• 한국방사선학회논문지
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• 제17권3호
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• pp.423-431
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• 2023

본 연구의 목적은 환자의 신체정보와 인공지능 기법을 활용하여 부작용에 영향을 미치는 인자들을 분석하고 조영제 부작용의 정도를 예측하여 이를 완화하는 기초자료로 활용되고자 한다. 연구에 사용한 데이터는 서울 소재 종합병원의 검진을 시행한 CT 검사 58,000건 중 조영제 부작용이 발생한 1,235건 중 과거력 조사에서 조영제 부작용이 없었던 606명의 검사자를 대상자로 하였다. 606개 샘플 중 70%는 훈련 셋으로 사용하고 나머지 30%는 검증을 위한 테스트 셋으로 사용하였다. 나이, BMI(Body Mass Index), GFR(Glomerular Filtration Rate), BUN(Blood Urea Nitrogen), GGT(Gamma Glutamyl Transgerase), AST(Aspartate Amino Transferase,), and ALT(Alanine Amiono Transferase)의 feature를 독립변수로 조영제 중증도를 목표변수로 사용하였다. AdaBoost, Tree, Neural network, SVM, Random foest 알고리즘을 통해 AUC(Area under curve), CA(Classification Accuracy), F1, Precision, Recall을 파악하였다. 분류 예측에 사용된 알고리즘 중 가장 높은 평가지표를 나타내 것은 AdaBoost와 Random Forest이다. 모든 모델의 예측에서 가장 큰 요인은 GFR, BMI, GGT 이였다. 이는 신장 여과 기능, 비만에 따라 주입되는 조영제 양의 차이와 대사증후군의 여부에 따라 조영제 부작용 중증도에 영향을 미치는 것을 알 수 있었다.

• Journal of Veterinary Science
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• 제21권4호
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• pp.55.1-55.11
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• 2020

Background: Computed tomography urography (CTU), based on the excretion of contrast medium after its injection, allows visualization of the renal parenchyma and the renal collecting system. Objectives: To determine the optimal contrast medium dose allocation ratio to apply in split-bolus CTU in dogs. Methods: This prospective, experimental, exploratory study used 8 beagles. In 3-phase CTU, unenhanced-, nephrographic-, and excretory-phase images were obtained with a single injection of 600 mg iodine/kg iohexol. In split-bolus CTU, two different contrast medium allocation ratios (30% and 70% for split CTU 1; 50% and 50% for split CTU 2) were used. Unenhanced phase image and a synchronous nephrographic-excretory phase image were acquired. Results: Although the attenuation of the renal parenchyma was significantly lower when using both split CTUs than the 3-phase CTU, based on qualitative evaluation, the visualization score of the renal parenchyma of split CTU 1 was as high as that of the 3-phase CTU, whereas the split CTU 2 score was significantly lower than those of the two others. Artifacts were not apparent, regardless of CTU protocol. The diameter and opacification of the ureter in both split CTUs were not significantly different from those using 3-phase CTU. Conclusions: Split-bolus CTU with a contrast medium allocation ratio of 30% and 70% is feasible for evaluating the urinary system and allows sufficient enhancement of the renal parenchyma and appropriate distention and opacification of the ureter, with similar image quality to 3-phase CTU in healthy dogs. Split-bolus CTU has the advantages of reducing radiation exposure and the number of CT images needed for interpretation.

• 대한디지털의료영상학회논문지
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• 제9권1호
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• pp.17-19
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• 2007

This study applies in case of operating an exam using by the contrast order or inputting an order of a contrast media the exam of Radiology Department. It is developed for helping decision making as regards a process of an exam from reading the creatinine value automatically linked with Laboratory Information System. It can be confirmed by real-time information; therefore, the creditability of the information is able to be improved. We will create the base for Patient Monitoring System with the data from the side effect of the creatinine value and allergies. Decision Support System minimize the inconvenience and the riskiness of the given contrast medium for CT tests. We would like to improve medical services by providing a standard circumstance where patients are able to run tests safely and comfortably.

• 대한수의학회지
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• 제61권2호
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• pp.17.1-17.4
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• 2021

A seven-year-old, castrated male, Korean domestic shorthair cat was referred because of a kidney abnormality. Radiography revealed left renal agenesis and right kidney enlargement. Ultrasonography and computed tomography (CT) showed amorphous calcified materials in a cyst-like lesion of the right kidney. In the excretory phase of the CT images, the lesion was opacified with contrast materials, indicating communication with the collecting system. Based on these findings, the cat was diagnosed with a calyceal diverticulum. A calyceal diverticulum may cause various clinical symptoms related to the urinary system. The excretory phase of CT is useful for diagnosing a calyceal diverticulum.

• 한국방사선학회논문지
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• 제9권1호
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• pp.9-16
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• 2015

이중에너지 기법을 이용한 복부 CT 검사에서 적정한 조영제 양에 대하여 알아보고자 하였다. 일반적인 단일에너지 복부 CT 검사를 시행했던 환자들 중 이중에너지 기법을 이용하여 추적검사를 시행한 30명을 대상으로 하였다. 단일에너지 복부 검사에서 사용했던 조영제 양 대비 30%, 40%, 50%, 60%, 70%로 각각 설정하여 영상을 획득한 후 대동맥, 하대정맥, 간문맥, 간실질에 관심영역을 설정하여 조영증강정도(hounsfield unit; HU)를 구하여 단일에너지에서 측정된 부위와의 값을 비교 분석하였다. 그 결과 기존대비 60%로 조영제를 설정한 군에서는 대동맥 HU : $210.80{\pm}13.609$, 하대정맥 HU : $190.40{\pm}25.215$, 간문맥 $198.40{\pm}21.232$, 간실질 HU : $119.20{\pm}7.98$로 각각 측정되었으며. 단일에너지 복부 CT 검사는 대동맥 HU : $205.40{\pm}16.426$, 하대정맥 HU : $188.20{\pm}21.476$, 간문맥 HU : $195.40{\pm}22.744$, 간실질 HU : $121.00{\pm}6.595$ 이었다. 따라서 이중에너지를 이용하여 복부 조영 CT검사를 시행할 때 조영제의 양을 60%로 설정한 후 검사하는 것이 각 장기에서의 단일에너지 조영검사시와 비슷한 조영증강정도를 획득할 수 있어 기존 조영제 양의 감소와 동시에 조영제를 낮은 속도로 주입할 수 있어 신장기능 저하환자, 정맥혈관이 약한 환자, 과거 조영제 부작용이 있었던 환자에게 유용한 검사라 사료된다.

• 대한안전경영과학회지
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• 제16권4호
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• pp.427-431
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• 2014

The purpose of this study is to monitor the current adverse reactions in administering CT contrast agents at general hospitals and also to suggest the practical guidelines to minimize the risk and to show the successful patient management. At four Dajeon city general hospitals, the contrast agents were administered in 646,828 cases and the overall prevalence of adverse reactions was 4,110 cases from January 2010 to December 2013. However, we excluded the two hospitals' 3,658 cases because the patients' data was inadequate. Consequently, the case surveys on the rest of 452 cases have been studied and submitted. After comparing the patients with a control group, we evaluated that the key factors of the adverse reactions were the gender and age difference of the patients, the examination period, the examination method, the quantity and administrating speed of the contrast agents. Even though the four general hospitals have their own management systems on adverse reactions, but their systems were not satisfying. To improve the quality of the management systems and to investigate further cases, some hospital administration procedures on the subject should be systemized and general hospitals should follow the recommended procedures. Moreover, the existing three-year-term evaluation should not only judge the adverse reaction management but also conclude some details on the sub criteria of the evaluation. The details on the sub criteria include the contrast agent characters, the quantity and administrating speed of the drug, the incidents' occurred time, an anamnesis; a case history, the medical history of the patients and the reaction occurring body parts, and the examination title. The details of the medical examiners are also added to the sub criteria.

• 대한의용생체공학회:의공학회지
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• 제29권1호
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• pp.66-72
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• 2008

The major risk associated with the use of automated power injectors is the well known complication of contrast material extravasation at the injection site. Automated injection of computed tomography (CT) contrast media can produce the compartment syndrome. The purpose of this study was to assess the ability of this device during clinically important episodes of extravasation. The extravasation detection accessory (EDA) system was composed of a strain gage, an amplifier and a computer based system. A strain gage pliable adhesive patch was applied to the skin aver the intravenous catheter and the catheter was connected to the power injector with a cable to monitor the resolution data. If the programmed monitoring, which was developed with MS Visual C++, at the extravasation occurred, then the injection was interrupted the auto injector. CT was used to demonstrate the clinically important extravasation. This study was a prospective, observational study in which the EDA system was used to monitor the automated mechanical injection of contrast material in 7 dogs. There were two true-positive cases (range of extravasation volumes: $18{\sim}22ml$), twenty three true-negative cases, three false-positive cases and no false-negative cases. The EDA system had a sensitivity of 100% and a specificity of 88% for the detection of clinically important extravasation. The EDA system had good sensitivity for the detection of clinically important extravasation and the EDA system has the clinical potential for the early detection of extravasation of the contrast medium that is administered with power injectors. The EDA system is easy to use safe and accurate for the monitoring extravasation of the intravenous injections, and this system may prove especially useful in CT applications.

• Journal of International Society for Simulation Surgery
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• 제1권1호
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• pp.37-40
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• 2014

Purpose For living donor liver transplantation, liver segmentation is difficult due to the variability of its shape across patients and similarity of the density of neighbor organs such as heart, stomach, kidney, and spleen. In this paper, we propose an automatic segmentation of the liver using multi-planar anatomy and deformable surface model in portal phase of abdominal contrast-enhanced CT images. Method Our method is composed of four main steps. First, the optimal liver volume is extracted by positional information of pelvis and rib and by separating lungs and heart from CT images. Second, anisotropic diffusing filtering and adaptive thresholding are used to segment the initial liver volume. Third, morphological opening and connected component labeling are applied to multiple planes for removing neighbor organs. Finally, deformable surface model and probability summation map are performed to refine a posterior liver surface and missing left robe in previous step. Results All experimental datasets were acquired on ten living donors using a SIEMENS CT system. Each image had a matrix size of $512{\times}512$ pixels with in-plane resolutions ranging from 0.54 to 0.70 mm. The slice spacing was 2.0 mm and the number of images per scan ranged from 136 to 229. For accuracy evaluation, the average symmetric surface distance (ASD) and the volume overlap error (VE) between automatic segmentation and manual segmentation by two radiologists are calculated. The ASD was $0.26{\pm}0.12mm$ for manual1 versus automatic and $0.24{\pm}0.09mm$ for manual2 versus automatic while that of inter-radiologists was $0.23{\pm}0.05mm$. The VE was $0.86{\pm}0.45%$ for manual1 versus automatic and $0.73{\pm}0.33%$ for manaual2 versus automatic while that of inter-radiologist was $0.76{\pm}0.21%$. Conclusion Our method can be used for the liver volumetry for the pre-surgery planning of living donor liver transplantation.

• Journal of Korean Neurosurgical Society
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• 제50권1호
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• pp.45-47
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• 2011

Abnormal contrast enhancement on brain computed tomography (CT) scan after diagnostic or interventional angiography is not rare, and has known to be induced by temporary blood-brain barrier (BBB) disruption from contrast media. Furthermore, it has been regarded as clinically subtle, but reported to have no symptom or mild transient symptoms. However, we recently experienced two cases of serious BBB disruption during the acute period after coiling of an unruptured intracranial aneurysm. One patient presented with an unruptured paraclinoid internal carotid artery (ICA) aneurysm on the right and the other with an unruptured right supraclinoid ICA aneurysm. Both patients showed similar findings on immediate postembolization CT scan and clinical courses after coiling. Typical radiological, clinical characteristics of BBB disruption were described. In addition, the role of immediate postembolization CT scan are also discussed.

• 한국의학물리학회지:의학물리
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• 제24권1호
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• pp.68-75
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• 2013

본 연구의 목적은 26명의 건강한 검진자들을 대상으로 PET/CT와 PET/MRI의 전신 영상에서 조기 정밀/ 진단 수준을 향상하고자 관심부피를 이용하여 정상부위의 $SUV_{LBM}$-최대치를 이용하여 PET/CT와 PET/MRI를 조영제 사용 유무와 관계없이 동시 평가할 수 있는 데이터를 구축하고자 하였다. 전신 F-18 FDG PET/CT와 전신 F-18 FDG PET/MRI의 정상부위의 VOI를 이용한 $SUV_{LBM}$-최대치평가는 PET/CT를 기준으로 PET/MRI의 영상은 매우 유의한 차이를 보였다(p<0.0001). 그러나 통계학적으로 높은 상관관계를 가진다(R>0.8). PET/MRI의 $SUV_{LBM}$ 평가 시 26.3% 감소하여 판단할 것과 조영제를 사용할 경우는 29.3% 감소하여 판단할 것으로 생각한다. PET/CT와 PET/MRI의 모든 영상의 판독에서는 $SUV_{LBM}$-최대치를 사용하는 것이 편리성과 효율성을 고려하여 임상의나 연구자들에게 많은 도움이 되리라 판단된다.