Liver fibrosis staging by deep learning:a visual-based explanation of diagnostic decisions of the model

Autor: Rudi Dierckx, Yunchao Yin, Robbert J. de Haas, Kim Mouridsen, Thomas C. Kwee, Derya Yakar

Publikováno v: Yin, Y, Yakar, D, Dierckx, R A J O, Mouridsen, K B, Kwee, T C & de Haas, R J 2021, ' Liver fibrosis staging by deep learning : a visual-based explanation of diagnostic decisions of the model ', European Radiology, vol. 31, no. 12, pp. 9620-9627 . https://doi.org/10.1007/s00330-021-08046-x
European Radiology
European Radiology, 31(12), 9620-9627. SPRINGER

Objectives Deep learning has been proven to be able to stage liver fibrosis based on contrast-enhanced CT images. However, until now, the algorithm is used as a black box and lacks transparency. This study aimed to provide a visual-based explanation

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::60dc318c4e31380d1166c1409d690775
https://pure.au.dk/portal/da/publications/liver-fibrosis-staging-by-deep-learning(8a4f6997-40f5-4b38-a3e3-1b0ffd6ca676).html

Quantification of liver fibrosis at T1 and T2 mapping with extracellular volume fraction MRI:Preclinical results

Autor: Kanishka Hittatiya, Juergen Gieseke, Robert Schierwagen, Sabine Klein, Julian A. Luetkens, Jonel Trebicka, Frank Erhard Uschner, Guido M. Kukuk, Alois M. Sprinkart, Frank Träber, Hans H. Schild, Daniel Kuetting, Frederic Carsten Schmeel, Glen Kristiansen, Wolfgang Block

Publikováno v: Luetkens, J A, Klein, S, Träber, F, Schmeel, F C, Sprinkart, A M, Kuetting, D L R, Block, W, Uschner, F E, Schierwagen, R, Hittatiya, K, Kristiansen, G, Gieseke, J, Schild, H H, Trebicka, J & Kukuk, G M 2018, ' Quantification of liver fibrosis at T1 and T2 mapping with extracellular volume fraction MRI : Preclinical results ', Radiology, vol. 288, no. 3, pp. 748-754 . https://doi.org/10.1148/radiol.2018180051

Purpose To evaluate MRI T1 and T2 mapping with calculation of extracellular volume (ECV) for diagnosis and grading of liver fibrosis. Materials and Methods Different grades of fibrosis were induced in 60 male Sprague-Dawley rats by bile duct ligation

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::a42fe570463d03fca7d81031658b62a4
https://portal.findresearcher.sdu.dk/da/publications/31bfffcf-c264-4963-a5ff-4f2be02665cb

Assessment of biopsy-proven liver fibrosis by two-dimensional shear wave elastography : an individual patient data based meta-analysis

Autor: Eva Herrmann, Victor de Lédinghen, Christophe Cassinotto, Winnie C.‐W. Chu, Vivian Y.‐F. Leung, Giovanna Ferraioli, Carlo Filice, Laurent Castera, Valérie Vilgrain, Maxime Ronot, Jérôme Dumortier, Aymeric Guibal, Stanislas Pol, Jonel Trebicka, Christian Jansen, Christian Strassburg, Rongqin Zheng, Jian Zheng, Sven Francque, Thomas Vanwolleghem, Luisa Vonghia, Emanuel K. Manesis, Pavlos Zoumpoulis, Ioan Sporea, Maja Thiele, Aleksander Krag, Claude Cohen‐Bacrie, Aline Criton, Joel Gay, Thomas Deffieux, Mireen Friedrich‐Rust

Publikováno v: Hepatology
Herrmann, E, de Lédinghen, V, Cassinotto, C, Chu, W C-W, Leung, V Y-F, Ferraioli, G, Filice, C, Castera, L, Vilgrain, V, Ronot, M, Dumortier, J, Guibal, A, Pol, S, Trebicka, J, Jansen, C, Strassburg, C P, Zheng, R, Zheng, J, Francque, S, Vanwolleghem, T, Vonghia, L, Manesis, E K, Zoumpoulis, P, Sporea, I, Thiele, M, Krag, A, Cohen-Bacrie, C, Criton, A, Gay, J, Deffieux, T & Friedrich-Rust, M 2018, ' Assessment of biopsy-proven liver fibrosis by two-dimensional shear wave elastography : An individual patient data based meta-analysis ', Hepatology, vol. 67, no. 1, pp. 260–272 . https://doi.org/10.1002/hep.29179

Two-dimensional shear wave elastography (2D-SWE) has proven to be efficient for the evaluation of liver fibrosis in small to moderate-sized clinical trials. We aimed at running a larger-scale meta-analysis of individual data. Centers which have worke

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::64fc31135a84a9c794a52ce3fc534cf7
https://hdl.handle.net/10067/1417900151162165141

Food intake increases liver stiffness measurements and hampers reliable values in patients with chronic hepatitis B and healthy controls: the PROLIFICA experience in The Gambia

Autor: Mark Thursz, Robert D. Goldin, Shevanthi Nayagam, Harr Freeya Njai, Ramou Njie, Patrick Ingiliz, Ousman Nyan, Mohamed Khalil, Tumani Corrah, Yusuke Shimakawa, Makie Taal, Umberto D'Alessandro, Maud Lemoine

Publikováno v: Alimentary Pharmacology & Therapeutics (Suppl)
Alimentary Pharmacology & Therapeutics (Suppl), 2014, 39 (2), pp.188-196. ⟨10.1111/apt.12561⟩

Summary Background By increasing the hepatic blood circulation, food intake has been suggested to increase liver stiffness measurement (LSM) values in HCV-infected patients. Aim To investigate prospectively the effects of food intake on LSM in hepati

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::1992ac7d1e1daa91b3ad5646f97e201b
https://hal-pasteur.archives-ouvertes.fr/pasteur-02875331