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Nawalerspanya S, Tantipisit J, Assawasuwannakit S, Kaewdech A, Chamroonkul N, Sripongpun P. Non-Invasive Serum Biomarkers for the Diagnosis of Cirrhosis in Patients with Autoimmune Hepatitis (AIH) and AIH-Primary Biliary Cholangitis Overlap Syndrome (AIH-PBC): Red Cell Distribution Width to Platelet Ratio (RPR) Yielded the Most Promising Result. Diagnostics (Basel) 2024; 14:265. [PMID: 38337781 PMCID: PMC10855432 DOI: 10.3390/diagnostics14030265] [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: 11/16/2023] [Revised: 01/15/2024] [Accepted: 01/24/2024] [Indexed: 02/12/2024] Open
Abstract
Several serum biomarkers for fibrosis assessment have been proposed in various liver diseases, but in autoimmune hepatitis (AIH) or overlap with primary biliary cholangitis (PBC; AIH-PBC) patients, the data are scarce. This retrospective cross-sectional study was conducted to validate six non-invasive biomarkers in the diagnosis of cirrhosis (F4 fibrosis) in such patients. We included adult patients diagnosed with AIH or AIH-PBC overlap syndrome who underwent a liver biopsy between 2011 and 2021. Laboratory data were collected to calculate the following scores: red cell distribution width to platelet ratio (RPR), aspartate aminotransferase/platelet ratio index (APRI), Fibrosis-4 index (FIB-4), aspartate aminotransferase (AST) to alanine aminotransferase (ALT) ratio (AAR), neutrophil-to-lymphocyte ratio (NLR), and lymphocyte-to-platelet ratio (LPR). A total of 139 patients were eligible (111 AIH and 28 AIH-PBC). The prevalence of cirrhosis was 35.3% (36% in AIH and 32.1% in AIH-PBC). The AUROCs of the RPR, FIB-4, APRI, AAR, LPR, and NLR in all patients were 0.742, 0.724, 0.650, 0.640, 0.609, and 0.585, respectively. RPR was significantly superior to APRI, NLR, and LPR. Moreover, RPR showed the highest AUROC (0.915) in the overlap AIH-PBC subgroup. In conclusion, RPR yielded the highest diagnostic accuracy to predict cirrhosis in AIH and AIH-PBC overlap syndrome patients, while FIB-4 was considerably optimal.
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Affiliation(s)
- Siwanon Nawalerspanya
- Gastroenterology and Hepatology Unit, Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Songkhla 90110, Thailand; (S.N.); (S.A.); (A.K.); (N.C.)
- Department of Internal Medicine, Phaholponpayuhasena Hospital, Kanchanaburi 71000, Thailand
| | - Jarukit Tantipisit
- Department of Pathology, Faculty of Medicine, Prince of Songkla University, Songkhla 90110, Thailand;
| | - Suraphon Assawasuwannakit
- Gastroenterology and Hepatology Unit, Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Songkhla 90110, Thailand; (S.N.); (S.A.); (A.K.); (N.C.)
- Department of Medicine, Panyananthaphikkhu Chonprathan Medical Center, Srinakharinwirot University, Nonthaburi 11120, Thailand
| | - Apichat Kaewdech
- Gastroenterology and Hepatology Unit, Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Songkhla 90110, Thailand; (S.N.); (S.A.); (A.K.); (N.C.)
| | - Naichaya Chamroonkul
- Gastroenterology and Hepatology Unit, Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Songkhla 90110, Thailand; (S.N.); (S.A.); (A.K.); (N.C.)
| | - Pimsiri Sripongpun
- Gastroenterology and Hepatology Unit, Division of Internal Medicine, Faculty of Medicine, Prince of Songkla University, Songkhla 90110, Thailand; (S.N.); (S.A.); (A.K.); (N.C.)
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Ali MA, El-Abd E, Morsi M, El Safwany MM, El-Sayed MZ. The effect of hepatic steatosis on 18F-FDG uptake in PET-CT examinations of cancer Egyptian patients. Eur J Hybrid Imaging 2023; 7:19. [PMID: 37840056 PMCID: PMC10577118 DOI: 10.1186/s41824-023-00173-6] [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: 07/07/2023] [Accepted: 07/24/2023] [Indexed: 10/17/2023] Open
Abstract
BACKGROUND Hepatic steatosis is the most common chronic hepatic disease. Imaging diagnosis of hepatic steatosis has been evaluated as an alternative to invasive histological diagnosis. STUDY AIMS The study aimed to assess the effect of hepatic steatosis on Flourine-18 fluorodeoxyglucose (18F-FDG) uptakes in cancer patients. PATIENTS AND METHODS Blood samples were collected from 50 cancer patients and analyzed to calculate fatty liver index and Hepatic steatosis index (HIS). Hepatic steatosis examined using high-resolution ultrasound and positron emission tomography-computed tomography (PET-CT). Linear attenuation coefficient, standardized-uptake value (SUV) mean (SUV mean), and SUV maximum (SUVmax) were measured. Accordingly, patients were divided equally into non-fatty liver, and fatty liver groups. RESULTS A significant increase in SUVmax and SUV mean was observed in the fatty liver group more than in the non-fatty liver group. HSI significantly increased in the fatty liver group compared to the non-fatty liver group. Liver tissue uptake FDG was significantly correlated with HSI values. SUV max significantly correlated with body mass index (BMI) in the non-fatty group only. CONCLUSION Hepatic changes in cancer patients affect the liver metabolic activity and thus the 18 F-FDG uptake. Therefore, further corrections should be considered when the liver is used as a comparator for PET-CT scans of cancer patients.
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Affiliation(s)
- Magdi A Ali
- Faculty of Health Sciences, Gulf Medical University, Ajman, United Arab Emirates.
| | - Eman El-Abd
- Medical Research Institute, Alexandria University, Alexandria, Egypt
| | - Mohamed Morsi
- Medical Research Institute, Alexandria University, Alexandria, Egypt
| | - Mohamed M El Safwany
- Faculty of Applied Health Science Technology, Pharos University in Alexandria, Alexandria, Egypt
| | - Mohamed Z El-Sayed
- Faculty of Applied Health Science Technology, Pharos University in Alexandria, Alexandria, Egypt
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Herrmann J, Petit P, Grabhorn E, Lenz A, Jürgens J, Franchi-Albella S. Liver cirrhosis in children - the role of imaging in the diagnostic pathway. Pediatr Radiol 2023; 53:714-726. [PMID: 36040526 PMCID: PMC10027649 DOI: 10.1007/s00247-022-05480-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 06/23/2022] [Accepted: 07/31/2022] [Indexed: 10/14/2022]
Abstract
Liver cirrhosis in children is a rare disease with multifactorial causes that are distinct from those in adults. Underlying reasons include cholestatic, viral, autoimmune, hereditary, metabolic and cardiac disorders. Early detection of fibrosis is important as clinical stabilization or even reversal of fibrosis can be achieved in some disorders with adequate treatment. This article focuses on the longitudinal evaluation of children with chronic liver disease with noninvasive imaging tools, which play an important role in detecting cirrhosis, defining underlying causes, grading fibrosis and monitoring patients during follow-up. Ultrasound is the primary imaging modality and it is used in a multiparametric fashion. Magnetic resonance imaging and computed tomography are usually applied second line for refined tissue characterization, clarification of nodular lesions and full delineation of abdominal vessels, including portosystemic communications.
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Affiliation(s)
- Jochen Herrmann
- Section of Pediatric Radiology, Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20251, Hamburg, Germany.
| | - Philippe Petit
- Aix Marseille Université, Hopital Timone-Enfants, Marseille, France
| | - Enke Grabhorn
- Department of Pediatric Gastroenterology and Hepatology, University Medical Center Hamburg, Hamburg, Germany
| | - Alexander Lenz
- Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center, Hamburg, Germany
| | - Julian Jürgens
- Section of Pediatric Radiology, Department of Diagnostic and Interventional Radiology and Nuclear Medicine, University Medical Center Hamburg-Eppendorf, Martinistrasse 52, 20251, Hamburg, Germany
| | - Stéphanie Franchi-Albella
- Department of Pediatric Radiology, Hôpital Bicêtre, National Reference Centre for Rare Pediatric Liver Diseases, Paris, France
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Liver Function-How to Screen and to Diagnose: Insights from Personal Experiences, Controlled Clinical Studies and Future Perspectives. J Pers Med 2022; 12:jpm12101657. [PMID: 36294796 PMCID: PMC9605048 DOI: 10.3390/jpm12101657] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 09/21/2022] [Accepted: 09/29/2022] [Indexed: 01/24/2023] Open
Abstract
Acute and chronic liver disease is a relevant problem worldwide. Liver function plays a crucial role in the course of liver diseases not only in estimating prognosis but also with regard to therapeutic interventions. Within this review, we discuss and evaluate different tools from screening to diagnosis and give insights from personal experiences, controlled clinical studies and future perspectives. Finally, we offer our novel diagnostic algorithm to screen patients with presumptive acute or chronic liver disease in the daily clinical routine.
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Amin AN, Nguyen PH, Tapper EB. Missed diagnosis of cirrhosis in the inpatient setting. J Hosp Med 2022; 17 Suppl 1:S1-S7. [PMID: 35972039 PMCID: PMC9387549 DOI: 10.1002/jhm.12918] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 07/05/2022] [Accepted: 07/05/2022] [Indexed: 11/07/2022]
Abstract
Cirrhosis accounts for a large number of deaths in the United States and worldwide, leading to an increasing burden on the healthcare system. Cirrhosis is, however, a progressive disease with different potential complications related to liver dysfunction and portal hypertension. Often, patients may present with complications of cirrhosis without having been diagnosed previously. It is pertinent that clinicians recognize these signs to place patients on an appropriate course of management to help delay or avoid further disease progression while avoiding deleterious outcomes and unnecessary utilization. We will discuss the epidemiology of liver disease, cirrhosis, and its complications (hepatic encephalopathy, ascites, and varices). In this study, we will discuss the rationale and impact of missing these diagnoses on the healthcare system and patient.
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Affiliation(s)
- Alpesh N. Amin
- Department of Medicine, University of California, Irvine
| | | | - Elliot B. Tapper
- Division of Gastroenterology and Hepatology, University of Michigan
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Combination of FIB-4 with ultrasound surface nodularity or elastography as predictors of histologic advanced liver fibrosis in chronic liver disease. Sci Rep 2021; 11:19275. [PMID: 34588540 PMCID: PMC8481285 DOI: 10.1038/s41598-021-98776-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Accepted: 09/01/2021] [Indexed: 12/03/2022] Open
Abstract
Reliable and available non-invasive methods for hepatic fibrosis assessment are important in chronic liver disease (CLD). Our aim was to compare stepwise algorithms combining standard ultrasound with serum markers and transient elastography (TE) for detecting advanced fibrosis (F3-4) and cirrhosis. Retrospective single center study between 2012 and 2018 of CLD patients with biopsy, TE, blood tests, and liver ultrasound parameters of surface nodularity (SN), lobar redistribution, and hepatic vein nodularity. Our cohort included 157 patients (51.6% males), mean age 47.6 years, predominantly non-alcoholic fatty liver disease and viral hepatitis (61%), with F3-4 prevalence of 60.5%. Area under the curve for F3-4 was 0.89 for TE ≥ 9.6 kPa and 0.80 for FIB-4 > 3.25. In multivariate modeling, TE ≥ 9.6 kPa (OR 21.78) and SN (OR 3.81) had independent association with F3-4; SN (OR 5.89) and TE ≥ 10.2 kPa (OR 15.73) were independently associated with cirrhosis. Two stepwise approaches included FIB-4 followed by SN or TE; sensitivity and specificity of stepwise SN were 0.65 and 1.00, and 0.89 and 0.33 for TE ≥ 9.6 kPa, respectively. Ultrasound SN and TE were independently predictive of F3-4 and cirrhosis in our cohort. FIB-4 followed by SN had high specificity for F3-4.
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Identification of miR-199a-5p, miR-214-3p and miR-99b-5p as Fibrosis-Specific Extracellular Biomarkers and Promoters of HSC Activation. Int J Mol Sci 2021; 22:ijms22189799. [PMID: 34575957 PMCID: PMC8464755 DOI: 10.3390/ijms22189799] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 08/27/2021] [Accepted: 09/07/2021] [Indexed: 12/14/2022] Open
Abstract
Liver fibrosis is characterized by the accumulation of extracellular matrix (ECM) resulting in the formation of fibrous scars. In the clinic, liver biopsies are the standard diagnostic method despite the potential for clinical complications. miRNAs are single-stranded, non-coding RNAs that can be detected in tissues, body fluids and cultured cells. The regulation of many miRNAs has been linked to tissue damage, including liver fibrosis in patients, resulting in aberrant miRNA expression/release. Experimental evidence also suggests that miRNAs are regulated in a similar manner in vitro and could thus serve as translational in vitro–in vivo biomarkers. In this work, we set out to identify and characterize biomarkers for liver fibrosis that could be used in vitro and clinically for research and diagnostic purposes. We focused on miRNAs released from hepatic 3D cultures exposed to methotrexate (MTX), which causes fibrosis, and acetaminophen (APAP), an acute hepatotoxicant with no clinically relevant association to liver fibrosis. Using a 3D in vitro model, we corroborated compound-specific responses as we show MTX induced a fibrotic response, and APAP did not. Performing miRNA-seq of cell culture supernatants, we identified potential miRNA biomarkers (miR-199a-5p, miR-214-3p, niRNA-125a-5p and miR-99b-5p) that were associated with a fibrotic phenotype and not with hepatocellular damage alone. Moreover, transfection of HSC with miR-199a-5p led to decreased expression of caveolin-1 and increased α-SMA expression, suggesting its role in HSC activation. In conclusion, we propose that extracellular miR-214-3p, miR-99b-5p, miR-125a-5p and specifically miR-199a-5p could contribute towards a panel of miRNAs for identifying liver fibrosis and that miR-199a-5p, miR-214-3p and miR-99b-5p are promoters of HSC activation.
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Tan M, Bhadoria AS, Cui F, Tan A, Van Holten J, Easterbrook P, Ford N, Han Q, Lu Y, Bulterys M, Hutin Y. Estimating the proportion of people with chronic hepatitis B virus infection eligible for hepatitis B antiviral treatment worldwide: a systematic review and meta-analysis. Lancet Gastroenterol Hepatol 2020; 6:106-119. [PMID: 33197397 PMCID: PMC7801814 DOI: 10.1016/s2468-1253(20)30307-1] [Citation(s) in RCA: 89] [Impact Index Per Article: 22.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Revised: 09/08/2020] [Accepted: 09/17/2020] [Indexed: 02/06/2023]
Abstract
BACKGROUND In 2016, of the estimated 257 million people living with chronic hepatitis B virus (HBV) infection worldwide, only a small proportion was diagnosed and treated. The insufficiency of information on the proportion of people infected with HBV who are eligible for treatment limits the interpretation of global treatment coverage. We aimed to estimate the proportion of people with chronic HBV infection who were eligible for antiviral treatment worldwide, based on the WHO 2015 guidelines. METHODS In this systematic review and meta-analysis, we searched Medline, EMBASE, and the Cochrane databases from Jan 1, 2007, to Jan 31, 2018, for studies describing HBsAg-positive people in the population or health-care facilities. We extracted information from published studies using a standardised form to estimate the frequency of cirrhosis, abnormal alanine aminotransferase (ALT), HBV DNA exceeding 2000 IU/mL or 20 000 IU/mL, presence of HBeAg, and eligibility for treatment as per WHO and other guidelines as reported in the studies. We pooled proportions through meta-analysis with random effects. The study was registered with PROSPERO, CRD42020132345. FINDINGS Of the 13 497 studies, 162 were eligible and included in our analysis. These studies included 145 789 participants. The pooled estimate of the proportion of cirrhosis was 9% (95% CI 8-10), ranging from 6% (4-8) in community settings to 10% (9-11) in clinic settings. Examining the proportion of participants who had characteristics used to determine eligibility in the WHO guidelines, 1750 (10·1%) of 17 394 had HBV DNA exceeding 20 000 IU/mL, and 20 425 (30·8%) of 66 235 had ALT above the upper limit of normal. 32 studies reported eligibility for treatment according to WHO or any other guidelines, with a pooled estimate of eligibility at 19% (95% CI 18-20), ranging from 12% (6-18) for studies in community settings to 25% (19-30) in clinic settings. INTERPRETATION Many studies described people with HBV infection, but few reported information in a way that allowed assessment of eligibility for treatment. Although about one in ten of the 257 million people with HBV infection (26 million) might be in urgent need of treatment because of cirrhosis, a larger proportion (12-25%) is eligible for treatment in accordance with different guidelines. Future studies describing people with HBV infection should report on treatment eligibility, according to broadly agreed definitions. FUNDING WHO and US Centers for Disease Control and Prevention.
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Affiliation(s)
- Mingjuan Tan
- Department of HIV/AIDS and Global Hepatitis Programme, WHO, Geneva, Switzerland; Department of Medicine, National University Health System, Singapore
| | - Ajeet S Bhadoria
- All India Institute of Medical Sciences, Rishikesh, Uttarakhand, India
| | - Fuqiang Cui
- Department of HIV/AIDS and Global Hepatitis Programme, WHO, Geneva, Switzerland
| | | | - Judith Van Holten
- Department of HIV/AIDS and Global Hepatitis Programme, WHO, Geneva, Switzerland
| | | | - Nathan Ford
- Department of HIV/AIDS and Global Hepatitis Programme, WHO, Geneva, Switzerland
| | - Qin Han
- Department of HIV/AIDS and Global Hepatitis Programme, WHO, Geneva, Switzerland
| | - Ying Lu
- Department of HIV/AIDS and Global Hepatitis Programme, WHO, Geneva, Switzerland
| | - Marc Bulterys
- Department of HIV/AIDS and Global Hepatitis Programme, WHO, Geneva, Switzerland
| | - Yvan Hutin
- Department of HIV/AIDS and Global Hepatitis Programme, WHO, Geneva, Switzerland.
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Campos-Murguía A, Ruiz-Margáin A, González-Regueiro JA, Macías-Rodríguez RU. Clinical assessment and management of liver fibrosis in non-alcoholic fatty liver disease. World J Gastroenterol 2020; 26:5919-5943. [PMID: 33132645 PMCID: PMC7584064 DOI: 10.3748/wjg.v26.i39.5919] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Revised: 05/24/2020] [Accepted: 09/22/2020] [Indexed: 02/06/2023] Open
Abstract
Non-alcoholic fatty liver disease (NAFLD) is among the most frequent etiologies of cirrhosis worldwide, and it is associated with features of metabolic syndrome; the key factor influencing its prognosis is the progression of liver fibrosis. This review aimed to propose a practical and stepwise approach to the evaluation and management of liver fibrosis in patients with NAFLD, analyzing the currently available literature. In the assessment of NAFLD patients, it is important to identify clinical, genetic, and environmental determinants of fibrosis development and its progression. To properly detect fibrosis, it is important to take into account the available methods and their supporting scientific evidence to guide the approach and the sequential selection of the best available biochemical scores, followed by a complementary imaging study (transient elastography, magnetic resonance elastography or acoustic radiation force impulse) and finally a liver biopsy, when needed. To help with the selection of the most appropriate method a Fagan′s nomogram analysis is provided in this review, describing the diagnostic yield of each method and their post-test probability of detecting liver fibrosis. Finally, treatment should always include diet and exercise, as well as controlling the components of the metabolic syndrome, +/- vitamin E, considering the presence of sleep apnea, and when available, allocate those patients with advanced fibrosis or high risk of progression into clinical trials. The final end of this approach should be to establish an opportune diagnosis and treatment of liver fibrosis in patients with NAFLD, aiming to decrease/stop its progression and improve their prognosis.
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Affiliation(s)
- Alejandro Campos-Murguía
- Department of Gastroenterology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City 14080, Mexico
| | - Astrid Ruiz-Margáin
- Department of Gastroenterology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City 14080, Mexico
| | - José A González-Regueiro
- Department of Gastroenterology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City 14080, Mexico
| | - Ricardo U Macías-Rodríguez
- Department of Gastroenterology, Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán, Mexico City 14080, Mexico
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Cho YS, Jeong WK, Kim Y. Ultrasonographic morphological diagnosis of chronic liver disease: 2-dimensional shear wave elastography as an add-on test. Ultrasonography 2020; 39:272-280. [PMID: 32299199 PMCID: PMC7315299 DOI: 10.14366/usg.20009] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2020] [Accepted: 02/29/2020] [Indexed: 12/14/2022] Open
Abstract
Purpose This study investigated the impact of liver stiffness measurements (LSM) made using 2-dimensional (2D) shear wave elastography (SWE) on the diagnosis and grading of hepatic fibrosis and liver cirrhosis (LC) using grayscale ultrasonography (US). Methods This retrospective study included 46 patients who underwent liver biopsy for chronic liver disease and 33 non-biopsied subjects with no or mild fibrosis (an aspartate aminotransferase-to-platelet ratio index <0.50 and a Forns score <4.21). Two abdominal radiologists reviewed randomized grayscale hepatic sonogram sets with and without LSM, separated by a 4-week interval. They graded the features of echogenicity, echotexture, surface nodularity, and edge blunting and classified patients by fibrosis grade. Interobserver agreement and correlations with the fibrosis grades were compared before and after the reviewers were informed regarding LSM, and the impact of LSM on diagnostic performance was evaluated. Results The standard diagnoses were no or mild fibrosis (F0-1, n=39), moderate to advanced fibrosis (F2-3, n=23), or LC (n=17). The correlations between US and the diagnostic reference standard increased significantly with LSM incorporation (0.499 and 0.312 to 0.782 and 0.804, P<0.01 for both reviewers), as did interobserver agreement (0.318 to 0.753, P<0.01). The areas under the receiver operating characteristic curve (AUCs) for the diagnosis of significant fibrosis increased when LSM was included (0.682 and 0.591 to 0.855 and 0.907, P<0.01 for both reviewers), while the AUCs for the diagnosis of LC did not change significantly (0.891 and 0.783 to 0.904 and 0.900, P=0.849 and P=0.166). Conclusion Incorporating LSM values obtained by 2D-SWE improved the diagnostic accuracy and interobserver agreement of grayscale US for hepatic fibrosis.
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Affiliation(s)
- Young Seo Cho
- Department of Radiology, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
| | - Woo Kyoung Jeong
- Department of Radiology and Center for Imaging Sciences, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Yongsoo Kim
- Department of Radiology, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri, Korea
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Maev IV, Samsonov AA, Palgova LK, Pavlov CS, Vovk EI, Shirokova EN, Starostin KM. Effectiveness of phosphatidylcholine in alleviating steatosis in patients with non-alcoholic fatty liver disease and cardiometabolic comorbidities (MANPOWER study). BMJ Open Gastroenterol 2020; 7:e000341. [PMID: 32095253 PMCID: PMC7011021 DOI: 10.1136/bmjgast-2019-000341] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/24/2019] [Revised: 12/06/2019] [Accepted: 12/08/2019] [Indexed: 12/14/2022] Open
Abstract
Objective The concept of using naturally occurring compounds such as polyenylphosphatidylcholine (PPC) as an adjunctive therapy to treat non-alcoholic fatty liver disease (NAFLD) and alleviate or reverse hepatic steatosis appears a very attractive option for liver protection. We aim to evaluate if PPC adjunctive therapy can effectively improve the ultrasonographic features of NAFLD in routine clinical practice in Russian patients with cardiometabolic comorbidities. Design This 24-week, observational, prospective study was carried out in 174 medical sites across 6 federal districts of Russia. A total of 2843 adult patients with newly diagnosed NAFLD, who had a least one of four comorbidities, namely overweight/obesity, hypertension, type 2 diabetes mellitus and hypercholesterolaemia, and who received PPC as an adjunctive treatment to standard care, were enrolled. The assessment of liver ultrasonography was qualitative. Results Overall, 2263 (79.6%) patients had at least two metabolic comorbidities associated with NAFLD, and overweight/obesity was the most common comorbidity reported in 2298 (80.8%) patients. Almost all study participants (2837/2843; 99.8%) were prescribed 1.8 g of PPC administered three times daily. At baseline, the most frequently identified abnormalities on ultrasound were liver hyperechogenicity (84.0% of patients) and heterogeneous liver structure (62.9%). At 24 weeks, a significant (p<0.05) improvement in liver echogenicity and in liver structure was observed in 1932/2827 (68.3%) patients (95% CI 66.6% to 70.1%) and in 1207/2827 (42.7%) patients (95% CI 40.9% to 44.5%), respectively. The analysis of ultrasonographic signs by number of comorbidities revealed similar findings—liver echogenicity improved in 67.2%–69.3% and liver structure in 35.6%–45.3% of patients depending on the number of comorbidities. Conclusion This study showed that PPC adjunctive therapy may be useful in improving the ultrasonographic features of NAFLD in patients with associated cardiometabolic comorbidities. It also supports evidence regarding the role of PPC in the complex management of NAFLD.
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Affiliation(s)
- Igor V Maev
- Department of Propedeutics of Internal Diseases and Gastroenterology, A. I. Evdokimov Moscow State University of Medicine and Dentistry, Ministry of Health of Russia, Moscow, Russian Federation
| | - Aleksey A Samsonov
- Department of Propedeutics of Internal Diseases and Gastroenterology, A. I. Evdokimov Moscow State University of Medicine and Dentistry, Ministry of Health of Russia, Moscow, Russian Federation
| | - Liudmila K Palgova
- Clinical Research and Educational Center in Gastroenterology and Hepatology, Institute of High Medical Technologies of St Petersburg University, Saint Petersburg, Russian Federation
| | - Chavdar S Pavlov
- Scientific Research Department of Innovation therapy, I. M. Sechenov First Moscow State Medical University, Ministry of Health of Russia, Moscow, Russian Federation
| | - Elena I Vovk
- Internal Medicine, Clinical pharmacology and Emergency care department, A.I. Evdokimov Moscow State University of Medicine and Dentistry, Ministry of Health of Russia, Moscow, Russian Federation
| | - Elena N Shirokova
- Propedeutics of Internal Medicine Department, I. M. Sechenov First Moscow State Medical University, Ministry of Health of Russia, Moscow, Russian Federation
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Luntsi G, Umar RD, Ivor CN, Zira JD, Ahidjo A. Sonographic Portal Vein Biometry in Apparently Healthy Children in Northeastern Nigeria. J Med Ultrasound 2020; 28:24-28. [PMID: 32368446 PMCID: PMC7194425 DOI: 10.4103/jmu.jmu_89_18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2018] [Revised: 01/20/2019] [Accepted: 04/02/2019] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND This study aimed at determining the mean portal vein diameter (PVD) based on age, gender, and anthropometric variables. METHODS This was a cross-sectional prospective study carried out among apparently healthy children aged 0-18 years at the radiology department of Abubakar Tafawa Balewa University Teaching Hospital (ATBUTH) Bauchi, from November 2016 to April 2017. Ethical clearance was obtained from the institutional committee on ethics and the head of radiology department in ATBUTH, Bauchi. Written and informed consent was obtained from all the participants, through their parents or guardians and from the head teachers of their schools before the study. Participants (children) were recruited (voluntarily) from primary and junior secondary schools within the vicinity of the hospital, and from parents who consented for their children to participate in the study. Data analysis was done using SPSS version 22.0. Descriptive statistics (mean, standard deviation, frequency, and percentages) and Pearson product-moment correlation were used for the analysis. Statistical significance was considered at P < 0.05. RESULTS There were 111 (58.2%) males and 99 (47.14%) females. The individuals were between the ages of <1-18 years with mean age of 8.8 ± 5.8. Participants' mean PVD, chest circumference, and body mass index (BMI) for the males were 6.96 ± 1.86 mm, 0.60 ± 0.08 mm, and 15.73 ± 1.40, respectively, and the mean PVD, chest circumference, and BMI for females were 6.60 ± 1.68 mm, 0.58 ± 0.09 mm, and 15.73 ± 1.42, respectively. A positive relationship was found between PVD and some anthropometric parameters. CONCLUSION The mean PVD in this study was 6.85 ± 1.18 mm, and the PVD correlates positively with some anthropometric variables among children in the studied population.
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Affiliation(s)
- Geofery Luntsi
- Department of Medical Radiography, College of Medical Sciences, University of Maiduguri, Maiduguri, Borno State, Nigeria
| | - Ramatu Danjuma Umar
- Department of Medical Radiography, College of Medical Sciences, University of Maiduguri, Maiduguri, Borno State, Nigeria
| | - Chigozie Nwobi Ivor
- Department of Medical Radiography, College of Medical Sciences, University of Maiduguri, Maiduguri, Borno State, Nigeria
| | - Joseph Dlama Zira
- Department of Radiology Abubakar Tafawa Balewa University Teaching Hospital Bauchi, Bauchi, Nigeria
| | - Ahmed Ahidjo
- Department of Radiology, University of Maiduguri, Maiduguri, Borno State, Nigeria
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13
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Gas6/TAM Signaling Components as Novel Biomarkers of Liver Fibrosis. DISEASE MARKERS 2019; 2019:2304931. [PMID: 31583026 PMCID: PMC6754881 DOI: 10.1155/2019/2304931] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Revised: 06/20/2019] [Accepted: 08/12/2019] [Indexed: 12/14/2022]
Abstract
Liver fibrosis consists in the accumulation of extracellular matrix components mainly derived from activated hepatic stellate cells. This is commonly the result of chronic liver injury repair and represents an important health concern. As liver biopsy is burdened with many drawbacks, not surprisingly there is great interest to find new reliable noninvasive methods. Among the many are new potential fibrosis biomarkers under study, some of the most promising represented by the growth arrest-specific gene 6 (Gas6) serum protein and its family of tyrosine kinase receptors, namely, Tyro3, Axl, and MERTK (TAM). Gas6/TAM system (mainly, Axl and MERTK) has in fact recently emerged as an important player in the progression of liver fibrosis. This review is aimed at giving an overall perspective of the roles played by these molecules in major chronic liver diseases. The most promising findings up to date acknowledge that both Gas6 and its receptor serum levels (such as sAxl and, probably, sMERTK) have been shown to potentially allow for easy and accurate measurement of hepatic fibrosis progression, also providing indicative parameters of hepatic dysfunction. Although most of the current scientific evidence is still preliminary and there are no in vivo validation studies on large patient series, it still looks very promising to imagine a possible future prognostic role for these biomarkers in the multidimensional assessment of a liver patient. One may also speculate on a potential role for this system targeting (e.g., with small molecule inhibitors against Axl) as a therapeutic strategy for liver fibrosis management, always bearing in mind that any such therapeutic approach might face toxicity.
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14
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Winters AC, Mittal R, Schiano TD. A review of the use of transient elastography in the assessment of fibrosis and steatosis in the post-liver transplant patient. Clin Transplant 2019; 33:e13700. [PMID: 31441967 DOI: 10.1111/ctr.13700] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2019] [Revised: 07/21/2019] [Accepted: 08/18/2019] [Indexed: 12/13/2022]
Abstract
Liver biopsy is considered the gold standard method for diagnosing and staging liver disease, particularly in the post-liver transplant setting. Given the invasive nature of biopsy, alternate means for accurately assessing liver fibrosis and steatosis are preferred especially as the number of patients with fatty liver disease is increasing. Transient elastography has been validated as a useful tool for evaluation of liver fibrosis, as has controlled attenuation parameter index as a tool for assessing steatosis. It is a non-invasive, rapid, and highly reproducible approach to demonstrate the presence of fibrosis among non-transplant patients with chronic liver disease of various etiologies. However, it has not yet found wide acceptance in liver transplant recipients. There are few published studies evaluating the merits and applicability of transient elastography to assess allografts after liver transplantation. We review the published data on the use of transient elastography with concurrent controlled attenuation parameter in liver transplant recipients and recommend its greater use to follow allograft function over time.
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Affiliation(s)
- Adam C Winters
- Vatche and Tamar Manoukian Division of Digestive Diseases, University of California Los Angeles, Los Angeles, CA, USA
| | - Rasham Mittal
- Transplant Hepatology, Southern California Permanente Medical Group, Kaiser Permanente, Los Angeles, CA, USA
| | - Thomas D Schiano
- Department of Medicine, Division of Liver Diseases, Recanati/Miller Transplantation Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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15
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Abstract
Posthepatectomy liver failure (PHLF) still represents a severe complication after major liver resection associated with a high mortality. In addition to an insufficient residual liver volume various factors play an important role in the pathophysiology of PHLF. These include the quality of the parenchyma, liver function, perfusion, i.e. maintenance of adequate inflow and outflow, as well as the condition of the patient and comorbidities. While the liver volume is relatively easy to evaluate using modern imaging techniques, the evaluation of liver function and liver quality require a differentiated approach. Both factors can be influenced by the constitutional status of the patient, medical history and previous treatment and must be given sufficient consideration in the risk evaluation. An adequate perfusion, e.g. portal and arterial circulation and adequate outflow by at least one hepatic vein as well an adequate biliary drainage should be always guaranteed in order to allow regeneration of the residual liver tissue. Only the understanding of all these aspects will support the surgeon in a correct and safe evaluation of the resectability. Additionally, the liver surgeon should be aware of all available perioperative and postoperative options to treat and to prevent PHLF. In this review article the most important questions regarding the risk factors related to PHLF are presented and the potential therapeutic and prophylactic management is described. The main goal is to ensure functional operability of the patient if oncological resectability is possible. In other words: in the case of correct oncological indication, the liver surgeon should be able to resect what is resectable or, alternatively, make resectable what primarily was not resectable.
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Affiliation(s)
- I Capobianco
- Universitätsklinik für Allgemeine, Viszeral- und Transplantationschirurgie Tübingen, Hoppe-Seylerstraße 3, 72076, Tübingen, Deutschland
| | - J Strohäker
- Universitätsklinik für Allgemeine, Viszeral- und Transplantationschirurgie Tübingen, Hoppe-Seylerstraße 3, 72076, Tübingen, Deutschland
| | - A Della Penna
- Universitätsklinik für Allgemeine, Viszeral- und Transplantationschirurgie Tübingen, Hoppe-Seylerstraße 3, 72076, Tübingen, Deutschland
| | - S Nadalin
- Universitätsklinik für Allgemeine, Viszeral- und Transplantationschirurgie Tübingen, Hoppe-Seylerstraße 3, 72076, Tübingen, Deutschland
| | - A Königsrainer
- Universitätsklinik für Allgemeine, Viszeral- und Transplantationschirurgie Tübingen, Hoppe-Seylerstraße 3, 72076, Tübingen, Deutschland.
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16
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Marín-Serrano E. The quality of abdominal ultrasound: a much-needed consensus. REVISTA ESPANOLA DE ENFERMEDADES DIGESTIVAS 2019; 111:633-636. [PMID: 31232077 DOI: 10.17235/reed.2019.6177/2019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
The abdominal ultrasound (AU) is a diagnostic imaging modality that is yet to be established in most Gastrointestinal (GI) Units in Spain. This is largely due to the difficulties that GI specialists face with regard to the appropriate training received when starting the specialty. Insufficient resources have been allocated to develop AU units in many GI units where AUs are performed. The equipment is obsolete and there are no adaptations to the needs of the GI specialist to provide good medical care. Thus, due to all the above, the AU does not hold the position it deserves in our specialty. This probably stems from a lack of impulse and/or support to the technique, which has underestimated its usefulness and has limited the implementation of resources in the GI units. For the AU to overcome these obstacles, it needs to be considered as a process or a series of activities based on scientific evidence and the experience of professionals that achieves a result that covers the patients' needs with minimal risk. In this article, we defend the need to boost AU as a key discipline for the diagnosis of digestive diseases. Quality is considered as the key aspect on which this transformation and improvement is founded.
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17
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Quantification of Degree of Liver Fibrosis Using Fibrosis Area Fraction Based on Statistical Chi-Square Analysis of Heterogeneity of Liver Tissue Texture on Routine Ultrasound Images. Acad Radiol 2019; 26:1001-1007. [PMID: 30393055 DOI: 10.1016/j.acra.2018.10.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2018] [Revised: 10/12/2018] [Accepted: 10/12/2018] [Indexed: 12/17/2022]
Abstract
RATIONALE AND OBJECTIVES We present a novel method to quantify the degree of liver fibrosis using fibrosis area fraction based on statistical chi-square analysis of heterogeneity of echo texture within liver on routine ultrasound images. We demonstrate, in a clinical study, that fibrosis area fraction derived this way has the potential to become a noninvasive, quantitative radiometric discriminator of normal or low-grade liver fibrosis (Ishak fibrosis score range = F0-3) and advanced liver fibrosis or cirrhosis (Ishak fibrosis score range = F4-6) on routine ultrasound images. MATERIALS AND METHODS This retrospective patient study was institutional review board approved. Ultrasound images of 100 patients (61 males, 39 females; 18-81 years) who underwent nontargeted ultrasound-guided biopsy were randomly divided into two groups: a training group consisted of 31 cases, and a validation group that contained the rest cases. An investigator manually selected a primary region of interest (ROI; approximately 4-6 cm2) in the liver tissue while avoiding nonhepatic parenchyma. The primary ROI contained a large number of secondary ROIs (25 × 25 pixels) to maintain the precision of statistical analysis. Sample variance σ2 of image gradient (a texture feature related to the amount of edge structures) was calculated in secondary ROIs in a roster scan fashion. A theoretical derivation was presented to estimate population variance [Formula: see text] of image gradient across the primary ROI from mean gradient µ of secondary ROIs. The χ2 (χ2 = σ2/ [Formula: see text] ) was computed at each secondary ROI, forming a χ2 map of liver tissue heterogeneity. A cut-off value was optimized from datasets in the training group by comparing to the fibrosis grades determined by biopsy. This cut-off value was then applied to the datasets in the validation group to convert the χ2 maps into binary images, from which fibrosis area fractions (fraction of fibrosis area to the total area of the primary ROI) were calculated and entered in a statistical analysis. RESULTS In the training group, the optimal setting was found to be [Formula: see text] = 6.0, which resulted a maximum discrimination of F0-3 vs F4-6: p < 0.0001, area under curve = 0.985, sensitivity = 93.7%, specificity = 93.3%. When this setting was applied to the datasets in the validation group, a distinct separation was seen between the two classes (p < 0.0001). F0-3 class had an average fibrosis area fraction of 4.7% (1.7%-11.4%), whereas the F4-6 class had an average fibrosis area fraction of 17.3% (9.8%-29.6%). A strong correlation was demonstrated between the fibrosis area fraction and histological fibrosis grade determined by biopsy (area under curve = 0.89, sensitivity = 87.9%, specificity = 90.3%). CONCLUSION The presented method is a promising noninvasive tool for distinguishing normal or low-grade liver fibrosis (F0-3) and advanced liver fibrosis or cirrhosis (F4-6) from routine ultrasound images. These findings support the further development of texture heterogeneity analysis, particularly fibrosis area fraction, as a quantitative biomarker for distinguishing various liver fibrosis grades.
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18
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Grgurevic I, Tjesic Drinkovic I, Pinzani M. Multiparametric ultrasound in liver diseases: an overview for the practising clinician. Postgrad Med J 2019; 95:425-432. [PMID: 30665903 DOI: 10.1136/postgradmedj-2018-136111] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2018] [Revised: 10/25/2018] [Accepted: 10/28/2018] [Indexed: 12/18/2022]
Abstract
Ultrasound (US) is usually the first and most commonly used tool in the diagnostic algorithm for liver disease. It is widely available, non-invasive and offers a real-time assessment of the liver in several anatomic planes, using different US modalities such as greyscale imaging, Doppler, elastography and contrast-enhanced US. This multiparametric ultrasound (MPUS) provides more information of the examined structures and allows for a faster and more accurate diagnosis, usually at the point of care, thus reducing the requirement for some invasive and more expensive methods. Current data on the MPUS in hepatology are summarised in this review, mostly focused on its use for non-invasive staging of liver fibrosis, detection and classification of portal hypertension and oesophageal varices, prognosis in chronic liver diseases and characterisation of focal liver lesions (FLLs). Based on the available data, we propose practical algorithms for clinical use of MPUS in chronic liver disease and FLL.
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Affiliation(s)
- Ivica Grgurevic
- Department of Gastroenterology, Hepatology and Clinical Nutrition, University Hospital Dubrava, Zagreb, Croatia .,Department of Medicine, University Hospital Dubrava, Zagreb, Croatia.,Faculty of Pharmacy and Biochemistry, University of Zagreb School of Medicine, Zagreb, Croatia
| | - Ida Tjesic Drinkovic
- Department of Gastroenterology, Hepatology and Clinical Nutrition, University Hospital Dubrava, Zagreb, Croatia.,Department of Medicine, University Hospital Dubrava, Zagreb, Croatia
| | - Massimo Pinzani
- UCL Institute for Liver and Digestive Health, Sheila Sherlock Liver Centre, Royal Free Hospital, London, UK
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19
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Isabela Andronescu C, Roxana Purcarea M, Aurel Babes P. The role of noninvasive tests and liver biopsy in the diagnosis of nonalcoholic fatty liver disease. J Med Life 2018; 11:243-246. [PMID: 30364513 PMCID: PMC6197518 DOI: 10.25122/jml-2018-1002] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD) is characterized by hepatic steatosis in the absence of significant alcohol consumption (<40 g/week). The essential metabolic trait is insulin resistance, which is why NAFLD is associated with obesity, diabetes mellitus (DM), hyperlipidemia. Approximately one-quarter of adults with NAFLD present nonalcoholic steatohepatitis (NASH) leading to progressive hepatic fibrosis and finally cirrhosis and hepatocellular carcinoma. If liver biopsy (LB) has traditionally been NAFLD’s gold standard, over the past 15 years, its use has undergone an important transformation. In this review, the role of noninvasive tests (serological markers, imaging techniques) in the NAFLD evaluation is analyzed, starting from the low adherence of patients for LB, the complications of the technique, and the increased cost. LB is the only investigation that distinguishes between simple steatosis and NASH. However, in the medical practice, LB has gained lesser value; it is worth mentioning that NASH represents a small proportion compared to NAFLD. For this reason, most patients only show biopsy steatosis, which has a good prognosis. In addition, judging by the appearance of inflammation markers and fibrosis in the diagnosis technique, the use of LB has become increasingly rare in the definition of NASH.
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20
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Riestra-Candelaria BL, Rodriguez-Mojica W, Jorge JC. Anatomical criteria to measure the adult right liver lobe by ultrasound. SONOGRAPHY 2018; 5:181-186. [PMID: 30713828 PMCID: PMC6350550 DOI: 10.1002/sono.12162] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2018] [Accepted: 08/08/2018] [Indexed: 12/31/2022]
Abstract
INTRODUCTION This study aims to establish objective anatomical criteria to obtain accurate and reliable measurements of the right liver lobe (RLL) length by ultrasound while considering sex and anthropometry of the patient. METHODS Thirty-three (n = 33) adult participants underwent two-dimensional (2D) and panoramic (PAN) ultrasound imaging of the RLL in the anterior axillary region (AAR). Each measurement was performed in the standard oblique plane and in a tested craniocaudal (CC) plane by two independent observers. Pearson analysis was conducted to evaluate correlation between measurements and Intraclass Correlation Coefficient (ICC) for inter-rater reliability. Two-tail paired T test was used to compare groups. Statistical significance was attained at p < 0.05. RESULTS The proposed craniocaudal 2D RLL length was 13.0 ± 1.5 cm for females and 14.1 ± 1.3 cm for males whereas PAN RLL size was 13.7 ± 1.8 cm for females and 15.0 ± 1.1 cm for males. A strong correlation between the proposed 2D CC measurement of the RLL length with PAN CC measurements was found (r = 0.87). Inter-rater reliability for 2D CC measurements showed high reliability (ICC 0.96). DISCUSSION CC measurement of RLL by ultrasound in AAR is a precise and reliable measurement that may allow for the routine monitoring of RLL length across time.
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Affiliation(s)
| | | | - Juan Carlos Jorge
- Department of Anatomy and Neurobiology, School of Medicine, University of Puerto Rico
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21
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Bharti P, Mittal D, Ananthasivan R. Preliminary Study of Chronic Liver Classification on Ultrasound Images Using an Ensemble Model. ULTRASONIC IMAGING 2018; 40:357-379. [PMID: 30015593 DOI: 10.1177/0161734618787447] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Chronic liver diseases are fifth leading cause of fatality in developing countries. Their early diagnosis is extremely important for timely treatment and salvage life. To examine abnormalities of liver, ultrasound imaging is the most frequently used modality. However, the visual differentiation between chronic liver and cirrhosis, and presence of heptocellular carcinomas (HCC) evolved over cirrhotic liver is difficult, as they appear almost similar in ultrasound images. In this paper, to deal with this difficult visualization problem, a method has been developed for classifying four liver stages, that is, normal, chronic, cirrhosis, and HCC evolved over cirrhosis. The method is formulated with selected set of "handcrafted" texture features obtained after hierarchal feature fusion. These multiresolution and higher order features, which are able to characterize echotexture and roughness of liver surface, are extracted by using ranklet, gray-level difference matrix and gray-level co-occurrence matrix methods. Thereafter, these features are applied on proposed ensemble classifier that is designed with voting algorithm in conjunction with three classifiers, namely, k-nearest neighbor (k-NN), support vector machine (SVM), and rotation forest. The experiments are conducted to evaluate the (a) effectiveness of "handcrafted" texture features, (b) performance of proposed ensemble model, (c) effectiveness of proposed ensemble strategy, (d) performance of different classifiers, and (e) performance of proposed ensemble model based on Convolutional Neural Networks (CNN) features to differentiate four liver stages. These experiments are carried out on database of 754 segmented regions of interest formed by clinically acquired ultrasound images. The results show that classification accuracy of 96.6% is obtained by use of proposed classifier model.
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Affiliation(s)
- Puja Bharti
- 1 Thapar Institute of Engineering & Technology, Patiala, India
| | - Deepti Mittal
- 1 Thapar Institute of Engineering & Technology, Patiala, India
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22
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Bellan M, Castello LM, Pirisi M. Candidate Biomarkers of Liver Fibrosis: A Concise, Pathophysiology-oriented Review. J Clin Transl Hepatol 2018; 6:317-325. [PMID: 30271745 PMCID: PMC6160308 DOI: 10.14218/jcth.2018.00006] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2018] [Revised: 04/25/2018] [Accepted: 05/03/2018] [Indexed: 12/11/2022] Open
Abstract
Repair of sustained liver injury results in fibrosis (i.e. the accumulation of extracellular matrix proteins), and ultimately the complete distortion of parenchymal architecture of the liver, which we call cirrhosis. Detecting and staging of fibrosis is thus a mainstay in the management of chronic liver diseases, since many clinically relevant decisions, such as starting treatment and/or monitoring for complications including hepatocellular carcinoma, may depend on it. The gold standard for fibrosis staging is liver biopsy, the role of which, however, is questioned nowadays because of cost, hazards and poor acceptance by patients. On the other hand, imaging techniques and/or measurement of direct and indirect serum markers have not proved to be completely satisfactory under all circumstances as alternatives to liver biopsy. Making progress in this field is now more crucial than ever, since treatments for established fibrosis appear on the horizon. Fine dissection of the pathways involved in the pathophysiology of liver diseases has put forward several novel candidate biomarkers of liver fibrosis, such as growth arrest-specific6, Mac-2-binding protein, osteopontin, placental growth factor, growth/differentiation factor 15 and hepatocyte growth factor. All molecules have been suggested to have potential to complement or substitute methods currently used to stage liver diseases. Here, we review the pros and cons for their use in this setting.
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Affiliation(s)
- Mattia Bellan
- Department of Translational Medicine, Università del Piemonte Orientale UPO, Novara, Italy
- Division of Internal Medicine, “Sant’Andrea Hospital”, Vercelli, Italy
- IRCAD, Interdisciplinary Research Center of Autoimmune Diseases, Novara, Italy
- *Correspondence to: Mattia Bellan, Department of Translational Medicine, Università del Piemonte Orientale UPO, via Solaroli 17, Novara (NO) 28100, Italy. Tel: +39-321-3733966, Fax: +39-321-3733361, E-mail:
| | - Luigi Mario Castello
- Department of Translational Medicine, Università del Piemonte Orientale UPO, Novara, Italy
- Emergency Medicine Department, “AOU Maggiore della Carità”, Novara, Italy
| | - Mario Pirisi
- Department of Translational Medicine, Università del Piemonte Orientale UPO, Novara, Italy
- Division of Internal Medicine, “AOU Maggiore della Carità, Novara, Italy
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23
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Bharti P, Mittal D, Ananthasivan R. Characterization of chronic liver disease based on ultrasound images using the variants of grey-level difference matrix. Proc Inst Mech Eng H 2018; 232:884-900. [DOI: 10.1177/0954411918796531] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Chronic liver diseases are fifth leading cause of fatality in developing countries. Early diagnosis is important for timely treatment and to salvage life. Ultrasound imaging is frequently used to examine abnormalities of liver. However, ambiguity lies in visual interpretation of liver stages on ultrasound images. This difficult visualization problem can be solved by analysing extracted textural features from images. Grey-level difference matrix, a texture feature extraction method, can provide information about roughness of liver surface, sharpness of liver borders and echotexture of liver parenchyma. In this article, the behaviour of variants of grey-level difference matrix in characterizing liver stages is investigated. The texture feature sets are extracted by using variants of grey-level difference matrix based on two, three, five and seven neighbouring pixels. Thereafter, to take the advantage of complementary information from extracted feature sets, feature fusion schemes are implemented. In addition, hybrid feature selection (combination of ReliefF filter method and sequential forward selection wrapper method) is used to obtain optimal feature set in characterizing liver stages. Finally, a computer-aided system is designed with the optimal feature set to classify liver health in terms of normal, chronic liver, cirrhosis and hepatocellular carcinoma evolved over cirrhosis. In the proposed work, experiments are performed to (1) identify the best approximation of derivative (forward, central or backward); (2) analyse the performance of individual feature sets of variants of grey-level difference matrix; (3) obtain optimal feature set by exploiting the complementary information from variants of grey-level difference matrix and (4) analyse the performance of proposed method in comparison with existing feature extraction methods. These experiments are carried out on database of 754 segmented regions of interest formed by clinically acquired ultrasound images. The results show that classification accuracy of 94.5% is obtained by optimal feature set having complementary information from variants of grey-level difference matrix.
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Affiliation(s)
- Puja Bharti
- Department of Electrical & Instrumental Engineering, Thapar Institute of Engineering & Technology, Patiala, India
| | - Deepti Mittal
- Department of Electrical & Instrumental Engineering, Thapar Institute of Engineering & Technology, Patiala, India
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24
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Bissinger R, Bhuyan AAM, Qadri SM, Lang F. Oxidative stress, eryptosis and anemia: a pivotal mechanistic nexus in systemic diseases. FEBS J 2018; 286:826-854. [PMID: 30028073 DOI: 10.1111/febs.14606] [Citation(s) in RCA: 118] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 06/15/2018] [Accepted: 07/18/2018] [Indexed: 12/21/2022]
Abstract
The average lifespan of circulating erythrocytes usually exceeds hundred days. Prior to that, however, erythrocytes may be exposed to oxidative stress in the circulation which could cause injury and trigger their suicidal death or eryptosis. Oxidative stress activates Ca2+ -permeable nonselective cation channels in the cell membrane, thus, stimulating Ca2+ entry and subsequent cell membrane scrambling resulting in phosphatidylserine exposure and activation of Ca2+ -sensitive K+ channels leading to K+ exit, hyperpolarization, Cl- exit, and ultimately cell shrinkage due to loss of KCl and osmotically driven water. While the mechanistic link between oxidative stress and anemia remains ill-defined, several diseases such as diabetes, hepatic failure, malignancy, chronic kidney disease and inflammation have been identified to display both increased oxidative stress as well as eryptosis. Recent compelling evidence suggests that oxidative stress is an important perpetrator in accelerating erythrocyte loss in different systemic conditions and an underlying mechanism for anemia associated with these pathological states. In the present review, we discuss the role of oxidative stress in reducing erythrocyte survival and provide novel insights into the possible use of antioxidants as putative antieryptotic and antianemic agents in a variety of systemic diseases.
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Affiliation(s)
- Rosi Bissinger
- Department of Internal Medicine III, Eberhard-Karls-University Tübingen, Germany
| | - Abdulla Al Mamun Bhuyan
- Department of Vegetative & Clinical Physiology, Institute of Physiology, Eberhard-Karls-University Tübingen, Germany
| | - Syed M Qadri
- Department of Pathology and Molecular Medicine, McMaster University, Hamilton, ON, Canada.,Centre for Innovation, Canadian Blood Services, Hamilton, ON, Canada
| | - Florian Lang
- Department of Vegetative & Clinical Physiology, Institute of Physiology, Eberhard-Karls-University Tübingen, Germany.,Department of Molecular Medicine II, Heinrich Heine University, Düsseldorf, Germany
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25
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Orlien SMS, Sandven I, Berhe NB, Ismael NY, Ahmed TA, Stene-Johansen K, Gundersen SG, Morgan MY, Johannessen A. Khat chewing increases the risk for developing chronic liver disease: A hospital-based case-control study. Hepatology 2018; 68:248-257. [PMID: 29369368 DOI: 10.1002/hep.29809] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Revised: 12/15/2017] [Accepted: 01/18/2018] [Indexed: 12/20/2022]
Abstract
UNLABELLED The chewing of the leaves of Catha edulis (khat) has been implicated in the development of liver disease, but no controlled observations have been undertaken. The objective of the present study was to determine whether khat chewing is associated with development of chronic liver disease (CLD). A case-control study was conducted at two public hospitals in Harar, Ethiopia, between April 2015 and April 2016. A consecutive sample of 150 adult hospital attendees with CLD were included as cases, and 300 adult hospital attendees without clinical or laboratory evidence of CLD were included as controls. Khat consumption was quantified in "khat years"; 1 khat year was defined as daily use of 200 g of fresh khat for 1 year. A logistic regression model was used to control for confounders. There was a significant association between chewing khat and the risk for developing CLD (crude odds ratio, 2.64; 95% confidence interval [CI], 1.56-4.58). In men, this risk, following adjustment for age, alcohol use, and chronic hepatitis B/C infection, increased with increasing khat exposure; thus, compared to never users the adjusted odds ratios were for low khat exposure 3.58 (95% CI 1.05-12.21), moderate khat exposure 5.90 (95% CI 1.79-19.44), and high khat exposure 13.03 (95% CI 3.61-47.02). The findings were robust in a post hoc sensitivity analysis in which individuals with identifiable risk factors for CLD were excluded. CONCLUSION A significant association was observed between chewing khat and the risk for developing CLD, and in men the association was strong and dose-dependent, suggesting a causal relationship; as the prevalence of khat chewing is increasing worldwide, these findings have major public health implications. (Hepatology 2018;68:248-257).
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Affiliation(s)
| | - Irene Sandven
- Oslo Centre of Biostatistics and Epidemiology, Oslo University Hospital, Oslo, Norway
| | - Nega Belay Berhe
- Regional Centre for Imported and Tropical Diseases, Oslo University Hospital, Oslo, Norway.,Aklilu Lemma Institute of Pathobiology, Addis Ababa University, Addis Ababa, Ethiopia
| | - Nejib Yusuf Ismael
- Department of Internal Medicine, Hiwot Fana Specialized University Hospital, Harar, Ethiopia.,School of Medicine, Haramaya University College of Health and Medical Sciences, Harar, Ethiopia
| | - Tekabe Abdosh Ahmed
- School of Medicine, Haramaya University College of Health and Medical Sciences, Harar, Ethiopia.,Department of Internal Medicine, Jugal Hospital, Harar, Ethiopia
| | | | - Svein Gunnar Gundersen
- Research Unit, Sørlandet Hospital HF, Kristiansand, Norway.,Department of Global Development and Planning, University of Agder, Kristiansand, Norway
| | - Marsha Yvonne Morgan
- UCL Institute for Liver & Digestive Health, University College London, London, UK
| | - Asgeir Johannessen
- Regional Centre for Imported and Tropical Diseases, Oslo University Hospital, Oslo, Norway
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Kelly EMM, Feldstein VA, Parks M, Hudock R, Etheridge D, Peters MG. An Assessment of the Clinical Accuracy of Ultrasound in Diagnosing Cirrhosis in the Absence of Portal Hypertension. Gastroenterol Hepatol (N Y) 2018; 14:367-373. [PMID: 30166950 PMCID: PMC6111505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Ultrasound is an invaluable tool for the diagnosis of hepatocellular carcinoma and portal hypertension. However, the accuracy of ultrasound in diagnosing cirrhosis in the absence of portal hypertension has not been well studied. Using the specific terms cirrhosis or nodular(ity), a retrospective evaluation was conducted on abdominal ultrasounds performed between 2008 and 2013. Patients with evidence of portal hypertension were excluded from the evaluation. Charts were reviewed for evidence of cirrhosis on liver biopsy performed within 1 year of the ultrasound. Of the 69 patients whose ultrasound findings reported cirrhosis without portal hypertension who underwent liver biopsy, 47 (68%) had histologic evidence of cirrhosis. When patients with advanced fibrosis (F3 or F4) on liver biopsy were included, the sensitivity of the ultrasound improved to 80%. One in 5 biopsies showed only mild to moderate or no fibrosis (F0-F2). Sonographic assessment by experts may falsely suggest or overestimate cirrhosis. In the absence of objective evidence of portal hypertension, caution should be taken in diagnosing cirrhosis based on sonographic interpretation alone.
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Affiliation(s)
- Erin M M Kelly
- Dr Kelly is an assistant professor of medicine in the Division of Gastroenterology and Hepatology at the University of Ottawa in Ottawa, Canada
- Dr Feldstein is a professor of clinical radiology in the Department of Radiology & Biomedical Imaging at the University of California, San Francisco in San Francisco, California
- Ms Parks is a medical student at the University of California, San Francisco
- Ms Hudock is a pharmacy student in the Division of Pharmacy at the University of California, San Francisco
- Mr Etheridge is an independent statistician in Ottawa, Canada
- Dr Peters is a professor of medicine in the Division of Gastroenterology and Hepatology at the University of California, San Francisco
| | - Vickie A Feldstein
- Dr Kelly is an assistant professor of medicine in the Division of Gastroenterology and Hepatology at the University of Ottawa in Ottawa, Canada
- Dr Feldstein is a professor of clinical radiology in the Department of Radiology & Biomedical Imaging at the University of California, San Francisco in San Francisco, California
- Ms Parks is a medical student at the University of California, San Francisco
- Ms Hudock is a pharmacy student in the Division of Pharmacy at the University of California, San Francisco
- Mr Etheridge is an independent statistician in Ottawa, Canada
- Dr Peters is a professor of medicine in the Division of Gastroenterology and Hepatology at the University of California, San Francisco
| | - Monica Parks
- Dr Kelly is an assistant professor of medicine in the Division of Gastroenterology and Hepatology at the University of Ottawa in Ottawa, Canada
- Dr Feldstein is a professor of clinical radiology in the Department of Radiology & Biomedical Imaging at the University of California, San Francisco in San Francisco, California
- Ms Parks is a medical student at the University of California, San Francisco
- Ms Hudock is a pharmacy student in the Division of Pharmacy at the University of California, San Francisco
- Mr Etheridge is an independent statistician in Ottawa, Canada
- Dr Peters is a professor of medicine in the Division of Gastroenterology and Hepatology at the University of California, San Francisco
| | - Rebecca Hudock
- Dr Kelly is an assistant professor of medicine in the Division of Gastroenterology and Hepatology at the University of Ottawa in Ottawa, Canada
- Dr Feldstein is a professor of clinical radiology in the Department of Radiology & Biomedical Imaging at the University of California, San Francisco in San Francisco, California
- Ms Parks is a medical student at the University of California, San Francisco
- Ms Hudock is a pharmacy student in the Division of Pharmacy at the University of California, San Francisco
- Mr Etheridge is an independent statistician in Ottawa, Canada
- Dr Peters is a professor of medicine in the Division of Gastroenterology and Hepatology at the University of California, San Francisco
| | - Dustin Etheridge
- Dr Kelly is an assistant professor of medicine in the Division of Gastroenterology and Hepatology at the University of Ottawa in Ottawa, Canada
- Dr Feldstein is a professor of clinical radiology in the Department of Radiology & Biomedical Imaging at the University of California, San Francisco in San Francisco, California
- Ms Parks is a medical student at the University of California, San Francisco
- Ms Hudock is a pharmacy student in the Division of Pharmacy at the University of California, San Francisco
- Mr Etheridge is an independent statistician in Ottawa, Canada
- Dr Peters is a professor of medicine in the Division of Gastroenterology and Hepatology at the University of California, San Francisco
| | - Marion G Peters
- Dr Kelly is an assistant professor of medicine in the Division of Gastroenterology and Hepatology at the University of Ottawa in Ottawa, Canada
- Dr Feldstein is a professor of clinical radiology in the Department of Radiology & Biomedical Imaging at the University of California, San Francisco in San Francisco, California
- Ms Parks is a medical student at the University of California, San Francisco
- Ms Hudock is a pharmacy student in the Division of Pharmacy at the University of California, San Francisco
- Mr Etheridge is an independent statistician in Ottawa, Canada
- Dr Peters is a professor of medicine in the Division of Gastroenterology and Hepatology at the University of California, San Francisco
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Abdelmenan S, Banes A, Berhane Y, Abebe M, Wandall JH. Etiology of Chronic Liver Disease in Ethiopia: A Case Control Study with Special Reference to Viral Hepatitis and Alcohol. EC GASTROENTEROLOGY AND DIGESTIVE SYSTEM 2018; 5:120-128. [PMID: 30854518 PMCID: PMC6402780] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
INTRODUCTION Chronic diseases of the liver are a global health problem with high morbidity and mortality. Viral hepatitis is the predominant cause for liver disease in low and middle-income countries. Viral hepatitis is also frequent in high-income countries but mainly as a complication to drug abuse or iatrogenic to treatment. In high-income countries non-fatty-liver-disease and complications to alcohol consumption are the most frequent etiology of liver disease. Viral hepatitis B and C is prevalent in Ethiopia but there are only few studies done in relation to chronic liver disease and a relationship between the increasing alcohol consumption and chronic liver disease. OBJECTIVE A The aim of the study was to assess the association between chronic liver disease in Ethiopia and infection with viral hepatitis and possible relation to alcohol consumption. METHODS AND MATERIAL An unmatched case control study was conducted in Addis Ababa. Cases were chronic liver disease patients (n = 812) and controls were patients without liver disease (n = 798). Data were collected from the records of patients treated at a specialized clinic of Gastrsoenterology and Hepatology in Addis Ababa from 1st January 2013 - 31st, December 2013. RESULTS The odds of having hepatitis infection among chronic liver disease was AOR = 100.96, (95%CI: 62.15 - 164.02) for HBV and AOR = 59.2, (95%CI: 27.23 - 130.9) for HCV. Consumption of alcohol was associated with chronic liver disease (OR: 8.23 95%CI: 3.76 - 12.70). Liver enzymes were elevated significantly in patients with hepatitis and alcohol consumption compared to patients without alcohol consumption. CONCLUSION Viral hepatitis infections are strongly associated with chronic liver disease. Prevention of viral hepatitis infections and control of alcohol consumption need to be strengthened in order to reduce the burden of chronic liver disease in Ethiopia.
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Affiliation(s)
- Semira Abdelmenan
- The Addis Continental Institute of Public Health, Addis Ababa, Ethiopia
| | - Abate Banes
- Adera Gastroenterology Clinic and Addis Ababa University, Addis Ababa, Ethiopia
| | - Yemane Berhane
- The Addis Continental Institute of Public Health, Addis Ababa, Ethiopia
| | - Markos Abebe
- The Armauer Hansen Institute, Addis Ababa, Ethiopia
| | - J H Wandall
- Department of Internal Medicine, Hospital of Southern Jutland, Denmark
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Orlien SMS, Ismael NY, Ahmed TA, Berhe N, Lauritzen T, Roald B, Goldin RD, Stene-Johansen K, Dyrhol-Riise AM, Gundersen SG, Morgan MY, Johannessen A. Unexplained chronic liver disease in Ethiopia: a cross-sectional study. BMC Gastroenterol 2018; 18:27. [PMID: 29439653 PMCID: PMC5812015 DOI: 10.1186/s12876-018-0755-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2017] [Accepted: 01/31/2018] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Hepatitis B virus (HBV) infection is assumed to be the major cause of chronic liver disease (CLD) in sub-Saharan Africa. The contribution of other aetiological causes of CLD is less well documented and hence opportunities to modulate other potential risk factors are being lost. The aims of this study were to explore the aetiological spectrum of CLD in eastern Ethiopia and to identify plausible underlying risk factors for its development. METHODS A cross-sectional study was undertaken between April 2015 and April 2016 in two public hospitals in Harar, eastern Ethiopia. The study population comprised of consenting adults with clinical and radiological evidence of chronic liver disease. The baseline evaluation included: (i) a semi-structured interview designed to obtain information about the ingestion of alcohol, herbal medicines and local recreational drugs such as khat (Catha edulis); (ii) clinical examination; (iii) extensive laboratory testing; and, (iv) abdominal ultrasonography. RESULTS One-hundred-and-fifty patients with CLD (men 72.0%; median age 30 [interquartile range 25-40] years) were included. CLD was attributed to chronic HBV infection in 55 (36.7%) individuals; other aetiological agents were identified in a further 12 (8.0%). No aetiological factors were identified in the remaining 83 (55.3%) patients. The overall prevalence of daily khat use was 78.0%, while alcohol abuse, defined as > 20 g/day in women and > 30 g/day in men, was rare (2.0%). Histological features of toxic liver injury were observed in a subset of patients with unexplained liver injury who underwent liver biopsy. CONCLUSION The aetiology of CLD in eastern Ethiopia is largely unexplained. The widespread use of khat in the region, together with histopathological findings indicating toxic liver injury, suggests an association which warrants further investigation.
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Affiliation(s)
| | - Nejib Yusuf Ismael
- Department of Internal Medicine, Hiwot Fana Specialized University Hospital, Harar, Ethiopia.,Haramaya University College of Health and Medical Sciences, Harar, Ethiopia
| | - Tekabe Abdosh Ahmed
- Haramaya University College of Health and Medical Sciences, Harar, Ethiopia.,Department of Internal Medicine, Jugal Hospital, Harar, Ethiopia
| | - Nega Berhe
- Regional Centre for Imported and Tropical Diseases, Oslo University Hospital Ullevål, Oslo, Norway.,Aklilu Lemma Institute of Pathobiology, Addis Ababa University, Addis Ababa, Ethiopia
| | - Trine Lauritzen
- Department of Medical Biochemistry, Vestre Viken Hospital Trust, Drammen, Norway
| | - Borghild Roald
- Department of Pathology, Oslo University Hospital Ullevål, Oslo, Norway.,Institute of Clinical Medicine, Faculty of Medicine, Oslo University, Oslo, Norway
| | | | | | - Anne Margarita Dyrhol-Riise
- Institute of Clinical Medicine, Faculty of Medicine, Oslo University, Oslo, Norway.,Department of Infectious Diseases, Oslo University Hospital Ullevål, Oslo, Norway.,Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Svein Gunnar Gundersen
- Research Unit, Sørlandet Hospital HF, Kristiansand, Norway.,Department of Global Development and Planning, University of Agder, Kristiansand, Norway
| | - Marsha Yvonne Morgan
- UCL Institute for Liver & Digestive Health, Division of Medicine, University College London, Royal Free Campus, London, UK
| | - Asgeir Johannessen
- Regional Centre for Imported and Tropical Diseases, Oslo University Hospital Ullevål, Oslo, Norway. .,Department of Infectious Diseases, Vestfold Hospital Trust, Tønsberg, Norway.
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29
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Bharath R, Rajalakshmi P, Mateen MA. Multi-modal framework for automatic detection of diagnostically important regions in nonalcoholic fatty liver ultrasonic images. Biocybern Biomed Eng 2018. [DOI: 10.1016/j.bbe.2018.03.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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30
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Automated quantification of ultrasonic fatty liver texture based on curvelet transform and SVD. Biocybern Biomed Eng 2018. [DOI: 10.1016/j.bbe.2017.12.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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31
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Capobianco I, Rolinger J, Nadalin S. Resection for Klatskin tumors: technical complexities and results. Transl Gastroenterol Hepatol 2018; 3:69. [PMID: 30363698 PMCID: PMC6182019 DOI: 10.21037/tgh.2018.09.01] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2018] [Accepted: 08/27/2018] [Indexed: 12/18/2022] Open
Abstract
Klatskin's tumors, actually-redefined as perihilar cholangiocarcinoma (phCCA) do represent 50-70% of all CCAs and develop in a context of chronic inflammation and cholestasis of bile ducts. Surgical resection provides the only chance of cure for this disease but is technically challenging because of the complex, intimate and variable relationship between biliary and vascular structures at this location. Five years survival rates range between 25-45% (median 27-58 months) in case of R0 resection and 0-23% (median 12-21 months) in case of R1 resection respectively. It should be noted that the major costs of high radicality are represented by relative high morbidity and mortality rates (i.e., 20-66% and 0-9% respectively). Considering the fact that radical resection may represent the only curative treatment of phCCA, we focused our review on surgical planning and techniques that may improve resectability rates and outcomes for locally advanced phCCA. The surgical treatment of phCCA can be successful when following aspects have been fulfilled: (I) accurate preoperative diagnostic aimed to identify the tumor in all its details (localization and extension) and to study all the risk factors influencing a posthepatectomy liver failure (PHLF): i.e., liver volume, liver function, liver quality, haemodynamics and patient characteristics; (II) High end surgical skills taking in consideration the local extension of the tumor and the vascular invasion which usually require an extended hepatic resection and often a vascular resection; (III) adequate postoperative management aimed to avoid major complications (i.e., PHLF and biliary complications). These are technically challenging operations and must be performed in a high volume centres by hepato-biliary-pancreas (HBP)-surgeons with experience in microsurgical vascular techniques.
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Affiliation(s)
- Ivan Capobianco
- Department of General, Visceral and Transplant Surgery, University Hospital Tuebingen, Tuebingen, Germany
| | - Jens Rolinger
- Department of General, Visceral and Transplant Surgery, University Hospital Tuebingen, Tuebingen, Germany
| | - Silvio Nadalin
- Department of General, Visceral and Transplant Surgery, University Hospital Tuebingen, Tuebingen, Germany
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32
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Affiliation(s)
- Elliot B Tapper
- From the Division of Gastroenterology and Hepatology and the Institute for Healthcare Policy and Innovation, University of Michigan (E.B.T., A.S.-F.L.), and the Veterans Affairs Hospital (E.B.T.) - both in Ann Arbor
| | - Anna S-F Lok
- From the Division of Gastroenterology and Hepatology and the Institute for Healthcare Policy and Innovation, University of Michigan (E.B.T., A.S.-F.L.), and the Veterans Affairs Hospital (E.B.T.) - both in Ann Arbor
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33
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Uddin MG, Hossain MS, Rahman MA, Uddin AHMM, Bhuiyan MS. Elemental Zinc Is Inversely Associated with C-Reactive Protein and Oxidative Stress in Chronic Liver Disease. Biol Trace Elem Res 2017; 178:189-193. [PMID: 28058664 DOI: 10.1007/s12011-016-0919-5] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2016] [Accepted: 12/20/2016] [Indexed: 12/29/2022]
Abstract
Chronic liver disease (CLD) is associated with the destruction of liver parenchyma cell. It is the main cause of morbidity and mortality in most of the developed countries. Oxidative stress and altered levels of different trace elements in serum have been documented for different diseases including inflammation and many liver diseases. This study aims to evaluate the serum level of malondialdehyde (MDA), nitric oxide (NO), antioxidant vitamin C, C-reactive protein (CRP), and zinc (Zn) in CLD patients and to establish a correlation among the study parameters with the severity of inflammatory conditions of CLD. In this study, CLD patients and healthy volunteers were recruited. Total cholesterol and triglyceride were determined by colorimeter using enzymatic method. Serum non-enzymatic antioxidant vitamin C, reactive oxygen species nitric oxide (NO), and malondialdehyde (MDA) were determined by UV-spectrophotometric method. Trace element (Zn) levels were determined by graphite furnace atomic absorption spectroscopy. Independent sample t test and Pearson's correlation test were performed for statistical analysis using the statistical software package SPSS, Version 20. Studies showed that the MDA (p < 0.001), NO (p < 0.001), and CRP levels were significantly higher in CLD patients than in control subjects. The antioxidant vitamin C (p < 0.001) and trace element zinc (p < 0.001) were comparatively lower in the CLD patients than in control subjects. Elemental Zn showed an inverse relationship with MDA, NO, and CRP but positively correlated with antioxidant capacity, whereas MDA showed a positive correlation with CRP level. Thus, we conclude that attenuated level of Zn and antioxidant in serum play an important role in the inflammatory status of CLD patients by elevating the concentration of MDA, NO, and CRP.
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Affiliation(s)
- Md Giash Uddin
- Department of Pharmacy, Noakhali Science and Technology University, Noakhali, -3814, Bangladesh
| | - Mohammad Salim Hossain
- Department of Pharmacy, Noakhali Science and Technology University, Noakhali, -3814, Bangladesh.
| | - Md Atiqur Rahman
- Department of Pharmacy, Noakhali Science and Technology University, Noakhali, -3814, Bangladesh
| | - A H M Mazbah Uddin
- Department of Pharmacy, Noakhali Science and Technology University, Noakhali, -3814, Bangladesh
| | - Md Shafiullah Bhuiyan
- Department of Pharmacy, Noakhali Science and Technology University, Noakhali, -3814, Bangladesh
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Horowitz JM, Venkatesh SK, Ehman RL, Jhaveri K, Kamath P, Ohliger MA, Samir AE, Silva AC, Taouli B, Torbenson MS, Wells ML, Yeh B, Miller FH. Evaluation of hepatic fibrosis: a review from the society of abdominal radiology disease focus panel. Abdom Radiol (NY) 2017. [PMID: 28624924 DOI: 10.1007/s00261-017-1211-7] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Hepatic fibrosis is potentially reversible; however early diagnosis is necessary for treatment in order to halt progression to cirrhosis and development of complications including portal hypertension and hepatocellular carcinoma. Morphologic signs of cirrhosis on ultrasound (US), computed tomography (CT), and magnetic resonance imaging (MRI) alone are unreliable and are seen with more advanced disease. Newer imaging techniques to diagnose liver fibrosis are reliable and accurate, and include magnetic resonance elastography and US elastography (one-dimensional transient elastography and point shear wave elastography or acoustic radiation force impulse imaging). Research is ongoing with multiple other techniques for the noninvasive diagnosis of hepatic fibrosis, including MRI with diffusion-weighted imaging, hepatobiliary contrast enhancement, and perfusion; CT using perfusion, fractional extracellular space techniques, and dual-energy, contrast-enhanced US, texture analysis in multiple modalities, quantitative mapping, and direct molecular imaging probes. Efforts to advance the noninvasive imaging assessment of hepatic fibrosis will facilitate earlier diagnosis and improve patient monitoring with the goal of preventing the progression to cirrhosis and its complications.
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Affiliation(s)
- Jeanne M Horowitz
- Department of Radiology, Feinberg School of Medicine, Northwestern University, 676 St. Clair St, Suite 800, Chicago, IL, 60611, USA.
| | - Sudhakar K Venkatesh
- Department of Radiology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Richard L Ehman
- Department of Radiology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Kartik Jhaveri
- Division of Abdominal Imaging, Joint Department of Medical Imaging, University Health Network, Mt. Sinai Hospital & Women's College Hospital, University of Toronto, 610 University Ave, Toronto, ON, M5G 2M9, Canada
| | - Patrick Kamath
- Division of Gastroenterology and Hepatology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Michael A Ohliger
- Department of Radiology and Biomedical Imaging, UCSF School of Medicine, Zuckerberg San Francisco General Hospital, 1001 Potrero Ave, San Francisco, CA, 94110, USA
| | - Anthony E Samir
- Department of Radiology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA, 02114, USA
| | - Alvin C Silva
- Department of Radiology, Mayo Clinic in Arizona, 13400 E. Shea Blvd., Scottsdale, AZ, 85259, USA
| | - Bachir Taouli
- Department of Radiology and Translational and Molecular Imaging Institute, Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, Box 1234, New York, NY, 10029, USA
| | - Michael S Torbenson
- Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Michael L Wells
- Department of Radiology, Mayo Clinic, 200 First Street SW, Rochester, MN, 55905, USA
| | - Benjamin Yeh
- Department of Radiology and Biomedical Imaging, UCSF School of Medicine, Zuckerberg San Francisco General Hospital, 1001 Potrero Ave, San Francisco, CA, 94110, USA
| | - Frank H Miller
- Department of Radiology, Feinberg School of Medicine, Northwestern University, 676 St. Clair St, Suite 800, Chicago, IL, 60611, USA
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35
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Bharti P, Mittal D, Ananthasivan R. Computer-aided Characterization and Diagnosis of Diffuse Liver Diseases Based on Ultrasound Imaging: A Review. ULTRASONIC IMAGING 2017; 39:33-61. [PMID: 27097589 DOI: 10.1177/0161734616639875] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Diffuse liver diseases, such as hepatitis, fatty liver, and cirrhosis, are becoming a leading cause of fatality and disability all over the world. Early detection and diagnosis of these diseases is extremely important to save lives and improve effectiveness of treatment. Ultrasound imaging, a noninvasive diagnostic technique, is the most commonly used modality for examining liver abnormalities. However, the accuracy of ultrasound-based diagnosis depends highly on expertise of radiologists. Computer-aided diagnosis systems based on ultrasound imaging assist in fast diagnosis, provide a reliable "second opinion" for experts, and act as an effective tool to measure response of treatment on patients undergoing clinical trials. In this review, we first describe appearance of liver abnormalities in ultrasound images and state the practical issues encountered in characterization of diffuse liver diseases that can be addressed by software algorithms. We then discuss computer-aided diagnosis in general with features and classifiers relevant to diffuse liver diseases. In later sections of this paper, we review the published studies and describe the key findings of those studies. A concise tabular summary comparing image database, features extraction, feature selection, and classification algorithms presented in the published studies is also exhibited. Finally, we conclude with a summary of key findings and directions for further improvements in the areas of accuracy and objectiveness of computer-aided diagnosis.
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Affiliation(s)
- Puja Bharti
- 1 Department of Electrical and Instrumentation Engineering, Thapar University, Patiala, India
| | - Deepti Mittal
- 1 Department of Electrical and Instrumentation Engineering, Thapar University, Patiala, India
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Shur NF, Tan Y, Goubet S, Fisher M, Gilleece Y, Verma S. Non-viral liver disease burden in HIV-monoinfected individuals: a longitudinal observational retrospective cohort study. AIDS Care 2016; 28:1522-1527. [PMID: 27263666 DOI: 10.1080/09540121.2016.1191603] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Recent advances in antiviral therapy have improved outcomes in HIV-positive individuals co-infected with hepatitis B and C virus (HBV/HCV). Our aim was to assess prevalence and predictors of chronic liver disease (CLD) due to the metabolic syndrome (MS), alcohol and antiretrovirals (ARVs) use in HIV-monoinfected individuals. This was a retrospective cohort study (2005-2012). HIV-positive patients with negative HBV/HCV serology and at least two elevated alanine aminotransferase (ALT) levels six months apart were included. Data are presented as mean ± SD or percentage. Despite negative viral serology, 27% (1047/3872) of HIV-positive individuals had persistently elevated ALT. Only 243 (23.2%) were investigated (by imaging in the majority, only 58 undergoing liver biopsy/transient elastography). CLD was identified in 66.2%, this being clinically significant in one in four individuals. Potential CLD risk factors were alcohol (44.2%), hepatotoxic ARVs (74.1%) and MS risk factors (68%) with 68.7% having >1 risk factor. On multivariate logistic regression analysis serum triglyceride (OR 1.482, 95% CI 1.053-2.086, p = .024) was the only independent predictor of CLD. Overall, 4.3% were referred to Hepatology services. In conclusion, less than 6% of HIV-monoinfected individuals with persistently elevated ALT undergo objective assessment of hepatic fibrosis. Despite non-stringent criteria, some degree of non-viral CLD is identified in approximately two-thirds of those investigated, risk factors being synonymous with those for the MS. This increasing yet under-recognised non-viral CLD burden warrants timely recognition to prevent long-term morbidity and mortality.
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Affiliation(s)
- Natalie F Shur
- a Deparment of Gastroenterology and Hepatology , Brighton and Sussex University Hospital , East Sussex , UK
| | - Yishi Tan
- a Deparment of Gastroenterology and Hepatology , Brighton and Sussex University Hospital , East Sussex , UK
| | - Stephanie Goubet
- b Clinical Investigation and Research Unit, Brighton and Sussex University Hospital , East Sussex , UK
| | - Martin Fisher
- c Department of HIV/Genitourinary Medicine , Brighton and Sussex University Hospital, Brighton and Sussex University Hospital , East Sussex , UK.,d Department of Medicine , Brighton and Sussex Medical School , Brighton , UK
| | - Yvonne Gilleece
- c Department of HIV/Genitourinary Medicine , Brighton and Sussex University Hospital, Brighton and Sussex University Hospital , East Sussex , UK
| | - Sumita Verma
- a Deparment of Gastroenterology and Hepatology , Brighton and Sussex University Hospital , East Sussex , UK.,d Department of Medicine , Brighton and Sussex Medical School , Brighton , UK
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Baid-Agrawal S, Pascual M, Moradpour D, Somasundaram R, Muche M. Hepatitis C virus infection and kidney transplantation in 2014: what's new? Am J Transplant 2014; 14:2206-20. [PMID: 25091274 DOI: 10.1111/ajt.12835] [Citation(s) in RCA: 59] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2014] [Revised: 05/15/2014] [Accepted: 05/16/2014] [Indexed: 01/25/2023]
Abstract
Chronic hepatitis C virus (HCV) infection remains an important health problem, which is associated with deleterious consequences in kidney transplant recipients. Besides hepatic complications, several extrahepatic complications contribute to reduced patient and allograft survival in HCV-infected kidney recipients. However, HCV infection should not be considered as a contraindication for kidney transplantation because patient survival is better with transplantation than on dialysis. Treatment of HCV infection is currently interferon-alpha (IFN-α) based, which has been associated with higher renal allograft rejection rates. Therefore, antiviral treatment before transplantation is preferable. As in the nontransplant setting, IFN-free treatment regimens, because of their greater efficacy and reduced toxicity, currently represent promising and attractive therapeutic options after kidney transplantation as well. However, clinical trials will be required to closely evaluate these regimens in kidney recipients. There is also a need for prospective controlled studies to determine the optimal immunosuppressive regimens after transplantation in HCV-infected recipients. Combined kidney and liver transplantation is required in patients with advanced liver cirrhosis. However, in patients with cleared HCV infection and early cirrhosis without portal hypertension, kidney transplantation alone may be considered. There is some agreement about the use of HCV-positive donors in HCV-infected recipients, although data regarding posttransplant survival rates are controversial.
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Affiliation(s)
- S Baid-Agrawal
- Department of Nephrology and Medical Intensive Care, Campus Virchow-Klinikum, Charité Universitaetsmedizin Berlin, Berlin, Germany
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38
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Allan RB, Thoirs KA. A comparison of liver surface and hepatic vein wall ultrasound as markers for fibrosis or cirrhosis of the liver. Radiography (Lond) 2014. [DOI: 10.1016/j.radi.2013.09.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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39
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Maàji SM, Yakubu A, Odunko DD. Pattern of abnormal ultrasonographic findings in patients with clinical suspicion of chronic liver disease in Sokoto and its environs. ASIAN PACIFIC JOURNAL OF TROPICAL DISEASE 2013. [DOI: 10.1016/s2222-1808(13)60041-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
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40
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Ribeiro R, Marinho RT, Sanches JM. Cirrhosis Prognostic Quantification with Ultrasound: An Approximation to Model for End-Stage Liver Disease. PATTERN RECOGNITION AND IMAGE ANALYSIS 2013. [DOI: 10.1007/978-3-642-38628-2_65] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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41
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Ribeiro RT, Marinho RT, Sanches JM. Classification and staging of chronic liver disease from multimodal data. IEEE Trans Biomed Eng 2012; 60:1336-44. [PMID: 23268381 DOI: 10.1109/tbme.2012.2235438] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Chronic liver disease (CLD) is most of the time an asymptomatic, progressive, and ultimately potentially fatal disease. In this study, an automatic hierarchical procedure to stage CLD using ultrasound images, laboratory tests, and clinical records are described. The first stage of the proposed method, called clinical based classifier (CBC), discriminates healthy from pathologic conditions. When nonhealthy conditions are detected, the method refines the results in three exclusive pathologies in a hierarchical basis: 1) chronic hepatitis; 2) compensated cirrhosis; and 3) decompensated cirrhosis. The features used as well as the classifiers (Bayes, Parzen, support vector machine, and k -nearest neighbor) are optimally selected for each stage. A large multimodal feature database was specifically built for this study containing 30 chronic hepatitis cases, 34 compensated cirrhosis cases, and 36 decompensated cirrhosis cases, all validated after histopathologic analysis by liver biopsy. The CBC classification scheme outperformed the nonhierachical one against all scheme, achieving an overall accuracy of 98.67% for the normal detector, 87.45% for the chronic hepatitis detector, and 95.71% for the cirrhosis detector.
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Affiliation(s)
- Ricardo T Ribeiro
- Institute for Systems and Robotics, the Escola Superior de Tecnologia da Saúde de Lisboa, Lisbon, Portugal.
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Chang KJ, Samarasena JB, Iwashita T, Nakai Y, Lee JG. Endo-hepatology: a new paradigm. Gastrointest Endosc Clin N Am 2012; 22:379-85, xi. [PMID: 22632959 DOI: 10.1016/j.giec.2012.04.010] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Recent advances in hepatology have included a new and effective treatment of viral hepatitis, with an increased need for the assessment of liver function and histology. At the same time, there have been a growing number of endoscopic procedures that are pertinent to patients with liver disease. It would be ideal if the assessment and treatment of liver disease and portal hypertension could be performed and assimilated by the liver/gastrointestinal specialist. The authors like to consider this area of integration or overlap of endoscopic procedures within the practice of hepatology as endo-hepatology.
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Affiliation(s)
- Kenneth J Chang
- Division of Gastroenterology and Hepatology, H.H. Chao Comprehensive Digestive Disease Center, University of California, Irvine, 101 The City Drive, Orange, CA 92868, USA.
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Ribeiro R, Marinho RT, Velosa J, Ramalho F, Sanches JM, Suri JS. The usefulness of ultrasound in the classification of chronic liver disease. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2011; 2011:5132-5135. [PMID: 22255494 DOI: 10.1109/iembs.2011.6091271] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Chronic Liver Disease is a progressive, most of the time asymptomatic, and potentially fatal disease. In this paper, a semi-automatic procedure to stage this disease is proposed based on ultrasound liver images, clinical and laboratorial data. In the core of the algorithm two classifiers are used: a k nearest neighbor and a Support Vector Machine, with different kernels. The classifiers were trained with the proposed multi-modal feature set and the results obtained were compared with the laboratorial and clinical feature set. The results showed that using ultrasound based features, in association with laboratorial and clinical features, improve the classification accuracy. The support vector machine, polynomial kernel, outperformed the others classifiers in every class studied. For the Normal class we achieved 100% accuracy, for the chronic hepatitis with cirrhosis 73.08%, for compensated cirrhosis 59.26% and for decompensated cirrhosis 91.67%.
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Affiliation(s)
- Ricardo Ribeiro
- Escola Superior de Tecnologia da Saúde de Lisboa and Institute for Systems and Robotics / Instituto Superior Tecnico.
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