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Meng Y, Wang M, Niu N, Zhang H, Yang J, Zhang G, Liu J, Tang Y, Wang K. Artificial intelligence-assisted diagnosis of early allograft dysfunction based on ultrasound image and data. Vis Comput Ind Biomed Art 2025; 8:13. [PMID: 40353942 PMCID: PMC12069173 DOI: 10.1186/s42492-025-00192-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Accepted: 03/21/2025] [Indexed: 05/14/2025] Open
Abstract
Early allograft dysfunction (EAD) significantly affects liver transplantation prognosis. This study evaluated the effectiveness of artificial intelligence (AI)-assisted methods in accurately diagnosing EAD and identifying its causes. The primary metric for assessing the accuracy was the area under the receiver operating characteristic curve (AUC). Accuracy, sensitivity, and specificity were calculated and analyzed to compare the performance of the AI models with each other and with radiologists. EAD classification followed the criteria established by Olthoff et al. A total of 582 liver transplant patients who underwent transplantation between December 2012 and June 2021 were selected. Among these, 117 patients (mean age 33.5 ± 26.5 years, 80 men) were evaluated. The ultrasound parameters, images, and clinical information of patients were extracted from the database to train the AI model. The AUC for the ultrasound-spectrogram fusion network constructed from four ultrasound images and medical data was 0.968 (95%CI: 0.940, 0.991), outperforming radiologists by 30% for all metrics. AI assistance significantly improved diagnostic accuracy, sensitivity, and specificity (P < 0.050) for both experienced and less-experienced physicians. EAD lacks efficient diagnosis and causation analysis methods. The integration of AI and ultrasound enhances diagnostic accuracy and causation analysis. By modeling only images and data related to blood flow, the AI model effectively analyzed patients with EAD caused by abnormal blood supply. Our model can assist radiologists in reducing judgment discrepancies, potentially benefitting patients with EAD in underdeveloped regions. Furthermore, it enables targeted treatment for those with abnormal blood supply.
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Affiliation(s)
- Yaqing Meng
- CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing, 100190, China
- School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, 101408, China
| | - Mingyang Wang
- Department of Ultrasound, Tianjin First Central Hospital, NanKai University, Tianjin, 300192, China
| | - Ningning Niu
- Department of Ultrasound, Tianjin First Central Hospital, NanKai University, Tianjin, 300192, China
| | - Haoyan Zhang
- CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing, 100190, China
- School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, 101408, China
| | - Jinghan Yang
- CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing, 100190, China
- School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, 101408, China
| | - Guoying Zhang
- Department of Ultrasound, Tianjin First Central Hospital, NanKai University, Tianjin, 300192, China
| | - Jing Liu
- Department of Ultrasound, Tianjin First Central Hospital, NanKai University, Tianjin, 300192, China
| | - Ying Tang
- Department of Ultrasound, Tianjin First Central Hospital, NanKai University, Tianjin, 300192, China.
| | - Kun Wang
- CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of Sciences, Beijing, 100190, China.
- School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, 101408, China.
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Ververeli CL, Dimitroglou Y, Soulaidopoulos S, Cholongitas E, Aggeli C, Tsioufis K, Tousoulis D. Cardiac Remodeling and Arrhythmic Burden in Pre-Transplant Cirrhotic Patients: Pathophysiological Mechanisms and Management Strategies. Biomedicines 2025; 13:812. [PMID: 40299454 PMCID: PMC12025098 DOI: 10.3390/biomedicines13040812] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2025] [Revised: 03/22/2025] [Accepted: 03/25/2025] [Indexed: 04/30/2025] Open
Abstract
Background: Chronic liver disease (CLD) and cirrhosis contribute to approximately 2 million deaths annually, with primary causes including alcohol-related liver disease (ALD), metabolic dysfunction-associated steatotic liver disease (MASLD), and chronic hepatitis B and C infections. Among these, MASLD has emerged as a significant global health concern, closely linked to metabolic disorders and a leading cause of liver failure and transplantation. Objective: This review aims to highlight the interplay between cirrhosis and cardiac dysfunction, emphasizing the pathophysiology, diagnostic criteria, and management of cirrhotic cardiomyopathy (CCM). Methods: A comprehensive literature review was conducted to evaluate the hemodynamic and structural cardiac alterations in cirrhosis. Results: Cirrhosis leads to portal hypertension and systemic inflammation, contributing to CCM, which manifests as subclinical cardiac dysfunction, impaired contractility, and electrophysiological abnormalities. Structural changes, such as increased left ventricular mass, myocardial fibrosis, and ion channel dysfunction, further impair cardiac function. Vasodilation in the splanchnic circulation reduces peripheral resistance, triggering compensatory tachycardia, while the activation of the renin-angiotensin-aldosterone system (RAAS) promotes fluid retention and increases cardiac preload. Chronic inflammation and endotoxemia exacerbate myocardial dysfunction. The 2005 World Congress of Gastroenterology (WCG) and the 2019 Cirrhotic Cardiomyopathy Consortium (CCC) criteria provide updated diagnostic frameworks that incorporate global longitudinal strain (GLS) and tissue Doppler imaging (TDI). Prolonged QT intervals and arrhythmias are frequently observed. Managing heart failure in cirrhotic patients remains complex due to intolerance to afterload-reducing agents, and beta-blockers require careful use due to potential systemic hypotension. The interaction between CCM and major interventions, such as transjugular intrahepatic portosystemic shunt (TIPS) and orthotopic liver transplantation (OLT), highlights the critical need for thorough preoperative cardiac evaluation and vigilant postoperative monitoring. Conclusions: CCM is a frequently underdiagnosed yet significant complication of cirrhosis, impacting prognosis, particularly post-liver transplantation. Early identification using echocardiography and thorough evaluations of arrhythmia risk in cirrhotic patients are critical for optimizing management strategies. Future research should focus on targeted therapeutic approaches to mitigate the cardiac burden in cirrhotic patients and improve clinical outcomes.
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Affiliation(s)
- Charilila-Loukia Ververeli
- 1st Department of Cardiology, Hippokrateio General Hospital, National and Kapodistrian University of Athens, 11527 Athens, Greece; (C.-L.V.); (S.S.); (C.A.); (K.T.); (D.T.)
| | - Yannis Dimitroglou
- 1st Department of Cardiology, Hippokrateio General Hospital, National and Kapodistrian University of Athens, 11527 Athens, Greece; (C.-L.V.); (S.S.); (C.A.); (K.T.); (D.T.)
| | - Stergios Soulaidopoulos
- 1st Department of Cardiology, Hippokrateio General Hospital, National and Kapodistrian University of Athens, 11527 Athens, Greece; (C.-L.V.); (S.S.); (C.A.); (K.T.); (D.T.)
| | - Evangelos Cholongitas
- 1st Department of Internal Medicine, Laiko General Hospital, National and Kapodistrian University of Athens, 11527 Athens, Greece;
| | - Constantina Aggeli
- 1st Department of Cardiology, Hippokrateio General Hospital, National and Kapodistrian University of Athens, 11527 Athens, Greece; (C.-L.V.); (S.S.); (C.A.); (K.T.); (D.T.)
| | - Konstantinos Tsioufis
- 1st Department of Cardiology, Hippokrateio General Hospital, National and Kapodistrian University of Athens, 11527 Athens, Greece; (C.-L.V.); (S.S.); (C.A.); (K.T.); (D.T.)
| | - Dimitris Tousoulis
- 1st Department of Cardiology, Hippokrateio General Hospital, National and Kapodistrian University of Athens, 11527 Athens, Greece; (C.-L.V.); (S.S.); (C.A.); (K.T.); (D.T.)
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Lupu D, Nedelcu L, Țînț D. The Interplay between Severe Cirrhosis and Heart: A Focus on Diastolic Dysfunction. J Clin Med 2024; 13:5442. [PMID: 39336928 PMCID: PMC11432364 DOI: 10.3390/jcm13185442] [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: 08/05/2024] [Revised: 09/06/2024] [Accepted: 09/10/2024] [Indexed: 09/30/2024] Open
Abstract
Background/Objectives: Cardiovascular involvement in severe cirrhosis presents diagnostic challenges and carries significant prognostic implications. This study aims to evaluate the relationship between liver disease severity and portal hypertension with the burden of diastolic dysfunction. Methods: We prospectively enrolled patients with hepatic cirrhosis, classified according to the Child-Pugh criteria. Of the 102 patients included, 65 were classified as Group A (non-severe cirrhosis: Child-Pugh Classes A and B) and 37 as Group B (severe cirrhosis: Child-Pugh Class C). Portal vein and spleen diameters were assessed using abdominal ultrasound. All patients underwent echocardiographic evaluation. LV systolic function was assessed by measuring ejection fraction, while diastolic function was evaluated using three parameters: E/Em ratio, E/Vp ratio, and indexed left atrial volume. Results: We observed a significantly greater burden of diastolic dysfunction in Group B compared to Group A. Specifically, the E/Vp ratio was 2.2 ± 0.4 in Group B versus 1.9 ± 0.3 in Group A (p < 0.001); the indexed LA volume was 34.5 ± 3.2 mL/m2 in Group B versus 30.1 ± 2.9 mL/m2 in Group A (p < 0.001); and the E/Em ratio was 17.0 ± 3.0 in Group B versus 11.5 ± 2.8 in Group A (p < 0.001). Additionally, the mean diameters of the portal vein and spleen were larger in Group B, with measurements of 14.3 ± 2.1 mm versus 11.5 ± 1.6 mm for the portal vein and 15.0 ± 1.2 mm versus 11.7 ± 1.5 mm for the spleen (p < 0.001), which correlated with the extent of diastolic dysfunction. Conclusions: Diastolic dysfunction was prevalent in 55% of patients with liver cirrhosis. The burden of diastolic dysfunction was higher in patients with severe hepatic cirrhosis compared to those with milder forms, and it correlated with the severity of portal hypertension, as assessed by measuring portal vein diameter and spleen diameter.
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Affiliation(s)
- Dragoș Lupu
- Department of Fundamental, Prophylactic, and Clinical Disciplines, Transilvania University of Brasov, 500036 Brașov, Romania
- ICCO Clinics Brasov, Transilvania University of Brasov, 500059 Brașov, Romania
| | - Laurențiu Nedelcu
- Department of Fundamental, Prophylactic, and Clinical Disciplines, Transilvania University of Brasov, 500036 Brașov, Romania
| | - Diana Țînț
- ICCO Clinics Brasov, Transilvania University of Brasov, 500059 Brașov, Romania
- Department of Medical and Surgical Specialties, Transilvania University of Brasov, 500036 Brașov, Romania
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Lai Q, Caimano M, Canale F, Birtolo LI, Ferri F, Corradini SG, Mancone M, Marrone G, Pedicino D, Rossi M, Vernole E, Pompili M, Biolato M. The role of echocardiographic assessment for the risk of adverse events in liver transplant recipients: A systematic review and meta-analysis. Transplant Rev (Orlando) 2024; 38:100838. [PMID: 38417399 DOI: 10.1016/j.trre.2024.100838] [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: 01/17/2024] [Revised: 02/16/2024] [Accepted: 02/19/2024] [Indexed: 03/01/2024]
Abstract
BACKGROUND & AIMS Echocardiographic findings may provide valuable information about the cardiac conditions in cirrhotic patients waiting for liver transplantation (LT). However, data on the ability of the different echocardiographic parameters to predict post-transplant risk of mortality are scarce and heterogeneous. This systematic review evaluates the role of different echocardiographic features as predictors of post-LT mortality. A meta-analysis was also performed according to the observed results. METHODS A systematic review was conducted according to PRISMA guidelines. Medline (PubMed) database was searched through February 2023 for relevant published original articles reporting the prognostic value of echocardiographic findings associated with outcomes of adult LT recipients. The risk of bias in included articles was assessed using ROBINS-E tool. Methodological quality varied from low to high across the risk of bias domains. RESULTS Twenty-three studies were identified after the selection process; ten were enrollable for the meta-analyses. According to the results observed, the E/A ratio fashioned as a continuous value (HR = 0.43, 95%CI = 0.25-0.76; P = 0.003), and tricuspid regurgitation (HR = 2.36, 95%CI = 1.05-5.31; P = 0.04) were relevant predicting variables for post-LT death. Other echocardiographic findings failed to merge with statistical relevance. CONCLUSION Tricuspid regurgitation and left ventricular diastolic dysfunction play a role in the prediction of post-LT death. More studies are needed to clarify further the impact of these echocardiographic features in the transplantation setting.
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Affiliation(s)
- Quirino Lai
- General Surgery and Organ Transplantation Unit, Sapienza University of Rome, AOU Policlinico Umberto I, Rome, Italy.
| | - Miriam Caimano
- Department of Medical and Surgical Sciences, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Francesca Canale
- General Surgery and Organ Transplantation Unit, Sapienza University of Rome, AOU Policlinico Umberto I, Rome, Italy
| | - Lucia Ilaria Birtolo
- Department of Clinical, Internal, Anesthesiology and Cardiovascular Sciences, Sapienza University of Rome, AOU Policlinico Umberto I, Rome, Italy
| | - Flaminia Ferri
- Department of Translational and Precision Medicine, Sapienza University of Rome, AOU Umberto I Policlinico of Rome, Rome, Italy
| | - Stefano Ginanni Corradini
- Department of Translational and Precision Medicine, Sapienza University of Rome, AOU Umberto I Policlinico of Rome, Rome, Italy
| | - Massimo Mancone
- Department of Clinical, Internal, Anesthesiology and Cardiovascular Sciences, Sapienza University of Rome, AOU Policlinico Umberto I, Rome, Italy
| | - Giuseppe Marrone
- Department of Translational Medicine and Surgery, Catholic University of Sacred Heart, Rome, Italy
| | - Daniela Pedicino
- Department of Cardiovascular Medicine, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy
| | - Massimo Rossi
- General Surgery and Organ Transplantation Unit, Sapienza University of Rome, AOU Policlinico Umberto I, Rome, Italy
| | - Elisabetta Vernole
- Department of Translational Medicine and Surgery, Catholic University of Sacred Heart, Rome, Italy
| | - Maurizio Pompili
- Department of Translational Medicine and Surgery, Catholic University of Sacred Heart, Rome, Italy
| | - Marco Biolato
- Department of Translational Medicine and Surgery, Catholic University of Sacred Heart, Rome, Italy
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González-Suárez S, Corbett M, Hernández-Martínez A. Impact of graft reperfusion on cardiac function assessed by transesophageal echocardiography during liver transplantation: an observational retrospective study. J Clin Monit Comput 2024; 38:301-311. [PMID: 38032448 PMCID: PMC10995086 DOI: 10.1007/s10877-023-01110-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 11/19/2023] [Indexed: 12/01/2023]
Abstract
Cardiovascular instability is common during the reperfusion phase of orthotopic liver transplantation (OLT), and some patients experience a postreperfusion syndrome (PRS). However, there are no reports comparing the cardiac dysfunction between patients with PRS and those without. Thus, the aim of this study was to evaluate cardiac dysfunction in patients exhibiting PRS. This observational retrospective study included 34 patients who underwent OLT and were monitored with transesophageal echocardiography (TEE). The right ventricular/left ventricular (RV/LV) end diastolic area, tricuspid annular plane systolic excursion (TAPSE), left ventricular ejection fraction (LVEF) by Simpson method, pulsed Doppler of the mitral valve, and tissue Doppler motion of the mitral annulus were determined. Echocardiographic measurements were registered at the beginning of surgery and at 1 and 30 min after vascular unclamping. Patients with PRS (PRS group) were identified, and their echocardiographic parameters of ventricular function were compared with those in patients without PRS (non-PRS group). To check the evolution of diastolic-systolic dysfunction, general linear model-repeated measures were estimated. No patient presented systolic/diastolic dysfunction on the basal echocardiogram. One minute after vascular unclamping, the incidence of RV dilation was 4.5 times greater in patients with PRS (Cramer´s V > 0.6), and the incidence of RV systolic dysfunction was 62.5% in patients with PRS compared to 15.40% in patients without PRS (Cramer´s V = 0.45). The incidence of LV systolic dysfunction was 25% in patients with PRS compared to 0% in those without (Cramer´s V = 0.45), and left ventricular diastolic dysfunction was 4.8 times greater in patients with PRS (Cramer´s V = 0.45). No patient presented diastolic dysfunction type III. There were significant differences between groups in the evolutionary pattern at 1 and 30 min after unclamping for RV dilation (p = 0.008) and for TAPSE (p = 0.014). Liver graft reperfusion may alter cardiac function. Cardiac dysfunction was more frequent in patients with PRS. These patients exhibited temporary dysfunction of the RV associated with a varying degree of LV diastolic-systolic dysfunction. Trial registration: clinicaltrials.gov (NCT05175534). January 03, 2022; "retrospectively registered".
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Affiliation(s)
- Susana González-Suárez
- Department of Surgery, Universitat Autònoma de Barcelona, Unitat Docent Vall d´Hebron, Passeig Vall d´Hebron 119-129, Barcelona, 08035, Spain.
- Department of Anesthesiology, Vall d´Hebron University Hospital, Passeig Vall d´Hebron 119-129, Barcelona, 08035, Spain.
- Vall d´Hebron Institut de Recerca (VHIR), Cardiovascular diseases Research Group, Passeig Vall d´Hebron 119-129, Barcelona, 08035, Spain.
| | - Matthew Corbett
- Department of Anesthesiology, Vall d´Hebron University Hospital, Passeig Vall d´Hebron 119-129, Barcelona, 08035, Spain
| | - Alberto Hernández-Martínez
- Department of Anesthesiology and Intensive Care, Grupo Policlínica, Ibiza. Islas Baleares. Vía Romana s/n, Ibiza, Baleares, 07800, Spain
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Vetrugno L, Zanini V, Ventin M, Cherchi V, Baccarani U. Diastolic dysfunction and early liver allograft dysfunction: Like Oedipus. Echocardiography 2022; 39:918-919. [PMID: 35775094 DOI: 10.1111/echo.15409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 06/09/2022] [Indexed: 11/28/2022] Open
Affiliation(s)
- Luigi Vetrugno
- Department of Medical, Oral and Biotechnological Sciences, University of Chieti-Pescara, Chieti, Italy
| | - Victor Zanini
- Department of Anesthesia and Intensive Care, University-Hospital of Udine, Udine, Italy
| | - Marco Ventin
- Department of Medical Area (DAME), University of Udine, Udine, Italy
| | - Vittorio Cherchi
- General Surgery Clinic and Liver Transplant Center, University-Hospital of Udine, Udine, Italy
| | - Umberto Baccarani
- General Surgery Clinic and Liver Transplant Center, University-Hospital of Udine, Udine, Italy
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Raveh Y, Nicolau-Raducu R. Diastolic dysfunction and early liver allograft dysfunction. Echocardiography 2022; 39:959. [PMID: 35751385 DOI: 10.1111/echo.15406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 05/10/2022] [Indexed: 11/30/2022] Open
Affiliation(s)
- Yehuda Raveh
- Department of Anesthesia, University of Miami/Jackson Memorial Hospital, Miami, Miami, Florida, USA
| | - Ramona Nicolau-Raducu
- Department of Anesthesia, University of Miami/Jackson Memorial Hospital, Miami, Miami, Florida, USA
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