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Accurate bolus arrival time estimation using piecewise linear model fitting
- Source :
- Medical Imaging: Image Processing
- Publication Year :
- 2017
- Publisher :
- SPIE, 2017.
-
Abstract
- Dynamic contrast-enhanced computed tomography (DCE-CT) is an emerging radiological technique, which consists in acquiring a rapid sequence of CT images, shortly after the injection of an intravenous contrast agent. The passage of the contrast agent in a tissue results in a varying CT intensity over time, recorded in time-attenuation curves (TACs), which can be related to the contrast supplied to that tissue via the supplying artery to estimate the local perfusion and permeability characteristics. The time delay between the arrival of the contrast bolus in the feeding artery and the tissue of interest, called the bolus arrival time (BAT), needs to be determined accurately to enable reliable perfusion analysis. Its automated identification is however highly sensitive to noise. We propose an accurate and efficient method for estimating the BAT from DCE-CT images. The method relies on a piecewise linear TAC model with four segments and suitable parameter constraints for limiting the range of possible values. The model is fitted to the acquired TACs in a multiresolution fashion using an iterative optimization approach. The performance of the method was evaluated on simulated and real perfusion data of lung and rectum tumours. In both cases, the method was found to be stable, leading to average accuracies in the order of the temporal resolution of the dynamic sequence. For reasonable levels of noise, the results were found to be comparable to those obtained using a previously proposed method, employing a full search algorithm, but requiring an order of magnitude more computation time.
- Subjects :
- Computer science
bolus arrival time
Rectum
Perfusion scanning
Computed tomography
030218 nuclear medicine & medical imaging
Biomaterials
Piecewise linear function
03 medical and health sciences
0302 clinical medicine
piecewise linear model
Search algorithm
medicine
Intravenous contrast
Bolus arrival time
medicine.diagnostic_test
Atomic and Molecular Physics, and Optics
Electronic, Optical and Magnetic Materials
medicine.anatomical_structure
Radiology Nuclear Medicine and imaging
030220 oncology & carcinogenesis
Temporal resolution
CT perfusion
perfusion analysis
Algorithm
Perfusion
Piecewise linear model
Subjects
Details
- ISSN :
- 0277786X
- Database :
- OpenAIRE
- Journal :
- SPIE Proceedings
- Accession number :
- edsair.doi.dedup.....268a991679c0a026b7e715d37d3dff09