• 제목/요약/키워드: Magnetic resonance images

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Artificial Intelligence in Neuroimaging: Clinical Applications

  • Choi, Kyu Sung;Sunwoo, Leonard
    • Investigative Magnetic Resonance Imaging
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    • 제26권1호
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    • pp.1-9
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    • 2022
  • Artificial intelligence (AI) powered by deep learning (DL) has shown remarkable progress in image recognition tasks. Over the past decade, AI has proven its feasibility for applications in medical imaging. Various aspects of clinical practice in neuroimaging can be improved with the help of AI. For example, AI can aid in detecting brain metastases, predicting treatment response of brain tumors, generating a parametric map of dynamic contrast-enhanced MRI, and enhancing radiomics research by extracting salient features from input images. In addition, image quality can be improved via AI-based image reconstruction or motion artifact reduction. In this review, we summarize recent clinical applications of DL in various aspects of neuroimaging.

Diagnostic imaging findings of subcutaneous mast cell tumor in a dog

  • Sojeong Kwon;Min Jang;Sang-Kwon Lee;Kija Lee
    • 대한수의학회지
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    • 제63권2호
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    • pp.9.1-9.5
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    • 2023
  • A 5-year-old Labrador Retriever presented with a subcutaneous mass on the right scapular region with localized calor. On magnetic resonance imaging (MRI), a heterogeneously hypointense mass was seen on T1-weighted images (WI) and hyperintense on T2WI and fat-suppressed T2WI with marginal contrast enhancement on postcontrast T1WI and invasion into the surrounding tissue. Histopathological examination of the mass confirmed subcutaneous mast cell tumor (MCT) infiltrating to the adjacent subcutaneous fat. This is the first report to describe the MRI findings of subcutaneous MCT in veterinary medicine. This study suggests that MRI may help evaluate the extent of invasion of subcutaneous MCT.

Assessment of Local Tumor Progression After Image-Guided Thermal Ablation for Renal Cell Carcinoma

  • Byung Kwan Park
    • Korean Journal of Radiology
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    • 제25권1호
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    • pp.33-42
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    • 2024
  • Focal enhancement typically suggests local tumor progression (LTP) after renal cell carcinoma is percutaneously ablated. However, evaluating findings that are false positive or negative of LTP is less familiar to radiologists who have little experience with renal ablation. Various imaging features are encountered during and after thermal ablation. Ablation procedures and previous follow-up imaging should be reviewed before determining if there is LTP. Previous studies have focused on detecting the presence or absence of focal enhancement within the ablation zone. Therefore, various diagnostic pitfalls can be experienced using computed tomography or magnetic resonance imaging examinations. This review aimed to assess how to read images during or after ablation procedures, recognize imaging features of LTP and determine factors that influence LTP.

Portal cavernoma cholangiopathy: Update and recommendations on diagnosis and management

  • Ruchir Bhavsar;Amitabh Yadav;Samiran Nundy
    • 한국간담췌외과학회지
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    • 제26권4호
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    • pp.298-307
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    • 2022
  • Portal cavernoma cholangiopathy is defined as an obstruction of the biliary system due to distended veins surrounding bile ducts that mainly occur in patients with extrahepatic portal venous obstruction. The periductal venous plexuses encircling the ducts can cause morphological changes which may or may not become symptomatic. Currently, non-invasive techniques such as ultrasonography, computed tomography, magnetic resonance cholangiopancreatography, and dynamic contrast enhanced magnetic resonance images are being used to diagnose this disorder. Only a few patients who have symptoms of biliary obstruction require drainage which might be accomplished using endoscopic stenting, decompression of the portal venous system usually via a lienorenal shunt, a difficult direct hepaticojejunostomy, and rarely a liver transplant.

핵자기공명 영상법과 핵자기공명 분광법을 위한 뒤집음-탐침의 개발에 대한 연구 (Development of inside-out probes for both Nuclear Magnetic Resonance Imaging and Nuclear Magnetic Resonance Spectroscopy)

  • 이동훈;고락길;정은기
    • 대한의용생체공학회:의공학회지
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    • 제16권3호
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    • pp.309-316
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    • 1995
  • 핵자기공명(Nuclear Magnetic Resonance)에서 신호 획득 시에 가장 중요한 부분중의 하나인 rf-탐침(radio-frequency-probe)은 실험대상이 되는 시료의 기하학적 모양과 획득하고자 하는 정보 등에 따라서 적절히 설계 및 제작되어야 최적의 신호를 얻을 수 있다. 일반적으로, rf-탐침은 시료를 둘러싸는 형태와 시료 표면에 위치하는 형태 등 두 가지로 제작된다. 그러나, 시료나 인체 부위가 관모양을 하고 있으며 관 모양 주위로부터의 신호를 관측하는 경우, 앞에서 기술한 두가지 형태의 탐침을 이용해서는 신호대 잡음비의 저하로 인해 만족할 만한 신호 획득이 어려워진다. 이때, 탐침을 관 모양의 시료 내부에 위치시키고, 관찰하고자 하는 부위에 최대로 가까이하며 탐침의 품격인자를 높이는 것이 최적의 신호획득에 중요한 조건이 되게 된다. 본 논문에서는 탐침을 시료 내부에 넣고 탐침 외부로부터 신호를 얻는 뒤집음-탐침을 역-솔레노이드 saddle 및 이중표면코일 등의 세가지 형태로 제작하고 최적신호의 획득에 대한 시도를 해보았고, 컴퓨터를 이용한 계산을 통하여 기하학적인 모양의 차이에 따른 rf-자기장 발생 상태를 알아보았다. 아울러, 시험시료로부터 발생되는 영상신호를 얻고 영상 영역 내에서 신호대잡음비를 측정하여 탐침들의 성능을 비교 분석했다. 본 연구에서 제작된 뒤집음-탐침의 경우, 어떠한 상품화된 탐침과 비교할 때, 뛰어난 신호대잡음비와 탐침 주위에서 매우 높은 균일성이 유지되었다. 또한, 제작된 형태의 뒤집음-탐침을 이용한 인체 진단에의 응용성은 매우 높을 것으로 예상된다.

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Changes in SNR and ADC According to the Increase in b Value in Liver Diffusion-Weighted Images

  • Cho, Jae-Hwan;Kim, Ham-Gyum
    • Journal of Magnetics
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    • 제17권3호
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    • pp.219-224
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    • 2012
  • In the present study, changes in signal-to-noise ratio (SNR) and apparent diffusion coefficient (ADC) of the diffusion-weighted images in the normal livers were investigated using changes in b values in 1.5 T MR (magnetic resonance) instruments. Respective diffusion-weighted images and ADC map images were obtained from 20 healthy individuals by increasing b values from 50 to 400 and 800 $s/mm^2$ using 1.5T MR scanner between January 2011 and November 2011. At each ADC map image obtained at each b value, ADCs in the right hepatic lobe, spleen and kidney were measured. As a result, ADCs of the right hepatic lobe, spleen and kidney have gradually decreased in the diffusion-weighted images in accordance with the reduced b value. This outcome may be used as preliminary data for applications to various abdominal diseases.

자기 공명 영상을 이용한 악관절 기능 장애에 관한 연구 (A STUDY ON TEMPOROMANDIBULAR JOINT DYSFUNCTION USING MAGNETIC RESONANCE IMAGING)

  • 이문배;김재덕
    • 치과방사선
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    • 제22권1호
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    • pp.29-37
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    • 1992
  • The temporomandibular joint was evaluated using magnetic resonance imaging using a urface coil in 11 patients having reciprocal clicking or locking and compared with the normal joint in five subjects. Serial multisection 3㎜-thick parasagittal, paracoronal, and axial image on both closing and opening mouth were obtained with a 1.5 Tesla MR system and surface coil using CSMEMP, GRASS, MPGR, powerful extensions of fast imaging that is currently under clinical evaluation. MR images obtained were analized correlating with the theory of internal derangement. The obtained results were as follows: 1. The serial findings of structures in joint were determined on the serially sectioned images of joint with reciprocal clicking or locking by CSMEMP and MPGR on closing mouth. 2. The delta shaped white images of synovial fluid in the glenoid fossa and on the posterior surface of condyle were revealed on the parasagittal images by MPGR on opening mouth as in the normal joints. 3. The white image of joint fluid surrounding meniscus was recognized on the paracoronal image by GRASS on opening mouth as in the normal joints. 4. In joints having temporomandibular dysfunction the smooth image of displaced meniscus was recognized, but otherwise in the normal joints the image of muscle was noted on the paracoronal image sectioned at the anterior portion of condyle by GRASS. 5. The more thickened fascial plane between superior and inferior belly of lateral pterygoid muscle was not recognizable in joints having temporomandibular dysfunction than in the normal joints.

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Patterns of ischemic injury on brain images in neonatal group B Streptococcal meningitis

  • Choi, Seo Yeol;Kim, Jong-Wan;Ko, Ji Won;Lee, Young Seok;Chang, Young Pyo
    • Clinical and Experimental Pediatrics
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    • 제61권8호
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    • pp.245-252
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    • 2018
  • Purpose: This study investigated patterns of ischemic injury observed in brain images from patients with neonatal group B Streptococcal (GBS) meningitis. Methods: Clinical findings and brain images from eight term or near-term newborn infants with GBS meningitis were reviewed. Results: GBS meningitis was confirmed in all 8 infants via cerebrospinal fluid (CSF) analysis, and patients tested positive for GBS in both blood and CSF cultures. Six infants (75.0%) showed early onset manifestation of the disease (<7 days); the remaining 2 (25.0%) showed late onset manifestation. In 6 infants (75%), cranial ultrasonography showed focal or diffuse echogenicity, suggesting hypoxic-ischemic injury in the basal ganglia, cerebral hemispheres, and periventricular or subcortical white matter; these findings are compatible with meningitis. Findings from magnetic resonance imaging (MRI) were compatible with bacterial meningitis, showing prominent leptomeningeal enhancement, a widening echogenic interhemisphere, and ventricular wall thickening in all infants. Restrictive ischemic lesions observed through diffusion-weighted imaging were evident in all eight infants. Patterns of ischemic injury as detected through MRI were subdivided into 3 groups: 3 infants (37.5%) predominantly showed multiple punctuate lesions in the basal ganglia, 2 infants (25.0%) showed focal or diffuse cerebral infarcts, and 3 infants (37.5%) predominantly showed focal subcortical or periventricular white matter lesions. Four infants (50%) showed significant developmental delay or cerebral palsy. Conclusion: Certain patterns of ischemic injury are commonly recognized in brain images from patients with neonatal GBS meningitis, and this ischemic complication may modify disease processes and contribute to poor neurologic outcomes.

Comparison of Vendor-Provided Volumetry Software and NeuroQuant Using 3D T1-Weighted Images in Subjects with Cognitive Impairment: How Large is the Inter-Method Discrepancy?

  • Chung, Jieun;Kim, Hayoung;Moon, Yeonsil;Moon, Won-Jin
    • Investigative Magnetic Resonance Imaging
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    • 제24권2호
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    • pp.76-84
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    • 2020
  • Background: Determination of inter-method differences between clinically available volumetry methods are essential for the clinical application of brain volumetry in a wider context. Purpose: The purpose of this study was to examine the inter-method reliability and differences between the Siemens morphometry (SM) software and the NeuroQuant (NQ) software. Materials and Methods: MR images of 86 subjects with subjective or objective cognitive impairment were included in this retrospective study. For this study, 3D T1 volume images were obtained in all subjects using a 3T MR scanner (Skyra 3T, Siemens). Volumetric analysis of the 3D T1 volume images was performed using SM and NQ. To analyze the inter-method difference, correlation, and reliability, we used the paired t-test, Bland-Altman plot, Pearson's correlation coefficient, intraclass correlation coefficient (ICC), and effect size (ES) using the MedCalc and SPSS software. Results: SM and NQ showed excellent reliability for cortical gray matter, cerebral white matter, and cerebrospinal fluid; and good reliability for intracranial volume, whole brain volume, both thalami, and both hippocampi. In contrast, poor reliability was observed for both basal ganglia including the caudate nucleus, putamen, and pallidum. Paired comparison revealed that while the mean volume of the right hippocampus was not different between the two software, the mean difference in the left hippocampus volume between the two methods was 0.17 ml (P < 0.001). The other brain regions showed significant differences in terms of measured volumes between the two software. Conclusion: SM and NQ provided good-to-excellent reliability in evaluating most brain structures, except for the basal ganglia in patients with cognitive impairment. Researchers and clinicians should be aware of the potential differences in the measured volumes when using these two different software interchangeably.

MREIT Conductivity Imaging of Pneumonic Canine Lungs: Preliminary Post-mortem Study

  • Kim, Hyung-Joong;Kim, Young-Tae;Jeong, Woo-Chul;Minhas, Atul S.;Lee, Tae-Hwi;Lim, Chae-Young;Park, Hee-Myung;Kwon, O-Jung;Woo, Eung-Je
    • 대한의용생체공학회:의공학회지
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    • 제31권2호
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    • pp.94-98
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    • 2010
  • In magnetic resonance electrical impedance tomography (MREIT), a current-injection MR imaging method is adopted to produce a cross-sectional image of an electrical conductivity distribution in addition to MR images. The purpose of this study was to test the feasibility of MREIT for differentiating the canine lung parenchyma without and with pneumonia. Three normal healthy beagles and two mixed breed dogs with pneumonia were used. After attaching electrodes around the chest, we placed the dog inside our MR scanner. We injected as much as 30 mA current in a form of short pulses into the chest region. Reconstructed conductivity images of normal canine lungs exhibit a peculiar pattern of a relatively coarse salt and pepper noise. On the contrary, conductivity images of pneumonic canine lungs show significantly enhanced contrast of the lesions while the corresponding MR images show a little bit of contrast in the middle and caudal lung parenchyma due to the accumulation of pleural fluid. This preliminary study indicates that MREIT imaging of the chest may deliver unique new diagnostic information.