Cargando…
Comparison of Monoexponential, Biexponential, Stretched-Exponential, and Kurtosis Models of Diffusion-Weighted Imaging in Differentiation of Renal Solid Masses
OBJECTIVE: To compare various models of diffusion-weighted imaging including monoexponential apparent diffusion coefficient (ADC), biexponential (fast diffusion coefficient [D(f)], slow diffusion coefficient [D(s)], and fraction of fast diffusion), stretched-exponential (distributed diffusion coeffi...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Korean Society of Radiology
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6470087/ https://www.ncbi.nlm.nih.gov/pubmed/30993930 http://dx.doi.org/10.3348/kjr.2018.0474 |
_version_ | 1783411722110894080 |
---|---|
author | Zhang, Jianjian Suo, Shiteng Liu, Guiqin Zhang, Shan Zhao, Zizhou Xu, Jianrong Wu, Guangyu |
author_facet | Zhang, Jianjian Suo, Shiteng Liu, Guiqin Zhang, Shan Zhao, Zizhou Xu, Jianrong Wu, Guangyu |
author_sort | Zhang, Jianjian |
collection | PubMed |
description | OBJECTIVE: To compare various models of diffusion-weighted imaging including monoexponential apparent diffusion coefficient (ADC), biexponential (fast diffusion coefficient [D(f)], slow diffusion coefficient [D(s)], and fraction of fast diffusion), stretched-exponential (distributed diffusion coefficient and anomalous exponent term [α]), and kurtosis (mean diffusivity and mean kurtosis [MK]) models in the differentiation of renal solid masses. MATERIALS AND METHODS: A total of 81 patients (56 men and 25 women; mean age, 57 years; age range, 30–69 years) with 18 benign and 63 malignant lesions were imaged using 3T diffusion-weighted MRI. Diffusion model selection was investigated in each lesion using the Akaike information criteria. Mann-Whitney U test and receiver operating characteristic (ROC) analysis were used for statistical evaluations. RESULTS: Goodness-of-fit analysis showed that the stretched-exponential model had the highest voxel percentages in benign and malignant lesions (90.7% and 51.4%, respectively). ADC, D(s), and MK showed significant differences between benign and malignant lesions (p < 0.05) and between low- and high-grade clear cell renal cell carcinoma (ccRCC) (p < 0.05). α was significantly lower in the benign group than in the malignant group (p < 0.05). All diffusion measures showed significant differences between ccRCC and non-ccRCC (p < 0.05) except D(f) and α (p = 0.143 and 0.112, respectively). α showed the highest diagnostic accuracy in differentiating benign and malignant lesions with an area under the ROC curve of 0.923, but none of the parameters from these advanced models revealed significantly better performance over ADC in discriminating subtypes or grades of renal cell carcinoma (RCC) (p > 0.05). CONCLUSION: Compared with conventional diffusion parameters, α may provide additional information for differentiating benign and malignant renal masses, while ADC remains the most valuable parameter for differentiation of RCC subtypes and for ccRCC grading. |
format | Online Article Text |
id | pubmed-6470087 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | The Korean Society of Radiology |
record_format | MEDLINE/PubMed |
spelling | pubmed-64700872019-05-01 Comparison of Monoexponential, Biexponential, Stretched-Exponential, and Kurtosis Models of Diffusion-Weighted Imaging in Differentiation of Renal Solid Masses Zhang, Jianjian Suo, Shiteng Liu, Guiqin Zhang, Shan Zhao, Zizhou Xu, Jianrong Wu, Guangyu Korean J Radiol Genitourinary Imaging OBJECTIVE: To compare various models of diffusion-weighted imaging including monoexponential apparent diffusion coefficient (ADC), biexponential (fast diffusion coefficient [D(f)], slow diffusion coefficient [D(s)], and fraction of fast diffusion), stretched-exponential (distributed diffusion coefficient and anomalous exponent term [α]), and kurtosis (mean diffusivity and mean kurtosis [MK]) models in the differentiation of renal solid masses. MATERIALS AND METHODS: A total of 81 patients (56 men and 25 women; mean age, 57 years; age range, 30–69 years) with 18 benign and 63 malignant lesions were imaged using 3T diffusion-weighted MRI. Diffusion model selection was investigated in each lesion using the Akaike information criteria. Mann-Whitney U test and receiver operating characteristic (ROC) analysis were used for statistical evaluations. RESULTS: Goodness-of-fit analysis showed that the stretched-exponential model had the highest voxel percentages in benign and malignant lesions (90.7% and 51.4%, respectively). ADC, D(s), and MK showed significant differences between benign and malignant lesions (p < 0.05) and between low- and high-grade clear cell renal cell carcinoma (ccRCC) (p < 0.05). α was significantly lower in the benign group than in the malignant group (p < 0.05). All diffusion measures showed significant differences between ccRCC and non-ccRCC (p < 0.05) except D(f) and α (p = 0.143 and 0.112, respectively). α showed the highest diagnostic accuracy in differentiating benign and malignant lesions with an area under the ROC curve of 0.923, but none of the parameters from these advanced models revealed significantly better performance over ADC in discriminating subtypes or grades of renal cell carcinoma (RCC) (p > 0.05). CONCLUSION: Compared with conventional diffusion parameters, α may provide additional information for differentiating benign and malignant renal masses, while ADC remains the most valuable parameter for differentiation of RCC subtypes and for ccRCC grading. The Korean Society of Radiology 2019-05 2019-04-11 /pmc/articles/PMC6470087/ /pubmed/30993930 http://dx.doi.org/10.3348/kjr.2018.0474 Text en Copyright © 2019 The Korean Society of Radiology http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Genitourinary Imaging Zhang, Jianjian Suo, Shiteng Liu, Guiqin Zhang, Shan Zhao, Zizhou Xu, Jianrong Wu, Guangyu Comparison of Monoexponential, Biexponential, Stretched-Exponential, and Kurtosis Models of Diffusion-Weighted Imaging in Differentiation of Renal Solid Masses |
title | Comparison of Monoexponential, Biexponential, Stretched-Exponential, and Kurtosis Models of Diffusion-Weighted Imaging in Differentiation of Renal Solid Masses |
title_full | Comparison of Monoexponential, Biexponential, Stretched-Exponential, and Kurtosis Models of Diffusion-Weighted Imaging in Differentiation of Renal Solid Masses |
title_fullStr | Comparison of Monoexponential, Biexponential, Stretched-Exponential, and Kurtosis Models of Diffusion-Weighted Imaging in Differentiation of Renal Solid Masses |
title_full_unstemmed | Comparison of Monoexponential, Biexponential, Stretched-Exponential, and Kurtosis Models of Diffusion-Weighted Imaging in Differentiation of Renal Solid Masses |
title_short | Comparison of Monoexponential, Biexponential, Stretched-Exponential, and Kurtosis Models of Diffusion-Weighted Imaging in Differentiation of Renal Solid Masses |
title_sort | comparison of monoexponential, biexponential, stretched-exponential, and kurtosis models of diffusion-weighted imaging in differentiation of renal solid masses |
topic | Genitourinary Imaging |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6470087/ https://www.ncbi.nlm.nih.gov/pubmed/30993930 http://dx.doi.org/10.3348/kjr.2018.0474 |
work_keys_str_mv | AT zhangjianjian comparisonofmonoexponentialbiexponentialstretchedexponentialandkurtosismodelsofdiffusionweightedimagingindifferentiationofrenalsolidmasses AT suoshiteng comparisonofmonoexponentialbiexponentialstretchedexponentialandkurtosismodelsofdiffusionweightedimagingindifferentiationofrenalsolidmasses AT liuguiqin comparisonofmonoexponentialbiexponentialstretchedexponentialandkurtosismodelsofdiffusionweightedimagingindifferentiationofrenalsolidmasses AT zhangshan comparisonofmonoexponentialbiexponentialstretchedexponentialandkurtosismodelsofdiffusionweightedimagingindifferentiationofrenalsolidmasses AT zhaozizhou comparisonofmonoexponentialbiexponentialstretchedexponentialandkurtosismodelsofdiffusionweightedimagingindifferentiationofrenalsolidmasses AT xujianrong comparisonofmonoexponentialbiexponentialstretchedexponentialandkurtosismodelsofdiffusionweightedimagingindifferentiationofrenalsolidmasses AT wuguangyu comparisonofmonoexponentialbiexponentialstretchedexponentialandkurtosismodelsofdiffusionweightedimagingindifferentiationofrenalsolidmasses |