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Advanced multiparametric MRI-based scoring for isocitrate dehydrogenase mutation prediction of gliomas
PURPOSE: To propose an advanced multiparametric magnetic resonance imaging (MRI)-based scoring system and evaluate its diagnostic accuracy with respect to the isocitrate dehydrogenase (IDH) mutation status of gliomas. MATERIAL AND METHODS: This prospective observational study included 50 consecutive...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Termedia Publishing House
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9749783/ https://www.ncbi.nlm.nih.gov/pubmed/36532252 http://dx.doi.org/10.5114/pjr.2022.121549 |
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author | Hosur, Bharat Ahuja, Chirag Kamal Singla, Navneet Gupta, Kirti Singh, Paramjeet |
author_facet | Hosur, Bharat Ahuja, Chirag Kamal Singla, Navneet Gupta, Kirti Singh, Paramjeet |
author_sort | Hosur, Bharat |
collection | PubMed |
description | PURPOSE: To propose an advanced multiparametric magnetic resonance imaging (MRI)-based scoring system and evaluate its diagnostic accuracy with respect to the isocitrate dehydrogenase (IDH) mutation status of gliomas. MATERIAL AND METHODS: This prospective observational study included 50 consecutive patients with suspected gliomas, enrolled for pre-operative MRI. The exclusion criteria were previous surgery, biopsy, or chemo/radiotherapy and contraindications to the gadolinium-based contrasts or MRI acquisition. A standardized brain-MRI protocol using a 3-Tesla machine and 16-channel head coil consisted of pre-contrast axial-T2WI, FLAIR, DTI, 3D-ASL perfusion, SWI, 3D-T1WI, and post-contrast axial-DSC perfusion followed by 3D-T1WI and MR spectroscopy. ROIs were drawn from the tumoral centre, periphery, and peritumoral oedema (3 ROIs for each) followed by normalization using the ROIs over the contralateral normal white matter. The cut-off values for the statistically significant (p <0.05) continuous variables were derived by drawing receiver operating characteristic (ROC) curves. A 7-point “glioma-score” was derived from the 3 categorical (T2/FLAIR-mismatch, contrast enhancement, and intratumoral susceptibility signals) and 4 continuous ROI-based variables (ADC, FA, ASL-CBF, and DSC-CBV). RESULTS: The predictability of IDH mutant status using the multiparametric advanced MRI-based glioma score was statistically significant (sensitivity = 69.23%, specificity = 95.65%, PPV = 94.74%, NPV = 73.33%). A glioma score of more than 4.5 out of 7 predicted the IDH-mutation status with higher specificity and sensitivity compared to each of the individual imaging variables. CONCLUSIONS: The advanced multiparametric MRI-based glioma score can predict the IDH-mutation status with high statistical significance. |
format | Online Article Text |
id | pubmed-9749783 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Termedia Publishing House |
record_format | MEDLINE/PubMed |
spelling | pubmed-97497832022-12-15 Advanced multiparametric MRI-based scoring for isocitrate dehydrogenase mutation prediction of gliomas Hosur, Bharat Ahuja, Chirag Kamal Singla, Navneet Gupta, Kirti Singh, Paramjeet Pol J Radiol Original Paper PURPOSE: To propose an advanced multiparametric magnetic resonance imaging (MRI)-based scoring system and evaluate its diagnostic accuracy with respect to the isocitrate dehydrogenase (IDH) mutation status of gliomas. MATERIAL AND METHODS: This prospective observational study included 50 consecutive patients with suspected gliomas, enrolled for pre-operative MRI. The exclusion criteria were previous surgery, biopsy, or chemo/radiotherapy and contraindications to the gadolinium-based contrasts or MRI acquisition. A standardized brain-MRI protocol using a 3-Tesla machine and 16-channel head coil consisted of pre-contrast axial-T2WI, FLAIR, DTI, 3D-ASL perfusion, SWI, 3D-T1WI, and post-contrast axial-DSC perfusion followed by 3D-T1WI and MR spectroscopy. ROIs were drawn from the tumoral centre, periphery, and peritumoral oedema (3 ROIs for each) followed by normalization using the ROIs over the contralateral normal white matter. The cut-off values for the statistically significant (p <0.05) continuous variables were derived by drawing receiver operating characteristic (ROC) curves. A 7-point “glioma-score” was derived from the 3 categorical (T2/FLAIR-mismatch, contrast enhancement, and intratumoral susceptibility signals) and 4 continuous ROI-based variables (ADC, FA, ASL-CBF, and DSC-CBV). RESULTS: The predictability of IDH mutant status using the multiparametric advanced MRI-based glioma score was statistically significant (sensitivity = 69.23%, specificity = 95.65%, PPV = 94.74%, NPV = 73.33%). A glioma score of more than 4.5 out of 7 predicted the IDH-mutation status with higher specificity and sensitivity compared to each of the individual imaging variables. CONCLUSIONS: The advanced multiparametric MRI-based glioma score can predict the IDH-mutation status with high statistical significance. Termedia Publishing House 2022-11-22 /pmc/articles/PMC9749783/ /pubmed/36532252 http://dx.doi.org/10.5114/pjr.2022.121549 Text en © Pol J Radiol 2022 https://creativecommons.org/licenses/by-nc-nd/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0). License (https://creativecommons.org/licenses/by-nc-nd/4.0/) |
spellingShingle | Original Paper Hosur, Bharat Ahuja, Chirag Kamal Singla, Navneet Gupta, Kirti Singh, Paramjeet Advanced multiparametric MRI-based scoring for isocitrate dehydrogenase mutation prediction of gliomas |
title | Advanced multiparametric MRI-based scoring for isocitrate dehydrogenase mutation prediction of gliomas |
title_full | Advanced multiparametric MRI-based scoring for isocitrate dehydrogenase mutation prediction of gliomas |
title_fullStr | Advanced multiparametric MRI-based scoring for isocitrate dehydrogenase mutation prediction of gliomas |
title_full_unstemmed | Advanced multiparametric MRI-based scoring for isocitrate dehydrogenase mutation prediction of gliomas |
title_short | Advanced multiparametric MRI-based scoring for isocitrate dehydrogenase mutation prediction of gliomas |
title_sort | advanced multiparametric mri-based scoring for isocitrate dehydrogenase mutation prediction of gliomas |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9749783/ https://www.ncbi.nlm.nih.gov/pubmed/36532252 http://dx.doi.org/10.5114/pjr.2022.121549 |
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