Feasibility of using single photon counting X-ray for lung tumor position estimation based on 4D-CT

被引:7
作者
Aschenbrenner, Katharina P. [1 ,2 ]
Guthier, Christian V. [1 ]
Lyatskaya, Yulia [3 ,4 ]
Boda-Heggemann, Judit [5 ]
Wenz, Frederik [5 ]
Hesser, Juergen W. [1 ,2 ]
机构
[1] Heidelberg Univ, Med Fac Mannheim, Dept Expt Radiat Oncol, Mannheim, Germany
[2] Heidelberg Univ, IWR, Heidelberg, Germany
[3] Brigham & Womens Ctr, Boston, MA USA
[4] Harvard Med Sch, Boston, MA USA
[5] Heidelberg Univ, Univ Med Ctr Mannheim, Dept Radiat Oncol, Mannheim, Germany
来源
ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK | 2017年 / 27卷 / 03期
关键词
Ultra low dose; KV imaging; Lung tumor; Maximum likelihood; Poisson distribution; Correlation coefficient; Template matching; STEREOTACTIC ABLATIVE RADIOTHERAPY; MOTION COMPENSATION; FIDUCIAL MARKERS; IMAGE DATA; TRACKING; CANCER; ALGORITHM; RECONSTRUCTION; NONLINEARITY; REGISTRATION;
D O I
10.1016/j.zemedi.2017.05.001
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
Purpose: In stereotactic body radiation therapy of lung tumors, reliable position estimation of the tumor is necessary in order to minimize normal tissue complication rate. While kV X-ray imaging is frequently used, continuous application during radiotherapy sessions is often not possible due to concerns about the additional dose. Thus, ultra low-dose (ULD) kV X-ray imaging based on a single photon counting detector is suggested. This paper addresses the lower limit of photons to locate the tumor reliably with an accuracy in the range of state-of-the-art methods, i.e. a few millimeters. Method: 18 patient cases with four dimensional CT (4D CT), which serves as a-priori information, are included in the study. ULD cone beam projections are simulated from the 4D-CTs including Poisson noise. The projections from the breathing phases which correspond to different tumor positions are compared to the ULD projection by means of Poisson log-likelihood (PML) and correlation coefficient (CC), and template matching under these metrics. Results: The results indicate that in full thorax imaging five photons per pixel suffice for a standard deviation in tumor positions of less than half a breathing phase. Around 50 photons per pixel are needed to achieve this accuracy with the field of view restricted to the tumor region. Compared to CC, PML tends to perform better for low photon counts and shifts in patient setup. Template matching only improves the position estimation in high photon counts. The quality of the reconstruction is independent of the projection angle. Conclusions: The accuracy of the proposed ULD single photon counting system is in the range of a few millimeters and therefore comparable to state-of-the-art tumor tracking methods. At the same time, a reduction in photons per pixel by three to four orders of magnitude relative to commercial systems with flatpanel detectors can be achieved. This enables continuous kV image-based position estimation during all fractions since the additional dose to the patient is negligible.
引用
收藏
页码:243 / 254
页数:12
相关论文
共 43 条
[1]   Contact surface and material nonlinearity modeling of human lungs [J].
Al-Mayah, A. ;
Moseley, J. ;
Brock, K. K. .
PHYSICS IN MEDICINE AND BIOLOGY, 2008, 53 (01) :305-317
[2]   Complications Associated with the Percutaneous Insertion of Fiducial Markers in the Thorax [J].
Bhagat, Nikhil ;
Fidelman, Nicholas ;
Durack, Jeremy C. ;
Collins, Jeremy ;
Gordon, Roy L. ;
LaBerge, Jeanne M. ;
Kerlan, Robert K., Jr. .
CARDIOVASCULAR AND INTERVENTIONAL RADIOLOGY, 2010, 33 (06) :1186-1191
[3]   Clinical outcome of hypofractionated breath-hold image-guided SABR of primary lung tumors and lung metastases [J].
Boda-Heggemann, Judit ;
Frauenfeld, Anian ;
Weiss, Christel ;
Simeonova, Anna ;
Neumaier, Christian ;
Siebenlist, Kerstin ;
Attenberger, Ulrike ;
Heussel, Claus Peter ;
Schneider, Frank ;
Wenz, Frederik ;
Lohr, Frank .
RADIATION ONCOLOGY, 2014, 9
[4]   4D-CT lung motion estimation with deformable registration: Quantification of motion nonlinearity and hysteresis [J].
Boldea, Vlad ;
Sharp, Gregory C. ;
Jiang, Steve B. ;
Sarrut, David .
MEDICAL PHYSICS, 2008, 35 (03) :1008-1018
[5]  
Brainlab AG, EXACTRAC XRAY MON
[6]   The diaphragm as an anatomic surrogate for lung tumor motion [J].
Cervino, Laura I. ;
Chao, Alvin K. Y. ;
Sandhu, Ajay ;
Jiang, Steve B. .
PHYSICS IN MEDICINE AND BIOLOGY, 2009, 54 (11) :3529-3541
[7]   Stereotactic ablative radiotherapy versus lobectomy for operable stage I non-small-cell lung cancer: a pooled analysis of two randomised trials [J].
Chang, Joe Y. ;
Senan, Suresh ;
Paul, Marinus A. ;
Mehran, Reza J. ;
Louie, Alexander V. ;
Balter, Peter ;
Groen, Harry J. M. ;
McRae, Stephen E. ;
Widder, Joachim ;
Feng, Lei ;
van den Borne, Ben E. E. M. ;
Munsell, Mark F. ;
Hurkmans, Coen ;
Berry, Donald A. ;
van Werkhoven, Erik ;
Kresl, John J. ;
Dingemans, Anne-Marie ;
Dawood, Omar ;
Haasbeek, Cornelis J. A. ;
Carpenter, Larry S. ;
De Jaeger, Katrien ;
Komaki, Ritsuko ;
Slotman, Ben J. ;
Smit, Egbert F. ;
Roth, Jack A. .
LANCET ONCOLOGY, 2015, 16 (06) :630-637
[8]   Markerless tracking of small lung tumors for stereotactic radiotherapy [J].
de Koste, John R. van Sornsen ;
Dahele, Max ;
Mostafavi, Hassan ;
Sloutsky, Alex ;
Senan, Suresh ;
Slotman, Ben J. ;
Verbakel, Wilko F. A. R. .
MEDICAL PHYSICS, 2015, 42 (04) :1640-1652
[9]   The application of the sinusoidal model to lung cancer patient respiratory motion [J].
George, R ;
Vedam, SS ;
Chung, TD ;
Ramakrishnan, V ;
Keall, PJ .
MEDICAL PHYSICS, 2005, 32 (09) :2850-2861
[10]   Combined MV plus kV inverse treatment planning for optimal kV dose incorporation in IGRT [J].
Grelewicz, Zachary ;
Wiersma, Rodney D. .
PHYSICS IN MEDICINE AND BIOLOGY, 2014, 59 (07) :1607-1621