Cargando…

Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy

INTRODUCTION: The purpose of this study was to evaluate the prognostic value of texture features on contrast-enhanced magnetic resonance imaging (MRI) for patients with primary central nervous system lymphoma (PCNSL). METHODS: In this retrospective study, fifty-two patients diagnosed with PCNSL were...

Descripción completa

Detalles Bibliográficos
Autores principales: Chen, Chaoyue, Zhuo, Hongyu, Wei, Xiawei, Ma, Xuelei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6875177/
https://www.ncbi.nlm.nih.gov/pubmed/31777472
http://dx.doi.org/10.1155/2019/5481491
_version_ 1783472970339975168
author Chen, Chaoyue
Zhuo, Hongyu
Wei, Xiawei
Ma, Xuelei
author_facet Chen, Chaoyue
Zhuo, Hongyu
Wei, Xiawei
Ma, Xuelei
author_sort Chen, Chaoyue
collection PubMed
description INTRODUCTION: The purpose of this study was to evaluate the prognostic value of texture features on contrast-enhanced magnetic resonance imaging (MRI) for patients with primary central nervous system lymphoma (PCNSL). METHODS: In this retrospective study, fifty-two patients diagnosed with PCNSL were enrolled from October 2010 to March 2017. The texture feature of tumor tissue on the histogram-based matrix (histo-) and the grey-level co-occurrence matrix (GLCM) was retrieved by contrast-enhanced T1-weighted imaging before any antitumor treatment. Receiver operating characteristic curve analyses were performed to obtain their optimal cutoff values, based on which we dichotomized patients into subgroups. The Kaplan–Meier analyses were conducted to compare overall survival (OS) of subgroups, and multivariate Cox regression analyses were used to determine if they could be taken as independent prognostic factors. RESULTS: Ten texture features were extracted from the MR image, including Energy, Entropy, Kurtosis, Skewness on the histogram-based matrix, and Correlation, Contrast, Dissimilarity, Energy, Entropy, and Homogeneity on the grey-level co-occurrence matrix. Three of them (GLCM-Contrast, GLCM-Dissimilarity, and GLCM-Homogeneity) are shown to be significant in relation to overall survival (OS). The multivariate Cox regression analyses suggest that GLCM-Homogeneity could be taken as independent predictors. CONCLUSIONS: The texture features of contrast-enhanced magnetic resonance imaging (MRI) could potentially serve as prognostic biomarkers for PCNSL patients.
format Online
Article
Text
id pubmed-6875177
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-68751772019-11-27 Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy Chen, Chaoyue Zhuo, Hongyu Wei, Xiawei Ma, Xuelei Contrast Media Mol Imaging Research Article INTRODUCTION: The purpose of this study was to evaluate the prognostic value of texture features on contrast-enhanced magnetic resonance imaging (MRI) for patients with primary central nervous system lymphoma (PCNSL). METHODS: In this retrospective study, fifty-two patients diagnosed with PCNSL were enrolled from October 2010 to March 2017. The texture feature of tumor tissue on the histogram-based matrix (histo-) and the grey-level co-occurrence matrix (GLCM) was retrieved by contrast-enhanced T1-weighted imaging before any antitumor treatment. Receiver operating characteristic curve analyses were performed to obtain their optimal cutoff values, based on which we dichotomized patients into subgroups. The Kaplan–Meier analyses were conducted to compare overall survival (OS) of subgroups, and multivariate Cox regression analyses were used to determine if they could be taken as independent prognostic factors. RESULTS: Ten texture features were extracted from the MR image, including Energy, Entropy, Kurtosis, Skewness on the histogram-based matrix, and Correlation, Contrast, Dissimilarity, Energy, Entropy, and Homogeneity on the grey-level co-occurrence matrix. Three of them (GLCM-Contrast, GLCM-Dissimilarity, and GLCM-Homogeneity) are shown to be significant in relation to overall survival (OS). The multivariate Cox regression analyses suggest that GLCM-Homogeneity could be taken as independent predictors. CONCLUSIONS: The texture features of contrast-enhanced magnetic resonance imaging (MRI) could potentially serve as prognostic biomarkers for PCNSL patients. Hindawi 2019-11-12 /pmc/articles/PMC6875177/ /pubmed/31777472 http://dx.doi.org/10.1155/2019/5481491 Text en Copyright © 2019 Chaoyue Chen et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Chen, Chaoyue
Zhuo, Hongyu
Wei, Xiawei
Ma, Xuelei
Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy
title Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy
title_full Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy
title_fullStr Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy
title_full_unstemmed Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy
title_short Contrast-Enhanced MRI Texture Parameters as Potential Prognostic Factors for Primary Central Nervous System Lymphoma Patients Receiving High-Dose Methotrexate-Based Chemotherapy
title_sort contrast-enhanced mri texture parameters as potential prognostic factors for primary central nervous system lymphoma patients receiving high-dose methotrexate-based chemotherapy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6875177/
https://www.ncbi.nlm.nih.gov/pubmed/31777472
http://dx.doi.org/10.1155/2019/5481491
work_keys_str_mv AT chenchaoyue contrastenhancedmritextureparametersaspotentialprognosticfactorsforprimarycentralnervoussystemlymphomapatientsreceivinghighdosemethotrexatebasedchemotherapy
AT zhuohongyu contrastenhancedmritextureparametersaspotentialprognosticfactorsforprimarycentralnervoussystemlymphomapatientsreceivinghighdosemethotrexatebasedchemotherapy
AT weixiawei contrastenhancedmritextureparametersaspotentialprognosticfactorsforprimarycentralnervoussystemlymphomapatientsreceivinghighdosemethotrexatebasedchemotherapy
AT maxuelei contrastenhancedmritextureparametersaspotentialprognosticfactorsforprimarycentralnervoussystemlymphomapatientsreceivinghighdosemethotrexatebasedchemotherapy