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Diagnostic performance of gliomas grading and IDH status decoding A comparison between 3D amide proton transfer APT and four diffusion‐weighted MRI models
BACKGROUND: The focus of neuro‐oncology research has changed from histopathologic grading to molecular characteristics, and medical imaging routinely follows this change. PURPOSE: To compare the diagnostic performance of amide proton transfer (APT) and four diffusion models in gliomas grading and is...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9790544/ https://www.ncbi.nlm.nih.gov/pubmed/35488516 http://dx.doi.org/10.1002/jmri.28211 |
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author | Guo, Hu Liu, Jun Hu, JunJiao Zhang, HuiTing Zhao, Wei Gao, Min Zhang, Yi Yang, Guang Cui, Yan |
author_facet | Guo, Hu Liu, Jun Hu, JunJiao Zhang, HuiTing Zhao, Wei Gao, Min Zhang, Yi Yang, Guang Cui, Yan |
author_sort | Guo, Hu |
collection | PubMed |
description | BACKGROUND: The focus of neuro‐oncology research has changed from histopathologic grading to molecular characteristics, and medical imaging routinely follows this change. PURPOSE: To compare the diagnostic performance of amide proton transfer (APT) and four diffusion models in gliomas grading and isocitrate dehydrogenase (IDH) genotype. STUDY TYPE: Prospective. POPULATION: A total of 62 participants (37 males, 25 females; mean age, 52 ± 13 years) whose IDH genotypes were mutant in 6 of 14 grade II gliomas, 8 of 20 of grade III gliomas, and 4 of 28 grade IV gliomas. FIELD STRENGTH/SEQUENCE: APT imaging using sampling perfection with application optimized contrasts by using different flip angle evolutions (SPACE) and DWI with q‐space Cartesian grid sampling were acquired at 3 T. ASSESSMENT: The ability of diffusion kurtosis imaging, diffusion kurtosis imaging, neurite orientation dispersion and density imaging (NODDI), mean apparent propagator (MAP), and APT imaging for glioma grade and IDH status were assessed, with histopathological grade and genetic testing used as a reference standard. Regions of interest (ROIs) were drawn by two neuroradiologists after consensus. STATISTICAL TESTS: T‐test and Mann–Whitney U test; one‐way analysis of variance (ANOVA); receiver operating curve (ROC) and area under the curve (AUC); DeLong test. P value < 0.05 was considered statistically significant. RESULTS: Compared with IDH‐mutant gliomas, IDH‐wildtype gliomas showed a significantly higher mean, 5th‐percentile (APT(5)), and 95th‐percentile from APTw, the 95th‐percentile value of axial, mean, and radial diffusivity from DKI, and 95th‐percentile value of isotropic volume fraction from NODDI, and no significantly different parameters from DTI and MAP (P = 0.075–0.998). The combined APT model showed a significantly wider area under the curve (AUC 0.870) for IDH status, when compared with DKI and NODDI. APT(5) was significantly different between two of the three groups (glioma II vs. glioma III vs. glioma IV: 1.35 ± 0.75 vs. 2.09 ± 0.93 vs. 2.71 ± 0.81). DATA CONCLUSION: APT has higher diagnostic accuracy than DTI, DKI, MAP, and NODDI in glioma IDH genotype. APT(5) can effectively identify both tumor grading and IDH genotyping, making it a promising biomarker for glioma classification. EVIDENCE LEVEL: 1 TECHNICAL EFFICACY: Stage 2 |
format | Online Article Text |
id | pubmed-9790544 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97905442022-12-28 Diagnostic performance of gliomas grading and IDH status decoding A comparison between 3D amide proton transfer APT and four diffusion‐weighted MRI models Guo, Hu Liu, Jun Hu, JunJiao Zhang, HuiTing Zhao, Wei Gao, Min Zhang, Yi Yang, Guang Cui, Yan J Magn Reson Imaging Research Articles BACKGROUND: The focus of neuro‐oncology research has changed from histopathologic grading to molecular characteristics, and medical imaging routinely follows this change. PURPOSE: To compare the diagnostic performance of amide proton transfer (APT) and four diffusion models in gliomas grading and isocitrate dehydrogenase (IDH) genotype. STUDY TYPE: Prospective. POPULATION: A total of 62 participants (37 males, 25 females; mean age, 52 ± 13 years) whose IDH genotypes were mutant in 6 of 14 grade II gliomas, 8 of 20 of grade III gliomas, and 4 of 28 grade IV gliomas. FIELD STRENGTH/SEQUENCE: APT imaging using sampling perfection with application optimized contrasts by using different flip angle evolutions (SPACE) and DWI with q‐space Cartesian grid sampling were acquired at 3 T. ASSESSMENT: The ability of diffusion kurtosis imaging, diffusion kurtosis imaging, neurite orientation dispersion and density imaging (NODDI), mean apparent propagator (MAP), and APT imaging for glioma grade and IDH status were assessed, with histopathological grade and genetic testing used as a reference standard. Regions of interest (ROIs) were drawn by two neuroradiologists after consensus. STATISTICAL TESTS: T‐test and Mann–Whitney U test; one‐way analysis of variance (ANOVA); receiver operating curve (ROC) and area under the curve (AUC); DeLong test. P value < 0.05 was considered statistically significant. RESULTS: Compared with IDH‐mutant gliomas, IDH‐wildtype gliomas showed a significantly higher mean, 5th‐percentile (APT(5)), and 95th‐percentile from APTw, the 95th‐percentile value of axial, mean, and radial diffusivity from DKI, and 95th‐percentile value of isotropic volume fraction from NODDI, and no significantly different parameters from DTI and MAP (P = 0.075–0.998). The combined APT model showed a significantly wider area under the curve (AUC 0.870) for IDH status, when compared with DKI and NODDI. APT(5) was significantly different between two of the three groups (glioma II vs. glioma III vs. glioma IV: 1.35 ± 0.75 vs. 2.09 ± 0.93 vs. 2.71 ± 0.81). DATA CONCLUSION: APT has higher diagnostic accuracy than DTI, DKI, MAP, and NODDI in glioma IDH genotype. APT(5) can effectively identify both tumor grading and IDH genotyping, making it a promising biomarker for glioma classification. EVIDENCE LEVEL: 1 TECHNICAL EFFICACY: Stage 2 John Wiley & Sons, Inc. 2022-04-30 2022-12 /pmc/articles/PMC9790544/ /pubmed/35488516 http://dx.doi.org/10.1002/jmri.28211 Text en © 2022 The Authors. Journal of Magnetic Resonance Imaging published by Wiley Periodicals LLC on behalf of International Society for Magnetic Resonance in Medicine. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Guo, Hu Liu, Jun Hu, JunJiao Zhang, HuiTing Zhao, Wei Gao, Min Zhang, Yi Yang, Guang Cui, Yan Diagnostic performance of gliomas grading and IDH status decoding A comparison between 3D amide proton transfer APT and four diffusion‐weighted MRI models |
title | Diagnostic performance of gliomas grading and IDH status decoding A comparison between 3D amide proton transfer APT and four diffusion‐weighted MRI models |
title_full | Diagnostic performance of gliomas grading and IDH status decoding A comparison between 3D amide proton transfer APT and four diffusion‐weighted MRI models |
title_fullStr | Diagnostic performance of gliomas grading and IDH status decoding A comparison between 3D amide proton transfer APT and four diffusion‐weighted MRI models |
title_full_unstemmed | Diagnostic performance of gliomas grading and IDH status decoding A comparison between 3D amide proton transfer APT and four diffusion‐weighted MRI models |
title_short | Diagnostic performance of gliomas grading and IDH status decoding A comparison between 3D amide proton transfer APT and four diffusion‐weighted MRI models |
title_sort | diagnostic performance of gliomas grading and idh status decoding a comparison between 3d amide proton transfer apt and four diffusion‐weighted mri models |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9790544/ https://www.ncbi.nlm.nih.gov/pubmed/35488516 http://dx.doi.org/10.1002/jmri.28211 |
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