Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Mar;49(3):2026-2038.
doi: 10.1002/mp.15459. Epub 2022 Jan 27.

A quantitative FLASH effectiveness model to reveal potentials and pitfalls of high dose rate proton therapy

Affiliations

A quantitative FLASH effectiveness model to reveal potentials and pitfalls of high dose rate proton therapy

Miriam Krieger et al. Med Phys. 2022 Mar.

Abstract

Purpose: In ultrahigh dose rate radiotherapy, the FLASH effect can lead to substantially reduced healthy tissue damage without affecting tumor control. Although many studies show promising results, the underlying biological mechanisms and the relevant delivery parameters are still largely unknown. It is unclear, particularly for scanned proton therapy, how treatment plans could be optimized to maximally exploit this protective FLASH effect.

Materials and methods: To investigate the potential of pencil beam scanned proton therapy for FLASH treatments, we present a phenomenological model, which is purely based on experimentally observed phenomena such as potential dose rate and dose thresholds, and which estimates the biologically effective dose during FLASH radiotherapy based on several parameters. We applied this model to a wide variety of patient geometries and proton treatment planning scenarios, including transmission and Bragg peak plans as well as single- and multifield plans. Moreover, we performed a sensitivity analysis to estimate the importance of each model parameter.

Results: Our results showed an increased plan-specific FLASH effect for transmission compared with Bragg peak plans (19.7% vs. 4.0%) and for single-field compared with multifield plans (14.7% vs. 3.7%), typically at the cost of increased integral dose compared to the clinical reference plan. Similar FLASH magnitudes were found across the different treatment sites, whereas the clinical benefits with respect to the clinical reference plan varied strongly. The sensitivity analysis revealed that the threshold dose as well as the dose per fraction strongly impacted the FLASH effect, whereas the persistence time only marginally affected FLASH. An intermediate dependence of the FLASH effect on the dose rate threshold was found.

Conclusions: Our model provided a quantitative measure of the FLASH effect for various delivery and patient scenarios, supporting previous assumptions about potentially promising planning approaches for FLASH proton therapy. Positive clinical benefits compared to clinical plans were achieved using hypofractionated, single-field transmission plans. The dose threshold was found to be an important factor, which may require more investigation.

Keywords: FLASH; effectiveness model; scanned proton therapy.

PubMed Disclaimer

Conflict of interest statement

MK and MMF are employees of Varian Medical Systems. SvdW received funding from the EU‐H2020 project “INSPIRE” (INfraStructure in Proton International REsearch; grant ID: 730983).

Figures

FIGURE 1
FIGURE 1
Illustration of the procedure of determining whether the dose delivered at time t (red marker) is delivered in FLASH mode (top panel). If the average dose rate and the total dose delivered between any t 0 ≤ t and t 1 ≥ t (black markers) are above the respective thresholds, FLASH is triggered at time t. Bottom panel: spot‐wise dose rate that defines the given cumulative dose
FIGURE 2
FIGURE 2
Illustration of the three delivery techniques considered in this study
FIGURE 3
FIGURE 3
Example dose distributions showing all planning strategies for the pancreas case PA1. The considered parameters were 22.29 Gy fraction dose, 5 Gy dose threshold, 40 Gy/s dose rate threshold, and 200 ms persistence time. (a) Physical dose distributions, given in percent of the prescribed dose. (b) Voxel‐wise FLASH effect given as the effective dose reduction relative to the respective voxel dose. Note that no reduction is shown within the GTV, because it mainly consists of tumor cells, which are assumed not to be subject to FLASH. (c) FEF‐weighted dose, given in percent of the prescribed dose. (d) Plan descriptions. S, single‐field plan; M, multi‐field plan; U, upstream energy modulation; D, downstream energy modulation; T, transmission (no energy modulation). FEF, FLASH effectiveness factor
FIGURE 4
FIGURE 4
Comparison of the magnitude of the FLASH effect for the different planning approaches for the pancreas case PA1. The considered parameters were 22.29 Gy fraction dose, 5 Gy dose threshold, 40 Gy/s dose rate threshold, and 200 ms persistence time. Note that the clinical reference plan is a multifield, upstream‐modulated plan, that is, it corresponds to the red solid plots when considering the FLASH‐weighted dose. (a) DVHs of the GTV‐to‐PTV margin for all planning scenarios. The red and blue curves indicate the FEF‐weighted doses, whereas the black curve shows the physical (non‐FEF‐weighted) dose of the clinical reference plan as a comparison. (b) Legend of the colors and of the different line styles (for [a]) and face textures (for [c] and [d]). (c) Reduction of the integral dose induced by the FLASH effect for every plan separately. Bars close to zero indicate little FLASH, whereas bars close to 33% present near‐maximum FLASH. (d) Clinical benefit of each FEF‐weighted plan compared to the clinical physical reference plan. Positive values indicate less FEF‐weighted integral dose for the respective plan than for the non‐FLASH‐weighted clinical plan. DVH, dose volume histogram; FEF, FLASH effectiveness factor
FIGURE 5
FIGURE 5
Comparison of the magnitude of the FLASH effect for five different treatment sites with two patients each and the two selected planning strategies. (a) FLASH effect in terms of integral dose reduction for each plan separately. (b) FLASH effect in terms of mean dose reduction within the GTV–PTV margin. (c) Clinical benefit of each FEF‐weighted plan compared to the clinical physical reference plan. Positive values indicate a lower FEF‐weighted integral dose for the respective plan than for the non‐FEF‐weighted clinical plan. (d) Legend for subfigures (a) to (c). FEF, FLASH effectiveness factor
FIGURE 6
FIGURE 6
Sensitivity analysis of the FLASH effect for varying parameter values. The shaded bands include all 10 patients for the single‐field transmission plan (dotted) and the single‐field, downstream‐modulated Bragg peak plan (ruled). The solid line describes the median. The dashed‐dotted line indicates the reference value of each parameter. The dotted lines in the upper right plots additionally indicate the fraction dose as a reference. (a) Reduction in integral dose within one plan due to FLASH. Low values indicate little FLASH, whereas 33% (dotted line) describes a maximally possible FLASH effect. (b) Clinical benefit of each plan compared to the clinical reference plan (MU). Positive values indicate a lower integral dose of the respective FEF‐weighted plan compared to the non‐FEF‐weighted clinical reference plan, thus showing a potential clinical benefit. (c) Legend for both (a) and (b). FEF, FLASH effectiveness factor

References

    1. Favaudon V, Caplier L, Monceau V, et al. Ultrahigh dose‐rate FLASH irradiation increases the differential response between normal and tumor tissue in mice. Sci Transl Med. 2014;6:245ra93. - PubMed
    1. Montay‐Gruel P, Bouchet A, Jaccard M, et al. X‐rays can trigger the FLASH effect: ultra‐high dose‐rate synchrotron light source prevents normal brain injury after whole brain irradiation in mice. Radiother Oncol. 2018;129:582‐588. - PubMed
    1. Hornsey S, Bewley DK. Hypoxia in mouse intestine induced by electron irradiation at high dose‐rates. Int J Radiat Biol Relat Stud Phys Chem Med. 1971;19:479‐483. - PubMed
    1. Montay‐Gruel P, Petterson K, Jaccard M, et al. Irradiation in a flash: unique sparing of memory in mice after whole brain irradiation with dose rates above 100 Gy/s. Radiother Oncol. 2017;124:365‐369. - PubMed
    1. Vozenin MC, Hendry JH, Limoli CL. Biological benefits of ultra‐high dose rate FLASH radiotherapy: sleeping beauty awoken. Clin Oncol. 2019;31:407‐415. - PMC - PubMed

Grants and funding