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High-Grade Glioma Treatment Response Monitoring Biomarkers: A Position Statement on the Evidence Supporting the Use of Advanced MRI Techniques in the Clinic, and the Latest Bench-to-Bedside Developments. Part 2: Spectroscopy, Chemical Exchange Saturation, Multiparametric Imaging, and Radiomics

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High-Grade Glioma Treatment Response Monitoring Biomarkers: A Position Statement on the Evidence Supporting the Use of Advanced MRI Techniques in the Clinic, and the Latest Bench-to-Bedside Developments. Part 2: Spectroscopy, Chemical Exchange Saturation, Multiparametric Imaging, and Radiomics

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dc.contributor.author Booth, Thomas C. es_ES
dc.contributor.author Wiegers, Evita C. es_ES
dc.contributor.author Warnert, Esther A. H. es_ES
dc.contributor.author Schmainda, Kathleen M. es_ES
dc.contributor.author Riemer, Frank es_ES
dc.contributor.author Nechifor, Ruben E. es_ES
dc.contributor.author Keil, Vera C. es_ES
dc.contributor.author Hangel, Gilbert es_ES
dc.contributor.author Figueiredo, Patrícia es_ES
dc.contributor.author Álvarez-Torres, María del Mar es_ES
dc.contributor.author Henriksen, Otto M. es_ES
dc.date.accessioned 2023-07-13T18:02:34Z
dc.date.available 2023-07-13T18:02:34Z
dc.date.issued 2022-02-28 es_ES
dc.identifier.uri http://hdl.handle.net/10251/194942
dc.description.abstract [EN] ObjectiveTo summarize evidence for use of advanced MRI techniques as monitoring biomarkers in the clinic, and to highlight the latest bench-to-bedside developments. MethodsThe current evidence regarding the potential for monitoring biomarkers was reviewed and individual modalities of metabolism and/or chemical composition imaging discussed. Perfusion, permeability, and microstructure imaging were similarly analyzed in Part 1 of this two-part review article and are valuable reading as background to this article. We appraise the clinic readiness of all the individual modalities and consider methodologies involving machine learning (radiomics) and the combination of MRI approaches (multiparametric imaging). ResultsThe biochemical composition of high-grade gliomas is markedly different from healthy brain tissue. Magnetic resonance spectroscopy allows the simultaneous acquisition of an array of metabolic alterations, with choline-based ratios appearing to be consistently discriminatory in treatment response assessment, although challenges remain despite this being a mature technique. Promising directions relate to ultra-high field strengths, 2-hydroxyglutarate analysis, and the use of non-proton nuclei. Labile protons on endogenous proteins can be selectively targeted with chemical exchange saturation transfer to give high resolution images. The body of evidence for clinical application of amide proton transfer imaging has been building for a decade, but more evidence is required to confirm chemical exchange saturation transfer use as a monitoring biomarker. Multiparametric methodologies, including the incorporation of nuclear medicine techniques, combine probes measuring different tumor properties. Although potentially synergistic, the limitations of each individual modality also can be compounded, particularly in the absence of standardization. Machine learning requires large datasets with high-quality annotation; there is currently low-level evidence for monitoring biomarker clinical application. ConclusionAdvanced MRI techniques show huge promise in treatment response assessment. The clinical readiness analysis highlights that most monitoring biomarkers require standardized international consensus guidelines, with more facilitation regarding technique implementation and reporting in the clinic. es_ES
dc.description.sponsorship This publication is part of the COST Action CA18206 Glioma MR Imaging 2.0 (www.glimr.eu), supported by COST (European Cooperation in Science and Technology), www.cost.eu. GliMR provided travel and accommodation for members who had travelled to early networking meetings. - KS: National Institute of Health/National Cancer Institute R01 CA255123, U01 CA176110, UG3 CA247606, Medical College of Wisconsin Cancer Center. - GH: Austrian Science Fund grant KLI-646. - ECW: The Dutch Research Council (NWO) Talent Programme Veni: 18144 - EAHW: The Dutch Research Council (NWO) Talent Programme Veni: 91619121 - PF: The Portuguese Foundation for Science and Technology (FCT) Grant UIDB/50009/2020. - RN: Babes-Bolyai University, Grant GTC No. 35277/18.11.2020. - TB: The Wellcome/EPSRC Centre for Medical Engineering [WT 203148/Z/16/Z]. - MA¿ -T: The ALBATROSS project (National Plan for Scientific and Technical Research and Innovation 2017-2020 and DPI2016-80054-R (Programa Estatal de Promocio¿n del Talento y su Empleabilidad en I+D+i). es_ES
dc.language Inglés es_ES
dc.publisher Frontiers Media SA es_ES
dc.relation.ispartof Frontiers in Oncology es_ES
dc.rights Reconocimiento (by) es_ES
dc.subject High-grade glioma es_ES
dc.subject Glioblastoma es_ES
dc.subject Treatment response es_ES
dc.subject Monitoring biomarker es_ES
dc.subject MRI es_ES
dc.subject Spectroscopy es_ES
dc.subject CEST es_ES
dc.subject Radiomics es_ES
dc.title High-Grade Glioma Treatment Response Monitoring Biomarkers: A Position Statement on the Evidence Supporting the Use of Advanced MRI Techniques in the Clinic, and the Latest Bench-to-Bedside Developments. Part 2: Spectroscopy, Chemical Exchange Saturation, Multiparametric Imaging, and Radiomics es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.3389/fonc.2021.811425 es_ES
dc.relation.projectID info:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F50009%2F2020/PT es_ES
dc.relation.projectID info:eu-repo/grantAgreement/NWO//18144/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/NWO//91619121/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/EPSRC//WT 203148%2FZ%2F16%2FZ/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/COST//CA18206/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/FWF//KLI-646/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/AEI//DPI2016-80054-R//BIOMARCADORES DINAMICOS BASADOS EN FIRMAS TISULARES MULTIPARAMETRICAS PARA EL SEGUIMIENTO Y EVALUACION DE LA RESPUESTA A TRATAMIENTO DE PACIENTES CON GLIOBLASTOMA Y CANCER DE PROSTATA/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/NCI//R01 CA255123/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/NCI//U01 CA176110/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/NCI//UG3 CA247606/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/Universitatea Babes-Bolyai//35277%2F18.11.2020/ es_ES
dc.rights.accessRights Abierto es_ES
dc.description.bibliographicCitation Booth, TC.; Wiegers, EC.; Warnert, EAH.; Schmainda, KM.; Riemer, F.; Nechifor, RE.; Keil, VC.... (2022). High-Grade Glioma Treatment Response Monitoring Biomarkers: A Position Statement on the Evidence Supporting the Use of Advanced MRI Techniques in the Clinic, and the Latest Bench-to-Bedside Developments. Part 2: Spectroscopy, Chemical Exchange Saturation, Multiparametric Imaging, and Radiomics. Frontiers in Oncology. 11:1-22. https://doi.org/10.3389/fonc.2021.811425 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.3389/fonc.2021.811425 es_ES
dc.description.upvformatpinicio 1 es_ES
dc.description.upvformatpfin 22 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 11 es_ES
dc.identifier.eissn 2234-943X es_ES
dc.identifier.pmid 35340697 es_ES
dc.identifier.pmcid PMC8948428 es_ES
dc.relation.pasarela S\462830 es_ES
dc.contributor.funder Austrian Science Fund es_ES
dc.contributor.funder Universitatea Babes-Bolyai es_ES
dc.contributor.funder National Cancer Institute, EEUU es_ES
dc.contributor.funder Agencia Estatal de Investigación es_ES
dc.contributor.funder European Cooperation in Science and Technology es_ES
dc.contributor.funder Netherlands Organization for Scientific Research es_ES
dc.contributor.funder Fundação para a Ciência e a Tecnologia, Portugal es_ES
dc.contributor.funder Engineering and Physical Sciences Research Council, Reino Unido es_ES


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