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Can initial diagnostic PET-CT aid to localize tumor bed in breast cancer radiotherapy: feasibility study using deformable image registration
Radiation Oncology volume 8, Article number: 163 (2013)
Localization of the tumor bed of breast cancer is crucial for accurate planning of boost irradiation. Lumpectomy cavity and surgical clips provide localizing information about tumor bed. However, defining the tumor bed is often difficult because of presence of unclear lumpectomy cavity and lack of certain information such as absence of surgical clips. In the present study, we evaluated the feasibility of initial diagnostic PET-CT in localization of the tumor bed using deformable image registration (DIR).
We selected twenty-five patients who had an initial diagnostic PET-CT performed and underwent breast-conserving surgery with surgical clips in tumor bed. In every individual patient, two target volumes were separately delineated on planning CT; 1) target volume based on surgical clips with a margin of 1 cm (TVclip) and 2) tumor volume based on 90% of maximum SUV on PET-CT registered by DIR (TVPET). The percent of TVPET in TVclip (Vin) was calculated and distance between center points of two volumes (Dcenter) was also measured.
Mean Dcenter between two volumes was 1.4 cm (range, 0.33 – 2.53). Mean Vin was 94.8% (range, 60.9-100) and 100% in 18 out of 25 patients. When compared to the center of TVclip, the center of TVPET tended to be located posteriorly (mean 0.3 cm, standard deviation 0.6), laterally (mean 0.3 cm, standard deviation 0.8) and inferiorly (mean 0.4 cm, standard deviation 0.9).
Initial diagnostic PET-CT can be one of the possible references to localize the tumor bed in breast cancer radiotherapy.
Whole breast irradiation after breast conserving surgery is one of the standard treatments for the patients with early-stage breast cancer[1, 2]. After the whole breast irradiation, additional boost to the tumor bed have demonstrated considerable improvement in local control rate[3, 4]. For achieving the adequate local control of the boost irradiation, appropriate localization of the tumor bed is crucial. The accuracy of defining the tumor bed has been improved by the use of CT-based simulation, in which lumpectomy cavity and surgical clips provide localizing information[5–7]. However, because of the poor visualization of lumpectomy cavity and absence of surgical clips, it is difficult to determine the tumor bed in some cases. In such cases, radiation oncologists delineate the tumor bed referenced by surgical scar marking and preoperative imaging studies including mammography, ultrasonography, and breast MR. However, surgical scar considering good cosmetic outcome does not always represents the original location of tumor bed. Because the position at preoperative imaging is different from the planning CT, there may be a geographic miss in estimation of tumor bed. Some studies suggest that breast MR identically positioned with planning CT provides more precise information on tumor bed localization[6, 8]. However, the additional imaging study for radiotherapy planning to localize the tumor bed is not always available.
Recently, the method of deformable image registration (DIR) has been developed and evaluated for the purpose of the more precise image-guided radiotherapy and adoptive radiotherapy[9–11]. Based on deformable image registration, we hypothesized that the localization of tumor bed may be feasible using preoperative imaging work-up without requirement of additional study for the sole purpose of radiotherapy planning. For deformable image registration with planning CT, we selected the diagnostic PET-CT as a reference imaging study. Although, preoperative CT imaging without PET can aid to delineate the boost volume with reduction of the inter-observer variation, preoperative PET-CT, the use of which has been increasing, may provide the more reliable localizing information.
The purpose of this study was to evaluate the feasibility of initial PET-CT in localization of the tumor bed through the method of deformable image registration with planning CT.
Methods and materials
From November 2010 to July 2012, among breast cancer patients treated with breast conserving surgery and radiation therapy, we selected twenty-five patients who had a preoperative PET-CT performed and were implanted with more than two surgical clips in the tumor bed. This study was approved by the institutional review board of Ajou University Hospital. All patients were pathologically diagnosed with invasive ductal carcinoma except for one case of mucinous carcinoma and the age of patients ranged from 33 to 66 years (median, 46). Mean size of the primary tumor was 2.4 cm (range, 0.9-6.0) on diagnostic images. Diagnostic PET-CT was performed with the patients in the supine position and with both arms beside the trunk. Eight cycles of neoadjuvant chemotherapy was administered in eight patients (32%). After breast conserving surgery, the size of tumor ranged from 0.0 to 4.8 cm (mean, 1.8) on pathologic examination. Of 17 patients who did not receive neoadjuvant chemotherapy, 9 patients were treated with four to eight cycles of adjuvant chemotherapy.
For postoperative radiotherapy, non-enhanced planning CT was scanned with supine and ipsilateral arm-up position. Median interval between breast conserving surgery with/without adjuvant chemotherapy and planning CT was 4 weeks (range, 2–18). For deformable image registration (DIR) of PET-CT with planning CT, Velocity AI software version 2.7.0 (Velocity medical solutions, Atlanta, GA) was used (Figure1A,1B and1C). Automatic rigid image registration (RIR) was done for the first step of DIR between diagnostic PET-CT and planning CT. After RIR, DIR was preceded to the next step. The spatial discrepancy of nipple between the two images was measured in each step and compared to evaluate the performance of the DIR process of breast tissue.
To investigate the feasibility of diagnostic PET-CT in localization of tumor bed, we delineated and compared two separate target volumes in each patient; 1) target volume based on surgical clips with a margin of 1 cm (TVclip) and 2) target volume based on 90% of maximum SUV on PET-CT registered by DIR (TVPET) (Figure 1D). Being blind to the PET-CT, each TVclip was delineated by one radiation oncologist and reviewed and confirmed by two other radiation oncologists. TVPET was delineated using the auto-segmentation tool of Velocity AI software referenced by the SUV. We analyzed the spatial relationship between TVPET and TVclip by the calculation of 1) Dcenter: distance between center points of TVclip and TVPET and 2) Vin : inclusion percent volume of TVPET included in TVclip (Figure 2). All statistical analyses were performed with SPSS software, version 12.0 (SPSS, Inc., Chicago, IL, USA).
In the step of RIR, the distance between the nipples between PET-CT and planning CT ranged from 0.4 to 3.9 cm (mean, 2.3) and after the DIR process it ranged from 0.0 to 3.4 cm (mean, 0.8) (Figure 3). In 8 patients with no skin loss on the gross surgical specimen, the nipple distance ranged from 0.0 to 0.7 cm (mean 0.3 cm).
The median number of surgical clip was 3 (range, 2–6) and the volume of TVclip ranged from 29.8 to 185.0 mL (mean 73.9, standard deviation 39.6). The median maximum SUV was 4.5 (range, 1.4-11.1) and the volume of TVPET ranged from 4.7 to 122.1 mL (mean 49.1, standard deviation 33.85).
Each patient’s geographic locations of center of TVclip, TVPET at RIR and TVPET at DIR were illustrated in Figure 4. The distance between TVclip and TVPET at DIR (Dcenter) ranged from 0.3 to 2.5 cm (mean 1.4, standard deviation 0.6) and was statistically different from the distance between TVclip, TVPET at RIR (mean 2.3, standard deviation 0.9) (paired t-test, p <0.01). When compared to the center of TVclip, the center of TVPET at DIR tended to be located posteriorly (mean 0.3 cm, standard deviation 0.6), laterally (mean 0.3 cm, standard deviation 0.8) and inferiorly (mean 0.4 cm, standard deviation 0.9). The percent volume of TVPET included in TVclip (Vin) ranged from 60.9 to 100% (mean 94.8, standard deviation 11.3) and 100% in 18 out of 25 patients.
In this study, we evaluated the feasibility of the DIR method using the diagnostic PET-CT to localize the tumor bed of breast cancer and the results demonstrate that the deformable registration of preoperative PET-CT can be a possible reference on the localization of tumor bed. The mean distance between centers of two target volumes (Dcenter) was 1.4 cm and its maximum was 2.5 cm. For the purpose of direct localization and delineation of tumor bed based on TVPET, these levels of disagreement between two centers seem to be too high. However, the center of the TVclip does not always represent the center of tumor volume because of the asymmetric surgical margin around the tumor. This asymmetry can affect the disagreement between the two centers of TVclip and TVPET in some degrees, and the Dcenter ranging from 0.3 to 2.5 cm can be an acceptable range to obtain additional information of tumor bed. Moreover, the high level of the inclusion percent volume of TVPET in TVclip (Vin) suggests that the DIR method using PET-CT can be a possible tool in defining the tumor bed. Although the surgical clips/planning CT-based target volume delineation have been considered as the methods of choice for tumor bed radiotherapy, there may be some uncertainties associated with such methods. The surgical clips does not always represent the edge of tumor bed and may migrate to the other site from its original location. Lumpectomy-based delineation may yield a high discordance rate because of inter-observer variation. Because of these uncertainties, multidisciplinary approach referenced by additional information should be considered for the accurate tumor bed boost. Recent studies have shown that the planning MR with planning CT helps in precise localization of tumor bed[6, 8]. In these contexts, the localizing information obtained by the DIR method using preoperative PET-CT may possibly be one of the references for improving the accuracy of tumor bed boost.
The DIR method has been developed for the adopted radiation therapy, which allows more accurate irradiation considering the anatomic alteration caused by tumor regression or weight loss during the period of radiotherapy. In this study, we implemented DIR method to trace the tumor bed alteration due to tumor removal and the positional change. Because poor performance of the DIR method can make the tracing information unreliable, we checked the accuracy of DIR method by measuring the distance between the nipples between PET-CT and planning CT. Although the distance between the two nipples at the RIR step became closer after the DIR process (Figure 3), it was measured up to 3.4 cm, which is longer than what was expected. However, the excised skin after surgery can shift the nipple from its original site and in the patients with no skin loss on the gross specimen, the nipple distance was very close (range, 0.0 to 0.7 cm). This proximity between the nipples suggests that the TVPET by the DIR process is reliably situated in the tumor bed. However, the accuracy of DIR algorithm should be tested in further studies, especially on the effects of tumor shrinkage or removal after chemotherapy or surgery.
This preliminary study has several shortcomings. The results are limited to the patients who had taken PET-CT as a preoperative work-up. The hypermetabolic lesions of PET-CT do not always exist and represent the true extent of breast tumor. Although we delineated the target volumes (TVPET and TVclip) based on the relatively objective references such as the surgical clips and uptake value of PET, the intra or inter-observer variation may affect the validity of the results. In the evaluation of the image registration, nipple distance does not provide the sufficient data to ensure the appropriateness of the image matching and the standardized parameters representing the quality of the match should be developed in the breast tissue. The surgical removal of breast tissue, tumor regression after neoadjuvant chemotherapy and long time interval between surgery and radiotherapy may influence the accuracy of tumor bed localization. Therefore, it is proposed that the results of this study should be applied with caution as supplementary information adding to the standard references. Nonetheless, our results may provide a reference in the case of patients who have no other reliable references. The DIR method can also be a useful tool for better definition of tumor bed in the patients treated with neoadjuvant chemotherapy or the oncoplastic surgery.
In conclusion, using the DIR method, initial diagnostic PET-CT can be one of the possible references to localize the tumor bed in breast cancer radiotherapy.
Deformable image registration
Rigid image registration
Clarke M, Collins R, Darby S, Davies C, Elphinstone P, Evans E, Godwin J, Gray R, Hicks C, James S, et al.: Effects of radiotherapy and of differences in the extent of surgery for early breast cancer on local recurrence and 15-year survival: an overview of the randomised trials. Lancet 2005, 366: 2087-2106.
Fisher B, Anderson S, Bryant J, Margolese RG, Deutsch M, Fisher ER, Jeong JH, Wolmark N: Twenty-year follow-up of a randomized trial comparing total mastectomy, lumpectomy, and lumpectomy plus irradiation for the treatment of invasive breast cancer. N Engl J Med 2002, 347: 1233-1241. 10.1056/NEJMoa022152
Romestaing P, Lehingue Y, Carrie C, Coquard R, Montbarbon X, Ardiet JM, Mamelle N, Gerard JP: Role of a 10-Gy boost in the conservative treatment of early breast cancer: results of a randomized clinical trial in Lyon, France. J Clin Oncol 1997, 15: 963-968.
Bartelink H, Horiot JC, Poortmans PM, Struikmans H, Van den Bogaert W, Fourquet A, Jager JJ, Hoogenraad WJ, Oei SB, Warlam-Rodenhuis CC, et al.: Impact of a higher radiation dose on local control and survival in breast-conserving therapy of early breast cancer: 10-year results of the randomized boost versus no boost EORTC 22881–10882 trial. J Clin Oncol 2007, 25: 3259-3265. 10.1200/JCO.2007.11.4991
Goldberg H, Prosnitz RG, Olson JA, Marks LB: Definition of postlumpectomy tumor bed for radiotherapy boost field planning: CT versus surgical clips. Int J Radiat Oncol Biol Phys 2005, 63: 209-213. 10.1016/j.ijrobp.2005.01.044
Kirby AM, Yarnold JR, Evans PM, Morgan VA, Schmidt MA, Scurr ED, Desouza NM: Tumor bed delineation for partial breast and breast boost radiotherapy planned in the prone position: what does MRI add to X-ray CT localization of titanium clips placed in the excision cavity wall? Int J Radiat Oncol Biol Phys 2009, 74: 1276-1282. 10.1016/j.ijrobp.2009.02.028
Yang Z, Chen J, Hu W, Pan Z, Cai G, Yu X, Mei X, Zhang Q, Liu T, Guo X: Planning the breast boost: how accurately do surgical clips represent the CT seroma? Radiother Oncol 2010, 97: 530-534. 10.1016/j.radonc.2010.09.007
Jolicoeur M, Racine ML, Trop I, Hathout L, Nguyen D, Derashodian T, David S: Localization of the surgical bed using supine magnetic resonance and computed tomography scan fusion for planification of breast interstitial brachytherapy. Radiother Oncol 2011, 100: 480-484. 10.1016/j.radonc.2011.08.024
Crum WR, Hartkens T, Hill DL: Non-rigid image registration: theory and practice. Br J Radiol 2004,77(Spec No 2):S140-S153.
Elstrom UV, Wysocka BA, Muren LP, Petersen JB, Grau C: Daily kV cone-beam CT and deformable image registration as a method for studying dosimetric consequences of anatomic changes in adaptive IMRT of head and neck cancer. Acta Oncol 2010, 49: 1101-1108. 10.3109/0284186X.2010.500304
Thor M, Petersen JB, Bentzen L, Hoyer M, Muren LP: Deformable image registration for contour propagation from CT to cone-beam CT scans in radiotherapy of prostate cancer. Acta Oncol 2011, 50: 918-925. 10.3109/0284186X.2011.577806
Boersma LJ, Janssen T, Elkhuizen PH, Poortmans P, van der Sangen M, Scholten AN, Hanbeukers B, Duppen JC, Hurkmans C, van Vliet C: Reducing interobserver variation of boost-CTV delineation in breast conserving radiation therapy using a pre-operative CT and delineation guidelines. Radiother Oncol 2012, 103: 178-182. 10.1016/j.radonc.2011.12.021
Kass R, Kumar G, Klimberg VS, Kass L, Henry-Tillman R, Johnson A, Colvert M, Lane S, Harshfield D, Korourian S, et al.: Clip migration in stereotactic biopsy. Am J Surg 2002, 184: 325-331. 10.1016/S0002-9610(02)00952-2
Petersen RP, Truong PT, Kader HA, Berthelet E, Lee JC, Hilts ML, Kader AS, Beckham WA, Olivotto IA: Target volume delineation for partial breast radiotherapy planning: clinical characteristics associated with low interobserver concordance. Int J Radiat Oncol Biol Phys 2007, 69: 41-48. 10.1016/j.ijrobp.2007.01.070
Kirova YM, Servois V, Reyal F, Peurien D, Fourquet A, Fournier-Bidoz N: Use of deformable image fusion to allow better definition of tumor bed boost volume after oncoplastic breast surgery. Surg Oncol 2011, 20: e123-e125. 10.1016/j.suronc.2011.02.001
This work was supported by the new faculty research fund of Ajou University School of Medicine.
The results of this study were accepted for the presentation at the 2nd ESTRO forum, 19–23 April, 2013, Geneva, Switzerland.
We appreciate the Dong-gang Medical Corporation providing Velocity AI software for scientific purposes.
The authors declare no conflict of interest.
OKN, OC and MC designed the research, OKN and OC performed the research, OC, HP, MK and JH analyzed the data, OKN, OC and YO wrote paper. All authors read and approved the final manuscript.
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Cho, O., Chun, M., Oh, Y.T. et al. Can initial diagnostic PET-CT aid to localize tumor bed in breast cancer radiotherapy: feasibility study using deformable image registration. Radiat Oncol 8, 163 (2013). https://doi.org/10.1186/1748-717X-8-163
- Tumor bed
- Breast cancer
- Deformable image registration