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Hierarchical non‐negative matrix factorization to characterize brain tumor heterogeneity using multi‐parametric MRI 下载免费PDF全文
Nicolas Sauwen Diana M. Sima Sofie Van Cauter Jelle Veraart Alexander Leemans Frederik Maes Uwe Himmelreich Sabine Van Huffel 《NMR in biomedicine》2015,28(12):1599-1624
Tissue characterization in brain tumors and, in particular, in high‐grade gliomas is challenging as a result of the co‐existence of several intra‐tumoral tissue types within the same region and the high spatial heterogeneity. This study presents a method for the detection of the relevant tumor substructures (i.e. viable tumor, necrosis and edema), which could be of added value for the diagnosis, treatment planning and follow‐up of individual patients. Twenty‐four patients with glioma [10 low‐grade gliomas (LGGs), 14 high‐grade gliomas (HGGs)] underwent a multi‐parametric MRI (MP‐MRI) scheme, including conventional MRI (cMRI), perfusion‐weighted imaging (PWI), diffusion kurtosis imaging (DKI) and short‐TE 1H MRSI. MP‐MRI parameters were derived: T2, T1 + contrast, fluid‐attenuated inversion recovery (FLAIR), relative cerebral blood volume (rCBV), mean diffusivity (MD), fractional anisotropy (FA), mean kurtosis (MK) and the principal metabolites lipids (Lip), lactate (Lac), N‐acetyl‐aspartate (NAA), total choline (Cho), etc. Hierarchical non‐negative matrix factorization (hNMF) was applied to the MP‐MRI parameters, providing tissue characterization on a patient‐by‐patient and voxel‐by‐voxel basis. Tissue‐specific patterns were obtained and the spatial distribution of each tissue type was visualized by means of abundance maps. Dice scores were calculated by comparing tissue segmentation derived from hNMF with the manual segmentation by a radiologist. Correlation coefficients were calculated between each pathologic tissue source and the average feature vector within the corresponding tissue region. For the patients with HGG, mean Dice scores of 78%, 85% and 83% were obtained for viable tumor, the tumor core and the complete tumor region. The mean correlation coefficients were 0.91 for tumor, 0.97 for necrosis and 0.96 for edema. For the patients with LGG, a mean Dice score of 85% and mean correlation coefficient of 0.95 were found for the tumor region. hNMF was also applied to reduced MRI datasets, showing the added value of individual MRI modalities. Copyright © 2015 John Wiley & Sons, Ltd. 相似文献
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Elisabeth C. Caparelli Brooke Schleyer Tianye Zhai Hong Gu Osama A. Abulseoud Yihong Yang 《Neuromodulation》2022,25(4):633-643
ObjectivesTranscranial magnetic stimulation (TMS) has been extensively used for the treatment of depression, obsessive-compulsive disorder, and certain neurologic disorders. Despite having promising treatment efficacy, the fundamental neural mechanisms of TMS remain understudied.Materials and MethodsIn this study, 15 healthy adult participants received simultaneous TMS and functional magnetic resonance imaging to map the modulatory effect of TMS when it was applied over three different sites in the dorsolateral prefrontal cortex. Independent component analysis (ICA) was used to identify the networks affected by TMS when applied over the different sites. The standard general linear model (GLM) analysis was used for comparison.ResultsICA showed that TMS affected the stimulation sites as well as remote brain areas, some areas/networks common across all TMS sites, and other areas/networks specific to each TMS site. In particular, TMS site and laterality differences were observed at the left executive control network. In addition, laterality differences also were observed at the dorsal anterior cingulate cortex and dorsolateral/dorsomedial prefrontal cortex. In contrast with the ICA findings, the GLM-based results mainly showed activation of auditory cortices regardless of the TMS sites.ConclusionsOur findings support the notion that TMS could act through a top-down mechanism, indirectly modulating deep subcortical nodes by directly stimulating cortical regions.Clinical Trial RegistrationThe Clinicaltrials.gov registration number for the study is NCT03394066. 相似文献
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Andrew C. Peters MD Erin Unger MD Fei Fei Gong MD Nadia El Hangouche MD Jyothy J. Puthumana MD James D. Thomas MD Melissa Fusari MD Charles J. Davidson MD Mark J. Ricciardi MD Duc Pham MD James D. Flaherty MD Akhil Narang MD 《Echocardiography (Mount Kisco, N.Y.)》2020,37(6):913-916
Tricuspid valve (TV) degeneration after surgical repair with an annuloplasty ring is problematic as redo operation carries high mortality. This can be addressed with transcatheter therapies to implant a valve within in prior ring (tricuspid valve-in-ring). When an incomplete ring is present, paravalvular leak is commonly encountered after tricuspid valve-in-ring (TViR) implant; however, this can be addressed with paravalvular leak closure devices. Multimodality imaging including cardiac computed tomography and three-dimensional (3D) transesophageal echocardiography (TEE) are important for successful TViR implant. We report a case of tricuspid regurgitation after tricuspid repair with an incomplete annuloplasty ring and subsequent paravalvular leak closure. 相似文献
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目的 设计一种多姿态轮椅,以满足下肢功能障碍者的多种使用需求。 方法 针对现有多姿态轮椅结构笨重、驱动冗余等缺点,基于双平行四边形机构,提出一种简单、可靠的多姿态轮椅机构形式。旋转驱动正反转驱动双平行四边形机构带动轮椅各部分运动,实现三姿态变换,其中,椅背和腿托耦合运动实现坐姿与仰卧姿态的变换,椅座和椅背耦合运动实现坐姿与站立姿态的变换。对轮椅进行基于均布载荷的力学分析,计算旋转力矩。 结果 从坐姿变换为仰卧姿态时,驱动力矩随着转动角度的增大而增大,并达到一个峰值;从坐姿变换为站立姿态时,驱动力矩随着转动角度增大而逐渐减小。在Adams软件中进行动力学仿真验证,计算结果与仿真结果基本一致。 结论 该轮椅机构有助于实现多姿态轮椅的轻量化设计,满足智能多功能轮椅的设计需求。 相似文献
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Mei Liu Redmond-Craig Anderson Xiaoli Lan Peter S. Conti Kai Chen 《Medicinal research reviews》2020,40(3):909-930
This review explores recent work directed toward the development of nanoparticles (NPs) for multimodality cancer imaging and targeted cancer therapy. In the growing era of precision medicine, theranostics, or the combined use of targeted molecular probes in diagnosing and treating diseases is playing a particularly powerful role. There is a growing interest, particularly over the past few decades, in the use of NPs as theranostic tools due to their excellent performance in receptor target specificity and reduction in off-target effects when used as therapeutic agents. This review discusses recent advances, as well as the advantages and challenges of the application of NPs in cancer imaging and therapy. 相似文献
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