Multi-energy level fusion for nodal metastasis classification of primary lung tumor on dual energy CT using deep learning

Author(s):  
You-Wei Wang ◽  
Chii-Jen Chen ◽  
Teh-Chen Wang ◽  
Hsu-Cheng Huang ◽  
Hsin-Ming Chen ◽  
...  
Author(s):  
You-Wei Wang ◽  
Chii-Jen Chen ◽  
Hsu-Cheng Huang ◽  
Teh-Chen Wang ◽  
Hsin-Ming Chen ◽  
...  

Radiographics ◽  
2018 ◽  
Vol 38 (7) ◽  
pp. 2034-2050 ◽  
Author(s):  
Rie Tachibana ◽  
Janne J. Näppi ◽  
Junko Ota ◽  
Nadja Kohlhase ◽  
Toru Hironaka ◽  
...  

Neurology ◽  
2019 ◽  
Vol 93 (11) ◽  
pp. e1068-e1075 ◽  
Author(s):  
Håkan Almqvist ◽  
Staffan Holmin ◽  
Michael V. Mazya

ObjectiveTo determine whether dual energy CT with a combined approach (cDECT) using a plain noncontrast monochromatic CT (pCT), a water-weighted image after iodine removal, and an iodine-weighted image changes the diagnosis and classification of intracranial hemorrhage (ICH) after endovascular thrombectomy (EVT) in acute ischemic stroke compared to a pCT image alone without separate water and iodine weighting.MethodDuring 2012 to 2016, 372 patients at our comprehensive stroke center underwent DECT scans within 36 hours after EVT. Two readers evaluated pCT compared to a second reading with cDECT, establishing the diagnosis of ICH and grading it per the Heidelberg and Safe Implementation of Thrombolysis in Stroke–Monitoring Study (SITS-MOST) classifications.ResultUsing cDECT changed the ICH diagnosis to contrast staining only in 34% (52 of 152), modified the ICH grade in 10% (15 of 152), and diagnosed initially undetected ICH in 2% (5 of 220). pCT alone had 95% sensitivity, 80% specificity, 66% positive predictive value, 98% negative predictive value, and 85% accuracy for ICH compared to cDECT. Interreader agreement on the presence of ICH increased with cDECT compared to pCT (Cohen κ = 0.77 [95% confidence interval 0.69–0.84] vs 0.68 [0.61–0.76]).ConclusioncDECT within 36 hours after EVT changes the radiologic report regarding posttreatment ICH in a considerable proportion of patients undergoing EVT compared to pCT alone. This could affect decision-making regarding monitoring, secondary prevention, and prognostication. The cDECT scan could improve the interpretation consistency of high-attenuating changes on post-EVT images.


2020 ◽  
Vol 30 (4) ◽  
pp. 2324-2333 ◽  
Author(s):  
Jing Li ◽  
Di Dong ◽  
Mengjie Fang ◽  
Rui Wang ◽  
Jie Tian ◽  
...  

2019 ◽  
Vol 9 (1) ◽  
Author(s):  
Brent van der Heyden ◽  
Patrick Wohlfahrt ◽  
Daniëlle B. P. Eekers ◽  
Christian Richter ◽  
Karin Terhaag ◽  
...  

2019 ◽  
Vol 47 (2) ◽  
pp. 371-379 ◽  
Author(s):  
Yuhei Koike ◽  
Shingo Ohira ◽  
Yuichi Akino ◽  
Tomohiro Sagawa ◽  
Masashi Yagi ◽  
...  

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