Cargando…
Synthetic CT for the planning of MR-HIFU treatment of bone metastases in pelvic and femoral bones: a feasibility study
OBJECTIVES: Visualization of the bone distribution is an important prerequisite for MRI-guided high-intensity focused ultrasound (MRI-HIFU) treatment planning of bone metastases. In this context, we evaluated MRI-based synthetic CT (sCT) imaging for the visualization of cortical bone. METHODS: MR an...
Autores principales: | , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9213310/ https://www.ncbi.nlm.nih.gov/pubmed/35190891 http://dx.doi.org/10.1007/s00330-022-08568-y |
_version_ | 1784730814739644416 |
---|---|
author | Lena, Beatrice Florkow, Mateusz C. Ferrer, Cyril J. van Stralen, Marijn Seevinck, Peter R. Vonken, Evert-Jan P. A. Boomsma, Martijn F. Slotman, Derk J. Viergever, Max A. Moonen, Chrit T. W. Bos, Clemens Bartels, Lambertus W. |
author_facet | Lena, Beatrice Florkow, Mateusz C. Ferrer, Cyril J. van Stralen, Marijn Seevinck, Peter R. Vonken, Evert-Jan P. A. Boomsma, Martijn F. Slotman, Derk J. Viergever, Max A. Moonen, Chrit T. W. Bos, Clemens Bartels, Lambertus W. |
author_sort | Lena, Beatrice |
collection | PubMed |
description | OBJECTIVES: Visualization of the bone distribution is an important prerequisite for MRI-guided high-intensity focused ultrasound (MRI-HIFU) treatment planning of bone metastases. In this context, we evaluated MRI-based synthetic CT (sCT) imaging for the visualization of cortical bone. METHODS: MR and CT images of nine patients with pelvic and femoral metastases were retrospectively analyzed in this study. The metastatic lesions were osteolytic, osteoblastic or mixed. sCT were generated from pre-treatment or treatment MR images using a UNet-like neural network. sCT was qualitatively and quantitatively compared to CT in the bone (pelvis or femur) containing the metastasis and in a region of interest placed on the metastasis itself, through mean absolute difference (MAD), mean difference (MD), Dice similarity coefficient (DSC), and root mean square surface distance (RMSD). RESULTS: The dataset consisted of 3 osteolytic, 4 osteoblastic and 2 mixed metastases. For most patients, the general morphology of the bone was well represented in the sCT images and osteolytic, osteoblastic and mixed lesions could be discriminated. Despite an average timespan between MR and CT acquisitions of 61 days, in bone, the average (± standard deviation) MAD was 116 ± 26 HU, MD − 14 ± 66 HU, DSC 0.85 ± 0.05, and RMSD 2.05 ± 0.48 mm and, in the lesion, MAD was 132 ± 62 HU, MD − 31 ± 106 HU, DSC 0.75 ± 0.2, and RMSD 2.73 ± 2.28 mm. CONCLUSIONS: Synthetic CT images adequately depicted the cancellous and cortical bone distribution in the different lesion types, which shows its potential for MRI-HIFU treatment planning. KEY POINTS: • Synthetic computed tomography was able to depict bone distribution in metastatic lesions. • Synthetic computed tomography images intrinsically aligned with treatment MR images may have the potential to facilitate MR-HIFU treatment planning of bone metastases, by combining visualization of soft tissues and cancellous and cortical bone. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00330-022-08568-y. |
format | Online Article Text |
id | pubmed-9213310 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-92133102022-06-23 Synthetic CT for the planning of MR-HIFU treatment of bone metastases in pelvic and femoral bones: a feasibility study Lena, Beatrice Florkow, Mateusz C. Ferrer, Cyril J. van Stralen, Marijn Seevinck, Peter R. Vonken, Evert-Jan P. A. Boomsma, Martijn F. Slotman, Derk J. Viergever, Max A. Moonen, Chrit T. W. Bos, Clemens Bartels, Lambertus W. Eur Radiol Magnetic Resonance OBJECTIVES: Visualization of the bone distribution is an important prerequisite for MRI-guided high-intensity focused ultrasound (MRI-HIFU) treatment planning of bone metastases. In this context, we evaluated MRI-based synthetic CT (sCT) imaging for the visualization of cortical bone. METHODS: MR and CT images of nine patients with pelvic and femoral metastases were retrospectively analyzed in this study. The metastatic lesions were osteolytic, osteoblastic or mixed. sCT were generated from pre-treatment or treatment MR images using a UNet-like neural network. sCT was qualitatively and quantitatively compared to CT in the bone (pelvis or femur) containing the metastasis and in a region of interest placed on the metastasis itself, through mean absolute difference (MAD), mean difference (MD), Dice similarity coefficient (DSC), and root mean square surface distance (RMSD). RESULTS: The dataset consisted of 3 osteolytic, 4 osteoblastic and 2 mixed metastases. For most patients, the general morphology of the bone was well represented in the sCT images and osteolytic, osteoblastic and mixed lesions could be discriminated. Despite an average timespan between MR and CT acquisitions of 61 days, in bone, the average (± standard deviation) MAD was 116 ± 26 HU, MD − 14 ± 66 HU, DSC 0.85 ± 0.05, and RMSD 2.05 ± 0.48 mm and, in the lesion, MAD was 132 ± 62 HU, MD − 31 ± 106 HU, DSC 0.75 ± 0.2, and RMSD 2.73 ± 2.28 mm. CONCLUSIONS: Synthetic CT images adequately depicted the cancellous and cortical bone distribution in the different lesion types, which shows its potential for MRI-HIFU treatment planning. KEY POINTS: • Synthetic computed tomography was able to depict bone distribution in metastatic lesions. • Synthetic computed tomography images intrinsically aligned with treatment MR images may have the potential to facilitate MR-HIFU treatment planning of bone metastases, by combining visualization of soft tissues and cancellous and cortical bone. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00330-022-08568-y. Springer Berlin Heidelberg 2022-02-21 2022 /pmc/articles/PMC9213310/ /pubmed/35190891 http://dx.doi.org/10.1007/s00330-022-08568-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Magnetic Resonance Lena, Beatrice Florkow, Mateusz C. Ferrer, Cyril J. van Stralen, Marijn Seevinck, Peter R. Vonken, Evert-Jan P. A. Boomsma, Martijn F. Slotman, Derk J. Viergever, Max A. Moonen, Chrit T. W. Bos, Clemens Bartels, Lambertus W. Synthetic CT for the planning of MR-HIFU treatment of bone metastases in pelvic and femoral bones: a feasibility study |
title | Synthetic CT for the planning of MR-HIFU treatment of bone metastases in pelvic and femoral bones: a feasibility study |
title_full | Synthetic CT for the planning of MR-HIFU treatment of bone metastases in pelvic and femoral bones: a feasibility study |
title_fullStr | Synthetic CT for the planning of MR-HIFU treatment of bone metastases in pelvic and femoral bones: a feasibility study |
title_full_unstemmed | Synthetic CT for the planning of MR-HIFU treatment of bone metastases in pelvic and femoral bones: a feasibility study |
title_short | Synthetic CT for the planning of MR-HIFU treatment of bone metastases in pelvic and femoral bones: a feasibility study |
title_sort | synthetic ct for the planning of mr-hifu treatment of bone metastases in pelvic and femoral bones: a feasibility study |
topic | Magnetic Resonance |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9213310/ https://www.ncbi.nlm.nih.gov/pubmed/35190891 http://dx.doi.org/10.1007/s00330-022-08568-y |
work_keys_str_mv | AT lenabeatrice syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT florkowmateuszc syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT ferrercyrilj syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT vanstralenmarijn syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT seevinckpeterr syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT vonkenevertjanpa syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT boomsmamartijnf syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT slotmanderkj syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT viergevermaxa syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT moonenchrittw syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT bosclemens syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy AT bartelslambertusw syntheticctfortheplanningofmrhifutreatmentofbonemetastasesinpelvicandfemoralbonesafeasibilitystudy |