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Xu X, Yang Y, Tan X, Zhang Z, Wang B, Yang X, Weng C, Yu R, Zhao Q, Quan S. Hepatic encephalopathy post-TIPS: Current status and prospects in predictive assessment. Comput Struct Biotechnol J 2024; 24:493-506. [PMID: 39076168 PMCID: PMC11284497 DOI: 10.1016/j.csbj.2024.07.008] [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: 04/14/2024] [Revised: 07/05/2024] [Accepted: 07/05/2024] [Indexed: 07/31/2024] Open
Abstract
Transjugular intrahepatic portosystemic shunt (TIPS) is an essential procedure for the treatment of portal hypertension but can result in hepatic encephalopathy (HE), a serious complication that worsens patient outcomes. Investigating predictors of HE after TIPS is essential to improve prognosis. This review analyzes risk factors and compares predictive models, weighing traditional scores such as Child-Pugh, Model for End-Stage Liver Disease (MELD), and albumin-bilirubin (ALBI) against emerging artificial intelligence (AI) techniques. While traditional scores provide initial insights into HE risk, they have limitations in dealing with clinical complexity. Advances in machine learning (ML), particularly when integrated with imaging and clinical data, offer refined assessments. These innovations suggest the potential for AI to significantly improve the prediction of post-TIPS HE. The study provides clinicians with a comprehensive overview of current prediction methods, while advocating for the integration of AI to increase the accuracy of post-TIPS HE assessments. By harnessing the power of AI, clinicians can better manage the risks associated with TIPS and tailor interventions to individual patient needs. Future research should therefore prioritize the development of advanced AI frameworks that can assimilate diverse data streams to support clinical decision-making. The goal is not only to more accurately predict HE, but also to improve overall patient care and quality of life.
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Affiliation(s)
- Xiaowei Xu
- Department of Gastroenterology Nursing Unit, Ward 192, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
| | - Yun Yang
- School of Nursing, Wenzhou Medical University, Wenzhou 325001, China
| | - Xinru Tan
- The First School of Medicine, School of Information and Engineering, Wenzhou Medical University, Wenzhou 325001, China
| | - Ziyang Zhang
- School of Clinical Medicine, Guizhou Medical University, Guiyang 550025, China
| | - Boxiang Wang
- The First School of Medicine, School of Information and Engineering, Wenzhou Medical University, Wenzhou 325001, China
| | - Xiaojie Yang
- Wenzhou Medical University Renji College, Wenzhou 325000, China
| | - Chujun Weng
- The Fourth Affiliated Hospital Zhejiang University School of Medicine, Yiwu 322000, China
| | - Rongwen Yu
- Wenzhou Institute, University of Chinese Academy of Sciences, Wenzhou 325000, China
| | - Qi Zhao
- School of Computer Science and Software Engineering, University of Science and Technology Liaoning, Anshan 114051, China
| | - Shichao Quan
- Department of Big Data in Health Science, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
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Ahmed Z, Badal J, Gangwani MK, Nawaz A, Badal B, Arif SF, Farooq U, Kamal F, Javaid T, Aziz M, Lee-Smith W, Mahmood A, Merza N, Kobeissy A, Nawras A, Hassan M. Sarcopenia is a risk factor for post-transjugular intrahepatic portosystemic shunt hepatic encephalopathy and mortality: A systematic review and meta-analysis. Indian J Gastroenterol 2024; 43:748-759. [PMID: 38085501 DOI: 10.1007/s12664-023-01465-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2023] [Accepted: 09/24/2023] [Indexed: 08/14/2024]
Abstract
BACKGROUND/AIMS Transjugular intrahepatic portosystemic shunt (TIPS) is a commonly performed procedure in patients with liver cirrhosis to treat portal hypertension-related conditions, including variceal bleeding and refractory ascites. However, while the increased risk of hepatic encephalopathy (HE) after TIPS is important to consider when determining whether a patient is a good candidate for TIPS, currently there is no widely used method to predict the development of post-TIPS HE, although the model for end-stage liver disease (MELD) score is used to predict post-TIPS mortality. We conducted a systematic review and meta-analysis to evaluate sarcopenia as a risk factor for HE and mortality in patients undergoing TIPS. METHODS A comprehensive search strategy was used to identify reports of post-TIPS HE and mortality in sarcopenia vs. non-sarcopenia patients with liver cirrhosis who received TIPS in March 2023. Open Meta Analyst was used to compute the results. RESULTS Twelve studies with 2056 patients met inclusion criteria and were included in the final meta-analysis. Sarcopenia was associated with a significantly higher post-TIPS HE rate than non-sarcopenia (risk ratio [RR]: 1.68, 95% CI: 1.48-1.92, p < 0.00001, I2 = 65%), as well as a significantly higher post-TIPS mortality rate (RR: 1.73, 95% CI: 1.14-2.64, p < 0.00001, I2 = 87%). CONCLUSION Patients with sarcopenia have a significantly increased risk of post-TIPS HE and mortality. Presence of sarcopenia should be considered when weighing the risks and benefits of performing TIPS in patients with cirrhosis. Further studies are needed to determine the clinical utility of important risk factors such as sarcopenia on post-TIPS outcomes.
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Affiliation(s)
- Zohaib Ahmed
- Department of Internal Medicine, University of Toledo, Toledo, OH, USA
| | - Joyce Badal
- University of Toledo College of Medicine and Life Sciences, Toledo, OH, USA
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - Ahmad Nawaz
- Department of Internal Medicine, Yale-New Haven Hospital, New Haven, CT, USA
| | - Bryan Badal
- Department of Gastroenterology, Hepatology and Nutrition, Virginia Commonwealth University and Richmond VA Medical Center, Richmond, VA, USA
| | | | - Umer Farooq
- Department of Internal Medicine, Loyola Medicine/MacNeal Hospital, Chicago, IL, USA
| | - Faisal Kamal
- Department of Gastroenterology, University of California, Los Angeles, Los Angeles, CA, USA
| | - Toseef Javaid
- Department of Gastroenterology and Hepatology, University of Toledo, Toledo, OH, USA
| | - Muhammad Aziz
- Department of Gastroenterology and Hepatology, University of Toledo, Toledo, OH, USA
| | - Wade Lee-Smith
- University of Toledo Libraries, University of Toledo, Toledo, OH, USA
| | - Asif Mahmood
- Department of Internal Medicine, University of Toledo, Toledo, OH, USA
| | - Nooraldin Merza
- Department of Internal Medicine, University of Toledo, Toledo, OH, USA
| | - Abdallah Kobeissy
- Department of Gastroenterology and Hepatology, University of Toledo, Toledo, OH, USA
| | - Ali Nawras
- Department of Gastroenterology and Hepatology, University of Toledo, Toledo, OH, USA
| | - Mona Hassan
- Department of Gastroenterology and Hepatology, University of Toledo, Toledo, OH, USA
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Cai W, Lin X, Guo Y, Lin X, Chen C. A nomogram for predicting prognosis in patients with transjugular intrahepatic portosystemic shunt creation based on deep learning-derived spleen volume-to-platelet ratio. Br J Radiol 2024; 97:600-606. [PMID: 38288507 DOI: 10.1093/bjr/tqad064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 11/09/2023] [Accepted: 12/21/2023] [Indexed: 03/01/2024] Open
Abstract
OBJECTIVES The objective of our study was to develop a nomogram to predict post-transjugular intrahepatic portosystemic shunt (TIPS) survival in patients with cirrhosis based on CT images. METHODS This retrospective cohort study included patients who had received TIPS operation at the Wenzhou Medical University First Affiliated Hospital between November 2013 and April 2017. To predict prognosis, a nomogram and Web-based probability were developed to assess the overall survival (OS) rates at 1, 3, and 5 years based on multivariate analyses. With deep learning algorithm, the automated measurement of liver and spleen volumes can be realized. We assessed the predictive accuracy and discriminative ability of the nomogram using the concordance index (C-index), receiver operating characteristic (ROC) curve, calibration curve, and decision curve analysis (DCA). RESULTS Age, total bilirubin, and spleen volume-to-platelet ratio (SVPR) were identified as the independent risk factors for OS. The nomogram was constructed based on the above risk factors. The C-index (0.80, 0.74, 0.70), ROC curve (area under curve: 0.828, 0.761, 0.729), calibration curve, and DCA showed that nomogram good at predictive value, stability, and clinical benefit in the prediction of 1-, 3-, 5-year OS in patients with TIPS creation. CONCLUSIONS We constructed a nomogram for predicting prognosis in patients with TIPS creation based on risk factors. The nomogram can help clinicians in identifying patients with poor prognosis, eventually facilitating earlier treatment and selecting suitable patients before TIPS. ADVANCES IN KNOWLEDGE This study developed the first nomogram based on SVPR to predict the prognosis of patients treated with TIPS. The nomogram could help clinician in non-invasive decision-making.
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Affiliation(s)
- Weimin Cai
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
| | - Xinran Lin
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
| | - Yu Guo
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
| | - Xiuqing Lin
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
| | - Chao Chen
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou 325000, China
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Giri S, Anirvan P, Chaudhary M, Tripathy T, Patel RK, Rath MM, Panigrahi MK. Impact of nutritional status on the outcome of transjugular intrahepatic portosystemic shunt in patients with cirrhosis: a systematic review. Br J Radiol 2024; 97:331-340. [PMID: 38276881 DOI: 10.1093/bjr/tqad065] [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: 10/04/2023] [Revised: 12/13/2023] [Accepted: 12/21/2023] [Indexed: 01/27/2024] Open
Abstract
OBJECTIVES Malnutrition and sarcopenia have been reported to adversely affect the outcome of patients with cirrhosis of the liver. There is an emerging body of evidence suggesting malnutrition and sarcopenia increase the risk of hepatic encephalopathy (HE) and mortality after transjugular intrahepatic portosystemic shunt (TIPS). The current systematic review aims to determine whether the body of evidence supports an association between nutritional status and post-TIPS outcomes in patients with cirrhosis. METHODS Electronic databases of PubMed, Embase, and Scopus were searched from inception to June 3, 2023, for studies analysing the effect of nutritional status on post-TIPS outcomes in patients with cirrhosis. RESULTS A total of 22 studies were included in the systemic review. Assessment of sarcopenia was done by skeletal muscle index (SMI) at the L3 level, transversal psoas muscle thickness, psoas muscle density, malnutrition as per ICD, relative sarcopenia with excess adiposity, lipid profile, controlling nutritional status score, body composition analysis, hospital frailty risk score, and visceral and subcutaneous fat area index. Ten out of 12 studies in this systematic review showed a significant association with the incidence of post-TIPS HE. Thirteen out of 14 studies reported that the presence of malnutrition was associated with increased odds of mortality following TIPS. One study reported sarcopenia as an independent predictor of liver failure, and another study reported that Pre-TIPS SMI was an independent predictor of substantial improvement in post-TIPS SMI. CONCLUSIONS The current systematic review shows that the presence of pre-TIPS malnutrition or sarcopenia is an independent predictor of adverse outcomes after TIPS. Incorporating these parameters into present prediction models can provide additional prognostic information. ADVANCES IN KNOWLEDGE Nutritional assessment should be part of the evaluation of patients planned for TIPS for prediction of adverse events after the procedure.
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Affiliation(s)
- Suprabhat Giri
- Department of Gastroenterology and Hepatology, Kalinga Institute of Medical Sciences, Bhubaneswar 751024, India
| | - Prajna Anirvan
- Department of Gastroenterology, All India Institute of Medical Sciences, Bhubaneswar 751019, India
| | - Mansi Chaudhary
- Department of Gastroenterology, All India Institute of Medical Sciences, Bhubaneswar 751019, India
| | - Taraprasad Tripathy
- Department of Radiodiagnosis, All India Institute of Medical Sciences, Bhubaneswar 751019, India
| | - Ranjan Kumar Patel
- Department of Radiodiagnosis, All India Institute of Medical Sciences, Bhubaneswar 751019, India
| | - Mitali Madhumita Rath
- Department of Pathology, Hi-Tech Medical College and Hospital, Bhubaneswar 751025, India
| | - Manas Kumar Panigrahi
- Department of Gastroenterology, All India Institute of Medical Sciences, Bhubaneswar 751019, India
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Friis KH, Thomsen KL, Laleman W, Montagnese S, Vilstrup H, Lauridsen MM. Post-Transjugular Intrahepatic Portosystemic Shunt (TIPS) Hepatic Encephalopathy-A Review of the Past Decade's Literature Focusing on Incidence, Risk Factors, and Prophylaxis. J Clin Med 2023; 13:14. [PMID: 38202028 PMCID: PMC10779844 DOI: 10.3390/jcm13010014] [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: 10/30/2023] [Revised: 12/11/2023] [Accepted: 12/14/2023] [Indexed: 01/12/2024] Open
Abstract
Transjugular intrahepatic portosystemic shunt (TIPS) is an established treatment for portal hypertension and its' complications in liver cirrhosis, yet the development of hepatic encephalopathy (HE) remains a significant concern. This review covers the reported incidence, risk factors, and management strategies for post-TIPS HE over the past decade. Incidence varies widely (7-61%), with factors like age, liver function, hyponatremia, and spontaneous portosystemic shunts influencing risk. Procedural aspects, including TIPS timing, indication, and stent characteristics, also contribute. Pharmacological prophylaxis with lactulose and rifaximin shows promise, but current evidence is inconclusive. Procedural preventive measures, such as shunt embolization and monitoring portal pressure gradients, are explored. Treatment involves pharmacological options like lactulose and rifaximin, and procedural interventions like stent diameter reduction. Ongoing studies on novel predictive markers and emerging treatments, such as faecal microbiota transplant, reflect the evolving landscape in post-TIPS HE management. This concise review provides clinicians with insights into the multifaceted nature of post-TIPS HE, aiding in improved risk assessment, prophylaxis, and management for patients undergoing TIPS procedures.
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Affiliation(s)
- Karina Holm Friis
- Department of Gastroenterology and Hepatology, University Hospital of Southern Denmark, Finsensgade 35, 6700 Esbjerg, Denmark
| | - Karen Louise Thomsen
- Department of Hepatology and Gastroenterology, Aarhus University Hospital, 8200 Aarhus, Denmark
| | - Wim Laleman
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, 3000 Leuven, Belgium
| | - Sara Montagnese
- Department of Medicine, University of Padova, 35122 Padova, Italy
| | - Hendrik Vilstrup
- Department of Hepatology and Gastroenterology, Aarhus University Hospital, 8200 Aarhus, Denmark
| | - Mette Munk Lauridsen
- Department of Gastroenterology and Hepatology, University Hospital of Southern Denmark, Finsensgade 35, 6700 Esbjerg, Denmark
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İnce O, Önder H, Gençtürk M, Golzarian J, Young S. Machine Learning Insights: Predicting Hepatic Encephalopathy After TIPS Placement. Cardiovasc Intervent Radiol 2023; 46:1715-1725. [PMID: 37978062 DOI: 10.1007/s00270-023-03593-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 10/11/2023] [Indexed: 11/19/2023]
Abstract
PURPOSE To develop and assess machine learning (ML) models' ability to predict post-procedural hepatic encephalopathy (HE) following transjugular intrahepatic portosystemic shunt (TIPS) placement. MATERIALS AND METHODS In this retrospective study, 327 patients who underwent TIPS for hepatic cirrhosis between 2005 and 2019 were analyzed. Thirty features (8 clinical, 10 laboratory, 12 procedural) were collected, and HE development regardless of severity was recorded one month follow-up. Univariate statistical analysis was performed with numeric and categoric data, as appropriate. Feature selection is used with a sequential feature selection model with fivefold cross-validation (CV). Three ML models were developed using support vector machine (SVM), logistic regression (LR) and CatBoost, algorithms. Performances were evaluated with nested fivefold-CV technique. RESULTS Post-procedural HE was observed in 105 (32%) patients. Patients with variceal bleeding (p = 0.008) and high post-porto-systemic pressure gradient (p = 0.004) had a significantly increased likelihood of developing HE. Also, patients having only one indication of bleeding or ascites were significantly unlikely to develop HE as well as Budd-Chiari disease (p = 0.03). The feature selection algorithm selected 7 features. Accuracy ratios for the SVM, LR and CatBoost, models were 74%, 75%, and 73%, with area under the curve (AUC) values of 0.82, 0.83, and 0.83, respectively. CONCLUSION ML models can aid identifying patients at risk of developing HE after TIPS placement, providing an additional tool for patient selection and management.
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Affiliation(s)
- Okan İnce
- Department of Radiology, Medical School, University of Minnesota, 420 Delaware Street S.E., Minneapolis, MN, 55455, USA.
| | - Hakan Önder
- Department of Radiology, Prof. Dr. Cemil TASCIOGLU City Hospital, Health Sciences University, Kaptanpaşa Mah, Daruleceze Cad. No: 25 Prof. Dr. Cemil Taşçıoğlu Şehir Hastanesi, Radyoloji Kliniği, 34384, Şişli, Istanbul, Turkey
| | - Mehmet Gençtürk
- Department of Radiology, Medical School, University of Minnesota, 420 Delaware Street S.E., Minneapolis, MN, 55455, USA
| | - Jafar Golzarian
- Department of Radiology, Medical School, University of Minnesota, 420 Delaware Street S.E., Minneapolis, MN, 55455, USA
| | - Shamar Young
- Department of Radiology, College of Medicine, University of Arizona, 1501 N. Campbell Avenue, Tucson, AZ, 85724, USA
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Dantas Machado AC, Ramos SF, Gauglitz JM, Fassler AM, Petras D, Aksenov AA, Kim UB, Lazarowicz M, Barnard Giustini A, Aryafar H, Vodkin I, Warren C, Dorrestein PC, Zarrinpar A, Zarrinpar A. Portosystemic shunt placement reveals blood signatures for the development of hepatic encephalopathy through mass spectrometry. Nat Commun 2023; 14:5303. [PMID: 37652904 PMCID: PMC10471626 DOI: 10.1038/s41467-023-40741-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2023] [Accepted: 08/09/2023] [Indexed: 09/02/2023] Open
Abstract
Elective transjugular intrahepatic portosystemic shunt (TIPS) placement can worsen cognitive dysfunction in hepatic encephalopathy (HE) patients due to toxins, including possible microbial metabolites, entering the systemic circulation. We conducted untargeted metabolomics on a prospective cohort of 22 patients with cirrhosis undergoing elective TIPS placement and followed them up to one year post TIPS for HE development. Here we suggest that pre-existing intrahepatic shunting predicts HE severity post-TIPS. Bile acid levels decrease in the peripheral vein post-TIPS, and the abundances of three specific conjugated di- and tri-hydroxylated bile acids are inversely correlated with HE grade. Bilirubins and glycerophosphocholines undergo chemical modifications pre- to post-TIPS and based on HE grade. Our results suggest that TIPS-induced metabolome changes can impact HE development, and that pre-existing intrahepatic shunting could be used to predict HE severity post-TIPS.
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Affiliation(s)
| | - Stephany Flores Ramos
- Division of Gastroenterology and Hepatology, University of California, San Diego, La Jolla, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Diego, La Jolla, CA, USA
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Julia M Gauglitz
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Anne-Marie Fassler
- Department of Surgery, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Daniel Petras
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA, USA
- CMFI Cluster of Excellence, Interfaculty Institute of Microbiology and Infection Medicine, University of Tübingen, Tübingen, Germany
| | - Alexander A Aksenov
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA, USA
- Department of Chemistry, University of Connecticut, Storrs, CT, USA
| | - Un Bi Kim
- Department of Surgery, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Michael Lazarowicz
- Department of Radiology, Division of Interventional Radiology, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Abbey Barnard Giustini
- Division of Gastroenterology and Hepatology, University of California, San Diego, La Jolla, CA, USA
- Division of Gastroenterology, Department of Medicine, Veterans Affairs Puget Sounds Health Care System, Seattle, WA, USA
- Division of Gastroenterology, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Hamed Aryafar
- San Diego Imaging, San Diego, CA, USA
- Departments of Radiology, University of California San Diego Medical Center, La Jolla, CA, USA
| | - Irine Vodkin
- Division of Gastroenterology and Hepatology, University of California, San Diego, La Jolla, CA, USA
| | - Curtis Warren
- Department of Surgery, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Pieter C Dorrestein
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA, USA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA, USA
- Department of Computer Science and Engineering, University of California, San Diego, La Jolla, CA, USA
- Center for Computational Mass Spectrometry, University of California, San Diego, La Jolla, CA, USA
| | - Ali Zarrinpar
- Department of Surgery, College of Medicine, University of Florida, Gainesville, FL, USA.
- Department of Biochemistry and Molecular Biology, College of Medicine, University of Florida, Gainesville, FL, USA.
- J. Crayton Pruitt Family Department of Biomedical Engineering, Herbert Wertheim College of Engineering, University of Florida, Gainesville, FL, USA.
| | - Amir Zarrinpar
- Division of Gastroenterology and Hepatology, University of California, San Diego, La Jolla, CA, USA.
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA, USA.
- Jennifer Moreno Department of Veterans Affairs Medical Center, La Jolla, CA, USA.
- Institute of Diabetes and Metabolic Health, University of California, San Diego, La Jolla, CA, USA.
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Musio A, Perazza F, Leoni L, Stefanini B, Dajti E, Menozzi R, Petroni ML, Colecchia A, Ravaioli F. Osteosarcopenia in NAFLD/MAFLD: An Underappreciated Clinical Problem in Chronic Liver Disease. Int J Mol Sci 2023; 24:7517. [PMID: 37108675 PMCID: PMC10139188 DOI: 10.3390/ijms24087517] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Revised: 04/07/2023] [Accepted: 04/10/2023] [Indexed: 04/29/2023] Open
Abstract
Chronic liver disease (CLD), including non-alcoholic fatty liver disease (NAFLD) and its advanced form, non-alcoholic steatohepatitis (NASH), affects a significant portion of the population worldwide. NAFLD is characterised by fat accumulation in the liver, while NASH is associated with inflammation and liver damage. Osteosarcopenia, which combines muscle and bone mass loss, is an emerging clinical problem in chronic liver disease that is often underappreciated. The reductions in muscle and bone mass share several common pathophysiological pathways; insulin resistance and chronic systemic inflammation are the most crucial predisposing factors and are related to the presence and gravity of NAFLD and to the worsening of the outcome of liver disease. This article explores the relationship between osteosarcopenia and NAFLD/MAFLD, focusing on the diagnosis, prevention and treatment of this condition in patients with CLD.
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Affiliation(s)
- Alessandra Musio
- Department of Medical and Surgical Sciences, IRCCS-Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy; (A.M.); (F.P.); (L.L.); (B.S.); (E.D.); (M.L.P.)
| | - Federica Perazza
- Department of Medical and Surgical Sciences, IRCCS-Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy; (A.M.); (F.P.); (L.L.); (B.S.); (E.D.); (M.L.P.)
| | - Laura Leoni
- Department of Medical and Surgical Sciences, IRCCS-Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy; (A.M.); (F.P.); (L.L.); (B.S.); (E.D.); (M.L.P.)
- Division of Metabolic Diseases and Clinical Nutrition, Department of Specialistic Medicines, University Hospital of Modena and Reggio Emilia, Largo del Pozzo 71, 41125 Modena, Italy;
| | - Bernardo Stefanini
- Department of Medical and Surgical Sciences, IRCCS-Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy; (A.M.); (F.P.); (L.L.); (B.S.); (E.D.); (M.L.P.)
| | - Elton Dajti
- Department of Medical and Surgical Sciences, IRCCS-Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy; (A.M.); (F.P.); (L.L.); (B.S.); (E.D.); (M.L.P.)
| | - Renata Menozzi
- Division of Metabolic Diseases and Clinical Nutrition, Department of Specialistic Medicines, University Hospital of Modena and Reggio Emilia, Largo del Pozzo 71, 41125 Modena, Italy;
| | - Maria Letizia Petroni
- Department of Medical and Surgical Sciences, IRCCS-Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy; (A.M.); (F.P.); (L.L.); (B.S.); (E.D.); (M.L.P.)
| | - Antonio Colecchia
- Gastroenterology Unit, Department of Medical Specialties, University Hospital of Modena, University of Modena & Reggio Emilia, 41121 Modena, Italy;
| | - Federico Ravaioli
- Department of Medical and Surgical Sciences, IRCCS-Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy; (A.M.); (F.P.); (L.L.); (B.S.); (E.D.); (M.L.P.)
- Gastroenterology Unit, Department of Medical Specialties, University Hospital of Modena, University of Modena & Reggio Emilia, 41121 Modena, Italy;
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Dantas Machado AC, Ramos SF, Gauglitz JM, Carpenter AM, Petras D, Aksenov AA, Kim UB, Lazarowicz M, Giustini AB, Aryafar H, Vodkin I, Warren C, Dorrestein PC, Zarrinpar A, Zarrinpar A. Pre- and Post-Portosystemic Shunt Placement Metabolomics Reveal Molecular Signatures for the Development of Hepatic Encephalopathy. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.01.02.22281374. [PMID: 36711444 PMCID: PMC9882439 DOI: 10.1101/2023.01.02.22281374] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Hepatic encephalopathy (HE) is a common complication of advanced liver disease causing brain dysfunction. This is likely due to the accumulation of unfiltered toxins within the bloodstream. A known risk factor for developing or worsening HE is the placement of a transjugular intrahepatic portosystemic shunt (TIPS), which connects the pre-hepatic and post-hepatic circulation allowing some blood to bypass the dysfunctional liver and decreases portal hypertension. To better understand the pathophysiology of post-TIPS HE, we conducted a multi-center prospective cohort study employing metabolomic analyses on hepatic vein and peripheral vein blood samples from participants with cirrhosis undergoing elective TIPS placement, measuring chemical modifications and changes in concentrations of metabolites resulting from TIPS placement. In doing so, we identified numerous alterations in metabolites, including bile acids, glycerophosphocholines, and bilirubins possibly implicated in the development and severity of HE.
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Bilhim T, Hausegger K. Extra, Extra: Read all About it-This is TIPS Generation, Baby! Cardiovasc Intervent Radiol 2022; 45:539-541. [PMID: 35211771 DOI: 10.1007/s00270-022-03093-3] [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: 02/01/2022] [Accepted: 02/04/2022] [Indexed: 11/30/2022]
Affiliation(s)
- Tiago Bilhim
- Interventional Radiology Unit, Centro Hospitalar Universitário de Lisboa Central (CHULC), Saint Louis Hospital, R. Luz Soriano 182, 1200-249, Lisbon, Portugal.
- Faculdade de Ciências Médicas, Nova Medical School, Universidade Nova de Lisboa, Lisbon, Portugal.
| | - Klaus Hausegger
- Department of Diagnostic and Interventional Radiology, Klagenfurt State Hospital, Klagenfurt, Austria
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