound, resulting in missing IH values at 1-year. Given graft occlusion is a negative outcome and higher IH is associated with occlusion, this missing data is non-ignorable. To address this, we developed a novel two-part method for the MNAR (missing not at random) scenario in the VEST trial. This method combines penalized multiple imputation with a modified Wilcoxon signed-rank test. We evaluated the approach's performance against alternatives in a series of simulation studies. The new method did not show type I error inflation. Under trial assumptions, it provided adequate power. However, if missing data exceeds 20 %, power decreases notably with the double penalization method due to underestimation of the treatment effect. When missing data is balanced between arms, penalized multiple imputation alone is more powerful and unbiased. Conversely, for unbalanced MNAR data, as might occur with a treatment effect on IH, the penalized multiple imputation with a modified Wilcoxon signed-rank test approach is more powerful. The VEST trial showed more occlusions than expected, balanced across arms, resulting in potential underestimation of the true treatment effect. However, given the potential for unbalanced missingness, this approach was suitable and could be applied in other settings with similar challenges.
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Affiliation(s)
- Jessica R Overbey
- Center for Biostatistics, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America; Berry Consultants, Austin, TX, United States of America
| | - Samantha Raymond
- Center for Biostatistics, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America
| | - Helena Chang
- Center for Biostatistics, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America
| | - Emilia Bagiella
- Center for Biostatistics, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America.
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Goldstein DJ, Chang HL, Mack MJ, Voisine P, Gammie JS, Marks ME, Iribarne A, Vengrenyuk Y, Raymond S, Taylor BS, Dagenais F, Ailawadi G, Chu MWA, DiMaio JM, Narula J, Moquete EG, O'Sullivan K, Williams JB, Crestanello JA, Scavo V, Puskas JD, Acker MA, Gillinov M, Gelijns AC, O'Gara PT, Moskowitz AJ, Alexander JH, Bagiella E. Intimal hyperplasia, saphenous vein graft disease, and clinical outcomes: Insights from the CTSN VEST randomized trial. J Thorac Cardiovasc Surg 2024; 167:1782-1792.e5. [PMID: 36494209 PMCID: PMC10148927 DOI: 10.1016/j.jtcvs.2022.10.034] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 10/12/2022] [Accepted: 10/13/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND Diffuse intimal hyperplasia and graft irregularity adversely affect the long-term patency of saphenous vein grafts (SVGs) and clinical outcomes of patients undergoing coronary artery bypass grafting (CABG). The VEST trial evaluated the efficacy of external graft support in limiting the development of intimal hyperplasia (IH) at 1 year postsurgery. In the present secondary analysis, we explored the associations between graft disease and IH and clinical events. We also examined risk factors for early graft occlusion. METHODS VEST is a within-patient randomized, multicenter trial that enrolled 224 patients with multivessel coronary disease undergoing CABG surgery, of whom 203 were evaluated by 1 year postsurgery. Intimal hyperplasia, lumen uniformity, graft stenosis, and graft perfusion were measured by intravascular ultrasound and angiography. Major cardiac and cerebrovascular events (MACCE; including death, myocardial infarction, stroke, and revascularization) were recorded over a median follow-up of 3 years. RESULTS Worse lumen uniformity, greater stenosis, and worse graft perfusion were associated with higher IH values and an increased incidence of clinical events. Consistent with previous findings, we identified endoscopic vein harvesting, female sex, and transit time flow measurement of pulsatility index and flow as risk factors for SVG occlusion during the first year postsurgery. CONCLUSIONS In this secondary analysis of the VEST trial, we observed an association between intimal hyperplasia area and clinical measures of SVG disease at 1 year postsurgery. More severe SVG disease and larger areas of IH were associated with a higher incidence of 3-year MACCE. Ongoing follow-up to 5 years will further elucidate the impact of SVG disease on long-term clinical outcomes of CABG.
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Affiliation(s)
- Daniel J Goldstein
- Department of Cardiovascular and Thoracic Surgery, Montefiore Medical Center, Bronx, NY
| | - Helena L Chang
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Michael J Mack
- Cardiothoracic Surgery, Baylor Scott & White Health, Plano, Tex
| | - Pierre Voisine
- Department of Surgery, Institut de Cardiologie et Pneumologie de Québec, Québec City, Québec, Canada
| | - James S Gammie
- Johns Hopkins Heart and Vascular Institute, Johns Hopkins Health System, Baltimore, Md
| | - Mary E Marks
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Alexander Iribarne
- Section of Cardiac Surgery, Dartmouth-Hitchcock Medical Center, Lebanon, NH
| | - Yuliya Vengrenyuk
- Division of Cardiology, Mount Sinai Hospital and Icahn School of Medicine at Mount Sinai, New York, NY
| | - Samantha Raymond
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Bradley S Taylor
- Division of Cardiac Surgery, University of Maryland School of Medicine, Baltimore, Md
| | - François Dagenais
- Department of Surgery, Institut de Cardiologie et Pneumologie de Québec, Québec City, Québec, Canada
| | - Gorav Ailawadi
- Department of Cardiac Surgery, University of Michigan, Ann Arbor, Mich
| | - Michael W A Chu
- Division of Cardiac Surgery, Western University, London Health Sciences Centre, London, Ontario, Canada
| | | | - Jagat Narula
- Mount Sinai Heart, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Ellen G Moquete
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Karen O'Sullivan
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY
| | | | | | - Vincent Scavo
- Cardiovascular and Thoracic Surgery, Lutheran Medical Group, Fort Wayne, Ind
| | - John D Puskas
- Department of Cardiovascular Surgery, Mount Sinai Morningside, New York, NY
| | - Michael A Acker
- Division of Cardiovascular Surgery, University of Pennsylvania, Hospital of the University of Pennsylvania, Philadelphia, Pa
| | - Marc Gillinov
- Department of Thoracic and Cardiovascular Surgery, Cleveland Clinic, Cleveland, Ohio
| | - Annetine C Gelijns
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY.
| | - Patrick T O'Gara
- Cardiovascular Division, Brigham and Women's Hospital, Boston, Mass
| | - Alan J Moskowitz
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY
| | - John H Alexander
- Division of Cardiology, Department of Medicine, Duke University Medical Center, Durham, NC
| | - Emilia Bagiella
- Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY
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