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Broca F, Dufrenoy M, Martin M. [Management of hepatic encephalopathy: A general review]. Rev Med Interne 2025; 46:211-219. [PMID: 39516076 DOI: 10.1016/j.revmed.2024.10.007] [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: 07/02/2024] [Revised: 09/13/2024] [Accepted: 10/05/2024] [Indexed: 11/16/2024]
Abstract
Hepatic encephalopathy is a severe complication with high mortality in patients with hepatopathy and/or portosystemic shunts, partly due to the presence of hyperammonemia because of defective hepatic detoxification. Diagnosis is essentially clinical, characterized by various neuropsychiatric symptoms, possibly associated with hyperammonemia. Complementary tests, such as electroencephalogram to identify metabolic encephalopathy, or specific abnormalities on cerebral magnetic resonance imagery, may also support the diagnosis. Management is essentially based on treatment of triggering factors such as ionic disorders or sepsis, and symptomatic therapy with non-absorbable disaccharides (notably lactulose) or polyethylene glycol, possibly combined with rifaximin. Progression varies according to the initial severity and management of hepatic encephalopathy, but this condition is potentially reversible with treatment.
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Affiliation(s)
- Florent Broca
- Service de médecine interne, CHU La Milétrie, Poitiers, France; Faculté de médecine et de pharmacie, université de Poitiers, Poitiers, France.
| | - Mylène Dufrenoy
- Service de médecine interne, CHU La Milétrie, Poitiers, France; Faculté de médecine et de pharmacie, université de Poitiers, Poitiers, France.
| | - Mickaël Martin
- Service de médecine interne, CHU La Milétrie, Poitiers, France; Faculté de médecine et de pharmacie, université de Poitiers, Poitiers, France; Inserm U1313, université de Poitiers, Poitiers, France.
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2
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Sepehrinezhad A, Moghaddam NG, Shayan N, Sahab Negah S. Correlation of ammonia and blood laboratory parameters with hepatic encephalopathy: A systematic review and meta-analysis. PLoS One 2024; 19:e0307899. [PMID: 39226259 PMCID: PMC11371226 DOI: 10.1371/journal.pone.0307899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 07/12/2024] [Indexed: 09/05/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Emerging research suggests that hyperammonemia may enhance the probability of hepatic encephalopathy (HE), a condition associated with elevated levels of circulating ammonia in patients with cirrhosis. However, some studies indicate that blood ammonia levels may not consistently correlate with the severity of HE, highlighting the complex pathophysiology of this condition. METHODS A systematic review and meta-analysis through PubMed, Scopus, Embase, Web of Science, and Virtual Health Library were conducted to address this complexity, analyzing and comparing published data on various laboratory parameters, including circulating ammonia, blood creatinine, albumin, sodium, and inflammation markers in cirrhotic patients, both with and without HE. RESULTS This comprehensive review, which included 81 studies from five reputable databases until June 2024, revealed a significant increase in circulating ammonia levels in cirrhotic patients with HE, particularly those with overt HE. Notably, significant alterations were observed in the circulating creatinine, albumin, sodium, interleukin-6 (IL-6), and tumor necrosis factor-alpha (TNFα) in HE patients. CONCLUSIONS These findings suggest an association between ammonia and HE and underscore the importance of considering other blood parameters such as creatinine, albumin, sodium, and pro-inflammatory cytokines when devising new treatment strategies for HE.
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Affiliation(s)
- Ali Sepehrinezhad
- Neuroscience Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Neuroscience, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
| | | | - Navidreza Shayan
- Neuroscience Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Sajad Sahab Negah
- Neuroscience Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Neuroscience, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran
- Shefa Neuroscience Research Center, Khatam Alanbia Hospital, Tehran, Iran
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3
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Mao Z, Gao ZX, Ji T, Huan S, Yin GP, Chen L. Bidirectional two-sample mendelian randomization analysis identifies causal associations of MRI-based cortical thickness and surface area relation to NAFLD. Lipids Health Dis 2024; 23:58. [PMID: 38395962 PMCID: PMC10885469 DOI: 10.1186/s12944-024-02043-x] [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: 12/08/2023] [Accepted: 02/05/2024] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND Non-alcoholic fatty liver disease (NAFLD) patients have exhibited extra-hepatic neurological changes, but the causes and mechanisms remain unclear. This study investigates the causal effect of NAFLD on cortical structure through bidirectional two-sample Mendelian randomization analysis. METHODS Genetic data from 778,614 European individuals across four NAFLD studies were used to determine genetically predicted NAFLD. Abdominal MRI scans from 32,860 UK Biobank participants were utilized to evaluate genetically predicted liver fat and volume. Data from the ENIGMA Consortium, comprising 51,665 patients, were used to evaluate the associations between genetic susceptibility, NAFLD risk, liver fat, liver volume, and alterations in cortical thickness (TH) and surface area (SA). Inverse-variance weighted (IVW) estimation, Cochran Q, and MR-Egger were employed to assess heterogeneity and pleiotropy. RESULTS Overall, NAFLD did not significantly affect cortical SA or TH. However, potential associations were noted under global weighting, relating heightened NAFLD risk to reduced parahippocampal SA and decreased cortical TH in the caudal middle frontal, cuneus, lingual, and parstriangularis regions. Liver fat and volume also influenced the cortical structure of certain regions, although no Bonferroni-adjusted p-values reached significance. Two-step MR analysis revealed that liver fat, AST, and LDL levels mediated the impact of NAFLD on cortical structure. Multivariable MR analysis suggested that the impact of NAFLD on the cortical TH of lingual and parstriangularis was independent of BMI, obesity, hyperlipidemia, and diabetes. CONCLUSION This study provides evidence that NAFLD causally influences the cortical structure of the brain, suggesting the existence of a liver-brain axis in the development of NAFLD.
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Affiliation(s)
- Zun Mao
- Jiangsu Key Laboratory for Molecular and Medical Biotechnology, College of Life Sciences, Nanjing Normal University, Nanjing, 210023, P. R. China
| | - Zhi-Xiang Gao
- Jiangsu Key Laboratory for Molecular and Medical Biotechnology, College of Life Sciences, Nanjing Normal University, Nanjing, 210023, P. R. China
| | - Tong Ji
- Jiangsu Key Laboratory for Molecular and Medical Biotechnology, College of Life Sciences, Nanjing Normal University, Nanjing, 210023, P. R. China
| | - Sheng Huan
- Department of Anesthesiology and Perioperative Medicine, the First Affiliated Hospital of Nanjing Medical University, Nanjing, 210000, P. R. China
| | - Guo-Ping Yin
- Department of Anesthesiology, Nanjing Second Hospital, Nanjing, 210000, P. R. China.
| | - Long Chen
- Jiangsu Key Laboratory for Molecular and Medical Biotechnology, College of Life Sciences, Nanjing Normal University, Nanjing, 210023, P. R. China.
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Sun T, Feng M, Manyande A, Xiang H, Xiong J, He Z. Regulation of mild cognitive impairment associated with liver disease by humoral factors derived from the gastrointestinal tract and MRI research progress: a literature review. Front Neurosci 2023; 17:1206417. [PMID: 37397455 PMCID: PMC10312011 DOI: 10.3389/fnins.2023.1206417] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Accepted: 05/30/2023] [Indexed: 07/04/2023] Open
Abstract
Patients with liver disease are prone to various cognitive impairments. It is undeniable that cognitive impairment is often regulated by both the nervous system and the immune system. In this review our research focused on the regulation of mild cognitive impairment associated with liver disease by humoral factors derived from the gastrointestinal tract, and revealed that its mechanisms may be involved with hyperammonemia, neuroinflammation, brain energy and neurotransmitter metabolic disorders, and liver-derived factors. In addition, we share the emerging research progress in magnetic resonance imaging techniques of the brain during mild cognitive impairment associated with liver disease, in order to provide ideas for the prevention and treatment of mild cognitive impairment in liver disease.
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Affiliation(s)
- Tianning Sun
- Department of Anesthesiology, Hubei Key Laboratory of Geriatric Anesthesia and Perioperative Brain Health, Wuhan Clinical Research Center for Geriatric Anesthesia, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Maohui Feng
- Department of Gastrointestinal Surgery, Wuhan Peritoneal Cancer Clinical Medical Research Center, Zhongnan Hospital of Wuhan University, Hubei Key Laboratory of Tumor Biological Behaviors, Hubei Cancer Clinical Study Center, Wuhan, Hubei, China
| | - Anne Manyande
- School of Human and Social Sciences, University of West London, London, United Kingdom
| | - Hongbing Xiang
- Department of Anesthesiology, Hubei Key Laboratory of Geriatric Anesthesia and Perioperative Brain Health, Wuhan Clinical Research Center for Geriatric Anesthesia, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Jun Xiong
- Center for Liver Transplantation, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Zhigang He
- Department of Anesthesiology, Hubei Key Laboratory of Geriatric Anesthesia and Perioperative Brain Health, Wuhan Clinical Research Center for Geriatric Anesthesia, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
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Siddiqui OM, Baskaran AB, Lin KA, Najam N, Shah T, Beestrum ML, Thuluvath A, Bonakdarpour B, Kim M, Dietch Z, Wolf M, Ladner DP. Cognitive Impairment in Liver Transplant Recipients With a History of Cirrhosis: A Systematic Review. Transplant Direct 2023; 9:e1479. [PMID: 37096151 PMCID: PMC10121435 DOI: 10.1097/txd.0000000000001479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 02/16/2023] [Indexed: 04/26/2023] Open
Abstract
Cognitive impairment is common among patients with cirrhosis and may persist post-transplantation. This systematic review seeks to (1) describe the prevalence of cognitive impairment in liver transplant (LT) recipients with a history of cirrhosis, (2) describe risk factors for this population, and (3) describe associations between post-transplant cognitive impairment and quality outcome measures. Methods Studies in PubMed, Embase, Scopus, PsychINFO, and the Cochrane Database of Controlled Trials were included through May 2022. Inclusion criteria included (1) population - LT recipient, age ≥18 y, (2) exposure - history of cirrhosis before transplant, and (3) outcome - cognitive impairment after transplant (per validated cognitive testing). Exclusion criteria included (1) wrong study type, (2) abstract-only publication, (3) full-text unavailable, (4) wrong population, (5) wrong exposure, and (6) wrong outcome. The risk of bias was assessed using the Newcastle-Ottawa Scale and the Appraisal tool for Cross-Sectional Studies. The Grading of Recommendations, Assessment, Development, and Evaluations system was used to assess evidence certainty. Data from individual tests were categorized into six cognitive domains: attention, executive function, working memory, long-term memory, visuospatial, and language. Results Twenty-four studies were included covering 847 patients. Follow-up ranged from 1 mo to 1.8 y after LT. Studies had a median of 30 (interquartile range 21.5-50.5) patients. The prevalence of cognitive impairment after LT ranged from 0% to 36%. Forty-three unique cognitive tests were used, the most common being the Psychometric Hepatic Encephalopathy Score. The most frequently assessed cognitive domains were attention (10 studies) and executive function (10 studies). Conclusions The prevalence of cognitive impairment after LT varied across studies depending on cognitive tests utilized and follow-up duration. Attention and executive function were most impacted. Generalizability is limited due to small sample size and heterogeneous methodology. Further studies are needed to examine differences in the prevalence of post-LT cognitive impairment by etiology, risk factors, and ideal cognitive measures.
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Affiliation(s)
- Osama M. Siddiqui
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Archit B. Baskaran
- Department of Neurology, University of Chicago Medical Center, University of Chicago, Chicago, IL
| | - Katherine A. Lin
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Naela Najam
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Tahir Shah
- Department of Neuroscience, University of Cincinnati, Cincinnati, OH
| | - Molly L. Beestrum
- Galter Health Sciences Library, Feinberg School of Medicine, Northwestern University, Chicago, IL
| | - Avesh Thuluvath
- Division of Gastroenterology and Hepatology, Department of Medicine, Northwestern Medicine, Chicago, IL
| | - Borna Bonakdarpour
- Division of Behavioral Neurology, Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Minjee Kim
- Division of Neurocritical Care, Department of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Zachary Dietch
- Division of Transplant, Department of Surgery, Northwestern Medicine, Chicago, IL
| | - Michael Wolf
- Division of General Internal Medicine & Geriatrics, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Daniela P. Ladner
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Feinberg School of Medicine, Northwestern University, Chicago, IL
- Division of Transplant, Department of Surgery, Northwestern Medicine, Chicago, IL
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Thabut D, Bouzbib C, Meunier L, Haas M, Weiss N, Louvet A, Imbert-Bismut F, Mochel F, Nadjar Y, Santiago A, Thevenot T, Duhalde V, Oberti F, Francoz C, Coilly A, Hilleret MN, Lebray P, Liou-Schischmanoff A, Barbier L, Duvoux C, Pageaux GP, Bismuth M, Galanaud D, Broucker TD, Cadranel JF, Leroy V, Di Martino V, Larrey D, Camus C, Scatton O, De Ledinghen V, Mallat A, Rudler M, Bureau C. Diagnosis and management of hepatic encephalopathy: The French recommendations. Liver Int 2023; 43:750-762. [PMID: 36625084 DOI: 10.1111/liv.15510] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 11/27/2022] [Accepted: 12/31/2022] [Indexed: 01/11/2023]
Abstract
Hepatic encephalopathy (HE) is a frequent and severe complication of liver disease with poor patient outcomes. However, it is a poorly understood complication, with no consensus for diagnosis. Therefore, HE is often underdiagnosed. Differential diagnosis may be cumbersome because of non-specific symptoms, such as confusion, cognitive disorders, the aetiological factors of cirrhosis and comorbidities, which are often observed in cirrhotic patients. Therefore, an overt or covert form of HE should be systematically investigated. Advice is provided to drive patient work-up. Effective treatments are available to prevent or treat HE bouts, but the issue of single or combination therapy has not been resolved. Transjugular intrahepatic portosystemic shunt (TIPS) placement largely improved the prognosis of cirrhotic patients, but HE occurrence of HE is often a fear, even when post-TIPS HE can be avoided by a careful selection of patients and preventive treatment. HE is an indication of liver transplantation. However, its reversibility post-transplantation and the consequences of transplantation in patients with other causes of neurological disorders remain controversial, which supports the performance of an extensive work-up in expert centres for this subset of patients. The present guidelines assist clinicians in the diagnosis of the overt or covert form of HE to implement curative and preventive treatments and clarify which patients require referral to expert centres for consideration for liver transplantation. These guidelines are very clinically oriented and address different frequent clinical issues to help physicians make bedside decisions.
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Affiliation(s)
- Dominique Thabut
- APHP-Sorbonne Université, Service d'hépato-gastroentérologie, Hôpital Pitié-Salpêtrière. INSERM, Centre de Recherche Saint-Antoine (CRSA), Institute of Cardiometabolism and Nutrition (ICAN). Brain-Liver Pitié-Salpêtrière Study Group (BLIPS), Paris, France
| | - Charlotte Bouzbib
- APHP-Sorbonne Université, Service d'hépato-gastroentérologie, Hôpital Pitié-Salpêtrière. INSERM, Centre de Recherche Saint-Antoine (CRSA), Institute of Cardiometabolism and Nutrition (ICAN). Brain-Liver Pitié-Salpêtrière Study Group (BLIPS), Paris, France
| | - Lucy Meunier
- Service d'hépato-gastroentérologie A et Transplantation, Hôpital Saint-Eloi, CHU de Montpellier, Montpellier, France
| | - Manon Haas
- APHP-Paris Saclay, Centre Hépato-Biliaire, Hôpital Paul Brousse, Université Paris-saclay, Villejuif, France
| | - Nicolas Weiss
- APHP-Sorbonne Université, Service de réanimation neurologique, Hôpital Pitié-Salpêtrière. INSERM, Centre de Recherche Saint-Antoine (CRSA), Institute of Cardiometabolism and Nutrition (ICAN). Brain-Liver Pitié-Salpêtrière Study Group (BLIPS), Paris, France
| | - Alexandre Louvet
- Services des maladies de l'appareil digestif, CHRU de Lille, Lille, France
| | - Francois Imbert-Bismut
- APHP-Sorbonne Université, Service de biochimie, Hôpital Pitié-Salpêtrière, Paris, France
| | - Fanny Mochel
- APHP-Sorbonne Université, Service de génétique, Hôpital Pitié-Salpêtrière, Paris, France
| | - Yann Nadjar
- APHP-Sorbonne Université, Service de neurologie, Hôpital Pitié-Salpêtrière, Paris, France
| | - Antoine Santiago
- APHP-Sorbonne Université, Service d'hépato-gastroentérologie, Hôpital Pitié-Salpêtrière. INSERM, Centre de Recherche Saint-Antoine (CRSA), Institute of Cardiometabolism and Nutrition (ICAN). Brain-Liver Pitié-Salpêtrière Study Group (BLIPS), Paris, France
| | - Thierry Thevenot
- Service d'hépatologie, Hôpital Jean Minjoz, CHU de Besançon, Besançon, France
| | - Véronique Duhalde
- Service de pharmacie, Hôpital Rangueil, CHU de Toulouse, Toulouse, France
| | - Frédéric Oberti
- Laboratoire HIFIH, UPRES-EA2170, Faculté de Médecine, Service d'hépato-gastroentérologie, CHU ANGERS, Angers, France
| | - Claire Francoz
- APHP-Hôpital Beaujon, Service d'hépatologie, Clichy, France
| | - Audrey Coilly
- APHP-Paris Saclay, Centre Hépato-Biliaire, Hôpital Paul Brousse, Université Paris-saclay, Villejuif, France
| | | | - Pascal Lebray
- APHP-Sorbonne Université, Service d'hépato-gastroentérologie, Hôpital Pitié-Salpêtrière. INSERM, Centre de Recherche Saint-Antoine (CRSA), Institute of Cardiometabolism and Nutrition (ICAN). Brain-Liver Pitié-Salpêtrière Study Group (BLIPS), Paris, France
| | | | - Louise Barbier
- Service de chirurgie hépatique et transplantation, CHU de Tours, Tours, France
| | | | - Georges-Philippe Pageaux
- Service d'hépato-gastroentérologie A et Transplantation, Hôpital Saint-Eloi, CHU de Montpellier, Montpellier, France
| | - Michael Bismuth
- Service d'hépato-gastroentérologie B, Hôpital Saint Eloi, CHU de Montpellier, Montpellier, France
| | - Damien Galanaud
- APHP-Sorbonne Université, Service de neuro-radiologie, Hôpital Pitié-Salpêtrière, Paris, France
| | - Thomas De Broucker
- Service de Neurologie Hôpital Pierre Delafontaine, Centre Hospitalier de Saint-Denis, Saint-Denis, France
| | - Jean-François Cadranel
- Service d'hépato-gastroentérologie de nutrition et d'Alcoologie-GHPSO site de Creil, Creil, France
| | - Vincent Leroy
- APHP Hôpital Henri-Mondor, Service d'hépatologie, Créteil, France
| | - Vincent Di Martino
- Service d'hépatologie, Hôpital Jean Minjoz, CHU de Besançon, Besançon, France
| | - Dominique Larrey
- Service d'hépato-gastroentérologie A et Transplantation, Hôpital Saint-Eloi, CHU de Montpellier, Montpellier, France
| | - Christophe Camus
- Service de réanimation Médicale, Hôpital Pontchaillou, CHU de Rennes, Rennes, France
| | - Olivier Scatton
- APHP-Sorbonne Université, Service de chirurgie et transplantation hépatique, Hôpital Pitié-Salpêtrière, Paris, France
| | - Victor De Ledinghen
- Service d'hépato-gastroentérologie, Hôpital du Haut-Lévêque, CHU de Bordeaux, Bordeaux, France
| | - Ariane Mallat
- APHP Hôpital Henri-Mondor, Service d'hépatologie, Créteil, France
| | - Marika Rudler
- APHP-Sorbonne Université, Service d'hépato-gastroentérologie, Hôpital Pitié-Salpêtrière. INSERM, Centre de Recherche Saint-Antoine (CRSA), Institute of Cardiometabolism and Nutrition (ICAN). Brain-Liver Pitié-Salpêtrière Study Group (BLIPS), Paris, France
| | - Christophe Bureau
- Service d'hépatologie, Hôpital Rangueil, CHU de Toulouse, Toulouse, France
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Cai LM, Shi JY, Dong QY, Wei J, Chen HJ. Aberrant stability of brain functional architecture in cirrhotic patients with minimal hepatic encephalopathy. Brain Imaging Behav 2022; 16:2258-2267. [PMID: 35729463 DOI: 10.1007/s11682-022-00696-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/03/2022] [Indexed: 01/22/2024]
Abstract
To investigate the stability changes of brain functional architecture and the relationship between stability change and cognitive impairment in cirrhotic patients. Fifty-one cirrhotic patients (21 with minimal hepatic encephalopathy (MHE) and 30 without MHE (NHE)) and 29 healthy controls (HCs) underwent resting-state functional magnetic resonance imaging and neurocognitive assessment using the Psychometric Hepatic Encephalopathy Score (PHES). Voxel-wise functional connectivity density (FCD) was calculated as the sum of connectivity strength between one voxel and others within the entire brain. The sliding window correlation approach was subsequently utilized to calculate the FCD dynamics over time. Functional stability (FS) is measured as the concordance of dynamic FCD. From HCs to the NHE and MHE groups, a stepwise reduction of FS was found in the right supramarginal gyrus (RSMG), right middle cingulate cortex, left superior frontal gyrus, and bilateral posterior cingulate cortex (BPCC), whereas a progressive increment of FS was observed in the left middle occipital gyrus (LMOG) and right temporal pole (RTP). The mean FS values in RSMG/LMOG/RTP (r = 0.470 and P = 0.001; r = -0.458 and P = 0.001; and r = -0.384 and P = 0.005, respectively) showed a correlation with PHES in cirrhotic patients. The FS index in RSMG/LMOG/BPCC/RTP showed moderate discrimination potential between the NHE and MHE groups. Changes in FS may be linked to neuropathological bias of cognitive impairment in cirrhotic patients and could serve as potential biomarkers for MHE diagnosis and monitoring the progression of hepatic encephalopathy.
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Affiliation(s)
- Li-Min Cai
- Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, 350001, China
| | - Jia-Yan Shi
- Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, 350001, China
| | - Qiu-Yi Dong
- Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, 350001, China
| | - Jin Wei
- Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, 350001, China
| | - Hua-Jun Chen
- Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, 350001, China.
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8
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Mohamed AS, Elmeteini MA, Mohamed GAE, Elserafy DM, Elmadani AA, Hashem RE. Cognitive impairment in recipients of liver transplantation and relation to hepatic encephalopathy. MIDDLE EAST CURRENT PSYCHIATRY 2022. [DOI: 10.1186/s43045-022-00175-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Liver transplantation (LT) helped to save the life of end stage liver disease (ESLD) patients; however, there is a debate on the persistence of cognitive impairment. The study aimed to evaluate cognitive functions in patients with ESLD before and after liver transplantation and to assess its relation to hepatic encephalopathy (HE). Thirty recipients 47.6 ± 11 years undergone living donor liver transplantation at the transplantation center of both Ain Shams Center for Organ Transplant and Egypt air organ transplant unit were prospectively assessed by Trail Making Test, Wechsler Memory Scale–Revised, Benton Visual Retention—for the evaluation of cognitive functions before and 3 months after transplantation.
Results
The mean age of the patients was 47.6 ± 11 years, 17 males and 13 females. Eight out of 30 (26.7%) had past history of hepatic encephalopathy. The study reported significant improvement in the post-operative 3 months scores of Trail Making Test part (A), the digit span forward test, digit span backward test and the correct score difference of the Benton Visual Retention, as p value was (0.02), (0.01) (0.02), and (0.01) respectively, compared to the pre-operative scores. However, there was no difference in the scores of part (B), verbal association I, II, information subtest of WMS. Cognitive performance showed no significant difference between patients with or without history of HE.
Conclusions
Patients with ESLD have significant cognitive impairment that showed improvement after LT; HE did not correlate with cognitive function. Hence, transplantation has a favorable outcome on the cognitive impairment.
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Cheng Y, Li JL, Zhou JM, Zhang GY, Shen W, Zhang XD. Renormalization of Thalamic Sub-Regional Functional Connectivity Contributes to Improvement of Cognitive Function after Liver Transplantation in Cirrhotic Patients with Overt Hepatic Encephalopathy. Korean J Radiol 2021; 22:2052-2061. [PMID: 34564958 PMCID: PMC8628146 DOI: 10.3348/kjr.2020.1432] [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: 12/08/2020] [Revised: 06/15/2021] [Accepted: 07/07/2021] [Indexed: 11/18/2022] Open
Abstract
Objective The role of preoperative overt hepatic encephalopathy (OHE) in the neurophysiological mechanism of cognitive improvement after liver transplantation (LT) remains elusive. This study aimed to explore changes in sub-regional thalamic functional connectivity (FC) after LT and their relationship with neuropsychological improvement using resting-state functional MRI (rs-fMRI) data in cirrhotic patients with and without a history of OHE. Materials and Methods A total of 51 cirrhotic patients, divided into the OHE group (n = 21) and no-OHE group (n = 30), and 30 healthy controls were enrolled in this prospective study. Each patient underwent rs-fMRI before and 1 month after LT. Using 16 bilateral thalamic subregions as seeds, we conducted a seed-to-voxel FC analysis to compare the thalamic FC alterations before and after LT between the OHE and no-OHE groups, as well as differences in FC between the two groups of cirrhotic patients and the control group. Correction for multiple comparisons was conducted using the false discovery rate (p < 0.05). Results We found abnormally increased FC between the thalamic sub-region and prefrontal cortex, as well as an abnormally decreased FC between the bilateral thalamus in both OHE and no-OHE cirrhotic patients before LT, which returned to normal levels after LT. Compared with the no-OHE group, the OHE group exhibited more extensive abnormalities prior to LT, and the increased FC between the right thalamic subregions and right inferior parietal lobe was markedly reduced to normal levels after LT. Conclusion The renormalization of FC in the cortico-thalamic loop might be a neuro-substrate for the recovery of cognitive function after LT in cirrhotic patients. In addition, hyperconnectivity between thalamic subregions and the inferior parietal lobe might be an important feature of OHE. Changes in FC in the thalamus might be used as potential biomarkers for recovery of cognitive function after LT in cirrhotic patients.
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Affiliation(s)
- Yue Cheng
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China
| | - Jing-Li Li
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China
| | - Jia-Min Zhou
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China
| | - Gao-Yan Zhang
- Tianjin Key Lab of Cognitive Computing and Application, College of Intelligence and Computing, Tianjin University, Tianjin, China
| | - Wen Shen
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China
| | - Xiao-Dong Zhang
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China.
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10
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Cheng Y, Zhang G, Zhang X, Li Y, Li J, Zhou J, Huang L, Xie S, Shen W. Identification of minimal hepatic encephalopathy based on dynamic functional connectivity. Brain Imaging Behav 2021; 15:2637-2645. [PMID: 33755921 DOI: 10.1007/s11682-021-00468-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/02/2021] [Indexed: 12/26/2022]
Abstract
To investigate whether dynamic functional connectivity (DFC) metrics can better identify minimal hepatic encephalopathy (MHE) patients from cirrhotic patients without any hepatic encephalopathy (noHE) and healthy controls (HCs). Resting-state functional MRI data were acquired from 62 patients with cirrhosis (MHE, n = 30; noHE, n = 32) and 41 HCs. We used the sliding time window approach and functional connectivity analysis to extract the time-varying properties of brain connectivity. Three DFC characteristics (i.e., strength, stability, and variability) were calculated. For comparison, we also calculated the static functional connectivity (SFC). A linear support vector machine was used to differentiate MHE patients from noHE and HCs using DFC and SFC metrics as classification features. The leave-one-out cross-validation method was used to estimate the classification performance. The strength of DFC (DFC-Dstrength) achieved the best accuracy (MHE vs. noHE, 72.5%; MHE vs. HCs, 84%; and noHE vs. HCs, 88%) compared to the other dynamic features. Compared to static features, the classification accuracies of the DFC-Dstrength feature were improved by 10.5%, 8%, and 14% for MHE vs. noHE, MHE vs. HC, and noHE vs. HCs, respectively. Based on the DFC-Dstrength, seven nodes were identified as the most discriminant features to classify MHE from noHE, including left inferior parietal lobule, left supramarginal gyrus, left calcarine, left superior frontal gyrus, left cerebellum, right postcentral gyrus, and right insula. In summary, DFC characteristics have a higher classification accuracy in identifying MHE from cirrhosis patients. Our findings suggest the usefulness of DFC in capturing neural processes and identifying disease-related biomarkers important for MHE identification.
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Affiliation(s)
- Yue Cheng
- Department of Radiology, Tianjin First Center Hospital, Tianjin, 300192, China
| | - Gaoyan Zhang
- College of Intelligence and Computing, Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin University, Tianjin, 300072, China.
| | - Xiaodong Zhang
- Department of Radiology, Tianjin First Center Hospital, Tianjin, 300192, China
| | - Yuexuan Li
- College of Intelligence and Computing, Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin University, Tianjin, 300072, China
| | - Jingli Li
- Department of Radiology, Tianjin First Center Hospital, Tianjin, 300192, China
| | - Jiamin Zhou
- Department of Radiology, Tianjin First Center Hospital, Tianjin, 300192, China
| | - Lixiang Huang
- Department of Radiology, Tianjin First Center Hospital, Tianjin, 300192, China
| | - Shuangshuang Xie
- Department of Radiology, Tianjin First Center Hospital, Tianjin, 300192, China
| | - Wen Shen
- Department of Radiology, Tianjin First Center Hospital, Tianjin, 300192, China
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11
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López-Franco Ó, Morin JP, Cortés-Sol A, Molina-Jiménez T, Del Moral DI, Flores-Muñoz M, Roldán-Roldán G, Juárez-Portilla C, Zepeda RC. Cognitive Impairment After Resolution of Hepatic Encephalopathy: A Systematic Review and Meta-Analysis. Front Neurosci 2021; 15:579263. [PMID: 33790729 PMCID: PMC8006450 DOI: 10.3389/fnins.2021.579263] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 01/14/2021] [Indexed: 12/26/2022] Open
Abstract
Hepatic encephalopathy (HE) is one of the most disabling metabolic diseases. It consists of a complication of liver disease through the action of neurotoxins, such as excessive production of ammonia from liver, resulting in impaired brain function. Its prevalence and incidence are not well known, although it has been established that up to 40% of cirrhotic patients may develop HE. Patients with HE episodes display a wide range of neurological disturbances, from subclinical alterations to coma. Recent evidence suggests that the resolution of hepatic encephalopathy does not fully restore cognitive functioning in cirrhotic patients. Therefore, the aim of this review was to evaluate the evidence supporting the presence of lingering cognitive deficits in patients with a history of HE compared to patients without HE history and how liver transplant affects such outcome in these patients. We performed two distinct meta-analysis of continuous outcomes. In both cases the results were pooled using random-effects models. Our results indicate that cirrhotic patients with a history of HE show clear cognitive deficits compared to control cirrhotic patients (Std. Mean Difference (in SDs) = −0.72 [CI 95%: −0.94, −0.50]) and that these differences are not fully restored after liver transplant (Std. Mean Difference (in SDs) = −0.48 [CI 95%: −0.77, −0.19]).
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Affiliation(s)
- Óscar López-Franco
- Laboratorio de Medicina Traslacional, Instituto de Ciencias de la Salud, Universidad Veracruzana, Xalapa, Mexico
| | - Jean-Pascal Morin
- Laboratorio de Neurobiología de la Conducta, Departamento de Fisiología, Facultad de Medicina, Universidad Nacional Autónoma de Mexico, Ciudad de Mexico, Mexico
| | | | - Tania Molina-Jiménez
- Instituto Interdisciplinario de Investigaciones de la Universidad de Xalapa, Xalapa, Mexico
| | - Diana I Del Moral
- Programa de Doctorado en Ciencias Biomédicas, Universidad Veracruzana, Xalapa, Mexico
| | - Mónica Flores-Muñoz
- Laboratorio de Medicina Traslacional, Instituto de Ciencias de la Salud, Universidad Veracruzana, Xalapa, Mexico
| | - Gabriel Roldán-Roldán
- Laboratorio de Neurobiología de la Conducta, Departamento de Fisiología, Facultad de Medicina, Universidad Nacional Autónoma de Mexico, Ciudad de Mexico, Mexico
| | - Claudia Juárez-Portilla
- Laboratorio de Biomedicina Integral y Salud, Centro de Investigaciones Biomédicas, Universidad Veracruzana, Xalapa, Mexico
| | - Rossana C Zepeda
- Laboratorio de Biomedicina Integral y Salud, Centro de Investigaciones Biomédicas, Universidad Veracruzana, Xalapa, Mexico
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12
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Clément MA, Bosoi CR, Oliveira MM, Tremblay M, Bémeur C, Rose CF. Bile-duct ligation renders the brain susceptible to hypotension-induced neuronal degeneration: Implications of ammonia. J Neurochem 2021; 157:561-573. [PMID: 33382098 DOI: 10.1111/jnc.15290] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Revised: 12/22/2020] [Accepted: 12/29/2020] [Indexed: 12/11/2022]
Abstract
Hepatic encephalopathy (HE) is a debilitating neurological complication of cirrhosis. By definition, HE is considered a reversible disorder, and therefore HE should resolve following liver transplantation (LT). However, persisting neurological complications are observed in as many as 47% of LT recipients. LT is an invasive surgical procedure accompanied by various perioperative factors such as blood loss and hypotension which could influence outcomes post-LT. We hypothesize that minimal HE (MHE) renders the brain frail and susceptible to hypotension-induced neuronal cell death. Six-week bile duct-ligated (BDL) rats with MHE and respective SHAM-controls were used. Several degrees of hypotension (mean arterial pressure of 30, 60 and 90 mm Hg) were induced via blood withdrawal from the femoral artery and maintained for 120 min. Brains were collected for neuronal cell count and apoptotic analysis. In a separate group, BDL rats were treated for MHE with the ammonia-lowering strategy ornithine phenylacetate (OP; MNK-6105), administered orally (1 g/kg) for 3 weeks before induction of hypotension. Hypotension 30 and 60 mm Hg (not 90 mm Hg) significantly decreased neuronal marker expression (NeuN) and cresyl violet staining in the frontal cortex compared to respective hypotensive SHAM-operated controls as well as non-hypotensive BDL rats. Neuronal degeneration was associated with an increase in cleaved caspase-3, suggesting the mechanism of cell death was apoptotic. OP treatment attenuated hyperammonaemia, improved anxiety and activity, and protected the brain against hypotension-induced neuronal cell death. Our findings demonstrate that rats with chronic liver disease and MHE are more susceptible to hypotension-induced neuronal cell degeneration. This highlights MHE at the time of LT is a risk factor for poor neurological outcome post-transplant and that treating for MHE pre-LT might reduce this risk.
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Affiliation(s)
- Marc-André Clément
- Hepato-Neuro Laboratory, CRCHUM, Université de Montréal, Montréal, Canada
| | - Cristina R Bosoi
- Hepato-Neuro Laboratory, CRCHUM, Université de Montréal, Montréal, Canada
| | - Mariana M Oliveira
- Hepato-Neuro Laboratory, CRCHUM, Université de Montréal, Montréal, Canada
| | - Mélanie Tremblay
- Hepato-Neuro Laboratory, CRCHUM, Université de Montréal, Montréal, Canada
| | - Chantal Bémeur
- Hepato-Neuro Laboratory, CRCHUM, Université de Montréal, Montréal, Canada
| | - Christopher F Rose
- Hepato-Neuro Laboratory, CRCHUM, Université de Montréal, Montréal, Canada
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13
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Zhang G, Li Y, Zhang X, Huang L, Cheng Y, Shen W. Identifying Mild Hepatic Encephalopathy Based on Multi-Layer Modular Algorithm and Machine Learning. Front Neurosci 2021; 14:627062. [PMID: 33505243 PMCID: PMC7829502 DOI: 10.3389/fnins.2020.627062] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2020] [Accepted: 12/15/2020] [Indexed: 01/05/2023] Open
Abstract
Hepatic encephalopathy (HE) is a neurocognitive dysfunction based on metabolic disorders caused by severe liver disease, which has a high one-year mortality. Mild hepatic encephalopathy (MHE) has a high risk of converting to overt HE, and thus the accurate identification of MHE from cirrhosis with no HE (noHE) is of great significance in reducing mortality. Previously, most studies focused on studying abnormality in the static brain networks of MHE to find biomarkers. In this study, we aimed to use multi-layer modular algorithm to study abnormality in dynamic graph properties of brain network in MHE patients and construct a machine learning model to identify individual MHE from noHE. Here, a time length of 500-second resting-state functional MRI data were collected from 41 healthy subjects, 32 noHE patients and 30 MHE patients. Multi-layer modular algorithm was performed on dynamic brain functional connectivity graph. The connection-stability score was used to characterize the loyalty in each brain network module. Nodal flexibility, cohesion and disjointness were calculated to describe how the node changes the network affiliation across time. Results show that significant differences between MHE and noHE were found merely in nodal disjointness in higher cognitive network modules (ventral attention, fronto-parietal, default mode networks) and these abnormalities were associated with the decline in patients’ attention and visual memory function evaluated by Digit Symbol Test. Finally, feature extraction from node disjointness with the support vector machine classifier showed an accuracy of 88.71% in discrimination of MHE from noHE, which was verified by different window sizes, modular partition parameters and machine learning parameters. All these results show that abnormal nodal disjointness in higher cognitive networks during brain network evolution can be seemed as a biomarker for identification of MHE, which help us understand the disease mechanism of MHE at a fine scale.
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Affiliation(s)
- Gaoyan Zhang
- College of Intelligence and Computing, Tianjin Key Lab of Cognitive Computing and Application, Tianjin University, Tianjin, China
| | - Yuexuan Li
- College of Intelligence and Computing, Tianjin Key Lab of Cognitive Computing and Application, Tianjin University, Tianjin, China
| | - Xiaodong Zhang
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China
| | - Lixiang Huang
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China
| | - Yue Cheng
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China
| | - Wen Shen
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China
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14
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Weiss N, Thabut D. Neurological Complications Occurring After Liver Transplantation: Role of Risk Factors, Hepatic Encephalopathy, and Acute (on Chronic) Brain Injury. Liver Transpl 2019; 25:469-487. [PMID: 30697911 DOI: 10.1002/lt.25420] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2018] [Accepted: 12/19/2018] [Indexed: 02/06/2023]
Abstract
Orthotopic liver transplantation (LT) remains the only way to definitively cure patients with the most severe liver diseases. Because the survival rate is now fairly high, important questions about neurological sequelae or quality of life after LT have emerged. Indeed, LT represents a peculiar situation because up to 30% of patients present with neurological symptoms after LT compared with only 4% after cardiac transplant and 0.5% after renal transplant. These postoperative neurological symptoms have long been interpreted as sequelae of hepatic encephalopathy (HE). However, postoperative decompensation of an unknown cerebral condition due to the pathophysiology of cirrhosis or undiagnosed neurodegenerative disorders or aging constitute other possibilities that are underrecognized. Some patients who undergo LT for acute liver failure and patients with cirrhosis without episodes of HE and without any previous cerebral alteration also display post-LT neurological symptoms. This latter situation speaks in favor of a direct adverse effect of either general anesthesia, the surgical procedure, or factors related to the postoperative intensive care unit (ICU) environment. The role of inflammation, which has been described in the ICU setting, could also be a crucial determinant. In this review, we will discuss the neurological complications associated with LT, the neurocognitive complications after LT, and how to assess the LT-related neurological or neurocognitive complications. Furthermore, we will review the various hypotheses surrounding post-LT neurocognitive impairment and will conclude with recommendations for future directions.
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Affiliation(s)
- Nicolas Weiss
- Brain Liver Pitié-Salpêtrière (BLIPS) Study Group, Assistance Publique - Hôpitaux de Paris, Groupement Hospitalier Pitié-Salpêtrière-Charles Foix, Département de Neurologie, Unité de Réanimation Neurologique, Sorbonne Université, Paris, France.,Centre de Recherche Saint-Antoine (CRSA), Sorbonne Université, INSERM, Paris, France
| | - Dominique Thabut
- Centre de Recherche Saint-Antoine (CRSA), Sorbonne Université, INSERM, Paris, France.,Brain Liver Pitié-Salpêtrière (BLIPS) Study Group, Assistance Publique - Hôpitaux de Paris, Groupement Hospitalier Pitié-Salpêtrière-Charles Foix, Service d'Hépato-Gastroentérologie, Unité de Soins Intensifs d'Hépato-Gastroentérologie, Sorbonne Université, Paris, France
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15
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Zhang G, Cheng Y, Shen W, Liu B, Huang L, Xie S. Brain Regional Homogeneity Changes in Cirrhotic Patients with or without Hepatic Encephalopathy Revealed by Multi-Frequency Bands Analysis Based on Resting-State Functional MRI. Korean J Radiol 2018; 19:452-462. [PMID: 29713223 PMCID: PMC5904472 DOI: 10.3348/kjr.2018.19.3.452] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2017] [Accepted: 11/23/2017] [Indexed: 01/07/2023] Open
Abstract
Objective To investigate brain regional homogeneity (ReHo) changes of multiple sub-frequency bands in cirrhotic patients with or without hepatic encephalopathy using resting-state functional MRI. Materials and Methods This study recruited 46 cirrhotic patients without clinical hepatic encephalopathy (noHE), 38 cirrhotic patients with clinical hepatic encephalopathy (HE), and 37 healthy volunteers. ReHo differences were analyzed in slow-5 (0.010−0.027 Hz), slow-4 (0.027−0.073 Hz), and slow-3 (0.073−0.198 Hz) bands. Routine analysis of (0.010−0.080 Hz) band was used as a benchmark. Associations of abnormal ReHo values in each frequency band with neuropsychological scores and blood ammonia level were analyzed. Pattern classification analyses were conducted to determine whether ReHo differences in each band could differentiate the three groups of subjects (patients with or without hepatic encephalopathy and healthy controls). Results Compared to routine analysis, more differences between HE and noHE were observed in slow-5 and slow-4 bands (p < 0.005, cluster > 12, overall corrected p < 0.05). Sub-frequency band analysis also showed that ReHo abnormalities were frequency-dependent (overall corrected p < 0.05). In addition, ReHo abnormalities in each sub-band were correlated with blood ammonia level and neuropsychological scores, especially in the left inferior parietal lobe (overall corrected p < 0.05 for all frequency bands). Pattern classification analysis demonstrated that ReHo differences in lower slow-5 and slow-4 bands (both p < 0.05) and higher slow-3 band could differentiate the three groups (p < 0.05). Compared to routine analysis, ReHo features in slow-4 band obtained better classification accuracy (89%). Conclusion Cirrhotic patients showed frequency-dependent changes in ReHo. Sub-frequency band analysis is important for understanding HE and clinical monitoring.
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Affiliation(s)
- Gaoyan Zhang
- Tianjin Key Laboratory of Cognitive Computing and Application, School of Computer Science and Technology, Tianjin University, Tianjin 300350, China
| | - Yue Cheng
- Department of Radiology, Tianjin First Central Hospital, Tianjin 300192, China
| | - Wen Shen
- Department of Radiology, Tianjin First Central Hospital, Tianjin 300192, China
| | - Baolin Liu
- Tianjin Key Laboratory of Cognitive Computing and Application, School of Computer Science and Technology, Tianjin University, Tianjin 300350, China.,State Key Laboratory of Intelligent Technology and Systems, National Laboratory for Information Science and Technology, Tsinghua University, Beijing 100084, China
| | - Lixiang Huang
- Department of Radiology, Tianjin First Central Hospital, Tianjin 300192, China
| | - Shuangshuang Xie
- Department of Radiology, Tianjin First Central Hospital, Tianjin 300192, China
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