• Investigative Magnetic Resonance Imaging
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• 제14권1호
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• pp.56-63
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• 2010

목적 : 본 논문에서는 DIR 영상을 이용하여 두뇌의 피질두께측정 연구를 수행하는 한편 평행 영상기법 중 하나인 GRAPPA (generalized autocalibrating partially parallel acquisitions)를 이용하여 GRAPPA 인자 (reduction factor, R)가 2일 때와 평행 영상기법을 이용하지 않았을 때의 결과 비교를 통해 3D DIR 영상의 획득시간 단축 가능성을 제시하고자 한다. 대상 및 방법 : 3.0T 자기공명영상장치 (Siemens Tim Trio MRI scanner)의 3D DIR 펄스열을 이용하여 6명(남자 3명, 여자 3명, $25.33{\pm}2.25$살)의 정상인 뇌에 대한 3차원 영상을 얻었다. GRAPPA 시뮬레이션은 R=2 일 때를 가정하여 수행되었고 두뇌 피질두께측정을 위해 Analyze 9.0과 Freesurfer v.4.3.0 프로그램을 사용하였다. 결과로 얻은 데이터를 T-검증을 이용하여 비교분석 하였다. 결과 : GRAPPA 기법을 통하여 복원한 영상이 잡음이 증가하는 경향을 보였으나 두뇌 피질두께 측정에는 별다른 영향을 미치지 않았다. 통계분석을 통해 비교한 결과 대부분의 두뇌 영역에서 참조영상과 GRAPPA 기법을 이용한 영상의 차이가 유의하지 않았다. 결론 : 피질두께측정 연구에 있어서 3D DIR영상의 문제점 중 하나는 긴 영상획득시간이다. 따라서 평행영상 기법 중 하나인 GRAPPA 영상기법을 적용하면 피질두께측정 연구결과의 큰 차이없이 영상 획득 시간을 단축시킬 수 있다.

• 스마트미디어저널
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• 제9권2호
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• pp.22-32
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• 2020

The hippocampal volume atrophy is known to be linked with neuro-degenerative disorders and it is also one of the most important early biomarkers for Alzheimer's disease detection. The measurements of hippocampal pure volumes from Magnetic Resonance Imaging (MRI) is a crucial task and state-of-the-art methods require a large amount of time. In addition, the structural brain development is investigated using MRI data, where brain morphometry (e.g. cortical thickness, volume, surface area etc.) study is one of the significant parts of the analysis. In this study, we have proposed a patch-based ensemble model of 3-D convolutional neural network (CNN) to measure the hippocampal pure volume from MRI data. The 3-D patches were extracted from the volumetric MRI scans to train the proposed 3-D CNN models. The trained models are used to construct the ensemble 3-D CNN model and the aggregated model predicts the pure volume in one-step in the test phase. Our approach takes only 5 seconds to estimate the volumes from an MRI scan. The average errors for the proposed ensemble 3-D CNN model are 11.7±8.8 (error%±STD) and 12.5±12.8 (error%±STD) for the left and right hippocampi of 65 test MRI scans, respectively. The quantitative study on the predicted volumes over the ground truth volumes shows that the proposed approach can be used as a proxy.

• Korean Journal of Radiology
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• 제21권12호
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• pp.1334-1344
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• 2020

Objective: Compressed sensing (CS) has gained wide interest since it accelerates MRI acquisition. We aimed to compare the 3D post-contrast T1-weighted volumetric isotropic turbo spin echo acquisition (VISTA) with CS (VISTA-CS) and without CS (VISTA-nonCS) in intracranial vessel wall MRIs (VW-MRI). Materials and Methods: From April 2017 to July 2018, 72 patients who underwent VW-MRI, including both VISTA-CS and VISTA-nonCS, were retrospectively enrolled. Wall and lumen volumes, signal-to-noise ratio (SNR), and contrast-to-noise ratio (CNR) were measured from normal and lesion sites. Two neuroradiologists independently evaluated overall image quality and degree of normal and lesion wall delineation with a four-point scale (scores ≥ 3 defined as acceptable). Results: Scan coverage was increased in VISTA-CS to cover both anterior and posterior circulations with a slightly shorter scan time compared to VISTA-nonCS (approximately 7 minutes vs. 8 minutes). Wall and lumen volumes were not significantly different with VISTA-CS or VISTA-nonCS (interclass correlation coefficient = 0.964-0.997). SNR was or trended towards significantly higher values in VISTA-CS than in VISTA-nonCS. At normal sites, CNR was not significantly different between two sequences (p = 0.907), whereas VISTA-CS provided lower CNR in lesion sites compared with VISTA-nonCS (p = 0.003). Subjective wall delineation was superior with VISTA-nonCS than with VISTA-CS (p = 0.019), although overall image quality did not differ (p = 0.297). The proportions of images with acceptable quality were not significantly different between VISTA-CS (83.3-97.8%) and VISTA-nonCS (75-100%). Conclusion: CS may be useful for intracranial VW-MRI as it allows for larger scan coverage with slightly shorter scan time without compromising image quality.

• 한국방사선학회논문지
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• 제8권5호
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• pp.231-240
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• 2014

본 연구는 경도인지장애가 동반된 파킨슨병 환자에 대하여 인지 기능 평가를 위한 서울신경심리검사와 뇌 자기공명 영상에서 영역별 뇌실에 대한 체적 변화를 분석하여 경도인지장애가 동반된 파킨슨병에 대한 진단적 기준을 판단할 수 있는 가이드라인을 제시하고자 하였다. 이를 위하여 파킨슨병으로 진단 받은 환자(경도인지장애군: 34명, 비인지장애군: 34명)를 대상으로 주의력, 언어, 기억력, 시공간, 그리고 전두엽 집행 기능에 대한 서울신경심리검사와 뇌 자기공명영상 검사를 시행하였다. 또한 영역별 뇌실에 대한 체적 변화를 비교하기 위하여 정상인 32명(정상 대조군)을 추가 선정하여 추가적으로 뇌 자기공명영상 검사를 시행하였으며 영역별 뇌실에 대한 체적 분석은 프리서퍼(Freesurfer Ver. 5.1, Boston MA, USA)를 통해 수행되었다. 결과적으로 경도인지장애군은 시공간 및 기억력에 대한 수행 능력이 비인지장애군과 비교하여 통계적으로 유의하게 감소되었다(p<0.05). 영역별 뇌실에 대한 체적 변화는 좌 우측뇌실, 좌 우하측뇌실, 제3뇌실에서 통계적으로 유의한 체적 변화를 나타내었으며 객관화된 비교를 위하여 정규화한 백분율을 적용한 체적의 변화는 비인지장애군보다 경도인도장애군에서 확장되어 나타났다. 특히 경도인지장애를 동반한 파킨슨병 환자의 좌 우측뇌실의 확장은 서울신경심리검사에서 시공간 및 기억력 영역에 대하여 뚜렷한 양적 선형관계를 보였다(r>0.5, p<0.05). 따라서 뇌 자기공명영상에서 프리서퍼를 이용하여 영역별 뇌실의 체적 변화를 관찰하고 서울 신경심리검사와 상관관계를 분석함으로써 경도인지장애를 동반한 파킨슨병 환자의 진단적 기준을 마련할 수 있을 것으로 판단되었다.

• 한국멀티미디어학회논문지
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• 제18권2호
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• pp.120-127
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• 2015

Mild Cognitive Impairment(MCI) is a prior step to Alzheimer's Disease(AD). It is different from AD which is seriously affecting daily life. Particularly, the hippocampus could be charged a crucial function for forming memory. MCI has a high risk about progress to AD. Our investigated research for a relationship between hippocampus and AD has been studied. The measurement of hippocampus volumetric is one of the most commonly used method. The three dimensional reconstructed medical images could be passible to interpret and its examination in various aspects but the cost of brain research with the medical equipment is very high. In this study, 3D visualization was performed from a series of brain Magnetic Resonance Images(MRI) and we have designed and implemented a competitive software tool based on the open libraries of Visualization ToolKit(VTK). Consequently, our visualization software tool could be useful to various medical fields and specially prognosis and diagnosis for MCI patients.

• Journal of Korean Neurosurgical Society
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• 제29권2호
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• pp.222-230
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• 2000

Purpose : Resection of the epileptogenic zone in the parietal and occipital lobes may be relevant although only few studies have been reported. Methods : Eight patients with parietal epilepsy and nine patients with occipital epilepsy were included for this study. Preoperatively, all had video-EEG monitoring with extracranial electrodes, MRI, 3D-surface rendering of MRI using Allegro(ISG Technologies Inc., Toronto, Canada), and PET scans. Sixteen patients underwent invasive recording with subdural grid. Eight had parietal resection including the sensory cortex in two. Seven had partial occipital resection. Two underwent total unilateral occipital lobectomy. The extent of the resection was made based mainly on the data of invasive EEG recordings, MRI, and 3D-surface rendering of MRI, not on the intraoperative electrocorticographic findings as usually done. During resection, electrocortical stimulation was performed on the motor cortex and speech area. Results : Out of eight patients with parietal epilepsy, three had sensory aura, two had gustatory aura, and two had visual aura. Six of nine patients with occipital epilepsy had visual auras. All had complex partial seizures with lateralizing signs in 15 patients. Four had quadrantopsia. One had mild right hemiparesis. Abnormality in MRI was noticed in six out of eight parietal epilepsy and in eight out of nine occipital epilepsy. 3D-surface rendering of MRI visualized volumetric abnormality with geometric spatial relationships adjacent to the normal brain, in all of parietal and occipital epilepsy. Surface EEG recording was not reliable in localizing the epileptogenic zone in any patient. The subdural grid electrodes can be implanted on the core of the structural abnormality in 3D-reconstructed brain. Ictal onset zone was localized accurately by subdural grid EEGs in 16 patients. Motor cortex in nine and sensory speech area in two were identified by electrocortical stimulation. Histopathologic findings revealed cortical dysplasia in 10 patients ; tuberous sclerosis was combined in two, hamartoma and ganglioglioma in one each, and subpial gliosis in six. Eleven patients were seizure free at follow-up of 6 months to 37 months(mean 19.7 months) after surgery. Seizures recurred in two and were unchanged in one. Six produced transient sensory loss and one developed hemiparesis and tactile agnosia. One revealed transient apraxia. Two patients with preoperative quadrantopsia developed homonymous hemianopsia. Conclusion : This study suggests that surgical treatment was relevant in parietal and occipital epilepsies with good surgical outcome, without significant neurologic sequelae. Neuroimaging studies including conventional MRI, 3Dsurface rendering of MRI were necessary in identifying the epileptogenic zone. In particular, 3D-surface rendering of MRI was very helpful in presuming the epileptogenic zone in patients with unidentifiable lesion in the conventional MRI, in planning surgical approach to lesions, and also in making a decision of the extent of the epileptogenic zone in patients with identifiable lesion in conventional MRI. Invasive EEG recording with the subdural grid electrodes helped to confirm a core of the epileptogenic zone which was revealed in 3D-surface rendered brain.

• Archives of Plastic Surgery
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• 제40권3호
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• pp.203-208
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• 2013

Background Preoperative volume assessment is useful in breast reconstruction. Magnetic resonance imaging (MRI) and mammography are commonly available to reconstructive surgeons in the care of a patient with breast cancer. This study aimed to verify the accuracy of breast volume measured by MRI, and to identify any factor affecting the relationship between measured breast volume and actual breast weight to derive a new model for accurate breast volume estimation. Methods From January 2012 to January 2013, a retrospective review was performed on a total of 101 breasts from 99 patients who had undergone total mastectomy. The mastectomy specimen weight was obtained for each breast. Mammographic and MRI data were used to estimate the volume and density. A standard statistical analysis was performed. Results The mean mastectomy specimen weight was 340.8 g (range, 95 to 795 g). The mean MRI-estimated volume was $322.2mL^3$. When divided into three groups by the "difference percentage value", the underestimated group showed a significantly higher fibroglandular volume, higher percent density, and included significantly more Breast Imaging, Reporting and Data System mammographic density grade 4 breasts than the other groups. We derived a new model considering both fibroglandular tissue volume and fat tissue volume for accurate breast volume estimation. Conclusions MRI-based breast volume assessment showed a significant correlation with actual breast weight; however, in the case of dense breasts, the reconstructive surgeon should note that the mastectomy specimen weight tends to overestimate the volume. We suggested a new model for accurate breast volume assessment considering fibroglandular and fat tissue volume.

• 대한불안의학회지
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• 제2권2호
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• pp.94-100
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• 2006

Objective : This study was designed to examine the volumetric abnormality of orbitofrontal cortex (OFC) and its change after 2 years of pharmacotherapy in obsessive compulsive disorder (OCD) patients. Method : Volumetric magnetic resonance imaging studies were conducted in 15 OCD patients and 13 normal volunteers. For 2 years, all patients took at least one serotonin reuptake inhibitor and atypical antipsychotics were used as an augmentation therapy in most patients. The follow-up MRI studies were conducted after the pharmacotherapy and OFC volumes were measured by the manual region of interest method. Results : Bilateral OFC volumes of 15 OCD patients were significantly greater than those of the normal volunteers before the treatment. After 2 years of the treatment, significant decrease was observed in bilateral OFC volumes of OCD patients to the extent that left OFC volume of OCD patients was not different from that of the normal volunteers. Conclusion : This finding suggests that OFC is directly related to the pathophysiology of obsessive compulsive disorder.

• Korean Journal of Radiology
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• 제20권1호
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• pp.114-125
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• 2019

Objective: Segmented cardiac cine magnetic resonance imaging (MRI) is the gold standard for cardiac ventricular volumetric assessment. In patients with difficulty in breath-holding or arrhythmia, this technique may generate images with inadequate quality for diagnosis. Real-time cardiac cine MRI has been developed to address this limitation. We aimed to assess the performance of retrospective electrocardiography-gated real-time cine MRI at 3T for left ventricular (LV) volume and mass measurement. Materials and Methods: Fifty-one patients were consecutively enrolled. A series of short-axis cine images covering the entire left ventricle using both segmented and real-time balanced steady-state free precession cardiac cine MRI were obtained. End-diastolic volume (EDV), end-systolic volume (ESV), stroke volume (SV), ejection fraction (EF), and LV mass were measured. The agreement and correlation of the parameters were assessed. Additionally, image quality was evaluated using European CMR Registry (Euro-CMR) score and structure visibility rating. Results: In patients without difficulty in breath-holding or arrhythmia, no significant difference was found in Euro-CMR score between the two techniques (0.3 ± 0.7 vs. 0.3 ± 0.5, p > 0.05). Good agreements and correlations were found between the techniques for measuring EDV, ESV, EF, SV, and LV mass. In patients with difficulty in breath-holding or arrhythmia, segmented cine MRI had a significant higher Euro-CMR score (2.3 ± 1.2 vs. 0.4 ± 0.5, p < 0.001). Conclusion: Real-time cine MRI at 3T allowed the assessment of LV volume with high accuracy and showed a significantly better image quality compared to that of segmented cine MRI in patients with difficulty in breath-holding and arrhythmia.

• Korean Journal of Radiology
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• 제22권5호
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• pp.829-839
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• 2021

Objective: To compare the diagnostic performance of contrast-enhanced radial T1-weighted gradient-echo 3-tesla (3T) magnetic resonance imaging (MRI) and computed tomography (CT) for the detection of visceral pleural surface invasion (VPSI). Visceral pleural invasion by non-small-cell lung cancer (NSCLC) can be classified into two types: PL1 (without VPSI), invasion of the elastic layer of the visceral pleura without reaching the visceral pleural surface, and PL2 (with VPSI), full invasion of the visceral pleura. Materials and Methods: Thirty-three patients with pathologically confirmed VPSI by NSCLC were retrospectively reviewed. Multidetector CT and contrast-enhanced 3T MRI with a free-breathing radial three-dimensional fat-suppressed volumetric interpolated breath-hold examination (VIBE) pulse sequence were compared in terms of the length of contact, angle of mass margin, and arch distance-to-maximum tumor diameter ratio. Supplemental evaluation of the tumor-pleura interface (smooth versus irregular) could only be performed with MRI (not discernible on CT). Results: At the tumor-pleura interface, radial VIBE MRI revealed a smooth margin in 20 of 21 patients without VPSI and an irregular margin in 10 of 12 patients with VPSI, yielding an accuracy, sensitivity, specificity, positive predictive value, negative predictive value, and F-score for VPSI detection of 91%, 83%, 95%, 91%, 91%, and 87%, respectively. The McNemar test and receiver operating characteristics curve analysis revealed no significant differences between the diagnostic accuracies of CT and MRI for evaluating the contact length, angle of mass margin, or arch distance-to-maximum tumor diameter ratio as predictors of VPSI. Conclusion: The diagnostic performance of contrast-enhanced radial T1-weighted gradient-echo 3T MRI and CT were equal in terms of the contact length, angle of mass margin, and arch distance-to-maximum tumor diameter ratio. The advantage of MRI is its clear depiction of the tumor-pleura interface margin, facilitating VPSI detection.