| Literature DB >> 35764679 |
Pavel Kundrát1,2, Hannes Rennau3, Julia Remmele4, Sabine Sebb3, Cristoforo Simonetto5, Jan Christian Kaiser5, Guido Hildebrandt3, Ulrich Wolf4, Markus Eidemüller5.
Abstract
This study aims to identify key anatomic features that govern the individual variability of lung doses from breast-cancer radiotherapy. 3D conformal, intensity-modulated and hybrid techniques with 50.4 Gy whole-breast dose were planned for 128 patients. From their CT images, 17 anatomic measures were assessed and tested as predictors for lung dose-volume characteristics. Tangential techniques yielded mean ipsilateral lung doses in the range of 3-11 Gy. This inter-patient variability was explained to almost 40% by central lung distance, and to almost 60% if this measure was complemented by midplane lung width and maximum heart distance. Also the variability in further dose-volume metrics such as volume fractions receiving 5, 20 or 40 Gy could be largely explained by the anatomy. Multi-field intensity-modulated radiotherapy reduced high-exposed lung volumes, but resulted in higher mean ipsilateral lung doses and larger low-dose burden. Contralateral lung doses ranged from 0.3 to 1 Gy. The results highlight that there are large differences in lung doses among breast-cancer patients. Most of this inter-individual variability can be explained by a few anatomic features. The results will be implemented in a dedicated software tool to provide personalized estimates of long-term health risks related to breast-cancer radiotherapy. The results may also be used to identify favourable as well as problematic anatomies, and serve as a quick quantitative benchmark for individual treatment plans.Entities:
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Year: 2022 PMID: 35764679 PMCID: PMC9240052 DOI: 10.1038/s41598-022-14149-2
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.996
Figure 1Anatomic measures scored from patients’ CT images. Cranio-caudal measures are not shown.
Mean doses to the ipsilateral and contralateral lung (IL, CL) for patients with left- or right-sided breast cancer.
| Centre | Technique | Mean IL dose (Gy) | Mean CL dose (Gy) | ||
|---|---|---|---|---|---|
| Left | Right | Left | Right | ||
| 1 | 3DCRT-w | 7.2 ± 1.8 | 6.9 ± 1.6 | 0.47 ± 0.07 | 0.42 ± 0.07 |
| 3DCRT+w | 7.6 ± 1.9 | 7.2 ± 1.5 | 0.73 ± 0.09 | 0.68 ± 0.10 | |
| FF | 7.4 ± 1.8 | 7.1 ± 1.5 | 0.47 ± 0.07 | 0.42 ± 0.07 | |
| FFF | 7.3 ± 1.8 | 6.9 ± 1.5 | 0.37 ± 0.06 | 0.33 ± 0.06 | |
| 2 | 3DCRT-w | 6.5 ± 1.5 | 7.9 ± 1.4 | 0.73 ± 0.10 | 0.69 ± 0.10 |
| IMRT | 8.0 ± 2.0 | 10.3 ± 1.9 | 1.13 ± 0.48 | 1.26 ± 0.55 | |
Listed are the average values and standard deviations over the respective patient groups.
Figure 2Lung exposure from alternative techniques of whole-breast irradiation with prescribed dose of 50.4 Gy. Displayed are (a) mean doses, (b) volume fractions V40 Gy, (c) V20 Gy and (d) V5 Gy for ipsilateral lung, as calculated by the TPS. Data from 3DCRT with wedges (triangles), hybrid technique with a flattening filter (empty circles), hybrid flattening filter-free technique (full circles) and multi-field IMRT (hexagrams) are plotted against those for 3DCRT without wedges for the same patient. Points above (or below) the identity line mean that the given technique resulted in a higher (or lower) dose than 3DCRT-w.
Figure 3Individual variability of anatomic features that were found most influential on lung doses. Boxplots indicate the distribution of these measures among respective patient groups, separately for centres 1 and 2 and also for patients with left- and right-sided breast cancer (in black and grey). The mid line shows the median of the group, the box covers its 25th to 75th percentile, the whiskers denote the range of values not considered outliers, and the points show these outliers.
Summary of GLM models (Eq. (1)) and fraction of individual variability explained for selected dose-volume characteristics of the ipsilateral lung resulting from whole-breast irradiation using 3DCRT without wedges in left-sided patients.
| Dose-volume metric | CLD-based models | MLW, CLD, MHD- or MLW, BW-based models | |||||||
|---|---|---|---|---|---|---|---|---|---|
| D0 (Gy) or V0 (%) | βCLD (cm−1) | Expl. var. (%) | D0 (Gy) or V0 (%) | βMLW (cm−1) | βCLD (cm−1) | βMHD (cm−1) | βBW (cm−1) | Expl. var. (%) | |
| Dmean | 3.93 | 0.358 ± 0.057 | 36 | 2.75 | 0.068 ± 0.013 | 0.205 ± 0.055 | 0.116 ± 0.044 | 58 | |
| V40 Gy | 1.56 | 0.719 ± 0.091 | 48 | 0.85 | 0.099 ± 0.022 | 0.483 ± 0.086 | 0.248 ± 0.073 | 66 | |
| V20 Gy | 4.77 | 0.540 ± 0.072 | 45 | 2.83 | 0.092 ± 0.017 | 0.355 ± 0.068 | 0.129 ± 0.055 | 65 | |
| V5 Gy | 20.3 | 0.228 ± 0.095 | 8 | 4.07 | 0.106 ± 0.017 | 0.073 ± 0.012 | 50 | ||
Model coefficients are reported as best estimates and their standard errors.
Figure 4Linking dose-volume metrics to anatomic features: data for individual patients with left-sided breast cancer irradiated with 3DCRT without wedges in centres 1 and 2 (filled and empty circles) and the corresponding logit GLM fits (solid lines) with their prediction uncertainties (dotted lines). Mean doses to the ipsilateral lung (a,b) and volume fractions exposed to 40, 20 or 5 Gy (c–h) can be related to central lung distance (CLD, a,c,e,g) or to a linear combination of 2–3 anatomic features (b,d,f,h) listed in Table 2. To facilitate comparison with CLD-based models, the given linear combinations are presented in terms of ‘generalized CLD’, given by gCLD = Σi(βi/Σjβj)Xi; for CLD-based models, gCLD = CLD, hence its name. For mean dose to the ipsilateral lung (b) gCLD = 0.17 MLW + 0.53 CLD + 0.30 MHD, for V40 Gy (d) gCLD = 0.12 MLW + 0.58 CLD + 0.30 MHD, for V20 Gy (f) gCLD = 0.16 MLW + 0.62 CLD + 0.22 MHD, while for V5 Gy (h) gCLD = 0.59 MLW + 0.41 BW. The prediction uncertainties (Supplementary Material) are shown as the prediction plus/minus one standard deviation, i.e. the given dose-volume metric should be found within this prediction interval for 68% of new patients.