4.7 Article

Dictionary-based protoacoustic dose map imaging for proton range verification

Journal

PHOTOACOUSTICS
Volume 21, Issue -, Pages -

Publisher

ELSEVIER GMBH
DOI: 10.1016/j.pacs.2021.100240

Keywords

Protoacoustics; Thermoacoustics; Ultrasounds; Proton therapy; Proton range verification

Funding

  1. Spanish Government [FPA2015-65035-P, RTC-2015-3772-1, RTI2018-095800-A-I00]
  2. Comunidad de Madrid [B2017/BMD-3888]
  3. European Regional Funds
  4. European Union's Horizon 2020 research and innovation programme under the Marie Sklodowska-Curie grant [793576]
  5. UCM
  6. EU Regional Funds
  7. Marie Curie Actions (MSCA) [793576] Funding Source: Marie Curie Actions (MSCA)

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Proton radiotherapy can provide precise dose conformality in tumor areas, but uncertainties in the location of the proton Bragg peak hinder its full clinical potential. In vivo verification of proton range using acoustic signals could reduce uncertainty margins. A proposed dictionary-based method successfully detected range variations caused by anatomical changes and beam position alterations, with an average accuracy of 1.4 mm. This approach shows promise for in vivo verification of proton therapy.
Proton radiotherapy has the potential to provide state-of-the-art dose conformality in the tumor area, reducing possible adverse effects on surrounding organs at risk. However, uncertainties in the exact location of the proton Bragg peak inside the patient prevent this technique from achieving full clinical potential. In this context, in vivo verification of the range of protons in patients is key to reduce uncertainty margins. Protoacoustic range verification employs acoustic pressure waves generated by protons due to the radio-induced thermoacoustic effect to reconstruct the dose deposited in a patient during proton therapy. In this paper, we propose to use the a priori knowledge of the shape of the proton dose distribution to create a dictionary with the expected ultrasonic signals at predetermined detector locations. Using this dictionary, the reconstruction of deposited dose is performed by matching pre-calculated dictionary acoustic signals with data acquired online during treatment. The dictionary method was evaluated on a single-field proton plan for a prostate cancer patient. Dose calculation was performed with the open-source treatment planning system matRad, while acoustic wave propagation was carried out with k-Wave. We studied the ability of the proposed dictionary method to detect range variations caused by anatomical changes in tissue density, and alterations of lateral and longitudinal beam position. Our results show that the dictionary-based protoacoustic method was able to identify the changes in range originated by all the alterations introduced, with an average accuracy of 1.4 mm. This procedure could be used for in vivo verification, comparing the measured signals with the precalculated dictionary.

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