• 제목/요약/키워드: agent model

검색결과 1,665건 처리시간 0.03초

SDN에서 심층강화학습 기반 라우팅 알고리즘 (A Routing Algorithm based on Deep Reinforcement Learning in SDN)

  • 이성근
    • 한국전자통신학회논문지
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    • 제16권6호
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    • pp.1153-1160
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    • 2021
  • 본 논문은 소프트웨어 정의 네트워크에서 심층강화학습을 활용하여 최적의 경로를 결정하는 라우팅 알고리즘을 제안한다. 학습을 위한 심층강화학습 모델은 DQN 을 기반으로 하고, 입력은 현재 네트워크 상태, 발신지, 목적지 노드이고, 출력은 발신지에서 목적지까지의 경로 리스트를 반환한다. 라우팅 작업을 이산 제어 문제로 정의하며, 라우팅을 위한 서비스 품질 파라미터는 지연, 대역폭, 손실률을 고려하였다. 라우팅 에이전트는 사용자의 서비스 품질 프로파일에 따라 적절한 서비스 등급으로 분류하고, SDN에서 수집된 현재 네트워크 상태로부터 각 링크 별로 제공할 수 있는 서비스 등급을 변환한다. 이러한 변환된 정보를 토대로 발신지에서부터 목적지까지 요구되는 서비스 등급을 만족시키는 경로를 선택하도록 학습을 한다. 시뮬레이션 결과는 제안한 알고리즘이 일정한 에피소드를 진행하게 되면 올바른 경로를 선택하게 되고, 학습이 성공적으로 수행됨을 나타냈다.

Effects of aloe-emodin on alveolar bone in Porphyromonas gingivalis-induced periodontitis rat model: a pilot study

  • Yang, Ming;Shrestha, Saroj K;Soh, Yunjo;Heo, Seok-Mo
    • Journal of Periodontal and Implant Science
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    • 제52권5호
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    • pp.383-393
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    • 2022
  • Purpose: Aloe-emodin (AE), a natural anthraquinone abundant in aloe plants and rhubarb (Rheum rhabarbarum), has long been used to treat chronic inflammatory diseases. However, AE's underlying mechanisms in periodontal inflammation have not been fully elucidated. Acidic mammalian chitinase (AMCase) is a potential biomarker involved in bone remodeling. This study aimed to evaluate AE's effect on periodontitis in rats and investigate AMCase expression. Methods: Eighteen Sprague-Dawley rats were separated into the following groups: healthy (group 1), disease (group 2), vehicle (group 3), AE high-dose (group 4), and AE low-dose (group 5). Porphyromonas gingivalis ligatures were placed in rats (groups 2-5) for 7 days. Groups 4 and 5 were then treated with AE for an additional 14 days. Saliva was collected from all groups, and probing pocket depth was measured in succession. Periodontal pocket tissues were subjected to histomorphometric analysis after the rats were sacrificed. Bone marrow-derived macrophages and murine macrophages were stimulated with receptor activator of nuclear factor-κB ligand (RANKL) and treated with different concentrations of AE. AMCase expression was detected from the analysis of saliva, periodontal pocket tissues, and differentiated osteoclasts. Results: Among rats with P. gingivalis-induced periodontitis, the alveolar bone resorption levels and periodontal pocket depth were significantly reduced after treatment with AE. AMCase protein expression was significantly higher in the disease group than in the healthy control (P<0.05). However, AE inhibited periodontal inflammation by downregulating AMCase expression in saliva and periodontal pocket tissue. AE significantly reduced RANKL-stimulated osteoclastogenesis by modulating AMCase (P<0.05). Conclusions: AE decreases alveolar bone loss and periodontal inflammation, suggesting that this natural anthraquinone has potential value as a novel therapeutic agent against periodontal disease.

SP-8356, a (1S)-(-)-Verbenone Derivative, Inhibits the Growth and Motility of Liver Cancer Cells by Regulating NF-κB and ERK Signaling

  • Kim, Dong Hwi;Yong, Hyo Jeong;Mander, Sunam;Nguyen, Huong Thi;Nguyen, Lan Phuong;Park, Hee-Kyung;Cha, Hyo Kyeong;Kim, Won-Ki;Hwang, Jong-Ik
    • Biomolecules & Therapeutics
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    • 제29권3호
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    • pp.331-341
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    • 2021
  • Liver cancer is a common tumor and currently the second leading cause of cancer-related mortality globally. Liver cancer is highly related to inflammation as more than 90% of liver cancer arises in the context of hepatic inflammation, such as hepatitis B virus and hepatitis C virus infection. Despite significant improvements in the therapeutic modalities for liver cancer, patient prognosis is not satisfactory due to the limited efficacy of current drug therapies in anti-metastatic activity. Therefore, developing new effective anti-cancer agents with anti-metastatic activity is important for the treatment of liver cancer. In this study, SP-8356, a verbenone derivative with anti-inflammatory activity, was investigated for its effect on the growth and migration of liver cancer cells. Our findings demonstrated that SP-8356 inhibits the proliferation of liver cancer cells by inducing apoptosis and suppressing the mobility and invasion ability of liver cancer cells. Functional studies revealed that SP-8356 inhibits the mitogen-activated protein kinase and nuclear factor-kappa B signaling pathways, which are related to cell proliferation and metastasis, resulting in the downregulation of metastasis-related genes. Moreover, using an orthotopic liver cancer model, tumor growth was significantly decreased following treatment with SP-8356. Thus, this study suggests that SP-8356 may be a potential agent for the treatment of liver cancer with multimodal regulation.

코딩 교육을 위한 챗봇 모델 구현 (Implementation of Chatbot Models for Coding Education)

  • 안채은;전현인;한희일
    • 한국인터넷방송통신학회논문지
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    • 제23권1호
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    • pp.29-35
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    • 2023
  • 본 논문에서는 챗봇 시스템을 활용하여 코딩 교육용 챗봇 학습 모델인 SW-EDU 봇을 제안한다. 대표적인 챗봇 빌더인 Dialogflow와 Kakao i Open Builer 기반으로 동일한 시나리오 기반 모델을 제작한 다음, 목적에 더 적합한 빌더를 선정하여 SW-EDU 봇을 설계하고 구현한다. 구현된 챗봇 시스템은 학습 유형 선택, 개념 학습, 난이도 별 문제풀이 등을 제공하여 사용자의 자기 주도성을 고취하면서 효과적인 학습 방법 습득을 목표로 한다. 챗봇 빌더의 사용성을 비교하기 위하여 5개 지표를 선정하고, 이에 근거하여 비교 우위의 빌더를 선택한 다음 이를 기반으로 SW-EDU 봇을 구현한다. 사용성 평가를 통하여 SW-EDU 봇의 학습 지원 도구로서의 타당성을 분석하고 새로운 SW 교육 학습 매체로의 활용 가능성을 확인한다.

Effect of Methanol Extract from Cassia mimosoides var. nomame on Ischemia/Reperfusion-induced Renal Injury in Rats

  • Baek, Hae Sook;Lim, Sun Ha;Ahn, Ki Sung;Lee, Jong Won
    • 대한본초학회지
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    • 제28권6호
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    • pp.135-143
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    • 2013
  • Objectives : The purpose of this study was to determine whether the methanol extract of Cassia mimosoides var. nomame Makino, a naturally growing plant in Korea, could prevent the renal-ischemia/reperfusion injury in a rat model or not. Methods : The radical scavenging activities of the extracts, and ascorbic acid as a positive control, were measured in vitro. At one hour after an intraperitoneal injection of the extract (400 mg/kg), renal ischemia/reperfusion injury was generated by 40 min clamping of the left renal artery in rats. After renal ischemia/reperfusion and 24 hr restoration of blood circulation, the serum creatinine concentration was measured. And the extent of epithelial cell injury and apoptosis was assessed by various staining technologies. The Bax/Bcl-2 ratio and activated caspase-3 were assessed by immunohistochemistry. Results : The extract showed a slightly lower level of radical scavenging activity than that of ascorbic acid. Compared to those of the vehicle-treated group, the extract-treated group displayed a significantly smaller tubular epithelial cell injury of 54% reduction in the outer medulla region and a lower serum creatinine concentration of 50% reduction. It seems that the reduction in cellular injury is due to the attenuation of the Bax/Bcl-2 ratio, and the inhibition of caspase-3 activation by the extract of Cassia mimosoides. Conclusions : Cassia mimosoides var. nomame Makino could be a good candidate for a prophylactic agent against the ischemia/reperfusion/induced kidney injury.

아밀로이드 베타로 유발한 알츠하이머병 모델에서 신선초의 기억력 개선 효과 (Angelica keiskei Improved Beta-amyloid-induced Memory Deficiency of Alzheimer's Disease)

  • 이지혜;김혜정;김동현;신범영;정지욱
    • 대한본초학회지
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    • 제34권3호
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    • pp.1-7
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    • 2019
  • Objectives : Amyloid ${\beta}(A{\beta})$ could induce cognitive deficits through oxidative stress, inflammation, and neuron death in Alzheimer's disease (AD). This study was investigated the effect of Angelica keiskei KOIDZUMI (AK) on memory in $A{\beta}$-induced an AD model. Methods : AK was extracted uses 70% ethanol solvent. Total polyphenol and flavonoids content were obtained by the Folin-Ciocalteu and the Ethylene glycol colorimetric methods, respectively. The antioxidant activities were assessed through free radical scavenging assays using 2,2-diphenyl-1-picrylhydrazyl (DPPH) and 2,2'-azino-bis (3-ethylbenzothiazolin-6-sulfonic acid) (ABTS) methods. Intracerebroventrical (i.c.v) injection of $A{\beta}$ 1-42 was used to induce AD in male ICR mice, followed by administrations of 5, 10 or 20 mg/kg AK on a daily. Animals were subjected to short and long term memory behavior in Y-maze and passive avoidance test. Results : The total polyphenol and flavonoids contents of the AK extract were $88.73{\pm}6.36mg$ gallic acid equivalent/g, $84.21{\pm}5.04mg$ rutin equivalent/g, respectively. The assays of DPPH and ABTS revealed that AK extract in treated concentrations (31.25, 62.5, 125, 250, 500, $1000{\mu}g/m{\ell}$) increased antioxidant activity in a dose-dependent manner. Oral administration of AK extract significantly reversed the $A{\beta}$ 1-42-induced decreasing of the spontaneous alternation in the Y-maze test and $A{\beta}$ 1-42-induced shorting of the step-through latency in the passive avoidance test. Conclusions : The findings suggest that AK indicated the antioxidant protective effects against $A{\beta}$-induced memory deficits, and therefore a potential lead natural therapeutic drug or agent for AD.

Characterization of KRC-108 as a TrkA Kinase Inhibitor with Anti-Tumor Effects

  • Lee, Hyo Jeong;Moon, Yeongyu;Choi, Jungil;Heo, Jeong Doo;Kim, Sekwang;Nallapaneni, Hari Krishna;Chin, Young-Won;Lee, Jongkook;Han, Sun-Young
    • Biomolecules & Therapeutics
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    • 제30권4호
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    • pp.360-367
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    • 2022
  • Tropomyosin receptor kinase A (TrkA) protein is a receptor tyrosine kinase encoded by the NTRK1 gene. TrkA signaling mediates the proliferation, differentiation, and survival of neurons and other cells following stimulation by its ligand, the nerve growth factor. Chromosomal rearrangements of the NTRK1 gene result in the generation of TrkA fusion protein, which is known to cause deregulation of TrkA signaling. Targeting TrkA activity represents a promising strategy for the treatment of cancers that harbor the TrkA fusion protein. In this study, we evaluated the TrkA-inhibitory activity of the benzoxazole compound KRC-108. KRC-108 inhibited TrkA activity in an in vitro kinase assay, and suppressed the growth of KM12C colon cancer cells harboring an NTRK1 gene fusion. KRC-108 treatment induced cell cycle arrest, apoptotic cell death, and autophagy. KRC-108 suppressed the phosphorylation of downstream signaling molecules of TrkA, including Akt, phospholipase Cγ, and ERK1/2. Furthermore, KRC-108 exhibited antitumor activity in vivo in a KM12C cell xenograft model. These results indicate that KRC-108 may be a promising therapeutic agent for Trk fusion-positive cancers.

Antioxidant effects of Cirsium japonicum var. maackii on oxidative stress in C6 glial cells and mice

  • Min Jeong Kim;Byeong Wook Noh;Qi Qi Pang;Sanghyun Lee;Ji-Hyun Kim;Eun Ju Cho
    • 농업과학연구
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    • 제49권1호
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    • pp.137-149
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    • 2022
  • We investigated the effects of Cirsium japonicum var. maackii (CJM) against oxidative stress-induced C6 glial cells and cognitive impairment in mice. To evaluate the anti-oxidative effect of the extract and fractions from CJM, 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT), reactive oxygen species (ROS), and nitric oxide (NO) assays were conducted in H2O2-treated C6 glial cells. Furthermore, we identified the protective mechanisms of CJM with a scopolamine-treated mice model. The results revealed that H2O2 decreased the cell viability in C6 glial cells, indicating that H2O2 induced oxidative stress in glial cells. However, CJM fractions significantly increased cell viability in H2O2-treated C6 glial cells, which suggested that CJM protected against oxidative stress. CJM extract and fractions also reduced ROS and NO production, which were increased by H2O2 in C6 glial cells. In particular, the EtOAc fraction from CJM (EACJM) effectively protected against oxidative stress by increasing the cell viability and decreasing ROS and NO. Therefore, we carried out further in vivo experiments with EACJM. Scopolamine caused increases of ROS, thiobarbituric acid reactive substances (TBARS), and NO production. However, EACJM effectively alleviated ROS, TBARS, and NO levels compared to scopolamine-injected mice. In addition, EACJM up-regulated protein expressions of superoxide dismutase and glutathione peroxidase, indicating that EACJM enhanced the antioxidative system. Our results demonstrated that CJM had protective effects against oxidative stress in glial cells and memory dysfunction in mice. Based on these results, we propose that CJM could be a potential AD preventive and therapeutic agent.

Picropodophyllotoxin Inhibits Cell Growth and Induces Apoptosis in Gefitinib-Resistant Non-Small Lung Cancer Cells by Dual-Targeting EGFR and MET

  • Jin-Young, Lee;Bok Yun, Kang;Sang-Jin, Jung;Ah-Won, Kwak;Seung-On, Lee;Jin Woo, Park;Sang Hoon, Joo;Goo, Yoon;Mee-Hyun, Lee;Jung-Hyun, Shim
    • Biomolecules & Therapeutics
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    • 제31권2호
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    • pp.200-209
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    • 2023
  • Patients with non-small-cell lung cancer (NSCLC) with epidermal growth factor receptor (EGFR) amplification or sensitive mutations initially respond to the tyrosine kinase inhibitor gefitinib, however, the treatment becomes less effective over time by resistance mechanism including mesenchymal-epithelial transition (MET) overexpression. A therapeutic strategy targeting MET and EGFR may be a means to overcoming resistance to gefitinib. In the present study, we found that picropodophyllotoxin (PPT), derived from the roots of Podophyllum hexandrum, inhibited both EGFR and MET in NSCLC cells. The antitumor efficacy of PPT in gefitinib-resistant NSCLC cells (HCC827GR), was confirmed by suppression of cell proliferation and anchorage-independent colony growth. In the targeting of EGFR and MET, PPT bound with EGFR and MET, ex vivo, and blocked both kinases activity. The binding sites between PPT and EGFR or MET in the computational docking model were predicted at Gly772/Met769 and Arg1086/Tyr1230 of each ATP-binding pocket, respectively. PPT treatment of HCC827GR cells increased the number of annexin V-positive and subG1 cells. PPT also caused G2/M cell-cycle arrest together with related protein regulation. The inhibition of EGFR and MET by PPT treatment led to decreases in the phosphorylation of the downstream-proteins, AKT and ERK. In addition, PPT induced reactive oxygen species (ROS) production and GRP78, CHOP, DR5, and DR4 expression, mitochondrial dysfunction, and regulated involving signal-proteins. Taken together, PPT alleviated gefitinib-resistant NSCLC cell growth and induced apoptosis by reducing EGFR and MET activity. Therefore, our results suggest that PPT can be a promising therapeutic agent for gefitinib-resistant NSCLC.

ROS Scavenger, Ebselen, Has No Preventive Effect in New Hearing Loss Model Using a Cholesterol-Chelating Agent

  • Lee, Min Young;Kabara, Lisa L.;Swiderski, Donald L.;Raphael, Yehoash;Duncan, R. Keith;Kim, Young Ho
    • Journal of Audiology & Otology
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    • 제23권2호
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    • pp.69-75
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    • 2019
  • Background and Objectives: The antioxidant ebselen will be able to limit or prevent the ototoxicity arising from 2-hydroxypropyl-β-cyclodextrin (HPβCD). Niemann-Pick Type C (NPC) disease is a disorder of lysosomal storage manifested in sphingolipidosis. Recently, it was noted that experimental use of HPβCD could partially resolve the symptoms in both animals and human patients. Despite its desirable effect, HPβCD can induce hearing loss, which is the only major side effect noted to date. Understanding of the pathophysiology of hearing impairment after administration of HPβCD and further development of preventive methods are essential to reduce the ototoxic side effect. The mechanisms of HPβCD-induced ototoxicity remain unknown, but the resulting pathology bears some resemblance to other ototoxic agents, which involves oxidative stress pathways. To indirectly determine the involvement of oxidative stress in HPβCD-induced ototoxicity, we tested the efficacy of an antioxidant reagent, ebselen, on the extent of inner ear side effects caused by HPβCD. Materials and Methods: Ebselen was applied prior to administration of HPβCD in mice. Auditory brainstem response thresholds and otopathology were assessed one week later. Bilateral effects of the drug treatments also were examined. Results: HPβCD-alone resulted in bilateral, severe, and selective loss of outer hair cells from base to apex with an abrupt transition between lesions and intact areas. Ebselen co-treatment did not ameliorate HPβCD-induced hearing loss or alter the resulting histopathology. Conclusions: The results indirectly suggest that cochlear damage by HPβCD is unrelated to reactive oxygen species formation. However, further research into the mechanism(s) of HPβCD otopathology is necessary.