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Zhao X, Kotha S, Nayyar D, Ma X, Lilly L, Castel H, Gupta S. Physiologic changes in the hepatopulmonary syndrome before and after liver transplant: A longitudinal and predictor analysis. Hepatology 2024; 79:636-649. [PMID: 37732952 PMCID: PMC10871618 DOI: 10.1097/hep.0000000000000605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Accepted: 08/27/2023] [Indexed: 09/22/2023]
Abstract
BACKGROUND AND AIMS Hepatopulmonary syndrome (HPS) is a common complication of liver disease defined by abnormal oxygenation and intrapulmonary vascular dilatation, treated with liver transplantation. Little is known about changes in HPS physiological parameters over time. We sought to describe baseline clinical and physiological characteristics in HPS and their relationships, temporal changes in physiological parameters before and after transplant, and predictors of changes in oxygenation. APPROACH AND RESULTS This was a retrospective cohort study in the Canadian HPS Program (n = 132). Rates of change after diagnosis were: -3.7 (-6.4, -0.96) mm Hg/year for partial pressure of arterial oxygen (PaO 2 ); -26 (-96, 44) m/year for 6-minute walk distance, and 3.3% (-6.6, -0.011) predicted/year for diffusion capacity. Noninvasive shunt of ≥ 20% predicted a slower PaO 2 decline by 0.88 (0.36, 1.4) mm Hg/month. We identified 2 PaO 2 deterioration classes-"very severe disease, slow decliners" (PaO 2 45.0 mm Hg; -1.0 mm Hg/year); and "moderate disease, steady decliners" (PaO 2 65.5 mm Hg; -2.5 mm Hg/year). PaO 2 increased by 6.5 (5.3, 7.7) mm Hg/month in the first year after transplant. The median time to normalization was 149 (116, 184) days. Posttransplant improvement in PaO 2 was 2.5 (0.1, 4.9) mm Hg/month faster for every 10 mm Hg greater pretransplant orthodeoxia. CONCLUSIONS We present a large and long longitudinal data analysis in HPS. In addition to rates of physiological decline and improvement before and after liver transplantation, we present novel predictors of PaO 2 decline and improvement rates. Our findings enhance our understanding of the natural history of HPS and provide pathophysiologic clues. Importantly, they may assist providers in prognostication and prioritization before and after transplant.
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Affiliation(s)
- Xun Zhao
- Department of Gastroenterology and Hepatology, McGill University, Montreal, Canada
- Department of Multi-Organ Transplant, Toronto General Hospital, University of Toronto, Toronto, Canada
| | - Sreelakshmi Kotha
- Department of Hepatology, Guy’s and St Thomas’ NHS Foundation Trust, London, UK
| | - Dhruv Nayyar
- Department of Medicine, University of Toronto, Toronto, Canada
| | - Xiayi Ma
- Li Ka Shing Knowledge Institute of St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, Canada
| | - Leslie Lilly
- Department of Multi-Organ Transplant, Toronto General Hospital, University of Toronto, Toronto, Canada
| | - Hélène Castel
- Department of Hepatology and Liver Transplantation, Centre Hospitalier de l’Université de Montréal (CHUM), Montreal, Canada
| | - Samir Gupta
- Li Ka Shing Knowledge Institute of St. Michael’s Hospital, Unity Health Toronto, University of Toronto, Toronto, Canada
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Li YJ, Zhong KH, Bai XH, Tang X, Li P, Yang ZY, Zhi HY, Li XJ, Chen Y, Deng P, Qin XL, Gu JT, Ning JL, Lu KZ, Zhang J, Xia ZY, Chen YW, Yi B. A Simple and Quick Screening Method for Intrapulmonary Vascular Dilation in Cirrhotic Patients Based on Machine Learning. J Clin Transl Hepatol 2021; 9:682-689. [PMID: 34722183 PMCID: PMC8516848 DOI: 10.14218/jcth.2020.00184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Revised: 03/24/2021] [Accepted: 04/07/2021] [Indexed: 12/04/2022] Open
Abstract
Background and Aims Screening for hepatopulmonary syndrome in cirrhotic patients is limited due to the need to perform contrast enhanced echocardiography (CEE) and arterial blood gas (ABG) analysis. We aimed to develop a simple and quick method to screen for the presence of intrapulmonary vascular dilation (IPVD) using noninvasive and easily available variables with machine learning (ML) algorithms. Methods Cirrhotic patients were enrolled from our hospital. All eligible patients underwent CEE, ABG analysis and physical examination. We developed a two-step model based on three ML algorithms, namely, adaptive boosting (termed AdaBoost), gradient boosting decision tree (termed GBDT) and eXtreme gradient boosting (termed Xgboost). Noninvasive variables were input in the first step (the NI model), and for the second step (the NIBG model), a combination of noninvasive variables and ABG results were used. Model performance was determined by the area under the curve of receiver operating characteristics (AUCROCs), precision, recall, F1-score and accuracy. Results A total of 193 cirrhotic patients were ultimately analyzed. The AUCROCs of the NI and NIBG models were 0.850 (0.738–0.962) and 0.867 (0.760–0.973), respectively, and both had an accuracy of 87.2%. For both negative and positive cases, the recall values of the NI and NIBG models were both 0.867 (0.760–0.973) and 0.875 (0.771–0.979), respectively, and the precisions were 0.813 (0.690–0.935) and 0.913 (0.825–1.000), respectively. Conclusions We developed a two-step model based on ML using noninvasive variables and ABG results to screen for the presence of IPVD in cirrhotic patients. This model may partly solve the problem of limited access to CEE and ABG by a large numbers of cirrhotic patients.
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Affiliation(s)
- Yu-Jie Li
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Kun-Hua Zhong
- Chengdu Institute of Computer Applications, Chinese Academy of Sciences, Chengdu, Sichuan, China.,University of Chinese Academy of Sciences, Beijing, China.,Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Science, Chongqing, China
| | - Xue-Hong Bai
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Xi Tang
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Peng Li
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Zhi-Yong Yang
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Hong-Yu Zhi
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Xiao-Jun Li
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Yang Chen
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Peng Deng
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Xiao-Lin Qin
- Chengdu Institute of Computer Applications, Chinese Academy of Sciences, Chengdu, Sichuan, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Jian-Teng Gu
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Jiao-Lin Ning
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Kai-Zhi Lu
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
| | - Ju Zhang
- University of Chinese Academy of Sciences, Beijing, China.,Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Science, Chongqing, China
| | - Zheng-Yuan Xia
- Department of Anaesthesiology, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Yu-Wen Chen
- Chengdu Institute of Computer Applications, Chinese Academy of Sciences, Chengdu, Sichuan, China.,University of Chinese Academy of Sciences, Beijing, China.,Chongqing Institute of Green and Intelligent Technology, Chinese Academy of Science, Chongqing, China
| | - Bin Yi
- Department of Anaesthesiology, Southwest Hospital, Third Military Medical University (First Affiliated Hospital of Army Medical University), Chongqing, China
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A Role for Alveolar Exhaled Nitric Oxide Measurement in the Diagnosis of Hepatopulmonary Syndrome. J Clin Gastroenterol 2020; 54:278-283. [PMID: 31306341 DOI: 10.1097/mcg.0000000000001246] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
GOALS The authors sought to characterize predominantly alveolar exhaled nitric oxide (eNO) in hepatopulmonary syndrome (HPS) compared with non-HPS, changes after liver transplantation, and diagnostic properties. BACKGROUND HPS is defined by liver disease, intrapulmonary vascular dilatations (IPVDs), and hypoxemia. Rat models and small human studies suggest that NO overproduction may cause IPVDs. STUDY A retrospective review of the Canadian HPS Database (2007 to 2017) and prospective eNO measurement (main outcome) in healthy controls (measurement expiratory flow, 200 mL/s). HPS was defined as: (1) liver disease; (2) contrast echocardiography consistent with IPVDs; and (3) partial pressure of arterial oxygen <70 mm Hg with alveolar-arterial gradient >20 mm Hg; subclinical HPS as criteria (1) and (2) only; and no HPS as criterion (1) only. Current smokers and subjects with asthma or pulmonary hypertension were excluded. A linear mixed effects model was used to compare eNO between groups and before and after transplantation. RESULTS eNO was 10.4±0.7 ppb in HPS (n=26); 8.3±0.6 ppb in subclinical HPS (n=38); 7.1±1.0 ppb in no HPS (n=15); and 5.6±0.7 ppb in controls (n=30) (P<0.001). eNO decreased from 10.9±0.8 ppb preliver to 6.3±0.8 ppb postliver transplant (n=6 HPS, 6 subclinical HPS) (P<0.001). eNO <6 ppb was 84.4% (73.1% to 92.2%) sensitive and ≥12 ppb was 78.1% (69.4% to 85.3%) specific for HPS (vs. subclinical HPS). CONCLUSIONS HPS subjects have higher alveolar eNO than non-HPS subjects, levels normalize with liver transplantation. Applying eNO cutoff values may aid in HPS diagnosis.
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Kawut SM, Ellenberg SS, Krowka MJ, Goldberg D, Vargas H, Koch D, Sharkoski T, Al-Naamani N, Fox A, Brown R, Levitsky J, Oh JK, Lin G, Song N, Mottram C, Doyle MF, Kaplan DE, Gupta S, Fallon MB. Sorafenib in Hepatopulmonary Syndrome: A Randomized, Double-Blind, Placebo-Controlled Trial. Liver Transpl 2019; 25:1155-1164. [PMID: 30816637 PMCID: PMC6910867 DOI: 10.1002/lt.25438] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2019] [Accepted: 02/10/2019] [Indexed: 12/12/2022]
Abstract
The tyrosine kinase inhibitor sorafenib improves hepatopulmonary syndrome (HPS) in an experimental model. However, the efficacy and adverse effect profile in patients with HPS are unknown. We aimed to determine the effect of sorafenib on the alveolar-arterial oxygen gradient (AaPO2 ) at 3 months in patients with HPS. We performed a randomized, double-blind, placebo-controlled parallel trial of sorafenib in patients with HPS at 7 centers. A total of 28 patients with HPS were randomized to sorafenib 400 mg by mouth daily or a matching placebo in a 1:1 ratio. We found no statistically significant difference in the median change in AaPO2 from baseline to 12 weeks between the patients allocated to sorafenib (4.5 mm Hg; IQR, -3.8 to 7.0 mm Hg) and those allocated to placebo (-2.4 mm Hg; IQR, -4.8 to 8.2 mm Hg; P = 0.70). There was also no difference between the groups in terms of degree of intrapulmonary shunting by contrast echocardiography. Sorafenib significantly reduced circulating levels of angiogenic markers, including vascular endothelial growth factor receptors (P < 0.01) and TIE2-expressing M2 monocytes (P = 0.03), but it reduced the mental component scores of the Short Form 36 (P = 0.04), indicating a worse quality of life. In conclusion, sorafenib did not change the AaPO2 or other disease markers at 3 months in patients with HPS. Alternative antiangiogenic therapies or treatments targeting other pathways should be investigated.
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Affiliation(s)
- Steven M. Kawut
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA;,Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Susan S. Ellenberg
- Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | | | - David Goldberg
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA;,Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Hugo Vargas
- Department of Medicine, Mayo Clinic, Phoenix, AZ
| | - David Koch
- Department of Medicine, Medical University of South Carolina, Charleston, SC
| | - Tiffany Sharkoski
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA;,Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Nadine Al-Naamani
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA;,Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Alyson Fox
- Department of Medicine, Columbia University College of Physicians and Surgeons, New York, NY
| | - Robert Brown
- Department of Medicine, Columbia University College of Physicians and Surgeons, New York, NY
| | - Joshua Levitsky
- Department of Medicine, Northwestern University, Chicago, IL
| | - Jae K. Oh
- Department of Medicine, Mayo Clinic, Rochester, MN
| | - Grace Lin
- Department of Medicine, Mayo Clinic, Rochester, MN
| | - Nianfu Song
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA;,Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Carl Mottram
- Department of Medicine, Mayo Clinic, Rochester, MN
| | - Margaret F. Doyle
- Department of Laboratory Medicine, University of Vermont School of Medicine, Burlington, VT
| | - David E. Kaplan
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
| | - Samir Gupta
- Department of Medicine, University of Toronto, Toronto, Canada
| | - Michael B. Fallon
- Department of Medicine, University of Arizona College of Medicine—Phoenix, Phoenix, AZ
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Effect of Transjugular Intrahepatic Portosystemic Shunt Creation on Pulmonary Gas Exchange in Patients with Hepatopulmonary Syndrome: A Prospective Study. J Vasc Interv Radiol 2019; 30:170-177. [DOI: 10.1016/j.jvir.2018.09.017] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 09/10/2018] [Accepted: 09/11/2018] [Indexed: 12/23/2022] Open
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Mendizabal M, Goldberg D, Piñero F, Arufe D, José de la Fuente M, Testa P, Coronel M, Baratta S, Podestá L, Fallon M, Silva M. Isolated Intrapulmonary Vascular Dilatations and the Risk of Developing Hepatopulmonary Syndrome in Liver Transplant Candidates. Ann Hepatol 2018; 16:548-554. [PMID: 28611257 DOI: 10.5604/01.3001.0010.0289] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
BACKGROUND The natural history of intrapulmonary vascular dilations (IPVD) and their impact on patient outcomes in the setting of portal hypertension has only been described in small series. AIMS To assess the development of hepatopulmonary síndrome (HPS) in patients with isolated IPVD and to evaluate outcomes of IPVD and HPS among patients evaluated for liver transplantation (LT). MATERIAL AND METHODS Data from a prospective cohort of patients evaluated for LT with standardized screening for HPS were analyzed. IPVDs were defined as the presence of microbubbles in the left atrium > 3 cycles following right atrial opacification. HPS was defined as the presence of IPVD and hypoxemia (Alveolar-arterial gradient ≥ 15 mmHg) in the absence of concomitant cardiopulmonary disease. RESULTS A total of 104 patients with negative contrast-enhanced echocardiogram (CE) were compared to 63 patients with IPVD and 63 patients with HPS. Only four patients were categorized as ‘severe’ HPS based on degree of hipoxemia (defined as PaO2 < 60 mmHg). Twenty IPVD patients were followed with ABG over a mean duration of 21 months (range 9-43), of whom 7 (35%) subsequently met HPS criteria. Overall unadjusted survival from the time of LT evaluation using multi-state survival models that accounted for pre- and post-LT time was not statistically different among the three groups (negative CE, IPVD, and HPS; p > 0.5). CONCLUSIONS Patients with IPVD appear to have a substantial risk of developing oxygenation impairment over time and progress to HPS. In our cohort, survival in patients with HPS and isolated IPVD is not different when compared to those without IPVDs.
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Affiliation(s)
- Manuel Mendizabal
- Hepatology and Liver Transplant Unit, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
| | - David Goldberg
- Division of Gastroenterology, Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Federico Piñero
- Hepatology and Liver Transplant Unit, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
| | - Diego Arufe
- Hepatology and Liver Transplant Unit, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
| | - María José de la Fuente
- Hepatology and Liver Transplant Unit, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
| | - Pablo Testa
- Hepatology and Liver Transplant Unit, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
| | - Matías Coronel
- Hepatology and Liver Transplant Unit, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
| | - Sergio Baratta
- Cardiology Institute, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
| | - Luis Podestá
- Hepatology and Liver Transplant Unit, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
| | - Michael Fallon
- Division of Gastroenterology, Hepatology and Nutrition, Department of Internal Medicine, The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Marcelo Silva
- Hepatology and Liver Transplant Unit, Hospital Universitario Austral, Pilar, Buenos Aires, Argentina
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Grilo-Bensusan I, Pascasio-Acevedo JM. Hepatopulmonary syndrome: What we know and what we would like to know. World J Gastroenterol 2016; 22:5728-5741. [PMID: 27433086 PMCID: PMC4932208 DOI: 10.3748/wjg.v22.i25.5728] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2016] [Revised: 05/26/2016] [Accepted: 06/15/2016] [Indexed: 02/06/2023] Open
Abstract
Hepatopulmonary syndrome (HPS) is characterized by abnormalities in blood oxygenation caused by the presence of intrapulmonary vascular dilations (IPVD) in the context of liver disease, generally at a cirrhotic stage. Knowledge about the subject is still only partial. The majority of the information about the etiopathogenesis of HPS has been obtained through experiments on animals. Reported prevalence in patients who are candidates for a liver transplantation (LT) varies between 4% and 32%, with a predominance of mild or moderate cases. Although it is generally asymptomatic it does have an impact on their quality of life and survival. The diagnosis requires taking an arterial blood gas sample of a seated patient with alveolar-arterial oxygen gradient (AaO2) ≥ 15 mm Hg, or ≥ 20 mm Hg in those over 64 years of age. The IPVD are identified through a transthoracic contrast echocardiography or a macroaggregated albumin lung perfusion scan (99mTc-MAA). There is currently no effective medical treatment. LT has been shown to reverse the syndrome and improve survival rates, even in severe cases. Therefore the policy of prioritizing LT would appear to increase survival rates. This paper takes a critical and clinical look at the current understanding of HPS, as well as the controversies surrounding it and possible future research.
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