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Magnetic Resonance Imaging Correlates of Immune Microenvironment in Glioblastoma
BACKGROUND: Glioblastoma (GBM) is the most commonly occurring primary malignant brain tumor, and it carries a dismal prognosis. Focusing on the tumor microenvironment may provide new insights into pathogenesis, but no clinical tools are available to do this. We hypothesized that the infiltration of...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8980808/ https://www.ncbi.nlm.nih.gov/pubmed/35392230 http://dx.doi.org/10.3389/fonc.2022.823812 |
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author | Salvalaggio, Alessandro Silvestri, Erica Sansone, Giulio Pinton, Laura Magri, Sara Briani, Chiara Anglani, Mariagiulia Lombardi, Giuseppe Zagonel, Vittorina Della Puppa, Alessandro Mandruzzato, Susanna Corbetta, Maurizio Bertoldo, Alessandra |
author_facet | Salvalaggio, Alessandro Silvestri, Erica Sansone, Giulio Pinton, Laura Magri, Sara Briani, Chiara Anglani, Mariagiulia Lombardi, Giuseppe Zagonel, Vittorina Della Puppa, Alessandro Mandruzzato, Susanna Corbetta, Maurizio Bertoldo, Alessandra |
author_sort | Salvalaggio, Alessandro |
collection | PubMed |
description | BACKGROUND: Glioblastoma (GBM) is the most commonly occurring primary malignant brain tumor, and it carries a dismal prognosis. Focusing on the tumor microenvironment may provide new insights into pathogenesis, but no clinical tools are available to do this. We hypothesized that the infiltration of different leukocyte populations in the tumoral and peritumoral brain tissues may be measured by magnetic resonance imaging (MRI). METHODS: Pre-operative MRI was combined with immune phenotyping of intraoperative tumor tissue based on flow cytometry of myeloid cell populations that are associated with immune suppression, namely, microglia and bone marrow-derived macrophages (BMDM). These cell populations were measured from the central and marginal areas of the lesion identified intraoperatively with 5-aminolevulinic acid-guided surgery. MRI features (volume, mean and standard deviation of signal intensity, and fractality) were derived from all MR sequences (T1w, Gd+ T1w, T2w, FLAIR) and ADC MR maps and from different tumor areas (contrast- and non-contrast-enhancing tumor, necrosis, and edema). The principal components of MRI features were correlated with different myeloid cell populations by Pearson’s correlation. RESULTS: We analyzed 126 samples from 62 GBM patients. The ratio between BMDM and microglia decreases significantly from the central core to the periphery. Several MRI-derived principal components were significantly correlated (p <0.05, r range: [−0.29, −0.41]) with the BMDM/microglia ratio collected in the central part of the tumor. CONCLUSIONS: We report a significant correlation between structural MRI clinical imaging and the ratio of recruited vs. resident macrophages with different immunomodulatory activities. MRI features may represent a novel tool for investigating the microenvironment of GBM. |
format | Online Article Text |
id | pubmed-8980808 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-89808082022-04-06 Magnetic Resonance Imaging Correlates of Immune Microenvironment in Glioblastoma Salvalaggio, Alessandro Silvestri, Erica Sansone, Giulio Pinton, Laura Magri, Sara Briani, Chiara Anglani, Mariagiulia Lombardi, Giuseppe Zagonel, Vittorina Della Puppa, Alessandro Mandruzzato, Susanna Corbetta, Maurizio Bertoldo, Alessandra Front Oncol Oncology BACKGROUND: Glioblastoma (GBM) is the most commonly occurring primary malignant brain tumor, and it carries a dismal prognosis. Focusing on the tumor microenvironment may provide new insights into pathogenesis, but no clinical tools are available to do this. We hypothesized that the infiltration of different leukocyte populations in the tumoral and peritumoral brain tissues may be measured by magnetic resonance imaging (MRI). METHODS: Pre-operative MRI was combined with immune phenotyping of intraoperative tumor tissue based on flow cytometry of myeloid cell populations that are associated with immune suppression, namely, microglia and bone marrow-derived macrophages (BMDM). These cell populations were measured from the central and marginal areas of the lesion identified intraoperatively with 5-aminolevulinic acid-guided surgery. MRI features (volume, mean and standard deviation of signal intensity, and fractality) were derived from all MR sequences (T1w, Gd+ T1w, T2w, FLAIR) and ADC MR maps and from different tumor areas (contrast- and non-contrast-enhancing tumor, necrosis, and edema). The principal components of MRI features were correlated with different myeloid cell populations by Pearson’s correlation. RESULTS: We analyzed 126 samples from 62 GBM patients. The ratio between BMDM and microglia decreases significantly from the central core to the periphery. Several MRI-derived principal components were significantly correlated (p <0.05, r range: [−0.29, −0.41]) with the BMDM/microglia ratio collected in the central part of the tumor. CONCLUSIONS: We report a significant correlation between structural MRI clinical imaging and the ratio of recruited vs. resident macrophages with different immunomodulatory activities. MRI features may represent a novel tool for investigating the microenvironment of GBM. Frontiers Media S.A. 2022-03-22 /pmc/articles/PMC8980808/ /pubmed/35392230 http://dx.doi.org/10.3389/fonc.2022.823812 Text en Copyright © 2022 Salvalaggio, Silvestri, Sansone, Pinton, Magri, Briani, Anglani, Lombardi, Zagonel, Della Puppa, Mandruzzato, Corbetta and Bertoldo https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Salvalaggio, Alessandro Silvestri, Erica Sansone, Giulio Pinton, Laura Magri, Sara Briani, Chiara Anglani, Mariagiulia Lombardi, Giuseppe Zagonel, Vittorina Della Puppa, Alessandro Mandruzzato, Susanna Corbetta, Maurizio Bertoldo, Alessandra Magnetic Resonance Imaging Correlates of Immune Microenvironment in Glioblastoma |
title | Magnetic Resonance Imaging Correlates of Immune Microenvironment in Glioblastoma |
title_full | Magnetic Resonance Imaging Correlates of Immune Microenvironment in Glioblastoma |
title_fullStr | Magnetic Resonance Imaging Correlates of Immune Microenvironment in Glioblastoma |
title_full_unstemmed | Magnetic Resonance Imaging Correlates of Immune Microenvironment in Glioblastoma |
title_short | Magnetic Resonance Imaging Correlates of Immune Microenvironment in Glioblastoma |
title_sort | magnetic resonance imaging correlates of immune microenvironment in glioblastoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8980808/ https://www.ncbi.nlm.nih.gov/pubmed/35392230 http://dx.doi.org/10.3389/fonc.2022.823812 |
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