Abstract
Background and purpose
Magnetic field effects on the radiobiological effectiveness during treatment of magnetic resonance (MRI) guided particle therapy are being debated. This study aims at assessing the influence of a perpendicular magnetic field on the biological effects in two human cancer cell lines irradiated with proton or carbon ions.
Methods and materials
In vitro cell irradiations were performed in water inside a perpendicular magnetic field of 0 and 1 T for both protons and carbon ions. Samples were located in the center of a spread-out Bragg peak at 8 cm water equivalent depth with a dose averaged linear energy transfer (LETd) of 4.2 or 83.4 keV/μm for protons and carbon ions, respectively. Physical dose levels of 0, 0.5, 1, 2, 4 and 6 Gy were employed. The irradiation field was shifted and laterally enlarged, to compensate for the beam deflection due to the magnetic field and ensure consistent and homogenous irradiations of the flasks. The human cancer cell lines SKMel (Melanoma) and SW1353 (chondrosarcoma) were selected which represent a high and a low (α/β)x ratio cell type. Cell survival curves were generated applying a linear-quadratic curve fit. DNA damage and DNA damage clearance were assessed via γH2AX foci quantification at 1 and 24 h post radiation treatment.
Results
Without a magnetic field, RBE10 values of 1.04 ± 0.03 (SW1353) and 1.51 ± 0.06 (SKMel) as well as RBE80 values of 0.93 ± 0.15 (SW1353) and 2.28 ± 0.40 (SKMel) were calculated for protons. Carbon treatments yielded RBE10 values of 1.68 ± 0.04 (SW1353) and 2.30 ± 0.07 (SKMel) and RBE80 values of 2.19 ± 0.24 (SW1353) and 4.06 ± 0.33 (SKMel). For a field strength of B = 1 T, RBE10 values of 1.06 ± 0.03 (SW1353) and 1.47 ± 0.06 (SKMel) resulted from protons, while RBE10 values of 1.70 ± 0.05 (SW1353) and 2.37 ± 0.08 (SKMel) were obtained for carbon ions. RBE80 values were calculated to be 1.06 ± 0.12 (SW1353) and 2.33 ± 0.40 (SKMel) following protons and 2.13 ± 0.25 (SW1353) and 4.29 ± 0.35 (SKMel) following carbon treatments. Substantially increased γH2AX foci per nucleus were found in both cell lines 1 h after radiation with both ion species. At the 24 h time point only carbon treated samples of both cell lines showed increased γH2AX levels. The presence of the magnetic field did neither influence the survival parameters of either cell line, nor initial DNA damage and DNA damage clearance.
Conclusions
Applying a perpendicular magnetic field did not influence the cell survival, DNA repair, nor the biological effectiveness of protons or carbon ions in two human cancer cell lines.
Keywords: Magnetic fields, In-vitro, Biological effects, MR guided proton therapy, MR guided particle therapy, MRgPT
1. Introduction
Technological advancements in radiation oncology allow for increasingly conformal treatments aiming at maximizing tumor dose while reducing normal tissue dose burden. However, increased conformity necessitates accurate positioning and organ motion management, especially for cases with organs at risk in close proximity to the tumor or a moving tumor target. Due to its increased soft tissue contrast and zero dose burden, the use of magnetic resonance imaging (MRI) is a promising alternative to X-ray based imaging. MRI-guidance was already successfully implemented in photon beam radiotherapy to increase treatment accuracy [1], [2], [3].
Particle therapy, is even more susceptible for changes in anatomy or organ motion [4], [5].
The feasibility of integrating MRI-guidance for particle therapy, in terms of dosimetry, treatment planning and imaging, was recently demonstrated [6], [7], [8], [9].
However, knowing the potential impact of an external magnetic field on the relative biological effectiveness (RBE) during irradiation with proton or carbon ions of charged particles is a prerequisite for further prototype developments. The Lorentz force, due to the additional magnetic field will influence the charged particle tracks from primary as well as secondary particles, potentially effecting their biological effectiveness. At the moment, experimental data addressing this issue is scarce and inconclusive [10], [11], [12], [13], [14], [15], [16].
To the best of our knowledge, three groups investigated biological effects in magnetic fields for protons, while for carbon ions, two groups have performed experiments so far.
For protons and carbon ions, some changes in RBE were observed only when applying a longitudinal magnetic field [12], while for a perpendicular magnetic field no changes were observed.
Almost all previous studies, irradiated samples in air in the proximal part of the beam using only a single energy layer. Specific linear energy transfer (LET) values were obtained by placing material upstream of the samples, resulting in LET values lower than expected within a homogeneous dose region in the target. Only one study used a spread-out Bragg peak (SOBP) for sample irradiation [16].
Most studies relied solely on clonogenic cell survival assays [11], [13], [15], some used data on DNA damage [14] or on cell cycle and treatment specific apoptosis [16]. One study investigated the application of magnetic fields also before and after the irradiation [10].
Whereas radiation induces a variety of DNA damages, double strand breaks (DSB) pose the biggest threat to cell survival and are most difficult to repair. Following irradiation, the histone H2AX is rapidly phosphorylated (γH2AX) near the DSB [17]. Only Nagle et al. also included DNA damage analyses but decided to investigate the survival endpoint with lung adenocarcinoma cells and embryonic kidney cells, whereas DNA damage was assessed in osteosarcoma U2OS cells [14].
In our study, two human cell lines, exhibiting a low and high (α/β)X ratio, respectively, were used for all investigations including survival, initial DNA damage and DNA damage clearance in the absence or presence of a 1 T magnetic field. Additionally, RBE calculations were performed with X-ray reference irradiations.
So far, limited data is available on the behavior in the mixed particle energies and elevated LET levels of a SOBP as encountered during clinical treatments. Consequently, SOBP plans were used to reproduce clinical scenarios rather than using mono-energetic beams.
2. Material and methods
2.1. Cell cultures
Two human cell lines were chosen, representing in vitro models with a high (α/β)x ratio (chondrosarcoma, SW1353) and a low (α/β)x ratio (melanoma, SKMel). SW1353 (ATCC® HTB-94™, LGC Standards, Middlesex, UK) were cultured in DMEM/F12 (Dulbecco's Modified Eagle Medium: Nutrient Mixture F-12), supplemented with 10% fetal calf serum, 25 mM HEPES and 100 U/ml penicillin and streptomycin. SKMel (ATCC® HTB-72™, LGC Standards, Middlesex, UK) cultivated in MEM (Minimum Essential Medium Eagle), supplemented with 10% fetal calf serum, 25 mM HEPES, 2 mM l-Glutamin and 100 U/ml penicillin and streptomycin (all GIBCO®, Invitrogen, Darmstadt, Germany). Both cell lines were cultured at 37 °C in a humidified atmosphere with 95% air and 5% CO2. Cells were seeded in chamber slide flasks (Nunc™ Lab-Tek™ II Chamber Slide™ System, Thermo Fisher Scientific, Waltham, MA, USA) with plastic slides at 2 × 105 cells per flask 24 h before irradiation. Immediately prior to the irradiation, the chamber slide flasks were filled air-bubble free with the respective non supplemented medium.
2.2. Experimental set-up
Cells were irradiated in a horizontal beam line equipped with a clinical nozzle enabling proton and carbon ion irradiations with a field size of 20 × 20 cm2 in the clinical available energy ranges from 62 to 252 MeV and 120 to 402 MeV/u, respectively.
A resistive, water cooled, H-shaped dipole magnet (Danfysik, Taastrup, Denmark) with an air gap of 13.5 cm is mounted on a support system allowing easy positioning at the treatment iso-center. It is capable of generating magnetic field strengths of up to 1 T. The magnetic field homogeneity was evaluated by the manufacturer to be better than 0.93% of the target field size in a sphere of 75 mm diameter around the treatment iso-center.
An in-house designed, computer-controlled water phantom [18] was used to position the flasks and detectors within the magnet. A custom holder enabled the positioning of up to 3 chamber flasks in the same depth. An adjustable clamping mechanism allowed to exchange the flasks without additional tools. A dedicated loading position outside the magnet and magnetic field was defined to facilitate flask exchange. The experimental set-up is depicted in Figure 1. Longitudinal as well as lateral position uncertainty of our water phantom was evaluated to be below 0.3 mm. Total positioning errors of the cell layer, including chamber slide variations and set-up variances, were evaluated to be less than 0.6 mm in water equivalent thickness.
Figure 1.
Irradiation set-up. (a) Sketch of the irradiation geometry. The grey box indicates the outline of the water phantom. The cell layer in the flasks (marked orange) is facing the beam. (b) Photo of the actual irradiation set-up inside the magnet. The picture was taken from the front (almost beams eyes view), the slanted view was necessary due to the obstruction caused by the treatment nozzle.
2.3. Irradiation and dosimetry
For the reference X-ray irradiation, a 200 kV 3 mm Be + 3 mm Al + 0.5 mm Cu filtered YXLON unit (Type TU 32-D03, YXLON GmbH, Hamburg, Germany) was used. X-ray irradiations were performed without magnetic field, using an unrestricted field. The dose rate at the object surface was 1.28 ± 0.02 Gy/min. This value was measured with EBT3 radiochromic films, which were calibrated against a Farmer type ionization chamber in PMMA. Further details about the measurement setup can be found in [19], [20].
Proton and carbon ion treatment plans were created using a research version of the treatment planning system Raystation v7.99 (Raysearch, Stockholm, Sweden), commissioned for our research beam line. Independent dose calculations and dose averaged linear energy transfer (LETd) calculations were performed using the Monte Carlo toolkit GATE RTion v1.0, previously validated by our group for our beam line and magnetic field arrangements [21].
Treatment plans, centered at a water equivalent depth of 80 mm were create for protons and carbon ions, respectively. Both plans covered a target volume of 252 cm3 by a SOBP, with lateral, height and depth dimensions of 140 × 90 × 20 mm3, respectively. Spot placement and energy layers were selected to ensure a homogeneous dose distribution. At the chamber flask irradiation position of 80 ± 0.6 mm LETd values of 4.1 ± 0.1 and 82.9 ± 3.9 keV/μm were calculated for protons and carbon ions, respectively.
Six different physical dose levels of 0, 0.5, 1, 2, 4, and 6 Gy were used for both proton and carbon ion irradiations. Dosimetric verification of the irradiation plans was performed using a Farmer type thimble chamber (PTW-30013, 0.6 cm3 active volume, PTW, Freiburg, Germany) in water. Within ±5 mm around the center of the SOBP, dose agreement was always within 1.7% compared to the center of the SOBP (see Figure 2). Correction factors for the Farmer chamber due to the influence of the transverse magnetic fields were measured previously and applied accordingly [22].
Figure 2.
(a): Monte Carlo simulated irradiation field at the measuring depth for protons (top) and 12C (bottom). Chamber flask positions are marked with dashed lines. Results are shown for magnetic field intensities of 0 T (left) and 1 T (right) (b) Dose and LETd profiles for proton and carbon ions, respectively, used for chamber flask irradiation, calculated using the Monte Carlo toolkit GATE. Dose measurements are indicated using red circles. The irradiation position of the chamber flasks located at 80 mm is marked using a vertical dashed line.
The same treatment plans were applied with and without magnetic field. Beam deflections at the center of the SOBP due to the magnetic field were determined using Monte Carlo simulations to be 16 and 6 mm for protons and carbon ions, respectively. To compensate for beam deflections due to the external magnetic field, the treatment plans were laterally enlarged to ensure homogeneous dose irradiations of the flasks with and without magnetic field, without repositioning (see Figure 2a). Monte Carlo simulations were benchmarked against experimental measurements [21] and used to verify the applicability of the chosen experimental set-up.
2.4. Clonogenic survival assay
Three independent iterations of the clonogenic survival assays were performed after proton- or carbon ion treatment with and without the presence of the perpendicular 1 T magnetic field. Cells were harvested immediately after irradiation, diluted with supplemented medium appropriate for the cell line and seeded on 6-well plates in concentrations according to the dose level and ion species. For protons, 250 cells (0 and 0.5 Gy), 500 cells (1 and 2 Gy), 1000 cells (4 Gy) and 2000 cells (6 Gy) were seeded per well. For carbon ions, the cell number for each dose level except 0 Gy was doubled. Following a cell line specific incubation period (5 days for SW1353, 7 days for SKMel), cells were fixed with 96% Methanol and stained with 0.5% crystal violet solution. Colonies of more than 50 cells were regarded as surviving clones.
2.5. γH2AX assay
In addition to survival parameters, we investigated the effects of the 1 T perpendicular magnetic field on DNA damage induction and processing. Immunolabelling of γH2AX was used in this study to provide quantitative information on the initial formation of γH2AX foci 1 h after irradiation and the loss of γH2AX foci within a 24 h period as a surrogate marker for efficiency of double strand break (DSB) repair. Three independent experimental iterations were performed. Cells were irradiated with 0 or 4 Gy of physical dose of either protons or carbon ions with or without the presence of the 1 T magnetic field. For immunofluorescence detection of γH2AX foci, cells were fixed with 4% paraformaldehyde overnight. Further steps included permeabilization with 0.1% Triton X and 0.1% SDS in PBS for 6 min at room temperature, blocking with 2% BSA in PBS for 1 h at room temperature, primary antibody incubation (1:100, Merck Millipore) for 30 min at 37 °C and secondary antibody incubation (Rhodamine (TRITC)-conjugated AffiniPure Goat Anti-Mouse IgG 1:400 (Jackson Immuno Research Laboratories, West Grove, PA, USA) for 1 h at room temperature. Slides were covered with VectaShield mounting medium containing DAPI (VectorLaboratories Ltd., Peterborough, UK), coverslipped and analyzed with a Zeiss A2 microscope (Zeiss, Oberkochen, Germany) equipped with the automated Metafer analysis system (MetaSystems, Altlussheim, Germany). The Metafer software preselects the brightest foci in each cell nucleus and further on disregards any signal that does not reach a minimum of 60% of signal intensity in the particular nucleus. The settings recommended by the manufacturer were used. 200 cells per slide were scanned, after which malformed cells were removed, resulting in at least 100 cells per slide for further analysis.
2.6. RBE modelling and statistical analysis
The linear-quadratic (LQ) formalism was used for survival curve fitting. Surviving fractions in relation to the plating efficiency of non-irradiated control samples were calculated for each value of the delivered physical dose in Gy for both ion species. The mean and standard deviation result from three independent experiments, i.e. 18 individual values, corresponding to three independent 6-well plate per dose group, irradiated at different time points.
Standard errors result from error propagation. A 1/σ-weighted minimum chi-square estimation was applied to the LQ model for survival curve fitting [23]. Both parameters, α and β, were calculated for both radiation types using the same fitting method. For cells irradiated in ion beams, RBEs were calculated for the physical doses that reduced cell survival to 80% (RBE80) or 10% (RBE10), respectively.
Analysis of γH2AX foci was performed using one-way analysis of variance (ANOVA) with post hoc Tukey's multiple comparison tests. A p-value <0.05 was regarded statistically significant. GraphPad Prism 9.1 (GraphPad Software, Inc.) and Python 3.6 programming language (Python Software Foundation, https://www.python.org/) were used for statistical procedures and the graphical illustration [24], [25].
3. Results
The cell survival parameters are summarized in Table 1 for X-rays, proton and carbon ion beams.
Table 1.
Survival parameters of chondrosarcoma (SW1353) and melanoma (SKMel) cells after X-rays, protons and carbon ions.
| Cell line | 200 kV X-ray |
MF [T] | Ion |
|||||
|---|---|---|---|---|---|---|---|---|
| αx (Gy−1) | βx (Gy−2) | αx/βx (Gy) | p+ RBE10 | p+ RBE80 | 12C RBE10 | 12C RBE80 | ||
| SW1353 | 0.30 ± 0.04 | 0.30 ± 0.01 | 10.00 ± 4.0 | 0 T 1 T |
1.04 ± 0.03 1.06 ± 0.03 |
0.93 ± 0.15 1.06 ± 0.12 |
1.68 ± 0.04 1.70 ± 0.05 |
2.19 ± 0.24 2.13 ± 0.25 |
| SKMel | 0.12 ± 0.01 | 0.04 ± 0.00 | 3.0 ± 1.0 | 0 T 1 T |
1.51 ± 0.06 1.47 ± 0.06 |
2.28 ± 0.40 2.33 ± 0.40 |
2.30 ± 0.07 2.37 ± 0.08 |
4.06 ± 0.33 4.29 ± 0.35 |
RBE10 values of 1.04 ± 0.03 and 1.06 ± 0.03 (SW1353), 1.51 ± 0.06 and 1.47 ± 0.06 (SKMel) were calculated for protons without (0 T) and with an applied magnetic field (1 T), respectively. Calculation of RBE80 values yielded 0.93 ± 0.15 for protons without a magnetic field and 1.06 ± 0.12 for protons with a magnetic field for SW1353. For SKMel, proton RBE80 values were 2.28 ± 0.40 (0 T) and 2.33 ± 0.40 (1 T), respectively.
Carbon ion irradiations resulted in RBE10 values of 1.68 ± 0.04 without a magnetic field and 1.70 ± 0.05 with a magnetic field for SW1353. For SKMel, RBE10 values of 2.30 ± 0.07 and 2.37 ± 0.08 were derived for carbon ion irradiation without and with the magnetic field. RBE80 values were calculated to be 2.19 ± 0.24 (0 T) and 2.13 ± 0.25 (1 T) for SW1353 and 4.06 ± 0.33 (0 T) and 4.29 ± 0.35 (1 T) for SKMel, respectively. Survival curves are depicted in Figure 3. Cell survival curves were created for protons and carbon ions with and without a magnetic field. The presence of a magnetic field did not exhibit a statistically significant difference.
Figure 3.
Cell survival after proton or carbon ion irradiation without (0 T) and with an applied magnetic field of 1 T. Cell survival curves of SW1353 and SKMel after reference X-rays (black lines), proton irradiation (a, b) and carbon ion treatment (c,d). Ion irradiations were performed in absence (blue lines) and presence (green lines) of a magnetic field with 1 T field force. Data points represent the mean values of three independent experiments ± standard deviation.
SW1353 (Figure 4a) as well as SKMel (Figure 4b) show substantially elevated amounts of γH2AX foci 1 h post radiation with either ion species. Within 24 h, virtually all proton-induced DSBs were resolved. Carbon ion treatment resulted in higher numbers of residual, unrepaired DSBs 24 h after treatment. Neither cell line demonstrated a difference in initial DSB formation nor for residual DSBs whether an additional magnetic field was applied (see Table 2).
Figure 4.
Initial DSB formation or DSB repair within 24 h after proton or carbon ion irradiation of SKMel (a) or SW1353 (b) cells. Quantification and representative im-ages of γH2AX foci (red) in untreated control samples (0 Gy) and after 4 Gy of protons or carbon ions without (0 T) and with (1 T) an additional magnetic field. Nuclei are DAPI (blue) counterstained. Mean values and standard deviations result from a minimum of 3 independent experiments, each containing a minimum of 100 nuclei analyzed. ns = non-significant p-value >0.05.
Table 2.
yH2AX foci in chondrosarcoma (SW1353) and melanoma (SKMel) cells after 4 Gy of protons or carbon ions without (0 T) and with an applied magnetic field of 1 T.
| Cell line | MF [T] | 4 Gy p+ |
4 Gy 12C |
||||||
|---|---|---|---|---|---|---|---|---|---|
| 1 h | p-value | 24 h | p-value | 1 h | p-value | 24 h | p-value | ||
| SW1353 | 0 T | 51.7 ± 6.3 | 0.3421 | 5.8 ± 1.1 | >0.9999 | 54.4 ± 7.9 | 0.9993 | 14.9 ± 1.9 | >0.9999 |
| 1 T | 38.7 ± 3.0 | 4.3 ± 0.8 | 58.1 ± 11.9 | 14.0 ± 0.8 | |||||
| SKMel | 0 T | 69.1 ± 5.6 | 0.9902 | 9.1 ± 0.4 | >0.9999 | 61.8 ± 13.9 | 0.2669 | 15.2 ± 3.0 | >0.9999 |
| 1 T | 62.9 ± 13.1 | 7.8 ± 1.8 | 45.6 ± 4.5 | 14.4 ± 1.7 | |||||
The influence on the induction or clearance of DNA damage due to the presence of a 1 T magnetic field was not found to be statistically significant.
4. Discussion
No significant modification of the survival parameters was found for either cell line following proton and carbon ion irradiations due to the presence of a 1 T perpendicular magnetic field. Moreover, no magnetic field-mediated effects were found for either formation of DNA DSBs or DSB clearance. Differences on initial DNA damage were larger, but not statistically significant. Residual γH2AX foci, indicative of non-repaired and thus challenging DNA DSBs, however showed less variance.
Similar results for cell survival were reported for the low LETd beam entrance regions by others [11], [13], [14], indicating that different LETd values do not influence the magnetic field sensibility.
Interestingly, for protons and carbon ions treated in a longitudinal magnetic field, an improved cell killing was reported for small magnetic field strengths [11], [12]. This effect was found not to be dependent on the magnetic field strength. The source of this difference is unclear and so far, similar effects were not reported by other groups and were also not observed in our study.
The size of the SOBP plateau of 2.5 cm was chosen to optimize irradiation times while providing optimal resilience to positioning errors. The irradiation depth was constrained due to the geometry of our research magnet, but it is still clinically relevant for future MRI-guided particle therapy.
Special focus was put to ensure accurate dosimetry and a repeatable set-up. Dosimetric measurements were cross-checked by Monte Carlo simulations, agreeing with measured data. The chamber response for proton irradiation was previously shown to be affected by magnetic fields [22], requiring a correction factor for absolute dosimetry. Before performing this study, a respective correction factor was determined also for carbon ions using the set-up described above and applied accordingly.
Using the same cell lines and set-up for proton as well as carbon ion irradiation, provides a comprehensive data set on the influence of magnetic fields during particle irradiation. The non-measurable impact of a perpendicular magnetic field on the cell survival as well as on the RBE corroborated results from other groups. Further research with more complex 3D models, normal tissues and eventually animal model may be necessary for the clinical approval and implementation of MR guided particle therapy. Nonetheless, our data show that established methods for RBE calculation/optimization during treatment planning may further be used without additional corrections. It enables the continued development of MR guided particle therapy to bring the advantages of MR guidance to a very conformal treatment technique which potentially will profit even more than conventional MR guided photon therapy.
5. Conclusion
The presence of a magnetic field perpendicular to the beam direction during proton and carbon ion irradiation did not lead to significant modification of the survival parameters for SW1353 and SKMel cell lines, nor to initial DNA damage or DNA damage clearance. Relative biological effectiveness remains unchanged within the limits of our experimental uncertainties.
Conflicts of Interest
The authors declare no conflict of interest
Acknowledgments
We would like to thank our colleagues from the MedAustron facility, especially Norbert Schmoll, for their support and insightful discussions.
References
- 1.Mutic S., Dempsey J.F. The ViewRay system: magnetic resonance–guided and controlled radiotherapy. Semin Radiat Oncol [Internet] 2014;24:196–199. doi: 10.1016/j.semradonc.2014.02.008. [cited 26 January 2016] [DOI] [PubMed] [Google Scholar]
- 2.Fischer-Valuck B.W., Henke L., Green O., Kashani R., Acharya S., Bradley J.D., et al. Two-and-a-half-year clinical experience with the world's first magnetic resonance image guided radiation therapy system. Adv Radiat Oncol [Internet] 2017;2:485–493. doi: 10.1016/j.adro.2017.05.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Raaymakers B.W., Jürgenliemk-Schulz I.M., Bol G.H., Glitzner M., Kotte A.N.T.J., van Asselen B., et al. First patients treated with a 1.5 T MRI-Linac: clinical proof of concept of a high-precision, high-field MRI guided radiotherapy treatment. Phys Med Biol [Internet] 2017;62:L41–L50. doi: 10.1088/1361-6560/aa9517. [DOI] [PubMed] [Google Scholar]
- 4.Landry G., Hua C. Current state and future applications of radiological image guidance for particle therapy. Med Phys [Internet] 2018;45:e1086–e1095. doi: 10.1002/mp.12744. [DOI] [PubMed] [Google Scholar]
- 5.Mori S., Knopf A., Umegaki K. Motion management in particle therapy. Med Phys [Internet] 2018;45:e994–e1010. doi: 10.1002/mp.12679. [DOI] [PubMed] [Google Scholar]
- 6.Fuchs H., Moser P., Gröschl M., Georg D. Magnetic field effects on particle beams and their implications for dose calculation in MR-guided particle therapy. Med Phys [Internet] 2017;44:1149–1156. doi: 10.1002/mp.12105. [DOI] [PubMed] [Google Scholar]
- 7.Padilla-Cabal F., Resch A.F., Georg D., Fuchs H. Implementation of a dose calculation algorithm based on Monte Carlo simulations for treatment planning towards MRI guided ion beam therapy. Phys Med [Internet] 2020;74:155–165. doi: 10.1016/j.ejmp.2020.04.027. [DOI] [PubMed] [Google Scholar]
- 8.Hoffmann A., Oborn B., Moteabbed M., Yan S., Bortfeld T., Knopf A., et al. MR-guided proton therapy: a review and a preview. Radiat Oncol [Internet] 2020;15:129. doi: 10.1186/s13014-020-01571-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Causer T.J., Schellhammer S.M., Gantz S., Lühr A., Hoffmann A.L., Metcalfe P.E., et al. First application of a high-resolution silicon detector for proton beam Bragg peak detection in a 0.95 T magnetic field. Med Phys [Internet] 2020;47:181–189. doi: 10.1002/mp.13871. [DOI] [PubMed] [Google Scholar]
- 10.Inaniwa T., Suzuki M., Sato S., Muramatsu M., Mizushima K., Iwata Y., et al. Effects of magnetic field applied just before during or immediately after carbon-ion beam irradiation on its biological effectiveness. Radiat Res [Internet] 2019;000:RR15446. doi: 10.1667/RR15446.1. [DOI] [PubMed] [Google Scholar]
- 11.Inaniwa T., Suzuki M., Sato S., Muramatsu M., Noda A., Iwata Y., et al. Effect of external magnetic fields on biological effectiveness of proton beams. Int J Radiat Oncol [Internet] 2019 doi: 10.1016/j.ijrobp.2019.10.040. [DOI] [PubMed] [Google Scholar]
- 12.Inaniwa T., Suzuki M., Sato S., Noda A., Iwata Y., Kanematsu N., et al. Enhancement of biological effectiveness of carbon-ion beams by applying a longitudinal magnetic field. Int J Radiat Biol [Internet] 2019;95:720–724. doi: 10.1080/09553002.2019.1569774. [DOI] [PubMed] [Google Scholar]
- 13.Inaniwa T., Suzuki M., Sato S., Noda A., Muramatsu M., Iwata Y., et al. Influence of a perpendicular magnetic field on biological effectiveness of carbon-ion beams. Int J Radiat Biol [Internet] 2019;95:1346–1350. doi: 10.1080/09553002.2019.1625461. [DOI] [PubMed] [Google Scholar]
- 14.Nagle P.W., van Goethem M.-J.J., Kempers M., Kiewit H., Knopf A., Langendijk J.A., et al. In vitro biological response of cancer and normal tissue cells to proton irradiation not affected by an added magnetic field. Radiother Oncol [Internet] 2019;137:125–129. doi: 10.1016/j.radonc.2019.04.028. [DOI] [PubMed] [Google Scholar]
- 15.Mohajer J.K., Nisbet A., Velliou E., Ajaz M., Schettino G. Biological effects of static magnetic field exposure in the context of MR-guided radiotherapy. Br J Radiol [Internet] 2019;92:20180484. doi: 10.1259/bjr.20180484. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Yudhistiara B., Weber K., Huber P., Ruehle A., Brons S., Haering P., et al. Carbon ion and proton beam irradiation of a normal human TK6 lymphoblastoid cell line within a magnetic field of 1.0 tesla. Cancer Manag Res [Internet] 2019;11:8327–8335. doi: 10.2147/CMAR.S212310. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Lee Y., Wang Q., Shuryak I., Brenner D.J., Turner H.C. Development of a high-throughput (-H2AX assay based on imaging flow cytometry. Radiat Oncol. 2019;14:150. doi: 10.1186/s13014-019-1344-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Fuchs H., Padilla-Cabal F., Hummel A., Georg D. Technical Note: design and commissioning of a water phantom for proton dosimetry in magnetic fields. Med Phys [Internet] 2021;48:505–512. doi: 10.1002/mp.14605. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Mara E., Clausen M., Khachonkham S., Deycmar S., Pessy C., Dörr W., et al. Investigating the impact of alpha/beta and LETd on relative biological effectiveness in scanned proton beams: an in vitro study based on human cell lines. Med Phys. 2020 doi: 10.1002/mp.14212. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Kuess P., Bozsaky E., Hopfgartner J., Seifritz G., Dörr W., Georg D. Dosimetric challenges of small animal irradiation with a commercial X-ray unit. Z Med Phys [Internet] 2014;24:363–372. doi: 10.1016/j.zemedi.2014.08.005. [DOI] [PubMed] [Google Scholar]
- 21.Padilla-Cabal F., Alejandro Fragoso J., Franz Resch A., Georg D., Fuchs H. Benchmarking a GATE/Geant4 Monte Carlo model for proton beams in magnetic fields. Med Phys [Internet] 2020;47:223–233. doi: 10.1002/mp.13883. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Fuchs H., Padilla-Cabal F., Zimmermann L., Palmans H., Georg D. MR-guided proton therapy: impact of magnetic fields on the detector response. Med Phys. 2021;48:2572–2579. doi: 10.1002/mp.14660. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Newville M., Stensitzki T., Allen D.B., Ingargola A. LMFIT: non-linear least-square minimization and curve-fitting for Python. Zenodo [Internet] 2014 [cited 10 May 2021] [Google Scholar]
- 24.Hunter J.D. Matplotlib: a 2D Graphics Environment. Comput Sci Eng. 2007;9:90–95. [Google Scholar]
- 25.Seabold, Skipper, Perktold . Proc 9th Python sci conf. 2010. Statsmodels: econometric and statistical modeling with python. [Google Scholar]




