• Title/Summary/Keyword: LRP4

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A Personal Credit Rating Using Convolutional Neural Networks with Transformation of Credit Data to Imaged Data and eXplainable Artificial Intelligence(XAI) (신용 데이터의 이미지 변환을 활용한 합성곱 신경망과 설명 가능한 인공지능(XAI)을 이용한 개인신용평가)

  • Won, Jong Gwan;Hong, Tae Ho;Bae, Kyoung Il
    • The Journal of Information Systems
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    • v.30 no.4
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    • pp.203-226
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    • 2021
  • Purpose The purpose of this study is to enhance the accuracy score of personal credit scoring using the convolutional neural networks and secure the transparency of the deep learning model using eXplainalbe Artifical Inteligence(XAI) technique. Design/methodology/approach This study built a classification model by using the convolutional neural networks(CNN) and applied a methodology that is transformation of numerical data to imaged data to apply CNN on personal credit data. Then layer-wise relevance propagation(LRP) was applied to model we constructed to find what variables are more influenced to the output value. Findings According to the empirical analysis result, this study confirmed that accuracy score by model using CNN is highest among other models using logistic regression, neural networks, and support vector machines. In addition, With the LRP that is one of the technique of XAI, variables that have a great influence on calculating the output value for each observation could be found.

The Effects of Spinal Decompression Combined with Therapeutic Modalities for Patients with Lumbar Radiculopathy (치료적 모달리티를 병용한 척추 감압치료가 요추 신경뿌리병증 환자에게 미치는 효과)

  • Ma, Sang-Yeol;Kwon, Won-An;Lee, Jae-Hong;Min, Dong-Gi
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.14 no.1
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    • pp.336-343
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    • 2013
  • The purpose of the present study was to determine the effect of 4 weeks course of motorized spinal decompression delivered via SpineMT(mobilization & traction) combined with therapeutic modalities on the treatment of patients with lumbar radiculopathy(LRP). A total of 15 patients with LRP (mean age, 36.63 years; age range 20-50years) participated in this study. 4 weeks course of spinal decompression delivered via SpineMT combined with therapeutic modalities was delivered to the patients for 6 days per week for the first two weeks, and four times per week for two additional weeks. The entire treatment consisted of 20 visits over 4 week period. Comparisons of changes in the muscle strengthening (MS), straight leg raise (SLR), and Oswestry disability index (ODI) at pre-intervention, after 10 treatment sessions, and at discharge (after 20 treatment sessions) were analyzed. There were significant improvements in the outcome measures of MS test, SLR test, and ODI score after 10 and 20 sessions of spinal decompression treatment combined with therapeutic modalities as compared with the pre-intervention(p<0.05). Spinal decompression treatment combined with therapeutic modalities appears to be a safe and efficacious, noninvasive treatment modality for patients with LRP.

Fructus Corni Officinalis water extract Ameliorates Memory Impairment and Beta amyloid (Aβ) clearance by LRP-1 Expression in the Hippocampus of a Rat model of Alzheimer’s Disease

  • Lee, Ju Won
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.30 no.5
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    • pp.347-354
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    • 2016
  • This study evaluated the effects of Fructus Corni Officinalis water extract (FCE) on congnitive impairment and Aβ clearance induced by beta amyloid Aβ (1-42) injection in the hippocampus of rat. Aβ (1-42) was injected into the hippocampus using a Hamilton syringe and micropump (5 ㎍/5 ㎕, 1 ㎕/min, each hippocampus bilaterally). FCE was administered orally once a day (100, 250, 500 mg/kg) for 4 weeks after the Aβ (1-42) injection. The acquisition of learning and retention of memory were tested using the Morris water maze. Aβ accumulation and Aβ clearance in the hippocampus were observed using immunostaining. Aβ (1-42) level in plasma was confirmed using enzyme-linked immunosorbent assay (ELISA). FCE significantly shortened the escape latencies during acquisition training trials. FCE significantly increased the number of target heading to the platform site and significantly shortened the time for the 1sttargetheadingduringtheretentiontesttrial.FCEsignificantlyattenuatedtheAβ accumulation in the hippocampus produced by Aβ (1-42) injection. FCE significantly increased LRP-1 expression around vessels in the hippocampus and Aβ (1-42) levels in plasma. The results suggest that FCE improved cognitive impairment by ameliorate Aβ clearance and Aβ accumulation in the hippocampus. FCE may be a beneficial herbal formulation in treating cognitive impairment including Alzheimer's disease.

Fibrinogen mRNA Expression Up-Regulated in Follicular Cyst of Korean Cattle (한우 난포낭종에서 증가되는 섬유소원 유전자 발현)

  • Tak, Hyun-Min;Han, Jae-Hee;Kang, Da-Won
    • Journal of Embryo Transfer
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    • v.25 no.1
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    • pp.29-34
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    • 2010
  • Follicular cystic ovary (FCO) is one of the major causes of reproductive failure in cattle. Genetic alterations affect the function of diverse cells and/or tissues, which could be present in cystic ovaries. A microarray analysis was performed to screen differential gene expressions in follicular cystic follicles of cattle. In this study, we hypothesized that follicular cysts may be induced by changes in ion- and transporter-related gene expression. Microarray data showed that fibrinogen-gamma (FGG) and low density lipoprotein receptor-related protein 8 (LRP8) were up-regulated, while choline transporter-like protein 4 (SLC44A4), very long-chain acyl-CoA synthetase homolog 2 (SLC27A5), annexin 8 (ANXA8), and aquaporin 4 were down-regulated in follicular cystic follicles. A semi-quantitative RT-PCR was carried out to validate DEGs altered in follicular cystic follicles. Of six DEGs, three DEGs (FGG, SLC44A4, and aquaporin 4) showed a positive correlation between microarray and semi-quantitative PCR data. We focused on FGG, among three DEGs, which was highly up-regulated in follicular cystic follicles. The FGG mRNA was upregulated by 8.4-fold and by 1.7-fold in the bovine follicular cystic follicles as judged by microarray and RT-PCR analysis, respectively. However, there was no significant changes in the expression level of FGG protein in both follicular cystic follicles and granulosa cells isolated from follicular cystic follicles by Western blot analysis. Although this study does not reveal a positive correlation between the mRNA and protein level, FGG appears to be an important biomarker in the discrimination of follicular cyst from normal ovary.

Study of the GNU/Linux System Optimization for Embedded Operationg System (내장형 시스템의 운영체제로서의 GNU/Linux시스템 구성 및 최적화에 관한 연구)

  • 김용운;박정수;김용진;박기식;박치항
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.4 no.4
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    • pp.727-738
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    • 2000
  • 내장형 시스템(Embedded System)은 운영체제와 함께 사용자가 원하는 목적과 기능의 응용프로그램을 내장하여 원하는 작업을 할 수 있도록 해주며, 각종 전자기기들이 디지털화 되면서 각종 기능들을 제어하기위한 운영체제로서 내장형 운영체제가 주목을 반기 시작하였다. 데스크탑 시스템과 내장형 시스템의 하드웨어 특성과 요구사항은 서로 다르기 때문에 데스크탑 기반의 Unix 운영체제로 널리 쓰이고 있는 GNU/Linux를 내장형 시스템의 운영체제로 사용하기 위해서는 여러 가지 운영체제 구성 요소들에 대한 최적화가 뒤따라야 한다. GNU/Linux의 최적화를 위해 고려해 볼 수 있는 다섯 가지 방법을 설명하고, 실례로서 LRP와 ZDISK에서 만든 결과를 분석해 보기로 한다.

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Suppression of Monosodium Urate-induced NLRP3 Inflammasome Activation by Garlic-derived Sulfur-containing Phytochemicals is Associated with Blocking ROS Generation in RAW 264.7 Macrophages (RAW 264.7 대식세포에서 마늘 유래 황 함유 화합물에 의한 요산 유도 inflammasome 활성화의 억제는 ROS 생성 차단과 연관성이 있음)

  • Min Yeong Kim;Yung Hyun Choi
    • Journal of Life Science
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    • v.33 no.4
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    • pp.349-356
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    • 2023
  • Gout, a chronic inflammatory arthritic disease, is characterized by hyperuricemia. Gout can be induced by an inflammatory response to monosodium urate (MSU) crystals mediated by pro-inflammatory cytokine release following activation of the NOD-like receptor protein 3 (NLRP3) inflammasome. Many sulfur-containing phytochemical compounds in garlic (Allium sativum L.) are considered active ingredients because of their potential pharmacological benefits for various diseases, but their efficacy in NLRP3 inflammasome activation-mediated gout has not been demonstrated. In this study, we investigated whether diallyl disulfide (DADS) and diallyl trisulfide (DATS), representative garlic-derived sulfur compounds, have an inhibitory effect on MSU-induced NLRP3 inflammasome activation. Our results showed that under non-cytotoxic conditions, DADS and DATS significantly blocked nitric oxide production and interleukin (IL)-1β release in response to MSU in lipopolysaccharide (LPS)-primed RAW 264.7 macrophages. DADS and DATS also attenuated enhanced expression of NLRP3 and its adapter protein, apoptosis-associated speck-like protein, which was associated with downregulation of and caspase-1 p20 and IL-1β expression, suggesting that MSU-induced LRP3 inflammasome activation was counteracted by DADS and DATS. Furthermore, DADS and DATS blocked oxidative stress, an upstream event for NLRP3 inflammasome activation, as evidenced by the fact that they scavenged reactive oxygen species (ROS) production. Taken together, our findings demonstrate that DADS and DATS suppressed NLRP3 inflammasome activation by inhibiting the ROS/NLRP3 pathway and that they have potential as treatments for NLRP3-dependent gouty arthritis.

Dynamic Gene Expression Profiling of Escherichia coli in Carbon Source Transition from Glucose to Acetate

  • Oh Min-Kyu;Cha Mee-Jeong;Lee Sun-Gu;Rohlin Lars;Liao James C.
    • Journal of Microbiology and Biotechnology
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    • v.16 no.4
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    • pp.543-549
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    • 2006
  • DNA microarray was used to study the transcription profiling of Escherichia coli adapting to acetate as a sole carbon source. Bacteria grown in glucose minimal media were used as a reference. The dynamic expression levels of 3,497 genes were monitored at seven time points during this adaptation. Among the central metabolic genes, the glycolytic and glucose phosphotransferase genes were repressed as the bacteria entered stationary phase, whereas the glyoxylate pathway, TCA cycle, and gluconeogenic genes were induced. Distinct induction or repression patterns were recognized among different pathway genes. For example, the repression of glycolytic genes and the induction of gluconeogenic ones started immediately after glucose was depleted. On the other hand, the regulation of the pentose phosphate pathway genes and glyoxylate genes gradually responded to the glucose depletion or was more related to growth in acetate. When the whole genome was considered, many of the CRP, FadR, and Cra regulons were immediately responsive to the glucose depletion, whereas the $\sigma^s$, Lrp, and IHF regulons were gradually responsive to the glucose depletion. The expression profiling also provided differential regulations between isoenzymes; for example, malic enzymes A (sfcA) and B (maeB). The expression profiles of three genes were confirmed with RT-PCR.

Korean pine nut oil replacement decreases intestinal lipid uptake while improves hepatic lipid metabolism in mice

  • Zhu, Shuang;Park, Soyoung;Lim, Yeseo;Shin, Sunhye;Han, Sung Nim
    • Nutrition Research and Practice
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    • v.10 no.5
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    • pp.477-486
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    • 2016
  • BACKGROUND/OBJECTIVES: Consumption of pine nut oil (PNO) was shown to reduce weight gain and attenuate hepatic steatosis in mice fed a high-fat diet (HFD). The aim of this study was to examine the effects of PNO on both intestinal and hepatic lipid metabolism in mice fed control or HFD. MATERIALS/METHODS: Five-week-old C57BL/6 mice were fed control diets containing 10% energy fat from either Soybean Oil (SBO) or PNO, or HFD containing 15% energy fat from lard and 30% energy fat from SBO or PNO for 12 weeks. Expression of genes related to intestinal fatty acid (FA) uptake and channeling (Cd36, Fatp4, Acsl5, Acbp), intestinal chylomicron synthesis (Mtp, ApoB48, ApoA4), hepatic lipid uptake and channeling (Lrp1, Fatp5, Acsl1, Acbp), hepatic triacylglycerol (TAG) lipolysis and FA oxidation (Atgl, Cpt1a, Acadl, Ehhadh, Acaa1), as well as very low-density lipoprotein (VLDL) assembly (ApoB100) were determined by real-time PCR. RESULTS: In intestine, significantly lower Cd36 mRNA expression (P<0.05) and a tendency of lower ApoA4 mRNA levels (P = 0.07) was observed in PNO-fed mice, indicating that PNO consumption may decrease intestinal FA uptake and chylomicron assembly. PNO consumption tended to result in higher hepatic mRNA levels of Atgl (P = 0.08) and Cpt1a (P = 0.05). Significantly higher hepatic mRNA levels of Acadl and ApoB100 were detected in mice fed PNO diet (P<0.05). These results suggest that PNO could increase hepatic TAG metabolism; mitochondrial fatty acid oxidation and VLDL assembly. CONCLUSIONS: PNO replacement in the diet might function in prevention of excessive lipid uptake by intestine and improve hepatic lipid metabolism in both control diet and HFD fed mice.

Restoration of the adipogenic gene expression by naringenin and naringin in 3T3-L1 adipocytes

  • Dayarathne, Lakshi A.;Ranaweera, Sachithra S.;Natraj, Premkumar;Rajan, Priyanka;Lee, Young Jae;Han, Chang-Hoon
    • Journal of Veterinary Science
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    • v.22 no.4
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    • pp.55.1-55.17
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    • 2021
  • Background: Naringenin and its glycoside naringin are well known citrus flavonoids with several therapeutic benefits. Although the anti-adipogenic effects of naringenin and naringin have been reported previously, the detailed mechanism underlying their anti-adipogenesis effects is poorly understood. Objectives: This study examined the anti-adipogenic effects of naringenin and naringin by determining differential gene expression patterns in these flavonoids-treated 3T3-L1 adipocytes. Methods: Lipid accumulation and triglyceride (TG) content were determined by Oil red O staining and TG assay. Glucose uptake was measured using a 2-[N-(7-Nitrobenz-2-oxa-1,3-diazol-4-yl)amino]-2-deoxy-d-glucose fluorescent d-glucose analog. The phosphorylation levels of AMP-activated protein kinase (AMPK) and acetyl Co-A carboxylase (ACC) were observed via Western blot analysis. Differential gene expressions in 3T3-L1 adipocytes were evaluated via RNA sequencing analysis. Results: Naringenin and naringin inhibited both lipid accumulation and TG content, increased phosphorylation levels of both AMPK and ACC and decreased the expression level of 3-hydroxy-3-methylglutaryl CoA reductase (HMGCR) in 3T3-L1 adipocytes. RNA sequencing analysis revealed that 32 up-regulated (> 2-fold) and 17 down-regulated (< 0.6-fold) genes related to lipid metabolism, including Acaca, Fasn, Scd1, Mogat1, Dgat, Lipin1, Cpt1a, and Lepr, were normalized to the control level in naringenin-treated adipocytes. In addition, 25 up-regulated (> 2-fold) and 25 down-regulated (< 0.6-fold) genes related to lipid metabolism, including Acaca, Fasn, Fabp5, Scd1, Srebf1, Hmgcs1, Cpt1c, Lepr, and Lrp1, were normalized to the control level by naringin. Conclusions: The results indicate that naringenin and naringin have anti-adipogenic potentials that are achieved by normalizing the expression levels of lipid metabolism-related genes that were perturbed in differentiated 3T3-L1 cells.

A Study on Development and Application of New Borehole Roughness and Verticality Measurement System (BKS-LRFS) for Drilled Shafts (현장타설말뚝의 굴착공 벽면거칠기 및 연직도 측정 시스템(BKS-LRPS)의 개발 및 적용성에 관한 연구)

  • Park, Bong-Geun;Nam, Moon-S.;Choi, Yong-Kyu
    • Journal of the Korean Geotechnical Society
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    • v.25 no.4
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    • pp.55-68
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    • 2009
  • A new borehole roughness and verticality measurement system (BKS-LRPS) for rock socketed drilled shafts were developed and verified its field application. The stability of BKS-LRPS was verified for several field conditions, which included the effect of measuring unit shaking, the application of water/air calibration factors, and the resistance of high water pressure inside piles. Also, effective measurement distances for various conditions of turbidity were defined in the field by measuring borehole roughness and vertical alignment for 6 drilled shafts. Vertical alignments for all drilled shafts could be measured by BKS-LRPS. However, borehole roughness was not able to be measured due to high turbidity caused by RCD drilling processing. Based on the BKS-LRPS field verification, BKS-LRPS is the first borehole roughness and verticality measurement system applying both in the water and air.