• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于狄克逊技术的磁共振图像自动分类中错误组织分类的影响:脂肪-水组织反转

Impact of incorrect tissue classification in Dixon-based MR-AC: fat-water tissue inversion.

作者信息

Ladefoged Claes Nøhr, Hansen Adam Espe, Keller Sune Høgild, Holm Søren, Law Ian, Beyer Thomas, Højgaard Liselotte, Kjær Andreas, Andersen Flemming Littrup

机构信息

Department of Clinical Physiology, Nuclear Medicine and PET, Rigshospitalet, University of Copenhagen, Blegdamsvej 9, 2100, Copenhagen, Denmark.

Centre for Medical Physics and Biomedical Engineering, Medical University of Vienna, Waehringer Guertel 18-20/4L, Vienna, A-1090, Austria.

出版信息

EJNMMI Phys. 2014 Dec;1(1):101. doi: 10.1186/s40658-014-0101-0. Epub 2014 Dec 14.

DOI:10.1186/s40658-014-0101-0
PMID:26501459
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC4545462/
Abstract

BACKGROUND

The current MR-based attenuation correction (AC) used in combined PET/MR systems computes a Dixon attenuation map (MR-ACDixon) based on fat and water images derived from in- and opposed-phase MRI. We observed an occasional fat/water inversion in MR-ACDixon. The aim of our study was to estimate the prevalence of this phenomenon in a large patient cohort and assess the possible bias on PET data.

METHODS

PET/MRI was performed on a Siemens Biograph mMR (Siemens AG, Erlangen, Germany). We visually inspected attenuation maps of 283 brain or head/neck (H/N) patients, classified them as non-inverted or inverted, and calculated the fat/water tissue fraction. We selected ten FDG-PET brain patients with non-inverted attenuation maps for further analysis. Tissue inversion was simulated, and PET images were reconstructed using both original and inverted attenuation maps. The FDG-PET images of the ten brain patients were analyzed using 11 concentric annulus regions of 5 mm width placed over a central transaxial image plane traversing PETDixon.

RESULTS

Out of the 283 patients, a fat/water inversion in 23 patients (8.1%) was observed. The average fraction of fat in the correct MR-ACDixon was 13% for brain and 17% for H/N patients. In the inverted cases, we found an average fat fraction of 56% for the brain patients and 41% for the H/N patients. The effect of the simulated tissue inversion in the brain studies was clearly seen on AC-PET images. The percent-difference image revealed a radial error where the largest difference was at the ventricles (30% ± 3%) and smallest at the cortical region (10% ± 2%).

CONCLUSIONS

Tissue inversion in Dixon MRI is well known and can occur when there is an error in the off-resonance correction method. Tissue inversion needs to be considered if, based on Dixon-AC, the construction of normal PET databases is performed or any quantitative physiological parameters are fitted. Visual inspection is needed if Dixon-AC is to be used in clinical routine.

摘要

背景

当前在PET/MR联合系统中使用的基于磁共振成像(MR)的衰减校正(AC),根据同相和反相MRI获得的脂肪和水图像计算狄克逊衰减图(MR-ACDixon)。我们观察到MR-ACDixon中偶尔会出现脂肪/水反转现象。本研究的目的是估计在一大群患者中这种现象的发生率,并评估对PET数据可能产生的偏差。

方法

在西门子Biograph mMR(德国埃尔朗根西门子公司)上进行PET/MRI检查。我们对283例脑部或头颈部(H/N)患者的衰减图进行了视觉检查,将其分为未反转或反转,并计算了脂肪/水组织分数。我们选择了10例衰减图未反转的FDG-PET脑部患者进行进一步分析。模拟组织反转,并使用原始和反转的衰减图重建PET图像。使用放置在穿过PETDixon的中央横轴图像平面上的11个宽度为5 mm的同心环形区域,对这10例脑部患者的FDG-PET图像进行分析。

结果

在283例患者中,观察到23例(8.1%)出现脂肪/水反转。在正确的MR-ACDixon中,脑部患者的平均脂肪分数为13%,H/N患者为17%。在反转的病例中,我们发现脑部患者的平均脂肪分数为56%,H/N患者为41%。在脑部研究中,模拟组织反转对AC-PET图像的影响清晰可见。百分比差异图像显示出径向误差,其中最大差异出现在脑室(30%±3%),最小差异出现在皮质区域(10%±2%)。

结论

狄克逊MRI中的组织反转是众所周知的,当失谐校正方法出现错误时可能会发生。如果基于狄克逊AC构建正常PET数据库或拟合任何定量生理参数,则需要考虑组织反转。如果要在临床常规中使用狄克逊AC,则需要进行视觉检查。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/c529751e8cf2/40658_2014_101_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/4574f0eaa6ba/40658_2014_101_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/1cf9034071b4/40658_2014_101_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/a0220e326da4/40658_2014_101_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/b3addd5a8d59/40658_2014_101_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/c529751e8cf2/40658_2014_101_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/4574f0eaa6ba/40658_2014_101_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/1cf9034071b4/40658_2014_101_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/a0220e326da4/40658_2014_101_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/b3addd5a8d59/40658_2014_101_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/44a1/4545462/c529751e8cf2/40658_2014_101_Fig5_HTML.jpg

相似文献

1
Impact of incorrect tissue classification in Dixon-based MR-AC: fat-water tissue inversion.基于狄克逊技术的磁共振图像自动分类中错误组织分类的影响:脂肪-水组织反转
EJNMMI Phys. 2014 Dec;1(1):101. doi: 10.1186/s40658-014-0101-0. Epub 2014 Dec 14.
2
Combined PET/MR imaging in neurology: MR-based attenuation correction implies a strong spatial bias when ignoring bone.PET/MR联合成像在神经病学中的应用:当忽略骨骼时,基于MR的衰减校正存在强烈的空间偏差。
Neuroimage. 2014 Jan 1;84:206-16. doi: 10.1016/j.neuroimage.2013.08.042. Epub 2013 Aug 29.
3
Dixon-VIBE Deep Learning (DIVIDE) Pseudo-CT Synthesis for Pelvis PET/MR Attenuation Correction.Dixon-VIBE 深度学习(DIVIDE)用于骨盆 PET/MR 衰减校正的伪 CT 合成。
J Nucl Med. 2019 Mar;60(3):429-435. doi: 10.2967/jnumed.118.209288. Epub 2018 Aug 30.
4
Whole-body PET/MRI: the effect of bone attenuation during MR-based attenuation correction in oncology imaging.全身PET/MRI:基于磁共振成像的衰减校正中骨衰减对肿瘤成像的影响。
Eur J Radiol. 2014 Jul;83(7):1177-1183. doi: 10.1016/j.ejrad.2014.03.022. Epub 2014 Apr 1.
5
Dental artifacts in the head and neck region: implications for Dixon-based attenuation correction in PET/MR.头颈部区域的牙科伪影:对PET/MR中基于狄克逊法的衰减校正的影响
EJNMMI Phys. 2015 Dec;2(1):8. doi: 10.1186/s40658-015-0112-5. Epub 2015 Mar 11.
6
PET/MRI for Oncologic Brain Imaging: A Comparison of Standard MR-Based Attenuation Corrections with a Model-Based Approach for the Siemens mMR PET/MR System.用于肿瘤性脑成像的PET/MRI:基于标准MR的衰减校正与西门子mMR PET/MR系统基于模型的方法的比较。
J Nucl Med. 2017 Sep;58(9):1519-1525. doi: 10.2967/jnumed.116.186148. Epub 2017 Mar 2.
7
Reproducibility of MR-Based Attenuation Maps in PET/MRI and the Impact on PET Quantification in Lung Cancer.基于磁共振衰减图的可重复性在肺癌的 PET/MRI 中的应用及其对 PET 定量的影响。
J Nucl Med. 2018 Jun;59(6):999-1004. doi: 10.2967/jnumed.117.198853. Epub 2017 Nov 9.
8
MRI-based attenuation correction for hybrid PET/MRI systems: a 4-class tissue segmentation technique using a combined ultrashort-echo-time/Dixon MRI sequence.基于 MRI 的混合 PET/MRI 系统衰减校正:一种使用联合超短回波时间/Dixon MRI 序列的 4 类组织分割技术。
J Nucl Med. 2012 May;53(5):796-804. doi: 10.2967/jnumed.111.092577. Epub 2012 Apr 13.
9
Standard MRI-based attenuation correction for PET/MRI phantoms: a novel concept using MRI-visible polymer.基于标准MRI的PET/MRI体模衰减校正:一种使用MRI可见聚合物的新概念。
EJNMMI Phys. 2021 Feb 18;8(1):18. doi: 10.1186/s40658-021-00364-9.
10
Potential influence of Gadolinium contrast on image segmentation in MR-based attenuation correction with Dixon sequences in whole-body 18F-FDG PET/MR.钆对比剂对全身18F-FDG PET/MR中基于磁共振的狄克逊序列衰减校正图像分割的潜在影响。
MAGMA. 2016 Apr;29(2):301-8. doi: 10.1007/s10334-015-0516-1. Epub 2015 Dec 14.

引用本文的文献

1
Joint EANM/EANO/RANO/SNMMI practice guideline/procedure standard for PET imaging of brain metastases: version 1.0.欧洲核医学协会(EANM)/欧洲神经肿瘤学会(EANO)/神经肿瘤放射治疗协作组(RANO)/核医学与分子影像学会(SNMMI)脑转移瘤PET成像联合实践指南/程序标准:第1.0版
Eur J Nucl Med Mol Imaging. 2025 Apr;52(5):1822-1839. doi: 10.1007/s00259-024-07038-5. Epub 2025 Jan 7.
2
Non-invasive mapping of brown adipose tissue activity with magnetic resonance imaging.磁共振成像技术无创性棕色脂肪组织活性测绘。
Nat Metab. 2024 Jul;6(7):1367-1379. doi: 10.1038/s42255-024-01082-z. Epub 2024 Jul 25.
3
Joint EANM/EANO/RANO/SNMMI practice guideline/procedure standards for diagnostics and therapy (theranostics) of meningiomas using radiolabeled somatostatin receptor ligands: version 1.0.

本文引用的文献

1
Systematic Comparison of the Performance of Integrated Whole-Body PET/MR Imaging to Conventional PET/CT for ¹⁸F-FDG Brain Imaging in Patients Examined for Suspected Dementia.系统比较整合式全身 PET/MR 成像与常规 PET/CT 对疑似痴呆症患者¹⁸F-FDG 脑部成像的性能。
J Nucl Med. 2014 Jun;55(6):923-31. doi: 10.2967/jnumed.113.126813. Epub 2014 May 15.
2
A comparison of CT- and MR-based attenuation correction in neurological PET.基于CT和MR的神经PET衰减校正比较。
Eur J Nucl Med Mol Imaging. 2014 Jun;41(6):1176-89. doi: 10.1007/s00259-013-2652-z. Epub 2014 Jan 15.
3
Combined PET/MR imaging in neurology: MR-based attenuation correction implies a strong spatial bias when ignoring bone.
使用放射性标记生长抑素受体配体的脑膜瘤诊断和治疗(治疗学)的 EANM/EANO/RANO/SNMMI 联合实践指南/程序标准:第 1.0 版。
Eur J Nucl Med Mol Imaging. 2024 Oct;51(12):3662-3679. doi: 10.1007/s00259-024-06783-x. Epub 2024 Jun 20.
4
Artifact-free fat-water separation in Dixon MRI using deep learning.利用深度学习在 Dixon 磁共振成像中实现无伪影脂肪-水分离
J Big Data. 2023;10(1):4. doi: 10.1186/s40537-022-00677-1. Epub 2023 Jan 12.
5
Dixon T2 imaging of vertebral bone edema: reliability and comparison with short tau inversion recovery.Dixon T2 成像技术在椎体骨水肿中的应用:可靠性及与短 tau 反转恢复序列的比较。
Acta Radiol. 2024 Mar;65(3):273-283. doi: 10.1177/02841851221146130. Epub 2022 Dec 22.
6
Diagnostic value of hybrid FDG-PET/MR imaging of chronic osteomyelitis.18F-FDG-PET/MR融合成像对慢性骨髓炎的诊断价值
Eur J Hybrid Imaging. 2022 Aug 1;6(1):15. doi: 10.1186/s41824-022-00125-6.
7
The future of PSMA PET and WB MRI as next-generation imaging tools in prostate cancer.PSMA PET 和 WB MRI 作为前列腺癌下一代成像工具的未来。
Nat Rev Urol. 2022 Aug;19(8):475-493. doi: 10.1038/s41585-022-00618-w. Epub 2022 Jul 4.
8
Novel methodology to quantify dehydration in head and neck cancer radiotherapy using DIXON MRI.利用 Dixon MRI 定量头颈部癌症放疗中的脱水
J Med Radiat Sci. 2022 Dec;69(4):448-455. doi: 10.1002/jmrs.605. Epub 2022 Jun 28.
9
Deep learning for Dixon MRI-based attenuation correction in PET/MRI of head and neck cancer patients.基于深度学习的头颈部癌症患者PET/MRI中基于狄克逊MRI的衰减校正
EJNMMI Phys. 2022 Mar 16;9(1):20. doi: 10.1186/s40658-022-00449-z.
10
Hybrid FDG-PET/MR imaging of chronic osteomyelitis: a prospective case series.慢性骨髓炎的氟代脱氧葡萄糖正电子发射断层扫描/磁共振成像混合成像:一项前瞻性病例系列研究
Eur J Hybrid Imaging. 2019 May 7;3(1):7. doi: 10.1186/s41824-019-0055-5.
PET/MR联合成像在神经病学中的应用:当忽略骨骼时,基于MR的衰减校正存在强烈的空间偏差。
Neuroimage. 2014 Jan 1;84:206-16. doi: 10.1016/j.neuroimage.2013.08.042. Epub 2013 Aug 29.
4
PET/MR imaging of the pelvis in the presence of endoprostheses: reducing image artifacts and increasing accuracy through inpainting.盆腔内置假体的 PET/MR 成像:通过修复减少图像伪影,提高准确性。
Eur J Nucl Med Mol Imaging. 2013 Apr;40(4):594-601. doi: 10.1007/s00259-012-2316-4. Epub 2013 Jan 8.
5
Image artifacts from MR-based attenuation correction in clinical, whole-body PET/MRI.基于磁共振的衰减校正在临床全身体检 PET/MRI 中的图像伪影。
MAGMA. 2013 Feb;26(1):173-81. doi: 10.1007/s10334-012-0345-4. Epub 2012 Sep 21.
6
Performance measurements of the Siemens mMR integrated whole-body PET/MR scanner.西门子 mMR 集成式全身 PET/MR 扫描仪的性能测量。
J Nucl Med. 2011 Dec;52(12):1914-22. doi: 10.2967/jnumed.111.092726. Epub 2011 Nov 11.
7
Automatic, three-segment, MR-based attenuation correction for whole-body PET/MR data.基于自动三段式磁共振的全身正电子发射断层扫描/磁共振成像数据衰减校正。
Eur J Nucl Med Mol Imaging. 2011 Jan;38(1):138-52. doi: 10.1007/s00259-010-1603-1. Epub 2010 Oct 5.
8
From RECIST to PERCIST: Evolving Considerations for PET response criteria in solid tumors.从RECIST到PERCIST:实体瘤中PET反应标准的不断演变的考量
J Nucl Med. 2009 May;50 Suppl 1(Suppl 1):122S-50S. doi: 10.2967/jnumed.108.057307.
9
Tissue classification as a potential approach for attenuation correction in whole-body PET/MRI: evaluation with PET/CT data.组织分类作为全身PET/MRI衰减校正的一种潜在方法:基于PET/CT数据的评估
J Nucl Med. 2009 Apr;50(4):520-6. doi: 10.2967/jnumed.108.054726. Epub 2009 Mar 16.
10
Dixon techniques for water and fat imaging.用于水和脂肪成像的狄克逊技术。
J Magn Reson Imaging. 2008 Sep;28(3):543-58. doi: 10.1002/jmri.21492.