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Tai J, Harrison AP, Chen HM, Hsu CY, Hsu TH, Chen CJ, Jeng WJ, Chang ML, Lu L, Tai DI. Acoustic radiation force impulse predicts long-term outcomes in a large-scale cohort: High liver cancer, low comorbidity in hepatitis B virus. World J Gastroenterol 2023; 29:2188-2201. [PMID: 37122600 PMCID: PMC10130974 DOI: 10.3748/wjg.v29.i14.2188] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Revised: 01/15/2023] [Accepted: 03/23/2023] [Indexed: 04/13/2023] Open
Abstract
BACKGROUND Acoustic radiation force impulse (ARFI) is used to measure liver fibrosis and predict outcomes. The performance of elastography in assessment of fibrosis is poorer in hepatitis B virus (HBV) than in other etiologies of chronic liver disease.
AIM To evaluate the performance of ARFI in long-term outcome prediction among different etiologies of chronic liver disease.
METHODS Consecutive patients who received an ARFI study between 2011 and 2018 were enrolled. After excluding dual infection, alcoholism, autoimmune hepatitis, and others with incomplete data, this retrospective cohort were divided into hepatitis B (HBV, n = 1064), hepatitis C (HCV, n = 507), and non-HBV, non-HCV (NBNC, n = 391) groups. The indexed cases were linked to cancer registration (1987-2020) and national mortality databases. The differences in morbidity and mortality among the groups were analyzed.
RESULTS At the enrollment, the HBV group showed more males (77.5%), a higher prevalence of pre-diagnosed hepatocellular carcinoma (HCC), and a lower prevalence of comorbidities than the other groups (P < 0.001). The HCV group was older and had a lower platelet count and higher ARFI score than the other groups (P < 0.001). The NBNC group showed a higher body mass index and platelet count, a higher prevalence of pre-diagnosed non-HCC cancers (P < 0.001), especially breast cancer, and a lower prevalence of cirrhosis. Male gender, ARFI score, and HBV were independent predictors of HCC. The 5-year risk of HCC was 5.9% and 9.8% for those ARFI-graded with severe fibrosis and cirrhosis. ARFI alone had an area under the receiver operating characteristic curve (AUROC) of 0.742 for prediction of HCC in 5 years. AUROC increased to 0.828 after adding etiology, gender, age, and platelet score. No difference was found in mortality rate among the groups.
CONCLUSION The HBV group showed a higher prevalence of HCC but lower comorbidity that made mortality similar among the groups. Those patients with ARFI-graded severe fibrosis or cirrhosis should receive regular surveillance.
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Affiliation(s)
- Jennifer Tai
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taoyuan 33305, Taiwan
| | | | - Hui-Ming Chen
- Center for Big Data Analytics and Statistics, Chang Gung Memorial Hospital, Taoyuan 33305, Taiwan
| | - Chiu-Yi Hsu
- Center for Big Data Analytics and Statistics, Chang Gung Memorial Hospital, Taoyuan 33305, Taiwan
| | - Tse-Hwa Hsu
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taoyuan 33305, Taiwan
| | - Cheng-Jen Chen
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taoyuan 33305, Taiwan
| | - Wen-Juei Jeng
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taoyuan 33305, Taiwan
| | - Ming-Ling Chang
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taoyuan 33305, Taiwan
| | - Le Lu
- DAMO Academy, Alibaba Group, New York, NY 94085, United States
| | - Dar-In Tai
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taoyuan 33305, Taiwan
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Schambeck JPL, Forte GC, Gonçalves LM, Stuker G, Kotlinski JBF, Tramontin G, Altmayer S, Watte G, Hochhegger B. Diagnostic accuracy of magnetic resonance elastography and point-shear wave elastography for significant hepatic fibrosis screening: Systematic review and meta-analysis. PLoS One 2023; 18:e0271572. [PMID: 36730265 PMCID: PMC9894488 DOI: 10.1371/journal.pone.0271572] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Accepted: 07/03/2022] [Indexed: 02/03/2023] Open
Abstract
The hepatic diseases are extremely common in clinical practice. The correct classification of liver fibrosis is extremely important, as it influences therapy and predicts disease outcomes. The purpose of this study is to compare the diagnostic performance of point-shear wave elastography (pSWE) and magnetic resonance elastography (MRE) in the hepatic fibrosis diagnostic. A meta-analysis was carried out based on articles published until October 2020. The articles are available at following databases: MEDLINE, EMBASE, Cochrane Central Register of Controlled Trials, Scientific Electronic Library Online, LILACS, Scopus, and CINAHL. Diagnostic performances were analyzed per METAVIR F2, using 3.5kPa as target fibrosis. Assessment of the methodological quality of the incorporated papers by the QUADAS-2 tool for pSWE and MRE. A total 2,153 studies articles were evaluated and 44 studies, comprising 6,081 patients with individual data, were included in the meta-analysis: 28 studies for pSWE and 16 studies for MRE. The pooled sensitivity and specificity were 0.86 (95%CI 0.80-0.90) and 0.88 (95%CI 0.85-0.91), respectively, for pSWE, compared with 0.94 (95%CI 0.89-0.97) and 0.95 (95%CI 0.89-0.98) respectively, for MRE. The pooled SROC curve for pSWE shows in the area under the curve (AUC) of 0.93 (95%CI 0.90-0.95), whereas the AUC for MRE was 0.98 (95%CI 0.96-0.99). The diagnostic odds ratio for pSWE and MRE were 41 (95%CI 24-72) and 293 (95%CI 86-1000), respectively. There was statistically significant heterogeneity for pSWE sensitivity (I² = 85.26, P<0.001) and specificity (I² = 89.46, P<0.001). The heterogeneity for MRE also was significant for sensitivity (I² = 73.28, P<0.001) and specificity (I² = 87.24, P<0.001). Therefore, both pSWE and MRE are suitable modalities for assessing liver fibrosis. In addition, MRE is a more accurate imaging technique than pSWE and can be used as alternative to invasive biopsy.
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Affiliation(s)
- João Paulo L. Schambeck
- Post-Graduate Program in Medicine and Health Science, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
- Departament of Radiology, Hospital São Lucas/Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Gabriele C. Forte
- Departament of Radiology, Hospital São Lucas/Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
- Faculty of Medicine, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
- * E-mail:
| | - Luana M. Gonçalves
- Post-Graduate Program in Medicine and Health Science, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
- Departament of Radiology, Hospital São Lucas/Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Guilherme Stuker
- Departament of Radiology, Hospital São Lucas/Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - João Bruno F. Kotlinski
- Faculty of Medicine, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Giacomo Tramontin
- Departament of Radiology, Hospital São Lucas/Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Stephan Altmayer
- Post-Graduate Program in Medicine and Health Science, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Guilherme Watte
- Department of Radiology, Medical Imaging Research Lab, LABIMED, Porto Alegre, Rio Grande do Sul, Brazil
| | - Bruno Hochhegger
- Post-Graduate Program in Medicine and Health Science, Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
- Departament of Radiology, Hospital São Lucas/Pontifícia Universidade Católica do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
- Department of Radiology, Medical Imaging Research Lab, LABIMED, Porto Alegre, Rio Grande do Sul, Brazil
- Department of Diagnostic Methods, Federal University of Health Sciences of Porto Alegre, Porto Alegre, Rio Grande do Sul, Brazil
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Kim-Jun Teh K, Pik-Eu Chang J, Boon-Bee Goh G. Noninvasive assessment of liver disease severity: image-related. COMPREHENSIVE GUIDE TO HEPATITIS ADVANCES 2023:3-29. [DOI: 10.1016/b978-0-323-98368-6.00014-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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Li B, Tai DI, Yan K, Chen YC, Chen CJ, Huang SF, Hsu TH, Yu WT, Xiao J, Le L, Harrison AP. Accurate and generalizable quantitative scoring of liver steatosis from ultrasound images via scalable deep learning. World J Gastroenterol 2022; 28:2494-2508. [PMID: 35979264 PMCID: PMC9258285 DOI: 10.3748/wjg.v28.i22.2494] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Revised: 02/03/2022] [Accepted: 04/25/2022] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Hepatic steatosis is a major cause of chronic liver disease. Two-dimensional (2D) ultrasound is the most widely used non-invasive tool for screening and monitoring, but associated diagnoses are highly subjective.
AIM To develop a scalable deep learning (DL) algorithm for quantitative scoring of liver steatosis from 2D ultrasound images.
METHODS Using multi-view ultrasound data from 3310 patients, 19513 studies, and 228075 images from a retrospective cohort of patients received elastography, we trained a DL algorithm to diagnose steatosis stages (healthy, mild, moderate, or severe) from clinical ultrasound diagnoses. Performance was validated on two multi-scanner unblinded and blinded (initially to DL developer) histology-proven cohorts (147 and 112 patients) with histopathology fatty cell percentage diagnoses and a subset with FibroScan diagnoses. We also quantified reliability across scanners and viewpoints. Results were evaluated using Bland-Altman and receiver operating characteristic (ROC) analysis.
RESULTS The DL algorithm demonstrated repeatable measurements with a moderate number of images (three for each viewpoint) and high agreement across three premium ultrasound scanners. High diagnostic performance was observed across all viewpoints: Areas under the curve of the ROC to classify mild, moderate, and severe steatosis grades were 0.85, 0.91, and 0.93, respectively. The DL algorithm outperformed or performed at least comparably to FibroScan control attenuation parameter (CAP) with statistically significant improvements for all levels on the unblinded histology-proven cohort and for “= severe” steatosis on the blinded histology-proven cohort.
CONCLUSION The DL algorithm provides a reliable quantitative steatosis assessment across view and scanners on two multi-scanner cohorts. Diagnostic performance was high with comparable or better performance than the CAP.
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Affiliation(s)
- Bowen Li
- Research and Development, PAII Inc., Bethesda, MD 20817, United States
| | - Dar-In Tai
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 33305, Taiwan
| | - Ke Yan
- Research and Development, PAII Inc., Bethesda, MD 20817, United States
| | - Yi-Cheng Chen
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 33305, Taiwan
| | - Cheng-Jen Chen
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 33305, Taiwan
| | - Shiu-Feng Huang
- Division of Molecular and Genomic Medicine, National Health Research Institute, Taoyuan 33305, Taiwan
| | - Tse-Hwa Hsu
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 33305, Taiwan
| | - Wan-Ting Yu
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan 33305, Taiwan
| | - Jing Xiao
- Research and Development, Ping An Insurance Group, Shenzhen 518001, Guangdong, China
| | - Lu Le
- Research and Development, PAII Inc., Bethesda, MD 20817, United States
| | - Adam P Harrison
- Research and Development, PAII Inc., Bethesda, MD 20817, United States
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Zhou X, Rao J, Wu X, Deng R, Ma Y. Comparison of 2-D Shear Wave Elastography and Point Shear Wave Elastography for Assessing Liver Fibrosis. ULTRASOUND IN MEDICINE & BIOLOGY 2021; 47:408-427. [PMID: 33342618 DOI: 10.1016/j.ultrasmedbio.2020.11.013] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 11/08/2020] [Accepted: 11/16/2020] [Indexed: 06/12/2023]
Abstract
Progressive liver fibrosis may result in cirrhosis, portal hypertension and increased risk of hepatocellular carcinoma. We performed a meta-analysis to compare liver fibrosis staging in chronic liver disease patients using 2-D shear wave elastography (2-D SWE) and point shear wave elastography (pSWE). The PubMed, Web of Science and Cochrane Library databases were searched until May 31, 2020 for studies evaluating the diagnostic performance of 2-D SWE and pSWE in assessing liver fibrosis. Pooled sensitivity, specificity, positive and negative likelihood ratios, diagnostic odds ratios and area under receiver operating characteristic curve were estimated using the bivariate random effects model. As a result, 71 studies with 11,345 patients were included in the analysis. The pooled sensitivities of 2-D SWE and pSWE significantly differed for the detection of significant fibrosis (F ≥ 2; 0.84 vs. 0.76, p < 0.001) and advanced fibrosis (F ≥ 3; 0.90 vs. 0.83, p = 0.003), but not for detection of cirrhosis (F = 4; 0.89 vs. 0.85, p = 0.090). The pooled specificities of 2-D SWE and pSWE did not significantly differ for detection of F ≥ 2 (0.81 vs. 0.79, p = 0.753), F ≥ 3 (0.87 vs. 0.83, p = 0.163) or F = 4 (0.87 vs. 0.84, p = 0.294). Both 2-D SWE and pSWE have high sensitivity and specificity for detecting each stage of liver fibrosis. Two-dimensional SWE has higher sensitivity than pSWE for detection of significant fibrosis and advanced fibrosis.
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Affiliation(s)
- Xiaozhuan Zhou
- Organ Transplant Center, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Jiawei Rao
- Organ Transplant Center, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Xukun Wu
- Organ Transplant Center, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Ronghai Deng
- Organ Transplant Center, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China
| | - Yi Ma
- Organ Transplant Center, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial Key Laboratory of Organ Donation and Transplant Immunology, First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China; Guangdong Provincial International Cooperation Base of Science and Technology (Organ Transplantation), First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, China.
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Li B, Yan K, Tai DI, Huo Y, Lu L, Xiao J, Harrison AP. Reliable Liver Fibrosis Assessment from Ultrasound Using Global Hetero-Image Fusion and View-Specific Parameterization. LECTURE NOTES IN COMPUTER SCIENCE 2020:606-615. [DOI: 10.1007/978-3-030-59716-0_58] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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Hsu TH, Tsui PH, Yu WT, Huang SF, Tai J, Wan YL, Tai DI. Cutoff Values of Acoustic Radiation Force Impulse Two-Location Measurements in Different Etiologies of Liver Fibrosis. J Med Ultrasound 2019; 27:130-134. [PMID: 31867175 PMCID: PMC6905267 DOI: 10.4103/jmu.jmu_7_19] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2018] [Accepted: 01/17/2019] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Acoustic radiation force impulse (ARFI) imaging is a popular modality to measure liver fibrosis. ARFI selects optimal locations for measurement under imaging guiding. However, there are concerns on study locations and observers bias. To decrease the variations, ARFI at two locations was measured with standardized protocol. This study attempted to establish its cutoff values according to Metavir fibrosis score in different etiologies. METHODS A consecutive series of patients who received liver histology study were prospectively enrolled. All cases had hemogram, liver biochemistry, viral markers, and ARFI two-location measurements within 4 weeks of histology study. A standardized protocol was performed by single technologist. We excluded patients with alanine aminotransferase >5x upper limit normal. RESULTS Five hundred and ten patients that included 153 seronegative for both HBsAg and anti-HCV Non-B non-C (NBNC), 33 autoimmune liver diseases (AILD), 261 chronic hepatitis B (CHB), and 63 chronic hepatitis C (CHC) were enrolled. About 83% of NBNC patients had fat cell >5%. For diagnosis of liver cirrhosis, the area under receiver operating characteristic curve of NBNC, AILD, CHB, and CHC groups was 0.937, 0.929, 0.784, and 0.937; the cutoff values for mean ARFI were 1.788, 2.095, 1.455, and 1.710 m/s, respectively. The sensitivity and specificity are both over 0.818 for patients with nonalcoholic fatty liver diseases, CHC, and AILD, but the corresponding data are only 0.727-0.756 in CHB. The Fibrosis-4 Score is as good as ARFI on fibrosis assessment in NBNC. CONCLUSION The performance of ARFI two-location measurement is excellent in NBNC, AILD, and CHC, but is only satisfactory in CHB.
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Affiliation(s)
- Tse-Hwa Hsu
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Po-Hsiang Tsui
- Department of Medical Imaging and Radiological Sciences, College of Medicine, Institute for Radiological Research, Chang Gung University, Taoyuan, Taiwan
| | - Wan-Ting Yu
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Shiu-Feng Huang
- Institute of Molecular and Genomic Medicine, National Health Research Institutes, Taipei, Taiwan
| | - Jennifer Tai
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
| | - Yung-Liang Wan
- Department of Medical Imaging and Radiological Sciences, College of Medicine, Institute for Radiological Research, Chang Gung University, Taoyuan, Taiwan
| | - Dar-In Tai
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital at Linkou, Taoyuan, Taiwan
- Address for correspondence: Prof. Dar-In Tai, Department of Gastroenterology and Hepatology, College of Medicine, Chang Gung Memorial Hospital at Linkou, Chang Gung University, No. 199 Tung-Hwa North Road, Taipei 105, Taiwan. E-mail:
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Chen CJ, Tsay PK, Huang SF, Tsui PH, Yu WT, Hsu TH, Tai J, Tai DI. Effects of Hepatic Steatosis on Non-Invasive Liver Fibrosis Measurements Between Hepatitis B and Other Etiologies. APPLIED SCIENCES 2019; 9:1961. [DOI: 10.3390/app9091961] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Fibrosis-4 (FIB4), transient elastography (TE), and acoustic radiation force impulse (ARFI) are popular modalities to assess liver fibrosis. Their cutoff values for degrees of fibrosis vary between studies. The influence of hepatic steatosis on fibrosis measurements for different etiologies was evaluated. Data from a consecutive series of patients who received fibrosis measurement were included for the training group. An additional series with histology served as the validation group. A standardized protocol was performed for both TE and ARFI, mostly by a single technician. Patients with alcoholism, autoimmune disease, active inflammation, or who were receiving therapy were excluded. The training group included 215 patients and the validation group included 221. The correlation of liver stiffness between TE and ARFI was good (R2 linear = 0.798; p < 0.001). Different correlations between ARFI and TE were noted between high and low control attenuation parameter (CAP) values (cutoff: 290 dB/m), especially in the non-hepatitis B subgroups. Relatively lower FIB4 and TE values were seen in the high CAP versus low CAP in patients with histology-proven non-alcoholic fatty liver disease and chronic hepatitis C. FIB4 cutoff values were >25% lower among F2-F4 stages and the TE cutoff value for F4 was 8.5% lower in the high versus low CAP group. Such findings were not observed in chronic hepatitis B. Different fibrogenesis mechanisms between hepatitis B and non-B are discussed. We conclude that hepatic steatosis significantly impacts FIB4 and TE fibrosis measurements in non-hepatitis B-related liver diseases. Fibrosis grade should be interpreted with caution in severe steatosis.
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Affiliation(s)
- Cheng-Jen Chen
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Tao-Yuan 333, Taiwan
| | - Pei-Kwei Tsay
- Department of Public Health and Center of Biostatistics, Chang Gung University College of Medicine, Tao-Yuan 333, Taiwan
| | - Shiu-Feng Huang
- Division of Molecular and Genomic Medicine, National Health Research Institute, Taipei 115, Taiwan
| | - Po-Hsiang Tsui
- Department of Medical imaging and Radiological Sciences, College of Medicine, Institute for Radiological Research, Chang Gung University, Taoyuan 333, Taiwan
| | - Wan-Ting Yu
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Tao-Yuan 333, Taiwan
| | - Tse-Hwa Hsu
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Tao-Yuan 333, Taiwan
| | - Jennifer Tai
- Department of Internal Medicine, Chang Gung Memorial Hospital, Linkou Medical Center, Tao-Yuan 333, Taiwan
| | - Dar-In Tai
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou Medical Center, Tao-Yuan 333, Taiwan
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Wei R, Wang J, Wang X, Xie G, Wang Y, Zhang H, Peng CY, Rajani C, Kwee S, Liu P, Jia W. Clinical prediction of HBV and HCV related hepatic fibrosis using machine learning. EBioMedicine 2018; 35:124-132. [DOI: https:/doi.org/10.1016/j.ebiom.2018.07.041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2023] Open
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Tseng CH, Chang CY, Mo LR, Lin JT, Tai CM, Perng DS, Lin CW, Hsu YC. Acoustic Radiation Force Impulse Elastography with APRI and FIB-4 to Identify Significant Liver Fibrosis in Chronic Hepatitis B Patients. Ann Hepatol 2018; 17:789-794. [PMID: 30145564 DOI: 10.5604/01.3001.0012.3137] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
INTRODUCTION AND AIM In chronic hepatitis B (CHB) patients with equivocal indication for antiviral therapy, therapeutic decision currently depends on histopathology of the liver. We aimed to evaluate if acoustic radiation force impulse (ARFI) in conjunction with aspartate transaminase to platelet ratio index (APRI) and fibrosis-4 (FIB-4) score could replace liver biopsy to indicate treatment for CHB. MATERIAL AND METHODS We prospectively enrolled 101 clinically non-cirrhotic patients whose serum alanine aminotransferase was mildly elevated (1-2 folds above the upper normal limit) despite a high viral load (HBV DNA > 2,000 IU/mL). All participants underwent liver biopsy, and measurement of ARFI, APRI and FIB-4. The ability of the markers to distinguish fibrosis ≥ METAVIR F2 was evaluated. RESULTS According to histopathology, liver fibrosis was METAVIR F0 in 2 (2.0%), F1 in 43 (42.6%), F2 in 34 (33.7%), F3 in 16 (15.8%), and F4 in 6 (5.9%) patients, and was correlated with ARFI (p = 0.0001), APRI (p = 0.012), and FIB-4 (p = 0.004). The six patients with cirrhosis were included for analysis, and received antiviral therapy. The C statistics of ARFI, APRI, and FIB-4 for fibrosis ≥ F2 were 0.70 (95% confidence interval [CI], 0.59-0.80), 0.62 (95% CI, 0.51-0.73), and 0.64 (0.53- 0.75), respectively. The cut-off values for 95% sensitivity and 95% specificity to identify significant fibrosis were 0.97 m/sec and 1.36 m/sec for ARFI, 0.36 and 1.0 for APRI, 0.63 and 2.22 for FIB-4, respectively. Using a combination of these 3 indices, 44 patients (43.6%) could be spared a liver biopsy procedure. CONCLUSIONS A combination of ARFI, APRI, and FIB-4 may spare some CHB patients with equivocal indication for antiviral treatment a liver biopsy.
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Affiliation(s)
- Cheng-Hao Tseng
- Division of Gastroenterology and Hepatology, E-DA cancer hospital/I-Shou University, Kaohsiung, Taiwan
| | - Chi-Yang Chang
- Division of Gastroenterology and Hepatology, E-DA hospital/I-Shou University, Kaohsiung, Taiwan
| | - Lein-Ray Mo
- Division of Gastroenterology and Hepatology, E-DA hospital/I-Shou University, Kaohsiung, Taiwan
| | - Jaw-Town Lin
- Division of Gastroenterology and Hepatology, Fu-Jen Catholic University Hospital, New Taipei, Taiwan
| | - Chi-Ming Tai
- Division of Gastroenterology and Hepatology, E-DA hospital/I-Shou University, Kaohsiung, Taiwan
| | - Daw-Shyong Perng
- Division of Gastroenterology and Hepatology, E-DA hospital/I-Shou University, Kaohsiung, Taiwan
| | - Chih-Wen Lin
- Division of Gastroenterology and Hepatology, E-DA hospital/I-Shou University, Kaohsiung, Taiwan
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Wei R, Wang J, Wang X, Xie G, Wang Y, Zhang H, Peng CY, Rajani C, Kwee S, Liu P, Jia W. Clinical prediction of HBV and HCV related hepatic fibrosis using machine learning. EBioMedicine 2018; 35:124-132. [PMID: 30100397 PMCID: PMC6154783 DOI: 10.1016/j.ebiom.2018.07.041] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2018] [Revised: 07/25/2018] [Accepted: 07/30/2018] [Indexed: 12/14/2022] Open
Abstract
Clinical prediction of advanced hepatic fibrosis (HF) and cirrhosis has long been challenging due to the gold standard, liver biopsy, being an invasive approach with certain limitations. Less invasive blood test tandem with a cutting-edge machine learning algorithm shows promising diagnostic potential. In this study, we constructed and compared machine learning methods with the FIB-4 score in a discovery dataset (n = 490) of hepatitis B virus (HBV) patients. Models were validated in an independent HBV dataset (n = 86). We further employed these models on two independent hepatitis C virus (HCV) datasets (n = 254 and 230) to examine their applicability. In the discovery data, gradient boosting (GB) stably outperformed other methods as well as FIB-4 scores (p < .001) in the prediction of advanced HF and cirrhosis. In the HBV validation dataset, for classification between early and advanced HF, the area under receiver operating characteristic curves (AUROC) of GB model was 0.918, while FIB-4 was 0.841; for classification between non-cirrhosis and cirrhosis, GB showed AUROC of 0.871, while FIB-4 was 0.830. Additionally, GB-based prediction demonstrated good classification capacity on two HCV datasets while higher cutoffs for both GB and FIB-4 scores were required to achieve comparable specificity and sensitivity. Using the same parameters as FIB-4, the GB-based prediction system demonstrated steady improvements relative to FIB-4 in HBV and HCV cohorts with different cutoff values required in different etiological groups. A user-friendly web tool, LiveBoost, makes our prediction models freely accessible for further clinical studies and applications.
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Affiliation(s)
- Runmin Wei
- University of Hawaii Cancer Center, Honolulu, HI, USA; Department of Molecular Biosciences and Bioengineering, University of Hawaii at Manoa, Honolulu, HI, USA
| | - Jingye Wang
- University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Xiaoning Wang
- E-Institute of Shanghai Municipal Education Committee, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China; Key Laboratory of Liver and Kidney Diseases (Ministry of Education), Institute of Liver Diseases, Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201204, China
| | - Guoxiang Xie
- University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Yixing Wang
- E-Institute of Shanghai Municipal Education Committee, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China; Key Laboratory of Liver and Kidney Diseases (Ministry of Education), Institute of Liver Diseases, Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201204, China
| | - Hua Zhang
- E-Institute of Shanghai Municipal Education Committee, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China; Key Laboratory of Liver and Kidney Diseases (Ministry of Education), Institute of Liver Diseases, Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201204, China
| | - Cheng-Yuan Peng
- School of Medicine, China Medical University, Taichung, Taiwan; Division of Hepatogastroenterology, Department of Internal Medicine, China Medical University Hospital, Taichung, Taiwan
| | | | - Sandi Kwee
- University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Ping Liu
- E-Institute of Shanghai Municipal Education Committee, Shanghai University of Traditional Chinese Medicine, Shanghai 201203, China; Key Laboratory of Liver and Kidney Diseases (Ministry of Education), Institute of Liver Diseases, Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai 201204, China.
| | - Wei Jia
- University of Hawaii Cancer Center, Honolulu, HI, USA.
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Su TH, Liao CH, Liu CH, Huang KW, Tseng TC, Yang HC, Liu CJ, Chen PJ, Chen DS, Kao JH. Acoustic Radiation Force Impulse US Imaging: Liver Stiffness in Patients with Chronic Hepatitis B with and without Antiviral Therapy. Radiology 2018; 288:293-299. [PMID: 29584594 DOI: 10.1148/radiol.2018171116] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
Purpose To investigate the clinical utility and longitudinal change of acoustic radiation force impulse (ARFI) ultrasonographic (US) imaging in patients with chronic hepatitis B. Materials and Methods A retrospective cohort study of patients with chronic hepatitis B who underwent serial ARFI examinations in a tertiary referral center in Taiwan between 2012 and 2016 was conducted. The clinical information and noninvasive liver stiffness measurement tests (ARFI, Fibrosis-4 index [FIB-4], and FibroScan) were collected. Serial ARFI measurements were compared in patients without antiviral therapy (nontreatment group) and during antiviral therapy (treatment group). The linear mixed-effects model with random coefficients was used to compare longitudinal repeated measurements. Results A total of 559 patients undergoing serial ARFI examinations were included. The ARFI value correlated with FIB-4 (correlation coefficient = 0.55, P < .001) and FibroScan (correlation coefficient = 0.69, P < .001) results. There were 314 patients with five or more ARFI measurements in more than 3 years of follow-up. The ARFI value remained unchanged in the nontreatment group (n = 189, from 1.11 to 1.11 m/sec, time trend P = .911). However, the ARFI value declined significantly in the treatment group (n = 125, from 1.63 to 1.37 m/sec, time trend P < .001), both in patients with cirrhosis (n = 51, from 2.15 to 1.75 m/sec, time trend P < .001) and in those without (n = 74, from 1.27 to 1.11 m/sec, time trend P < .001). Conclusion ARFI US imaging is an important clinical noninvasive test for liver stiffness measurement and can be used for serial measurements in the management of chronic hepatitis B. Antiviral therapy significantly reduces liver stiffness during longitudinal follow-up.
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Affiliation(s)
- Tung-Hung Su
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Chun-Hsun Liao
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Chen-Hua Liu
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Kai-Wen Huang
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Tai-Chung Tseng
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Hung-Chih Yang
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Chun-Jen Liu
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Pei-Jer Chen
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Ding-Shinn Chen
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
| | - Jia-Horng Kao
- From the Division of Gastroenterology and Hepatology, Department of Internal Medicine (T.H.S., Chen-Hua Liu, T.C.T., H.C.Y., C.J.L., P.J.C., D.S.C., J.H.K.), Hepatitis Research Center (T.H.S., Chen-Hua Liu, K.W.H., T.C.T., C.J.L., P.J.C., D.S.C., J.H.K.), Department of Surgery (K.W.H.), and Department of Medical Research (P.J.C., J.H.K.), National Taiwan University Hospital, Taipei, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Jin-shan Branch, New Taipei City, Taiwan (T.C.T.); School of Medicine, National Taiwan University, Taipei, Taiwan (Chun-Hsun Liao); and Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, 1 Chang-Te Street, Taipei 10048, Taiwan (C.J.L., P.J.C., D.S.C., J.H.K.)
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Kennedy P, Wagner M, Castéra L, Hong CW, Johnson CL, Sirlin CB, Taouli B. Quantitative Elastography Methods in Liver Disease: Current Evidence and Future Directions. Radiology 2018; 286:738-763. [PMID: 29461949 DOI: 10.1148/radiol.2018170601] [Citation(s) in RCA: 188] [Impact Index Per Article: 26.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Chronic liver diseases often result in the development of liver fibrosis and ultimately, cirrhosis. Treatment strategies and prognosis differ greatly depending on the severity of liver fibrosis, thus liver fibrosis staging is clinically relevant. Traditionally, liver biopsy has been the method of choice for fibrosis evaluation. Because of liver biopsy limitations, noninvasive methods have become a key research interest in the field. Elastography enables the noninvasive measurement of tissue mechanical properties through observation of shear-wave propagation in the tissue of interest. Increasing fibrosis stage is associated with increased liver stiffness, providing a discriminatory feature that can be exploited by elastographic methods. Ultrasonographic (US) and magnetic resonance (MR) imaging elastographic methods are commercially available, each with their respective strengths and limitations. Here, the authors review the technical basis, acquisition techniques, and results and limitations of US- and MR-based elastography techniques. Diagnostic performance in the most common etiologies of chronic liver disease will be presented. Reliability, reproducibility, failure rate, and emerging advances will be discussed. © RSNA, 2018 Online supplemental material is available for this article.
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Affiliation(s)
- Paul Kennedy
- From the Translational and Molecular Imaging Institute (P.K., B.T.) and Department of Radiology (B.T.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York, NY 10029; Department of Radiology, Sorbonne Universités, UPMC, Hôpital Pitié-Salpêtrière, Assistance Publique-Hôpitaux de Paris, Paris, France (M.W.); Department of Hepatology, University Paris-VII, Hôpital Beaujon, Clichy, France (L.C.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.W.H., C.B.S.); Department of Biomedical Engineering, University of Delaware, Newark, Del (C.L.J.)
| | - Mathilde Wagner
- From the Translational and Molecular Imaging Institute (P.K., B.T.) and Department of Radiology (B.T.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York, NY 10029; Department of Radiology, Sorbonne Universités, UPMC, Hôpital Pitié-Salpêtrière, Assistance Publique-Hôpitaux de Paris, Paris, France (M.W.); Department of Hepatology, University Paris-VII, Hôpital Beaujon, Clichy, France (L.C.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.W.H., C.B.S.); Department of Biomedical Engineering, University of Delaware, Newark, Del (C.L.J.)
| | - Laurent Castéra
- From the Translational and Molecular Imaging Institute (P.K., B.T.) and Department of Radiology (B.T.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York, NY 10029; Department of Radiology, Sorbonne Universités, UPMC, Hôpital Pitié-Salpêtrière, Assistance Publique-Hôpitaux de Paris, Paris, France (M.W.); Department of Hepatology, University Paris-VII, Hôpital Beaujon, Clichy, France (L.C.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.W.H., C.B.S.); Department of Biomedical Engineering, University of Delaware, Newark, Del (C.L.J.)
| | - Cheng William Hong
- From the Translational and Molecular Imaging Institute (P.K., B.T.) and Department of Radiology (B.T.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York, NY 10029; Department of Radiology, Sorbonne Universités, UPMC, Hôpital Pitié-Salpêtrière, Assistance Publique-Hôpitaux de Paris, Paris, France (M.W.); Department of Hepatology, University Paris-VII, Hôpital Beaujon, Clichy, France (L.C.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.W.H., C.B.S.); Department of Biomedical Engineering, University of Delaware, Newark, Del (C.L.J.)
| | - Curtis L Johnson
- From the Translational and Molecular Imaging Institute (P.K., B.T.) and Department of Radiology (B.T.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York, NY 10029; Department of Radiology, Sorbonne Universités, UPMC, Hôpital Pitié-Salpêtrière, Assistance Publique-Hôpitaux de Paris, Paris, France (M.W.); Department of Hepatology, University Paris-VII, Hôpital Beaujon, Clichy, France (L.C.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.W.H., C.B.S.); Department of Biomedical Engineering, University of Delaware, Newark, Del (C.L.J.)
| | - Claude B Sirlin
- From the Translational and Molecular Imaging Institute (P.K., B.T.) and Department of Radiology (B.T.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York, NY 10029; Department of Radiology, Sorbonne Universités, UPMC, Hôpital Pitié-Salpêtrière, Assistance Publique-Hôpitaux de Paris, Paris, France (M.W.); Department of Hepatology, University Paris-VII, Hôpital Beaujon, Clichy, France (L.C.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.W.H., C.B.S.); Department of Biomedical Engineering, University of Delaware, Newark, Del (C.L.J.)
| | - Bachir Taouli
- From the Translational and Molecular Imaging Institute (P.K., B.T.) and Department of Radiology (B.T.), Icahn School of Medicine at Mount Sinai, 1470 Madison Ave, New York, NY 10029; Department of Radiology, Sorbonne Universités, UPMC, Hôpital Pitié-Salpêtrière, Assistance Publique-Hôpitaux de Paris, Paris, France (M.W.); Department of Hepatology, University Paris-VII, Hôpital Beaujon, Clichy, France (L.C.); Liver Imaging Group, Department of Radiology, University of California-San Diego, San Diego, Calif (C.W.H., C.B.S.); Department of Biomedical Engineering, University of Delaware, Newark, Del (C.L.J.)
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14
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Lee CH, Wan YL, Hsu TH, Huang SF, Yu MC, Lee WC, Tsui PH, Chen YC, Lin CY, Tai DI. Interpretation US Elastography in Chronic Hepatitis B with or without Anti-HBV Therapy. APPLIED SCIENCES 2017; 7:1164. [DOI: 10.3390/app7111164] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Inflammation has significant impacts on liver fibrosis measurement by ultrasound elastography. The interpretation requires further optimization in patients with or without anti-viral therapy. We prospectively enrolled a consecutive series of patients with chronic hepatitis B who received liver histology analysis and acoustic radiation force impulse (ARFI). 146 patients who underwent liver biopsy (50.9%) or tumor resection (49.1%) were enrolled. 34 patients (23.3%) had been receiving anti-hepatitis B therapy of various duration. The areas under the receiver-operating characteristic (AUROC) for the diagnosis of Metavir F4 by mean ARFI was 0.820 in the non-treatment group and 0.796 in the treatment group. The ARFI tended to be not lower (100%) than the corresponding Metavir grading in patients with treatment within 12 months, equal (75%) from 13 to 31 months, and lower (71.4%) after 32 months. We conclude that ARFI is a reliable tool for measurement of liver fibrosis in chronic hepatitis B patients with ALT (alanine aminotransferase) <5x the upper limit of normal. For those patients under anti-HBV therapy, the optimal timing for ARFI analysis will be over 1–2.5 years of nucleos(t)ide analogue therapy. The ARFI measurement after 2.5 years tends to be lower than the corresponding histology grading.
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Affiliation(s)
- Cheng-Han Lee
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taipei 105, Taiwan
| | - Yung-Liang Wan
- Department of Medical imaging and Intervention, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
- Department of Medical imaging and Radiological Sciences, College of Medicine, Institute for Radiological Research, Chang Gung University, Taoyuan 333, Taiwan
| | - Tse-Hwa Hsu
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taipei 105, Taiwan
| | - Shiu-Feng Huang
- Division of Molecular and Genomic Medicine, National Health Research Institute, Taipei 115, Taiwan
| | - Ming-Chin Yu
- Department of General Surgery, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
| | - Wei-Chen Lee
- Department of Liver and Transplantation Surgery, Chang Gung Memorial Hospital, Taoyuan 333, Taiwan
| | - Po-Hsiang Tsui
- Department of Medical imaging and Radiological Sciences, College of Medicine, Institute for Radiological Research, Chang Gung University, Taoyuan 333, Taiwan
| | - Yi-Cheng Chen
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taipei 105, Taiwan
| | - Chun-Yen Lin
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taipei 105, Taiwan
| | - Dar-In Tai
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Taipei 105, Taiwan
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15
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Parikh P, Ryan JD, Tsochatzis EA. Fibrosis assessment in patients with chronic hepatitis B virus (HBV) infection. ANNALS OF TRANSLATIONAL MEDICINE 2017; 5:40. [PMID: 28251119 DOI: 10.21037/atm.2017.01.28] [Citation(s) in RCA: 70] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Chronic hepatitis B virus (HBV) infection is a major cause of liver morbidity and mortality worldwide. While a proportion of the 250 million individuals chronically infected with HBV will not come to significant harm or require therapy, many others risk developing complications of the end-stage liver disease such as decompensated cirrhosis and hepatocellular carcinoma (HCC), without intervention. Due to the complex natural history of HBV infection, patients require an expert assessment to interpret biochemistry, viral serology and appropriately stage the disease, and to initiate monitoring and/or therapy where indicated. The detection and quantification of liver fibrosis is a key factor for disease management and prognostication for an individual with HBV. The reliance on invasive liver biopsy to stage disease is diminishing with the advent of robust non-invasive blood- and imaging-based algorithms which can reliably stage disease in many cases. These tests are now incorporated into International guidelines for HBV management and relied upon daily to inform clinical judgement. Both blood- and imaging-based approaches have advantages over liver biopsy, including minimal risks, lower cost, better patient acceptance and speed of results, while disadvantages include lower diagnostic accuracy in intermediate disease stages and variability with co-existing hepatic inflammation or steatosis. This review outlines the methods of fibrosis assessment in chronic HBV infection and focuses on the most commonly used blood- and imaging-based non-invasive tests, reviewing their diagnostic performance and applicability to patient care.
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Affiliation(s)
- Pathik Parikh
- UCL Institute for Liver and Digestive Health and Sheila Sherlock Liver Unit, Royal Free Hospital and UCL, London, UK
| | - John D Ryan
- UCL Institute for Liver and Digestive Health and Sheila Sherlock Liver Unit, Royal Free Hospital and UCL, London, UK
| | - Emmanuel A Tsochatzis
- UCL Institute for Liver and Digestive Health and Sheila Sherlock Liver Unit, Royal Free Hospital and UCL, London, UK
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Chien J, Liu J, Lee MH, Jen CL, Batrla-Utermann R, Lu SN, Wang LY, You SL, Yang HI, Chen CJ. Risk and predictors of hepatocellular carcinoma for chronic hepatitis B patients with newly developed cirrhosis. J Gastroenterol Hepatol 2016; 31:1971-1977. [PMID: 27118149 DOI: 10.1111/jgh.13422] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/16/2016] [Indexed: 12/13/2022]
Abstract
BACKGROUND AND AIMS Most studies on risk predictors of hepatocellular carcinoma (HCC) among cirrhotic chronic hepatitis B patients do not confirm the date at cirrhosis diagnosis. We examined HCC risk and predictors in chronic hepatitis B patients with newly diagnosed cirrhosis. METHODS 4155 HBsAg seropositive participants were followed every 6-12 months with seromarker testing. Cirrhosis was ascertained through abdominal ultrasonography and computerized linkage with national health insurance profiles. Predictors included in Cox proportional hazards models were age, HBeAg serostatus, serum levels of HBsAg, alanine aminotransferase (ALT), alpha-fetoprotein (AFP), and ALDH2 rs671 genotypes. RESULTS A total of 301 patients developed cirrhosis, 76 of whom later developed HCC after 2462 person-years, showing an average annual incidence of 3.1%. The 15-year cumulative HCC risk among cirrhotics was 39.8% with a lifetime (30-80 years old) HCC risk of 78.5%. The adjusted HR's (95% CI, P-value) were 14.26 (3.17-64.08, P = 0.0005) for age at cirrhosis diagnosis of ≥60 years (vs 30-39 years), 2.85 (1.49-5.46, P = 0.0015) for HBeAg seropositivity (vs HBeAg seronegativity with HBsAg levels <1000 IU/mL), 0.35 (0.20-0.59, P < 0.0001) for AA/AG genotypes of rs671 (vs GG genotype), 3.68 (1.70-7.99, P = 0.0010) for ALT levels >45 U/L (vs <15 U/L), 3.52 (1.78-6.93, P = 0.0003) for AFP levels >20 ng/mL (vs <10 ng/mL), and 2.64 (1.38-5.07, P = 0.0035) for HBsAg levels ≥1000 IU/mL (vs <1000 IU/mL among HBeAg seronegatives). CONCLUSIONS Older age, GG genotype of ALDH2 rs671, HBeAg seropositivity, and elevated serum levels of ALT, AFP, and HBsAg at cirrhosis diagnosis were HCC risk predictors in cirrhotic chronic hepatitis B patients.
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Affiliation(s)
- Justin Chien
- Department of Epidemiology, UCLA Fielding School of Public Health, Los Angeles, California, USA
| | - Jessica Liu
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | - Mei-Hsuan Lee
- Institute of Clinical Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Chin-Lan Jen
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | | | - Sheng-Nan Lu
- Department of Gastroenterology, Chang-Gung Memorial Hospital, Kaohsiung, Taiwan
| | - Li-Yu Wang
- MacKay Medical College, New Taipei City, Taiwan
| | - San-Lin You
- Department of Public Health, College of Medicine, Catholic Fu-Jen University, New Taipei City, Taiwan
| | - Hwai-I Yang
- Genomics Research Center, Academia Sinica, Taipei, Taiwan
| | - Chien-Jen Chen
- Genomics Research Center, Academia Sinica, Taipei, Taiwan.,Graduate Institute of Epidemiology and Preventative Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan
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17
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Zopf S, Rösch L, Konturek PC, Goertz RS, Neurath MF, Strobel D. Low Pretreatment Acoustic Radiation Force Impulse Imaging (ARFI) Values Predict Sustained Virological Response in Antiviral Hepatitis C Virus (HCV) Therapy. Med Sci Monit 2016; 22:3500-3505. [PMID: 27690214 PMCID: PMC5051551 DOI: 10.12659/msm.896344] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Background Non-invasive procedures such as acoustic radiation force impulse imaging (ARFI) shear-wave elastography are currently used for the assessment of liver fibrosis. In the course of chronic hepatitis C, significant liver fibrosis or cirrhosis develops in approximately 25% of patients, which is a negative predictor of antiviral treatment response. Cirrhosis can be prevented by successful virus elimination. In this prospective study, a pretreatment ARFI cutoff value of 1.5 m/s was evaluated in relation to sustained virological response to anti-HCV therapy. Material/Methods In 23 patients with chronic hepatitis C, liver stiffness was examined with ARFI at defined times before and under antiviral triple therapy (peginterferon, ribavirin in combination with a first-generation protease inhibitor, and telaprevir or boceprevir). Patients were stratified into 2 groups based on pretreatment ARFI values (<1.5 m/s and ≥1.5 m/s) for the assessment of virological response. Results The liver stiffness at baseline for all patients was 1.57±0.79 m/s (ARFI median ± standard deviation; margin: 0.81 m/s to 3.45 m/s). At week 4 of triple therapy, patients with low pretreatment ARFI values had higher rates of HCV-RNA negativity (69% vs. 43%), reflecting an early rapid virological response (eRVR). Sustained virological response (SVR) was found in 75% (12/16) of patients with an ARFI value <1.5 m/s and only 57% (4/7) of patients with ARFI value ≥1.5 m/s. Conclusions Patients with chronic hepatitis C and pretreatment ARFI <1.5 m/s showed earlier virus elimination and better response to treatment.
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Affiliation(s)
- Steffen Zopf
- Medical Department 1, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Lara Rösch
- Medical Department 1, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Peter C Konturek
- Department of Internal Medicine 2, Thüringen Kliniken "Georgius Agricola, Saalfeld, Germany
| | - Ruediger S Goertz
- Medical Department 1, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Markus F Neurath
- Medical Department 1, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Deike Strobel
- Medical Department 1, University of Erlangen-Nuremberg, Erlangen, Germany
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18
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Bruno C, Minniti S, Bucci A, Pozzi Mucelli R. ARFI: from basic principles to clinical applications in diffuse chronic disease-a review. Insights Imaging 2016; 7:735-46. [PMID: 27553006 PMCID: PMC5028343 DOI: 10.1007/s13244-016-0514-5] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2016] [Revised: 07/05/2016] [Accepted: 07/19/2016] [Indexed: 12/11/2022] Open
Abstract
Abstract The many factors influencing the shear wave velocity (SWV) measured with Acoustic Radiation Force Impulse (ARFI) are examined in order to define the most correct examination technique. In particular, attention is given to the information achieved by experimental models, such as phantoms and animal studies. This review targets the clinical applications of ARFI in the evaluation of chronic diffuse disease, especially of liver and kidneys. The contribution of ARFI to the clinical workout of these patients and some possible perspectives are described. Teaching Points • Stiffness significantly varies among normal and abnormal biological tissues. • In clinical applications physical, geometrical, anatomical and physiological factors influence the SWV. • Elastographic techniques can quantify fibrosis, which is directly related to stiffness. • ARFI can be useful in chronic diffuse disease of liver and kidney.
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Affiliation(s)
- Costanza Bruno
- Department of Radiology, Verona University, P.le LA Scuro 10, 37134, Verona, Italy.
| | | | - Alessandra Bucci
- Department of Radiology, Verona University, P.le LA Scuro 10, 37134, Verona, Italy
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19
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Karagoz E, Ozturker C, Sivrioglu AK. Noninvasive Evaluation of Liver Fibrosis: Is Acoustic Radiation Force Impulse a Useful Tool for Evaluating Liver Fibrosis in Patients With Chronic Hepatitis B and C? JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2016; 35:668. [PMID: 26921091 DOI: 10.7863/ultra.15.12004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Affiliation(s)
- Ergenekon Karagoz
- Department of Infectious Diseases (E.K.), Department of Radiology (C.O.), GATA Haydarpasa Training Hospital, Istanbul, Turkey, Department of Radiology, Kasimpasa Military Hospital, Beyoglu/Istanbul, Turkey (A.K.S.)
| | - Coskun Ozturker
- Department of Infectious Diseases (E.K.), Department of Radiology (C.O.), GATA Haydarpasa Training Hospital, Istanbul, Turkey, Department of Radiology, Kasimpasa Military Hospital, Beyoglu/Istanbul, Turkey (A.K.S.)
| | - Ali Kemal Sivrioglu
- Department of Infectious Diseases (E.K.), Department of Radiology (C.O.), GATA Haydarpasa Training Hospital, Istanbul, Turkey, Department of Radiology, Kasimpasa Military Hospital, Beyoglu/Istanbul, Turkey (A.K.S.)
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20
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Affiliation(s)
- Dar-In Tai
- Department of Gastroenterology and Hepatology, Chang Gung Memorial Hospital, Linkou, Taiwan
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21
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Amarapurkar D, Amarapurkar A. Indications of Liver Biopsy in the Era of Noninvasive Assessment of Liver Fibrosis. J Clin Exp Hepatol 2015; 5:314-9. [PMID: 26900273 PMCID: PMC4723644 DOI: 10.1016/j.jceh.2015.08.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/30/2015] [Accepted: 08/24/2015] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Liver biopsy (LB) has been used as diagnostic modality in liver diseases (LD). Over last two decades, there has been remarkable improvement in understanding of natural history, molecular diagnostics of viral hepatitis, genetic of LD, and also limitations of LB. There is current trend in avoiding LB in the management of various LDs. AIM To determine utility of LB in clinical practice. MATERIAL AND METHODS In a prospective study, 2413 patients of LD were followed up, 219 (9%) were acute, and remaining 2194 (90.9%) were chronic LD. Patients were evaluated by biochemical parameters, virological studies, and imaging endoscopy as and when required. LB was performed in 176 (7.2%) patients when no conclusion could be drawn from the noninvasive workup. Patients with platelet count <50,000/cm(2), ascites, and overt bleeding were excluded. Patients with international normalization ratio (INR) more than 1.5 were not excluded. No prophylactic use of fresh frozen plasma and platelet transfusion was done. There was no major complication related to the procedure. Indications for LB were as follows: cryptogenic LD 38 cases, hepatitis B infection 35, suspected autoimmune hepatitis 30, mass lesion in the liver and lymphoma 29, evaluation of portal hypertension 15, elevated liver enzymes 11, hepatitis C infection 9, and drug-induced LD 4, and miscellaneous 5 cases which were primary biliary cholangitis, primary sclerosing cholangitis, cholestatic LD, sarcoidosis, and amyloidosis. RESULTS LB changed the diagnosis in 55 (31.2%). These were cryptogenic LD in 24 cases, portal hypertension 15, elevated liver enzymes 11, and 5 others. In remaining, LB confirmed clinical diagnosis and helped in making management decisions. CONCLUSION LB was required in 7.2% of patients with chronic LD. In 31.2% cases, LB changed the diagnosis. LB was a safe procedure even in presence of low platelet count and abnormal INR.
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Key Words
- AIH, autoimmune hepatitis
- APRI, aspartate transaminases to platelet ratio index
- CMV, cytomegalovirus
- EBV, Epstein bar virus
- HCC, hepatocellular carcinoma
- HEV, hepatitis E virus
- INCPH, idiopathic noncirrhotic portal hypertension
- LB, liver biopsy
- LD, liver disease
- NAFLD, nonalcoholic fatty liver disease
- NASH, nonalcoholic steatohepatitis
- NRH, nodular regenerative hyperplasia
- autoimmune hepatitis
- cryptogenic cirrhosis
- noncirrhotic portal hypertension
- steatohepatitis
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