A deep learning fusion model with evidence-based confidence level analysis for differentiation of malignant and benign breast tumors using dynamic contrast enhanced MRI

Biomedical Signal Processing and Control ◽

10.1016/j.bspc.2021.103319 ◽

2022 ◽

Vol 72 ◽

pp. 103319

Author(s):

Yunan Wu ◽

Jing Wu ◽

Yuting Dou ◽

Nicholas Rubert ◽

Yi Wang ◽

...

Keyword(s):

Deep Learning ◽

Confidence Level ◽

Breast Tumors ◽

Evidence Based ◽

Fusion Model ◽

Dynamic Contrast Enhanced ◽

Contrast Enhanced ◽

Level Analysis ◽

Benign Breast Tumors ◽

Contrast Enhanced Mri

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Distinguishing benign and malignant breast tumors: preliminary comparison of kinetic modeling approaches using multi-institutional dynamic contrast-enhanced MRI data from the International Breast MR Consortium 6883 trial

Journal of Medical Imaging ◽

10.1117/1.jmi.5.1.011019 ◽

2018 ◽

Vol 5 (01) ◽

pp. 1 ◽

Keyword(s):

Kinetic Modeling ◽

Breast Tumors ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Preliminary Comparison ◽

Contrast Enhanced ◽

Breast Mr ◽

Malignant Breast ◽

Contrast Enhanced Mri

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Dynamic contrast-enhanced MRI in the differentiation of breast tumors: User-defined versus semi-automated region-of-interest analysis

Journal of Magnetic Resonance Imaging ◽

10.1002/(sici)1522-2586(199912)10:6<945::aid-jmri6>3.0.co;2-i ◽

1999 ◽

Vol 10 (6) ◽

pp. 945-949 ◽

Author(s):

Gary P. Liney ◽

Peter Gibbs ◽

Carmel Hayes ◽

Martin O. Leach ◽

Lindsay W. Turnbull

Keyword(s):

Region Of Interest ◽

Breast Tumors ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Contrast Enhanced ◽

Contrast Enhanced Mri

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Improving the Reliability of Pharmacokinetic Parameters at Dynamic Contrast-enhanced MRI in Astrocytomas: A Deep Learning Approach

Radiology ◽

10.1148/radiol.2020192763 ◽

2020 ◽

Vol 297 (1) ◽

pp. 178-188

Author(s):

Kyu Sung Choi ◽

Sung-Hye You ◽

Yoseob Han ◽

Jong Chul Ye ◽

Bumseok Jeong ◽

...

Keyword(s):

Deep Learning ◽

Pharmacokinetic Parameters ◽

Learning Approach ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Contrast Enhanced ◽

Contrast Enhanced Mri

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Contribution of Diffusion-Weighted Imaging to Dynamic Contrast-Enhanced MRI in the Characterization of Breast Tumors

American Journal of Roentgenology ◽

10.2214/ajr.10.4258 ◽

2011 ◽

Vol 196 (1) ◽

pp. 210-217 ◽

Author(s):

Sibel Kul ◽

Aysegul Cansu ◽

Etem Alhan ◽

Hasan Dinc ◽

Gurbuz Gunes ◽

...

Keyword(s):

Diffusion Weighted Imaging ◽

Breast Tumors ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Diffusion Weighted ◽

Contrast Enhanced ◽

Contrast Enhanced Mri

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Using deep learning to predict microvascular invasion in hepatocellular carcinoma based on dynamic contrast-enhanced MRI combined with clinical parameters

Journal of Cancer Research and Clinical Oncology ◽

10.1007/s00432-021-03617-3 ◽

2021 ◽

Author(s):

Danjun Song ◽

Yueyue Wang ◽

Wentao Wang ◽

Yining Wang ◽

Jiabin Cai ◽

...

Keyword(s):

Hepatocellular Carcinoma ◽

Deep Learning ◽

Microvascular Invasion ◽

Clinical Parameters ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Contrast Enhanced ◽

Contrast Enhanced Mri

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Evaluating deep learning techniques for dynamic contrast-enhanced MRI in the diagnosis of breast cancer

Medical Imaging 2019: Computer-Aided Diagnosis ◽

10.1117/12.2512667 ◽

2019 ◽

Author(s):

Rachel Anderson ◽

Hui Li ◽

Yu Ji ◽

Peifang Liu ◽

Maryellen L. Giger

Keyword(s):

Breast Cancer ◽

Deep Learning ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Learning Techniques ◽

Contrast Enhanced ◽

Contrast Enhanced Mri

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Estimation of the capillary level input function for dynamic contrast‐enhanced MRI of the breast using a deep learning approach

Magnetic Resonance in Medicine ◽

10.1002/mrm.29148 ◽

2022 ◽

Author(s):

Jonghyun Bae ◽

Zhengnan Huang ◽

Florian Knoll ◽

Krzysztof Geras ◽

Terlika Pandit Sood ◽

...

Keyword(s):

Deep Learning ◽

Input Function ◽

Learning Approach ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Contrast Enhanced ◽

Contrast Enhanced Mri

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Use of diffusion kurtosis imaging and quantitative dynamic contrast-enhanced MRI for the differentiation of breast tumors

Journal of Magnetic Resonance Imaging ◽

10.1002/jmri.26059 ◽

2018 ◽

Vol 48 (5) ◽

pp. 1358-1366 ◽

Author(s):

Ting Li ◽

Tao Yu ◽

Lyu Li ◽

Lunbo Lu ◽

Yaoyao Zhuo ◽

...

Keyword(s):

Breast Tumors ◽

Diffusion Kurtosis Imaging ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Contrast Enhanced ◽

Diffusion Kurtosis ◽

Contrast Enhanced Mri

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Dynamic contrast-enhanced MRI in determining histological type of cervical cancer

Bulletin of Russian State Medical University ◽

10.24075/brsmu.2016-04-04 ◽

2016 ◽

pp. 27-33

Author(s):

E. V. Tarachkova ◽

◽

M. A. Shorikov ◽

V. O. Panov ◽

V. V. Kuznetsov ◽

...

Keyword(s):

Cervical Cancer ◽

Histological Type ◽

Dynamic Contrast Enhanced Mri ◽

Dynamic Contrast Enhanced ◽

Enhanced Mri ◽

Contrast Enhanced ◽

Contrast Enhanced Mri

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Faculty Opinions recommendation of Prostate cancer transrectal HIFU ablation: detection of local recurrences using T2-weighted and dynamic contrast-enhanced MRI.

Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature ◽

10.3410/f.1165531.628533 ◽

2009 ◽

Author(s):

Uri Lindner

Keyword(s):

Prostate Cancer ◽

Dynamic Contrast Enhanced Mri ◽

Hifu Ablation ◽

Dynamic Contrast Enhanced ◽

Local Recurrences ◽

Enhanced Mri ◽

Contrast Enhanced ◽

Contrast Enhanced Mri

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