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Radiomics: The New Promise for Differentiating Progression, Recurrence, Pseudoprogression, and Radionecrosis in Glioma and Glioblastoma Multiforme

SIMPLE SUMMARY: Progression/recurrence, pseudoprogression, and radionecrosis are all scenarios that can be expected during the treatment course of glioma and GBM. Although MRI, PET, CT, and MRS have shown some capabilities in differentiating these conditions, there is still a considerable need for t...

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Autores principales: Alizadeh, Mohammadreza, Broomand Lomer, Nima, Azami, Mobin, Khalafi, Mohammad, Shobeiri, Parnian, Arab Bafrani, Melika, Sotoudeh, Houman
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10526457/
https://www.ncbi.nlm.nih.gov/pubmed/37760399
http://dx.doi.org/10.3390/cancers15184429
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author Alizadeh, Mohammadreza
Broomand Lomer, Nima
Azami, Mobin
Khalafi, Mohammad
Shobeiri, Parnian
Arab Bafrani, Melika
Sotoudeh, Houman
author_facet Alizadeh, Mohammadreza
Broomand Lomer, Nima
Azami, Mobin
Khalafi, Mohammad
Shobeiri, Parnian
Arab Bafrani, Melika
Sotoudeh, Houman
author_sort Alizadeh, Mohammadreza
collection PubMed
description SIMPLE SUMMARY: Progression/recurrence, pseudoprogression, and radionecrosis are all scenarios that can be expected during the treatment course of glioma and GBM. Although MRI, PET, CT, and MRS have shown some capabilities in differentiating these conditions, there is still a considerable need for the emergence of state-of-the-art techniques to assist field professionals. Here, we introduce radiomics, a process that extracts many features from medical images using data characterization algorithms and a promising tool to differentiate these scenarios. The results could significantly impact patients’ care by enhancing the understanding and accuracy of post-treatment follow-ups in brain cancer patients. ABSTRACT: Glioma and glioblastoma multiform (GBM) remain among the most debilitating and life-threatening brain tumors. Despite advances in diagnosing approaches, patient follow-up after treatment (surgery and chemoradiation) is still challenging for differentiation between tumor progression/recurrence, pseudoprogression, and radionecrosis. Radiomics emerges as a promising tool in initial diagnosis, grading, and survival prediction in patients with glioma and can help differentiate these post-treatment scenarios. Preliminary published studies are promising about the role of radiomics in post-treatment glioma/GBM. However, this field faces significant challenges, including a lack of evidence-based solid data, scattering publication, heterogeneity of studies, and small sample sizes. The present review explores radiomics’s capabilities in following patients with glioma/GBM status post-treatment and to differentiate tumor progression, recurrence, pseudoprogression, and radionecrosis.
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spelling pubmed-105264572023-09-28 Radiomics: The New Promise for Differentiating Progression, Recurrence, Pseudoprogression, and Radionecrosis in Glioma and Glioblastoma Multiforme Alizadeh, Mohammadreza Broomand Lomer, Nima Azami, Mobin Khalafi, Mohammad Shobeiri, Parnian Arab Bafrani, Melika Sotoudeh, Houman Cancers (Basel) Review SIMPLE SUMMARY: Progression/recurrence, pseudoprogression, and radionecrosis are all scenarios that can be expected during the treatment course of glioma and GBM. Although MRI, PET, CT, and MRS have shown some capabilities in differentiating these conditions, there is still a considerable need for the emergence of state-of-the-art techniques to assist field professionals. Here, we introduce radiomics, a process that extracts many features from medical images using data characterization algorithms and a promising tool to differentiate these scenarios. The results could significantly impact patients’ care by enhancing the understanding and accuracy of post-treatment follow-ups in brain cancer patients. ABSTRACT: Glioma and glioblastoma multiform (GBM) remain among the most debilitating and life-threatening brain tumors. Despite advances in diagnosing approaches, patient follow-up after treatment (surgery and chemoradiation) is still challenging for differentiation between tumor progression/recurrence, pseudoprogression, and radionecrosis. Radiomics emerges as a promising tool in initial diagnosis, grading, and survival prediction in patients with glioma and can help differentiate these post-treatment scenarios. Preliminary published studies are promising about the role of radiomics in post-treatment glioma/GBM. However, this field faces significant challenges, including a lack of evidence-based solid data, scattering publication, heterogeneity of studies, and small sample sizes. The present review explores radiomics’s capabilities in following patients with glioma/GBM status post-treatment and to differentiate tumor progression, recurrence, pseudoprogression, and radionecrosis. MDPI 2023-09-05 /pmc/articles/PMC10526457/ /pubmed/37760399 http://dx.doi.org/10.3390/cancers15184429 Text en © 2023 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
Alizadeh, Mohammadreza
Broomand Lomer, Nima
Azami, Mobin
Khalafi, Mohammad
Shobeiri, Parnian
Arab Bafrani, Melika
Sotoudeh, Houman
Radiomics: The New Promise for Differentiating Progression, Recurrence, Pseudoprogression, and Radionecrosis in Glioma and Glioblastoma Multiforme
title Radiomics: The New Promise for Differentiating Progression, Recurrence, Pseudoprogression, and Radionecrosis in Glioma and Glioblastoma Multiforme
title_full Radiomics: The New Promise for Differentiating Progression, Recurrence, Pseudoprogression, and Radionecrosis in Glioma and Glioblastoma Multiforme
title_fullStr Radiomics: The New Promise for Differentiating Progression, Recurrence, Pseudoprogression, and Radionecrosis in Glioma and Glioblastoma Multiforme
title_full_unstemmed Radiomics: The New Promise for Differentiating Progression, Recurrence, Pseudoprogression, and Radionecrosis in Glioma and Glioblastoma Multiforme
title_short Radiomics: The New Promise for Differentiating Progression, Recurrence, Pseudoprogression, and Radionecrosis in Glioma and Glioblastoma Multiforme
title_sort radiomics: the new promise for differentiating progression, recurrence, pseudoprogression, and radionecrosis in glioma and glioblastoma multiforme
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10526457/
https://www.ncbi.nlm.nih.gov/pubmed/37760399
http://dx.doi.org/10.3390/cancers15184429
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