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Objective To investigate the feasibility of defining the radiotherapy target of primary liver cancer using four-dimensional computed tomography (4DCT) and T2-weighted magnetic resonance (MR-T2) deformable image registration.Methods Ten patients with hepatocellular carcinoma (HCC) who first received radiotherapy were included in this study.The 4DCT in free breathing and MR-T2 in deep breathing were acquired sequentially.4DCT were sorted into ten series of CT images according to the respiratory phase.MIM software was used for deformable image registration.The accuracy of deformable image registration was assessed by the maximal displacements in three-dimensional directions of the portal vein and the celiac trunk and the degree of liver overlapping (P-LIVER).Gross tumor volume (GTV) was delineated on different series of CT images and the internal GTV (IGTV) was merged by ten GTVs on 4DCT images in each phase.The MR-T2 image was deformably registered to 4DCT images in each phase to acquire ten GTVDR.The IGTVDRwas obtained by merging the ten GTVDR.The differences between different target volumes were compared by paired t-test.Results The maximal displacements in three-dimensional directions of the portal vein were 0.3±0.8 mm along the x-axis, 0.8±1.8 mm along the y-axis, and 0.5±1.5 mm along the z-axis.The maximal displacements in three-dimensional directions of the celiac trunk were 0.1±1.0 mm along the x-axis, 0.7±1.2 mm along the y-axis, and 0.6±2.0 mm along the z-axis.Overlapping degree was 115.4±13.8%.The volumes of GTVs obtained from 4DCT images in each phase after DR increased by an average of 8.18%(P<0.05), and were consistent with those delineated on MR-T2 images.The IGTV after DR increased by an average of 9.67%(P<0.05).Conclusions MRI image can show more information and have a higher contrast than CT image.MRI images should be combined with 4DCT images for delineating the GTV.It can better determine the scope and trajectory of the target and improve the delineation accuracy of HCC target.
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In this paper, we extend our previous work on deformable image registration to inhomogenous tissues. Inhomogenous tissues include the tissues with embedded tumors, which is common in clinical applications. It is a very challenging task since the registration method that works for homogenous tissues may not work well with inhomogenous tissues. The maximum error normally occurs in the regions with tumors and often exceeds the acceptable error threshold. In this paper, we propose a new error correction method with adaptive weighting to reduce the maximum registration error. Our previous fast deformable registration method is used in the inner loop. We have also proposed a new evaluation metric average error of deformation field (AEDF) to evaluate the registration accuracy in regions between vessels and bifurcation points. We have validated the proposed method using liver MR images from human subjects. AEDF results show that the proposed method can greatly reduce the maximum registration errors when compared with the previous method with no adaptive weighting. The proposed method has the potential to be used in clinical applications to reduce registration errors in regions with tumors.
Sujets)
Humains , Foie , MéthodesRésumé
Objective To study the feasibility of defining the internal gross tumor volume (IGTV) of hepatocellular carcinoma applying the enhanced four-dimensional computed tomography (4DCT) images with deformable registration technology.Methods Ten HCC patients who accepted radiation therapy were selected in this study.The 4DCT in free breathing,non-enhanced 3DCT and arterial phase enhanced 3DCT in end inspiration breath holding associated with active breathing coordinator were acquired sequentially.4DCT were sorted into ten series CT images according to breath phase,and named CT00,CT10..…CT90.Gross tumor volume (GTV) were contoured on different CT series and the IGTV1 was merged by ten phases GTVs of 4DCT.The GTV of enhanced 3DCT was registered to different CT series of 4DCT and the IGTVDR was obtained by merging the GTVs after deformable registration.The target volumes differences were compared by paired t-test.Results The edge of tumor was difficult to define on 4DCT and non-enhanced 3DCT images.The enhanced 3DCT image showed clearer tumor edge,and the GTV increased by mean 37.99％ compared to GTV on 4DCT different series images and non-enhanced 3DCT image (P =0.002).The GTV after deformable registration on 4DCT different phase images increased by mean 36.34％ (P =0.011),which were similar to GTV on enhanced 3DCT image (P =0.632).The IGTVDR increased by 19.91％ (P =0.017),compared to IGTV1.Conclusions The contrast-enhanced 4DCT image which was obtained by combining enhanced 3DCT and 4DCT images with deformable registration technology could raise the position precision of the HCC IGTV effectively.
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Objective To explore the effect of respiration on dose accumulation for target volume and normal liver in radiotherapy for hepatocellular carcinoma (HCC) while applying 4D-CT and deformable registration.Methods Nineteen HCC patients who had received transcatheter arterial chemoembolization were enrolled in this study.All patients underwent 3D-and 4D-CT simulation in free breathing.The 3D dose (Dose-3D) was calculated from the treatment planning designed on the 3D-CT image.The Dose-3D then was recalculated on ten phases of 4D-CT images respectively,and the end-inspiration and end-expiration doses were defined as Dose El and Dose-EE.The 4D dose (Dose-4D) was obtained by deforming and accumulating ten-phase doses of 4D-CT images on the end-expiration phase image.The dosimetric differences of planning target volume and normal liver were compared among Dose-3D,Dose-4D,Dose-EI and Dose-EE.Results The D99 and D95of planning target volume (PTV) in Dose-3D were higher than those of Dose-4D,Dose-Fl and Dose EE (x2 =32.75,26.31,P ＜ 0.05).The conformal index (CI) and homogeneity index (HI) in Dose-3D were better than those of Dose-4D,Dose-E1 and Dose-EE,in which CI decreased from 0.78 to0.63,0.60 and 0.57,while HI increased from 0.08 to 0.15,0.16 and 0.19 (x2 =37.80,31.86,P ＜0.05).No statistically significant differences were found in dosimetric indices of PTV between Dose-4D and Dose EI,Dose-EE,and between Dose-El and Dose-EE (P ＞ 0.05).The mean dose (D),V5,V10,V20,V30 and V40 of normal liver were similar among four dose distributions (P ＞ 0.05).Conclusions More objective and precise dose distribution for target volume and normal liver could be obtained by applying both 4D-CT and deformable registration,which is beneficial to accurately predicting the dosevolume indices of radiation-induced liver injury and offering more reliable evidence of escalation for target dose.
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Objective To study preliminary the accuracy of clinical target volume (CTV) and internal target volume (ITV) automatically generated by an in-house deformable registration software on fourdimensional CT (4DCT),and evaluate its feasibility of clinical application.Methods Clinic treated one lung cancer patient and one liver cancer patient were selected for the study.CTV was delineated by radiation oncologist according to a single respiratory phase image of 4DCT scanning,and then deformed to the other phases and generated the CTVdefm on each phase image.Differences between the CTVdefm and CTVmanu were then compared.A composite ITVcopm was created by overlapping all the CTVdefm of 10 phases and compared with the ITVMIP which was contoured on the maximum intensity projection (MIP) CT images,including the shape,volume and geometric center position of the ITV contour.Results For the tested lung case,average volume difference between the CTVdefm and CTV was (-2.59 ± 5.02)％ for the all 10 phases,and the vector departure of the two ITV centers was (1.04 ± 0.89) mm.The ITVcomp almost completely matched the ITVMIP on the tested liver case with a volume difference smaller the 1％ and only 1.4 mm vector departure between their geometric centers.Conclusion The validity of the CTVdefm and ITVcomp gained from automatic deformation of manual delineation reference based on 4DCT images were preliminary evaluated and proved to be good enough for clinic planning.
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Objective To evaluate the accumulated doses to normal tissues and organs at risks (OARs) of patients with lung cancer in radiotherapy plans by using the deformable registration method,and make comparison with the empirical calculation method.Methods Ten patients with lung cancer were analyzed retrospectively.3D-CRT or IMRT plans were designed before treatment. CT to simulator was rescanned and the same treatment plan was redesigned during radiotherapy. Based on the deformable registration method,the Mimvista software was used to calculate the accumulated doses to normal tissues and OARs in two CT images respectively.The empirical estimation algorithm was calculated by the linear relationship between the fractions and the total prescribed dose.Results The target coverage of patients had no significant difference in two plans.There were no significant differences in all the dose volume parameters for normal tissues and OARs,except the mean dose to right lung( t =2.98,P ＜ 0.05 ) when the the same plan was conducted in position-setting and reposition CT images.Conclusions The empirical estimation for the accumulated dose could be used to evaluate the dose and volume parameters for normal tissues and OARs in lung cancer by the same plan.
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Objective To evaluate the anatomic changes and dosimetric variations of patients with nasopharyngeal carcinoma (NPC) during the course of simultaneous integrated boost intensity-modulated radiotherapy (SIB-IMRT) by comparison of the dosimetric differences with or without replanning.Methods Twelve cases with NPC treated with SIB-IMRT underwent repeated CT scans after 20- 25 fractions of the initiation of therapy.The original treatment plan ( Plan1 ) based on the first CT scan ( CT1 ) and the second IMRT plan (Plan 2) based on the second CT scan (CT2) were calculated with an inverse planning system (Pinnacle3,Philips Medical System).In addition,the hybrid IMRT plan,Planl (CT2),was generated by deformable registration with MIMVISTA software,and the doses in Plan 1 ( CT1 ) and Plan 2 ( CT2 ) were accumulated based on CT2.The dosimetric differences were compared among the Plan 1 ( CT1 ),Plan 1 (CT2) and Plan 1 + 2(CT2).Results Compared with CT1,the mean volumes of the right and left parotid glands in the CT2 were significantly smaller by ( 24.6 ± 11.9 ) ％ and ( 35.1 ± 20.1 ) ％,respectively.Compared with Plan 1 ( CT1 ),the dose received by 95％ of the target ( D9s ) to PGTV,PTV1 and PTV2,and mean dose (D ) to PGTV,and PTV2 were all significantly lower in the Plan 1 (CT2),indicating that the doses to targets decreased without replanning.With repeated CT and replanning after 25 fractions as shown in Plan 1 + 2 (CT2),the doses to targets would be improved.The doses to normal tissue were increased without replanning,although no statistical significance was observed.In 5 of 12 cases,the doses to the spinal cord and brainstem exceeded the constraint without replanning,while the corresponding values decreased with replanning.Conclusions During the course of IMRT for cases with NPC,the volumes of the targets and parotid glands decrease significantly.Mid-treatment CT scanning and replanning should be recommended to ensure adequate doses to the targets and safe doses to the normal tissues.
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To perform the Adaptive Radiation Therapy (ART), a high degree of deformable registration accuracy is essential. The purpose of this study is to identify whether the change of MV CBCT intensity can improve registration accuracy using predefined modification level and filtering process. To obtain modification level, the cheese phantom images was acquired from both kilovoltage CT (kappaV CT), megavoltage cone-beam CT (MV CBCT). From the cheese phantom images, the modification level of MV CBCT was defined from the relationship between Hounsfield Units (HUs) of kappaV CT and MV CBCT images. 'Gaussian smoothing filter' was added to reduce the noise of the MV CBCT images. The intensity of MV CBCT image was changed to the intensity of the kappaV CT image to make the two images have the same intensity range as if they were obtained from the same modality. The demon deformable registration which was efficient and easy to perform the deformable registration was applied. The deformable lung phantom which was intentionally created in the laboratory to imitate the changes of the breathing period was acquired from kappaV CT and MV CBCT. And then the deformable lung phantom images were applied to the proposed method. As a result of deformable image registration, the similarity of the correlation coefficient was used for a quantitative evaluation of the result was increased by 6.07% in the cheese phantom, and 18% in the deformable lung phantom. For the additional evaluation of the registration of the deformable lung phantom, the centric coordinates of the mark which was inserted into the inner part of the phantom were measured to calculate the vector difference. The vector differences from the result were 2.23, 1.39 mm with/without modification of intensity of MV CBCT images, respectively. In summary, our method has quantitatively improved the accuracy of deformable registration and could be a useful solution to improve the image registration accuracy. A further study was also suggested in this paper.
Sujets)
Fromage , Tomodensitométrie à faisceau conique , Études d'évaluation comme sujet , Intention , Poumon , Bruit , RespirationRésumé
Objective To observe the physique and anatomy changes in patients with nasopharyngeal carcinoma (NPC) during intensity-modulated radiotherapy (IMRT), using repeated CT images and deformable registration technique, and analyze their impact on delivery dose distribution.Methods Ten NPC patients were randomly selected from those who had received IMRT treatment.Gross tumor volume of nasopharyn (GTVnx), GTV of metastastatic lymph node (GTVnd), clinical target volume (CTV) and normal tissue or organ (OAR) were re-contoured on the in-course repeated CT images using a kind of deformable registration and auto-segmentation software according to the original planning contouring.Changes in volume of treatment targets and organs at risk were evaluated and the trends were then analyzed.Dose distributions were recalculated with repeated CT images and compared to the original plans.Results The volume of GTVnx were decreased by 6.44%,10.23% and9.72%(F=1.34,P=0.278) in the 2-,4-and 6-week after IM RT comparing with before IM RT, with 6.59%, 30.98 % and 35.13 % (F = 9.22, P =0.000) in GTVnd, 0.73%, 1.86% and 1.41% (F=0.33,P=0.722) in CTV1, -1.78%, -6.47%and -9.34% (F =16.89 ,P =0.000) in CTV2, 13.96%, 32.97% and 37.77%(F=17.17,P=0.000)in the left parotid , and 3.56% , 29.57% and 35.63% (F = 13.49 , P = 0.000) in the right parotid.The mean dose change rate of GTVnx were -0.39%, 0.08% and 0.32% (F =0.15 ,P =0.860) in the 2-,4- and 6-week after IMRT comparing with planning faction dose, with 0.53%, 1.19% and 0.69% (F=0.81,P=0.455) in GTVnd, 1.95%, 2.70% and 3.78% (F=0.61,P=0.552) in the spinal cord,0.32%, 0.81% and 0.62% (F=0.03,P=0.975) in the brain stem, 4.50%, 4.66% and 7.20% (F=0.33,P=0.725) in the left parotid, 2.20%, 7.17% and 7.12% (F= 1.24,P=0.306) in the right parotid.Conclusions The GTVnd, CTV2 and parotids shrinks obviously along with the treatment times for NPC patients during IMRT.Although changes in fraction dose of GTV, CTV, spinal cord, stem and parotids are not significant, further study with larger samples is needed.