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.

CEST MRI glioblastoma high-grade glioma monitoring biomarker radiomics spectroscopy treatment response

Journal

Frontiers in oncology
ISSN: 2234-943X
Titre abrégé: Front Oncol
Pays: Switzerland
ID NLM: 101568867

Informations de publication

Date de publication:
2021
Historique:
received: 08 11 2021
accepted: 28 12 2021
entrez: 28 3 2022
pubmed: 29 3 2022
medline: 29 3 2022
Statut: epublish

Résumé

To summarize evidence for use of advanced MRI techniques as monitoring biomarkers in the clinic, and to highlight the latest bench-to-bedside developments. The 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). The 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. Advanced 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.

Identifiants

pubmed: 35340697
doi: 10.3389/fonc.2021.811425
pmc: PMC8948428
doi:

Types de publication

Journal Article Review

Langues

eng

Pagination

811425

Subventions

Organisme : NCI NIH HHS
ID : R01 CA264992
Pays : United States
Organisme : Austrian Science Fund FWF
ID : KLI 646
Pays : Austria
Organisme : NCI NIH HHS
ID : R01 CA221938
Pays : United States
Organisme : NCI NIH HHS
ID : U01 CA176110
Pays : United States
Organisme : NCI NIH HHS
ID : R01 CA255123
Pays : United States

Informations de copyright

Copyright © 2022 Booth, Wiegers, Warnert, Schmainda, Riemer, Nechifor, Keil, Hangel, Figueiredo, Álvarez-Torres and Henriksen.

Déclaration de conflit d'intérêts

KS: Ownership interest in IQ-AI Ltd and financial interest in Imaging Biometrics LLC. TB speaker’s bureau for AbbVie and Siemens Healthineers. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

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Auteurs

Thomas C Booth (TC)

School of Biomedical Engineering and Imaging Sciences, King's College London, St. Thomas' Hospital, London, United Kingdom.
Department of Neuroradiology, King's College Hospital NHS Foundation Trust, London, United Kingdom.

Evita C Wiegers (EC)

Department of Radiology, University Medical Center Utrecht, Utrecht, Netherlands.

Esther A H Warnert (EAH)

Department of Radiology & Nuclear Medicine, Erasmus MC, Rotterdam, Netherlands.

Kathleen M Schmainda (KM)

Department of Biophysics, Medical College of Wisconsin, Milwaukee, WI, United States.

Frank Riemer (F)

Mohn Medical Imaging and Visualization Centre (MMIV), Department of Radiology, Haukeland University Hospital, Bergen, Norway.

Ruben E Nechifor (RE)

Department of Clinical Psychology and Psychotherapy International Institute for the Advanced Studies of Psychotherapy and Applied Mental Health, Babes-Bolyai University, Cluj-Napoca, Romania.

Vera C Keil (VC)

Department of Radiology and Nuclear Medicine, Amsterdam UMC, location VUmc, Amsterdam, Netherlands.

Gilbert Hangel (G)

Department of Neurosurgery & High-Field MR Centre, Department of Biomedical Imaging and Image-Guided Therapy, Medical University Vienna, Vienna, Austria.

Patrícia Figueiredo (P)

Department of Bioengineering and Institute for Systems and Robotics - Lisboa, Instituto Superior Técnico, Universidade de Lisboa, Lisbon, Portugal.

Maria Del Mar Álvarez-Torres (MDM)

Biomedical Data Science Laboratory, ITACA, Universitat Politècnica de València, Valencia, Spain.

Otto M Henriksen (OM)

Department of Clinical Physiology, Nuclear medicine and PET, Copenhagen University Hospital Rigshospitalet, Copenhagen, Denmark.

Classifications MeSH