scholarly journals Lung Texture in Serial Thoracic Computed Tomography Scans: Correlation of Radiomics-based Features With Radiation Therapy Dose and Radiation Pneumonitis Development

2015 ◽  
Vol 91 (5) ◽  
pp. 1048-1056 ◽  
Author(s):  
Alexandra Cunliffe ◽  
Samuel G. Armato ◽  
Richard Castillo ◽  
Ngoc Pham ◽  
Thomas Guerrero ◽  
...  
2009 ◽  
Vol 36 (7) ◽  
pp. 2934-2947 ◽  
Author(s):  
Eva M. van Rikxoort ◽  
Bartjan de Hoop ◽  
Max A. Viergever ◽  
Mathias Prokop ◽  
Bram van Ginneken

2013 ◽  
pp. 675-687
Author(s):  
William F. Sensakovic ◽  
Samuel G. Armato

Computed Tomography (CT) is widely used to diagnose and assess thoracic diseases. The improved resolution of CT studies has resulted in a substantial increase of image data for analysis by radiologists. The time-consuming nature of this analysis motivates the application of Computer-Aided Diagnostic (CAD) methods to assist radiologists. Most CAD methods require identification of the lung within the patient images, a preprocessing step known as “lung segmentation.” This chapter describes an intensity-based lung segmentation method. The segmentation method begins with simple thresholding, and several image processing modules are included to improve segmentation accuracy and robustness. Common segmentation difficulties are discussed and motivate the inclusion of each module in the lung segmentation method. These modules will include brief explanations of common techniques (e.g., morphological operators) in addition to novel techniques developed specifically for lung segmentation (e.g., gradient correlation filters).


2001 ◽  
Vol 19 (1) ◽  
pp. 253-259 ◽  
Author(s):  
Denis Caillot ◽  
Jean-Francois Couaillier ◽  
Alain Bernard ◽  
Olivier Casasnovas ◽  
David W. Denning ◽  
...  

PURPOSE: In patients with neutropenia, thoracic computed tomography (CT) halo and air-crescent signs are recognized as major indicators of invasive pulmonary aspergillosis (IPA). Nevertheless, the exact timing of CT images is not well known.PATIENTS AND METHODS: Seventy-one thoracic CT scans were analyzed in 25 patients with neutropenia with surgically proven IPA.RESULTS: On the first day of IPA diagnosis with early CT scan (d0), a typical CT halo sign was observed in 24 of 25 patients. At that time, the median number of thoracic lesions was two (range, one to six), and pulmonary involvement was bilateral in 12 cases. The halo sign was present in 68%, 22%, and 19% of cases on d3, d7, and d14, respectively. Similarly, the air-crescent sign was seen in 8%, 28%, and 63% of cases on the same days. Otherwise, a nonspecific air-space consolidation aspect was seen in 31%, 50%, and 18% of cases on the same days. The analysis of calculated aspergillary volumes on CT showed that, despite antifungal treatment, the median volume of lesions increased four-fold from d0 to d7, whereas it remained stable from d7 to d14. Overall, 21 patients (84%) were cured by the medical-surgical approach.CONCLUSION: In patients with neutropenia, CT halo sign is a highly effective modality for IPA diagnosis. The duration of the halo sign is short, and it demonstrates the value of early CT. The increase of the aspergillosis size on CT in the first days after IPA diagnosis is not correlated with a pejorative immediate outcome when using a combined medical-surgical approach.


2007 ◽  
Vol 8 (4) ◽  
pp. 252-256 ◽  
Author(s):  
Shadi Yousefi ◽  
Brian T. Collins ◽  
Cristina A. Reichner ◽  
Eric D. Anderson ◽  
Carlos Jamis-Dow ◽  
...  

CHEST Journal ◽  
2013 ◽  
Vol 144 (4) ◽  
pp. 596A
Author(s):  
Vinoo Ramsaran ◽  
Abubakr Bajwa ◽  
Vandana Seeram ◽  
James Cury ◽  
Faisal Usman ◽  
...  

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