Kernel sparse representation based classification of focal liver lesions with contrast-enhanced ultrasound

2017 ◽  
Author(s):  
Li Dandan ◽  
Zhang Yakui ◽  
Jin Jing
Keyword(s):  
Sparse Representation ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced Ultrasound ◽  
Contrast Enhanced

Deep learning based classification of focal liver lesions with contrast-enhanced ultrasound

Optik ◽  
2014 ◽  
Vol 125 (15) ◽  
pp. 4057-4063 ◽  
Author(s):  
Kaizhi Wu ◽  
Xi Chen ◽  
Mingyue Ding
Keyword(s):  
Deep Learning ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced Ultrasound ◽  
Contrast Enhanced

scholarly journals Quantitative Analysis of the Time–Intensity Curve of Contrast-Enhanced Ultrasound of the Liver: Differentiation of Benign and Malignant Liver Lesions

Diagnostics ◽  
2021 ◽  
Vol 11 (7) ◽  
pp. 1244
Author(s):  
Sonja Schwarz ◽  
Dirk-André Clevert ◽  
Michael Ingrisch ◽  
Thomas Geyer ◽  
Vincent Schwarze ◽  
...  
Keyword(s):  
Logistic Regression ◽  
Diagnostic Accuracy ◽  
Late Phase ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced Ultrasound ◽  
Contrast Enhanced ◽  
Malignant Lesions ◽  
Benign Liver ◽  
Benign Liver Lesions

Background: To evaluate the diagnostic accuracy of quantitative perfusion parameters in contrast-enhanced ultrasound to differentiate malignant from benign liver lesions. Methods: In this retrospective study 134 patients with a total of 139 focal liver lesions were included who underwent contrast enhanced ultrasound (CEUS) between 2008 and 2018. All examinations were performed by a single radiologist with more than 15 years of experience using a second-generation blood pool contrast agent. The standard of reference was histopathology (n = 60), MRI or CT (n = 75) or long-term CEUS follow up (n = 4). For post processing regions of interests were drawn both inside of target lesions and the liver background. Time–intensity curves were fitted to the CEUS DICOM dataset and the rise time (RT) of contrast enhancement until peak enhancement, and a late-phase ratio (LPR) of signal intensities within the lesion and the background tissue, were calculated and compared between malignant and benign liver lesion using Student’s t-test. Quantitative parameters were evaluated with respect to their diagnostic accuracy using receiver operator characteristic curves. Both features were then combined in a logistic regression model and the cumulated accuracy was assessed. Results: RT of benign lesions (14.8 ± 13.8 s, p = 0.005), and in a subgroup analysis, particular hemangiomas (23.4 ± 16.2 s, p < 0.001) differed significantly to malignant lesions (9.3 ± 3.8 s). The LPR was significantly different between benign (1.59 ± 1.59, p < 0.001) and malignant lesions (0.38 ± 0.23). Logistic regression analysis with RT and LPR combined showed a high diagnostic accuracy of quantitative CEUS parameters with areas under the curve of 0.923 (benign vs. malignant) and 0.929 (hemangioma vs. malignant. Conclusions: Quantified CEUS parameters are helpful to differentiate malignant from benign liver lesions, in particular in case of atypical hemangiomas.

Contrast-Enhanced Ultrasound for the differentiation of benign and malignant focal liver lesions: a meta-analysis

2013 ◽  
Vol 33 (5) ◽  
pp. 739-755 ◽  
Author(s):  
Mireen Friedrich-Rust ◽  
Tom Klopffleisch ◽  
Julia Nierhoff ◽  
Eva Herrmann ◽  
Johannes Vermehren ◽  
...  
Keyword(s):  
Meta Analysis ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced Ultrasound ◽  
Contrast Enhanced

Real-time Contrast-Enhanced Ultrasound Imaging of Infected Focal Liver Lesions

2008 ◽  
Vol 27 (4) ◽  
pp. 657-666 ◽  
Author(s):  
Guang-Jian Liu ◽  
Ming-De Lu ◽  
Xiao-Yan Xie ◽  
Hui-Xiong Xu ◽  
Zuo-Feng Xu ◽  
...  
Keyword(s):  
Real Time ◽  
Ultrasound Imaging ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced Ultrasound ◽  
Contrast Enhanced

scholarly journals Role of contrast enhanced ultrasound in characterization of focal liver lesions

2014 ◽  
Vol 45 (1) ◽  
pp. 7-17 ◽  
Author(s):  
Shruti Thakur ◽  
Anupam Jhobta ◽  
D.S. Dhiman ◽  
R.G. Sood ◽  
Arun Chauhan ◽  
...  
Keyword(s):  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced Ultrasound ◽  
Contrast Enhanced

Usefulness of real-time contrast-enhanced ultrasound guided coaxial needle biopsy for focal liver lesions

2018 ◽  
Vol 44 (1) ◽  
pp. 310-317 ◽  
Author(s):  
Xiaojing Cao ◽  
Zhenxing Liu ◽  
Xiang Zhou ◽  
Chengyun Geng ◽  
Qing Chang ◽  
...  
Keyword(s):  
Real Time ◽  
Needle Biopsy ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced Ultrasound ◽  
Ultrasound Guided ◽  
Coaxial Needle ◽  
Contrast Enhanced

Tips and Tricks in Contrast-Enhanced Ultrasound (CEUS) for the Characterization and Detection of Liver Malignancies

2019 ◽  
Vol 40 (04) ◽  
pp. 404-424 ◽  
Author(s):  
Barbara Schellhaas ◽  
Deike Strobel
Keyword(s):  
Liver Cirrhosis ◽  
Contrast Enhancement ◽  
Late Phase ◽  
Therapeutic Monitoring ◽  
Arterial Phase ◽  
Focal Liver Lesions ◽  
Liver Lesions ◽  
Contrast Enhanced Ultrasound ◽  
Liver Malignancies ◽  
Contrast Enhanced

AbstractContrast-enhanced ultrasound (CEUS) has a high diagnostic accuracy in the assessment of focal liver lesions. Clinical context (presence of liver cirrhosis, history of other malignancy versus incidental finding) is crucial for the correct interpretation of CEUS findings. CEUS has to be preceded by structured anamnesis and clinical examination as well as accurate B-mode sonography. Metastases are the most common malignant liver lesions in a non-cirrhotic liver. According to their contrast enhancement in the arterial phase, metastases are categorized as hyper- and hypo-vascular metastases. A common feature of all metastatic lesions is washout of the contrast agent in the portal venous or late phase. In the context of liver cirrhosis, > 95 % of focal liver lesions are hepatocellular carcinomas (HCCs). HCCs typically show arterial phase hyperenhancement, followed by mild and gradual contrast washout occurring very late in the late phase. For intrahepatic cholangiocellular carcinoma (ICC), the pattern of contrast enhancement in the arterial phase can vary. However, all ICCs typically show early and pronounced washout. Other liver malignancies like lymphoma, angiosarcoma, epithelioid hemangioendothelioma and others are very rare. Except for the contrast washout seen in all liver malignancies, they do not display pathognomonic enhancement patterns upon CEUS. Thus, biopsy is indispensable for definite diagnosis of the tumor entity. Furthermore, CEUS is used for the detection of metastases and therapeutic monitoring after local ablative procedures. The examination procedure differs slightly depending on the specific indication (characterization, detection).

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