• Title/Summary/Keyword: Number of neurons

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A Study on the Calculation of Ternary Concrete Mixing using Bidirectional DNN Analysis (양방향 DNN 해석을 이용한 삼성분계 콘크리트의 배합 산정에 관한 연구)

  • Choi, Ju-Hee;Ko, Min-Sam;Lee, Han-Seung
    • Journal of the Korea Institute of Building Construction
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    • v.22 no.6
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    • pp.619-630
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    • 2022
  • The concrete mix design and compressive strength evaluation are used as basic data for the durability of sustainable structures. However, the recent diversification of mixing factors has created difficulties in calculating the correct mixing factor or setting the reference value concrete mixing design. The purpose of this study is to design a predictive model of bidirectional analysis that calculates the mixing elements of ternary concrete using deep learning, one of the artificial intelligence techniques. For the DNN-based predictive model for calculating the concrete mixing factor, performance evaluation and comparison were performed using a total of 8 models with the number of layers and the number of hidden neurons as variables. The combination calculation result was output. As a result of the model's performance evaluation, an average error rate of about 1.423% for the concrete compressive strength factor was achieved. and an average MAPE error of 8.22% for the prediction of the ternary concrete mixing factor was satisfied. Through comparing the performance evaluation for each structure of the DNN model, the DNN5L-2048 model showed the highest performance for all compounding factors. Using the learned DNN model, the prediction of the ternary concrete formulation table with the required compressive strength of 30 and 50 MPa was carried out. The verification process through the expansion of the data set for learning and a comparison between the actual concrete mix table and the DNN model output concrete mix table is necessary.

Effects of Central Interleukin-1 on the Cardiovascular Response in Hemorrhaged Rats

  • Kang, Joon-Ho;Jang, Jae-Hee;Ahn, Dong-Kuk;Park, Jae-Sik
    • The Korean Journal of Physiology and Pharmacology
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    • v.8 no.2
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    • pp.89-94
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    • 2004
  • The arterial pressure is regulated by the nervous and humoral mechanisms. The neuronal regulation is mostly carried out by the autonomic nervous system through the rostral ventrolateral medulla (RVLM), a key area for the cardiovascular regulation, and the humoral regulation is mediated by a number of substances, including the angiotensin (Ang) II and vasopressin. Recent studies suggest that central interleukin-1 (IL-1) activates the sympathetic nervous system and produces hypertension. The present study was undertaken to elucidate whether IL-1 and Ang II interact in the regulation of cardiovascular responses to the stress of hemorrhage. Thus, Sprague-Dawley rats were anesthetized and both femoral arteries were cannulated for direct measurement of arterial pressure and heart rate (HR) and for inducing hemorrhage. A guide cannula was placed into the lateral ventricle for injection of IL-1 $(0.1,\;1,\;10,\;20\;ng/2\;{\mu}l)$ or Ang II $(600\;ng/10\;{\mu}l)$. A glass microelectrode was inserted into the RVLM to record the single unit spike potential. Barosensitive neurons were identified by an increased number of single unit spikes in RVLM following intravenous injection of nitroprusside. I.c.v. $IL-1\;{\beta}$ increased mean arterial pressure (MAP) in a dose-dependent fashion, but HR in a dose-independent pattern. The baroreceptor reflex sensitivity was not affected by i.c.v. $IL-1\;{\beta}$. Both i.c.v. $IL-1\;{\alpha}\;and\;{\beta}$ produced similar increase in MAP and HR. When hemorrhage was induced after i.c.v. injection of $IL-1\;{\beta}$, the magnitude of MAP fall was not different from the control. The $IL-1\;{\beta}$ group showed a smaller decrease in HR and a lower spike potential count in RVLM than the control. MAP fall in response to hemorrhage after i.c.v. injection of Ang II was not different from the control. When both IL-1 and Ang II were simultaneously injected i.c.v., however, MAP fall was significantly smaller than the control, and HR was increased rather than decreased. These data suggest that IL-1, a defense immune mediator, manifests a hypertensive action in the central nervous system and attenuates the hypotensive response to hemorrhage by interaction with Ang II.

Immunohistochemical study on distribution of progesterone target cells by 17β-Estradiol I. Distribution of progesterone target cells by autoradiography (17β-Estradiol이 progesterone target cell 분포에 미치는 영향에 대한 면역조직화학적 연구 I. 방사선자기법을 이용한 target cell의 분포에 대하여)

  • Kwak, Soo-dong;Goh, Pil-ok;Kim, Chong-sun
    • Korean Journal of Veterinary Research
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    • v.36 no.1
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    • pp.93-99
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    • 1996
  • This study was designed to investigate the effect of estrogen(Est) on the progestcrone(Prog) target cells by autoradiography. The spayed 16 mice(ICR, approximately 18~25g) were randomly alloted into 3 groups. $^3H$-Prog-treated group were injected with $40{\mu}Ci$ of $^3H$-Prog/mouse/day for 1 day, Est + $^3H$-Prog-treated group with $20{\mu}Ci$ of $17{\beta}$-Est/mouse/day for 3 days and then with $40{\mu}Ci$ of $^3H$-Prog/mouse at 4th day, and Est+$^3H$-thymidine(TdR)-treated group with $20{\mu}g$ of $17{\beta}$-Est/mouse/day for 3 days and then $80{\mu}Ci$ of $^3H$-TdR/mouse at 4th days. 1. Mice uteri of both Est+$^3H$-Prog-treated group and Est+$^3H$-TdR-treated group were hypemophied in gross finding and the endometrium and myometrium were thickened in microscopic findings. These findings were confirmed that Est enlarged the uteri of mice. 2. Cryo-preparations of mice organs were processed for autoradiography using Kodak NTB-2 emulsion following Kodak D-19 developer and hematoxylin counterstain. In each group, the number values of silver grain distribution appeared to be higher in the $^3H$-Prog-treated group than in the Est+$^3H$-Prog-treated group. It was considered that Est and Prog inhibit each other in action. 3. In both $^3H$-Prog-treated group and Est+$^3H$-Prog-treated group, the uteri have highest distribution rates of silver grains than in other organs, and the cerebral neurons, hepatocytes, bronchiolar epithelial cells and splenic reticular cells also contained some silver grains. 4. The orders of the cell types with more number of silver grains in the uteri were stromal cells, glandular epithelial cells, luminal surface cells and muscular cells and also were as above orders in distribution of proliferating cell type by $^3H$-TdR.

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Hyperparameter Optimization and Data Augmentation of Artificial Neural Networks for Prediction of Ammonia Emission Amount from Field-applied Manure (토양에 살포된 축산 분뇨로부터 암모니아 방출량 예측을 위한 인공신경망의 초매개변수 최적화와 데이터 증식)

  • Pyeong-Gon Jung;Young-Il Lim
    • Korean Chemical Engineering Research
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    • v.61 no.1
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    • pp.123-141
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    • 2023
  • A sufficient amount of data with quality is needed for training artificial neural networks (ANNs). However, developing ANN models with a small amount of data often appears in engineering fields. This paper presented an ANN model to improve prediction performance of the ammonia emission amount with 83 data. The ammonia emission rate included eleven inputs and two outputs (maximum ammonia loss, Nmax and time to reach half of Nmax, Km). Categorical input variables were transformed into multi-dimensional equal-distance variables, and 13 data were added into 66 training data using a generative adversarial network. Hyperparameters (number of layers, number of neurons, and activation function) of ANN were optimized using Gaussian process. Using 17 test data, the previous ANN model (Lim et al., 2007) showed the mean absolute error (MAE) of Km and Nmax to 0.0668 and 0.1860, respectively. The present ANN outperformed the previous model, reducing MAE by 38% and 56%.

Microglial Reaction to the Cytotoxicity of 5,7-Dihydroxytryptamine in the Cat Retina (5,7-Dihydroxytryptamine의 세포독성에 의한 고양이 망막내 미세아교세포의 반응양상)

  • Joo, Woo-Hyun;Nam, Seong-Ahn;Jo, Seung-Mook;Cho, Hyon-Hoo;Shin, Min-Cheol;Won, Moo-Ho;Choi, Chang-Do
    • Applied Microscopy
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    • v.28 no.4
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    • pp.425-434
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    • 1998
  • This study was designed to investigate the microglial reactions to the neurodegenerative changes in the cat retina. All experiments were performed using adult cats of both sex, weighing $2,500g\sim3,500g$. 5,7-DHT $(100{\mu}g)$ dissolved in 0.1% ascorbic acid was injected into the vitreous body. All injections were performed in one-side eye; the other side served as the control, which was injected only with 0.1% ascorbic acid. Cats were sacrificed at 1, 3, 7, 14 and 21 days after intravitreal injection of 5,7-DHT For light microscopy, retinae were fixed with 4% paraformaldehyde and processed using NDPase histochemistry. Same retinae were fixed with 1% para(formaldehyde-2.5% glutaraldehyde and processed for electron microscopy. NDPase-positive microglial cells were mainly distributed in the inner plexiform layer of the retina, and characterized by a small somata with a few slender processes, which were also extended in the ganglion cell layer (GCL) and inner nuclear layer (INL). The intensity of the microglia stained for NDPase was abruptly increased at 7 day as compared with that of the control, and thereafter continuously sustained until 21 day, the last experimental group in this study. Under the electron microscopical observation, microglial cells in the control group exhibited elongate nucleus with perinuclear chromatin condensation, and the perikaryon was scanty. However, a few hypertrophic glial cells were frequently found at 3 days after the drug injection. By 7 day, most microglial cells directed toward the degenerated neurons in the GCL, and the number of microglial cells was slightly increased as compared with the former group. At the 14 day, most microglial cells wrapped the degenerated cells in the GCL, and a few cells showed phagocytotic features. By 21 day, most microglial cells were engaged in phagocytotic activity, and their cytoplasm was filled with the phagorytosed material. Based on the results, 5,7-DHT may act as a specific neurotoxin to the cat retina, and microglial reactions to the neuronal death are already induced in early experimental stage. These results indicate that the microglial cells in the cat retina show characteristic features as a protective effect of neural tissue.

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Analysis of the Baroreceptor and Vestibular Receptor Inputs in the Rostral Ventrolateral Medulla following Hypotension in Conscious Rats

  • Lan, Yan;Lu, Huan-Jun;Jiang, Xian;Li, Li-Wei;Yang, Yan-Zhao;Jin, Guang-Shi;Park, Joo Young;Kim, Min Sun;Park, Byung Rim;Jin, Yuan-Zhe
    • The Korean Journal of Physiology and Pharmacology
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    • v.19 no.2
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    • pp.159-165
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    • 2015
  • Input signals originating from baroreceptors and vestibular receptors are integrated in the rostral ventrolateral medulla (RVLM) to maintain blood pressure during postural movement. The contribution of baroreceptors and vestibular receptors in the maintenance of blood pressure following hypotension were quantitatively analyzed by measuring phosphorylated extracellular regulated protein kinase (pERK) expression and glutamate release in the RVLM. The expression of pERK and glutamate release in the RVLM were measured in conscious rats that had undergone bilateral labyrinthectomy (BL) and/or sinoaortic denervation (SAD) following hypotension induced by a sodium nitroprusside (SNP) infusion. The expression of pERK was significantly increased in the RVLM in the control group following SNP infusion, and expression peaked 10 min after SNP infusion. The number of pERK positive neurons increased following SNP infusion in BL, SAD, and BL+SAD groups, although the increase was smaller than seen in the control group. The SAD group showed a relatively higher reduction in pERK expression when compared with the BL group. The level of glutamate release was significantly increased in the RVLM in control, BL, SAD groups following SNP infusion, and this peaked 10 min after SNP infusion. The SAD group showed a relatively higher reduction in glutamate release when compared with the BL group. These results suggest that the baroreceptors are more powerful in pERK expression and glutamate release in the RVLM following hypotension than the vestibular receptors, but the vestibular receptors still have an important role in the RVLM.

Increased osteopontin expression in activated glial cells in experimental autoimmune encephalomyelitis (자가면역성 뇌척수염 흰쥐의 활성화된 신경아교세포에서 증가된 osteopontin의 발현)

  • Park, Suk-jae;Hwang, In-sun;Kim, Gyu-beom;Shin, Tae-kyun;Jee, Young-heun
    • Korean Journal of Veterinary Research
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    • v.46 no.3
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    • pp.177-184
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    • 2006
  • Experimental autoimmune encephalomyelitis (EAE) is a disease model of multiple sclerosis (MS) that is characterized by remittance and relapse of the disease and autoimmune and demyelinating lesions in the central nervous system (CNS). Autoimmune inflammation is maintained by secretion of a large number of protein. Previous studies have suggested that transcripts encoding osteopontin (OPN) are frequently detected in the mRNA population of MS plaques. To elucidate the functional role of OPN in initiation and development of EAE, we examined the expression and localization of OPN in the spinal cord during acute EAE. We demonstrated that OPN significantly increased at the early stage of EAE and slightly declined thereafter by western blot analysis. An immunohistochemical study revealed that OPN was constitutively expressed in some glial cells (microglia, astrocytes) of white matter and neurons in the CNS of control rats. OPN expression was shown to be increased in the same cells at the early and peak stage of EAE. To identity cells expressing OPN by double-immunofluorescence labeling, we labeled rat spinal cord sections for OPN with a monoclonal OPN antibody and with mAbs for astrocyte (GFAP), microglia/macrophage (OX42)-specific markers. The major cell types of OPN-expressing cells were activated astrocytes and microglia in the adjacent inflammatory lesions. Interestingly, OPN was mainly expressed in the end feet of astrocytes around vascular cell adhesion molecule-1 (VCAM-1) expressing endothelial cells of CNS blood vessel. These findings suggest that increased levels of OPN in activated glial cell may play an important role in the recruitment of inflammatory cells into the CNS parenchyma during EAE.

Effect of Intracellular Calcium Chelator on Phosphorylation of Spinal N-Methyl-D-Aspartate Receptor following Electroacupuncture Stimulation in Rats (칼슘 저해제가 전침자극에 의한 척수 N-Methyl-D-Aspartate 수용체 인산화에 미치는 영향)

  • Jung, Taek-Guen;Cho, Sung-Woo;Kang, Yeon-Kyeong;Chang, Dong-Ho;Lee, In-Seon
    • Journal of Korean Medicine Rehabilitation
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    • v.20 no.1
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    • pp.27-36
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    • 2010
  • Objectives : We investigated the role of intracellular calcium chelator, bis-(2-aminophenoxy)-ethane-N,N,N',N'-tetraacetic acid(BAPTA), on the modulation of phosphorylation of the spinal N-methyl-D-aspartate receptor(NMDAR) NR1 and NR2B subunits following electroacupuncture(EA). Methods : Bilateral 2 Hz EA stimulation with 1.0 mA was delivered at those acupoints corresponding to Zusanli(ST36) and Sanyinjiao(SP6) in man via needles for 30min. Results : EA analgesia was reduced by intra-peritoneal injection at a higher dose of BAPTA from termination of EA stimulation. At 60 min after EA treatment, the total number of c-fos-immunostained neurons in each regions of the dorsal horn in the $L_{4-5}$ segments was decreased by BAPTA injection, especially in nucleus proprius. The mean integrated optical density (IOD) of NR1 and NR2B subunits were increased only in superficial laminae of EA-treated rats when compared with normal rats. However, the mean IOD of pNR1 was significantly decreased by BAPTA injection in both the superficial laminae and neck region and pNR2B in the superficial laminae. Western blot analyses confirmed the decreased expression of pNR1 and pNR2B. Conclusions : We concluded that intracellular calcium may well play an important role in EA analgesia by modulating the phosphorylation state of spinal NMDAR subunits.

The effects of Gagambosim-Tang of focal brain ischemic injury induced by Intraluminal Filament insertion in the rats (가감보심탕(加減補心湯)의 구강투여가 Intraluminal Filament 삽입술(揷入術)에 의(依)해 유발(誘發)된 백서(白鼠)의 허혈성(虛血性) 뇌손상(腦損傷)에 미치는 영향(影響))

  • Ryu, Seung-Jun;Lee, Chung-Sik;Park, Bo-Ra;Seo, Jong-Hoon;Kang, Hyung-Won;Lyu, Yeong-Su;Kim, Tae-Heon
    • Journal of Oriental Neuropsychiatry
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    • v.18 no.1
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    • pp.153-171
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    • 2007
  • Objective : The aim of this study was to investigate effects of Gagambosim-Tang(GBT) of focal brain ischemic injury induced by intraluminal filament insertion in the rats. Method : The ischemia was induced by intraluminal filament insertion into middle cerebral artery Eight-arm radial maze was designed for the behavioral task. Gagambosim-Tang was orally administrated in SD rats for 21 days. The task was started on the 4th week after focal brain injury, and performed two trials per day for 6days. The effects of Gagambosim-Tang on neuroprotective agents in cresyl violet, choline acetyltranferase(ChAT), nerve growth factor (NGF)-stain and c-Fos with ischemic injury were investigated. Results : The errors in the eight-arm radial maze task were significantly decreased in normal group compared with control group on 2-6days, GBT lX(42.2 mg/ml)orally administrated group on 1days, GBT 6X(253.2 mg/ml) on 3, 5, 6days. The rate of correct choice was increased in normal and GBT 6X groups. The neuroprotective effect in the hippocampal CA1 was increased in normal and GBT 1X, GBT 6X groups compared with control group. The density of ChAT in the hippocampal CA1 was increased in normal and GBT6X groups compared with control group. The density of NGF in the hippocampal CA1 was increased normal and GBT6X groups compared with control group. The number of c-Fos-positive neurons in the hippocampal CA1 was increased in normal and GBT 6X groups compared with control group. Conclusion : These results suggest that Gagambosim-Tang may have protective effect on dementia.

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Ameliorating Effects of Cheongnoemyeongsin-hwan on Learning and Memory Impairment Induced by Cerebral Hypoperfusion in Rats (청뇌명신환(淸腦明神丸)이 뇌혈류저하 흰쥐의 학습 및 기억 장애 개선에 미치는 영향)

  • Chang, Suk Hee;Hwang, Won Deuk
    • Herbal Formula Science
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    • v.25 no.1
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    • pp.69-87
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    • 2017
  • Objectives : Cheongnoemyeongsin-hwan (CNMSH) is a herb medicine to treat cognitive impairment. This study was investigated the effects of CNMSH on learning and memory impairment induced by cerebral hypoperfusion. Cerebral hypoperfusion was produced chronically by permanent bilateral common carotid artery occlusion (BCCAO) in rats. Methods : CNMSH was administered orally once a day (250 mg/kg) for 28 days starting at 4th week after the BCCAO. The acquisition of learning and the retention of memory were tested on 9th week after the BCCAO using the Morris water maze. In addition, effect of CNMSH on neuronal apoptosis and ${\beta}-amyloid$ accumulation in the hippocmapus was evaluated with immunohistochemistry and Western blotting. Results : 1. CNMSH and ChAL significantly shortened the escape latencies on the 2nd day of acquisition training trials. 2. ChAL significantly prolonged the swimming time spent in the target and peri-target zones and CNMSH also significantly prolonged the swimming time spent in the peri-target zone. 3. CNMSH and ChAL significantly increased the number of target heading in the retention test. 4. ChAL significantly shortened the time of the 1st target heading in the retention test, but CNMSH insignificantly shortened the time of that. 5. CNMSH and ChAL significantly increased the memory score in the retention test. 6. CNMSH and ChAL significantly attenuated the reduction of CA1 neurons, but insignificantly attenuated the reduction of CA1 thickness. 7. CNMSH and ChAL significantly attenuated the up-regulation of Bax expression in the CA1 of hippocampus. 8. CNMSH and ChAL significantly attenuated the up-regulation of cascapse-3 expression in the CA1 of hippocampus. 9. CNMSH and ChAL significantly attenuated the ${\beta}-amyloid$ accumulation in the CA1 of hippocampus. 10. CNMSH and ChAL significantly attenuated the up-regulation of APP expression in the CA1 of hippocampus. 11. CNMSH and ChAL significantly attenuated the up-regulation of BACE-1 expression in the CA1 of hippocampus. Conclusions : The results show that CNMSH attenuates neuronal apoptosis and ${\beta}-amyloid$ accumulation in the hippocampus and alleviates the impairment of learning and memory produced by chronic cerebral hypoperfusion. These results suggest that CNMSH may be a beneficial medicinal herb to treat cognitive impairment associated with neurodegenerative diseases.