• 대한자기공명의과학회:학술대회논문집
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• 대한자기공명의과학회 2001년도 제6차 학술대회 초록집
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• pp.135-135
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• 2001

Purpose： To know the differences of the proton MR spectroscopic features of the liver between th patients with graft-versus-host disease (GVHD) and without GVHD (non-GVHD) after to marrow transplantation (BMT), and to evaluate the possibility to discriminate GVHD fro non-GVHD by analysis of the in vivo proton MR spectra. Method： We evaluated the in vivo proton MR spectra from the livers of 37 patients wh underwent BMT. Our series included 14 cases with GVHD and 23 without GVHD in the liver. Nineteen men and 18 women were included in our series. All cases of GVHD and 2 o non-GVHD were confirmed by liver biopsy and remaining of non-GVHD by evaluation clinical follow up. Proton MR spectroscopy (1H-MRS) was performed at 1.5T GE Sign Horizon (GE Medical System, Milwaukee, USA) system using localized proton STEAM sequence and body coil in all cases with subjects were located in supine position. N respiratory interruption was required during the spectroscopic signal acquisition. Paramete using in MRS were： TR = over 3000ms, TE = 30ms, number of scans = 128, voxel size = ($2{\times}2{\times}2$)$cm^3$, and one NEX. We evaluated the spectra with an attention to the differences o patterns of the peaks between GVHD and non-GVHD groups. The ratio of peak area of peaks at 1.6-4.1ppm to lipid (0.9-1.6ppm) [P(1.6-4.1ppm)/P(0.9-1.6ppm)] was calculated in GVHD and non-GVHD group, and compared the results between these groups. We als evaluated the sensitivity and specificity for discriminating GVHD from non-GVHD by anal of 1H-MRS.

• Investigative Magnetic Resonance Imaging
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• 제21권4호
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• pp.223-232
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• 2017

Purpose: To report the use of multiband accelerated echo-planar imaging (EPI) for resting-state functional MRI (rs-fMRI) to achieve rapid high temporal resolution at 3T compared to conventional EPI. Materials and Methods: rs-fMRI data were acquired from 20 healthy right-handed volunteers by using three methods: conventional single-band gradient-echo EPI acquisition (Data 1), multiband gradient-echo EPI acquisition with 240 volumes (Data 2) and 480 volumes (Data 3). Temporal signal-to-noise ratio (tSNR) maps were obtained by dividing the mean of the time course of each voxel by its temporal standard deviation. The resting-state sensorimotor network (SMN) and default mode network (DMN) were estimated using independent component analysis (ICA) and a seed-based method. One-way analysis of variance (ANOVA) was performed between the tSNR map, SMN, and DMN from the three data sets for between-group analysis. P < 0.05 with a family-wise error (FWE) correction for multiple comparisons was considered statistically significant. Results: One-way ANOVA and post-hoc two-sample t-tests showed that the tSNR was higher in Data 1 than Data 2 and 3 in white matter structures such as the striatum and medial and superior longitudinal fasciculus. One-way ANOVA revealed no differences in SMN or DMN across the three data sets. Conclusion: Within the adapted metrics estimated under specific imaging conditions employed in this study, multiband accelerated EPI, which substantially reduced scan times, provides the same quality image of functional connectivity as rs-fMRI by using conventional EPI at 3T. Under employed imaging conditions, this technique shows strong potential for clinical acceptance and translation of rs-fMRI protocols with potential advantages in spatial and/or temporal resolution. However, further study is warranted to evaluate whether the current findings can be generalized in diverse settings.

• Journal of Radiation Protection and Research
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• 제43권2호
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• pp.59-65
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• 2018

Background: We analyzed changes in the doses, structure volumes, and dose-volume histograms (DVHs) when data were transferred from one commercial treatment planning system (TPS) to another commercial TPS. Materials and Methods: A total of 22 volumetric modulated arc therapy (VMAT) plans for nasopharyngeal cancer were generated with the Eclipse system using 6-MV photon beams. The computed tomography (CT) images, dose distributions, and structure information, including the planning target volume (PTV) and organs at risk (OARs), were transferred from the Eclipse to the MRIdian system in digital imaging and communications in medicine (DICOM) format. Thereafter, DVHs of the OARs and PTVs were generated in the MRIdian system. The structure volumes, dose distributions, and DVHs were compared between the MRIdian and Eclipse systems. Results and Discussion: The dose differences between the two systems were negligible (average matching ratio for every voxel with a 0.1% dose difference criterion = $100.0{\pm}0.0%$). However, the structure volumes significantly differed between the MRIdian and Eclipse systems (volume differences of $743.21{\pm}461.91%$ for the optic chiasm and $8.98{\pm}1.98%$ for the PTV). Compared to the Eclipse system, the MRIdian system generally overestimated the structure volumes (all, p < 0.001). The DVHs that were plotted using the relative structure volumes exhibited small differences between the MRIdian and Eclipse systems. In contrast, the DVHs that were plotted using the absolute structure volumes showed large differences between the two TPSs. Conclusion: DVH interpretation between two TPSs should be performed using DVHs plotted with the absolute dose and absolute volume, rather than the relative values.

• 한국의학물리학회지:의학물리
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• 제29권4호
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• pp.150-156
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• 2018

This study aims to develop an improved Feldkamp-Davis-Kress (FDK) reconstruction algorithm using anisotropic total variation (ATV) minimization to enhance the image quality of low-dose cone-beam computed tomography (CBCT). The algorithm first applies a filter that integrates the Shepp-Logan filter into a cosine window function on all projections for impulse noise removal. A total variation objective function with anisotropic penalty is then minimized to enhance the difference between the real structure and noise using the steepest gradient descent optimization with adaptive step sizes. The preserving parameter to adjust the separation between the noise-free and noisy areas is determined by calculating the cumulative distribution function of the gradient magnitude of the filtered image obtained by the application of the filtering operation on each projection. With these minimized ATV projections, voxel-driven backprojection is finally performed to generate the reconstructed images. The performance of the proposed algorithm was evaluated with the catphan503 phantom dataset acquired with the use of a low-dose protocol. Qualitative and quantitative analyses showed that the proposed ATV minimization provides enhanced CBCT reconstruction images compared with those generated by the conventional FDK algorithm, with a higher contrast-to-noise ratio (CNR), lower root-mean-square-error, and higher correlation. The proposed algorithm not only leads to a potential imaging dose reduction in repeated CBCT scans via lower mA levels, but also elicits high CNR values by removing noisy corrupted areas and by avoiding the heavy penalization of striking features.

• Investigative Magnetic Resonance Imaging
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• 제18권1호
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• pp.34-42
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• 2014

목적 : 유방암의 이중반전회복 자기공명영상 (double inversion recovery, DIR) 신호와 자기공명분광영상기법 (MR spectroscopy, MRS)에서 얻은 단일 화적소 콜린 양과 상관관계가 있는가를 알아보고자 하였다. 대상 및 방법 : 2008년 8월부터 2009년 12월까지 유방암으로 진단된 환자 중 이중반전회복 자기공명영상과 자기공명분광영상기법 모두를 시행한 28명의 환자를 대상으로 하였다. 이중반전회복영상과 조영증강 T1강조영상 (CE-T1WI)에서 종양에 해당하는 관심영역에서의 신호강도를 삼차원으로 얻었으며 병변 (L)과 동측 정상 섬유선 조직 (N)에 대한 용적을 같은 레벨에서 병변 대 정상조직의 신호강도 비 (LNR)를 구하였다. 자기공명분광영상 데이터는 단일복셀분광방법인 중점분해분광학을 이용하였다. 자기공명분광영상기법에서 총 콜린 공명의 높이, 폭, 면적과 조영증강 T1강조영상에서 병변 대 정상 조직의 신호강도 비 값, 그리고 이중반전회복 자기공명영상의 병변 대 정상조직의 신호강도비 값 간의 상관 관계에 대해 Pearson 상관분석을 시행하였고 유의수준은 p=0.05이었다. 결과 : 조영증강 T1강조영상의 병변 대 정상 조직의 신호강도 비 값과 자기공명분광영상기법에서 콜린의 높이 (r=-0.322, p= 0.094), 폭 (r=-0.233, p=0.232), 면적 (r=-0.309 p=0.109)값과, 또한 이중반전회복 자기공명영상의 병변 대정상 조직의 신호강도 비 값과 자기공명분광영상기법 콜린의 높이 (r=0.067, p=0.735), 폭 (r=-0.287, p=0.139), 면적 (r=0.012 p=0.953) 값 사이에 상관성은 통계적으로 유의하지 않았다. 조영증강 T1강조영상의 병변 대 정상조직의 신호강도 비 값과 이중반전회복 자기공명영상의 병변 대 정상조직의 신호강도 비 값 사이에서도 Pearson상관계수 0.186으로 두 군간에 관련성은 없었다 (p=0.344). 결론 : 이중반전회복 자기공명영상에서 유방암의 병변 대 정상조직간 신호강도 비와 자기공명분광영상에서의 콜린 공명의 상대적인 양은 서로 상관관계를 보이지 않았다.

• 한국의학물리학회지:의학물리
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• 제13권3호
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• pp.120-128
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• 2002

목적 : 성상세포종과 다형성교모세포증과 같은 뇌종양에서 37 양성자 자기공명분광법을 이용한 분광 소견을 알아보고, 이를 정상인 뇌의 분광소견과 비교하여, 그 차이를 알아보고자 하였다. 대상 및 방법 : 대상환자는 가톨릭의대 부속 강남성모병원에서 2001년 1월 1일부터 2002년 6월 1일까지 조직학적으로 확인된 astrocytoma 및 glioblastoma multiforme (GM) 환자들 중에서 양성자 자기공명분광을 시행한 10명의 환자를 대상으로 하였다. 연령분포는 28세에서 73세(평균: 52.2세), 남녀비는 4:6이었다. 양성자 자기공명분광법은 전신용 3T MRI/MRS 시스템(Medinus Co., LTD. Magnus 2.1)과 STEAM (stimulated echo acquisition mode) pulse sequence를 사용하였다. 획득한 자기공명분광 소견은 각각의 군에서 N-acetyla-spartate (NAA), phosphocreatine and creatine (Cr), choline containing compounds (Cho) and lactate (Lac)와 같은 대사물질들을 Cr을 기준으로 대사산물 신호강도의 비율로 상대적으로 계측하였다. 각각의 군에서 상대적인 비율의 평균과 표준편차를 구하여 정상뇌와 뇌종양을 비교하였고, 종합적인 결과는 Student t-test로 통계 처리하였다. 결과 : 양성자 자기공명분광소견상 정상 뇌조직과 뇌종양의 Cho/Cr 평균값은 각각 1.16$\pm$0.15, 1.79$\pm$1.02로 측정되었고, NAA/Cr은 각각 1.67$\pm$0.18, 0.64$\pm$0.38로 측정되었다. Lactate는 정상 뇌조직에서는 거의 발견되지 않은데 비해 뇌종양에서는 모두 관찰되었고 그 양은 3.53$\pm$2.54로 높게 나타났다. 결론 뇌종양(성상세포종, 다형성교모세포증)은 정상 뇌조직에 비해 Cho/Cr 비율이 현저히 증가하였으며, NAA/Cr 비율은 감소하였다. 또한 뇌종양에서는 강한 Lactate signal을 보여 주었다. 양성자 자기공명분광은 뇌종양에 대한 생화학적 정보를 얻을 수 있으므로, 임상적으로 비침습적인 방법을 통한 진단뿐 만 아니라 치료후 효과 판정이나, 뇌종양 재발 등의 감별진단에도 이용할 수 있을 것으로 사료된다.

• Journal of Korean Neurosurgical Society
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• 제63권3호
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• pp.386-396
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• 2020

Objective : To generate synthetic spine magnetic resonance (MR) images from spine computed tomography (CT) using generative adversarial networks (GANs), as well as to determine the similarities between synthesized and real MR images. Methods : GANs were trained to transform spine CT image slices into spine magnetic resonance T2 weighted (MRT2) axial image slices by combining adversarial loss and voxel-wise loss. Experiments were performed using 280 pairs of lumbar spine CT scans and MRT2 images. The MRT2 images were then synthesized from 15 other spine CT scans. To evaluate whether the synthetic MR images were realistic, two radiologists, two spine surgeons, and two residents blindly classified the real and synthetic MRT2 images. Two experienced radiologists then evaluated the similarities between subdivisions of the real and synthetic MRT2 images. Quantitative analysis of the synthetic MRT2 images was performed using the mean absolute error (MAE) and peak signal-to-noise ratio (PSNR). Results : The mean overall similarity of the synthetic MRT2 images evaluated by radiologists was 80.2%. In the blind classification of the real MRT2 images, the failure rate ranged from 0% to 40%. The MAE value of each image ranged from 13.75 to 34.24 pixels (mean, 21.19 pixels), and the PSNR of each image ranged from 61.96 to 68.16 dB (mean, 64.92 dB). Conclusion : This was the first study to apply GANs to synthesize spine MR images from CT images. Despite the small dataset of 280 pairs, the synthetic MR images were relatively well implemented. Synthesis of medical images using GANs is a new paradigm of artificial intelligence application in medical imaging. We expect that synthesis of MR images from spine CT images using GANs will improve the diagnostic usefulness of CT. To better inform the clinical applications of this technique, further studies are needed involving a large dataset, a variety of pathologies, and other MR sequence of the lumbar spine.

• Investigative Magnetic Resonance Imaging
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• 제1권1호
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• pp.86-93
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• 1997

목적: 두개강내 고형성 종야에서 병리조직학적 진단과 악성도에 따라 특징적 H-1자기공명분광(MRS) 양상이 나타나는지를 알아보고자 하였다. 대상 및 방법: 고형성 뇌종양 환자 81명(저등급 교종 17예, 고등ㅇ급 교종 31예, 림프종 9예, 뇌수막종 8예, 신경세포종 4예, 수아세포종 3예, 원시성신경외배엽종 3예, 전이암 2예, 기타 4예)을 대상으로 생체내 MRS를 시행하여 스펙트럼을 분석하였다. MRS는 1.5T 장치를 사용하여 PRESS기법으로 TR/TE 2000/270msec, VOI $2{\times}2{\times}2cm^3$로 얻었다. 대사 산물의 공명(resonance) 분석은 N-acetyl aspartate(NAA)/Creatine complix(Cr)비, Choline complex(Cho)/Cr비, Lactate(Lac)/Cr비를 구하였으며, 기타 산물에 대하여는 기존의 문헌에 기초하여 존재 유무를 분석하였다. 결과: 모든 고형성 뇌종양에서 NAA는 감소하고, Cho과 lactate는 증가하였다. Cr은 증가하거나 감소하는 등 다양한 결과를 보였다. 모든 종야에서 NAA/Cr이 감소한 반면, Cho/Cr과 Lac/Cr은 증가하였다. 고등급 교종에서는 평균 Cho/Cr과 lactate/Cr이 각각 저등급 교종에 비해 모두 유의하게 높았다(Cho/Cr ; $2.4{\pm}0.7{\;}vs.{\;}1.7{\pm}0.8,{\;}P<0.05,{\;}lactate/Cr{\;};{\;}1.3{\pm}1.9{\;}vs.{\;}0.4{\pm}0.6$, P<0.05). 그러나 NAA/Cr은 유의한 차이가 없었다. 뇌수막종과 신경세포종, 수아세포종에서 Cho/Cr이 고등급 교종의 수준 이상으로 높았다. 결론: H-1 MRS는 고형성 뇌종에서 저등급과 고등급 교종의 감별에 유용하게 이용될 수 있으나, 교종이외의 고형성 양성종양에서도 고등급 교종과 같은 양상을 보이므로 한게가 있다고 생각된다.

• Korean Journal of Radiology
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• 제24권3호
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• pp.235-246
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• 2023

Objective: It is difficult to predict the treatment response of tissue after stereotactic radiosurgery (SRS) because radiation necrosis (RN) and tumor recurrence can coexist. Our study aimed to predict tumor recurrence, including the recurrence site, after SRS of brain metastasis by performing a longitudinal tumor habitat analysis. Materials and Methods: Two consecutive multiparametric MRI examinations were performed for 83 adults (mean age, 59.0 years; range, 27-82 years; 44 male and 39 female) with 103 SRS-treated brain metastases. Tumor habitats based on contrast-enhanced T1- and T2-weighted images (structural habitats) and those based on the apparent diffusion coefficient (ADC) and cerebral blood volume (CBV) images (physiological habitats) were defined using k-means voxel-wise clustering. The reference standard was based on the pathology or Response Assessment in Neuro-Oncologycriteria for brain metastases (RANO-BM). The association between parameters of single-time or longitudinal tumor habitat and the time to recurrence and the site of recurrence were evaluated using the Cox proportional hazards regression analysis and Dice similarity coefficient, respectively. Results: The mean interval between the two MRI examinations was 99 days. The longitudinal analysis showed that an increase in the hypovascular cellular habitat (low ADC and low CBV) was associated with the risk of recurrence (hazard ratio [HR], 2.68; 95% confidence interval [CI], 1.46-4.91; P = 0.001). During the single-time analysis, a solid low-enhancing habitat (low T2 and low contrast-enhanced T1 signal) was associated with the risk of recurrence (HR, 1.54; 95% CI, 1.01-2.35; P = 0.045). A hypovascular cellular habitat was indicative of the future recurrence site (Dice similarity coefficient = 0.423). Conclusion: After SRS of brain metastases, an increased hypovascular cellular habitat observed using a longitudinal MRI analysis was associated with the risk of recurrence (i.e., treatment resistance) and was indicative of recurrence site. A tumor habitat analysis may help guide future treatments for patients with brain metastases.

• 한국의학물리학회지:의학물리
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• 제19권2호
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• pp.95-101
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• 2008

본 기초연구에서는 강제수영검사(forced swimming test, FST)에 의해 우울증이 유발된 쥐의 해마(hippocampus) 부위에서 뇌 대사물질(brain metabolites)중에 choline 신호의 변화를 관찰하였다. 본 연구의 목적은 우울증이 유발된 쥐에 항우울제인 desipramine-HCl을 투여하여 정상 쥐와 약물을 투여한 쥐 사이의 뇌 대사물질의 차이를 자기공명분광법(magnetic resonance spectroscopy: MRS)을 통하여 알아보는 것이다. 실험대상으로는 6주령의 SD rat을 사용하였으며 우울증을 유발시키고 항우울제의 약물평가를 위한 모델링 방법으로 강제수영검사를 시행하였다. 자기공명분광법을 시행하기 위한 localization 방법으로는 PRESS 펄스시퀀스를 사용하였다(TR: 2,500 ms, TE: 144 ms, averaging: 512, complex data point: 2048, scan time: 25 min). 정상 쥐 그룹과 우울증을 유발시킨 뒤 항우울제를 투여한 쥐 그룹 모두 양쪽 해마부위에서의 NAA/Cr, Cho/Cr 비율(ratio)은 차이가 나지 않았다. 또한 왼쪽 해마에서 정상 쥐와 항우울제를 투여한 쥐 사이에서 NAA/Cr, Cho/Cr 비율도 차이가 나지 않았고, 오른쪽 해마부위에서도 통계적으로 유의한 차이가 없었다. 본 연구를 통하여 anti-immobility효과를 나타내는 항우울제를 투여함으로써 choline 신호가 정상 쥐와 비슷하게 회복되는 것을 관찰하였다. 이는 앞으로의 항우울제 약물 평가에 있어 자기공명분광법을 도입함으로써 기존의 주관적인 판단을 배제할 수 없었던 행동변화분석만으로 항우울제의 효과를 평가하는 방법에 비해 객관적이고 정량적인 분석을 할 수 있다는 점에서 아주 유용한 방법이라 사료된다.