Cargando…

Dual-Energy CT, Virtual Non-Calcium Bone Marrow Imaging of the Spine: An AI-Assisted, Volumetric Evaluation of a Reference Cohort with 500 CT Scans

Virtual non-calcium (VNCa) images from dual-energy computed tomography (DECT) have shown high potential to diagnose bone marrow disease of the spine, which is frequently disguised by dense trabecular bone on conventional CT. In this study, we aimed to define reference values for VNCa bone marrow ima...

Descripción completa

Detalles Bibliográficos
Autores principales: Fervers, Philipp, Fervers, Florian, Weisthoff, Mathilda, Rinneburger, Miriam, Zopfs, David, Reimer, Robert Peter, Pahn, Gregor, Kottlors, Jonathan, Maintz, David, Lennartz, Simon, Persigehl, Thorsten, Große Hokamp, Nils
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947045/
https://www.ncbi.nlm.nih.gov/pubmed/35328224
http://dx.doi.org/10.3390/diagnostics12030671
_version_ 1784674345307602944
author Fervers, Philipp
Fervers, Florian
Weisthoff, Mathilda
Rinneburger, Miriam
Zopfs, David
Reimer, Robert Peter
Pahn, Gregor
Kottlors, Jonathan
Maintz, David
Lennartz, Simon
Persigehl, Thorsten
Große Hokamp, Nils
author_facet Fervers, Philipp
Fervers, Florian
Weisthoff, Mathilda
Rinneburger, Miriam
Zopfs, David
Reimer, Robert Peter
Pahn, Gregor
Kottlors, Jonathan
Maintz, David
Lennartz, Simon
Persigehl, Thorsten
Große Hokamp, Nils
author_sort Fervers, Philipp
collection PubMed
description Virtual non-calcium (VNCa) images from dual-energy computed tomography (DECT) have shown high potential to diagnose bone marrow disease of the spine, which is frequently disguised by dense trabecular bone on conventional CT. In this study, we aimed to define reference values for VNCa bone marrow images of the spine in a large-scale cohort of healthy individuals. DECT was performed after resection of a malignant skin tumor without evidence of metastatic disease. Image analysis was fully automated and did not require specific user interaction. The thoracolumbar spine was segmented by a pretrained convolutional neuronal network. Volumetric VNCa data of the spine’s bone marrow space were processed using the maximum, medium, and low calcium suppression indices. Histograms of VNCa attenuation were created for each exam and suppression setting. We included 500 exams of 168 individuals (88 female, patient age 61.0 ± 15.9). A total of 8298 vertebrae were segmented. The attenuation histograms’ overlap of two consecutive exams, as a measure for intraindividual consistency, yielded a median of 0.93 (IQR: 0.88–0.96). As our main result, we provide the age- and sex-specific bone marrow attenuation profiles of a large-scale cohort of individuals with healthy trabecular bone structure as a reference for future studies. We conclude that artificial-intelligence-supported, fully automated volumetric assessment is an intraindividually robust method to image the spine’s bone marrow using VNCa data from DECT.
format Online
Article
Text
id pubmed-8947045
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-89470452022-03-25 Dual-Energy CT, Virtual Non-Calcium Bone Marrow Imaging of the Spine: An AI-Assisted, Volumetric Evaluation of a Reference Cohort with 500 CT Scans Fervers, Philipp Fervers, Florian Weisthoff, Mathilda Rinneburger, Miriam Zopfs, David Reimer, Robert Peter Pahn, Gregor Kottlors, Jonathan Maintz, David Lennartz, Simon Persigehl, Thorsten Große Hokamp, Nils Diagnostics (Basel) Article Virtual non-calcium (VNCa) images from dual-energy computed tomography (DECT) have shown high potential to diagnose bone marrow disease of the spine, which is frequently disguised by dense trabecular bone on conventional CT. In this study, we aimed to define reference values for VNCa bone marrow images of the spine in a large-scale cohort of healthy individuals. DECT was performed after resection of a malignant skin tumor without evidence of metastatic disease. Image analysis was fully automated and did not require specific user interaction. The thoracolumbar spine was segmented by a pretrained convolutional neuronal network. Volumetric VNCa data of the spine’s bone marrow space were processed using the maximum, medium, and low calcium suppression indices. Histograms of VNCa attenuation were created for each exam and suppression setting. We included 500 exams of 168 individuals (88 female, patient age 61.0 ± 15.9). A total of 8298 vertebrae were segmented. The attenuation histograms’ overlap of two consecutive exams, as a measure for intraindividual consistency, yielded a median of 0.93 (IQR: 0.88–0.96). As our main result, we provide the age- and sex-specific bone marrow attenuation profiles of a large-scale cohort of individuals with healthy trabecular bone structure as a reference for future studies. We conclude that artificial-intelligence-supported, fully automated volumetric assessment is an intraindividually robust method to image the spine’s bone marrow using VNCa data from DECT. MDPI 2022-03-09 /pmc/articles/PMC8947045/ /pubmed/35328224 http://dx.doi.org/10.3390/diagnostics12030671 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Fervers, Philipp
Fervers, Florian
Weisthoff, Mathilda
Rinneburger, Miriam
Zopfs, David
Reimer, Robert Peter
Pahn, Gregor
Kottlors, Jonathan
Maintz, David
Lennartz, Simon
Persigehl, Thorsten
Große Hokamp, Nils
Dual-Energy CT, Virtual Non-Calcium Bone Marrow Imaging of the Spine: An AI-Assisted, Volumetric Evaluation of a Reference Cohort with 500 CT Scans
title Dual-Energy CT, Virtual Non-Calcium Bone Marrow Imaging of the Spine: An AI-Assisted, Volumetric Evaluation of a Reference Cohort with 500 CT Scans
title_full Dual-Energy CT, Virtual Non-Calcium Bone Marrow Imaging of the Spine: An AI-Assisted, Volumetric Evaluation of a Reference Cohort with 500 CT Scans
title_fullStr Dual-Energy CT, Virtual Non-Calcium Bone Marrow Imaging of the Spine: An AI-Assisted, Volumetric Evaluation of a Reference Cohort with 500 CT Scans
title_full_unstemmed Dual-Energy CT, Virtual Non-Calcium Bone Marrow Imaging of the Spine: An AI-Assisted, Volumetric Evaluation of a Reference Cohort with 500 CT Scans
title_short Dual-Energy CT, Virtual Non-Calcium Bone Marrow Imaging of the Spine: An AI-Assisted, Volumetric Evaluation of a Reference Cohort with 500 CT Scans
title_sort dual-energy ct, virtual non-calcium bone marrow imaging of the spine: an ai-assisted, volumetric evaluation of a reference cohort with 500 ct scans
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8947045/
https://www.ncbi.nlm.nih.gov/pubmed/35328224
http://dx.doi.org/10.3390/diagnostics12030671
work_keys_str_mv AT ferversphilipp dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT ferversflorian dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT weisthoffmathilda dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT rinneburgermiriam dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT zopfsdavid dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT reimerrobertpeter dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT pahngregor dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT kottlorsjonathan dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT maintzdavid dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT lennartzsimon dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT persigehlthorsten dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans
AT großehokampnils dualenergyctvirtualnoncalciumbonemarrowimagingofthespineanaiassistedvolumetricevaluationofareferencecohortwith500ctscans