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Weimer J, Ruppert J, Vieth T, Weinmann-Menke J, Buggenhagen H, Künzel J, Rink M, Lorenz L, Merkel D, Ille C, Yang Y, Müller L, Kloeckner R, Weimer A. Effects of undergraduate ultrasound education on cross-sectional image understanding and visual-spatial ability - a prospective study. BMC MEDICAL EDUCATION 2024; 24:619. [PMID: 38840140 PMCID: PMC11151628 DOI: 10.1186/s12909-024-05608-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Accepted: 05/27/2024] [Indexed: 06/07/2024]
Abstract
INTRODUCTION/AIM Radiological imaging is crucial in modern clinical practice and requires thorough and early training. An understanding of cross-sectional imaging is essential for effective interpretation of such imaging. This study examines the extent to which completing an undergraduate ultrasound course has positive effects on the development of visual-spatial ability, knowledge of anatomical spatial relationships, understanding of radiological cross-sectional images, and theoretical ultrasound competencies. MATERIAL AND METHODS This prospective observational study was conducted at a medical school with 3rd year medical students as part of a voluntary extracurricular ultrasound course. The participants completed evaluations (7-level Likert response formats and dichotomous questions "yes/no") and theoretical tests at two time points (T1 = pre course; T2 = post course) to measure their subjective and objective cross-sectional imaging skills competencies. A questionnaire on baseline values and previous experience identified potential influencing factors. RESULTS A total of 141 participants were included in the study. Most participants had no previous general knowledge of ultrasound diagnostics (83%), had not yet performed a practical ultrasound examination (87%), and had not attended any courses on sonography (95%). Significant subjective and objective improvements in competencies were observed after the course, particularly in the subjective sub-area of "knowledge of anatomical spatial relationships" (p = 0.009). Similarly, participants showed improvements in the objective sub-areas of "theoretical ultrasound competencies" (p < 0.001), "radiological cross-section understanding and knowledge of anatomical spatial relationships in the abdomen" (p < 0.001), "visual-spatial ability in radiological cross-section images" (p < 0.001), and "visual-spatial ability" (p = 0.020). CONCLUSION Ultrasound training courses can enhance the development of visual-spatial ability, knowledge of anatomical spatial relationships, radiological cross-sectional image understanding, and theoretical ultrasound competencies. Due to the reciprocal positive effects of the training, students should receive radiology training at an early stage of their studies to benefit as early as possible from the improved skills, particularly in the disciplines of anatomy and radiology.
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Affiliation(s)
- Johannes Weimer
- Rudolf Frey Learning Clinic, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany.
| | - Johannes Ruppert
- Department of Medicine, Justus Liebig University Giessen, Giessen, Germany
| | - Thomas Vieth
- Rudolf Frey Learning Clinic, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Julia Weinmann-Menke
- Department of Medicine, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Holger Buggenhagen
- Rudolf Frey Learning Clinic, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Julian Künzel
- Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Regensburg, Regensburg, Germany
| | - Maximilian Rink
- Department of Otorhinolaryngology, Head and Neck Surgery, University Hospital Regensburg, Regensburg, Germany
| | - Liv Lorenz
- Department of Radiation Oncology and Radiotherapy, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Daniel Merkel
- BIKUS-Brandenburg Institute for Clinical Ultrasound, Brandenburg Medical School Theodor Fontane (MHB), Neuruppin, Germany
| | - Carlotta Ille
- Rudolf Frey Learning Clinic, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Yang Yang
- Department of Diagnostic and Interventional Radiology, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Lukas Müller
- Department of Diagnostic and Interventional Radiology, University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Roman Kloeckner
- Institute of Interventional Radiology, University Hospital Schleswig-Holstein - Campus Lübeck, Lübeck, Germany
| | - Andreas Weimer
- Center of Orthopedics, Trauma Surgery, and Spinal Cord Injury, Heidelberg University Hospital Heidelberg, Heidelberg, Germany
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Shen Q, Zhang J, Yang S, Liu L. A comparative study of three ultrasound techniques for liver fibrosis staging. Eur J Gastroenterol Hepatol 2024; 36:784-792. [PMID: 38526936 PMCID: PMC11045400 DOI: 10.1097/meg.0000000000002763] [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: 01/15/2024] [Accepted: 03/01/2024] [Indexed: 03/27/2024]
Abstract
The aim of this study is to assess the agreement and performance of visual transient elastography (ViTE), sound touch elastography (STE), and sound touch quantification (STQ) for liver fibrosis staging using transient elastography (TE) as a standard. We finally enrolled 252 subjects with chronic liver disease (CLD) who underwent ViTE, STE, STQ, and TE examinations simultaneously in our hospital from October 2022 to July 2023. We evaluated the correlation and agreement between various technologies. And also evaluated the performances and optimal cutoffs of ViTE, STE, and STQ . The correlation coefficients of ViTE and TE, STE and TE, STQ and TE were 0.863, 0.709, and 0.727, respectively. The ICC among ViTE, STE, STQ, and TE was 0.911. The area under the receiver operating characteristics (AUROCs) of ViTE, STE, and STQ for detection of TE of ≥5 kPa, ≥10 kPa, ≥15 kPa, and ≥20 kPa were 0.867, 0.771, 0.804; 0.972, 0.935, 0.933; 0.998, 0.973, 0.968; and 1.000, 0.960, 0.954, respectively. The AUROCs of ViTE for detection of lower stages (TE≥5 kPa and ≥10 kPa) were significantly higher than STE and STQ in the overall cohort (ViTE vs. STE: Z = 2.766, for TE ≥5 kPa; ViTE vs. STE: Z = 2.145, ; ViTE vs. STQ: Z = 2.587, for TE ≥10 kPa) (all P < 0.05). These methods all have coincided with performance in more advanced stages (TE ≥15 kPa and ≥20 kPa) (all P > 0.05). These methods showed excellent correlation and agreement. ViTE performance in more advanced fibrosis differentiation is comparable to the STE and STQ while ViTE is more accurate than STE and STQ to identify patients with mild CLD stage, and can more effectively rule out compensated advanced CLD.
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Affiliation(s)
- Qianqian Shen
- Department of Medical Imaging, Shanxi Medical University
- Department of Ultrasound, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Jiaqi Zhang
- Department of Medical Imaging, Shanxi Medical University
- Department of Ultrasound, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Shangjie Yang
- Department of Medical Imaging, Shanxi Medical University
- Department of Ultrasound, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
| | - Liping Liu
- Department of Ultrasound, First Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
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Chen L, Tao X, Zeng M, Li Y, Han J, Wang Y, Liu Y, Shi R, Su R, Xu L, Mi Y. Noninvasive tests maintain high accuracy for advanced fibrosis in chronic hepatitis B patients with different nomenclatures of steatotic liver disease. J Med Virol 2024; 96:e29613. [PMID: 38634477 DOI: 10.1002/jmv.29613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Revised: 03/04/2024] [Accepted: 03/20/2024] [Indexed: 04/19/2024]
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD) is a new nomenclature proposed in 2023. We aimed to compare the diagnostic efficacy of noninvasive tests (NITs) for advanced fibrosis under different nomenclatures in patients with chronic hepatitis B (CHB). A total of 844 patients diagnosed with CHB and concurrent steatotic liver disease (SLD) by liver biopsy were retrospectively enrolled and divided into four groups. The performances of fibrosis-4 (FIB-4), gamma-glutamyl transpeptidase to platelet ratio index (GPRI), aspartate aminotransferase to platelet ratio index (APRI), and liver stiffness measurement (LSM) were compared among the four groups. The four NITs showed similar diagnostic efficacy for nonalcoholic fatty liver disease (NAFLD), MASLD, and metabolic dysfunction-associated fatty liver disease (MAFLD) in patients with CHB with advanced fibrosis. LSM showed the most stable accuracy for NAFLD (AUC = 0.842), MASLD (AUC = 0.846), and MAFLD (AUC = 0.863) compared with other NITs (p < 0.05). Among the four NITs, APRI (AUC = 0.841) and GPRI (AUC = 0.844) performed best in patients with CHB & MetALD (p < 0.05). The cutoff value for GPRI in patients with CHB & MetALD was higher than that in the other three groups, while further comparisons of NITs at different fibrosis stages showed that the median GPRI of CHB & MetALD (1.113) at F3-4 was higher than that in the CHB & MASLD group (0.508) (p < 0.05). Current NITs perform adequately in patients with CHB and SLD; however, alterations in cutoff values for CHB & MetALD need to be noted.
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Affiliation(s)
- Lin Chen
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Department of Hepatology, Tianjin Second People's Hospital, Tianjin, China
- Medical School of Chinese People's Liberation Army (PLA), Beijing, China
- Department of Pathology and Hepatology, the Fifth Medical Center of PLA General Hospital, Beijing, China
| | - Xuemei Tao
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Department of Hepatology, Tianjin Second People's Hospital, Tianjin, China
| | - Minghui Zeng
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Department of Hepatology, Tianjin Second People's Hospital, Tianjin, China
| | - Yuqin Li
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Department of Hepatology, Tianjin Second People's Hospital, Tianjin, China
| | - Jiaxin Han
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Department of Hepatology, Tianjin Second People's Hospital, Tianjin, China
| | - Yuekui Wang
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Department of Hepatology, Tianjin Second People's Hospital, Tianjin, China
| | - Yonggang Liu
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Tianjin Research Institute of Liver Diseases, Tianjin, China
| | - Ruifang Shi
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Tianjin Research Institute of Liver Diseases, Tianjin, China
| | - Rui Su
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
- Tianjin Research Institute of Liver Diseases, Tianjin, China
| | - Liang Xu
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
| | - Yuqiang Mi
- Clinical School of the Second People's Hospital, Tianjin Medical University, Tianjin, China
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4
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Patel K, Asrani SK, Fiel MI, Levine D, Leung DH, Duarte-Rojo A, Dranoff JA, Nayfeh T, Hasan B, Taddei TH, Alsawaf Y, Saadi S, Majzoub AM, Manolopoulos A, Alzuabi M, Ding J, Sofiyeva N, Murad MH, Alsawas M, Rockey DC, Sterling RK. Accuracy of blood-based biomarkers for staging liver fibrosis in chronic liver disease: A systematic review supporting the AASLD Practice Guideline. Hepatology 2024:01515467-990000000-00805. [PMID: 38489517 DOI: 10.1097/hep.0000000000000842] [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] [Received: 11/08/2023] [Accepted: 02/19/2024] [Indexed: 03/17/2024]
Abstract
BACKGROUND AND AIMS Blood-based biomarkers have been proposed as an alternative to liver biopsy for noninvasive liver disease assessment in chronic liver disease. Our aims for this systematic review were to evaluate the diagnostic utility of selected blood-based tests either alone, or in combination, for identifying significant fibrosis (F2-4), advanced fibrosis (F3-4), and cirrhosis (F4), as compared to biopsy in chronic liver disease. APPROACH AND RESULTS We included a comprehensive search of databases including Ovid MEDLINE(R), EMBASE, Cochrane Database, and Scopus through to April 2022. Two independent reviewers selected 286 studies with 103,162 patients. The most frequently identified studies included the simple aspartate aminotransferase-to-platelet ratio index and fibrosis (FIB)-4 markers (with low-to-moderate risk of bias) in HBV and HCV, HIV-HCV/HBV coinfection, and NAFLD. Positive (LR+) and negative (LR-) likelihood ratios across direct and indirect biomarker tests for HCV and HBV for F2-4, F3-4, or F4 were 1.66-6.25 and 0.23-0.80, 1.89-5.24 and 0.12-0.64, and 1.32-7.15 and 0.15-0.86, respectively; LR+ and LR- for NAFLD F2-4, F3-4, and F4 were 2.65-3.37 and 0.37-0.39, 2.25-6.76 and 0.07-0.87, and 3.90 and 0.15, respectively. Overall, the proportional odds ratio indicated FIB-4 <1.45 was better than aspartate aminotransferase-to-platelet ratio index <0.5 for F2-4. FIB-4 >3.25 was also better than aspartate aminotransferase-to-platelet ratio index >1.5 for F3-4 and F4. There was limited data for combined tests. CONCLUSIONS Blood-based biomarkers are associated with small-to-moderate change in pretest probability for diagnosing F2-4, F3-4, and F4 in viral hepatitis, HIV-HCV coinfection, and NAFLD, with limited comparative or combination studies for other chronic liver diseases.
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Affiliation(s)
- Keyur Patel
- Department of Medcine, Division of Gastroenterology and Hepatology, University Health Network, University of Toronto, Toronto, Ontario, Canada
| | - Sumeet K Asrani
- Department of Medicine, Division of Hepatology, Baylor University Medical Center, Dallas, Texas, USA
| | - Maria Isabel Fiel
- Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Deborah Levine
- Department of Radiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Daniel H Leung
- Department of Pediatrics, Baylor College of Medicine and Division of Gastroenterology, Hepatology and Nutrition, Texas Children's Hospital, Houston, Texas, USA
| | - Andres Duarte-Rojo
- Division of Gastroenterology and Hepatology, Northwestern Medicine and Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Jonathan A Dranoff
- Yale School of Medicine, Department of Internal Medicine, Section of Digestive Diseases, New Haven, Connecticut, USA
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Tarek Nayfeh
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Bashar Hasan
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Tamar H Taddei
- Yale School of Medicine, Department of Internal Medicine, Section of Digestive Diseases, New Haven, Connecticut, USA
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Yahya Alsawaf
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Samer Saadi
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | | | | | - Muayad Alzuabi
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Jingyi Ding
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Nigar Sofiyeva
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Mohammad H Murad
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Mouaz Alsawas
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
- Department of Medicine, Section of Hepatology, Virginia Commonwealth University, Richmond, Virginia, USA
| | - Don C Rockey
- Department of Medicine, Digestive Disease Research Center, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Richard K Sterling
- Department of Medicine, Section of Hepatology, Virginia Commonwealth University, Richmond, Virginia, USA
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5
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Duarte-Rojo A, Taouli B, Leung DH, Levine D, Nayfeh T, Hasan B, Alsawaf Y, Saadi S, Majzoub AM, Manolopoulos A, Haffar S, Dundar A, Murad MH, Rockey DC, Alsawas M, Sterling RK. Imaging-based noninvasive liver disease assessment for staging liver fibrosis in chronic liver disease: A systematic review supporting the AASLD Practice Guideline. Hepatology 2024:01515467-990000000-00808. [PMID: 38489521 DOI: 10.1097/hep.0000000000000852] [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] [Received: 11/09/2023] [Accepted: 01/19/2024] [Indexed: 03/17/2024]
Abstract
BACKGROUND AND AIMS Transient elastography (TE), shear wave elastography, and/or magnetic resonance elastography (MRE), each providing liver stiffness measurement (LSM), are the most studied imaging-based noninvasive liver disease assessment (NILDA) techniques. To support the American Association for the Study of Liver Diseases guidelines on NILDA, we summarized the evidence on the accuracy of these LSM methods to stage liver fibrosis (F). APPROACH AND RESULTS A comprehensive search for studies assessing LSM by TE, shear wave elastography, or MRE for the identification of significant fibrosis (F2-4), advanced fibrosis (F3-4), or cirrhosis (F4), using histopathology as the standard of reference by liver disease etiology in adults or children from inception to April 2022 was performed. We excluded studies with <50 patients with a single disease entity and mixed liver disease etiologies (with the exception of HCV/HIV coinfection). Out of 9447 studies, 240 with 61,193 patients were included in this systematic review. In adults, sensitivities for the identification of F2-4 ranged from 51% to 95%, for F3-4 from 70% to 100%, and for F4 from 60% to 100% across all techniques/diseases, whereas specificities ranged from 36% to 100%, 74% to 100%, and 67% to 99%, respectively. The largest body of evidence available was for TE; MRE appeared to be the most accurate method. Imaging-based NILDA outperformed blood-based NILDA in most comparisons, particularly for the identification of F3-4/F4. In the pediatric population, imaging-based NILDA is likely as accurate as in adults. CONCLUSIONS LSM from TE, shear wave elastography, and MRE shows acceptable to outstanding accuracy for the detection of liver fibrosis across various liver disease etiologies. Accuracy increased from F2-4 to F3-4 and was the highest for F4. Further research is needed to better standardize the use of imaging-based NILDA, particularly in pediatric liver diseases.
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Affiliation(s)
- Andres Duarte-Rojo
- Division of Gastroenterology and Hepatology, Northwestern Medicine and Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Bachir Taouli
- Department of Diagnostic, Molecular and Interventional Radiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Daniel H Leung
- Department of Pediatrics, Baylor College of Medicine and Division of Gastroenterology, Hepatology and Nutrition, Texas Children's Hospital, Houston, Texas, USA
| | - Deborah Levine
- Department of Radiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Tarek Nayfeh
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Bashar Hasan
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Yahya Alsawaf
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Samer Saadi
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | | | | | - Samir Haffar
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Ayca Dundar
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - M Hassan Murad
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Don C Rockey
- Digestive Disease Research Center, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Mouaz Alsawas
- Mayo Clinic Evidence-based Practice Center, Mayo Clinic, Rochester, Minnesota, USA
| | - Richard K Sterling
- Section of Hepatology, Department of Medicine, Virginia Commonwealth University, Richmond, Virginia, USA
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Jianping D, Xi C, Guangwen C, Fankun M, Ying Z, Bulin Z, Wei Z, Yao Z, Zhiyong Y, Hong Y, Peng L, Jiaping L, Zheng C, Shujing W, Xiting X, Chengcai C, Biwu C, Xuning H, Huiwen F, Jing W, Jiabao Z, Yuhuan X, Jingxin L, Hong D, Ping L, Jie Y. Dual elastography to discriminate adjacent stages of fibrosis and inflammation in chronic hepatitis B: A prospective multicenter study. Hepatology 2024; 79:438-450. [PMID: 37607727 DOI: 10.1097/hep.0000000000000566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Accepted: 07/31/2023] [Indexed: 08/24/2023]
Abstract
BACKGROUND AND AIMS To evaluate the diagnostic performance of dual elastography (dual-elasto) in continuous differentiation of liver fibrosis and inflammation in a large prospective cohort of patients with chronic HBV. APPROACH AND RESULTS Adults with positive HBsAg for at least 6 months were recruited from 12 medical centers. Participants underwent dual-elasto evaluations. Biopsy was performed 3 days after dual-elasto examination. Four logistic regression models were trained and strung together into series models. Decision trees based on the series models were performed to achieve continuous differentiation of liver fibrosis and inflammation. The influence of inflammation on the fibrosis stage was also evaluated. A total of 560 patients were included in the training set and 240 in the validation set. Areas under the receiver operating characteristic curve of the series model were 0.82, 0.86, 0.93, and 0.96 to predict ≥F1, ≥F2, ≥F3, and F4 in the validation set, which were significantly higher than those of serum markers and shear wave elastography (all p < 0.05), except for the ≥ F1 levels ( p = 0.09). The AUCs of the series model were 0.93, 0.86, 0.95, and 0.84 to predict inflammation stages ≥G1, ≥G2, ≥G3, and G4, respectively. Decision trees realized 5 continuous classifications of fibrosis and inflammation. Inflammation could enhance the mild fibrosis stage classification while showing limited influences on severe fibrosis or cirrhosis diagnosis. CONCLUSIONS Dual-elasto demonstrated high performance in the continuous discrimination of fibrosis and inflammation in patients with HBV and could be used to diagnose mild fibrosis without the influence of inflammation.
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Affiliation(s)
- Dou Jianping
- Department of Interventional Ultrasound, Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Chen Xi
- Department of Interventional Ultrasound, Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Cheng Guangwen
- Department of Ultrasound, Huashan Hospital, Fudan University, Shanghai, China
| | - Meng Fankun
- Department of Ultrasound, Beijing Youan Hospital Capital Medical University, Beijing Institute of Hepatology, Beijing, China
| | - Zheng Ying
- Department of Ultrasound, Beijing Youan Hospital Capital Medical University, Beijing Institute of Hepatology, Beijing, China
| | - Zhang Bulin
- Department of Ultrasound, Liuzhou People's Hospital, Liuzhou, Guangxi, China
| | - Zhang Wei
- Department of Ultrasound, Liuzhou People's Hospital, Liuzhou, Guangxi, China
| | - Zhang Yao
- Department of Ultrasound, Beijing Ditan Hospital Capital Medical University, Beijing, China
| | - Yin Zhiyong
- Department of Ultrasound, Beijing Ditan Hospital Capital Medical University, Beijing, China
| | - Yang Hong
- Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Lin Peng
- Department of Ultrasound, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Li Jiaping
- Department of Ultrasound, Huazhong University of Science and Technology Union ShenZhen Hospital, Shenzhen, Guangdong, China
| | - Chen Zheng
- Department of Ultrasound, Huazhong University of Science and Technology Union ShenZhen Hospital, Shenzhen, Guangdong, China
| | - Wei Shujing
- Department of Ultrasound, The Fifth Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Xu Xiting
- Department of Ultrasound, The Fifth Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Chen Chengcai
- Department of Ultrasound, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Chen Biwu
- Department of Ultrasound, Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, Guangxi, China
| | - Huang Xuning
- Department of Ultrasound, The Second Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Fan Huiwen
- Department of Ultrasound, The Second Affiliated Hospital of Hainan Medical University, Haikou, Hainan, China
| | - Wu Jing
- Department of Ultrasound, Nantong Third Hospital Affiliated to Nantong University, Nantong, Jiangsu, China
| | - Zhu Jiabao
- Department of Ultrasound, Nantong Third Hospital Affiliated to Nantong University, Nantong, Jiangsu, China
| | - Xie Yuhuan
- Department of Ultrasound, Affiliated Dongguan Hospital, Southern Medical University, Dongguan, Guangdong, China
| | - Lu Jingxin
- Department of Ultrasound, Affiliated Dongguan Hospital, Southern Medical University, Dongguan, Guangdong, China
| | - Ding Hong
- Department of Ultrasound, Huashan Hospital, Fudan University, Shanghai, China
| | - Liang Ping
- Department of Interventional Ultrasound, Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Yu Jie
- Department of Interventional Ultrasound, Fifth Medical Center of Chinese PLA General Hospital, Beijing, China
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7
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Yang JW, Ma L, Zhang Z, Xiong R, Meng QY, Huang HL, Bo Zeng W, Bai T, Wang ZT. Sound Touch Elastography for Noninvasive Assessment of Liver Stiffness in Patients With Chronic Heart Failure. Am J Cardiol 2024; 212:127-132. [PMID: 38169159 DOI: 10.1016/j.amjcard.2023.09.058] [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: 04/26/2023] [Revised: 09/07/2023] [Accepted: 09/18/2023] [Indexed: 01/05/2024]
Abstract
Heart failure (HF) can damage various organs, including the liver, a phenomenon known as "cardiohepatic syndrome." The latter is characterized by liver congestion and hepatic artery hypoperfusion, which can lead to liver damage. In this study, we aimed to assess liver damage quantitatively in chronic HF (CHF) with sound touch elastography (STE). A total of 150 subjects were enrolled, including HF with reduced ejection fraction (HFrEF) groups (left ventricular ejection fraction ≤40%, n = 45), HF with mildly reduced ejection fraction (HFmrEF) groups (left ventricular ejection fraction between 41% and 49%, n = 40), and right-sided HF (RHF) groups (n = 25); normal groups (n = 40). Liver stiffness measurement (LSM) was performed in all subjects by STE. The other hepatic parameters were also measured. The LSM was 5.4 ± 1.1 kPa in normal subjects and increased slightly to 5.9 ± 0.7 kPa in patients with HFmrEF. However, the HFrEF and RHF groups had significantly higher LSMs of 8.4 ± 2.0 kPa and 10.3 ± 2.7 kPa, respectively. The LSM of HFrEF was significantly higher than that of HFmrEF, whereas the increase in LSM in patients with RHF was significant relative to HFmrEF and HFrEF. In addition, the other parameters showed abnormal values in only RHF and HFrEF. In conclusion, STE is a useful clinical technique for the noninvasive evaluation of liver stiffness associated with CHF, which could help patients with CHF manage their treatment regimens.
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Affiliation(s)
- Jing-Wu Yang
- Department of Ultrasound, Guangdong Second Provincial General Hospital, No. 466, Xingang Middle Road, Haizhu District, Guangzhou, China
| | - Li Ma
- Department of Ultrasound, Guangdong Second Provincial General Hospital, No. 466, Xingang Middle Road, Haizhu District, Guangzhou, China
| | - Zhen Zhang
- Department of Oncology, Affiliated Hospital of Hunan Academy of Traditional Chinese Medicine, Changsha, China
| | - Ran Xiong
- Department of Ultrasound, Guangdong Second Provincial General Hospital, No. 466, Xingang Middle Road, Haizhu District, Guangzhou, China
| | - Qing-Yang Meng
- Department of Ultrasound, Guangdong Second Provincial General Hospital, No. 466, Xingang Middle Road, Haizhu District, Guangzhou, China
| | - Hui-Long Huang
- Department of Ultrasound, Guangdong Second Provincial General Hospital, No. 466, Xingang Middle Road, Haizhu District, Guangzhou, China
| | - Wei- Bo Zeng
- Department of Ultrasound, Guangdong Second Provincial General Hospital, No. 466, Xingang Middle Road, Haizhu District, Guangzhou, China
| | - Tong Bai
- Department of Ultrasound, Guangdong Second Provincial General Hospital, No. 466, Xingang Middle Road, Haizhu District, Guangzhou, China
| | - Zheng-Tian Wang
- Department of The First Outpatient, General Hospital of Southern Theater Command, Guangzhou, China.
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Punn NS, Patel B, Banerjee I. Liver fibrosis classification from ultrasound using machine learning: a systematic literature review. Abdom Radiol (NY) 2024; 49:69-80. [PMID: 37950068 DOI: 10.1007/s00261-023-04081-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 09/27/2023] [Accepted: 09/28/2023] [Indexed: 11/12/2023]
Abstract
PURPOSE Liver biopsy was considered the gold standard for diagnosing liver fibrosis; however, with advancements in medical technology and increasing awareness of potential complications, the reliance on liver biopsy has diminished. Ultrasound is gaining popularity due to its wider availability and cost-effectiveness. This study examined the machine learning / deep learning (ML/DL) models for non-invasive liver fibrosis classification from ultrasound. METHODS Following the preferred reporting items for systematic reviews and meta-analyses (PRISMA) protocol, we searched five academic databases using the query. We defined population, intervention, comparison, outcomes, and study design (PICOS) framework for the inclusion. Furthermore, Joana Briggs Institute (JBI) checklist for analytical cross-sectional studies is used for quality assessment. RESULTS Among the 188 screened studies, 17 studies are selected. The methods are categorized as off-the-shelf (OTS), attention, generative, and ensemble classifiers. Most studies used OTS classifiers that combined pre-trained ML/DL methods with radiomics features to determine fibrosis staging. Although machine learning shows potential for fibrosis classification, there are limited external comparisons of interventions and prospective clinical trials, which limits their applicability. CONCLUSION With the recent success of ML/DL toward biomedical image analysis, automated solutions using ultrasound are developed for predicting liver diseases. However, their applicability is bounded by the limited and imbalanced retrospective studies having high heterogeneity. This challenge could be addressed by generating a standard protocol for study design by selecting appropriate population, interventions, outcomes, and comparison.
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Affiliation(s)
| | - Bhavik Patel
- Department of Radiology, Mayo Clinic, Phoenix, AZ, USA
| | - Imon Banerjee
- Department of Radiology, Mayo Clinic, Phoenix, AZ, USA
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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: 0] [Impact Index Per Article: 0] [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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Xiang H, Ling W, Ma L, Yang L, Lin T, Luo Y. Shear wave elastography using sound touch elastography and supersonic shear imaging for liver measurements: a comparative study. Quant Imaging Med Surg 2022; 12:2855-2865. [PMID: 35502377 PMCID: PMC9014163 DOI: 10.21037/qims-21-863] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 01/19/2022] [Indexed: 08/26/2023]
Abstract
BACKGROUND Measurements of liver stiffness obtained with 2-dimensional shear wave elastography (2D-SWE) have been widely used to clinically assess liver fibrosis. However, differences between different 2D-SWE systems can lead to confusion when interpreting measurements. This study investigated the variability between a recently released sound touch elastography (STE) system and a supersonic shear imaging (SSI) system and assessed the degree of intersystem discrepancy using the different liver stiffness value (LSV) thresholds recommended by the Society of Radiologists in Ultrasound (SRU) for assessing liver fibrosis. METHODS A total of 4,152 patients who had undergone STE and SSI on the same day were enrolled in this retrospective study. First, intrasystem agreement for STE and SSI was assessed. Then, intraclass correlation coefficients (ICCs) and the Bland-Altman method were used to assess intersystem variability for all cases, classified according to the thresholds recommended by the SRU. The effects of age, gender, and body-mass index (BMI) were evaluated using multivariate linear regression analysis and attributive intervals were computed for STE and SSI at each of the different thresholds. RESULTS The ICCs for STE and SSI intrasystem agreement were 0.94 [95% confidence interval (CI): 0.937-0.943; P<0.001] and 0.984 (95% CI: 0.984-0.985; P<0.001), respectively. The 95% limit of agreement (LOA) for all cases ranged from -6.96 to 7.44 kPa. The 95% LOA increased as the threshold values rose, and intersystem variability was obvious, even at the smallest threshold (the 95% LOA at values ≤5 kPa was -0.85 to 2.08 kPa, while that at values >17 kPa was -20.81 to 14.71 kPa). The adjusted R2 for age, gender, and BMI was only 0.018 (all P value <0.05). CONCLUSIONS There was clear variability between STE and SSI, in contrast with some previous studies with small sample sizes, and consistent with others. Intersystem variability increased with the elevation of the LSV thresholds recommended by the SRU. Gender and BMI had little effect on intersystem variability. Future research could compare STE and SSI in different liver diseases, assessing the feasibility of the SRU-recommended thresholds in proven pathologies and evaluating the test-retest repeatability.
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Affiliation(s)
- Hongjin Xiang
- Department of Ultrasound, West China Hospital of Sichuan University, Chengdu, China
| | - Wenwu Ling
- Department of Ultrasound, West China Hospital of Sichuan University, Chengdu, China
| | - Lin Ma
- Department of Ultrasound, West China Hospital of Sichuan University, Chengdu, China
| | - Lulu Yang
- Department of Ultrasound, West China Hospital of Sichuan University, Chengdu, China
| | - Tang Lin
- Department of Ultrasound, West China Hospital of Sichuan University, Chengdu, China
| | - Yan Luo
- Department of Ultrasound, West China Hospital of Sichuan University, Chengdu, China
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Li XM, Zhang LM, Li Y, Zhu QY, Zhao C, Fang SB, Yang ZL. Usefulness of transperineal shear wave elastography of levator ani muscle in women with stress urinary incontinence. Abdom Radiol (NY) 2022; 47:1873-1880. [PMID: 35290481 DOI: 10.1007/s00261-022-03478-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 02/26/2022] [Accepted: 02/26/2022] [Indexed: 11/29/2022]
Abstract
This study aimed to quantitatively assess the quality of levator ani muscle (LAM) using shear wave elastography (SWE) and to evaluate the association between the elasticity of LAM and stress urinary incontinence (SUI). The study population included 32 women with SUI and 34 women with normal pelvic support. The thickness of LAM, bladder neck descent (BND), and urethral funneling (UF) were assessed by transperineal ultrasound. LAM elasticity was measured by SWE at rest and during the maximal Valsalva maneuver. Age, menopause, BND, and UF showed a positive correlation with SUI. There was no significant between-group difference in the elastic modulus values of LAM at rest. The thickness of LAM in women with SUI was greater than that in control group at rest and during the maximal Valsalva maneuver (P < 0.001). The elastic modulus values of Emax and Emean were significantly increased from rest to the maximal Valsalva maneuver in all participants (56.24 vs 82.43 kPa and 47.92 vs 72.37 kPa, P < 0.001). The change of these variables from rest to the maximal Valsalva maneuver in the control group was more obvious than that in the SUI group (34.09 vs 17.87 kPa and 31.55 vs 16.82 kPa, P < 0.05). The elasticity of LAM, as quantified by SWE, may potentially be used as an index for predicting SUI.
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Affiliation(s)
- X M Li
- Department of Ultrasound, The Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, Shandong, China
| | - L M Zhang
- Department of Ultrasound, Maternity and Child Health Care of Zaozhuang, Jining, 261031, China
| | - Y Li
- Department of Gynecology, The Affiliated Hospital of Qingdao University, Qingdao, 266003, China
| | - Q Y Zhu
- Department of Ultrasound, The Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, Shandong, China
| | - C Zhao
- Department of Ultrasound, The Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, Shandong, China
| | - S B Fang
- Department of Ultrasound, The Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, Shandong, China
| | - Z L Yang
- Department of Ultrasound, The Affiliated Hospital of Qingdao University, 16 Jiangsu Road, Qingdao, 266003, Shandong, China.
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Comparison between spleen and liver stiffness measurements by sound touch elastography for diagnosing cirrhosis at different aminotransferase levels: a prospective multicenter study. Eur Radiol 2022; 32:4980-4990. [PMID: 35229196 DOI: 10.1007/s00330-022-08569-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2021] [Revised: 01/04/2022] [Accepted: 01/05/2022] [Indexed: 11/04/2022]
Abstract
OBJECTIVES To compare the performance of spleen stiffness measurement (SSM) and liver stiffness measurement (LSM) by sound touch elastography (STE) for the diagnosis of cirrhosis at different alanine aminotransferase (ALT) levels, and to compare the applicability and repeatability of SSM with LSM performed by STE, a new two-dimensional shear wave elastography technology. METHODS This prospective multicenter study included 25 centers and recruited chronic hepatitis B (CHB) patients with liver biopsy between May 2018 and November 2019. All patients underwent LSM and SSM by STE. Success and reliability rates were calculated and compared. Intra-observer agreement was assessed using intraclass correlation coefficients (ICCs). Differences between areas under the receiver operating characteristic curves (AUCs) of LSMs and SSMs at different ALT levels were compared using the Delong test. RESULTS Among 603 CHB patients, the success and reliability rates of SSM were 94.53% (570/603) and 85.74% (517/603), respectively, which were similar to those of LSM (p > 0.05), respectively. The ICC for intra-observer agreements of SSM was 0.964 (p < 0.001). In the total cohort, ALT ≤ 2 × upper limit of normal (ULN) group, and A0-1 group, the AUCs of SSMs were significantly lower than those of LSMs for the diagnosis of cirrhosis (p < 0.001). In the ALT > 2 × ULN group and A2-3 group, the AUC of SSM improved and was not significantly different from that of LSM (p = 0.342, p = 0.510, respectively). CONCLUSIONS SSM by STE achieved applicability and repeatability equivalent to those of LSM. SSM might be a good substitute to LSM in patients with high ALT levels. KEY POINTS • Spleen stiffness measurement performed by sound touch elastography was proven to have similar applicability and repeatability to liver stiffness measurement in this prospective multicenter study. • Spleen stiffness measurement demonstrated a poorer diagnostic performance for cirrhosis compared with liver stiffness measurement in the total cohort and low ALT level group, yet it showed a similar diagnostic performance to liver stiffness measurement in patients with high ALT levels.
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