| Literature DB >> 28595311 |
Noriyuki Kadoya1, YuYa Miyasaka1, Takaya Yamamoto1, Yoshihiro Kuroda2, Kengo Ito1, Mizuki Chiba1, Yujiro Nakajima1, Noriyoshi Takahashi1, Masaki Kubozono1, Rei Umezawa1, Suguru Dobashi3, Ken Takeda3, Keiichi Jingu1.
Abstract
We evaluated dose-volume histogram (DVH) parameters based on deformable image registration (DIR) between brachytherapy (BT) and external beam radiotherapy (EBRT) that included a center-shielded (CS) plan. Eleven cervical cancer patients were treated with BT, and their pelvic and CS EBRT were studied. Planning CT images for EBRT and BT (except for the first BT, used as the reference image) were deformed with DIR to reference image. We used two DIR parameter settings: intensity-based and hybrid. Mean Dice similarity coefficients (DSCs) comparing EBRT with the reference for the uterus, rectum and bladder were 0.81, 0.77 and 0.83, respectively, for hybrid DIR and 0.47, 0.37 and 0.42, respectively, for intensity-based DIR (P < 0.05). D1 cm3 for hybrid DIR, intensity-based DIR and DVH addition were 75.1, 81.2 and 78.2 Gy, respectively, for the rectum, whereas they were 93.5, 92.3 and 94.3 Gy, respectively, for the bladder. D2 cm3 for hybrid DIR, intensity-based DIR and DVH addition were 70.1, 74.0 and 71.4 Gy, respectively, for the rectum, whereas they were 85.4, 82.8 and 85.4 Gy, respectively, for the bladder. Overall, hybrid DIR obtained higher DSCs than intensity-based DIR, and there were moderate differences in DVH parameters between the two DIR methods, although the results varied among patients. DIR is only experimental, and extra care should be taken when comparing DIR-based dose values with dose-effect curves established using DVH addition. Also, a true evaluation of DIR-based dose accumulation would require ground truth data (e.g. measurement with physical phantom).Entities:
Keywords: brachytherapy; cervical cancer; deformable image registration; dose accumulation; radiotherapy
Mesh:
Year: 2017 PMID: 28595311 PMCID: PMC5737357 DOI: 10.1093/jrr/rrx028
Source DB: PubMed Journal: J Radiat Res ISSN: 0449-3060 Impact factor: 2.724
Fig. 1.A schematic diagram of the creation of the accumulated dose distribution using deformable image registration (DIR). Planning CT images for external beam radiotherapy (EBRT) and brachytherapy (BT) (except for the first BT) were deformed with DIR to the CT image of the first BT (reference image). EBRT consisted of the whole pelvis plan (WP plan) and the center-shielded boost plan (CS plan). We then calculated the accumulated dose between the plans on the reference image.
Dice similarity coefficients (mean ± SD) for rigid registration, intensity-based DIR, and hybrid DIR between the EBRT for each BT fraction and the reference image (the first BT)
| Uterus | Rectum | Bladder | ||
|---|---|---|---|---|
| EBRT→BT1 | Rigid registration | 0.57 ± 0.11 | 0.33 ± 0.13 | 0.37 ± 0.18 |
| Intensity-based DIR | 0.47 ± 0.19 | 0.37 ± 0.16 | 0.42 ± 0.19 | |
| Hybrid DIR | 0.81 ± 0.11 | 0.77 ± 0.09 | 0.85 ± 0.15 | |
| 0.24 | 0.77 | 0.83 | ||
| 0.002 | <0.001 | <0.001 | ||
| <0.001 | <0.001 | <0.001 | ||
| Average (BT only) | Rigid registration | 0.74 ± 0.05 | 0.53 ± 0.13 | 0.44 ± 0.17 |
| Intensity-based DIR | 0.75 ± 0.05 | 0.57 ± 0.11 | 0.53 ± 0.19 | |
| Hybrid DIR | 0.93 ± 0.05 | 0.81 ± 0.16 | 0.80 ± 0.23 | |
| 0.84 | 0.81 | 0.55 | ||
| <0.001 | <0.001 | <0.001 | ||
| <0.001 | 0.002 | 0.01 |
EBRT = external beam radiotherapy, BT = brachytherapy, DIR = deformable image registration, BT1 = first BT.
Fig. 2.Comparison of the EBRT CT image deformed by intensity-based deformable image registration (DIR) with that by hybrid DIR for Patient 3, showing that the largest Dice similarity coefficient (DSC) was between EBRT and BT for the uterus. In the deformed EBRT CT image, purple indicates the uterus, orange the rectum, and pink the bladder. A solid line represents manually delineated structures and a dotted line represents structures created by DIR.
Fig. 3.Mean D0.1 cm, D1 cm and D2 cm of the rectum and bladder for BT and EBRT with a CS plan using DVH parameter addition, intensity-based DIR and hybrid DIR for individual patients.
Fig. 4.Comparison of the accumulated dose distributions with intensity-based DIR and with hybrid DIR, showing the large difference in bladder D1 cm between the two DIR methods. The large dose difference within the bladder is indicated by the yellow arrows.
Mean values for D0.1 cm, D1 cm and D2 cm for the rectum and bladder with DVH parameter addition, intensity-based DIR, and hybrid DIR
| DVH parameter | DVH parameter addition (Gy) | Intensity-based DIR (Gy) | Hybrid DIR (Gy) | ||||
|---|---|---|---|---|---|---|---|
| mean ± SD | 95% confidence interval | mean ± SD | 95% confidence interval | mean ± SD | 95% confidence interval | ||
| BT only | Rectum D0.1 cm3 | 65.9 ± 10.8 | (59.6–75.0) | 72.9 ± 17.8 | (58.0–88.0) | 58.5 ± 10.4 | (50.1–96.1) |
| Rectum D1 cm3 | 48.5 ± 8.5 | (43.8–60.0) | 53.1 ± 10.0 | (44.6–69.1) | 46.6 ± 7.4 | (44.2–52.2) | |
| Rectum D2 cm3 | 41.9 ± 7.4 | (37.7–50.1) | 46.1 ± 8.5 | (37.8–58.8) | 41.7 ± 6.4 | (40.1–47.4) | |
| Bladder D0.1 cm3 | 92.6 ± 35.6 | (69.7–104.5) | 93.6 ± 42.6 | (61.5–168.8) | 88.5 ± 34.6 | (62.4–124.3) | |
| Bladder D1 cm3 | 67.6 ± 15.8 | (54.8–74.4) | 64.8 ± 21.4 | (52.4–95.3) | 65.4 ± 16.4 | (53.7–90.8) | |
| Bladder D2 cm3 | 57.9 ± 10.7 | (47.7–65.1) | 55.0 ± 15.0 | (46.5–76.9) | 57.7 ± 12.9 | (49.9–80.9) | |
| BT + EBRT | Rectum D0.1 cm3 | 94.6 ± 10.4 | (89.2–101.4) | 102.4 ± 18.0 | (87.7–118.8) | 87.4 ± 11.4 | (77.5–102.2) |
| Rectum D1 cm3 | 78.2 ± 9.1 | (72.3–86.8) | 81.2 ± 10.9 | (72.0–97.3) | 75.1 ± 9.0 | (68.5–82.5) | |
| Rectum D2 cm3 | 71.4 ± 8.4 | (66.2–80.5) | 74.0 ± 10.1 | (67.4–86.7) | 70.1 ± 8.1 | (62.7–76.8) | |
| Bladder D0.1 cm3 | 121.2 ± 34.3 | (99.7–134.7) | 123.2 ± 41.7 | (90.9–200.1) | 118.1 ± 32.3 | (94.0–156.2) | |
| Bladder D1 cm3 | 94.3 ± 15.3 | (84.7–104.3) | 92.3 ± 19.8 | (73.8–121.4) | 93.5 ± 15.0 | (84.1–118.6) | |
| Bladder D2 cm3 | 85.4 ± 10.7 | (76.9–95.4) | 82.8 ± 13.7 | (68.2–102.5) | 85.4 ± 12.0 | (75.6–105.1) | |
DVH = dose–volume histogram, DIR = deformable image registration, CS plan = center-shielded plan, D0.1 cm = minimum doses to the most exposed 0.1 cm3 of tissue, D1 cm = minimum doses to the most exposed 1 cm3 of tissue, D2 cm = minimum doses to the most exposed 2 cm3 of tissue, EBRT = external beam radiotherapy, BT = brachytherapy.
Mean difference in D0.1 cm, D1 cm and D2 cm for the rectum and bladder among DVH parameter addition and two DIR-based dose accumulations for EBRT and all BT sessions
| DVH parameter | Difference (Gy) | |||
|---|---|---|---|---|
| DVH parameter addition—intensity-based DIR | DVH parameter addition—hybrid DIR | Hybrid DIR—intensity-based DIR | ||
| BT only | Rectum D0.1 cm3 | −7.0 ± 23.7 | 7.4 ± 7.0 | −14.4 ± 20.5 |
| Rectum D1 cm3 | −4.6 ± 12.3 | 1.9 ± 5.2 | −6.5 ± 12.0 | |
| Rectum D2 cm3 | −4.3 ± 9.0 | 0.1 ± 4.7 | −4.4 ± 10.0 | |
| Bladder D0.1 cm3 | −1.0 ± 24.1 | 4.1 ± 11.1 | −5.1 ± 14.9 | |
| Bladder D1 cm3 | 2.8 ± 12.3 | 2.2 ± 9.8 | 0.6 ± 6.0 | |
| Bladder D2 cm3 | 2.9 ± 9.3 | 0.2 ± 8.8 | 2.7 ± 4.0 | |
| BT + EBRT | Rectum D0.1 cm3 | −11.0 ± 24.7 | 2.8 ± 9.0 | −13.8 ± 20.5 |
| Rectum D1 cm3 | −7.9 ± 12.3 | −2.1 ± 5.1 | −5.9 ± 11.8 | |
| Rectum D2 cm3 | −9.0 ± 9.9 | −4.1 ± 5.4 | −4.9 ± 10.1 | |
| Bladder D0.1 cm3 | −8.3 ± 22.8 | −2.2 ± 11.9 | −6.1 ± 14.7 | |
| Bladder D1 cm3 | −6.5 ± 9.1 | −5.9 ± 9.3 | −0.6 ± 7.7 | |
| Bladder D2 cm3 | −6.5 ± 7.4 | −7.3 ± 8.2 | 0.9 ± 5.9 | |