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基于地形学的产前磁共振图像中人类胎盘特征提取

Topography-based feature extraction of the human placenta from prenatal MR images.

作者信息

Huang James, Shahedi Maysam, Do Quyen N, Xi Yin, Lewis Matthew A, Herrera Christina L, Owen David, Spong Catherine Y, Madhuranthakam Ananth J, Twickler Diane M, Fei Baowei

机构信息

Department of Bioengineering, The University of Texas at Dallas, TX.

Center for Imaging and Surgical Innovation, The University of Texas at Dallas, TX.

出版信息

Proc SPIE Int Soc Opt Eng. 2023 Feb;12464. doi: 10.1117/12.2653663. Epub 2023 Apr 3.

DOI:10.1117/12.2653663
PMID:38501056
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10947417/
Abstract

Magnetic resonance imaging (MRI) has gained popularity in the field of prenatal imaging due to the ability to provide high quality images of soft tissue. In this paper, we presented a novel method for extracting different textural and morphological features of the placenta from MRI volumes using topographical mapping. We proposed polar and planar topographical mapping methods to produce common placental features from a unique point of observation. The features extracted from the images included the entire placenta surface, as well as the thickness, intensity, and entropy maps displayed in a convenient two-dimensional format. The topography-based images may be useful for clinical placental assessments as well as computer-assisted diagnosis, and prediction of potential pregnancy complications.

摘要

磁共振成像(MRI)由于能够提供高质量的软组织图像,在产前成像领域越来越受欢迎。在本文中,我们提出了一种新方法,利用地形映射从MRI体积数据中提取胎盘的不同纹理和形态特征。我们提出了极坐标和平面地形映射方法,以便从独特的观察点生成常见的胎盘特征。从图像中提取的特征包括整个胎盘表面,以及以方便的二维格式显示的厚度、强度和熵图。基于地形的图像可能有助于临床胎盘评估以及计算机辅助诊断和潜在妊娠并发症的预测。

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本文引用的文献

1
Machine learning analysis of MRI-derived texture features to predict placenta accreta spectrum in patients with placenta previa.基于 MRI 纹理特征的机器学习分析预测前置胎盘患者胎盘植入谱。
Magn Reson Imaging. 2019 Dec;64:71-76. doi: 10.1016/j.mri.2019.05.017. Epub 2019 May 15.
2
MRI of Placenta Accreta, Placenta Increta, and Placenta Percreta: Pearls and Pitfalls.胎盘植入、穿透性胎盘植入和粘连性胎盘植入的磁共振成像:要点与陷阱
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Novel MRI finding for diagnosis of invasive placenta praevia: evaluation of findings for 65 patients using clinical and histopathological correlations.新型 MRI 发现有助于诊断前置胎盘植入:65 例患者的 MRI 表现与临床和病理相关性评估。
Eur Radiol. 2014 Apr;24(4):881-8. doi: 10.1007/s00330-013-3076-7. Epub 2013 Nov 22.
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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.
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MRI of pregnancy-related issues: abnormal placentation.妊娠相关问题的 MRI:异常胎盘。
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MRI of placenta accreta: a new imaging perspective.磁共振成像在胎盘植入中的应用:一种新的影像学视角。
AJR Am J Roentgenol. 2011 Dec;197(6):1514-21. doi: 10.2214/AJR.10.5443.
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Evaluation of registration methods on thoracic CT: the EMPIRE10 challenge.胸部 CT 配准方法评估:EMPIRE10 挑战赛。
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