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He R, Liu C, Grgurevic I, Guo Y, Xu H, Liu J, Liu Y, Wang X, Shi H, Madir A, Podrug K, Zhu Y, Hua Y, Wang K, Wen J, Su M, Zhang Q, Li J, Qi X. Validation of Baveno VII criteria for clinically significant portal hypertension by two-dimensional shear wave elastography. Hepatol Int 2024; 18:1020-1028. [PMID: 38740698 DOI: 10.1007/s12072-024-10657-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 02/02/2024] [Indexed: 05/16/2024]
Abstract
BACKGROUND The Baveno VII consensus proposed criteria for the non-invasively diagnosis of clinically significant portal hypertension (CSPH) in patients with compensated advanced chronic liver disease (cACLD). The performance of Baveno VII criteria for assessing CSPH by two-dimensional shear wave elastography (2D-SWE) had not been well validated. We aimed to validate the performance of Baveno VII criteria for rule-in and rule-out CSPH by 2D-SWE. METHOD This is an international multicenter study including cACLD patients from China and Croatia with paired liver stiffness measurement (LSM), spleen stiffness measurement (SSM) by 2D-SWE, and hepatic venous pressure gradient (HVPG) were included. CSPH was defined as HVPG ≥ 10 mmHg. RESULT A total of 146 patients with cACLD were enrolled, and finally 118 patients were included in the analysis. Among them, CSPH was documented in 79 (66.9%) patients. Applying the Baveno VII criteria for rule-out CSPH by 2D-SWE, [LSM ≤ 15 kPa and platelet count ≥ 150 × 109/L] OR SSM < 21 kPa, could exclude CSPH with sensitivity > 90% (93.5 or 98.7%) but negative predictive value < 90% (74.1 or 85.7%). Using the Baveno VII criteria for rule-in CSPH by 2D-SWE, LSM ≥ 25 kPa OR SSM ≥ 50 kPa, could diagnose CSPH with 100% specificity and 100% positive predictive values. CONCLUSION Baveno VII criteria by 2D-SWE showed a good diagnostic performance for ruling in but not for ruling out CSPH, which might become an emerging non-invasive elastography tool to select the patients who needed non-selective beta blocker therapy.
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Affiliation(s)
- Ruiling He
- Department of Ultrasound, Donggang Branch of the First Hospital of Lanzhou University, Lanzhou, China
- The First Clinical Medical College of Lanzhou University, Lanzhou, China
| | - Chuan Liu
- Center of Portal Hypertension, Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nurturing Center of Jiangsu Province for State Laboratory of AI Imaging & Interventional Radiology (Southeast University), Nanjing, China
- Basic Medicine Research and Innovation Center of Ministry of Education, Zhongda Hospital, Southeast University; State Key Laboratory of Digital Medical Engineering, Nanjing, China
| | - Ivica Grgurevic
- Department of Gastroenterology, Hepatology and Clinical Nutrition, School of Medicine and Faculty of Pharmacy and Biochemistry, University Hospital Dubrava, University of Zagreb, Zagreb, Croatia
| | - Ying Guo
- Department of Hepatology, The Third People's Hospital of Taiyuan, Taiyuan, China
| | - Huixiong Xu
- Department of Ultrasound, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jiacheng Liu
- Department of Infectious Diseases, Affiliated Hospital of Medical School, Nanjing Drum Tower Hospital, Nanjing University, Nanjing, China
| | - Yunfang Liu
- Department of Hepatology, The Third People's Hospital of Taiyuan, Taiyuan, China
| | - XiaoYan Wang
- Department of Hepatology, The Third People's Hospital of Taiyuan, Taiyuan, China
| | - Hongmei Shi
- Department of Ultrasound, The Third People's Hospital of Taiyuan, Taiyuan, China
| | - Anita Madir
- 4-University Hospital Dubrava, Zagreb, Croatia
| | - Kristian Podrug
- Department of Gastroenterology and Hepatology, University Hospital Center Split, Split, Croatia
| | - Yuli Zhu
- Department of Ultrasound, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yongli Hua
- Department of Hepatology, The Third People's Hospital of Taiyuan, Taiyuan, China
| | - Kun Wang
- Department of Hepatology, The Third People's Hospital of Taiyuan, Taiyuan, China
| | - Jing Wen
- Department of Hepatology, The Third People's Hospital of Taiyuan, Taiyuan, China
| | - Meiqin Su
- Department of Ultrasound, The Third People's Hospital of Taiyuan, Taiyuan, China
| | - Qun Zhang
- Department of Infectious Disease, Zhongda Hospital, Medical School, Southeast University, Nanjing, China
| | - Jie Li
- Department of Infectious Diseases, Affiliated Hospital of Medical School, Nanjing Drum Tower Hospital, Nanjing University, Nanjing, China.
| | - Xiaolong Qi
- The First Clinical Medical College of Lanzhou University, Lanzhou, China.
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Cetin T, Tokur O, Bozkurt HB, Aydin S, Memis KB, Kantarci M. Shear Wave Ultrasonographic Elastography in Pediatric Spleens and Its Role in Differential Diagnosis. Diagnostics (Basel) 2024; 14:1142. [PMID: 38893668 PMCID: PMC11171796 DOI: 10.3390/diagnostics14111142] [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: 04/29/2024] [Revised: 05/17/2024] [Accepted: 05/28/2024] [Indexed: 06/21/2024] Open
Abstract
Shear wave elastography (SWE) has become popular in clinical practice for many diseases. However, there is not adequate research on spleen-related diseases. This study aimed to investigate the potential of quantitative values obtained through SWE in evaluating spleen pathologies in the pediatric population and to demonstrate its performance to differentiate splenomegaly-related diseases. The research group retrospectively included children with pathological diagnoses related to the spleen from November 2016 to April 2021, and they were categorized into three groups, including portal hypertension (PH), benign lymphoid hyperplasia (BLH), and malignant infiltration (MI). Spleen sizes and parenchymal stiffness were also calculated for each group. Subsequently, mean spleen stiffness in each group was compared with normal values within the same age group. In total, 2781 children (1379 children for the study group; 1402 children for the control group) were enrolled in the study. The highest stiffness was observed in the PH group, which is statistically higher than others (p < 0.05). Although the mean spleen stiffness in the group with BLH was higher than the control and MI group, the difference was not statistically significant (p = 0.08). The mean stiffness in the group with MI was significantly lower than both the control group (p = 0.005) and PH (p = 0.01). In conclusion, using SWE in the differential diagnosis of etiologies causing splenomegaly could make an important contribution.
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Affiliation(s)
- Turkhun Cetin
- Department of Radiology, Erzincan University, Erzincan 24100, Turkey; (T.C.); (S.A.); (K.B.M.); (M.K.)
| | - Oguzhan Tokur
- Department of Radiology, Kutahya Health Sciences University, Kutahya 43020, Turkey
| | | | - Sonay Aydin
- Department of Radiology, Erzincan University, Erzincan 24100, Turkey; (T.C.); (S.A.); (K.B.M.); (M.K.)
| | - Kemal Bugra Memis
- Department of Radiology, Erzincan University, Erzincan 24100, Turkey; (T.C.); (S.A.); (K.B.M.); (M.K.)
| | - Mecit Kantarci
- Department of Radiology, Erzincan University, Erzincan 24100, Turkey; (T.C.); (S.A.); (K.B.M.); (M.K.)
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Du L, Deng H, Wu X, Liu F, Yin T, Zheng J. Relationship Between Spleen Pathologic Changes and Spleen Stiffness in Portal Hypertension Rat Model. ULTRASOUND IN MEDICINE & BIOLOGY 2024; 50:216-223. [PMID: 37919143 DOI: 10.1016/j.ultrasmedbio.2023.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 08/16/2023] [Accepted: 10/01/2023] [Indexed: 11/04/2023]
Abstract
OBJECTIVE The aim of the study described here was to explore the influence of splenic pathology and hemodynamic parameters on spleen stiffness in portal hypertension (PH). METHODS A Sprague‒Dawley rat model of PH (n = 34) induced by CCl4 was established, and 9 normal rats were used as controls. All animals underwent a routine ultrasound examination, spleen stiffness measurement (SSM), liver stiffness measurement (LSM), portal vein pressure (PVP) measurement and histopathologic assessment. The diagnostic performance of SSM and LSM in PH was evaluated. SSMs were compared among the groups at different pathologic and hemodynamic levels. Multiple linear regression was used to analyze the factors affecting SSM. RESULTS SSM had excellent diagnostic efficacy for PH (area under the receiver operating characteristic curve [AUC] = 0.900) and was superior to LSM (AUC = 0.794). In a rat model of PH, pathologic changes such as splenic sinus widening, thickening of the splenic capsule and an increase in collagen fibers were observed in the spleen. There were significant differences in SSM at different splenic capsule thicknesses and splenic sinus widths (all p values <0.05), but there were no significant differences in the SSM at different levels of the splenic collagen fiber area and red pulp area (all p values >0.05). In addition, there were significant differences in SSM at different levels of portal vein diameter, blood flow and congestion index (all p values <0.05). Multiple linear regression analysis revealed that PVP, portal vein congestion index and splenic capsule thickness were significantly associated with SSM. CONCLUSION SSM is a good non-invasive way to assess PH. PVP, splenic capsule thickness and portal vein congestion index are responsible for spleen stiffness but not the proliferation of splenic fibrous tissue.
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Affiliation(s)
- Lingyue Du
- Department of Second Affiliated Hospital, School of Medicine, Chinese University of Hong Kong, Shenzhen & Longgang District People's Hospital of Shenzhen, Shenzhen, China; Department of Ultrasound, Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Huan Deng
- Department of Ultrasound, Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Xiaoting Wu
- Department of Second Affiliated Hospital, School of Medicine, Chinese University of Hong Kong, Shenzhen & Longgang District People's Hospital of Shenzhen, Shenzhen, China
| | - Fan Liu
- Department of Second Affiliated Hospital, School of Medicine, Chinese University of Hong Kong, Shenzhen & Longgang District People's Hospital of Shenzhen, Shenzhen, China
| | - Tinghui Yin
- Department of Ultrasound, Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Jian Zheng
- Department of Second Affiliated Hospital, School of Medicine, Chinese University of Hong Kong, Shenzhen & Longgang District People's Hospital of Shenzhen, Shenzhen, China; Department of Ultrasound, Third Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China.
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Dong B, Lyu G, Wang H, Chen Y, Wei K. Use of Sound Touch Elastography and Sound Touch Quantification for the Noninvasive Evaluation of Portal Hypertension in a Rat Model. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2023; 42:1537-1547. [PMID: 36637111 DOI: 10.1002/jum.16172] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 12/16/2022] [Accepted: 12/20/2022] [Indexed: 06/17/2023]
Abstract
OBJECTIVES In this study, we used the recently developed ultrasound elastography techniques sound touch elastography (STE) and sound touch quantification (STQ) to quantify portal hypertension (PHT) severity in a rat model of carbon tetrachloride (CCl4 )-induced cirrhotic PHT. METHODS In total, 60 rats were used. Various degrees of PHT were established. Liver and spleen stiffness were measured by STE (L-STE and S-STE, respectively) and STQ (L-STQ and S-STQ, respectively). We measured portal pressure (PP) after ultrasonographic examination. The performance of the STE and STQ parameters in the identification of PHT was evaluated using receiver operating characteristic (ROC) analyses. RESULTS Liver and spleen stiffness measurements obtained with STE and STQ correlated positively with the PP (r = 0.566-0.882, all P < .001). The areas under ROC curves for L-STE, S-STE, L-STQ, and S-STQ values were 0.931 (95% confidence interval [CI], 0.847-1.000), 0.982 (95% CI, 0.956-1.000), 0.796 (95% CI, 0.680-0.912), and 0.925 (95% CI, 0.858-0.993), respectively, for PP ≥5 mmHg; 0.937 (95% CI, 0.865-1.000), 0.938 (95% CI, 0.864-1.000), 0.967 (95% CI, 0.923-1.000), and 0.960 (95% CI, 0.897-1.000), respectively, for PP ≥10 mmHg; and 0.954 (95% CI, 0.897-1.000), 0.790 (95% CI, 0.652-0.928), 0.808 (95% CI, 0.680-0.935), and 0.740 (95% CI, 0.595-0.885), respectively, for PP ≥12 mmHg. CONCLUSIONS STE and STQ are reliable noninvasive tools for the assessment of PHT severity, especially for PP ≥10 mmHg, in a rat model of CCl4 -induced cirrhotic PHT.
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Affiliation(s)
- Bingtian Dong
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Guorong Lyu
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Huaming Wang
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Yongjian Chen
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Kaipeng Wei
- Department of Pathology, The 910 Hospital, Quanzhou, China
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Zheng D, Zhou J, Qian L, Liu X, Chang C, Tang S, Zhang H, Zhou S. Biomimetic nanoparticles drive the mechanism understanding of shear-wave elasticity stiffness in triple negative breast cancers to predict clinical treatment. Bioact Mater 2023; 22:567-587. [DOI: 10.1016/j.bioactmat.2022.10.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 09/20/2022] [Accepted: 10/24/2022] [Indexed: 11/06/2022] Open
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Dong B, Chen Y, Chen Y, Wang H, Lyu G. Diagnostic accuracy of liver stiffness on two-dimensional shear wave elastography for detecting clinically significant portal hypertension: a meta-analysis. Expert Rev Med Devices 2023; 20:141-149. [PMID: 35549601 DOI: 10.1080/17434440.2022.2077642] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
PURPOSE Two-dimensional shear wave elastography (2D-SWE) has recently been proposed to detect clinically significant portal hypertension (CSPH), we aimed to perform a meta-analysis based on the published data to assess the diagnostic accuracy of 2D-SWE for detecting CSPH. METHOD Literature databases were searched up until 1 August 2021. The summary area under receiver operating characteristics curve (AUROC), the summary diagnostic odds ratio (DOR), and the summary sensitivity and specificity were used to examine the accuracy of 2D-SWE for evaluating CSPH. Heterogeneity was explored using meta-regression. RESULTS Finally 9 studies with 956 patients were included in this study for evaluation and meta-analysis. 2D-SWE showed good diagnostic performance for detecting CSPH with a summary sensitivity of 83% (95% confidence interval [CI]: 76%-88%) and summary specificity of 78% (95% CI: 65%-87%); the summary AUROC was 0.88 (95% CI: 0.84-0.90). Summary positive likelihood ratio (LR), negative LR, and DOR of 2D-SWE for detecting CSPH were 3.7 (95% CI: 2.4-5.9), 0.22 (95% CI: 0.16-0.30), and 17 (95% CI: 10-29), respectively. CONCLUSIONS 2D-SWE showed good performance in diagnosing CSPH and can be considered as an important and noninvasive adjunctive approach in the management of patients with CSPH.
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Affiliation(s)
- Bingtian Dong
- Department of Ultrasound, the Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China
| | - Yuping Chen
- Department of Endocrinology, the Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China
| | - Yongjian Chen
- Department of Ultrasound, the Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China
| | - Huaming Wang
- Department of Ultrasound, the Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China
| | - Guorong Lyu
- Department of Ultrasound, the Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian, China.,Department of Clinical Medicine, Quanzhou Medical College, Quanzhou, Fujian, China
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Zhang M, Niu X, Zhao D, Qi R, Qi X, Dong J, Liu Y, Bai X, Yu Q, Liu C, Cai J. Limited diagnostic value of liver stiffness for clinically significant portal hypertension in HBV-related cirrhosis. ABDOMINAL RADIOLOGY (NEW YORK) 2022; 47:3712-3723. [PMID: 35943516 DOI: 10.1007/s00261-022-03632-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Revised: 07/18/2022] [Accepted: 07/19/2022] [Indexed: 01/18/2023]
Abstract
PURPOSE Hepatic venous pressure gradient (HVPG) is the gold standard for portal pressure in cirrhosis, but most previous studies focused on the diagnostic value of clinically significant portal hypertension (CSPH) based on the correlation between liver stiffness (LS) and HVPG in hepatitis C virus (HCV) patients and alcoholic liver. Therefore, it is necessary to clarify the diagnostic value of LS for CSPH and the correlation with HVPG in hepatitis B virus (HBV) patients. METHODS A total of 137 patients from the Fifth Medical Center of PLA General Hospital were divided into HBV group and non-HBV group according to etiology. Correlation analysis and ROC were used to analyze the correlation between LS and HVPG and the diagnostic value of CSPH. RESULTS There was a good correlation between LS and HVPG in the total cohort and non-HBV cohort (r = 0.398, P < 0.001; r = 0.575, P < 0.001, respectively). However, the correlation between LS and HVPG was acceptable in the HBV cohort (r = 0.316, P = 0.002). When adjustment for age, MELD score, and INR, the result was still the same. Similar results were observed in the prediction for CSPH. LS showed good diagnostic value for CSPH in the total cohort and non-HBV cohort (AUC = 0.732, AUC = 0.829, respectively). However, it performed poorly in the HBV cohort (AUC = 0.689). CONCLUSION The etiology of HBV might affect the diagnostic performance of LS for predicting CSPH.
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Affiliation(s)
- Mengmeng Zhang
- Department of Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Xiaoxia Niu
- Senior Department of Hepatology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Di Zhao
- Senior Department of Hepatology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Ruping Qi
- Department of Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Xuexin Qi
- Department of Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Jinghui Dong
- Department of Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Yuan Liu
- Department of Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Xu Bai
- Department of Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Qiang Yu
- Department of Interventional Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Changchun Liu
- Department of Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China.
| | - Jianming Cai
- Department of Radiology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China.
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Zhang M, Jin H, Cao J, Ren R, Jia M, Yang Y, Li X, Chen M, Li S, Huang L, Ling W. Application of Ultrasound Elastography in Assessing Portal Hypertension. Diagnostics (Basel) 2022; 12:2373. [PMID: 36292062 PMCID: PMC9599976 DOI: 10.3390/diagnostics12102373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 09/24/2022] [Accepted: 09/26/2022] [Indexed: 12/01/2022] Open
Abstract
Portal hypertension is a common manifestation in late-to-end-stage liver diseases and can cause severe complications such as ascites, hepatic encephalopathy, etc. However, an early diagnosis of portal hypertension is often difficult as it can be asymptomatic. Though the gold standard to diagnose portal hypertension is hepatic vein catheterization, ultrasound elastography is regarded as a noninvasive alternative that can be used to accurately predict portal hypertension and a few further complications such as gastro-esophageal varices. Since ultrasound elastography is available in most medical centers, and is cheaper and noninvasive, studying its function in predicting portal hypertension is of paramount importance. Therefore, this review generalized the results of recently published articles in order to establish the indicators that were related to diagnostic and prediction efficiency. Our study found that various technologies of ultrasound elastography could be used to predict portal hypertension with satisfactory diagnostic sensitivity, specificity, accuracy, and AUC. Meanwhile, we also recognized similar diagnostic efficiency of ultrasound elastography in gastro-esophageal varices.
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Affiliation(s)
- Man Zhang
- West China School of Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Hongyu Jin
- West China School of Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
- Department of Liver Surgery & Liver Transplantation, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University and Collaborative Innovation Center of Biotherapy, Chengdu 610041, China
| | - Jiazhi Cao
- Department of Ultrasound, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Ruyu Ren
- West China School of Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Menglu Jia
- West China School of Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yi Yang
- West China School of Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Xinyi Li
- Department of Geriatrics, Peking University Health Science Center, Beijing 100191, China
| | - Ming Chen
- West China School of Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Shen Li
- West China School of Medicine, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Libin Huang
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Wenwu Ling
- Department of Ultrasound, West China Hospital, Sichuan University, Chengdu 610041, China
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Liver and spleen stiffness as assessed by vibration controlled transient elastography for diagnosing clinically significant portal hypertension in comparison with other elastography‐based techniques in adults with chronic liver disease. Cochrane Database Syst Rev 2022; 2022:CD015415. [PMCID: PMC9400388 DOI: 10.1002/14651858.cd015415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
This is a protocol for a Cochrane Review (diagnostic). The objectives are as follows: To assess the diagnostic accuracy of liver stiffness and spleen stiffness, as well as their combination, as measured by vibration‐controlled transient elastography (VCTE) in the detection of clinically significant portal hypertension (CSPH) in adults with chronic liver disease. We will regard a combination of tests as positive when at least one is positive. To compare the diagnostic accuracy of individual tests (liver and spleen stiffness by VCTE) directly and versus the combination of both tests (liver and spleen stiffness by VCTE considered positive when at least one test is positive) in detecting CSPH. To assess the diagnostic accuracy of liver stiffness and spleen stiffness, as well as their combination, as measured by other elastography techniques (two‐dimensional shear wave elastography (2D‐SWE), point shear wave elastography (pSWE), and magnetic resonance elastography (MRE)) in the detection of CSPH in adults with chronic liver disease. We will regard a combination of tests as positive when at least one is positive. To compare the diagnostic accuracy of liver stiffness and spleen stiffness by VCTE with other techniques (2D‐SWE, pSWE, MRE) in the detection of CSPH in adults with chronic liver disease.
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Hai Y, Chong W, Eisenbrey JR, Forsberg F. Network Meta-Analysis: Noninvasive Imaging Modalities for Identifying Clinically Significant Portal Hypertension. Dig Dis Sci 2022; 67:3313-3326. [PMID: 34275089 PMCID: PMC8761784 DOI: 10.1007/s10620-021-07168-y] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 07/07/2021] [Indexed: 12/16/2022]
Abstract
BACKGROUND Although measurement of the hepatic venous pressure gradient (HVPG) is the current reference standard for obtaining portal venous pressures, several noninvasive imaging-based modalities have been proposed as alternatives. AIMS We performed a systematic review and meta-analysis to compare the diagnostic accuracy of noninvasive imaging approaches for identifying clinically significant portal hypertension (CSPH). METHODS Two independent reviewers conducted a literature search of PubMed, SCOPUS, and the Cochrane Library from inception until January 5, 2021. The following imaging modalities were compared to HVPG: computed tomography (CT), magnetic resonance imaging (MRI), magnetic resonance elastography, ultrasound, transient elastography (TE), shear wave elastography (SWE), acoustic radiation force impulse (ARFI) imaging, contrast-enhanced ultrasound (CEUS), and subharmonic-aided pressure estimation (SHAPE). Sensitivity, specificity, diagnostic odds ratio (DOR), and area under the curve (AUC) for summary receiver operating characteristic were calculated using both frequentist random effects and Bayesian network meta-analytic approaches. RESULTS We analyzed 45 studies of 5678 patients. A broad overlapping confidence interval (CI) of DOR was observed among different imaging modalities: ARFI (30.5; 95% CI 12.7-73.3), CEUS and SHAPE (21.1; 95% CI 6.4-69.8), TE of liver stiffness (21.1; 95% CI 13.3-33.5), CT and MRI (13.7; 95% CI 7.40-25.4), SWE of liver stiffness (10.5; 95% CI 5.2-21.1), and ultrasound (9.5; 95% CI 4.9-18.4). The AUC of all imaging methods exceeded 0.8, indicating very good performance. At a cutoff of 80% specificity, TE, CEUS, and SHAPE exceeded 80% sensitivity. CONCLUSION Overall, noninvasive imaging modalities perform well for identifying CSPH. Clinicians should consider these noninvasive and cost-efficient tests when diagnosing CSPH.
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Affiliation(s)
- Yang Hai
- Department of Radiology, Thomas Jefferson University, 132 South 10th Street, Suite 763 H, Main Building, Philadelphia, PA, 19107, USA
| | - Weelic Chong
- Department of Radiology, Thomas Jefferson University, 132 South 10th Street, Suite 763 H, Main Building, Philadelphia, PA, 19107, USA
| | - John R Eisenbrey
- Department of Radiology, Thomas Jefferson University, 132 South 10th Street, Suite 763 H, Main Building, Philadelphia, PA, 19107, USA
| | - Flemming Forsberg
- Department of Radiology, Thomas Jefferson University, 132 South 10th Street, Suite 763 H, Main Building, Philadelphia, PA, 19107, USA.
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Kennedy P, Stocker D, Carbonell G, Said D, Bane O, Hectors S, Abboud G, Cuevas J, Bolster BD, Friedman SL, Lewis S, Schiano T, Bhattacharya D, Fischman A, Thung S, Taouli B. MR elastography outperforms shear wave elastography for the diagnosis of clinically significant portal hypertension. Eur Radiol 2022; 32:8339-8349. [PMID: 35727321 PMCID: PMC10149092 DOI: 10.1007/s00330-022-08935-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 05/11/2022] [Accepted: 05/30/2022] [Indexed: 11/04/2022]
Abstract
OBJECTIVES Portal hypertension (PH) is associated with complications such as ascites and esophageal varices and is typically diagnosed through invasive hepatic venous pressure gradient (HVPG) measurement, which is not widely available. In this study, we aim to assess the diagnostic performance of 2D/3D MR elastography (MRE) and shear wave elastography (SWE) measures of liver and spleen stiffness (LS and SS) and spleen volume, to noninvasively diagnose clinically significant portal hypertension (CSPH) using HVPG measurement as the reference. METHODS In this prospective study, patients with liver disease underwent 2D/3D MRE and SWE of the liver and spleen, as well as HVPG measurement. The correlation between MRE/SWE measures of LS/SS and spleen volume with HVPG was assessed. ROC analysis was used to determine the utility of MRE, SWE, and spleen volume for diagnosing CSPH. RESULTS Thirty-six patients (M/F 22/14, mean age 55 ± 14 years) were included. Of the evaluated parameters, 3D MRE SS had the strongest correlation with HVPG (r = 0.686, p < 0.001), followed by 2D MRE SS (r = 0.476, p = 0.004). 3D MRE SS displayed the best performance for diagnosis of CSPH (AUC = 0.911) followed by 2D MRE SS (AUC = 0.845) and 3D MRE LS (AUC = 0.804). SWE SS showed poor performance for diagnosis of CSPH (AUC = 0.583) while spleen volume was a fair predictor (AUC = 0.738). 3D MRE SS was significantly superior to SWE LS/SS (p ≤ 0.021) for the diagnosis of CSPH. CONCLUSION SS measured with 3D MRE outperforms SWE for the diagnosis of CSPH. SS appears to be a useful biomarker for assessing PH severity. These results need further validation. KEY POINTS • Spleen stiffness measured with 2D and 3D MR elastography correlates significantly with hepatic venous pressure gradient measurement. • Spleen stiffness measured with 3D MR elastography demonstrates excellent performance for the diagnosis of clinically significant portal hypertension (AUC 0.911). • Spleen stiffness measured with 3D MR elastography outperforms liver and spleen stiffness measured with shear wave elastography for diagnosis of clinically significant portal hypertension.
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Affiliation(s)
- Paul Kennedy
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Daniel Stocker
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, Zurich, Switzerland
| | - Guillermo Carbonell
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Radiology, Universidad de Murcia, Murcia, Spain
| | - Daniela Said
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Radiology, Universidad de los Andes, Santiago, Chile
| | - Octavia Bane
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Stefanie Hectors
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Ghadi Abboud
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jordan Cuevas
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | | | - Scott L Friedman
- Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sara Lewis
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Thomas Schiano
- Recanati/Miller Transplantation Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Dipankar Bhattacharya
- Division of Liver Diseases, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Aaron Fischman
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Swan Thung
- Department of Pathology, Molecular and Cell Based Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Bachir Taouli
- BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. .,Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, NY, USA. .,Department of Diagnostic, Molecular and Interventional Radiology, BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, 1470 Madison Avenue, New York, NY, 10029, USA.
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12
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Chen Y, Li J, Zhou Q, Lyu G, Li S. Detection of liver and spleen stiffness in rats with portal hypertension by two-dimensional shear wave elastography. BMC Med Imaging 2022; 22:68. [PMID: 35418033 PMCID: PMC9006581 DOI: 10.1186/s12880-022-00786-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 03/28/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The measurement of liver stiffness (LS) and spleen stiffness (SS) based on ultrasound elastography can be used for non-invasive assessment of portal hypertension (PH). However, there are few studies on the corresponding mechanism of increased spleen stiffness. Our aim was to use two-dimensional shear wave elastrography (2D-SWE) to evaluate the relationship between LS and SS and the severity of PH in rats. And explore the mechanism of the increase of LS and SS in PH. METHODS Sixty male Sprague-Dawley rats were randomly divided into portal hypertension (PH group, n = 45) and normal control (NC group, n = 15). At 12 weeks, LS and SS was detected by 2D-SWE in vivo. Related hemodynamic parameters and portal vein pressure (PVP) was measured. Spleen and liver 2D-SWE detection was performed again after sacrifice. Pathological changes were observed. RESULTS The SS and LS were increased in PH group (P < 0.05). The SS decreased after sacrifice, and what's more the magnitude of SS decline significantly higher in PH group than in NC group (P < 0.05). The correlation between SS and PVP is stronger than LS (r = 0.624, P < 0.001). SS has positive correlation with indexes of hyperdynamic circulation, but LS was weakly. The correlation between SS and the pathological grade (r = 0.633, P < 0.001) was lower than that in LS (r = 0.905, P < 0.001). Multiple linear regression analysis revealed that SS, portal vein inner diameter (PVD) and splenic vein blood flow velocity (SVV) were significantly associated with PH. CONCLUSIONS Spleen and liver measurement by 2D-SWE may be helpful in evaluating PVP. The correlation between SS and PVP is stronger than LS in rats measured by 2D-SWE. Hemodynamic circulation are important in the elevation of SS with portal hypertension. Pathological changes also have a degree of influence, but have more significance for the elevation of LS. SS may be a more effective noninvasive predictor of PH than LS.
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Affiliation(s)
- YongJian Chen
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, No. 34 North Zhongshan Road, Licheng District, , Quanzhou, 362000, Fujian, China
| | - JingYun Li
- Maternal and Child Health Service Application Technology Collaborative Innovation Center, Quanzhou Medical College, Quanzhou, Fujian, China
| | - Qin Zhou
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, No. 34 North Zhongshan Road, Licheng District, , Quanzhou, 362000, Fujian, China
| | - GuoRong Lyu
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, No. 34 North Zhongshan Road, Licheng District, , Quanzhou, 362000, Fujian, China. .,Maternal and Child Health Service Application Technology Collaborative Innovation Center, Quanzhou Medical College, Quanzhou, Fujian, China.
| | - ShiLin Li
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, No. 34 North Zhongshan Road, Licheng District, , Quanzhou, 362000, Fujian, China
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13
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Dong B, Chen Y, Lyu G, Chen Y, Qin R. Quantitative Assessment of Portal Hypertension by Two-Dimensional Shear Wave Elastography in Rat Models of Nonalcoholic Fatty Liver Disease: Comparison With Four Composite Scores. Front Med (Lausanne) 2022; 9:844558. [PMID: 35433761 PMCID: PMC9008888 DOI: 10.3389/fmed.2022.844558] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Accepted: 03/04/2022] [Indexed: 11/13/2022] Open
Abstract
Background Measurement of hepatic venous pressure gradients is the gold standard for assessing portal hypertension (PH) but is invasive with potential complications. We aimed to assess the performance in liver and spleen stiffness measurement (LSM and SSM, respectively) by two-dimensional shear wave elastography (2D-SWE) and composite scores including liver stiffness-spleen diameter to platelet ratio score (LSPS), platelet (PLT) count/spleen diameter ratio (PSR), aspartate aminotransferase (AST)/alanine aminotransferase ratio (AAR), and AST-to-PLT ratio index (APRI) for diagnosing PH in nonalcoholic fatty liver disease (NAFLD) rat models. Methods Animal models with PH in NAFLD were established in 65 rats, which then underwent 2D-SWE measurements. Morphological and biological parameters were collected for calculation of four composite scores. Correlations of noninvasive methods with portal venous pressure were evaluated by Spearman correlation analysis. The area under the receiver operating characteristic curve (AUC) was used to assess the performance of noninvasive methods in predicting PH. Results LSM and SSM were significantly associated with portal venous pressure (r = 0.636 and 0.602, respectively; all P < 0.001). The AUCs of LSM and SSM in the diagnosis of PH were 0.906 (95% confidence interval [CI]:0.841–0.97) and 0.87 (95% CI:0.776–0.964), respectively, and were significantly higher than those in composite scores. The AUCs for LSPS, PSR, AAR, and APRI were 0.793, 0.52, 0.668, and 0.533, respectively, for diagnosing PH. The AUCs of the combined models of LSM and SSM, LSM and PLT, SSM and PLT, and LSM, SSM and PLT were 0.923, 0.913, 0.872, and 0.923, respectively. The four combined models showed no statistical differences compared to LSM and SSM in evaluating PH (all P > 0.05). Conclusions LSM and SSM by 2D-SWE can be used as promising noninvasive parameters for diagnosing PH in NAFLD and have higher accuracy than composite scores. The combined models, compared to LSM and SSM, did not significantly improve the performance in diagnosing PH.
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Affiliation(s)
- Bingtian Dong
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Yuping Chen
- Department of Endocrinology, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Guorong Lyu
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
- Department of Clinical Medicine, Quanzhou Medical College, Quanzhou, China
- *Correspondence: Guorong Lyu
| | - Yongjian Chen
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, China
| | - Ran Qin
- Department of Ultrasound, Chenggong Hospital, Xiamen University, Xiamen, China
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14
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Mladenovic A, Vuppalanchi R, Desai AP. A Primer to the Diagnostic and Clinical Utility of Spleen Stiffness Measurement in Patients With Chronic Liver Disease. Clin Liver Dis (Hoboken) 2022; 19:124-130. [PMID: 35355846 PMCID: PMC8958239 DOI: 10.1002/cld.1185] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 10/08/2021] [Accepted: 10/24/2021] [Indexed: 02/04/2023] Open
Abstract
Content available: Author Audio Recording.
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Affiliation(s)
- Andrea Mladenovic
- Division of Gastroenterology and HepatologyIndiana University School of MedicineIndianapolisIN
| | - Raj Vuppalanchi
- Division of Gastroenterology and HepatologyIndiana University School of MedicineIndianapolisIN
| | - Archita P. Desai
- Division of Gastroenterology and HepatologyIndiana University School of MedicineIndianapolisIN
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15
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Dong BT, Huang S, Lyu GR, Qin R, Gu JH. Assessment of liver fibrosis with liver and spleen stiffness measured by sound touch elastography, serum fibrosis markers in patients with chronic hepatitis B. J Dig Dis 2021; 22:342-350. [PMID: 33851510 DOI: 10.1111/1751-2980.12991] [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: 12/13/2020] [Revised: 04/07/2021] [Accepted: 04/11/2021] [Indexed: 12/11/2022]
Abstract
OBJECTIVES To evaluate the performance of liver stiffness (LS) and spleen stiffness (SS) by using the sound touch elastography (STE) technique and compare with those of the splenic index, aspartate transaminase-to-platelet ratio index (APRI), fibrosis-4 (FIB-4) index, King's score and combined models for diagnosing and staging fibrosis in chronic hepatitis B (CHB). METHODS One hundred patients with CHB underwent STE and serological tests. LS and SS values were measured with STE technique, and splenic index was calculated. Staging of fibrosis was determined with liver biopsy. Correlations between the individual parameters and the stage of fibrosis were evaluated with the Spearman correlation analysis. The area under the receiver operating characteristic curve (AUROC) was calculated to analyze the performance of all methods. RESULTS Among all individual parameters, LS showed the highest AUROC for diagnosing fibrosis of ≥S2, ≥S3, and S4 stages (AUROC: 0.70, 0.86, and 0.96, respectively; all P < 0.05). The AUROC of combined model 1 (LS and SS) and 2 (LS, SS, APRI, FIB-4 index, King's score) for diagnosing ≥S2, ≥S3, and S4 fibrosis were 0.70, 0.86, 0.97, and 0.70, 0.86, 0.96, respectively, which were higher than those of APRI, FIB-4 index and the King's score (P < 0.05). No significant differences were found between two combined models and LS for staging fibrosis (P > 0.05). CONCLUSIONS LS measurement is reliable for diagnosing and staging fibrosis in CHB, with a better performance than SS, splenic index and serum biomarkers. It is also comparable with the performance of combined models.
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Affiliation(s)
- Bing Tian Dong
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian Province, China
| | - Shu Huang
- Department of Ultrasound, Chenggong Hospital Affiliated to Xiamen University, Xiamen, Fujian Province, China
| | - Guo Rong Lyu
- Department of Ultrasound, The Second Affiliated Hospital of Fujian Medical University, Quanzhou, Fujian Province, China
| | - Ran Qin
- Department of Ultrasound, Chenggong Hospital Affiliated to Xiamen University, Xiamen, Fujian Province, China
| | - Jiong Hui Gu
- Department of Ultrasound, First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, Zhejiang Province, China
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16
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Vuille-Lessard É, Rodrigues SG, Berzigotti A. Noninvasive Detection of Clinically Significant Portal Hypertension in Compensated Advanced Chronic Liver Disease. Clin Liver Dis 2021; 25:253-289. [PMID: 33838850 DOI: 10.1016/j.cld.2021.01.005] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Patients with compensated advanced chronic liver disease have different prognoses depending on the presence of portal hypertension. Current non-invasive diagnostic methods allow identification of clinically significant portal hypertension. Portosystemic collaterals on imaging or liver stiffness of more than 20 to 25 kPa by using transient elastography identifies patients with clinically significant portal hypertension. Patients with liver stiffness of less than 20 kPa and platelet count of greater than 150 g/L can avoid endoscopy. This rule could be expanded using spleen stiffness. Methods to risk stratify for portal hypertension in compensated advanced chronic liver disease and successfully treated chronic hepatitis C and B are subject of research.
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Affiliation(s)
- Élise Vuille-Lessard
- Hepatology, University Clinic for Visceral Surgery and Medicine (UVCM), Inselspital, University Hospital of Bern, Freiburgstrasse, 3010 Bern, Switzerland; Department of Biomedical Research, University of Bern, Switzerland
| | - Susana G Rodrigues
- Hepatology, University Clinic for Visceral Surgery and Medicine (UVCM), Inselspital, University Hospital of Bern, Freiburgstrasse, 3010 Bern, Switzerland; Department of Biomedical Research, University of Bern, Switzerland
| | - Annalisa Berzigotti
- Hepatology, University Clinic for Visceral Surgery and Medicine (UVCM), Inselspital, University Hospital of Bern, Freiburgstrasse, 3010 Bern, Switzerland; Department of Biomedical Research, University of Bern, Switzerland.
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17
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Kennedy P, Bane O, Hectors SJ, Fischman A, Schiano T, Lewis S, Taouli B. Noninvasive imaging assessment of portal hypertension. Abdom Radiol (NY) 2020; 45:3473-3495. [PMID: 32926209 PMCID: PMC10124623 DOI: 10.1007/s00261-020-02729-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2020] [Revised: 08/16/2020] [Accepted: 08/30/2020] [Indexed: 02/07/2023]
Abstract
Portal hypertension (PH) is a spectrum of complications of chronic liver disease (CLD) and cirrhosis, with manifestations including ascites, gastroesophageal varices, splenomegaly, hypersplenism, hepatic hydrothorax, hepatorenal syndrome, hepatopulmonary syndrome and portopulmonary hypertension. PH can vary in severity and is diagnosed via invasive hepatic venous pressure gradient measurement (HVPG), which is considered the reference standard. Accurate diagnosis of PH and assessment of severity are highly relevant as patients with clinically significant portal hypertension (CSPH) are at higher risk for developing acute variceal bleeding and mortality. In this review, we discuss current and upcoming noninvasive imaging methods for diagnosis and assessment of severity of PH.
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18
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Simmons MA, Revzin M, To U, Liapakis A, Fahey J, Elder RW. A window into portal hemodynamics in adult fontan patients? Int J Cardiol 2020; 323:61-64. [PMID: 32979426 DOI: 10.1016/j.ijcard.2020.09.047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Revised: 08/30/2020] [Accepted: 09/20/2020] [Indexed: 11/18/2022]
Abstract
BACKGROUND Fontan circulation alters portal venous hemodynamics, causing chronic passive hepatic congestion and fibrosis. This congestion increases liver stiffness (LS) leading to overestimates of liver fibrosis as measured by ultrasound shear wave elastography (SWE) of the liver. We evaluated whether Fontan circulation has a similar effect on spleen stiffness (SS) and SS/LS ratio as measured by SWE. METHODS We retrospectively compared the SS of adult Fontan patients to age and gender matched, control patients without congenital heart disease. We correlated SS measurements to LS measurements and also performed a limited subgroup analysis of SS in Fontan patients with various manifestations of Fontan Associated Liver Disease. RESULTS SS in Fontan patients was similar to healthy controls (1.43 vs. 1.36 m/s, p = 0.26). LS was elevated in 78% of the Fontan patients (mean 1.68 m/s, SD 0.31, 95% CI 1.53-1.85). The correlation between LS and SS was modest (Pearson's correlation coefficient, r = 0.5) but did not reach statistical significance (p = 0.06). The mean SS/LS ratio was 0.85 (95% CI 0.77-0.94). CONCLUSION Based on our study cohort, SS in Fontan patients is similar to age and gender matched control patients without congenital heart disease. The SS/LS ratio, however, is frequently less than 1, which is lower than that reported in both healthy patients and those with other forms of non-cardiac liver disease. SS and SS/LS ratio may be a useful indicator of portal hemodynamics in Fontan patients.
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Affiliation(s)
- M Abigail Simmons
- Section of Cardiology, Department of Pediatrics, Yale University School of Medicine, New Haven, CT, United States of America.
| | - Margarita Revzin
- Section of Radiology, Yale University School of Medicine, New Haven, CT, United States of America
| | - Uyen To
- Section of Hepatology, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT, United States of America
| | - Annmarie Liapakis
- Section of Hepatology, Department of Internal Medicine, Yale University School of Medicine, New Haven, CT, United States of America
| | - John Fahey
- Section of Cardiology, Department of Pediatrics, Yale University School of Medicine, New Haven, CT, United States of America
| | - Robert W Elder
- Section of Cardiology, Department of Pediatrics, Yale University School of Medicine, New Haven, CT, United States of America
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19
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Diagnostic accuracy of spleen stiffness to evaluate portal hypertension and esophageal varices in chronic liver disease: a systematic review and meta-analysis. Eur Radiol 2020; 31:2392-2404. [PMID: 32974686 PMCID: PMC7979650 DOI: 10.1007/s00330-020-07223-8] [Citation(s) in RCA: 52] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Revised: 06/25/2020] [Accepted: 08/21/2020] [Indexed: 02/06/2023]
Abstract
Objectives To systematically review studies on the diagnostic accuracy of spleen stiffness measurement (SSM) for the detection of clinical significant portal hypertension (CSPH), severe portal hypertension (SPH), esophageal varices (EV), and high-risk esophageal varices (HREV) in patients with chronic liver diseases (CLD). Methods Through a systematic search, we identified 32 studies reporting the accuracy of SSM for the diagnosis of portal hypertension (PH) and/or EV in adults with CLD. A bivariate random-effects model was performed to estimate pooled sensitivity, specificity, likelihood ratio, positive predictive value (PPV), negative predictive value (NPV), and diagnostic odds ratios (DOR). The clinical utility of SSM was evaluated by Fagan plot. Results A total of 32 studies assessing 3952 patients were included in this meta-analysis. The pooled sensitivities of SSM were 0.85 (95% confidence interval (CI), 0.69–0.93) for CSPH; 0.84 (95% CI, 0.75–0.90) for SPH; 0.90 (95% CI, 0.83–0.94) for any EV; and 0.87 (95% CI, 0.77–0.93) for HREV. The pooled specificities of SSM were 0.86 (95% CI, 0.74–0.93) for CSPH; 0.84 (95% CI, 0.72–0.91) for SPH; 0.73 (95% CI, 0.66–0.79) for EV; and 0.66 (95% CI, 0.53–0.77) for HREV. Summary PPV and NPV of SSM for detecting HREV were 0.54 (95% CI, 0.47–0.62) and 0.88 (95% CI, 0.81–0.95), respectively. Conclusions Our meta-analysis suggests that SSM could be used as a helpful surveillance tool in management of CLD patients and was quite useful for ruling out the presence of HREV thereby avoiding unnecessary endoscopy. Key Points • SSM could be used to rule out the presence of HREV in patients with CLD thereby avoiding unnecessary endoscopy. • SSM has significant diagnostic value for CSPH and SPH with high sensitivity and specificity in patients with CLD. • SSM could be used as a helpful surveillance tool for clinicians managing CLD patients. Electronic supplementary material The online version of this article (10.1007/s00330-020-07223-8) contains supplementary material, which is available to authorized users.
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20
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Mandorfer M, Hernández-Gea V, García-Pagán JC, Reiberger T. Noninvasive Diagnostics for Portal Hypertension: A Comprehensive Review. Semin Liver Dis 2020; 40:240-255. [PMID: 32557480 DOI: 10.1055/s-0040-1708806] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Noninvasive diagnostics for portal hypertension include imaging and functional tests, as well as blood-based biomarkers, and capture different features of the portal hypertensive syndrome. Definitive conclusions regarding their clinical utility require assessment of their diagnostic value in specific clinical settings (i.e., diagnosing a particular hemodynamic condition within a well-defined target population). Several noninvasive methods are predictive of clinically significant portal hypertension (CSPH; hepatic venous pressure gradient [HVPG] ≥ 10 mm Hg; the threshold for complications of portal hypertension); however, only a minority of them have been evaluated in compensated advanced chronic liver disease (i.e., the target population). Importantly, most methods correlate only weakly with HVPG at high values (i.e., in patients with CSPH). Nevertheless, selected methods show promise for diagnosing HVPG ≥ 16 mm Hg (the cut-off for increased risks of hepatic decompensation and mortality) and monitoring HVPG changes in response to nonselective beta-blockers or etiological treatments. Finally, we review established and potential future clinical applications of noninvasive methods.
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Affiliation(s)
- Mattias Mandorfer
- Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria.,Barcelona Hepatic Hemodynamic Lab, Liver Unit, Hospital Clínic, Barcelona, Spain
| | - Virginia Hernández-Gea
- Barcelona Hepatic Hemodynamic Lab, Liver Unit, Hospital Clínic, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Juan Carlos García-Pagán
- Barcelona Hepatic Hemodynamic Lab, Liver Unit, Hospital Clínic, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), Madrid, Spain
| | - Thomas Reiberger
- Vienna Hepatic Hemodynamic Lab, Division of Gastroenterology and Hepatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria
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Thiele M, Hugger MB, Kim Y, Rautou PE, Elkrief L, Jansen C, Verlinden W, Allegretti G, Israelsen M, Stefanescu H, Piscaglia F, García-Pagán JC, Franque S, Berzigotti A, Castera L, Jeong WK, Trebicka J, Krag A. 2D shear wave liver elastography by Aixplorer to detect portal hypertension in cirrhosis: An individual patient data meta-analysis. Liver Int 2020; 40:1435-1446. [PMID: 32180327 DOI: 10.1111/liv.14439] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Revised: 02/17/2020] [Accepted: 03/08/2020] [Indexed: 02/06/2023]
Abstract
BACKGROUND & AIMS Liver stiffness measured with 2-dimensional shear wave elastography by Supersonic Imagine (2DSWE-SSI) is well-established for fibrosis diagnostics, but non-conclusive for portal hypertension. METHODS We performed an individual patient data meta-analysis of 2DSWE-SSI to identify clinically significant portal hypertension (CSPH), severe portal hypertension and large varices in cirrhosis patients, using hepatic venous pressure gradient and upper endoscopy as reference. We used meta-analytical integration of diagnostic accuracies with optimized rule-out (sensitivity-90%) and rule-in (specificity-90%) cut-offs. RESULTS Five studies from seven centres shared data on 519 patients. After exclusion, we included 328 patients. Eighty-nine (27%) were compensated and 286 (87%) had CSPH. 2DSWE-SSI < 14 kPa ruled out CSPH with a summary AUROC (sROC), sensitivity and specificity of 0.88, 91% and 37%, and correctly classified 85% of patients, with minimal between-study heterogeneity. The false negative rate was 60%, of which decompensated patients accounted for 78%. 2DSWE-SSI ≥ 32 kPa ruled in CSPH with sROC, sensitivity, specificity and correct classifications of 0.83, 47%, 89% and 55%. In a subgroup analysis, the 14 kPa cut-off showed consistent sensitivity and higher specificity for patients with compensated cirrhosis, without ascites, viral aetiology or BMI < 25 kg/m2 . 2DSWE-SSI ruled out severe portal hypertension and large varices with fewer correctly classified and lower sROC, and with minimal benefit for ruling in. CONCLUSION Liver stiffness using 2-dimensional shear wave elastography below 14 kPa may be used to rule out clinically significant portal hypertension in cirrhosis patients, but this would need validation in populations of compensated liver disease. 2DSWE-SSI cannot predict varices needing treatment.
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Affiliation(s)
- Maja Thiele
- Department of Gastroenterology and Hepatology and OPEN Patient Data Explorative Network, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Mie B Hugger
- Department of Gastroenterology and Hepatology and OPEN Patient Data Explorative Network, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Yongsoo Kim
- Department of Radiology, College of Medicine, Hanyang University Guri Hospital, Gyeonggi-do, Korea
| | - Pierre-Emmanuel Rautou
- Centre de recherche sur l'inflammation, Inserm, Université de Paris, Paris, France.,Service d'Hépatologie, DMU Digest, Hôpital Beaujon, AP-HP, Clichy, France.,Centre de Référence des Maladies Vasculaires du Foie, French Network for Rare Liver Diseases (FILFOIE), European Reference Network (ERN) 'Rare-Liver', Paris, France
| | - Laure Elkrief
- Centre de recherche sur l'inflammation, Inserm, Université de Paris, Paris, France.,Service d'Hépatologie, DMU Digest, Hôpital Beaujon, AP-HP, Clichy, France.,Centre de Référence des Maladies Vasculaires du Foie, French Network for Rare Liver Diseases (FILFOIE), European Reference Network (ERN) 'Rare-Liver', Paris, France
| | - Christian Jansen
- Department of Internal Medicine I, University of Bonn, Bonn, Germany
| | - Wim Verlinden
- Department of Gastroenterology Hepatology, University Hospital Antwerp & Translational Sciences in Inflammation and Immunology TWI2N, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
| | - Giulia Allegretti
- Unit of Internal Medicine, Hospital S.Orsola-Malpighi, University of Bologna, Bologna, Italy
| | - Mads Israelsen
- Department of Gastroenterology and Hepatology and OPEN Patient Data Explorative Network, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Horia Stefanescu
- Liver Unit, Regional Institute of Gastroenterology and Hepatology, Cluj-Napoca, Romania
| | - Fabio Piscaglia
- Unit of Internal Medicine, Hospital S.Orsola-Malpighi, University of Bologna, Bologna, Italy
| | - Juan C García-Pagán
- Barcelona Hepatic Hemodynamic Laboratory, Liver Unit, Hospital Clínic, Institut de Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS) and CIBEREHD, University of Barcelona, Barcelona, Spain
| | - Sven Franque
- Department of Gastroenterology Hepatology, University Hospital Antwerp & Translational Sciences in Inflammation and Immunology TWI2N, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
| | | | - Laurent Castera
- Centre de recherche sur l'inflammation, Inserm, Université de Paris, Paris, France.,Hepatogastroenterology Unit, CHU de Tours, Tours, France
| | - Woo K Jeong
- Department of Radiology, Center for Imaging Science, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jonel Trebicka
- Department of Gastroenterology and Hepatology and OPEN Patient Data Explorative Network, Odense University Hospital, Odense, Denmark.,Department of Internal Medicine I, University of Bonn, Bonn, Germany.,Hepatology, UVCM, Inselspital, University of Bern, Bern, Switzerland.,Translational Hepatology, Medical Department I, Goethe University Clinic, Frankfurt, Germany
| | - Aleksander Krag
- Department of Gastroenterology and Hepatology and OPEN Patient Data Explorative Network, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, University of Southern Denmark, Odense, Denmark
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22
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Xu G, Li F, Mao Y. Portal pressure monitoring-state-of-the-art and future perspective. ANNALS OF TRANSLATIONAL MEDICINE 2019; 7:583. [PMID: 31807564 DOI: 10.21037/atm.2019.09.22] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
Portal hypertension is a serious symptom of chronic liver diseases, which can lead to many critical complications, such as the formation of varices related to upper digestive bleeding, ascites, infection, hepatic encephalopathy, renal failure, and even death. As a result, portal pressure monitoring has important prognostic and clinical implications. The hepatic venous pressure gradient measurement, a gold-standard method applied to monitor portal pressure, is invasive and only available in experienced centers. Over the past decade, noninvasive methods aimed at monitoring the portal pressure have been increasingly investigated, including serum markers, radiological features, ultrasound elastography, doppler and contrast-enhanced ultrasonography. In this study, we focused on both invasive and noninvasive methods for portal pressure monitoring and explored their roles in clinical setting. The advantages and limitations of various techniques for future research are also discussed.
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Affiliation(s)
- Gang Xu
- Department of Liver Surgery, Peking Union Medical College (PUMC) Hospital, PUMC and Chinese Academy of Medical Sciences, Beijing 100730, China.,Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China
| | - Fei Li
- Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen 518055, China.,Shenzhen Key Laboratory of Ultrasound Imaging and Therapy, Shenzhen 518055, China
| | - Yilei Mao
- Department of Liver Surgery, Peking Union Medical College (PUMC) Hospital, PUMC and Chinese Academy of Medical Sciences, Beijing 100730, China
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23
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Yokoyama S, Ishigami M, Honda T, Kuzuya T, Ishizu Y, Ito T, Hirooka Y, Tanaka Y, Tainaka T, Shirota C, Chiba K, Uchida H, Fujishiro M. Spleen stiffness by 2-D shear wave elastography is the most accurate predictor of high-risk esophagogastric varices in children with biliary atresia. Hepatol Res 2019; 49:1162-1168. [PMID: 31132304 DOI: 10.1111/hepr.13381] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Revised: 04/16/2019] [Accepted: 05/16/2019] [Indexed: 12/13/2022]
Abstract
AIM Esophagogastric variceal hemorrhage is a cause of poor prognosis in patients with biliary atresia (BA). To prevent variceal hemorrhage, simple and reliable screening methods for high-risk esophagogastric varices (HR-EGV) are needed. We evaluated the efficacy of liver stiffness (LS) and spleen stiffness (SS) as measured by 2-D shear wave elastography (2D-SWE), which was reported to be more accurate than transient elastography, for detecting HR-EGV in children with BA. METHODS Thirty-four children with BA were enrolled. Both LS and SS were measured by 2D-SWE. The presence of large esophageal varices or esophageal varices of any size with red wale marking and/or the presence of gastric varices along the cardia were defined as HR-EGV. Clinical data were collected and previously reported prediction indices for varices were calculated. RESULTS Liver stiffness and SS were obtained from all patients. Fourteen patients showed HR-EGV. Significantly different variables between patients with and without HR-EGV were as follows: spleen diameter (116 mm vs. 95 mm), clinical prediction rule (104.7 vs. 124.7), King's variceal prediction score (78.8 vs. 99.4), aspartic aminotransferase-to-platelet ratio index (2.03 vs. 0.98), LS (2.63 m/s vs. 1.87 m/s), and SS (4.44 m/s vs. 3.69 m/s). The highest area under the receiver operating characteristic curve for detecting HR-EGV was that for SS (0.900), and the cut-off SS of 4.12 m/s yielded 92.9% sensitivity and 90% specificity. The intraclass correlation coefficient for intra-observer reproducibility was 0.828. CONCLUSIONS Spleen stiffness from 2D-SWE offered the most accurate predictor of HR-EGV in BA children.
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Affiliation(s)
| | | | | | | | - Yoji Ishizu
- Departments of Gastroenterology and Hepatology
| | | | | | - Yujiro Tanaka
- Pediatric Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Takahisa Tainaka
- Pediatric Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Chiyoe Shirota
- Pediatric Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Kosuke Chiba
- Pediatric Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Hiroo Uchida
- Pediatric Surgery, Nagoya University Graduate School of Medicine, Nagoya, Japan
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24
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Peng W, Li JW, Zhang XY, Li C, Wen TF, Yan LN, Yang JY. A novel model for predicting posthepatectomy liver failure in patients with hepatocellular carcinoma. PLoS One 2019; 14:e0219219. [PMID: 31269063 PMCID: PMC6608969 DOI: 10.1371/journal.pone.0219219] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Accepted: 06/19/2019] [Indexed: 02/06/2023] Open
Abstract
Posthepatectomy liver failure (PHLF) is the most leading cause of mortality following hepatectomy in patients with hepatocellular carcinoma (HCC). Platelet count was reported to be a simple but useful indicator of liver cirrhosis and function of spleen. Spleen stiffness (SS) was used to evaluate the morphological change of spleen and was reported to be related to liver cirrhosis and portal hypertension. However, the predictive value of platelet to spleen stiffness ratio (PSR) on PHLF remains unknown. A retrospective study was performed to analyze 158 patients with HCC following hepatectomy from August 2015 to February 2016. Univariate and multivariate analyses were performed to evaluate the value of each risk factor for predicting PHLF. The predictive efficiency of the risk factors was evaluated by receiver operating characteristic (ROC) curve. PHLF occured in 23 (14.6%) patients. PSR (P<0.001, odds ratio (OR) = 0.622, 95% confidence interval (CI) 0.493~0.784), hepatic inflow occlusion (HIO) (P = 0.003, OR = 1.044, 95% CI 1.015~1.075) and major hepatectomy (P = 0.019, OR = 5.967, 95% CI 1.346~26.443) were demonstrated to be the independent predictive factors for development of PHLF in a multivariate analysis. Results of the present study suggested PSR is a novel and non-invasive model for predicting PHLF in patients with HCC.
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Affiliation(s)
- Wei Peng
- Department of Liver Surgery & Liver Transplantation Center, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Jia-Wu Li
- Department of Ultrasound, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Xiao-Yun Zhang
- Department of Liver Surgery & Liver Transplantation Center, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Chuan Li
- Department of Liver Surgery & Liver Transplantation Center, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
- * E-mail:
| | - Tian-Fu Wen
- Department of Liver Surgery & Liver Transplantation Center, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Lv-Nan Yan
- Department of Liver Surgery & Liver Transplantation Center, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
| | - Jia-Yin Yang
- Department of Liver Surgery & Liver Transplantation Center, West China Hospital, Sichuan University, Chengdu, Sichuan Province, China
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25
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Mandorfer M, Hernández-Gea V, Reiberger T, García-Pagán JC. Hepatic Venous Pressure Gradient Response in Non-Selective Beta-Blocker Treatment—Is It Worth Measuring? ACTA ACUST UNITED AC 2019. [DOI: 10.1007/s11901-019-00469-x] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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