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Shi W, Yin H, Yu Z, Li Y, Bai X, Fu S, Duan C, Xu W, Yang Y. Myosteatosis is an independent risk factor for overt hepatic encephalopathy after transjugular intrahepatic portosystemic shunting. Eur J Gastroenterol Hepatol 2024; 36:897-903. [PMID: 38477843 PMCID: PMC11136266 DOI: 10.1097/meg.0000000000002729] [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: 08/31/2023] [Accepted: 11/11/2023] [Indexed: 03/14/2024]
Abstract
OBJECTIVE The relationship between skeletal muscle and adipose tissue compositions and risk of overt hepatic encephalopathy (OHE) following transjugular intrahepatic portosystemic shunt (TIPS) treatment needs to be investigated. METHODS A total of 282 patients were collected from two medical centres. The median time of follow-up was 48.23 + 1.36 months and the first-year results of all patients after TIPS therapy were collected. The muscle and adipose tissue indices were quantified at the third lumbar vertebra level. Sarcopenia and myosteatosis were defined according to previous researches. Receiver operating characteristic curves, chi-square test, univariate and multivariate logistic regression analyses were employed to investigate the potential association between muscle and adipose indices, sarcopenia, myosteatosis and the risk of developing post-TIPS OHE. RESULTS All skeletal muscle indices, adipose tissue indices and sarcopenia had limited associations with post-TIPS OHE. Myosteatosis (148 cases, 52.5%, 55 with OHE, 37.2%) was identified as an independent risk factor for post-TIPS OHE. with P < 0.001 in Chi-square test, P < 0.001, odds ratio (OR): 2.854, 95% confidence interval (CI): 1.632-4.993 in univariate logistic regression analyses, and P = 0.007, OR: 2.372, 95% CI: 1.268-4.438 in multivariate logistic regression analyses, respectively. CONCLUSION Our results showed that myosteatosis was proven as an independent risk factor for the development of post-TIPS OHE.
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Affiliation(s)
| | - Hua Yin
- Department of General Medicine
- Clinical Research Management office
| | - Zhijian Yu
- Department of General Medicine
- Department of Otolaryngology
| | - Yong Li
- Zhuhai Interventional Medical Centre, Zhuhai People’s Hospital (Zhuhai Clinical Medical College of Jinan University), Zhuhai
| | - Xiao Bai
- Zhuhai Interventional Medical Centre, Zhuhai People’s Hospital (Zhuhai Clinical Medical College of Jinan University), Zhuhai
| | - Sirui Fu
- Zhuhai Interventional Medical Centre, Zhuhai People’s Hospital (Zhuhai Clinical Medical College of Jinan University), Zhuhai
| | - Chongyang Duan
- Department of Biostatistics, School of Public Health, Southern Medical University, Guangzhou, China
| | - Weiguo Xu
- Zhuhai Interventional Medical Centre, Zhuhai People’s Hospital (Zhuhai Clinical Medical College of Jinan University), Zhuhai
| | - Yang Yang
- Zhuhai Interventional Medical Centre, Zhuhai People’s Hospital (Zhuhai Clinical Medical College of Jinan University), Zhuhai
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Torkian P, Wallace S, Lim N, Flanagan S, Golzarian J, Young SJ. Pre-existing Hepatic Encephalopathy: Really a Contraindication to Elective TIPS? Cardiovasc Intervent Radiol 2024; 47:69-77. [PMID: 37798432 DOI: 10.1007/s00270-023-03566-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 09/07/2023] [Indexed: 10/07/2023]
Abstract
PURPOSE To evaluate the impact of pre-transjugular intrahepatic portosystemic shunt (TIPS) hepatic encephalopathy (HE) on developing post-TIPS HE. MATERIALS AND METHODS In this retrospective, single center observational study, all patients who underwent successful TIPS placement between January 2005 and May 2020 with data pertaining to HE in their chart were included. Patient demographics and procedural details were recorded. Clinical outcomes post-TIPS, were collected and compared across patients with and without pre-TIPS HE. RESULTS Of 326 included patients, 159 (159/326, 48.8%) had a history of pre-TIPS HE. In total those without a history of HE were more likely to develop HE during follow up (136 (136/167, 81.4%) vs 107 (107/159, 67.3%), p = 0.001). When evaluating for predictors of developing HE within 3 months of TIPS placement, no significant variables were found on logistic regression, including prior history of HE (HR 1.16 (95% CI 0.73-1.84), p = 0.529). Univariate and multivariate regression analysis, however, showed that a history of HE was predictive of developing HE at any point in the follow-up period (p = 0.002 and p = 0.008, respectively). However, on Kaplan-Meier analysis no significant difference in the development of HE (p = 0.574) or hospital admission for HE (p = 0.554) post-TIPS was seen between patients with and without pre-TIPS HE. Additionally, there was no difference in 3-month survival (p = 0.412) or overall survival post-TIPS survival (p = 0.798). CONCLUSION Pre-TIPS HE did not predict the development of HE within 3 months of TIPS. Outcomes such as hospital admission and survivability were not different between patients with and without prior HE.
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Affiliation(s)
- Pooya Torkian
- Vascular and Interventional Radiology, Department of Radiology, University of Minnesota, B-228 Mayo Memorial Building, MMC 292420 Delaware Street S.E., Minneapolis, MN, 55455, USA.
| | - Stephanie Wallace
- Vascular and Interventional Radiology, Department of Radiology, University of Minnesota, B-228 Mayo Memorial Building, MMC 292420 Delaware Street S.E., Minneapolis, MN, 55455, USA
| | - Nicholas Lim
- Division of Gastroenterology, Hepatology and Nutrition, University of Minnesota, Minneapolis, MN, USA
| | - Siobhan Flanagan
- Vascular and Interventional Radiology, Department of Radiology, University of Minnesota, B-228 Mayo Memorial Building, MMC 292420 Delaware Street S.E., Minneapolis, MN, 55455, USA
| | - Jafar Golzarian
- Vascular and Interventional Radiology, Department of Radiology, University of Minnesota, B-228 Mayo Memorial Building, MMC 292420 Delaware Street S.E., Minneapolis, MN, 55455, USA
| | - Shamar J Young
- Department of Medical Imaging, University of Arizona, 1501 North Campbell Avenue, Tucson, AZ, USA
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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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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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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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Large Paraumbilical Vein Shunts Increase the Risk of Overt Hepatic Encephalopathy after Transjugular Intrahepatic Portosystemic Shunt Placement. J Clin Med 2022; 12:jcm12010158. [PMID: 36614959 PMCID: PMC9821527 DOI: 10.3390/jcm12010158] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2022] [Revised: 12/13/2022] [Accepted: 12/21/2022] [Indexed: 12/28/2022] Open
Abstract
Background: This study aimed to evaluate whether a large paraumbilical vein (L-PUV) was independently associated with the occurrence of overt hepatic encephalopathy (OHE) after the implantation of a transjugular intrahepatic portosystemic shunt (TIPS). Methods: This bi-center retrospective study included patients with cirrhotic variceal bleeding treated with a TIPS between December 2015 and June 2021. An L-PUV was defined in line with the following criteria: cross-sectional areas > 83 square millimeters, diameter ≥ 8 mm, or greater than half of the diameter of the main portal vein. The primary outcome was the 2-year OHE rate, and secondary outcomes included the 2-year mortality, all-cause rebleeding rate, and shunt dysfunction rate. Results: After 1:2 propensity score matching, a total of 27 patients with an L-PUV and 54 patients without any SPSS (control group) were included. Patients with an L-PUV had significantly higher 2-year OHE rates compared with the control group (51.9% vs. 25.9%, HR = 2.301, 95%CI 1.094−4.839, p = 0.028) and similar rates of 2-year mortality (14.8% vs. 11.1%, HR = 1.497, 95%CI 0.422−5.314, p = 0.532), as well as variceal rebleeding (11.1% vs. 13.0%, HR = 0.860, 95%CI 0.222−3.327, p = 0.827). Liver function parameters were similar in both groups during the follow-up, with a tendency toward higher shunt patency in the L-PUV group (p = 0.067). Multivariate analysis indicated that having an L-PUV (HR = 2.127, 95%CI 1.050−4.682, p = 0.037) was the only independent risk factor for the incidence of 2-year OHE. Conclusions: Having an L-PUV was associated with an increased risk of OHE after a TIPS. Prophylaxis management should be considered during clinical management.
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Yang Y, Liang X, Yang S, He X, Huang M, Shi W, Luo J, Duan C, Feng X, Fu S, Lu L. Preoperative prediction of overt hepatic encephalopathy caused by transjugular intrahepatic portosystemic shunt. Eur J Radiol 2022; 154:110384. [PMID: 35667296 DOI: 10.1016/j.ejrad.2022.110384] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Revised: 05/21/2022] [Accepted: 05/25/2022] [Indexed: 11/15/2022]
Abstract
PURPOSE Preoperative prediction of overt hepatic encephalopathy (OHE) should be performed in patients with variceal bleeding treated using the transjugular intrahepatic portosystemic shunt (TIPS) procedure. A reliable prediction tool is therefore required. METHOD Patients with cirrhosis-related variceal bleeding treated using the TIPS procedure were screened at two hospitals. Patients classified as Child-Pugh Class B were identified. The least absolute shrinkage and selection operator method and the backward stepwise selection method were used to screen the clinical and radiological characteristics of participants. Then, models were constructed accordingly to predict OHE. Area under the receiver operating characteristic curves, calibration curves, and decision curves were performed to discover the optimal model. Finally, whether clinical factors influenced the performance of our optimal model was tested. RESULTS A total of 191 patients were included (training cohort: 127 cases; validation cohort: 64 cases). Three novel radiological independent risk factors were found. The combined model outperformed the models containing clinical factors or radiological characteristics alone. The areas under the curve for the training and validation cohorts were 0.901 and 0.903, respectively, with satisfactory calibration and decision curves. The Model for End-Stage Liver Disease score, serum sodium, albumin, total bilirubin, and age exhibited limited influence on the performance of the combined model. CONCLUSIONS These radiological characteristics are also independent risk factors for post-TIPS OHE. Combining clinical factors and radiological characteristics was an effective means of predicting OHE. This study's model could be used for preoperative selection of appropriate patients before the TIPS procedure is performed.
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Affiliation(s)
- Yang Yang
- Zhuhai Interventional Medical Centre, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), No. 79 Kangning Road, Zhuhai, China
| | - Xueqing Liang
- Department of Biostatistics, School of Public Health, Southern Medical University, No. 1838 Guangzhou Avenue North, Guangzhou, China
| | - Shirui Yang
- Department of Nuclear Medicine, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), No. 79 Kangning Road, Zhuhai, China
| | - Xiaofeng He
- Division of Vascular and Interventional Radiology, Department of General Surgery, Nanfang Hospital, Southern Medical University, No. 1838 Guangzhou Avenue North, Guangzhou, China
| | - Mingsheng Huang
- Department of Interventional Radiology, The Third Affiliated Hospital of Sun Yat-sen University, No. 600 Tianhe Road, Guangzhou, China.
| | - Wenfeng Shi
- Department of General Medicine, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), No. 79 Kangning Road, Zhuhai, China
| | - Junyang Luo
- Department of Interventional Radiology, The Third Affiliated Hospital of Sun Yat-sen University, No. 600 Tianhe Road, Guangzhou, China.
| | - Chongyang Duan
- Department of Biostatistics, School of Public Health, Southern Medical University, No. 1838 Guangzhou Avenue North, Guangzhou, China
| | - Xinghui Feng
- Zhuhai Interventional Medical Centre, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), No. 79 Kangning Road, Zhuhai, China
| | - Sirui Fu
- Zhuhai Interventional Medical Centre, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), No. 79 Kangning Road, Zhuhai, China.
| | - Ligong Lu
- Zhuhai Interventional Medical Centre, Zhuhai People's Hospital (Zhuhai Hospital Affiliated with Jinan University), No. 79 Kangning Road, Zhuhai, China.
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Cheng S, Yu X, Chen X, Jin Z, Xue H, Wang Z, Xie P. CT-based radiomics model for preoperative prediction of hepatic encephalopathy after transjugular intrahepatic portosystemic shunt. Br J Radiol 2022; 95:20210792. [PMID: 35019776 PMCID: PMC9153699 DOI: 10.1259/bjr.20210792] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
OBJECTIVE To develop and evaluate a machine learning-based CT radiomics model for the prediction of hepatic encephalopathy (HE) after transjugular intrahepatic portosystemic shunt (TIPS). METHODS A total of 106 patients who underwent TIPS placement were consecutively enrolled in this retrospective study. Regions of interest (ROIs) were drawn on unenhanced, arterial phase, and portal venous phase CT images, and radiomics features were extracted, respectively. A radiomics model was established to predict the occurrence of HE after TIPS by using random forest algorithm and 10-fold cross-validation. Receiver operating characteristic (ROC) curves were performed to validate the capability of the radiomics model and clinical model on the training, test and original data sets, respectively. RESULTS The radiomics model showed favorable discriminatory ability in the training cohort with an area under the curve (AUC) of 0.899 (95% CI, 0.848 to 0.951), while in the test cohort, it was confirmed with an AUC of 0.887 (95% CI, 0.760 to 1.00). After applying this model to original data set, it had an AUC of 0.955 (95% CI, 0.896 to 1.00). A clinical model was also built with an AUC of 0.649 (95% CI, 0.530 to 0.767) in the original data set, and a Delong test demonstrated its relative lower efficiency when compared with the radiomics model (p < 0.05). CONCLUSION Machine learning-based CT radiomics model performed better than traditional clinical parameter-based models in the prediction of post-TIPS HE. ADVANCES IN KNOWLEDGE Radiomics model for the prediction of post-TIPS HE was built based on feature extraction from routine acquired pre-operative CT images and feature selection by random forest algorithm, which showed satisfied performance and proved the advantages of machine learning in this field.
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Affiliation(s)
- Sihang Cheng
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China.,Department of Radiology, Sichuan Provincial People's Hospital, Sichuan Academy of Medical Sciences, Chengdu, China
| | - Xiang Yu
- Department of Radiology, Sichuan Provincial People's Hospital, Sichuan Academy of Medical Sciences, Chengdu, China
| | - Xinyue Chen
- CT Collaboration, Siemens-Healthineers, Beijing, China
| | - Zhengyu Jin
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Huadan Xue
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Zhiwei Wang
- Department of Radiology, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Ping Xie
- Department of Radiology, Sichuan Provincial People's Hospital, Sichuan Academy of Medical Sciences, Chengdu, China
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Cai W, Zheng B, Lin X, Wu W, Chen C. Prediction of Patient Hepatic Encephalopathy Risk with Freiburg Index of Post-TIPS Survival Score Following Transjugular Intrahepatic Portosystemic Shunts: A Retrospective Study. Int J Gen Med 2022; 15:4007-4016. [PMID: 35444457 PMCID: PMC9013922 DOI: 10.2147/ijgm.s359918] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 04/04/2022] [Indexed: 12/02/2022] Open
Abstract
Background Hepatic encephalopathy is a complication of portal hypertension. The Freiburg index of transjugular portosystemic shunt (TIPS) and patient outcomes have recently been described. This retrospective study was conducted at a single center in China and included 241 patients with portal hypertension who underwent TIPS implantation to evaluate the Freiburg index of post-TIPS survival score (FIPS) to predict hepatic encephalopathy. Methods A single-center retrospective study including 241 patients who underwent TIPS operation between April 2015 and July 2019 was conducted. Clinical demographics and relevant clinical parameters within 24h after admission were collected. The prediction performances of FIPS, Child–Pugh and the model for end-stage liver disease (MELD) scores were compared by decision curve analysis and receiver operating characteristic (ROC) curve analysis. In addition, multivariate analyses were performed to identify independent predictors. Results Eighty-three out of 241 patients (34.4%) finally developed post-TIPS hepatic encephalopathy. The area under the ROC curve of FIPS was 0.744 (95% confidence interval: 0.684–0.798). FIPS was identified as an independent risk factor for post-TIPS hepatic encephalopathy (hazard ratio: 2.23, 95% confidence interval: 1.71–2.90, p<0.001). Moreover, we further grouped the FIPS scores into two categories (FIPS ≤-0.97, low-risk; FIPS >-0.97, high risk) to improve its applicability. Patients with high FIPS scores had a significantly higher incidence of hepatic encephalopathy than patients with low FIPS scores (P<0.05). Conclusion This study showed that FIPS could be used to evaluate the risk of hepatic encephalopathy in this patient group with improved predictive performance when compared with the Child–Pugh and MELD scores.
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Affiliation(s)
- Weimin Cai
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, People’s Republic of China
| | - Beishi Zheng
- Department of Internal Medicine, Woodhull Medical Center, Brooklyn, NY, 11206, USA
| | - Xinran Lin
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, People’s Republic of China
| | - Wei Wu
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, People’s Republic of China
| | - Chao Chen
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, 325000, People’s Republic of China
- Correspondence: Chao Chen, Department of Gastroenterology and Hepatology, the First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, People’s Republic of China, Tel +86 18857838243, Fax +86 576 87755312, Email
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Li X, Partovi S, Coronado WM, Gadani S, Martin C, Thompson D, Levitin A, Kapoor B. Hepatic Encephalopathy After TIPS Placement: Predictive Factors, Prevention Strategies, and Management. Cardiovasc Intervent Radiol 2022; 45:570-577. [PMID: 34981195 DOI: 10.1007/s00270-021-03045-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Accepted: 12/08/2021] [Indexed: 12/19/2022]
Abstract
Hepatic encephalopathy (HE) is a challenging complication after transjugular intrahepatic portosystemic shunt (TIPS) placement. Despite recent advances, much is still uncertain regarding risk factors, preventative measures, and the management of HE after TIPS placement. Appropriate patient selection and pre-procedural risk stratification remain areas of focus. In this manuscript, we discuss the current state of research related to HE after TIPS placement, including information regarding risk stratification, complication prevention, and treatment options.
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Affiliation(s)
- Xin Li
- Department of Radiology, Hospital of The University of Pennsylvania, Philadelphia, PA, USA
| | - Sasan Partovi
- Section of Interventional Radiology, Imaging Institute, Cleveland Clinic Main Campus, Cleveland, OH, USA.
| | | | - Sameer Gadani
- Section of Interventional Radiology, Imaging Institute, Cleveland Clinic Main Campus, Cleveland, OH, USA
| | - Charles Martin
- Section of Interventional Radiology, Imaging Institute, Cleveland Clinic Main Campus, Cleveland, OH, USA
| | - Dustin Thompson
- Section of Interventional Radiology, Imaging Institute, Cleveland Clinic Main Campus, Cleveland, OH, USA
| | - Abraham Levitin
- Section of Interventional Radiology, Imaging Institute, Cleveland Clinic Main Campus, Cleveland, OH, USA
| | - Baljendra Kapoor
- Section of Interventional Radiology, Imaging Institute, Cleveland Clinic Main Campus, Cleveland, OH, USA
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Cai W, Lin H, Qi R, Lin X, Zhao Y, Chen W, Huang Z. Psoas Muscle Density Predicts Occurrences of Hepatic Encephalopathy in Patients Receiving Transjugular Intrahepatic Portosystemic Shunts within 1 year. Cardiovasc Intervent Radiol 2021; 45:93-101. [PMID: 34523022 DOI: 10.1007/s00270-021-02961-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Accepted: 08/29/2021] [Indexed: 01/01/2023]
Abstract
PURPOSE We aimed to assess the efficacy of psoas density (PD) for predicting hepatic encephalopathy (HE) after transjugular intrahepatic portosystemic shunt (TIPS) procedures. METHODS Data were collected from patients who underwent TIPS procedures at a single institution between 2013 and 2019. PD was manually measured using software on unenhanced CT scans at the level of third lumbar vertebra. Laboratory and physical examination data were collected within 24 h after admission in order to compare the differences between patients with and without post-TIPS HE. RESULTS A total of 251 patients were included in this study. Among these patients, 77 (30.7%) developed post-TIPS HE within one year after TIPS creation. The threshold of PD for predicting HE was 51.24 Hounsfield unit (HU). PD values less than this threshold were correlated with an increased risk of HE (hazard ratio 0.92; 95% CI 0.89-0.95, P < 0.001). The area under the receiver operating characteristic curve (AUROC) of PD was 0.743 (95% CI 0.685-0.796), which was superior to Model for End-stage Liver Disease (MELD) (0.569, P = 0.007), albumin-bilirubin score (ALBI) (0.641, P = 0.018), and Child-Pugh score (0.583, P = 0.003). CONCLUSION PD measurement showed good HE predictive value in cirrhotic patients who underwent TIPS. This measure also performed better than MELD, ALBI and Child-Pugh.
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Affiliation(s)
- Weimin Cai
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Hanyu Lin
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Ruyi Qi
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Xinran Lin
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Yuan Zhao
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Weizhen Chen
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China
| | - Zhiming Huang
- Department of Gastroenterology and Hepatology, The First Affiliated Hospital of Wenzhou Medical University, No. 2, Fuxue Lane, Wenzhou, 325000, China.
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12
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Single-Centre Retrospective Training Cohort Using Artificial Intelligence for Prognostic Prediction of Encephalopathy, Mortality, and Liver Dysfunction after Early TIPS Creation. Cardiovasc Intervent Radiol 2021; 44:1597-1608. [PMID: 34240232 DOI: 10.1007/s00270-021-02907-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Accepted: 06/22/2021] [Indexed: 12/24/2022]
Abstract
OBJECTIVES Based on an artificial intelligence approach, this study attempted to establish prognostic models to predict 3-month overt hepatic encephalopathy (OHE) occurrence, 1-year mortality, and liver dysfunction for cirrhotic patients with acute variceal bleeding (AVB) treated with early transjugular intrahepatic portosystemic shunt (TIPS) creation. MATERIALS AND METHODS This retrospective study included patients treated with early TIPS between January 2016 and November 2019. Independent risk factors associated with occurrence of OHE within 3 months, 1-year mortality, and liver dysfunction after early TIPS were identified using univariate and multivariate logistic analyses. Artificial neural network (ANN) models and prognostic nomograms based on the independent risk factors were established and validated internally. RESULTS A total of 207 patients were included, with 33 (15.9%) experienced OHE within 3 months after TIPS creation. The albumin-bilirubin grade (P = 0.015), age (≤ 65, > 65 years) (P < 0.001), gender (P = 0.002), and alcoholic cirrhosis (P = 0.013) was identified as independent risk factors associated with 3-month OHE. Presence of portal vein thrombosis (P = 0.034) and model for end-stage liver disease score (P = 0.063) were identified as independent risk factors associated with 1-year mortality. The platelet-albumin-bilirubin grade (P = 0.041) and a history of hepatic encephalopathy (P = 0.018) were identified as independent risk factors associated with liver dysfunction after TIPS creation. Three ANN models and three nomograms were then established and validated with high accuracy. CONCLUSIONS The ANN and nomogram models have potential to accurately predict early occurrence of OHE, mortality, and liver dysfunction after early TIPS creation for cirrhotic patients with AVB.
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