Cargando…

Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study

We describe our semi-automatic segmentation of whole-body diffusion-weighted MRI (WBDWI) using a Markov random field (MRF) model to derive tumor total diffusion volume (tDV) and associated global apparent diffusion coefficient (gADC); and demonstrate the feasibility of using these indices for assess...

Descripción completa

Detalles Bibliográficos
Autores principales: Blackledge, Matthew D., Collins, David J., Tunariu, Nina, Orton, Matthew R., Padhani, Anwar R., Leach, Martin O., Koh, Dow-Mu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3977851/
https://www.ncbi.nlm.nih.gov/pubmed/24710083
http://dx.doi.org/10.1371/journal.pone.0091779
_version_ 1782310467227615232
author Blackledge, Matthew D.
Collins, David J.
Tunariu, Nina
Orton, Matthew R.
Padhani, Anwar R.
Leach, Martin O.
Koh, Dow-Mu
author_facet Blackledge, Matthew D.
Collins, David J.
Tunariu, Nina
Orton, Matthew R.
Padhani, Anwar R.
Leach, Martin O.
Koh, Dow-Mu
author_sort Blackledge, Matthew D.
collection PubMed
description We describe our semi-automatic segmentation of whole-body diffusion-weighted MRI (WBDWI) using a Markov random field (MRF) model to derive tumor total diffusion volume (tDV) and associated global apparent diffusion coefficient (gADC); and demonstrate the feasibility of using these indices for assessing tumor burden and response to treatment in patients with bone metastases. WBDWI was performed on eleven patients diagnosed with bone metastases from breast and prostate cancers before and after anti-cancer therapies. Semi-automatic segmentation incorporating a MRF model was performed in all patients below the C4 vertebra by an experienced radiologist with over eight years of clinical experience in body DWI. Changes in tDV and gADC distributions were compared with overall response determined by all imaging, tumor markers and clinical findings at serial follow up. The segmentation technique was possible in all patients although erroneous volumes of interest were generated in one patient because of poor fat suppression in the pelvis, requiring manual correction. Responding patients showed a larger increase in gADC (median change = +0.18, range = −0.07 to +0.78×10(−3) mm(2)/s) after treatment compared to non-responding patients (median change = −0.02, range = −0.10 to +0.05×10(−3) mm(2)/s, p = 0.05, Mann-Whitney test), whereas non-responding patients showed a significantly larger increase in tDV (median change = +26%, range = +3 to +284%) compared to responding patients (median change = −50%, range = −85 to +27%, p = 0.02, Mann-Whitney test). Semi-automatic segmentation of WBDWI is feasible for metastatic bone disease in this pilot cohort of 11 patients, and could be used to quantify tumor total diffusion volume and median global ADC for assessing response to treatment.
format Online
Article
Text
id pubmed-3977851
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-39778512014-04-11 Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study Blackledge, Matthew D. Collins, David J. Tunariu, Nina Orton, Matthew R. Padhani, Anwar R. Leach, Martin O. Koh, Dow-Mu PLoS One Research Article We describe our semi-automatic segmentation of whole-body diffusion-weighted MRI (WBDWI) using a Markov random field (MRF) model to derive tumor total diffusion volume (tDV) and associated global apparent diffusion coefficient (gADC); and demonstrate the feasibility of using these indices for assessing tumor burden and response to treatment in patients with bone metastases. WBDWI was performed on eleven patients diagnosed with bone metastases from breast and prostate cancers before and after anti-cancer therapies. Semi-automatic segmentation incorporating a MRF model was performed in all patients below the C4 vertebra by an experienced radiologist with over eight years of clinical experience in body DWI. Changes in tDV and gADC distributions were compared with overall response determined by all imaging, tumor markers and clinical findings at serial follow up. The segmentation technique was possible in all patients although erroneous volumes of interest were generated in one patient because of poor fat suppression in the pelvis, requiring manual correction. Responding patients showed a larger increase in gADC (median change = +0.18, range = −0.07 to +0.78×10(−3) mm(2)/s) after treatment compared to non-responding patients (median change = −0.02, range = −0.10 to +0.05×10(−3) mm(2)/s, p = 0.05, Mann-Whitney test), whereas non-responding patients showed a significantly larger increase in tDV (median change = +26%, range = +3 to +284%) compared to responding patients (median change = −50%, range = −85 to +27%, p = 0.02, Mann-Whitney test). Semi-automatic segmentation of WBDWI is feasible for metastatic bone disease in this pilot cohort of 11 patients, and could be used to quantify tumor total diffusion volume and median global ADC for assessing response to treatment. Public Library of Science 2014-04-07 /pmc/articles/PMC3977851/ /pubmed/24710083 http://dx.doi.org/10.1371/journal.pone.0091779 Text en © 2014 Blackledge et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Blackledge, Matthew D.
Collins, David J.
Tunariu, Nina
Orton, Matthew R.
Padhani, Anwar R.
Leach, Martin O.
Koh, Dow-Mu
Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study
title Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study
title_full Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study
title_fullStr Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study
title_full_unstemmed Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study
title_short Assessment of Treatment Response by Total Tumor Volume and Global Apparent Diffusion Coefficient Using Diffusion-Weighted MRI in Patients with Metastatic Bone Disease: A Feasibility Study
title_sort assessment of treatment response by total tumor volume and global apparent diffusion coefficient using diffusion-weighted mri in patients with metastatic bone disease: a feasibility study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3977851/
https://www.ncbi.nlm.nih.gov/pubmed/24710083
http://dx.doi.org/10.1371/journal.pone.0091779
work_keys_str_mv AT blackledgematthewd assessmentoftreatmentresponsebytotaltumorvolumeandglobalapparentdiffusioncoefficientusingdiffusionweightedmriinpatientswithmetastaticbonediseaseafeasibilitystudy
AT collinsdavidj assessmentoftreatmentresponsebytotaltumorvolumeandglobalapparentdiffusioncoefficientusingdiffusionweightedmriinpatientswithmetastaticbonediseaseafeasibilitystudy
AT tunariunina assessmentoftreatmentresponsebytotaltumorvolumeandglobalapparentdiffusioncoefficientusingdiffusionweightedmriinpatientswithmetastaticbonediseaseafeasibilitystudy
AT ortonmatthewr assessmentoftreatmentresponsebytotaltumorvolumeandglobalapparentdiffusioncoefficientusingdiffusionweightedmriinpatientswithmetastaticbonediseaseafeasibilitystudy
AT padhanianwarr assessmentoftreatmentresponsebytotaltumorvolumeandglobalapparentdiffusioncoefficientusingdiffusionweightedmriinpatientswithmetastaticbonediseaseafeasibilitystudy
AT leachmartino assessmentoftreatmentresponsebytotaltumorvolumeandglobalapparentdiffusioncoefficientusingdiffusionweightedmriinpatientswithmetastaticbonediseaseafeasibilitystudy
AT kohdowmu assessmentoftreatmentresponsebytotaltumorvolumeandglobalapparentdiffusioncoefficientusingdiffusionweightedmriinpatientswithmetastaticbonediseaseafeasibilitystudy