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"Elasticity imaging techniques"

Original Article

Fibrosis-4plus score: a novel machine learning-based tool for screening high-risk varices in compensated cirrhosis (CHESS2004): an international multicenter study
Bingtian Dong, Ruiling He, Shenghong Ju, Yuping Chen, Ivica Grgurevic, Jianzhong Ma, Ying Guo, Huizhen Fan, Qiang Yan, Chuan Liu, Huixiong Xu, Anita Madir, Kristian Podrug, Jia Wang, Linxue Qian, Zhengzi Geng, Shanghao Liu, Tao Ren, Guo Zhang, Kun Wang, Meiqin Su, Fei Chen, Sumei Ma, Liting Zhang, Zhaowei Tong, Yonghe Zhou, Xin Li, Fanbin He, Hui Huan, Wenjuan Wang, Yunxiao Liang, Juan Tang, Fang Ai, Tingyu Wang, Liyun Zheng, Zhongwei Zhao, Jiansong Ji, Wei Liu, Jiaojiao Xu, Bo Liu, Xuemei Wang, Yao Zhang, Qiong Yan, Hui Liu, Xiaomei Chen, Shuhua Zhang, Yihua Wang, Yang Liu, Li Yin, Yanni Liu, Yanqing Huang, Li Bian, Ping An, Xin Zhang, Shaoting Zhang, Jinhua Shao, Xiangman Zhang, Wei Rao, Chaoxue Zhang, Christoph Frank Dietrich, Won Kim, Xiaolong Qi
Clin Mol Hepatol 2025;31(3):881-898.
Published online February 5, 2025
DOI: https://doi.org/10.3350/cmh.2024.0898
Background/Aims
A large percentage of patients undergoing esophagogastroduodenoscopy (EGD) screening do not have esophageal varices (EV) or have only small EV. We evaluated a large, international, multicenter cohort to develop a novel score, termed FIB-4plus, by combining the fibrosis-4 (FIB-4) score, liver stiffness measurement (LSM), and spleen stiffness measurement (SSM) to identify high-risk EV (HRV) in compensated cirrhosis.
Methods
This international cohort study involved patients with compensated cirrhosis from 17 Chinese hospitals and one Croatian institution (NCT04546360). Two-dimensional shear wave elastography-derived LSM and SSM values, and components of the FIB-4 score (i.e., age, aspartate aminotransferase, alanine aminotransferase, and platelet count [PLT]) were combined using machine learning algorithms (logistic regression [LR] and extreme gradient boosting [XGBoost]) to develop the LR-FIB-4plus and XGBoost-FIB-4plus models, respectively. Shapley Additive exPlanations method was used to interpret the model predictions.
Results
We analyzed data from 502 patients with compensated cirrhosis who underwent EGD screening. The XGBoost-FIB-4plus score demonstrated superior predictive performance for HRV, with an area under the receiver operating characteristic curve (AUROC) of 0.927 (95% confidence interval [CI] 0.897–0.957) in the training cohort (n=268), and 0.919 (95% CI 0.843–0.995) and 0.902 (95% CI 0.820–0.984) in the first (n=118) and second (n=82) external validation cohorts, respectively. Additionally, the XGBoost-FIB-4plus score exhibited high AUROC values for predicting EV across all cohorts. The FIB-4plus score outperformed the individual parameters (LSM, SSM, PLT, and FIB-4).
Conclusions
The FIB-4plus score effectively predicted EV and HRV in patients with compensated cirrhosis, providing clinicians with a valuable tool for optimizing patient management and outcomes.

Citations

Citations to this article as recorded by  Crossref logo
  • The evolution of non-invasive strategies in cirrhosis management—from screening to precision monitoring: Editorial on “Fibrosis-4plus score: a novel machine learning-based tool for screening high-risk varices in compensated cirrhosis (CHESS2004): an inter
    Haiyu Wang, Jinjun Chen
    Clinical and Molecular Hepatology.2026; 32(1): 403.     CrossRef
  • Metabolic factor-based machine learning model for mortality prediction in acute hepatitis E: Development and validation from a dual-center cohort
    Haoshuang Fu, Shuying Song, Yuelin Xiao, Bingying Du, Gangde Zhao, Tianhui Zhou, Yanan Du
    Digestive and Liver Disease.2026; 58(5): 660.     CrossRef
  • Relative change rate of liver stiffness measurements predicts the risk of liver decompensation in compensated advanced chronic liver disease
    Yanqiu Li, Zihang Qiao, Jinze Li, Bingbing Zhu, Yu Lu, Ying Feng, Xianbo Wang
    Clinical and Experimental Medicine.2025;[Epub]     CrossRef
  • Artificial Intelligence Applications in the Diagnosis and Management of Cirrhosis and Portal Hypertension: A Narrative Review
    Amrit Khooblall, Satish E. Viswanath, Layth Khawaja, Sameer Gadani
    Techniques in Vascular and Interventional Radiology.2025; 28(4): 101078.     CrossRef
  • Liver stiffness measurement-based risk score for predicting liver decompensation risk: a single-center retrospective Chinese study
    Yanqiu Li, Zihang Qiao, Jinze Li, Yongqi Li, Ying Feng, Xianbo Wang
    Clinical and Experimental Medicine.2025;[Epub]     CrossRef
  • Metabolomics and metabolites in cancer diagnosis and treatment
    Minyi Cai, Haiyan Liu, Chen Shao, Tingting Li, Jun Jin, Yahui Liang, Jinhu Wang, Ji Cao, Bo Yang, Qiaojun He, Xuejing Shao, Meidan Ying
    Molecular Biomedicine.2025;[Epub]     CrossRef
  • 14,203 View
  • 309 Download
  • 6 Web of Science
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Editorial

Liver fibrosis, cirrhosis, and portal hypertension

Non-invasive tests-based risk stratification: Baveno VII and beyond
Georg Semmler, Mathias Jachs, Mattias Mandorfer
Clin Mol Hepatol 2023;29(1):105-109.
Published online November 23, 2022
DOI: https://doi.org/10.3350/cmh.2022.0361

Citations

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  • Liver stiffness by non-invasive tests predicts hepatocellular carcinoma and liver-related complications following viral eradication with direct-acting antivirals in chronic hepatitis C: a retrospective cohort study
    Prooksa Ananchuensook, Sombat Treeprasertsuk, Piyawat Komolmit, Kessarin Thanapirom
    BMC Gastroenterology.2026;[Epub]     CrossRef
  • Early portal hypertension in metabolic dysfunction-associated steatotic liver disease: a concise review
    Iván López-Méndez, Eva Juárez-Hernández, Juan Pablo Soriano-Márquez, Misael Uribe, Graciela Castro-Narro
    Expert Review of Gastroenterology & Hepatology.2025; 19(7): 755.     CrossRef
  • Combination of modified albumin-bilirubin grade and platelet count to predict high-risk varices in patients with hepatocellular carcinoma
    Prooksa Ananchuensook, Kingkomon Piyawannasuth, Sirinporn Suksawatamnuay, Panarat Thaimai, Nipaporn Siripon, Supachaya Sriphoosanaphan, Kessarin Thanapirom, Piyawat Komolmit, Wenyu Lin
    PLOS One.2025; 20(7): e0327967.     CrossRef
  • Noninvasive model based on liver and spleen stiffness for predicting clinical decompensation in patients with cirrhosis
    Long-Bao Yang, Xin Gao, Meng Xu, Yong Li, Lei Dong, Xin-Di Huang, Xiao She, Dan-Yang Zhang, Qian-Wen Zhang, Chen-Yu Liu, Shu-Ting Fan, Yan Wang
    World Journal of Gastroenterology.2025;[Epub]     CrossRef
  • Simple blood tests to diagnose compensated advanced chronic liver disease and stratify the risk of clinically significant portal hypertension
    Georg Semmler, Lukas Hartl, Yuly Paulin Mendoza, Benedikt Simbrunner, Mathias Jachs, Lorenz Balcar, Michael Schwarz, Benedikt Silvester Hofer, Laurenz Fritz, Anna Schedlbauer, Katharina Stopfer, Daniela Neumayer, Jurij Maurer, Robin Szymanski, Elias Lauri
    Hepatology.2024; 80(4): 887.     CrossRef
  • Portal hypertension and its prognostic implications in patients with Wilson's disease
    Lukas Burghart, Peter Ferenci, Oleksandr Petrenko, Mattias Mandorfer, Michael Schwarz, Michael Gschwantler, Michael Trauner, Thomas Reiberger, Albert Friedrich Stättermayer
    Alimentary Pharmacology & Therapeutics.2024; 60(2): 257.     CrossRef
  • Folic acid supplementation is associated with a decreased mortality and reduced hospital readmission in patients with decompensated alcohol-related liver cirrhosis
    Laura Buttler, Anja Tiede, Marie Griemsmann, Hannah Rieland, Jim Mauz, Julia Kahlhöfer, Heiner Wedemeyer, Markus Cornberg, Tammo L. Tergast, Benjamin Maasoumy, Katharina L. Hupa-Breier
    Clinical Nutrition.2024; 43(8): 1719.     CrossRef
  • Correspondence on Editorial regarding “Baveno-VII criteria to predict decompensation and initiate non-selective beta-blocker in compensated advanced chronic liver disease patients”
    Yu Jun Wong, Sanchit Sharma, Giulia Tosetti, Xiaolong Qi, Massimo Primignani
    Clinical and Molecular Hepatology.2023; 29(1): 188.     CrossRef
  • Correspondence on Letter regarding “Long-term prognosis and the need for histologic assessment of chronic hepatitis B in the serological immune tolerant phase”
    Jeong-Ju Yoo, Sang Gyune Kim
    Clinical and Molecular Hepatology.2023; 29(2): 513.     CrossRef
  • Validation of non‐invasive diagnosis of CSPH in patients with compensated advanced chronic liver disease according to Baveno VII
    Byeong Geun Song, Myung Ji Goh, Wonseok Kang, Geum‐Youn Gwak, Yong‐Han Paik, Moon Seok Choi, Joon Hyeok Lee, Seung Woon Paik, Dong Hyun Sinn
    Liver International.2023; 43(9): 1966.     CrossRef
  • Lymphatic drainage dysfunction is related to clinically significant portal hypertension
    Ruixue Ma, Yasuko Iwakiri
    Hepatology International.2023; 17(6): 1327.     CrossRef
  • 10,915 View
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  • 12 Web of Science
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Original Article
The usefulness of transient elastography to diagnose cirrhosis in patients with alcoholic Liver disease
Sang Gyune Kim, M.D., Young Seok Kim, M.D., Seung Won Jung, M.D., Hee Kyung Kim, M.D.1, Jae Young Jang, M.D., Jong Ho Moon, M.D., Hong Soo Kim, M.D., Joon Seong Lee, M.D., Moon Sung Lee, M.D., Chan Sup Shim, M.D., Boo Sung Kim, M.D.
Korean J Hepatol 2009;15(1):42-51.
Published online March 31, 2009
DOI: https://doi.org/10.3350/kjhep.2009.15.1.42
Backgrounds/Aims
It is not easy to differentiate between patients with cirrhosis and those with alcoholic liver disease. Liver biopsy is generally considered the gold standard for assessing hepatic fibrosis; however, this protocol frequently carries a risk of severe complications and false-negative results. Transient elastography (Fibroscan, Echosens, Paris, France), which is a noninvasive method of measuring liver stiffness, has become available for assessing liver fibrosis. Liver stiffness reportedly differs markedly with the cirrhosis etiology. The aim of this study was thus to determine the diagnostic accuracy of the Fibroscan in the detection of cirrhosis in patients with alcoholic liver disease. Methods: We enrolled 45 patients with alcoholic liver disease. Fibroscan, abdominal ultrasonography, aspartate aminotransferase/platelet ratio index (APRI), and liver biopsy were performed on all patients. Fibrosis stage was assessed using the Batts-Ludwig scoring system. Results: The stage of fibrosis (F1-F4) was distributed among the cohort as follows: 5 patients at F1, 4 patients at F2, 7 patients at F3, and 29 patients at F4. Liver stiffness differed significantly between each fibrosis stage (P<0.001). For the diagnosis of cirrhosis, the area under the receiver operating characteristic curve was 0.97 for transient elastography (95% confidence interval, CI, 0.93-1.01), 0.81 for ultrasonography (95% CI, 0.68-0.94), and 0.83 for APRI score (95% CI, 0.70-0.95). The optimal cut-off value of liver stiffness for detecting cirrhosis was 25.8 kPa, with a sensitivity of 90% and a specificity of 87%. Conclusions: Transient elastography is a useful method for diagnosing cirrhosis in patients with alcoholic liver disease. (Korean J Hepatol 2008;15:42-51)

Citations

Citations to this article as recorded by  Crossref logo
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    Lukas Otero Sanchez, Christophe Moreno
    Clinics in Liver Disease.2024; 28(4): 715.     CrossRef
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    Mi Na Kim, Ji Won Han, Jihyun An, Beom Kyung Kim, Young-Joo Jin, Seung-seob Kim, Minjong Lee, Han Ah Lee, Yuri Cho, Hee Yeon Kim, Yu Rim Shin, Jung Hwan Yu, Moon Young Kim, YoungRok Choi, Young Eun Chon, Eun Ju Cho, Eun Joo Lee, Sang Gyune Kim, Won Kim, D
    Clinical and Molecular Hepatology.2024; 30(Suppl): S5.     CrossRef
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    Aleksander Krag, Tania Roskams, Massimo Pinzani, Sebastian Mueller
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    Daniel Fuster, Xavier García-Calvo, Paola Zuluaga, Ferran Bolao, Robert Muga
    World Journal of Gastroenterology.2021; 27(23): 3223.     CrossRef
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    Alia Hadefi, Delphine Degré, Eric Trépo, Christophe Moreno
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    Melissa Salavrakos, Hubert Piessevaux, Mina Komuta, Nicolas Lanthier, Peter Stärkel
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