• Title/Summary/Keyword: Dose modification

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Performance Comparison of Commercial and Customized CNN for Detection in Nodular Lung Cancer (결절성 폐암 검출을 위한 상용 및 맞춤형 CNN의 성능 비교)

  • Park, Sung-Wook;Kim, Seunghyun;Lim, Su-Chang;Kim, Do-Yeon
    • Journal of Korea Multimedia Society
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    • v.23 no.6
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    • pp.729-737
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    • 2020
  • Screening with low-dose spiral computed tomography (LDCT) has been shown to reduce lung cancer mortality by about 20% when compared to standard chest radiography. One of the problems arising from screening programs is that large amounts of CT image data must be interpreted by radiologists. To solve this problem, automated detection of pulmonary nodules is necessary; however, this is a challenging task because of the high number of false positive results. Here we demonstrate detection of pulmonary nodules using six off-the-shelf convolutional neural network (CNN) models after modification of the input/output layers and end-to-end training based on publicly databases for comparative evaluation. We used the well-known CNN models, LeNet-5, VGG-16, GoogLeNet Inception V3, ResNet-152, DensNet-201, and NASNet. Most of the CNN models provided superior results to those of obtained using customized CNN models. It is more desirable to modify the proven off-the-shelf network model than to customize the network model to detect the pulmonary nodules.

Dual Effects of Nitric Oxide on the Large Conductance Calcium-activated Potassium Channels of Rat Brain

  • Lee, Ji-Eun;Kwak, Ji-Yeon;Suh, Chang-Kook;Shin, Jung-Hoon
    • BMB Reports
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    • v.39 no.1
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    • pp.91-96
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    • 2006
  • Previously, we have shown that nitric oxide (NO) directly activates the Maxi-K channels. In the present study, we have investigated whether NO has prolonged effects on the Maxi-K channels reconstituted in lipid bilayer. Application of S-nitroso-N-acetyl-D, L-penicillamine (SNAP), a NO donor, induced an immediate increase of open probability (Po) of Maxi-K channel in a dose-dependent manner. When SNAP was removed from the cytosolic solution, the Po did not simply returned to, but irreversibly decreased to a level lower than that of the control Po. At 0.2 mM, (Z)-[N-(3-Ammoniopropyl)-N-(n-propyl)amino] diazen-1-ium-1,2-diolate (PAPA-NO), another NO donor, produced a similar increase of Po and decrease of Po upon washout. The increasing effects of SNAP on Po were not blocked by either 50 U/ml superoxide dismutase (SOD) or 2 mM N-ethylmaleimide (NEM) pre-treatments. However, NEM appears to be ineffective when applied after SNAP. These results suggest that NO can modulate Maxi-K channel via direct interaction and chemical modification, such as S-nitrosylation in the brain.

Research of Nitriding Process on Austenite Stainless Steel with Plasma Immersion Ion Beam (플라스마 이온증착 기술을 이용한 스테인리스강의 질화처리에 관한 연구)

  • Kim, Jae-Dol;Park, Il-Soo;Ok, Chul-Ho
    • Journal of Advanced Marine Engineering and Technology
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    • v.32 no.2
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    • pp.262-267
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    • 2008
  • Plasma immersion ion beam (PIIB) nitriding process is an environmentally benign and cost-effective process, and offers the potential of producing high dose of nitrogen ions in a way of simple, fast and economic technique for the high plasma flux treatment of large surface area with nitrogen ion source gas. In this report PIIB nitriding technique was used for nitriding on austenite stainless steel of AISI304 with plasma treatment at $250{\sim}500^{\circ}C$ for 4 hours, and with the working gas pressure of $2.67{\times}10^{-1}$ Pa in vacuum condition. This PIIB process might prove the advantage of the low energy high flux of ion bombardment and enhance the tribological or mechanical properties of austenite stainless steel by nitriding, Furthermore, PIIB showed a useful surface modification technique for the nitriding an irregularly shaped three dimensional workpiece of austenite stainless steel and for the improvement of surface properties of AISI 304, such as hardness and strength

Effects of Powdered Activated Carbon on Anaerobic Digestion (염기성 소화에 대한 활성탄의 영향)

  • 김승현
    • Magazine of the Korean Society of Agricultural Engineers
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    • v.32 no.3
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    • pp.102-115
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    • 1990
  • Importance of anaerobic digestion as an energy generating device has been increased as fuel shortage becomes serieous. Several modification methods on the conventional digesters including Powdered Activated Carbon (PAC) addition and two-phase digestion were studied to enhance the gas production. This study investigated the effects of PAC on anaerobic digestion of chicken manure in terms of gas production and sludge stabilization. As a first experiment, an optimum PAC dose for efficient gas production was determined in a batch test. In semi-continuous experiments, an optimum Sludge Retention Time (SRT) at that PAC concentration and an overall substate utilization rate coefficient were investigated. A portion of gas increased by PAC addition was estimated using a substrate utilization rate coefficient of microorganisms attached on PAC. This test was performed in batch experiments using acetic acid as a substrate. The digesters for all experiments were kept 35${\pm}$ 1˚C in a heated water bath. Mixing was performed manually once a day and the produced gas was collected for daily reading. The following conclusions were made for this study. 1. Cptimum PAC concentration was 5% total solids, where gas production rate was increased by 20 percents. 2. Optimum SRT was 7.5 days. 3. Substrate utilization rate coefficient of microorganisms attached on PAC was about twice as much as that of suspended ones.

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In Vitro Determination of Intracellular Phosphorylated Metabolites of Antiviral Pyrimidine Analogs (Zidovudine의 In Vitro 세포내 대사물의 측정을 통한 약효 검색법 개발)

  • Han, Kyu-Won;Kim, Kil-Soo
    • Journal of Pharmaceutical Investigation
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    • v.32 no.4
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    • pp.285-290
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    • 2002
  • In order to assay the efficacy of newly synthesized antiviral compounds, in vitro studies of their active intracellular phosphorylated metabolites were established as compared with Zidovudine (ZDV). Antiviral base analogs require intracellular phosphorylation prior to the inhibition of HIV replication. Therefore, antiviral drugs concentrations in plasma have not reflected any direct relationship with activity or toxicity. A method has been developed to measure the concentration of total phosphorylated metabolites inside peripheral blood mononuclear cells using modified commercial radioimmunoassay (RIA). ZDV 5'-monophosphate was synthesized and used as a procedural control for RIA modification. PBMCs were isolated from whole blood and incubated with ZDV for 20 h to allow metabolic phosphorylation. Viable cells were extracted overnight with 60% methanol. After evaporation, the extract was reconstituted in Tris buffer. Samples were split into two fractions, one of which was treated with alkaline phosphatase (AP) to liberate phosphate groups. Concentrations of phosphorylated metabolites were determined by subtracting thε concentration of non-AP-treated fraction from that of the treated fraction. Recovery of phosphorylated ZDV from cell extracts was approximately 90%, and reproducibility was acceptable (coefficients of variation <15% for concentrations${\geq}$0.25 ng/mL). Intracellular concentrations $(0.135{\sim}5.019\;nmole/10^6\;cells)$ followed a nonlinear dose-response relationship over the range $0.015{\sim}2.996mM$ extracellular ZDV, with concentration-dependant saturation.

A Method for Operational Safety Assessment of a Deep Geological Repository for Spent Fuels

  • Jeong, Jongtae;Cho, Dong-Keun
    • Journal of Nuclear Fuel Cycle and Waste Technology(JNFCWT)
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    • v.18 no.spc
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    • pp.63-74
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    • 2020
  • The operational safety assessment is an important part of a safety case for the deep geological repository of spent fuels. It consists of different stages such as the identification of initiating events, event tree analysis, fault tree analysis, and evaluation of exposure doses to the public and radiation workers. This study develops a probabilistic safety assessment method for the operational safety assessment and establishes an assessment framework. For the event and fault tree analyses, we propose the advanced information management system for probabilistic safety assessment (AIMS-PSA Manager). In addition, we propose the Radiological Safety Analysis Computer (RSAC) program to evaluate exposure doses to the public and radiation workers. Furthermore, we check the applicability of the assessment framework with respect to drop accidents of a spent fuel assembly arising out of crane failure, at the surface facility of the KRS+ (KAERI Reference disposal System for SNFs). The methods and tools established through this study can be used for the development of a safety case for the KRS+ system as well as for the design modification and the operational safety assessment of the KRS+ system.

Determination of the Kinetic Properties of Platy cod in D for the Inhibition of Pancreatic Lipase Using a 1, 2-Diglyceride- Based Colorimetric Assay

  • Zhao, Hai-Un;Kim, Yeong-Shik
    • Archives of Pharmacal Research
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    • v.27 no.9
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    • pp.968-972
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    • 2004
  • A 1, 2-diglyceride-based multi-step colorimetric assay to measure the pancreatic lipase activ-ity was applied for the determination of the kinetic profiles of the lipase inhibition with a slight modification and the validity verification. With this assay method, our study revealed that platy-codin D, one of major constituents of Platycodi Radix, inhibits the pancreatic lipase activity in a competitive type, with the value of $K_1$ being 0.18${\pm}$0.02 mM. In addition, PO has affected the val-ues of $K_{m}$, app/ and $K_{cat}$/$K_{m}$ in a dose-dependent manner. The results shed a meaningful light on how PO mediates lipid metabolism in the intestinal tracts. On the other hand, since the revised assay is sensitive, rapid, and does not affect the accuracy to the kinetic properties, it is applica-ble not only to evaluation of the kinetic properties of the pancreatic lipase, but also to high-throughput screening of pancreatic lipase activity.

Modification of Survival and Blood-forming Stem Cells in Cobalt-60 Gamma Irradiated Mice by Aloe vera (Aloe vera투여가 Cobalt-60 감마선 조사를 받은 마우스의 생존율과 조혈간세포에 미치는 영향)

  • Choi Min-cheol;Sung Jai-Ki
    • Journal of Veterinary Clinics
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    • v.7 no.2
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    • pp.451-469
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    • 1990
  • The present study was carried out to investigate whether the aloe had a radioprotective effect in mice exposed to cobalt-60 gamma radiation or not. The survival ratio of mice for 30 days, hematopoiesis of blood-forming stem cells by spleen colony assay, chromosomal aberration frequency of bone marrow cells and histopathological findings of bone marrow were investigated. The survival ratios of aloe administered groups with concentration of 250, 500, 1,000 and 1,500mg for 3 days before irradiation and control group in cobalt-60 gamma irradiated mice(700rads whole body irradiation, dose rate of 50rads/min.) were 77.4, 79.3, 80.6, 90.0 and 53.1%, respectively. The survival ratios of pre-irradiation aloe administered groups were superior to those of post-irradiation aloe groups and control group. In spleen colony assay, Aloe vera administration before irradiation enhanced the recoveries of numbers of blood-forming stem cells of bone marrow of irradiated mice. There were decreased chromosomal aberrations of bone marrow cells at the first day after irradiation in aloe administered groups compared to that of control group. Histopathological findings in the bone marrow of irradiated mice were hypocellularity due to the depletion of myelocytes, abundant of fat vacuoles and these changes were weakened in aloe administered groups compared to that of control group.

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Structure and Property Modification of Bimodal Molecular Weight Distribution Polyethylene by Electron Beam Irradiation

  • Lee, Sang-Man;Jeon, Hye-Jin;Choi, Sun-Woong;Song, Hyun-Hoon;Nho, Young-Chang;Cho, Kyu-Cheol
    • Macromolecular Research
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    • v.14 no.6
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    • pp.640-645
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    • 2006
  • Polyethylene of bimodal molecular weight distribution was irradiated with an electron beam. The thermal and mechanical properties were examined by DSC, small and wide angle X-ray scattering and static tensile test according to the crystal morphology of the irradiated samples. The crystal morphology change upon irradiation, as revealed by wide angle X-ray scattering, correlated well with the changes in melting enthalpy, whereas the lamellar thickness and the amorphous gap thickness remained virtually unchanged at irradiation doses up to 500 kGy. Crosslinks in the crystal domains became evident at an energy level of 250 kGy, resulting in reduced crystallinity and crystal size of the (110) and (200) planes. The samples became stiff and brittle with increased irradiation dose, which seem to be more relevant to the amount of cross links than the crystal morphology changes.

Lysosomal acid phosphatase mediates dedifferentiation in the regenerating salamander limb

  • Ju, Bong-Gun;Kim, Won-Sun
    • Animal cells and systems
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    • v.14 no.2
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    • pp.73-81
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    • 2010
  • In this study, monoclonal antibodies against lysosomal acid phosphatase (LAP) of a salamander, Hynobius leechii, were used to determine the spatial and temporal expression of the LAP in the regenerating limbs. The Western blot and immunohistochemical analysis in the limb regeneration revealed that LAP was highly expressed at the dedifferentiation stage, especially in the wound epidermis and dedifferentiating limb tissues such as muscle and cartilage. With RA treatment, the LAP expression became upregulated in terms of both level and duration in the wound epidermis, blastemal cell and dedifferentiating limb tissues. In addition, in situ activity staining of LAP showed a similar result to that of immunohistochemistry. Thus, the activity profile of LAP activity coincides well with the expression profile of LAP during the dedifferentiation period. Furthermore, to examine the effects of lysosomal enzymes including LAP on salamander limb regeneration, lysosome extract was microinjected into limb regenerates. Interestingly, when the lysosome extract was microinjected into limb regenerates with a low dose of RA($50\;{\mu}g/g$ body wt.), skeletal pattern duplication occurred frequently in the proximodistal and transverse axes. Therefore, lysosomal enzymes might cause the regenerative environment and RA plays dual roles in the modification of positional value as well as evocation of extensive dedifferentiation for pattern duplication. In conclusion, these results support the hypothesis that dedifferentiation is a crucial event in the process of limb regeneration and RA-evoked pattern duplication, and lysosomal enzymes may play important role(s) in this process.