• Title/Summary/Keyword: Radiology science department

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Diagnostic Classification of Chest X-ray Pneumonia using Inception V3 Modeling (Inception V3를 이용한 흉부촬영 X선 영상의 폐렴 진단 분류)

  • Kim, Ji-Yul;Ye, Soo-Young
    • Journal of the Korean Society of Radiology
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    • v.14 no.6
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    • pp.773-780
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    • 2020
  • With the development of the 4th industrial, research is being conducted to prevent diseases and reduce damage in various fields of science and technology such as medicine, health, and bio. As a result, artificial intelligence technology has been introduced and researched for image analysis of radiological examinations. In this paper, we will directly apply a deep learning model for classification and detection of pneumonia using chest X-ray images, and evaluate whether the deep learning model of the Inception series is a useful model for detecting pneumonia. As the experimental material, a chest X-ray image data set provided and shared free of charge by Kaggle was used, and out of the total 3,470 chest X-ray image data, it was classified into 1,870 training data sets, 1,100 validation data sets, and 500 test data sets. I did. As a result of the experiment, the result of metric evaluation of the Inception V3 deep learning model was 94.80% for accuracy, 97.24% for precision, 94.00% for recall, and 95.59 for F1 score. In addition, the accuracy of the final epoch for Inception V3 deep learning modeling was 94.91% for learning modeling and 89.68% for verification modeling for pneumonia detection and classification of chest X-ray images. For the evaluation of the loss function value, the learning modeling was 1.127% and the validation modeling was 4.603%. As a result, it was evaluated that the Inception V3 deep learning model is a very excellent deep learning model in extracting and classifying features of chest image data, and its learning state is also very good. As a result of matrix accuracy evaluation for test modeling, the accuracy of 96% for normal chest X-ray image data and 97% for pneumonia chest X-ray image data was proven. The deep learning model of the Inception series is considered to be a useful deep learning model for classification of chest diseases, and it is expected that it can also play an auxiliary role of human resources, so it is considered that it will be a solution to the problem of insufficient medical personnel. In the future, this study is expected to be presented as basic data for similar studies in the case of similar studies on the diagnosis of pneumonia using deep learning.

The Influence of 5-Fluorouracil Administration Mode on the Expression of Phospholipase C and Ras Oncoprotein Associated with Regeneration of Rat Intestinal Mucosa Following Radiation (방사선 조사후 백서 공장 점막의 재생과정에서 5-fluorouracil 투여가 phospholipsse C 와 ras 암유전자단백의 발현에 미치는 영향)

  • Park Kyung Ran;Lee Chung Sik;Kim Sung Sook;Lee Young Han;Ryu Sung Ho;Suh Pann-Ghill
    • Radiation Oncology Journal
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    • v.12 no.3
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    • pp.271-284
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    • 1994
  • Purpose : Phospholipase C(PLC) isozymes play significant roles in transmembrane signal transduction. PLC-${\gamma}1$ acts as the intracellular effector in signal transduction for cellular proliferation and differentiation. Ras oncoprotein is also involved in cell growth. We determined the biological significance of PLC and ras oncoprotein in regeneration following radiation and the effect of different modes of administration of 5-FU. Materials and Methods : To determine the effect of the administration mode of 5-FU on the regeneration of intestinal mucosa of rats following radiation, we compared the expression of PLC and ras oncoprotein in six groups. Group I had no treatment. Group II received radiation(8 Gy) only. Group III received radiation(8 Gy) and 5-FU(150mg/kg) continuous intravenous (iv) infusion for 12 hours. Group IV received radiation(8 Gy) and 5-FU(750mg/kg) iv bolus injection. Group V received only 5-FU(150mg/kg) continuous iv infusion for 12 hours, Group VI received only 5-FU (150mg/kg) iv bolus injection. Through immunoblotting and immunohistochemistry, we examined the expression of PLC and ras oncoprotein in rat jejunum at 96 hours after radiation or 5-FU administration and at 120 hours after radiation and 5-FU adminstration. We also investigated the histological findings using hematoxylin and eosin stain. Results : In the immunohistochemistry study, PLC-${\gamma}1$ expression was the highest in group III followed by groups II and VI in that order and was weakly positive in groups V and VI. PLC-${\gamma}1$ was hardly detected in the control group. The expression of ras oncoprotein was the same as the PLC-${\gamma}1$ expression for all groups. These results were confirmed by the histological findings regarding the mucosal regeneration. In the immunoblotting analysis, PLC-${\gamma}1$ expression was the highest in group III followed by group IV and II in that order. This difference between the immunoblotting and immunohistochemistry study was due to the high expression of PLC-${\gamma}1$ on the damaged surface epithelium rather than to its expression in the regeneration region as observed in the immunohistochemistry study for group IV. The expression of PLC-${\delta}1$ was positive only in group V and VI, which received both radiation and 5-FU, and the expression of PLC-${\beta}1$ was negligible for all groups. Conclusion : These results suggest that PLC-${\gamma}1$ mediated signal transduetion and ras oncoprotein may have a significant role in mucosal regeneration after radiation, and that continuous iv infusion of 5-FU may induce active regeneration in intestinal mucosa following radiation. In addition, the expression of PLC-${\delta}1$ in combined group of radiation and 5-FU implies that PLC-${\delta}1$ may be involved in signal transduction mediated by concerted action between radiation and 5-FU.

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Analysis for Usefulness of Arterial Embolization on Sacral and Pelvic Giant Cell Tumors (천골 및 골반골에 발생한 거대세포종에 대한 동맥 색전술 치료의 효용성 분석)

  • Kim, Seung Hyun;Yoon, Gil Sung;Cho, Yong Jin;Shin, Kyoo-Ho;Suh, Jin-Suck;Yang, Woo-Ick
    • The Journal of the Korean bone and joint tumor society
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    • v.19 no.2
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    • pp.50-55
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    • 2013
  • Purpose: The purpose of this study is to determine the usefulness of arterial embolization on sacral and pelvic giant cell tumor (GCT). Materials and Methods: We retrospectively reviewed the medical records of 9 patients who had undergone serial arterial embolization between December 1996 and May 2008. We analyzed the clinical outcomes and therapeutic responsiveness of arterial embolization on sacral and pelvic GCT. Results: Six of 9 cases showed progression of disease (PD) status, even if 5 cases showed PD status despite of additional treatments including surgery and radiation, implying that serial arterial embolization on sacral and pelvic GCT is not effective. Three of 9 cases showed stable disease (SD) or continuous disease free (CDF) status and we analyzed associated factors with these good responses for embolization by ${\chi}^2$ test. The number of feeding vessels under six (p=0.048) and the number of collateral arterial supply under three (p=0.048) in the first angiogram showed significant relationships with good response for embolization, while remaining tumor staining by contrast after the first embolization and repeated embolization times were not significant. Conclusion: Although serial arterial embolization is not an effective modality on sacral and pelvic giant cell tumors, it may be a pilot modality under narrow indication of tumors with poor vascularity at first angiogram.

Single Nucleotide Polymorphisms of Cytokine Genes are Associated with Fibrosis of the Intrahepatic Bile Duct Wall in Human Clonorchiasis

  • Chung, Byung-Suk;Lee, Jeong-Keun;Choi, Min-Ho;Park, Myoung-Hee;Choi, Dong-Il;Hong, Sung-Tae
    • Parasites, Hosts and Diseases
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    • v.47 no.2
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    • pp.145-151
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    • 2009
  • This study examined the association of cytokine gene polymorph isms with intrahepatic bile duct wall fibrosis in human clonorchiasis. A total of 240 residents in Heilongjiang, China underwent ultrasonography, blood sampling, and stool examination. Single nucleotide polymorphism (SNP) sites for $IFN-{\gamma}$ (+874 T/A), IL-10 (-1,082 G/A, -819 C/T, -592 C/A), $TNF-{\alpha}$ (-308 G/A), and $TGF-{\beta}1$ (codon 10 T/C, codon 25 G/C) genes were observed with the TaqMan allelic discrimination assay. No significant correlation was observed between individual cytokine gene polymorphisms and intrahepatic duct dilatation (IHDD). Among individuals with clonorchiasis of moderate intensity, the incidence of IHDD was high in those with $IFN-{\gamma}$ intermediate-producing genotype, +874AT (80.0%, P=0.177), and in those with $TNF-{\alpha}$ low-producing genotype, -308GG (63.0%, P=0.148). According to the combination of $IFN-{\gamma}$ and $TNF-{\alpha}$ genotypes, the risks for IHDD could be stratified into high (intermediate-producing $IFN-{\gamma}$ and low producing $TNF-{\alpha}$), moderate, and low (low-producing $IFN-{\gamma}$ and high producing $TNF-{\alpha}$) risk groups. The incidence of IHDD was significantly different among these groups (P=0.022): 88.9% (odds ratio, OR=24.0) in high, 56.5% (OR=3.9) in moderate, and 25.0% (OR=1) in low risk groups. SNP of $IFN-{\gamma}$ and $TNF-{\alpha}$ genes may contribute to the modulation of fibrosis in the intrahepatic bile duct wall in clonorchiasis patients.

Influence of the Dental Implant Abutment Screw Coating Materials on Joint Stability (임플란트 지대주나사 코팅이 결합안정성에 미치는 영향)

  • Lim, Hyun-Pil;Park, Young-Sun;Vang, Mong-Sook;Yang, Hong-So;Park, Sang-Won;Yoon, Suk-ja
    • Journal of Dental Rehabilitation and Applied Science
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    • v.25 no.2
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    • pp.157-169
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    • 2009
  • The aim of this study was to evaluate effect of implant abutment screw coating treatment on joint stability, investigating mechanical properties of these. For this study used $ExFeel^{(R)}$ external hexed implant system and $15mm{\times}1mm$ discs. Experimental group was $1{\mu}m$ TiN, TiCN, TiC coated abutment screws and discs. To know mechanical property, i evaluated adhesion strength, surface hardness, using disc, corrosion test using screw. The results were as follows : rotation angle of coated screws increased than that of non-coated screw because of lower friction coefficient, especially TiC coated screw group had the largest value, but removal torque decreased in all coated screws (p<0.05). Torque loss before and after fatigue test was the smallest in TiC-coated screws, and the largest in non-coated screws (p<0.05), and there was no statistically significant difference between dry condition and wet condition of screws because of higher surface hardness and lower friction coefficient. From the above results, TiN, TiCN, TiC coating group had high abrasion resistance, especially TiC coated group which had low torque-consuming, high rotation angle as low friction coefficient will be considered to influence on implant abutment screw joint stability positively.

A Comparative Study on the Head and Neck Radiation Therapy for Dynamic Conformal Arc Therapy and Volumetric Modulated Arc Therapy (두경부 방사선 치료 시 입체조형동적회전조사치료와 용적변조회전조사치료에 관한 연구)

  • Kim, Deok-Ki;Choi, CheonWoong;Choi, Jae-hyock;Won, Hui-su;Park, Cheol-soo
    • Journal of the Korean Magnetics Society
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    • v.25 no.6
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    • pp.208-218
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    • 2015
  • Recently, radiation therapy is used in the CT existing conventional two-dimensional radiation image, and set the size and location of the tumor in a manner that the image is going to change the treatment plan. After using the simulation using CT, radiation therapy it is four-dimensional or three-dimensional treatment made possible. and radiation therapy became the more effective ever before. High technology radiation therapy such as the treatment of SRS,IMRT, IGRT, SBRT, is a need to try contemplating the possibility to apply appropriate analysis and situation, so it has its own characteristics. and then it is believed that it is necessary to analyze and try it worries the proper applicability of the situation. The configuration of the various treatment that is applicable in many hospitals is necessary to try to determine how to practically apply the patients. Critical organs surrounding tumor give a small dose to avoid side effects and then the tumor has the therapeutic effect by providing a larger dose than before the radiation treatment.

Acute Respiratory Distress Syndrome Related with Blood Transfusion in a Dog with Chronic Kidney Disease (만성신장질환 개에서 수혈과 관련된 급성호흡곤란증후군)

  • Jung, Joohyun;Choi, Mincheol
    • Journal of Veterinary Clinics
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    • v.32 no.1
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    • pp.94-97
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    • 2015
  • An 11-year-old intact male Yorkshire terrier had intermittent vomiting, anorexia and depression for a month. Clinical laboratory works showed azotemia and anemia. Chronic kidney disease with developing anemia was diagnosed clinically. Clinical signs were resolved but anemia was deteriorated and blood transfusion was performed. On 10 hours after transfusion, the dog showed acute respiratory distress. Transfusion related acute respiratory distress syndrome (ARDS) was diagnosed based on acute clinical signs, risk factors of transfusion, bilateral alveolar infiltration on thoracic radiographs, and $PO_2:FiO_2$ ratio less than 200 on arterial blood analysis. The dog died within 2 hours after ARDS diagnosis.

Fast and Accurate Rigid Registration of 3D CT Images by Combining Feature and Intensity

  • June, Naw Chit Too;Cui, Xuenan;Li, Shengzhe;Kim, Hak-Il;Kwack, Kyu-Sung
    • Journal of Computing Science and Engineering
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    • v.6 no.1
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    • pp.1-11
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    • 2012
  • Computed tomography (CT) images are widely used for the analysis of the temporal evaluation or monitoring of the progression of a disease. The follow-up examinations of CT scan images of the same patient require a 3D registration technique. In this paper, an automatic and robust registration is proposed for the rigid registration of 3D CT images. The proposed method involves two steps. Firstly, the two CT volumes are aligned based on their principal axes, and then, the alignment from the previous step is refined by the optimization of the similarity score of the image's voxel. Normalized cross correlation (NCC) is used as a similarity metric and a downhill simplex method is employed to find out the optimal score. The performance of the algorithm is evaluated on phantom images and knee synthetic CT images. By the extraction of the initial transformation parameters with principal axis of the binary volumes, the searching space to find out the parameters is reduced in the optimization step. Thus, the overall registration time is algorithmically decreased without the deterioration of the accuracy. The preliminary experimental results of the study demonstrate that the proposed method can be applied to rigid registration problems of real patient images.

Physiochemical Properties of Binary Pluronic Systems for Reversal of Multi-drug Resistant (MDR) Cancers

  • Yun, Jung-Min;Park, Ga-Young;Kim, Ha-Hyung;Lee, Jae-Hwi;Lee, Eun-Seong;Youn, Yu-Seok;Lee, Beom-Jin;Oh, Young-Taik;Oh, Kyung-Taek
    • Journal of Pharmaceutical Investigation
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    • v.40 no.4
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    • pp.255-261
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    • 2010
  • Pluronic as pharmaceutical excipients are listed in the US and British Pharmacopoeia. In particular, Pluronics exist as different compositions and display abundant phases as self-assembling into polymeric micelles with various morphologies depending on the aqueous solvent quality, the composition of structure, and hydrophilic-lipophilic balance (HLB). Pluronics were also known as a P-gp modulator, which was exploited as a reversal molecule of multi-drug resistant (MDR) cancers. We selected a lamella forming Pluronic L92 which has high hydrophobicity and relatively long PEO block among L series of Pluronics. The dispersion of L92 showed great size particles and low stability. To increase the stability and to decrease the particle size, secondary Pluronics (F68, F88, F98, F127, P85, P105, and P123) with relatively long PEO chain were added into 0.1 wt% Pluronic L92 dispersion. The stability of binary systems was increased due to incorporated long PEO chain. Their particle sizes slightly decreased to over 200~400 nm and their solubilization capacity of binary systems didn't change except Pluronic L92/P123 mixtures. The L92/P123 systems showed ca. 100 nm sizes and lowest turbidity among the all systems. The solubilization capacity of 0.1 wt% L92/0.1 wt% P123 was slightly increased compared to 0.1 wt% L92 mono system and other binary systems. These nano-sized binary systems may have potential as alternative drug delivery systems with simple preparation method and overcome the drawbacks of mono systems such as low stability and loading capacity.

Colonic Leiomyoma in Two Dogs (두 마리의 개에서 결장 평활근종의 증례)

  • Jung, Joohyun;Chae, Woongjoo;Kwon, Dohyung;Choi, Mincheol
    • Journal of Veterinary Clinics
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    • v.31 no.5
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    • pp.430-434
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    • 2014
  • Two dogs were referred with the clinical signs of depression and constipation, respectively. One dog with depression had hypoglycemia on biochemistry. On survey abdominal radiographs, a soft tissue density round mass with calcified spots was identified cranial to the urinary bladder. On ultrasonographs, a solitary oval heterogeneous complex-echoic mass with well-defined margin was found. On surgery, the mass was pedunculated and originated from the colonic wall. The resected mass was confirmed as colonic leiomyoma. The other dog with constipation had normal CBC and biochemistry values. On survey abdominal radiographs, there was a soft tissue density round mass dorsal to the descending colon and rectum. The descending colon was displaced ventrally and narrowed by the mass. On ultrasonographs, a well-defined round heteroechoic mass compressed the colon. The mass was also pedunculated and originated from the colonic wall on surgery and confirmed as colonic leiomyoma. Two dogs recovered without any clinical signs after surgery and showed permanent resolution of the clinical signs, respectively.