Context-specific method for detection of soft-tissue lesions in non-cathartic low-dose dual-energy CT colonography

Janne J. Näppi, Daniele Regge, Hiroyuki Yoshida

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Abstract

In computed tomographic colonography (CTC), orally administered fecal-tagging agents can be used to indicate residual feces and fluid that could otherwise hide or imitate lesions on CTC images of the colon. Although the use of fecal tagging improves the detection accuracy of CTC, it can introduce image artifacts that may cause lesions that are covered by fecal tagging to have a different visual appearance than those not covered by fecal tagging. This can distort the values of image-based computational features, thereby reducing the accuracy of computer-aided detection (CADe). We developed a context-specific method that performs the detection of lesions separately on lumen regions covered by air and on those covered by fecal tagging, thereby facilitating the optimization of detection parameters separately for these regions and their detected lesion candidates to improve the detection accuracy of CADe. For pilot evaluation, the method was integrated into a dual-energy CADe (DE-CADe) scheme and evaluated by use of leave-one-patient-out evaluation on 66 clinical non-cathartic low dose dual-energy CTC (DE-CTC) cases that were acquired at a low effective radiation dose and reconstructed by use of iterative image reconstruction. There were 22 colonoscopy-confirmed lesions -6 mm in size in 21 patients. The DE-CADe scheme detected 96% of the lesions at a median of 6 FP detections per patient. These preliminary results indicate that the use of context-specific detection can yield high detection accuracy of CADe in non-cathartic low-dose DE-CTC examinations.

Original languageEnglish
Title of host publicationProgress in Biomedical Optics and Imaging - Proceedings of SPIE
PublisherSPIE
Volume9414
ISBN (Print)9781628415049
DOIs
Publication statusPublished - 2015
EventSPIE Medical Imaging Symposium 2015: Computer-Aided Diagnosis - Orlando, United States
Duration: Feb 22 2015Feb 25 2015

Other

OtherSPIE Medical Imaging Symposium 2015: Computer-Aided Diagnosis
CountryUnited States
CityOrlando
Period2/22/152/25/15

Fingerprint

Computed Tomographic Colonography
lesions
Tissue
dosage
marking
Computer-Assisted Image Processing
energy
Colonoscopy
Image reconstruction
Feces
Artifacts
Dosimetry
Colon
Air
Radiation
Fluids
feces
lumens
evaluation
image reconstruction

Keywords

  • Computer-aided detection
  • Dual-energy CT
  • False-positive reduction
  • Noncathartic preparation
  • Polyp detection
  • Virtual colonoscopy

ASJC Scopus subject areas

  • Atomic and Molecular Physics, and Optics
  • Electronic, Optical and Magnetic Materials
  • Biomaterials
  • Radiology Nuclear Medicine and imaging

Cite this

Näppi, J. J., Regge, D., & Yoshida, H. (2015). Context-specific method for detection of soft-tissue lesions in non-cathartic low-dose dual-energy CT colonography. In Progress in Biomedical Optics and Imaging - Proceedings of SPIE (Vol. 9414). [94142Y] SPIE. https://doi.org/10.1117/12.2081284

Context-specific method for detection of soft-tissue lesions in non-cathartic low-dose dual-energy CT colonography. / Näppi, Janne J.; Regge, Daniele; Yoshida, Hiroyuki.

Progress in Biomedical Optics and Imaging - Proceedings of SPIE. Vol. 9414 SPIE, 2015. 94142Y.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Näppi, JJ, Regge, D & Yoshida, H 2015, Context-specific method for detection of soft-tissue lesions in non-cathartic low-dose dual-energy CT colonography. in Progress in Biomedical Optics and Imaging - Proceedings of SPIE. vol. 9414, 94142Y, SPIE, SPIE Medical Imaging Symposium 2015: Computer-Aided Diagnosis, Orlando, United States, 2/22/15. https://doi.org/10.1117/12.2081284
Näppi JJ, Regge D, Yoshida H. Context-specific method for detection of soft-tissue lesions in non-cathartic low-dose dual-energy CT colonography. In Progress in Biomedical Optics and Imaging - Proceedings of SPIE. Vol. 9414. SPIE. 2015. 94142Y https://doi.org/10.1117/12.2081284
Näppi, Janne J. ; Regge, Daniele ; Yoshida, Hiroyuki. / Context-specific method for detection of soft-tissue lesions in non-cathartic low-dose dual-energy CT colonography. Progress in Biomedical Optics and Imaging - Proceedings of SPIE. Vol. 9414 SPIE, 2015.
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