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Accurate, robust and harmonized implementation of morpho-functional imaging in treatment planning for personalized radiotherapy.

dc.contributor.authorJimenez-Ortega, Elisa
dc.contributor.authorUreba, Ana
dc.contributor.authorBaeza, Jose Antonio
dc.contributor.authorBarbeiro, Ana Rita
dc.contributor.authorBalcerzyk, Marcin
dc.contributor.authorParrado-Gallego, Angel
dc.contributor.authorWals-Zurita, Amadeo
dc.contributor.authorGarcia-Gomez, Francisco Javier
dc.contributor.authorLeal, Antonio
dc.contributor.funderJunta de Andalucía (FISEVI)
dc.contributor.funderEuropean Regional Development Fund (FEDER)
dc.date.accessioned2023-01-25T10:27:44Z
dc.date.available2023-01-25T10:27:44Z
dc.date.issued2019-01-09
dc.description.abstractIn this work we present a methodology able to use harmonized PET/CT imaging in dose painting by number (DPBN) approach by means of a robust and accurate treatment planning system. Image processing and treatment planning were performed by using a Matlab-based platform, called CARMEN, in which a full Monte Carlo simulation is included. Linear programming formulation was developed for a voxel-by-voxel robust optimization and a specific direct aperture optimization was designed for an efficient adaptive radiotherapy implementation. DPBN approach with our methodology was tested to reduce the uncertainties associated with both, the absolute value and the relative value of the information in the functional image. For the same H&N case, a single robust treatment was planned for dose prescription maps corresponding to standardized uptake value distributions from two different image reconstruction protocols: One to fulfill EARL accreditation for harmonization of [18F]FDG PET/CT image, and the other one to use the highest available spatial resolution. Also, a robust treatment was planned to fulfill dose prescription maps corresponding to both approaches, the dose painting by contour based on volumes and our voxel-by-voxel DPBN. Adaptive planning was also carried out to check the suitability of our proposal. Different plans showed robustness to cover a range of scenarios for implementation of harmonizing strategies by using the highest available resolution. Also, robustness associated to discretization level of dose prescription according to the use of contours or numbers was achieved. All plans showed excellent quality index histogram and quality factors below 2%. Efficient solution for adaptive radiotherapy based directly on changes in functional image was obtained. We proved that by using voxel-by-voxel DPBN approach it is possible to overcome typical drawbacks linked to PET/CT images, providing to the clinical specialist confidence enough for routinely implementation of functional imaging for personalized radiotherapy.
dc.description.versionSi
dc.identifier.citationJiménez-Ortega E, Ureba A, Baeza JA, Barbeiro AR, Balcerzyk M, Parrado-Gallego Á, et al. Accurate, robust and harmonized implementation of morpho-functional imaging in treatment planning for personalized radiotherapy. PLoS One. 2019 Jan 9;14(1):e0210549.
dc.identifier.doi10.1371/journal.pone.0210549
dc.identifier.essn1932-6203
dc.identifier.pmcPMC6326505
dc.identifier.pmid30625230
dc.identifier.pubmedURLhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC6326505/pdf
dc.identifier.unpaywallURLhttps://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0210549&type=printable
dc.identifier.urihttp://hdl.handle.net/10668/13399
dc.issue.number1
dc.journal.titlePloS one
dc.journal.titleabbreviationPLoS One
dc.language.isoen
dc.organizationInstituto de Biomedicina de Sevilla-IBIS
dc.organizationHospital Universitario Virgen Macarena
dc.organizationHospital Universitario Virgen Macarena
dc.page.number18
dc.provenanceRealizada la curación de contenido 10/03/2025
dc.publisherPublic Library of Science
dc.pubmedtypeJournal Article
dc.pubmedtypeResearch Support, Non-U.S. Gov't
dc.relation.projectIDCTS 2482
dc.relation.publisherversionhttps://dx.plos.org/10.1371/journal.pone.0210549
dc.rightsAttribution 4.0 International
dc.rights.accessRightsopen access
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/
dc.subjectFluorodeoxyglucose F18
dc.subjectHumans
dc.subjectPrecision Medicine
dc.subjectRadiotherapy Dosage
dc.subject.decsDosificación
dc.subject.decsRadioterapia
dc.subject.decsAcreditación
dc.subject.decsProcesamiento de imagen asistido por computador
dc.subject.decsEspecialización
dc.subject.decsOptimización de procesos
dc.subject.meshHead and Neck Neoplasms
dc.subject.meshPositron Emission Tomography Computed Tomography
dc.subject.meshRadiographic Image Interpretation, Computer-Assisted
dc.subject.meshRadiotherapy Planning, Computer-Assisted
dc.titleAccurate, robust and harmonized implementation of morpho-functional imaging in treatment planning for personalized radiotherapy.
dc.typeresearch article
dc.type.hasVersionVoR
dc.volume.number14
dspace.entity.typePublication

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