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Melnyk V, Xu W, Ryan JP, Karim HT, Chan EG, Mahajan A, Subramaniam K. Utilization of machine learning to model the effect of blood product transfusion on short-term lung transplant outcomes. Clin Transplant 2023:e14961. [PMID: 36912861 DOI: 10.1111/ctr.14961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Revised: 11/29/2022] [Accepted: 03/01/2023] [Indexed: 03/14/2023]
Abstract
The objective of this study was to identify the relationship between blood product transfusion and short-term morbidity and mortality following lung transplantation utilizing machine learning. Preoperative recipient characterstics, procedural variables, perioperative blood product transfusions, and donor charactersitics were included in the model. The primary composite outcome was occurrence on any of the following six endpoints: mortality during index hospitalization; primary graft dysfunction at 72 h post-transplant or the need for postoperative circulatory support; neurological complications (seizure, stroke, or major encephalopathy); perioperative acute coronary syndrome or cardiac arrest; and renal dysfunction requiring renal replacement therapy. The cohort included 369 patients, with the composite outcome occurring in 125 cases (33.9%). Elastic net regression analysis identified 11 significant predictors of composite morbidity: higher packed red blood cell, platelet, cryoprecipitate and plasma volume from the critical period, preoperative functional dependence, any preoperative blood transfusion, VV ECMO bridge to transplant, and antifibrinolytic therapy were associated with higher risk of morbidity. Preoperative steroids, taller height, and primary chest closure were protective against composite morbidity.
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Affiliation(s)
- Vladyslav Melnyk
- Department of Anesthesiology, University of Alberta - Royal Alexandra Hospital, Edmonton, AB, Canada
| | - Wen Xu
- Department of Anesthesiology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - John P Ryan
- Division of Lung Transplantation, Department of Cardiothoracic Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Helmet T Karim
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.,Department of Bioengineering, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Ernest G Chan
- Division of Lung Transplantation, Department of Cardiothoracic Surgery, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, USA
| | - Aman Mahajan
- Department of Anesthesiology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
| | - Kathirvel Subramaniam
- Department of Anesthesiology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA
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Dalal AR, Pedroza AJ, Krishnan A, Min Y, Tognozzi E, Yokoyama N, Nakamura K, Mitchel OR, Baiocchi M, Woo YJ, MacArthur JW, Fischbein MP. Blood transfusion in aortic root surgery impairs midterm survival. JTCVS OPEN 2023; 13:9-19. [PMID: 37063152 PMCID: PMC10091283 DOI: 10.1016/j.xjon.2023.01.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Revised: 12/14/2022] [Accepted: 01/05/2023] [Indexed: 01/18/2023]
Abstract
Objective To evaluate the effect of perioperative allogeneic packed red blood cell (RBC) transfusion during aortic root replacement. Method We reviewed patients undergoing aortic root replacement at our institution between March 2014 and April 2020. In total, 760 patients underwent aortic root replacement, of whom 442 (58%) received a perioperative RBC transfusion. Propensity score matching was used to account for baseline and operative differences resulting in 159 matched pairs. All-cause mortality was assessed with Kaplan-Meier curves. Data were obtained from our institutional Society of Thoracic Surgeons database and chart review. Results After propensity score matching, the RBC-transfused and -nontransfused groups were similar for all preoperative characteristics. Cardiopulmonary bypass time, crossclamp time, and lowest operative temperature were similar between the transfused and nontransfused groups (standardized mean difference <0.05). RBC transfusion was associated with more frequent postoperative ventilation greater than 24 hours (36/159 [23%] vs 19/159 [12%]; P = .01), postoperative hemodialysis (9/159 [5.7%] vs 0/159 [0%]; P = .003), reoperation for mediastinal hemorrhage (9/159 [5.7%] vs 0/159 [0%]; P = .003), and longer intensive care unit and hospital length of stay (3 vs 2 days and 8 vs 6 days respectively; P < .001). Thirty-day operative mortality after propensity score matching was similar between the cohorts (1.9%; 3/159 vs 0%; P = .2), and 5-year survival was reduced in the RBC transfusion cohort (90.2% [95% confidence interval, 84.1%-96.7%] vs 97.1% [95% confidence interval, 92.3%-100%] P = .035). Conclusions Aortic root replacement frequently requires RBC transfusion during and after the operation, but even after matching for observed preoperative and operative characteristics, RBC transfusion is associated with more frequent postoperative complications and reduced midterm survival.
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Affiliation(s)
- Alex R. Dalal
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - Albert J. Pedroza
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - Aravind Krishnan
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - Yan Min
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, Calif
| | - Emily Tognozzi
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - Nobu Yokoyama
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - Ken Nakamura
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - Olivia R. Mitchel
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - Michael Baiocchi
- Department of Epidemiology and Population Health, Stanford University School of Medicine, Stanford, Calif
| | - Y. Joseph Woo
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - John W. MacArthur
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
| | - Michael P. Fischbein
- Department of Cardiothoracic Surgery, Stanford University School of Medicine, Stanford, Calif
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Ogami T, Zimmermann E, Zhu RC, Zhao Y, Ning Y, Kurlansky P, Stevens JS, Avgerinos DV, Patel VI, Takayama H. Proximal aortic repair in dialysis patients: A national database analysis. J Thorac Cardiovasc Surg 2023; 165:31-39.e5. [PMID: 33812684 DOI: 10.1016/j.jtcvs.2021.02.086] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2020] [Revised: 02/11/2021] [Accepted: 02/20/2021] [Indexed: 12/16/2022]
Abstract
OBJECTIVES Dialysis is a well-established risk factor for morbidity and mortality after cardiovascular procedures. However, little is known regarding the outcomes of proximal aortic surgery in this high-risk cohort. METHODS Perioperative (in-hospital or 30-day mortality) and 10-year outcomes were analyzed for all the patients who underwent open proximal aortic repair with the diagnosis of nonruptured thoracic aortic aneurysm (aneurysm, n = 325) or type A aortic dissection (dissection, n = 461) from 1987 to 2015 using the US Renal Data System database. RESULTS In patients with aneurysm, perioperative mortality was 12.6%. The 10-year mortality was 81% ± 3%. Age 65 years or more (hazard ratio [HR], 1.35; 95% confidence interval [CI], 1.03 to 1.78; P = .03), chronic obstructive pulmonary disease (HR, 1.68; 95% CI, 1.01-2.82; P = .047), and Black race (HR, 1.46; 95% CI, 1.09-1.97; P = .01) were independently associated with worse 10-year mortality. In patients with dissection, perioperative mortality was 24.3% and 10-year mortality was 87.9% ± 2.2%. Age 65 years or more (HR, 1.49; 95% CI, 1.19-1.86; P < .001), congestive heart failure (HR, 1.39; 95% CI, 1.11-2.57; P = .004), and diabetes mellitus as the cause of dialysis (HR, 1.75; 95% CI, 1.2-2.57; P = .004) were independently associated with worse 10-year mortality. Black race (HR, 0.74; 95% CI, 0.6-0.92; P = .008) was associated with a better outcome. CONCLUSIONS We described challenging perioperative and 10-year outcomes for dialysis patients undergoing proximal aortic repair. The present study suggests the need for careful patient selection in the elective repair of proximal aortic aneurysm for dialysis-dependent patients, whereas it affirms the feasibility of emergency surgery for acute type A aortic dissections.
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Affiliation(s)
- Takuya Ogami
- Department of Surgery, New York-Presbyterian/Queens, Flushing, NY
| | - Eric Zimmermann
- Department of Surgery, New York-Presbyterian/Queens, Flushing, NY
| | - Roger C Zhu
- Department of Surgery, New York-Presbyterian/Queens, Flushing, NY
| | - Yanling Zhao
- Division of Cardiothoracic and Vascular Surgery, Department of Surgery, New York Presbyterian Hospital, Columbia University Medical Center, New York, NY
| | - Yuming Ning
- Division of Cardiothoracic and Vascular Surgery, Department of Surgery, New York Presbyterian Hospital, Columbia University Medical Center, New York, NY
| | - Paul Kurlansky
- Division of Cardiothoracic and Vascular Surgery, Department of Surgery, New York Presbyterian Hospital, Columbia University Medical Center, New York, NY
| | - Jacob S Stevens
- Department of Nephrology, New York Presbyterian Hospital, Columbia University Medical Center, New York, NY
| | - Dimitrios V Avgerinos
- Department of Cardiothoracic Surgery, New York-Presbyterian, Weill Cornell Medicine, New York, NY
| | - Virendra I Patel
- Department of Vascular Surgery, New York-Presbyterian, Columbia University Medical Center, New York, NY
| | - Hiroo Takayama
- Division of Cardiothoracic and Vascular Surgery, Department of Surgery, New York Presbyterian Hospital, Columbia University Medical Center, New York, NY.
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Norton EL, Kim KM, Fukuhara S, Monaghan KP, Naeem A, Wu X, Ailawadi G, Patel HJ, Deeb GM, Yang B. Autologous blood transfusion in acute type A aortic dissection decreased blood product consumption and improved postoperative outcomes. JTCVS OPEN 2022; 12:20-29. [PMID: 36590717 PMCID: PMC9801237 DOI: 10.1016/j.xjon.2022.07.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Revised: 06/02/2022] [Accepted: 06/22/2022] [Indexed: 01/04/2023]
Abstract
Objective To evaluate the effect of autologous blood use on blood product consumption and outcomes after acute type A aortic dissection repair. Methods From 2010 to October 2020, 497 patients underwent open acute type A aortic dissection repair, including those with autologous blood harvesting before cardiopulmonary bypass and transfusion after cardiopulmonary bypass (autologous blood transfusion [ABT], n = 397) and without autologous blood harvesting and transfusion (No-ABT, n = 100). The median ABT volume was 900 mL. Using propensity score matching, 89 matched pairs were identified based on age, sex, body mass index, preoperative hemoglobin, acute preoperative stroke, previous cardiac surgery, and cardiogenic shock. Results After propensity score matching, both groups were similar in demographic characteristics and aortic procedures. The ABT group required significantly less intraoperative transfusion of blood products (6 vs 11 units; P < .0001), including packed red blood cells (2 vs 4), fresh frozen plasma (2 vs 4), platelets (2 vs 2), and cryoprecipitate (0 vs 1); and combined intraoperative and postoperative transfusion (9 vs 13; P < .001). ABT was protective against intra- and postoperative blood product transfusion (odds ratio, 0.28; P = .01). The ABT group had significantly less sepsis, acute renal failure requiring dialysis, reintubation, and shorter intubation times and postoperative lengths of stay. Operative mortality was 6.7% in the ABT group versus 13% in the No-ABT group (P = .14). The midterm survival was similar between the 2 groups (5 year: 76% vs 74%). ABT had a hazard ratio of 0.81 for midterm mortality (P = .41). Conclusions Autologous blood transfusion was associated with better short-term outcomes and could be used routinely for acute type A aortic dissection repair. External multicenter prospective validation would be warranted.
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Affiliation(s)
- Elizabeth L. Norton
- Division of Cardiothoracic Surgery, Department of Surgery, Emory University School of Medicine, Atlanta, Ga
| | - Karen M. Kim
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Mich
| | | | | | - Aroma Naeem
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Mich
| | - Xiaoting Wu
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Mich
| | - Gorav Ailawadi
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Mich
| | | | - G. Michael Deeb
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Mich
| | - Bo Yang
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Mich,Address for reprints: Bo Yang, MD, PhD, Department of Cardiac Surgery, Michigan Medicine, 5155 Frankel Cardiovascular Center, 1500 E Medical Center Dr, Ann Arbor, MI 48109.
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Hemli JM, Ducca EL, Chaplin WF, Arader LL, Scheinerman SJ, Lesser ML, Ahn S, Mihelis EA, Jahn LA, Patel NC, Brinster DR. Transfusion in Root Replacement for Aortic Dissection: STS Adult Cardiac Surgery Database Analysis. Ann Thorac Surg 2022; 114:2149-2156. [PMID: 35452664 DOI: 10.1016/j.athoracsur.2022.03.068] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 03/09/2022] [Accepted: 03/22/2022] [Indexed: 11/01/2022]
Abstract
BACKGROUND Transfusion in acute aortic syndromes has been studied in a limited fashion. We sought to describe contemporary transfusion practice for root replacement in acute (Stanford) type A aortic dissection (ATAAD). METHODS The STS Adult Cardiac Surgery Database was interrogated to identify patients who underwent primary aortic root replacement for ATAAD (July 2014 - June 2017). Patients (n = 1558) were stratified by type of root replacement. Multivariate regression was used to determine those variables associated with transfusion and postoperative morbidity. RESULTS Transfusion was required in 90.5% of cases (n = 1410). Operative mortality for all patients was 17.3% (261 deaths). Intraoperative red blood cell (RBC) transfusion portended reduced short-term survival (odds ratio {OR} 2.00, p = 0.025). Massive postoperative transfusion was associated with prolonged ventilation (OR 13.47, p < 0.001), sepsis (OR 4.13, p < 0.001), and new dialysis-dependent renal-failure (OR 2.43, p < 0.001). Females were more likely to require transfusion (OR 3.03, p < 0.001), as were patients who had coronary bypass (OR 1.57, p = 0.009), and those in shock (OR 2.27, p < 0.001). Valve-sparing aortic root replacement (VSARR) was associated with reduced transfusion requirements vs. composite roots. Institutional case volume was not appreciably correlated with transfusion. CONCLUSIONS Most patients undergoing root replacement for aortic dissection require blood products. Composite root replacement is associated with a greater likelihood of transfusion than a valve-sparing operation. Transfusion independently foreshadows greater operative mortality.
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Affiliation(s)
- Jonathan M Hemli
- Department of Cardiovascular & Thoracic Surgery, Lenox Hill Hospital / Northwell Health, New York, NY, USA.
| | - Emma L Ducca
- Department of Psychology, St John's University, Queens, NY, USA
| | | | | | - S Jacob Scheinerman
- Department of Cardiovascular & Thoracic Surgery, Lenox Hill Hospital / Northwell Health, New York, NY, USA
| | - Martin L Lesser
- Biostatistics Unit, Feinstein Institutes for Medical Research / Northwell Health, Great Neck, NY, USA
| | - Seungjun Ahn
- Biostatistics Unit, Feinstein Institutes for Medical Research / Northwell Health, Great Neck, NY, USA
| | - Efstathia A Mihelis
- Department of Cardiovascular & Thoracic Surgery, Lenox Hill Hospital / Northwell Health, New York, NY, USA
| | - Lynda A Jahn
- Department of Cardiovascular & Thoracic Surgery, Lenox Hill Hospital / Northwell Health, New York, NY, USA
| | - Nirav C Patel
- Department of Cardiovascular & Thoracic Surgery, Lenox Hill Hospital / Northwell Health, New York, NY, USA
| | - Derek R Brinster
- Department of Cardiovascular & Thoracic Surgery, Lenox Hill Hospital / Northwell Health, New York, NY, USA
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Bowdish ME, D'Agostino RS, Thourani VH, Schwann TA, Krohn C, Desai N, Shahian DM, Fernandez FG, Badhwar V. STS Adult Cardiac Surgery Database: 2021 Update on Outcomes, Quality, and Research. Ann Thorac Surg 2021; 111:1770-1780. [PMID: 33794156 DOI: 10.1016/j.athoracsur.2021.03.043] [Citation(s) in RCA: 138] [Impact Index Per Article: 34.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Accepted: 03/19/2021] [Indexed: 12/27/2022]
Abstract
The Society of Thoracic Surgeons Adult Cardiac Surgery Database is the most mature and comprehensive cardiac surgery database. It has been the foundation for quality measurement and improvement activities in cardiac surgery, facilitated the generation of accurate risk adjusted performance benchmarks and serves as a platform for novel research. Recent enhancements have added to the database's functionality, ease of use, and value to multiple stakeholders. This report is the sixth in a series of annual reports that provide updated volumes, outcomes, database-related developments, quality improvement initiatives, and research summaries using the Adult Cardiac Surgery Database in the past year.
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Affiliation(s)
- Michael E Bowdish
- Department of Surgery, Keck School of Medicine of USC, University of Southern California, Los Angeles, California.
| | - Richard S D'Agostino
- Division of Thoracic and Cardiovascular Surgery, Lahey Hospital and Medical Center, Burlington, Massachusetts; Department of Surgery, Division of Cardiothoracic Surgery, Tufts University School of Medicine, Boston, Massachusetts
| | - Vinod H Thourani
- Department of Cardiovascular Surgery, Marcus Valve Center, Piedmont Heart Institute, Atlanta, Georgia
| | - Thomas A Schwann
- Division of Cardiac Surgery, University of Massachusetts Medical School - Baystate, Springfield, Massachusetts
| | - Carole Krohn
- The Society of Thoracic Surgeons, Chicago, Illinois
| | - Nimesh Desai
- Department of Surgery, Division of Cardiovascular Surgery, University of Pennsylvania, Philadelphia, Pennsylvania
| | - David M Shahian
- Division of Cardiac Surgery, Department of Surgery and Center for Quality and Safety, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts
| | - Felix G Fernandez
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Georgia
| | - Vinay Badhwar
- Department of Cardiovascular and Thoracic Surgery, West Virginia University, Morgantown, West Virginia
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Coselli JS. Commentary: Not just for kids anymore: The Ross procedure grows up. J Thorac Cardiovasc Surg 2020; 161:916-917. [PMID: 33454097 DOI: 10.1016/j.jtcvs.2020.12.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Revised: 12/02/2020] [Accepted: 12/03/2020] [Indexed: 10/22/2022]
Affiliation(s)
- Joseph S Coselli
- Division of Cardiothoracic Surgery, Michael E. DeBakey Department of Surgery, Baylor College of Medicine, Houston, Tex; Department of Cardiovascular Surgery, Texas Heart Institute, Houston, Tex; CHI St Luke's-Baylor St Luke's Medical Center, Houston, Tex.
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Hughes GC, Wojnarski CM. Perioperative Transfusion Practices and Aortic Root Replacement: The Devil Is in the Details. Ann Thorac Surg 2020; 110:1234. [PMID: 32442621 DOI: 10.1016/j.athoracsur.2020.03.115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2020] [Accepted: 03/31/2020] [Indexed: 11/18/2022]
Affiliation(s)
- G Chad Hughes
- Department of Surgery, Duke University Medical Center, Box 3051 DUMC, Durham, NC 27710.
| | - Charles M Wojnarski
- Department of Surgery, Duke University Medical Center, Box 3051 DUMC, Durham, NC 27710
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