Medical image analysis;
regression analysis;
contrast-to-noise ratio (CNR);
mathematical model;
supervised learning;
TIME-OF-FLIGHT;
RESOLUTION;
SIMULATION;
CT;
D O I:
10.1109/TRPMS.2021.3105945
中图分类号:
R8 [特种医学];
R445 [影像诊断学];
学科分类号:
1002 ;
100207 ;
1009 ;
摘要:
One way to enhance lesion detectability in small animal positron emission tomography (PET) would be to improve the coincidence time resolution (CTR) significantly relative to the current state of the art. This may soon become a real opportunity with the recent launch of the worldwide 10 ps challenge. Shorter crystals may be needed to improve timing performance by reducing the scintillation transit time spread. Although this comes at the cost of sensitivity loss, the time-of-flight (TOF) gain may allow to compromise on sensitivity without degrading imaging performance. As the main advantage of TOF is to enhance contrast-to-noise ratio (CNR), there is a motivation to assess the tradeoffs between crystal length and TOF resolution on the lesion detectability through a quantitative model. To derive such a model, a set of simulations was performed using the LabPET II mouse-version scanner with GATE and NEMA NU4 standards. The images were reconstructed using the CASToR software for tomographic reconstruction. The CNR was evaluated through a factorial design and its outcomes used to derive a model to assess the CNR performance as a function of crystal length, TOF resolution, and lesion size using a polynomial regression with multiple variables. As expected, results showed that CNR performance has positive correlations with lesion size and gain in TOF resolution and a negative correlation with crystal length. This leads to a predictive model that estimates the CNR performance with a mean-squared error of 0.69.
机构:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USAStanford Univ, Dept Radiol, Stanford, CA 94305 USA
Cates, Joshua W.
论文数: 引用数:
h-index:
机构:
Gundacker, Stefan
Auffray, Etiennette
论文数: 0引用数: 0
h-index: 0
机构:
European Org Nucl Res, CERN, Geneva, SwitzerlandStanford Univ, Dept Radiol, Stanford, CA 94305 USA
Auffray, Etiennette
Lecoq, Paul
论文数: 0引用数: 0
h-index: 0
机构:
European Org Nucl Res, CERN, Geneva, SwitzerlandStanford Univ, Dept Radiol, Stanford, CA 94305 USA
Lecoq, Paul
Levin, Craig S.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Dept Phys, Stanford, CA 94305 USA
Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USAStanford Univ, Dept Radiol, Stanford, CA 94305 USA
机构:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USAStanford Univ, Dept Radiol, Stanford, CA 94305 USA
Cates, Joshua W.
Levin, Craig S.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Dept Phys, Stanford, CA 94305 USA
Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USAStanford Univ, Dept Radiol, Stanford, CA 94305 USA
机构:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USAStanford Univ, Dept Radiol, Stanford, CA 94305 USA
Cates, Joshua W.
论文数: 引用数:
h-index:
机构:
Gundacker, Stefan
Auffray, Etiennette
论文数: 0引用数: 0
h-index: 0
机构:
European Org Nucl Res, CERN, Geneva, SwitzerlandStanford Univ, Dept Radiol, Stanford, CA 94305 USA
Auffray, Etiennette
Lecoq, Paul
论文数: 0引用数: 0
h-index: 0
机构:
European Org Nucl Res, CERN, Geneva, SwitzerlandStanford Univ, Dept Radiol, Stanford, CA 94305 USA
Lecoq, Paul
Levin, Craig S.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Dept Phys, Stanford, CA 94305 USA
Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USAStanford Univ, Dept Radiol, Stanford, CA 94305 USA
机构:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USAStanford Univ, Dept Radiol, Stanford, CA 94305 USA
Cates, Joshua W.
Levin, Craig S.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Dept Phys, Stanford, CA 94305 USA
Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USAStanford Univ, Dept Radiol, Stanford, CA 94305 USA