Cargando…

Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology

Glioblastoma (GBM) is a malignant brain tumor exhibiting rapid and infiltrative growth, with less than 10% of patients surviving over 5 years, despite aggressive and multimodal treatments. The poor prognosis and the lack of effective pharmacological treatments are imputable to a remarkable histologi...

Descripción completa

Detalles Bibliográficos
Autores principales: Gatto, Lidia, Franceschi, Enrico, Tosoni, Alicia, Di Nunno, Vincenzo, Tonon, Caterina, Lodi, Raffaele, Agati, Raffaele, Bartolini, Stefania, Brandes, Alba Ariela
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9775324/
https://www.ncbi.nlm.nih.gov/pubmed/36551961
http://dx.doi.org/10.3390/biomedicines10123205
_version_ 1784855616473268224
author Gatto, Lidia
Franceschi, Enrico
Tosoni, Alicia
Di Nunno, Vincenzo
Tonon, Caterina
Lodi, Raffaele
Agati, Raffaele
Bartolini, Stefania
Brandes, Alba Ariela
author_facet Gatto, Lidia
Franceschi, Enrico
Tosoni, Alicia
Di Nunno, Vincenzo
Tonon, Caterina
Lodi, Raffaele
Agati, Raffaele
Bartolini, Stefania
Brandes, Alba Ariela
author_sort Gatto, Lidia
collection PubMed
description Glioblastoma (GBM) is a malignant brain tumor exhibiting rapid and infiltrative growth, with less than 10% of patients surviving over 5 years, despite aggressive and multimodal treatments. The poor prognosis and the lack of effective pharmacological treatments are imputable to a remarkable histological and molecular heterogeneity of GBM, which has led, to date, to the failure of precision oncology and targeted therapies. Identification of molecular biomarkers is a paradigm for comprehensive and tailored treatments; nevertheless, biopsy sampling has proved to be invasive and limited. Radiogenomics is an emerging translational field of research aiming to study the correlation between radiographic signature and underlying gene expression. Although a research field still under development, not yet incorporated into routine clinical practice, it promises to be a useful non-invasive tool for future personalized/adaptive neuro-oncology. This review provides an up-to-date summary of the recent advancements in the use of magnetic resonance imaging (MRI) radiogenomics for the assessment of molecular markers of interest in GBM regarding prognosis and response to treatments, for monitoring recurrence, also providing insights into the potential efficacy of such an approach for survival prognostication. Despite a high sensitivity and specificity in almost all studies, accuracy, reproducibility and clinical value of radiomic features are the Achilles heel of this newborn tool. Looking into the future, investigators’ efforts should be directed towards standardization and a disciplined approach to data collection, algorithms, and statistical analysis.
format Online
Article
Text
id pubmed-9775324
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-97753242022-12-23 Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology Gatto, Lidia Franceschi, Enrico Tosoni, Alicia Di Nunno, Vincenzo Tonon, Caterina Lodi, Raffaele Agati, Raffaele Bartolini, Stefania Brandes, Alba Ariela Biomedicines Review Glioblastoma (GBM) is a malignant brain tumor exhibiting rapid and infiltrative growth, with less than 10% of patients surviving over 5 years, despite aggressive and multimodal treatments. The poor prognosis and the lack of effective pharmacological treatments are imputable to a remarkable histological and molecular heterogeneity of GBM, which has led, to date, to the failure of precision oncology and targeted therapies. Identification of molecular biomarkers is a paradigm for comprehensive and tailored treatments; nevertheless, biopsy sampling has proved to be invasive and limited. Radiogenomics is an emerging translational field of research aiming to study the correlation between radiographic signature and underlying gene expression. Although a research field still under development, not yet incorporated into routine clinical practice, it promises to be a useful non-invasive tool for future personalized/adaptive neuro-oncology. This review provides an up-to-date summary of the recent advancements in the use of magnetic resonance imaging (MRI) radiogenomics for the assessment of molecular markers of interest in GBM regarding prognosis and response to treatments, for monitoring recurrence, also providing insights into the potential efficacy of such an approach for survival prognostication. Despite a high sensitivity and specificity in almost all studies, accuracy, reproducibility and clinical value of radiomic features are the Achilles heel of this newborn tool. Looking into the future, investigators’ efforts should be directed towards standardization and a disciplined approach to data collection, algorithms, and statistical analysis. MDPI 2022-12-09 /pmc/articles/PMC9775324/ /pubmed/36551961 http://dx.doi.org/10.3390/biomedicines10123205 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Gatto, Lidia
Franceschi, Enrico
Tosoni, Alicia
Di Nunno, Vincenzo
Tonon, Caterina
Lodi, Raffaele
Agati, Raffaele
Bartolini, Stefania
Brandes, Alba Ariela
Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology
title Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology
title_full Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology
title_fullStr Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology
title_full_unstemmed Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology
title_short Beyond Imaging and Genetic Signature in Glioblastoma: Radiogenomic Holistic Approach in Neuro-Oncology
title_sort beyond imaging and genetic signature in glioblastoma: radiogenomic holistic approach in neuro-oncology
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9775324/
https://www.ncbi.nlm.nih.gov/pubmed/36551961
http://dx.doi.org/10.3390/biomedicines10123205
work_keys_str_mv AT gattolidia beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology
AT franceschienrico beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology
AT tosonialicia beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology
AT dinunnovincenzo beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology
AT tononcaterina beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology
AT lodiraffaele beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology
AT agatiraffaele beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology
AT bartolinistefania beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology
AT brandesalbaariela beyondimagingandgeneticsignatureinglioblastomaradiogenomicholisticapproachinneurooncology