1
|
Berg T, Aehling NF, Bruns T, Welker MW, Weismüller T, Trebicka J, Tacke F, Strnad P, Sterneck M, Settmacher U, Seehofer D, Schott E, Schnitzbauer AA, Schmidt HH, Schlitt HJ, Pratschke J, Pascher A, Neumann U, Manekeller S, Lammert F, Klein I, Kirchner G, Guba M, Glanemann M, Engelmann C, Canbay AE, Braun F, Berg CP, Bechstein WO, Becker T, Trautwein C. S2k-Leitlinie Lebertransplantation der Deutschen Gesellschaft für Gastroenterologie, Verdauungs- und Stoffwechselkrankheiten (DGVS) und der Deutschen Gesellschaft für Allgemein- und Viszeralchirurgie (DGAV). ZEITSCHRIFT FUR GASTROENTEROLOGIE 2024; 62:1397-1573. [PMID: 39250961 DOI: 10.1055/a-2255-7246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/11/2024]
Affiliation(s)
- Thomas Berg
- Bereich Hepatologie, Medizinischen Klinik II, Universitätsklinikum Leipzig, Leipzig, Deutschland
| | - Niklas F Aehling
- Bereich Hepatologie, Medizinischen Klinik II, Universitätsklinikum Leipzig, Leipzig, Deutschland
| | - Tony Bruns
- Medizinische Klinik III, Universitätsklinikum Aachen, Aachen, Deutschland
| | - Martin-Walter Welker
- Medizinische Klinik I Gastroent., Hepat., Pneum., Endokrin. Universitätsklinikum Frankfurt, Frankfurt, Deutschland
| | - Tobias Weismüller
- Klinik für Innere Medizin - Gastroenterologie und Hepatologie, Vivantes Humboldt-Klinikum, Berlin, Deutschland
| | - Jonel Trebicka
- Medizinische Klinik B für Gastroenterologie und Hepatologie, Universitätsklinikum Münster, Münster, Deutschland
| | - Frank Tacke
- Charité - Universitätsmedizin Berlin, Medizinische Klinik m. S. Hepatologie und Gastroenterologie, Campus Virchow-Klinikum (CVK) und Campus Charité Mitte (CCM), Berlin, Deutschland
| | - Pavel Strnad
- Medizinische Klinik III, Universitätsklinikum Aachen, Aachen, Deutschland
| | - Martina Sterneck
- Medizinische Klinik und Poliklinik I, Universitätsklinikum Hamburg, Hamburg, Deutschland
| | - Utz Settmacher
- Klinik für Allgemein-, Viszeral- und Gefäßchirurgie, Universitätsklinikum Jena, Jena, Deutschland
| | - Daniel Seehofer
- Klinik für Viszeral-, Transplantations-, Thorax- und Gefäßchirurgie, Universitätsklinikum Leipzig, Leipzig, Deutschland
| | - Eckart Schott
- Klinik für Innere Medizin II - Gastroenterologie, Hepatologie und Diabetolgie, Helios Klinikum Emil von Behring, Berlin, Deutschland
| | | | - Hartmut H Schmidt
- Klinik für Gastroenterologie und Hepatologie, Universitätsklinikum Essen, Essen, Deutschland
| | - Hans J Schlitt
- Klinik und Poliklinik für Chirurgie, Universitätsklinikum Regensburg, Regensburg, Deutschland
| | - Johann Pratschke
- Chirurgische Klinik, Charité Campus Virchow-Klinikum - Universitätsmedizin Berlin, Berlin, Deutschland
| | - Andreas Pascher
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Universitätsklinikum Münster, Münster, Deutschland
| | - Ulf Neumann
- Klinik für Allgemein-, Viszeral- und Transplantationschirurgie, Universitätsklinikum Essen, Essen, Deutschland
| | - Steffen Manekeller
- Klinik und Poliklinik für Allgemein-, Viszeral-, Thorax- und Gefäßchirurgie, Universitätsklinikum Bonn, Bonn, Deutschland
| | - Frank Lammert
- Medizinische Hochschule Hannover (MHH), Hannover, Deutschland
| | - Ingo Klein
- Chirurgische Klinik I, Universitätsklinikum Würzburg, Würzburg, Deutschland
| | - Gabriele Kirchner
- Klinik und Poliklinik für Chirurgie, Universitätsklinikum Regensburg und Innere Medizin I, Caritaskrankenhaus St. Josef Regensburg, Regensburg, Deutschland
| | - Markus Guba
- Klinik für Allgemeine, Viszeral-, Transplantations-, Gefäß- und Thoraxchirurgie, Universitätsklinikum München, München, Deutschland
| | - Matthias Glanemann
- Klinik für Allgemeine, Viszeral-, Gefäß- und Kinderchirurgie, Universitätsklinikum des Saarlandes, Homburg, Deutschland
| | - Cornelius Engelmann
- Charité - Universitätsmedizin Berlin, Medizinische Klinik m. S. Hepatologie und Gastroenterologie, Campus Virchow-Klinikum (CVK) und Campus Charité Mitte (CCM), Berlin, Deutschland
| | - Ali E Canbay
- Medizinische Klinik, Universitätsklinikum Knappschaftskrankenhaus Bochum, Bochum, Deutschland
| | - Felix Braun
- Klinik für Allgemeine Chirurgie, Viszeral-, Thorax-, Transplantations- und Kinderchirurgie, Universitätsklinikum Schlewswig-Holstein, Kiel, Deutschland
| | - Christoph P Berg
- Innere Medizin I Gastroenterologie, Hepatologie, Infektiologie, Universitätsklinikum Tübingen, Tübingen, Deutschland
| | - Wolf O Bechstein
- Klinik für Allgemein- und Viszeralchirurgie, Universitätsklinikum Frankfurt, Frankfurt, Deutschland
| | - Thomas Becker
- Klinik für Allgemeine Chirurgie, Viszeral-, Thorax-, Transplantations- und Kinderchirurgie, Universitätsklinikum Schlewswig-Holstein, Kiel, Deutschland
| | | |
Collapse
|
2
|
Harinstein ME, Gandolfo C, Gruttadauria S, Accardo C, Crespo G, VanWagner LB, Humar A. Cardiovascular disease assessment and management in liver transplantation. Eur Heart J 2024:ehae502. [PMID: 39152050 DOI: 10.1093/eurheartj/ehae502] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 04/21/2024] [Accepted: 07/25/2024] [Indexed: 08/19/2024] Open
Abstract
The prevalence and mortality related to end-stage liver disease (ESLD) continue to rise globally. Liver transplant (LT) recipients continue to be older and have inherently more comorbidities. Among these, cardiac disease is one of the three main causes of morbidity and mortality after LT. Several reasons exist including the high prevalence of associated risk factors, which can also be attributed to the rise in the proportion of patients undergoing LT for metabolic dysfunction-associated steatohepatitis (MASH). Additionally, as people age, the prevalence of now treatable cardiac conditions, including coronary artery disease (CAD), cardiomyopathies, significant valvular heart disease, pulmonary hypertension, and arrhythmias rises, making the need to treat these conditions critical to optimize outcomes. There is an emerging body of literature regarding CAD screening in patients with ESLD, however, there is a paucity of strong evidence to support the guidance regarding the management of cardiac conditions in the pre-LT and perioperative settings. This has resulted in significant variations in assessment strategies and clinical management of cardiac disease in LT candidates between transplant centres, which impacts LT candidacy based on a transplant centre's risk tolerance and comfort level for caring for patients with concomitant cardiac disease. Performing a comprehensive assessment and understanding the potential approaches to the management of ESLD patients with cardiac conditions may increase the acceptance of patients, who appear too complex, but rather require extra evaluation and may be reasonable candidates for LT. The unique physiology of ESLD can profoundly influence preoperative assessment, perioperative management, and outcomes associated with underlying cardiac pathology, and requires a thoughtful multidisciplinary approach. The strategies proposed in this manuscript attempt to review the latest expert experience and opinions and provide guidance to practicing clinicians who assess and treat patients being considered for LT. These topics also highlight the gaps that exist in the comprehensive care of LT patients and the need for future investigations in this field.
Collapse
Affiliation(s)
- Matthew E Harinstein
- Division of Cardiology, Heart and Vascular Institute, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Caterina Gandolfo
- Unit of Interventional Cardiology, Department of Cardiothoracic Surgery, UPMC IRCCS-ISMETT (Mediterranean Institute for Transplantation and Advanced Specialized Therapies), Palermo, Italy
| | - Salvatore Gruttadauria
- Department for the Treatment and Study of Abdominal Diseases and Abdominal Transplantation, UPMC IRCCS-ISMETT (Mediterranean Institute for Transplantation and Advanced Specialized Therapies), Palermo, Italy
- Department of General Surgery and Medical-Surgical Specialties, University of Catania, Catania, Italy
| | - Caterina Accardo
- Department for the Treatment and Study of Abdominal Diseases and Abdominal Transplantation, UPMC IRCCS-ISMETT (Mediterranean Institute for Transplantation and Advanced Specialized Therapies), Palermo, Italy
| | - Gonzalo Crespo
- Liver Transplant Unit, Hospital Clínic, IDIBAPS, CIBERehd, University of Barcelona, Barcelona, Spain
| | - Lisa B VanWagner
- Division of Digestive and Liver Diseases, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Abhinav Humar
- Division of Transplantation, Department of Surgery, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| |
Collapse
|
3
|
Pagano G, Sastre L, Blasi A, Brugaletta S, Mestres J, Martinez-Ocon J, Ortiz-Pérez JT, Viñals C, Prat-Gonzàlez S, Rivas E, Perea RJ, Rodriguez-Tajes S, Muxí Á, Ortega E, Doltra A, Ruiz P, Vidal B, Martínez-Palli G, Colmenero J, Crespo G. CACS, CCTA and mCAD-LT score in the pre-transplant assessment of coronary artery disease and the prediction of post-transplant cardiovascular events. Liver Int 2024; 44:1912-1923. [PMID: 38591767 DOI: 10.1111/liv.15926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 03/19/2024] [Accepted: 03/24/2024] [Indexed: 04/10/2024]
Abstract
BACKGROUND The optimal cardiovascular assessment of liver transplant (LT) candidates is unclear. We aimed to evaluate the performance of CT-based coronary tests (coronary artery calcium score [CACS] and coronary CT angiography [CCTA]) and a modification of the CAD-LT score (mCAD-LT, excluding family history of CAD) to diagnose significant coronary artery disease (CAD) before LT and predict the incidence of post-LT cardiovascular events (CVE). METHODS We retrospectively analysed a single-centre cohort of LT candidates who underwent non-invasive tests; invasive coronary angiography (ICA) was performed depending on the results of non-invasive tests. mCAD-LT was calculated in all patients. RESULTS Six-hundred-and-thirty-four LT candidates were assessed and 351 of them underwent LT. CACS, CCTA and ICA were performed in 245, 123 and 120 LT candidates, respectively. Significant CAD was found in 30% of patients undergoing ICA. The AUROCs of mCAD-LT (.722) and CCTA (.654) were significantly higher than that of CACS (.502) to predict the presence of significant CAD. Specificity of the tests ranged between 31% for CCTA and 53% for CACS. Among patients who underwent LT, CACS ≥ 400 and mCAD-LT were independently associated with the incidence of CVE; in patients who underwent CCTA before LT, significant CAD at CCTA also predicted post-LT CVE. CONCLUSION In this cohort, mCAD-LT score and CT-based tests detect the presence of significant CAD in LT candidates, although they tend to overestimate it. Both mCAD-LT score and CT-based tests classify LT recipients according to their risk of post-LT CVE and can be used to improve post-LT risk mitigation.
Collapse
Affiliation(s)
- Giulia Pagano
- Liver Transplant Unit, Hospital Clínic, Barcelona, Spain
- Department of Hepatology, Hospital Clínic, Barcelona, Spain
| | - Lydia Sastre
- Department of Gastroenterology and Hepatology, Hospital Son Espases, Palma de Mallorca, Spain
| | - Annabel Blasi
- Department of Anesthesiology, Hospital Clínic, Barcelona, Spain
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- CIBER-EHD, Madrid, Spain
| | - Salvatore Brugaletta
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- Department of Cardiology, Hospital Clínic, Barcelona, Spain
| | - Judit Mestres
- Department of Radiology, Hospital Clínic, Barcelona, Spain
| | | | - Jose T Ortiz-Pérez
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- Department of Cardiology, Hospital Clínic, Barcelona, Spain
| | - Clara Viñals
- Department of Endocrinology and Nutrition, Hospital Clínic, Barcelona, Spain
| | - Susanna Prat-Gonzàlez
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- Department of Cardiology, Hospital Clínic, Barcelona, Spain
| | - Eva Rivas
- Department of Anesthesiology, Hospital Clínic, Barcelona, Spain
| | - Rosario J Perea
- IDIBAPS, Barcelona, Spain
- Department of Radiology, Hospital Clínic, Barcelona, Spain
| | - Sergio Rodriguez-Tajes
- Liver Transplant Unit, Hospital Clínic, Barcelona, Spain
- Department of Hepatology, Hospital Clínic, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- CIBER-EHD, Madrid, Spain
| | - África Muxí
- IDIBAPS, Barcelona, Spain
- Department of Nuclear Medicine, Hospital Clínic, Barcelona, Spain
| | - Emilio Ortega
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- Department of Endocrinology and Nutrition, Hospital Clínic, Barcelona, Spain
- CIBER-OBN, Madrid, Spain
| | - Ada Doltra
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- Department of Cardiology, Hospital Clínic, Barcelona, Spain
| | - Pablo Ruiz
- Liver Transplant Unit, Hospital Clínic, Barcelona, Spain
- Department of Hepatology, Hospital Clínic, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
| | - Bàrbara Vidal
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- Department of Cardiology, Hospital Clínic, Barcelona, Spain
| | - Graciela Martínez-Palli
- Department of Anesthesiology, Hospital Clínic, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- CIBER-RES, Madrid, Spain
| | - Jordi Colmenero
- Liver Transplant Unit, Hospital Clínic, Barcelona, Spain
- Department of Hepatology, Hospital Clínic, Barcelona, Spain
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- CIBER-EHD, Madrid, Spain
| | - Gonzalo Crespo
- Liver Transplant Unit, Hospital Clínic, Barcelona, Spain
- Department of Hepatology, Hospital Clínic, Barcelona, Spain
- University of Barcelona, Barcelona, Spain
- IDIBAPS, Barcelona, Spain
- CIBER-EHD, Madrid, Spain
| |
Collapse
|
4
|
Pagano G, Koshy AN, Chadha R, VanWagner LB, Crespo G. Management of the liver transplant candidate with high cardiac risk: Multidisciplinary best practices and recommendations. Liver Transpl 2024:01445473-990000000-00376. [PMID: 38727607 DOI: 10.1097/lvt.0000000000000396] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2024] [Accepted: 05/03/2024] [Indexed: 07/19/2024]
Abstract
In a setting characterized by a growing prevalence of patients with alcohol-associated and metabolic dysfunction-associated steatotic liver diseases, coupled with an aging patient demographic, the incidence of cardiac comorbidities in liver transplant candidates is on the rise. These comorbidities not only pose barriers to transplant eligibility but also impact the intraoperative course and affect posttransplant outcomes. As such, there is a significant need to optimize the clinical management of these cardiac comorbidities. However, there is a scarcity of evidence regarding the best practices for managing cardiac comorbidities such as coronary and valvular heart diseases, arrhythmia, and cardiomyopathy in this population, both before and during transplant surgery. These conditions necessitate a coordinated and multidisciplinary approach to care. In this manuscript, we conduct a comprehensive review of the most recent evidence pertaining to the preoperative and intraoperative management of these cardiac comorbidities in liver transplant candidates. Our aim is to provide recommendations that improve and standardize their clinical care.
Collapse
Affiliation(s)
- Giulia Pagano
- Department of Hepatology, Hospital Clínic, Liver Transplant Unit, IDIBAPS, CIBERehd, University of Barcelona, Barcelona, Spain
| | - Anoop N Koshy
- Department of Cardiology and Victorian Liver Transplant Unit, Austin Health, University of Melbourne, Victoria, Australia
| | - Ryan Chadha
- Department of Anesthesiology and Perioperative Medicine, Mayo Clinic, Jacksonville, Florida, USA
| | - Lisa B VanWagner
- Division of Digestive and Liver Diseases, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Gonzalo Crespo
- Department of Hepatology, Hospital Clínic, Liver Transplant Unit, IDIBAPS, CIBERehd, University of Barcelona, Barcelona, Spain
| |
Collapse
|
5
|
Jyotsna F, Ikram J, Nageeta F, Komal F, Anjlee F, Patel H, Nassri T, Kumari M, Kumar R, Shah SU, Kashif M, Varrassi G, Kumar S, Patel T. Unlocking the Potential of Immunotherapy in Cardiovascular Disease: A Comprehensive Review of Applications and Future Directions. Cureus 2023; 15:e42790. [PMID: 37664375 PMCID: PMC10469982 DOI: 10.7759/cureus.42790] [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: 07/22/2023] [Accepted: 08/01/2023] [Indexed: 09/05/2023] Open
Abstract
Immunotherapy has emerged as a pioneering therapeutic approach that harnesses the immune system's abilities to combat diseases, particularly in the field of oncology where it has led to significant advancements. However, despite its significant impact in the field of oncology, the potential of immunotherapy in the context of cardiovascular disease (CVD) has not been thoroughly investigated. The purpose of this narrative review is to address the existing knowledge and potential uses of immunotherapy in the field of cardiovascular disease (CVD), with the intention of filling the existing gap in understanding. Furthermore, the review thoroughly examines the future prospects of this swiftly advancing field, providing insights into the aspects that necessitate further investigation and addressing the forthcoming challenges. The review is organized into four distinct sections to enhance comprehension. The first section introduces immunotherapy, presenting the fundamental concepts and principles. The second section explores the immunomodulatory mechanisms in cardiovascular disease (CVD), with a specific focus on the intricate interplay between the immune system and the development of cardiovascular pathogenesis. The utilization of immunotherapy in specific cardiovascular conditions will be examined, investigating the application of immunotherapy in the context of different cardiovascular diseases. The future prospects and challenges in immunotherapy for cardiovascular diseases will be discussed, highlighting the potential areas for future research and addressing the barriers that must be overcome to effectively implement immunotherapeutic interventions in the management of cardiovascular diseases.
Collapse
Affiliation(s)
- Fnu Jyotsna
- Medicine, Dr. B.R. Ambedkar Medical College & Hospital, Mohali, IND
| | - Jibran Ikram
- Orthopaedics and Trauma, Rehman Medical Institute, Peshawar, PAK
| | - Fnu Nageeta
- Medicine, Ghulam Muhammad Mahar Medical College, Sukkur, PAK
| | - Fnu Komal
- Medicine, Chandka Medical College, Larkana, PAK
| | - Fnu Anjlee
- Medicine, Ghulam Muhammad Mahar Medical College, Sukkur, PAK
| | - Harshkumar Patel
- Internal Medicine, PDU (Pandit Dindayal Upadhyay) Medical College, Rajkot, IND
| | - Taleb Nassri
- Medicine, Heart and Vascular Institute, Dearborn, USA
| | - Meena Kumari
- Internal Medicine, Dow University of Health Sciences, Karachi, PAK
| | - Rajesh Kumar
- Business Intelligence and Data Analytics, Westcliff University, Irvine, USA
| | | | - Maham Kashif
- Medicine, Khawaja Muhammad Safdar Medical College, Wazirabad, PAK
| | | | - Satesh Kumar
- Medicine and Surgery, Shaheed Mohtarma Benazir Bhutto Medical College, Karachi, PAK
| | - Tirath Patel
- Medicine, American University of Antigua, St. John, ATG
| |
Collapse
|
6
|
Giménez-Milà M, Blasi A, Sabaté M, Regueiro A. Crossing the Boundaries of Treatment of Valvular Heart Disease in Patients With Liver Cirrhosis. J Cardiothorac Vasc Anesth 2022; 36:4237-4240. [PMID: 36155717 DOI: 10.1053/j.jvca.2022.08.010] [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: 08/11/2022] [Accepted: 08/12/2022] [Indexed: 11/11/2022]
Affiliation(s)
- Marc Giménez-Milà
- Department of Anesthesia and Intensive Care, Hospital CLINIC de Barcelona, Universitat de Barcelona, Barcelona, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer, IDIBAPS, Barcelona, Spain.
| | - Annabel Blasi
- Department of Anesthesia and Intensive Care, Hospital CLINIC de Barcelona, Universitat de Barcelona, Barcelona, Spain; Institut d'investigacions Biomèdiques August Pi i Sunyer, IDIBAPS, Barcelona, Spain
| | - Manel Sabaté
- Institut d'investigacions Biomèdiques August Pi i Sunyer, IDIBAPS, Barcelona, Spain; Department of Cardiology, Hospital CLINIC de Barcelona, Universitat de Barcelona, Barcelona, Spain
| | - Ander Regueiro
- Institut d'investigacions Biomèdiques August Pi i Sunyer, IDIBAPS, Barcelona, Spain; Department of Cardiology, Hospital CLINIC de Barcelona, Universitat de Barcelona, Barcelona, Spain
| |
Collapse
|
7
|
Sastre L, García R, Viñals C, Amor AJ, Yago G, Hervás A, Sánchez L, Trabal J, Molero J, Escudé L, Pagano G, Blasco M, Gilabert R, Ruiz P, Colmenero J, Navasa M, Ortega E, Crespo G. Results of a multidisciplinary strategy to improve the management of cardiovascular risk factors after liver transplantation. Liver Transpl 2022; 28:1332-1344. [PMID: 35224857 DOI: 10.1002/lt.26443] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 02/15/2022] [Accepted: 02/18/2022] [Indexed: 02/07/2023]
Abstract
Although liver transplantation (LT) recipients are at high cardiovascular risk (CVR), the management of CVR factors (CVRF) after LT is far from optimal and needs to be improved. For this reason, we developed a multidisciplinary protocol to standardize the identification, risk stratification, management, and targets of therapy of CVRF during the first post-LT year. The grade of identification and control of CVRF 12 months after LT in the postintervention cohort (LT January 2018-January 2020, n = 150) were compared with a control cohort who underwent LT between July 2015 and December 2016 (n = 100). Before LT, the prevalence of metabolic-associated fatty liver disease as the indication of LT and the presence of obesity were significantly higher in the postintervention cohort, whereas the prevalence of other CVRF and renal dysfunction tended to be higher. Cyclosporine A was used less frequently in the postintervention cohort, whereas everolimus tended to increase. At 12 months after LT, the proportion of patients with measured blood pressure (88% vs. 56%), glycosilated hemoglobin (HbA1c; 96% vs. 72%), and high-density lipoprotein/low-density lipoprotein cholesterol (67% vs. 33%) was higher in the postintervention than in the control cohort (all p < 0.001). Blood pressure (64% vs. 36%, p = 0.02) and HbA1c (85% vs. 70%, p = 0.1) were within target in more individuals with hypertension and diabetes mellitus, respectively, in the postintervention cohort. Median total cholesterol levels were lower in the postintervention (184 mg/dl; interquartile range [IQR], 160-210 mg/dl) than in the control cohort (212 mg/dl; IQR, 186-240 mg/dl; p = 0.02). At 2 years after LT, the incidence of cardiovascular events was 14% in the control cohort and 6% in the postintervention cohort (p = 0.063). In conclusion, a multidisciplinary, multiprofessional strategy can achieve a higher grade of assessment and management of post-LT CVR despite a worsening metabolic profile of LT recipients.
Collapse
Affiliation(s)
- Lydia Sastre
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain.,Department of Gastroenterology and Hepatology, Hospital Son Espases, Palma de Mallorca, Spain
| | - Raquel García
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain
| | - Clara Viñals
- Endocrinology and Nutrition Department, Hospital Clinic, Barcelona, Spain
| | - Antonio J Amor
- Endocrinology and Nutrition Department, Hospital Clinic, Barcelona, Spain
| | - Gema Yago
- Endocrinology and Nutrition Department, Hospital Clinic, Barcelona, Spain
| | - Alicia Hervás
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain
| | - Lorena Sánchez
- Endocrinology and Nutrition Department, Hospital Clinic, Barcelona, Spain
| | - Joan Trabal
- Endocrinology and Nutrition Department, Hospital Clinic, Barcelona, Spain
| | - Judit Molero
- Endocrinology and Nutrition Department, Hospital Clinic, Barcelona, Spain
| | - Laia Escudé
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain
| | - Giulia Pagano
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain
| | - Miquel Blasco
- Nephrology and Kidney Transplant Department, Hospital Clinic, Barcelona, Spain
| | - Rosa Gilabert
- Radiology Department, Hospital Clinic, Barcelona, Spain
| | - Pablo Ruiz
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red-Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Jordi Colmenero
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red-Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain.,University of Barcelona, Barcelona, Spain
| | - Miquel Navasa
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red-Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain.,University of Barcelona, Barcelona, Spain
| | - Emilio Ortega
- Endocrinology and Nutrition Department, Hospital Clinic, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red-Fisiopatología de la Obesidad y Nutrición (CIBERobn), Madrid, Spain
| | - Gonzalo Crespo
- Hepatology and Liver Transplant Unit, Hospital Clinic, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi I Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red-Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain.,University of Barcelona, Barcelona, Spain
| |
Collapse
|
8
|
Spann A, Coe C, Ajayi T, Montgomery G, Shwetar M, Oje A, Annis J, Slaughter JC, Alexopoulos S, Brittain E, Izzy M. Cirrhotic cardiomyopathy: Appraisal of the original and revised criteria in predicting posttransplant cardiac outcomes. Liver Transpl 2022; 28:1321-1331. [PMID: 35332652 PMCID: PMC9288516 DOI: 10.1002/lt.26460] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2021] [Revised: 03/04/2022] [Accepted: 03/15/2022] [Indexed: 12/13/2022]
Abstract
Cardiovascular disease (CVD) significantly contributes to morbidity and mortality after liver transplantation (LT). Cirrhotic cardiomyopathy (CCM) is a risk factor for CVD after transplant. CCM criteria were originally introduced in 2005 with a revision proposed in 2020 reflecting echocardiographic technology advancements. This study assesses the two criteria sets in predicting major adverse cardiac events (MACE) after transplant. This single-center retrospective study reviewed adult LT recipients between January 1, 2009, and December 31, 2018. Patients with insufficient pre-LT echocardiographic data, prior ischemic heart disease, portopulmonary hypertension, or longitudinal care elsewhere were excluded. The primary composite outcome was MACE (arrhythmia, heart failure, cardiac arrest, and/or cardiac death) after transplant. Of 1165 patients, 210 met the eligibility criteria. CCM was present in 162 patients (77%) per the original criteria and 64 patients (30%) per the revised criteria. There were 44 MACE and 31 deaths in the study period. Of the deaths, 38.7% occurred secondary to CVD. CCM defined by the original criteria was not associated with MACE after LT (p = 0.21), but the revised definition was significantly associated with MACE (hazard ratio [HR], 1.93; 95% confidence interval, 1.05-3.56; p = 0.04) on multivariable analysis. Echocardiographic variable analysis demonstrated low septal e' as the most predictive variable for MACE after LT (HR, 3.45; p < 0.001). CCM, only when defined by the revised criteria, was associated with increased risk for MACE after LT, validating the recently revised CCM definition. Abnormal septal e', reflecting impaired relaxation, appears to be the most predictive echocardiographic criterion for MACE after LT.
Collapse
Affiliation(s)
- Ashley Spann
- Division of Gastroenterology, Hepatology, and Nutrition, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Christopher Coe
- Division of Gastroenterology and Hepatology, University of California Los Angeles, Los Angeles, California
| | - Teminioluwa Ajayi
- Division of Gastroenterology and Hepatology, Baylor College of Medicine, Houston, Texas
| | - Garren Montgomery
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Mohammed Shwetar
- Department of Medicine, University of Virginia, Charlottesville, Virginia
| | - Adesola Oje
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Jeffrey Annis
- Division of Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - James C Slaughter
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Sophoclis Alexopoulos
- Division of Hepatobiliary Surgery and Liver Transplantation, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Evan Brittain
- Division of Cardiovascular Medicine, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Manhal Izzy
- Division of Gastroenterology, Hepatology, and Nutrition, Vanderbilt University Medical Center, Nashville, Tennessee
| |
Collapse
|
9
|
Gabbay U, Issachar A, Cohen-Naftaly M, Brown M, Nesher E. Gender specific survival rates after deceased donor liver transplantation: A retrospective cohort. Ann Med Surg (Lond) 2022; 79:103933. [PMID: 35860137 PMCID: PMC9289308 DOI: 10.1016/j.amsu.2022.103933] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Revised: 05/30/2022] [Accepted: 06/02/2022] [Indexed: 11/27/2022] Open
Abstract
Background According to the literature, there are sex allocation inequalities in liver transplantation (LT). Sex disparities in outcomes after LT have been debated. This study aimed to evaluate sex-specific outcomes after LT, specifically short-term mortality and long-term survival rates. Methods A retrospective cohort of the entire LT series from to 2010–2019 in a single center in which the inclusion criteria were adults ≥18 YO age who underwent primary deceased donor LT. Mortality rate was evaluated within 30 days and 6 months. Survival rate was evaluated at 1,3 and 5 years of age. Results A total of 240 primary and deceased donor LTs (153 men and 87 women) were included. Mean age 55.2Y men and 51.6Y women (p = 0.02). Hepatocellular carcinoma (HCC) was the direct indication in 32.7% of the men and only 17.4% of the women. The leading primary liver morbidities were viral hepatitis (B, C, and D) in 38.3% (N = 92) and nonalcoholic steatohepatitis (NASH) in 20.8% (N = 50) of patients. Thirty-day mortality was 14%, which was significantly higher in men (18%) than in women (8%). Survival rates after 5 years were 64.9% and 78.3%, respectively. Multivariate analysis through logistic regression that included age, direct indication, MELD, and primary liver morbidity revealed statistically significant female to male Odds-Ratio of 0.4 in 30 days, 6 m mortality and a statistically significant higher long-term survival. Conclusions Our observations revealed better female outcomes, namely, lower short-term mortality and higher long-term survival. Given the consistency after stratification and given the multivariate analysis, this is unlikely to be attributable to confounders. Such findings suggesting consistently better female outcomes have not been previously reported; hence, multi center study is encouraged. Gender outcome disparities after liver transplantation (LT) is debated. We present retrospective cohort of 240 consecutive LT in a single center. We found significant lower short-term mortality rates and better long-term survival in women. The outcome disparity was consistent in most underlying liver diseases. We had not identified factors that may confound sex outcome disparity.
Collapse
|
10
|
Louissaint J, Fortune BE. Blood Pressure Variability in Liver Transplant Recipients: The Who, What, When, and How. Liver Transpl 2022; 28:549-551. [PMID: 35092162 DOI: 10.1002/lt.26414] [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: 01/20/2022] [Accepted: 01/20/2022] [Indexed: 01/13/2023]
Affiliation(s)
- Jeremy Louissaint
- Center for Liver Disease and Transplantation, Columbia University Medical Center, New York, NY
| | - Brett E Fortune
- Division of Gastroenterology and Hepatology, Weill Cornell Medicine, New York, NY
| |
Collapse
|
11
|
Herreras López J, Puchades L, Di Maira T, Cañada AJ, Maupoey J, López-Andújar R, Prieto Castillo M, Berenguer Haym M, Aguilera V. Metabolic syndrome before liver transplantation: does it have an impact on post liver transplantation outcomes? REVISTA ESPANOLA DE ENFERMEDADES DIGESTIVAS 2022; 114:586-591. [PMID: 35045717 DOI: 10.17235/reed.2022.8384/2021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
INTRODUCTION Metabolic syndrome (MS) and cardiovascular risk factors are commonin liver transplant (LT) candidates and recipients. Cardiovascular events and de novo tumours are increasingly common causes of mortality in liver transplant recipients. The aim of this study is (i) to assess the prevalence of MS in LT recipients and its growth over the years and (ii) if the presence of MS pre-LT is associated with a higher risk of post-LT cardiovascular events (CVE), de novo tumours or early and late survival. PATIENTS AND METHODS Retrospective study that included LT recipients from January 2012 to December 2017. Baseline features (MS before LT and at 1year post-LT) and outcomes (CVE, de novo tumours and survival) were recorded. RESULTS 483 recipients were included, MS was present pre-LT in 20% with an increasing prevalence over time, from16% in 2012 to 34% in 2017 (p=0.025). One-year post-LT, an additional 12% had developed de novo MS .At a median of 56-months follow-up, 13% developed a CVE and 9% a de novo tumour. One and 5-yr survival rates were91% and 83 % in those with pre-LT MS and 93% and 85 % in those without (p=0.94).The presence of MS before LT was independently associated with a higher risk of post-LT CVE (HR: 2.66 IC (95%): 1.6-4.4 p< 0.001), but not with de novo tumors (p=0.94) nor early and late survival (p=0.58 and p=0.87). CONCLUSION Pre-LT MS is increasing among LT candidates and is associated with a higher risk of post-LT morbidity CVE yet without affecting mortality.
Collapse
Affiliation(s)
| | - Lorena Puchades
- Medicina Digestiva, Hospital Universitari i Politècnic La Fe
| | | | | | - Javier Maupoey
- Hepatología de Medicina Digestiva, Hospital Politècnic i Universitari La Fe
| | | | | | | | | |
Collapse
|
12
|
The Role of Arterial Stiffness in the Estimation of Cardiovascular Risk in Liver Transplant Recipients. Transplant Direct 2021; 8:e1272. [PMID: 34966842 PMCID: PMC8710317 DOI: 10.1097/txd.0000000000001272] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2021] [Revised: 11/01/2021] [Accepted: 11/10/2021] [Indexed: 12/30/2022] Open
Abstract
Background Long-term cardiovascular (CV) events are a frequent cause of death and disability after liver transplant (LT). Although a more in-depth, risk-adapted control of CV risk factors may result in improved post-LT CV outcomes, an accurate stratification of the CV risk of LT recipients to better implement preventive strategies is lacking. Aortic pulse wave velocity (aPWV) is a surrogate of arterial stiffness that has been suggested as a biomarker of CV risk; it has never been evaluated in adult LT recipients. Methods In a single-center prospective study, we included 122 LT recipients at 12 (n = 39), 60 (n = 45), or 120 (n = 38) mo after LT. aPWV estimation by oscillometry, clinical assessment of CV risk factors, and CV risk estimation by standard clinical scores (systematic coronary risk evaluation and pooled cohort equation) were performed. The incidence of CV events during prospective follow-up was registered. Results aPWV was independently associated with age and the grade of control of blood pressure. After a median follow-up of 35 mo, 15 patients (12%) presented a CV event. Higher aPWV, diabetes, past or present smoking habit, previous CV events, lower eGFR, being in systematic coronary risk evaluation or pooled cohort equation high-risk groups, and higher levels of total cholesterol, LDL-cholesterol, creatinine, and triglycerides were associated with the incidence of CV events at univariate analysis; aPWV, past or present smoking habit, and triglycerides were independent predictors of CV events. Conclusions According to our results, aPWV mirrors CV risk in LT recipients and thus may be a useful CV risk biomarker in this population. Considering these preliminary results, its accuracy in stratifying risk requires confirmation in further studies.
Collapse
|
13
|
Ferrer-Fàbrega J, Sampson-Dávila J, Forner A, Sapena V, Díaz A, Vilana R, Navasa M, Fondevila C, Miquel R, Ayuso C, García-Valdecasas JC, Bruix J, Reig M, Fuster J. Limited tumour progression beyond Milan criteria while on the waiting list does not result in unacceptable impairment of survival. J Hepatol 2021; 75:1154-1163. [PMID: 34171433 DOI: 10.1016/j.jhep.2021.06.015] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 05/24/2021] [Accepted: 06/05/2021] [Indexed: 02/07/2023]
Abstract
BACKGROUND & AIMS Defining optimum management of patients progressing beyond Milan criteria on the waiting list is a controversial topic. Our aim was to determine whether the policy of allowing a limited progression beyond enlistment criteria permits acceptable post-transplant outcomes in terms of survival and recurrence. METHODS Patients with hepatocellular carcinoma included on the waiting list for orthotopic liver transplantation (OLT) between January 1989 and December 2016 were analysed. Tumour features were assessed at inclusion on the waiting list, before OLT and at explant pathology. Patients were retained on the waiting list despite exceeding enlistment criteria if not presenting with macrovascular invasion, extrahepatic spread or cancer-related symptoms. RESULTS A total of 495 patients constituted the target population. Comparison between the Milan-in (n = 434) and Milan-out (n = 61) groups showed statistically significant differences in: largest tumour size; BCLC stage; patients treated before OLT; alpha-fetoprotein, and time on the waiting list. Milan-out patients showed a significantly higher number of poorly differentiated nodules, satellitosis and microscopic vascular invasion. The 1-, 3-, 5- and 10-year survival rate was 89.6%, 82.5%, 75%, and 55.5%, vs. 83.6%, 70.5%, 65.5%, and 53.9% for Milan-in/Milan-out patients, respectively. Recurrence rates at 1, 3, 5 and 10 years were 1.2%, 3.3%, 5.5%, and 10.8% vs. 7.1% 14.5%, 23%, and 23% for Milan-in and Milan-out patients, respectively (p <0.01). CONCLUSION This study shows that although limited tumour progression without reaching major adverse predictors (vascular invasion, extrahepatic spread, cancer symptoms) has an expected impact on recurrence rate, overall survival remains above the minimum proposed benchmark of 65% at 5 years. The clinically relevant increase in tumour recurrence must be considered when analysing the benefit of this approach in the face of limited organ supply. LAY SUMMARY When considering orthotopic liver transplantation for patients with hepatocellular carcinoma, optimum results are achieved when transplanting patients within the Milan criteria. However, the most appropriate strategy for patients who progress beyond these criteria while on the waiting list is still unclear. Herein, we show that transplantation is associated with acceptable overall survival in select patients who progress beyond the Milan criteria, although recurrence rates were notably higher. Therefore, the assessment of transplantation viability in these patients must consider the availability of organs and the impact on other patient categories.
Collapse
Affiliation(s)
- Joana Ferrer-Fàbrega
- Hepatobiliopancreatic Surgery and Liver and Pancreatic Transplantation Unit, Department of Surgery, Institute Clínic of Digestive and Metabolic Diseases (ICMDiM), Hospital Clínic, University of Barcelona, Barcelona, Spain; Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain.
| | - Jaime Sampson-Dávila
- Hepatobiliopancreatic Surgery and Liver and Pancreatic Transplantation Unit, Department of Surgery, Institute Clínic of Digestive and Metabolic Diseases (ICMDiM), Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Alejandro Forner
- Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Liver Unit, Hospital Clínic, University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain
| | - Victor Sapena
- Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain; Medical Statistics Core Facility, Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Alba Díaz
- Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Department of Pathology, Hospital Clínic. University of Barcelona, Barcelona, Spain
| | - Ramón Vilana
- Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain; Department of Radiology, Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Miquel Navasa
- August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Liver Unit, Hospital Clínic, University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain
| | - Constantino Fondevila
- Hepatobiliopancreatic Surgery and Liver and Pancreatic Transplantation Unit, Department of Surgery, Institute Clínic of Digestive and Metabolic Diseases (ICMDiM), Hospital Clínic, University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain
| | - Rosa Miquel
- Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; Department of Pathology, Hospital Clínic. University of Barcelona, Barcelona, Spain; Liver Histopathology Laboratory, Institute of Liver Studies, King's College Hospital, London, UK
| | - Carmen Ayuso
- Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain; Department of Radiology, Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Juan Carlos García-Valdecasas
- Hepatobiliopancreatic Surgery and Liver and Pancreatic Transplantation Unit, Department of Surgery, Institute Clínic of Digestive and Metabolic Diseases (ICMDiM), Hospital Clínic, University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain
| | - Jordi Bruix
- Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Liver Unit, Hospital Clínic, University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain
| | - María Reig
- Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Liver Unit, Hospital Clínic, University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain
| | - Josep Fuster
- Hepatobiliopancreatic Surgery and Liver and Pancreatic Transplantation Unit, Department of Surgery, Institute Clínic of Digestive and Metabolic Diseases (ICMDiM), Hospital Clínic, University of Barcelona, Barcelona, Spain; Barcelona Clínic Liver Cancer Group (BCLC), University of Barcelona, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), University of Barcelona, Barcelona, Spain; Network for Biomedical Research in Hepatic and Digestive Diseases (CIBERehd), Barcelona, Spain.
| |
Collapse
|
14
|
Crespo G. Moving Forward in the Stratification of Cardiac Risk in Liver Transplantation Candidates. Liver Transpl 2021; 27:957-958. [PMID: 33550711 DOI: 10.1002/lt.26005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 02/04/2021] [Indexed: 12/23/2022]
Affiliation(s)
- Gonzalo Crespo
- Liver Transplant Unit, Liver Unit, Hospital Clínic, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Centro de Investigación Biomédica en Red en Enfermedades Hepáticas y Digestivas (CIBERehd), University of Barcelona, Barcelona, Spain
| |
Collapse
|
15
|
Nitski O, Azhie A, Qazi-Arisar FA, Wang X, Ma S, Lilly L, Watt KD, Levitsky J, Asrani SK, Lee DS, Rubin BB, Bhat M, Wang B. Long-term mortality risk stratification of liver transplant recipients: real-time application of deep learning algorithms on longitudinal data. LANCET DIGITAL HEALTH 2021; 3:e295-e305. [PMID: 33858815 DOI: 10.1016/s2589-7500(21)00040-6] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/21/2020] [Revised: 02/06/2021] [Accepted: 02/17/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND Survival of liver transplant recipients beyond 1 year since transplantation is compromised by an increased risk of cancer, cardiovascular events, infection, and graft failure. Few clinical tools are available to identify patients at risk of these complications, which would flag them for screening tests and potentially life-saving interventions. In this retrospective analysis, we aimed to assess the ability of deep learning algorithms of longitudinal data from two prospective cohorts to predict complications resulting in death after liver transplantation over multiple timeframes, compared with logistic regression models. METHODS In this machine learning analysis, model development was done on a set of 42 146 liver transplant recipients (mean age 48·6 years [SD 17·3]; 17 196 [40·8%] women) from the Scientific Registry of Transplant Recipients (SRTR) in the USA. Transferability of the model was further evaluated by fine-tuning on a dataset from the University Health Network (UHN) in Canada (n=3269; mean age 52·5 years [11·1]; 1079 [33·0%] women). The primary outcome was cause of death, as recorded in the databases, due to cardiovascular causes, infection, graft failure, or cancer, within 1 year and 5 years of each follow-up examination after transplantation. We compared the performance of four deep learning models against logistic regression, assessing performance using the area under the receiver operating characteristic curve (AUROC). FINDINGS In both datasets, deep learning models outperformed logistic regression, with the Transformer model achieving the highest AUROCs in both datasets (p<0·0001). The AUROC for the Transformer model across all outcomes in the SRTR dataset was 0·804 (99% CI 0·795-0·854) for 1-year predictions and 0·733 (0·729-0·769) for 5-year predictions. In the UHN dataset, the AUROC for the top-performing deep learning model was 0·807 (0·795-0·842) for 1-year predictions and 0·722 (0·705-0·764) for 5-year predictions. AUROCs ranged from 0·695 (0·680-0·713) for prediction of death from infection within 5 years to 0·859 (0·847-0·871) for prediction of death by graft failure within 1 year. INTERPRETATION Deep learning algorithms can incorporate longitudinal information to continuously predict long-term outcomes after liver transplantation, outperforming logistic regression models. Physicians could use these algorithms at routine follow-up visits to identify liver transplant recipients at risk for adverse outcomes and prevent these complications by modifying management based on ranked features. FUNDING Canadian Donation and Transplant Research Program, CIFAR AI Chairs Program.
Collapse
Affiliation(s)
- Osvald Nitski
- Faculty of Applied Science and Engineering, University of Toronto, Toronto, ON, Canada; Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada
| | - Amirhossein Azhie
- Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada
| | - Fakhar Ali Qazi-Arisar
- Division of Gastroenterology & Hepatology, Department of Medicine, University of Toronto, Toronto, ON, Canada; Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada
| | - Xueqi Wang
- Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada
| | - Shihao Ma
- Department of Computer Science, University of Toronto, Toronto, ON, Canada
| | - Leslie Lilly
- Faculty of Medicine, University of Toronto, Toronto, ON, Canada; Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada
| | - Kymberly D Watt
- Division of Gastroenterology & Hepatology, Mayo Clinic, Rochester, MN, USA
| | - Josh Levitsky
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | | | - Douglas S Lee
- Faculty of Medicine, University of Toronto, Toronto, ON, Canada; Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada; Ted Rogers Centre for Heart Research, Toronto, ON, Canada; Institute for Clinical Evaluative Sciences, Toronto, ON, Canada
| | - Barry B Rubin
- Faculty of Medicine, University of Toronto, Toronto, ON, Canada; Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada
| | - Mamatha Bhat
- Faculty of Medicine, University of Toronto, Toronto, ON, Canada; Division of Gastroenterology & Hepatology, Department of Medicine, University of Toronto, Toronto, ON, Canada; Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada; Multi Organ Transplant Program, University Health Network, Toronto, ON, Canada; Toronto General Hospital Research Institute, Toronto, ON, Canada
| | - Bo Wang
- Department of Computer Science, University of Toronto, Toronto, ON, Canada; Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, ON, Canada; Peter Munk Cardiac Centre, University Health Network, Toronto, ON, Canada; Vector Institute, Toronto, ON, Canada.
| |
Collapse
|
16
|
Yasodhara A, Dong V, Azhie A, Goldenberg A, Bhat M. Identifying Modifiable Predictors of Long-Term Survival in Liver Transplant Recipients With Diabetes Mellitus Using Machine Learning. Liver Transpl 2021; 27:536-547. [PMID: 37160039 PMCID: PMC8248095 DOI: 10.1002/lt.25930] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2020] [Revised: 10/01/2020] [Accepted: 10/12/2020] [Indexed: 01/13/2023]
Abstract
Diabetes mellitus (DM) significantly impacts long-term survival after liver transplantation (LT). We identified survival factors for LT recipients who had DM to inform preventive care using machine-learning analysis. We analyzed risk factors for mortality in patients from across the United States using the Scientific Registry of Transplant Recipients (SRTR). Patients had undergone LT from 1987 to 2019, with a follow-up of 6.47 years (standard deviation [SD] 5.95). Findings were validated on a cohort from the University Health Network (UHN) from 1989 to 2014 (follow-up 8.15 years [SD 5.67]). Analysis was conducted with Cox proportional hazards and gradient boosting survival. The training set included 84.67% SRTR data (n = 15,289 patients), and the test set included 15.33% SRTR patients (n = 2769) and data from UHN patients (n = 1290). We included 18,058 adults (12,108 [67.05%] men, average age 54.21 years [SD 9.98]) from the SRTR who had undergone LT and had complete data for investigated features. A total of 4634 patients had preexisting DM, and 3158 had post-LT DM. The UHN data consisted of 1290 LT recipients (910 [70.5%] men, average age 54.0 years [SD 10.4]). Increased serum creatinine and hypertension significantly impacted mortality with preexisting DM 1.36 (95% confidence interval [CI], 1.21-1.54) and 1.20 (95% CI, 1.06-1.35) times, respectively. Sirolimus use increased mortality 1.36 times (95% CI, 1.18-1.58) in nondiabetics and 1.33 times (95% CI, 1.09-1.63) in patients with preexisting DM. A similar effect was found in post-LT DM, although it was not statistically significant (1.38 times; 95% CI, 1.07-1.77; P = 0.07). Survival predictors generally achieved a 0.60 to 0.70 area under the receiver operating characteristic for 5-year mortality. LT recipients who have DM have a higher mortality risk than those without DM. Hypertension, decreased renal function, and sirolimus for maintenance immunosuppression compound this mortality risk. These predisposing factors must be intensively treated and modified to optimize long-term survival after transplant.
Collapse
Affiliation(s)
- Angeline Yasodhara
- Department of Computer ScienceUniversity of TorontoTorontoOntarioCanada,Genetics and Genome BiologySickKids Research InstituteTorontoOntarioCanada,Vector InstituteTorontoOntarioCanada
| | - Victor Dong
- Interdepartmental Division of Critical Care MedicineTorontoOntarioCanada
| | - Amirhossein Azhie
- Multi Organ Transplant Program and Division of GastroenterologyUniversity Health NetworkTorontoOntarioCanada
| | - Anna Goldenberg
- Department of Computer ScienceUniversity of TorontoTorontoOntarioCanada,Genetics and Genome BiologySickKids Research InstituteTorontoOntarioCanada,Vector InstituteTorontoOntarioCanada
| | - Mamatha Bhat
- Multi Organ Transplant Program and Division of GastroenterologyUniversity Health NetworkTorontoOntarioCanada,Division of Gastroenterology and HepatologyUniversity Health Network and University of TorontoTorontoOntarioCanada,Division of GastroenterologyUniversity of TorontoTorontoOntarioCanada
| |
Collapse
|
17
|
Wang P, Zhong L. Letter to the Editor: Lipoprotein Subparticles and Cardiovascular Risk in Liver Transplantation: More Details, More Significance. Hepatology 2020; 71:400-401. [PMID: 31556127 DOI: 10.1002/hep.30972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/07/2022]
Affiliation(s)
- Pusen Wang
- Department of General Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Lin Zhong
- Department of General Surgery, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| |
Collapse
|