Convolution-based estimation of organ dose in tube current modulated CT
被引:24
作者:
Tian, Xiaoyu
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Dept Biomed Engn, Durham, NC 27705 USA
Duke Univ, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USADuke Univ, Dept Biomed Engn, Durham, NC 27705 USA
Tian, Xiaoyu
[1
,2
]
Segars, W. Paul
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Duke Univ, Dept Radiol, Durham, NC 27705 USA
Duke Univ, Med Phys Grad Program, Durham, NC 27705 USADuke Univ, Dept Biomed Engn, Durham, NC 27705 USA
机构:
Duke Univ, Dept Biomed Engn, Durham, NC 27705 USA
Duke Univ, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
Duke Univ, Dept Radiol, Durham, NC 27705 USA
Duke Univ, Med Phys Grad Program, Durham, NC 27705 USADuke Univ, Dept Biomed Engn, Durham, NC 27705 USA
Samei, Ehsan
[1
,2
,3
,4
]
机构:
[1] Duke Univ, Dept Biomed Engn, Durham, NC 27705 USA
[2] Duke Univ, Carl E Ravin Adv Imaging Labs, Durham, NC 27705 USA
[3] Duke Univ, Dept Radiol, Durham, NC 27705 USA
[4] Duke Univ, Med Phys Grad Program, Durham, NC 27705 USA
[5] Wake Forest Univ, Bowman Gray Sch Med, Dept Radiol, Winston Salem, NC 27103 USA
CT;
computed tomography;
Monte Carlo;
organ dose;
tube current modulation;
patient specific;
COMPUTATIONAL PHANTOMS;
COMPUTED-TOMOGRAPHY;
PEDIATRIC CHEST;
OPTIMIZATION;
D O I:
10.1088/0031-9155/61/10/3935
中图分类号:
R318 [生物医学工程];
学科分类号:
0831 ;
摘要:
Estimating organ dose for clinical patients requires accurate modeling of the patient anatomy and the dose field of the CT exam. The modeling of patient anatomy can be achieved using a library of representative computational phantoms (Samei et al 2014 Pediatr. Radiol. 44 460-7). The modeling of the dose field can be challenging for CT exams performed with a tube current modulation (TCM) technique. The purpose of this work was to effectively model the dose field for TCM exams using a convolution-based method. A framework was further proposed for prospective and retrospective organ dose estimation in clinical practice. The study included 60 adult patients (age range: 18-70 years, weight range: 60-180 kg). Patient-specific computational phantoms were generated based on patient CT image datasets. A previously validated Monte Carlo simulation program was used to model a clinical CT scanner (SOMATOM Definition Flash, Siemens Healthcare, Forchheim, Germany). A practical strategy was developed to achieve real-time organ dose estimation for a given clinical patient. CTDIvol-normalized organ dose coefficients (h(Organ)) under constant tube current were estimated and modeled as a function of patient size. Each clinical patient in the library was optimally matched to another computational phantom to obtain a representation of organ location/distribution. The patient organ distribution was convolved with a dose distribution profile to generate (CTDIvol)(organ, convolution) values that quantified the regional dose field for each organ. The organ dose was estimated by multiplying (CTDIvol)(organ,) (convolution) with the organ dose coefficients (h(Organ)). To validate the accuracy of this dose estimation technique, the organ dose of the original clinical patient was estimated using Monte Carlo program with TCM profiles explicitly modeled. The discrepancy between the estimated organ dose and dose simulated using TCM Monte Carlo program was quantified. We further compared the convolution-based organ dose estimation method with two other strategies with different approaches of quantifying the irradiation field. The proposed convolution-based estimation method showed good accuracy with the organ dose simulated using the TCM Monte Carlo simulation. The average percentage error (normalized by CTDIvol) was generally within 10% across all organs and modulation profiles, except for organs located in the pelvic and shoulder regions. This study developed an improved method that accurately quantifies the irradiation field under TCM scans. The results suggested that organ dose could be estimated in real-time both prospectively (with the localizer information only) and retrospectively (with acquired CT data).
机构:
San Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USASan Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USA
Costello, Justin E.
;
Cecava, Nathan D.
论文数: 0引用数: 0
h-index: 0
机构:
San Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USASan Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USA
Cecava, Nathan D.
;
Tucker, Jonathan E.
论文数: 0引用数: 0
h-index: 0
机构:
San Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USASan Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USA
Tucker, Jonathan E.
;
Bau, Jennifer L.
论文数: 0引用数: 0
h-index: 0
机构:
San Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USASan Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USA
机构:
Cleveland State Univ, Dept Phys, Med Phys Grad Program, Cleveland, OH 44115 USACleveland State Univ, Dept Phys, Med Phys Grad Program, Cleveland, OH 44115 USA
Li, Xiang
;
Segars, W. Paul
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Med Phys Grad Program, Carl E Ravin Adv Imaging Labs,Dept Radiol, Durham, NC 27705 USACleveland State Univ, Dept Phys, Med Phys Grad Program, Cleveland, OH 44115 USA
Segars, W. Paul
;
Samei, Ehsan
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Med Phys Grad Program, Carl E Ravin Adv Imaging Labs,Dept Radiol, Durham, NC 27705 USA
Duke Univ, Med Ctr, Med Phys Grad Program, Carl E Ravin Adv Imaging Labs,Dept Biomed Engn, Durham, NC 27705 USA
Duke Univ, Med Ctr, Med Phys Grad Program, Carl E Ravin Adv Imaging Labs,Dept Elect & Comp E, Durham, NC 27705 USACleveland State Univ, Dept Phys, Med Phys Grad Program, Cleveland, OH 44115 USA
机构:Massachusetts Gen Hosp, Dept Radiol, Div Diagnost Imaging Phys, Boston, MA 02114 USA
Li, Xinhua
;
Zhang, Da
论文数: 0引用数: 0
h-index: 0
机构:Massachusetts Gen Hosp, Dept Radiol, Div Diagnost Imaging Phys, Boston, MA 02114 USA
Zhang, Da
;
Liu, Bob
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Div Diagnost Imaging Phys, Boston, MA 02114 USAMassachusetts Gen Hosp, Dept Radiol, Div Diagnost Imaging Phys, Boston, MA 02114 USA
机构:
San Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USASan Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USA
Costello, Justin E.
;
Cecava, Nathan D.
论文数: 0引用数: 0
h-index: 0
机构:
San Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USASan Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USA
Cecava, Nathan D.
;
Tucker, Jonathan E.
论文数: 0引用数: 0
h-index: 0
机构:
San Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USASan Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USA
Tucker, Jonathan E.
;
Bau, Jennifer L.
论文数: 0引用数: 0
h-index: 0
机构:
San Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USASan Antonio Mil Med Ctr, Dept Radiol, Wilford Hall Ambulatory Surg Ctr, San Antonio, TX 78234 USA
机构:
Cleveland State Univ, Dept Phys, Med Phys Grad Program, Cleveland, OH 44115 USACleveland State Univ, Dept Phys, Med Phys Grad Program, Cleveland, OH 44115 USA
Li, Xiang
;
Segars, W. Paul
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Med Phys Grad Program, Carl E Ravin Adv Imaging Labs,Dept Radiol, Durham, NC 27705 USACleveland State Univ, Dept Phys, Med Phys Grad Program, Cleveland, OH 44115 USA
Segars, W. Paul
;
Samei, Ehsan
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Med Phys Grad Program, Carl E Ravin Adv Imaging Labs,Dept Radiol, Durham, NC 27705 USA
Duke Univ, Med Ctr, Med Phys Grad Program, Carl E Ravin Adv Imaging Labs,Dept Biomed Engn, Durham, NC 27705 USA
Duke Univ, Med Ctr, Med Phys Grad Program, Carl E Ravin Adv Imaging Labs,Dept Elect & Comp E, Durham, NC 27705 USACleveland State Univ, Dept Phys, Med Phys Grad Program, Cleveland, OH 44115 USA
机构:Massachusetts Gen Hosp, Dept Radiol, Div Diagnost Imaging Phys, Boston, MA 02114 USA
Li, Xinhua
;
Zhang, Da
论文数: 0引用数: 0
h-index: 0
机构:Massachusetts Gen Hosp, Dept Radiol, Div Diagnost Imaging Phys, Boston, MA 02114 USA
Zhang, Da
;
Liu, Bob
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, Dept Radiol, Div Diagnost Imaging Phys, Boston, MA 02114 USAMassachusetts Gen Hosp, Dept Radiol, Div Diagnost Imaging Phys, Boston, MA 02114 USA