Cargando…
The volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-Gaussian diffusion MRI: association with prognostic factors in HER2-positive breast cancer
BACKGROUND: To evaluate the imaging biomarkers of human epidermal growth factor receptor 2 (HER2) positive breast cancer in comparison to other molecular subtypes and to determine the feasibility of identifying hormone receptor (HR) status and lymph node metastasis status using volumetric-tumour his...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6604303/ https://www.ncbi.nlm.nih.gov/pubmed/31262334 http://dx.doi.org/10.1186/s12967-019-1911-6 |
_version_ | 1783431683309043712 |
---|---|
author | You, Chao Li, Jianwei Zhi, Wenxiang Chen, Yanqiong Yang, Wentao Gu, Yajia Peng, Weijun |
author_facet | You, Chao Li, Jianwei Zhi, Wenxiang Chen, Yanqiong Yang, Wentao Gu, Yajia Peng, Weijun |
author_sort | You, Chao |
collection | PubMed |
description | BACKGROUND: To evaluate the imaging biomarkers of human epidermal growth factor receptor 2 (HER2) positive breast cancer in comparison to other molecular subtypes and to determine the feasibility of identifying hormone receptor (HR) status and lymph node metastasis status using volumetric-tumour histogram-based analysis through intravoxel incoherent motion (IVIM) and non-Gaussian diffusion. METHODS: This study included 145 breast cancer patients with 148 lesions between January and November in 2018. Among the 148 lesions, 74 were confirmed to be HER2-positive. The volumetric-tumour histogram-based features were extracted from the combined IVIM and non-Gaussian diffusion model. IVIM and non-Gaussian diffusion parameters obtained from images of the subjects with different molecular prognostic biomarker statuses were compared by Student’s t test or the Mann–Whitney U test. The area under the curve (AUC), sensitivity, and specificity at the best cut-off point were reported. The Spearman correlation coefficient was calculated to analyse the correlations of clinical tumor nodule metastasis (TNM) stage and Ki67 with the IVIM and non-Gaussian diffusion parameters. RESULTS: The entropy of mean kurtosis (MK) was significantly higher in the HER2-positive group than in the HER2-negative group (p = 0.015), with an AUC of 0.629 (95% CI 0.546, 0.707), a sensitivity of 62.6%, and a specificity of 66.2%. For HR status, the MD 5th percentile was higher in the HR-positive group of HER2-positive breast cancer (p = 0.041), with an AUC of 0.643 (95% CI 0.523, 0.751), while for lymph node status, the entropy of mean diffusivity (MK) was lower in the lymph node positive group (p = 0.040), with an AUC of 0.587 (95% CI 0.504, 0.668). The clinical TNM stage and Ki67 index were correlated with several histogram parameters. CONCLUSION: Volumetric-lesion histogram analysis of IVIM and the non-Gaussian diffusion model can be used to provide prognostic information about HER2-positive breast cancers and potentially contribute to individualized anti-HER2 targeted therapy plans . ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12967-019-1911-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6604303 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-66043032019-07-12 The volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-Gaussian diffusion MRI: association with prognostic factors in HER2-positive breast cancer You, Chao Li, Jianwei Zhi, Wenxiang Chen, Yanqiong Yang, Wentao Gu, Yajia Peng, Weijun J Transl Med Research BACKGROUND: To evaluate the imaging biomarkers of human epidermal growth factor receptor 2 (HER2) positive breast cancer in comparison to other molecular subtypes and to determine the feasibility of identifying hormone receptor (HR) status and lymph node metastasis status using volumetric-tumour histogram-based analysis through intravoxel incoherent motion (IVIM) and non-Gaussian diffusion. METHODS: This study included 145 breast cancer patients with 148 lesions between January and November in 2018. Among the 148 lesions, 74 were confirmed to be HER2-positive. The volumetric-tumour histogram-based features were extracted from the combined IVIM and non-Gaussian diffusion model. IVIM and non-Gaussian diffusion parameters obtained from images of the subjects with different molecular prognostic biomarker statuses were compared by Student’s t test or the Mann–Whitney U test. The area under the curve (AUC), sensitivity, and specificity at the best cut-off point were reported. The Spearman correlation coefficient was calculated to analyse the correlations of clinical tumor nodule metastasis (TNM) stage and Ki67 with the IVIM and non-Gaussian diffusion parameters. RESULTS: The entropy of mean kurtosis (MK) was significantly higher in the HER2-positive group than in the HER2-negative group (p = 0.015), with an AUC of 0.629 (95% CI 0.546, 0.707), a sensitivity of 62.6%, and a specificity of 66.2%. For HR status, the MD 5th percentile was higher in the HR-positive group of HER2-positive breast cancer (p = 0.041), with an AUC of 0.643 (95% CI 0.523, 0.751), while for lymph node status, the entropy of mean diffusivity (MK) was lower in the lymph node positive group (p = 0.040), with an AUC of 0.587 (95% CI 0.504, 0.668). The clinical TNM stage and Ki67 index were correlated with several histogram parameters. CONCLUSION: Volumetric-lesion histogram analysis of IVIM and the non-Gaussian diffusion model can be used to provide prognostic information about HER2-positive breast cancers and potentially contribute to individualized anti-HER2 targeted therapy plans . ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12967-019-1911-6) contains supplementary material, which is available to authorized users. BioMed Central 2019-07-02 /pmc/articles/PMC6604303/ /pubmed/31262334 http://dx.doi.org/10.1186/s12967-019-1911-6 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research You, Chao Li, Jianwei Zhi, Wenxiang Chen, Yanqiong Yang, Wentao Gu, Yajia Peng, Weijun The volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-Gaussian diffusion MRI: association with prognostic factors in HER2-positive breast cancer |
title | The volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-Gaussian diffusion MRI: association with prognostic factors in HER2-positive breast cancer |
title_full | The volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-Gaussian diffusion MRI: association with prognostic factors in HER2-positive breast cancer |
title_fullStr | The volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-Gaussian diffusion MRI: association with prognostic factors in HER2-positive breast cancer |
title_full_unstemmed | The volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-Gaussian diffusion MRI: association with prognostic factors in HER2-positive breast cancer |
title_short | The volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-Gaussian diffusion MRI: association with prognostic factors in HER2-positive breast cancer |
title_sort | volumetric-tumour histogram-based analysis of intravoxel incoherent motion and non-gaussian diffusion mri: association with prognostic factors in her2-positive breast cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6604303/ https://www.ncbi.nlm.nih.gov/pubmed/31262334 http://dx.doi.org/10.1186/s12967-019-1911-6 |
work_keys_str_mv | AT youchao thevolumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT lijianwei thevolumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT zhiwenxiang thevolumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT chenyanqiong thevolumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT yangwentao thevolumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT guyajia thevolumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT pengweijun thevolumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT youchao volumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT lijianwei volumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT zhiwenxiang volumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT chenyanqiong volumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT yangwentao volumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT guyajia volumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer AT pengweijun volumetrictumourhistogrambasedanalysisofintravoxelincoherentmotionandnongaussiandiffusionmriassociationwithprognosticfactorsinher2positivebreastcancer |