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Whole Tumor Histogram Analysis Using DW MRI in Primary Central Nervous System Lymphoma Correlates with Tumor Biomarkers and Outcome
The ability to non-invasively predict outcomes and monitor treatment response in primary central nervous system lymphoma (PCNSL) is important as treatment regimens are constantly being trialed. The aim of this study was to assess the validity of using apparent diffusion coefficient (ADC) histogram v...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6827036/ https://www.ncbi.nlm.nih.gov/pubmed/31597366 http://dx.doi.org/10.3390/cancers11101506 |
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author | Chong, Insun Ostrom, Quinn Khan, Bilal Dandachi, Dima Garg, Naveen Kotrotsou, Aikaterini Colen, Rivka Morón, Fanny |
author_facet | Chong, Insun Ostrom, Quinn Khan, Bilal Dandachi, Dima Garg, Naveen Kotrotsou, Aikaterini Colen, Rivka Morón, Fanny |
author_sort | Chong, Insun |
collection | PubMed |
description | The ability to non-invasively predict outcomes and monitor treatment response in primary central nervous system lymphoma (PCNSL) is important as treatment regimens are constantly being trialed. The aim of this study was to assess the validity of using apparent diffusion coefficient (ADC) histogram values to predict Ki-67 expression, a tumor proliferation marker, and patient outcomes in PCNSL in both immunocompetent patients and patients living with HIV (PLWH). Qualitative PCNSL magnetic resonance imaging (MRI) characteristics from 93 patients (23 PLWH and 70 immunocompetent) were analyzed, and whole tumor segmentation was performed on the ADC maps. Quantitative histogram analyses of the segmentations were calculated. These measures were compared to PCNSL Ki-67 expression. Progression-free survival (PFS) and overall survival (OS) were analyzed via comparison to the International Primary Central Nervous System Lymphoma Collaboration Group Response Criteria. Associations between ADC measures and clinical outcomes were assessed using univariate and multivariate Cox proportional hazards models. Normalized ADC (nADC)(Min), nADC(Mean), nADC(1), nADC(5), and nADC(15) values were significantly associated with a poorer OS. nADC(Max), nADC(Mean), nADC(5), nADC(15), nADC(75), nADC(95), nADC(99) inversely correlated with Ki-67 expression. OS was also significantly associated with lesion hemorrhage. PFS was not significantly associated with ADC values but with lesion hemorrhage. ADC histogram values and related parameters can predict the degree of tumor proliferation and patient outcomes for primary central nervous system lymphoma patients and in both immunocompetent patients and patients living with HIV. |
format | Online Article Text |
id | pubmed-6827036 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-68270362019-11-18 Whole Tumor Histogram Analysis Using DW MRI in Primary Central Nervous System Lymphoma Correlates with Tumor Biomarkers and Outcome Chong, Insun Ostrom, Quinn Khan, Bilal Dandachi, Dima Garg, Naveen Kotrotsou, Aikaterini Colen, Rivka Morón, Fanny Cancers (Basel) Article The ability to non-invasively predict outcomes and monitor treatment response in primary central nervous system lymphoma (PCNSL) is important as treatment regimens are constantly being trialed. The aim of this study was to assess the validity of using apparent diffusion coefficient (ADC) histogram values to predict Ki-67 expression, a tumor proliferation marker, and patient outcomes in PCNSL in both immunocompetent patients and patients living with HIV (PLWH). Qualitative PCNSL magnetic resonance imaging (MRI) characteristics from 93 patients (23 PLWH and 70 immunocompetent) were analyzed, and whole tumor segmentation was performed on the ADC maps. Quantitative histogram analyses of the segmentations were calculated. These measures were compared to PCNSL Ki-67 expression. Progression-free survival (PFS) and overall survival (OS) were analyzed via comparison to the International Primary Central Nervous System Lymphoma Collaboration Group Response Criteria. Associations between ADC measures and clinical outcomes were assessed using univariate and multivariate Cox proportional hazards models. Normalized ADC (nADC)(Min), nADC(Mean), nADC(1), nADC(5), and nADC(15) values were significantly associated with a poorer OS. nADC(Max), nADC(Mean), nADC(5), nADC(15), nADC(75), nADC(95), nADC(99) inversely correlated with Ki-67 expression. OS was also significantly associated with lesion hemorrhage. PFS was not significantly associated with ADC values but with lesion hemorrhage. ADC histogram values and related parameters can predict the degree of tumor proliferation and patient outcomes for primary central nervous system lymphoma patients and in both immunocompetent patients and patients living with HIV. MDPI 2019-10-08 /pmc/articles/PMC6827036/ /pubmed/31597366 http://dx.doi.org/10.3390/cancers11101506 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chong, Insun Ostrom, Quinn Khan, Bilal Dandachi, Dima Garg, Naveen Kotrotsou, Aikaterini Colen, Rivka Morón, Fanny Whole Tumor Histogram Analysis Using DW MRI in Primary Central Nervous System Lymphoma Correlates with Tumor Biomarkers and Outcome |
title | Whole Tumor Histogram Analysis Using DW MRI in Primary Central Nervous System Lymphoma Correlates with Tumor Biomarkers and Outcome |
title_full | Whole Tumor Histogram Analysis Using DW MRI in Primary Central Nervous System Lymphoma Correlates with Tumor Biomarkers and Outcome |
title_fullStr | Whole Tumor Histogram Analysis Using DW MRI in Primary Central Nervous System Lymphoma Correlates with Tumor Biomarkers and Outcome |
title_full_unstemmed | Whole Tumor Histogram Analysis Using DW MRI in Primary Central Nervous System Lymphoma Correlates with Tumor Biomarkers and Outcome |
title_short | Whole Tumor Histogram Analysis Using DW MRI in Primary Central Nervous System Lymphoma Correlates with Tumor Biomarkers and Outcome |
title_sort | whole tumor histogram analysis using dw mri in primary central nervous system lymphoma correlates with tumor biomarkers and outcome |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6827036/ https://www.ncbi.nlm.nih.gov/pubmed/31597366 http://dx.doi.org/10.3390/cancers11101506 |
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