• Title/Summary/Keyword: survival model

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Comparative Analysis of CNN Models for Leukemia Diagnosis (백혈병 진단을 위한 CNN 모델 비교 분석)

  • Lee, Yeon-Ji;Ryu, Jung-Hwa;Lee, Il-Gu
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2022.05a
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    • pp.279-282
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    • 2022
  • Acute lymphoblastic leukemia is an acute leukemia caused by suppression of bone marrow function due to overgrowth of immature lymphocytes in the bone marrow. It accounts for 30% of acute leukemia in adults, and children show a cure rate of over 80% with chemotherapy, while adults show a low survival rate of 20% to 50%. However, research on a machine learning algorithm based on medical image data for the diagnosis of acute lymphoblastic leukemia is in the initial stage. In this paper, we compare and analyze CNN algorithm models for quick and accurate diagnosis. Using four models, an experimental environment for comparative analysis of acute lymphoblastic leukemia diagnostic models was established, and the algorithm with the best accuracy was selected for the given medical image data. According to the experimental results, among the four CNN models, the InceptionV3 model showed the best performance with an accuracy of 98.9%.

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A positive feedback loop of heparanase/syndecan1/nerve growth factor regulates cancer pain progression

  • Xiaohu Su;Bingwu Wang;Zhaoyun Zhou;Zixian Li;Song Tong;Simin Chen;Nan Zhang;Su Liu;Maoyin Zhang
    • The Korean Journal of Pain
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    • v.36 no.1
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    • pp.60-71
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    • 2023
  • Background: The purpose of this research was to assess the role of heparanase (HPSE)/syndecan1 (SDC1)/nerve growth factor (NGF) on cancer pain from melanoma. Methods: The influence of HPSE on the biological function of melanoma cells and cancer pain in a mouse model was evaluated. Immunohistochemical staining was used to analyze HPSE and SDC1. HPSE, NGF, and SDC1 were detected using western blot. Inflammatory factors were detected using ELISA assay. Results: HPSE promoted melanoma cell viability, proliferation, migration, invasion, and tumor growth, as well as cancer pain, while SST0001 treatment reversed the promoting effect of HPSE. HPSE up-regulated NGF, and NGF feedback promoted HPSE. High expression of NGF reversed the inhibitory effect of HPSE down-regulation on melanoma cell phenotype deterioration, including cell viability, proliferation, migration, and invasion. SST0001 down-regulated SDC1 expression. SDC1 reversed the inhibitory effect of SST0001 on cancer pain. Conclusions: The results showed that HPSE promoted melanoma development and cancer pain by interacting with NGF/SDC1. It provides new insights to better understand the role of HPSE in melanoma and also provides a new direction for cancer pain treatment.

Alleviation of γ-enolase decrease by the chlorogenic acid administration in the stroke animal model (뇌졸중에서 클로로겐산 투여에 의한 γ-enolase 감소 완화 효과)

  • Ju-Bin Kang;Murad Ali Shah;Min-Seo Ko;Phil-Ok Koh
    • Korean Journal of Veterinary Research
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    • v.63 no.1
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    • pp.6.1-6.9
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    • 2023
  • Stroke is a major cause of death and long-term disability. Chlorogenic acid is a phenolic compound with a potent neuroprotective effect. γ-enolase is a phosphopyruvate hydratase found in mature neurons and plays an important role in neuronal survival. This study investigated whether chlorogenic acid regulates the expression of γ-enolase during cerebral ischemia. Middle cerebral artery occlusion (MCAO) was performed to induce cerebral ischemia. Adult male rats were used and chlorogenic acid (30 mg/kg) or phosphate buffered saline (PBS) was injected intraperitoneally 2 hours after MCAO surgery. Cerebral cortical tissues were collected 24 hours after MCAO surgery. Our proteomic approach identified the reduction of γ-enolase caused by MCAO damage and the mitigation of this reduction by chlorogenic acid treatment. Results of reverse transcription-polymerase chain reaction and Western blot analyses showed a decrease in γ-enolase expression in the PBS-treated MCAO group. However, chlorogenic acid treatment attenuated this decrease. Results of immunofluorescence staining showed the change of γ-enolase by chlorogenic acid treatment. These results demonstrated that chlorogenic acid regulates the γ-enolase expression during MCAO-induced ischemia. Therefore, we suggest that chlorogenic acid mediates the neuroprotective function by regulating the γ-enolase expression in cerebral ischemia and may be used as a therapeutic agent for brain diseases including stroke.

Effect of Kidney Tonification of Saam Acupuncture in Parkinson's Disease Mouse Model (파킨슨병 동물 모델을 이용한 신정격 사암침법의 도파민성 신경세포 보호 효과 연구)

  • Kim, Seungtae;Lee, Sang-Hyup;Kim, Bo-Kyung
    • Korean Journal of Acupuncture
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    • v.39 no.1
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    • pp.8-15
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    • 2022
  • Objectives : Saam acupuncture is one of the indigenous therapeutic modalities in traditional Korean medicine. In this study, the neuroprotective effect of Saam acupuncture of kidney tonification was investigated using 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP)-treated mice. Methods : Twelve-week-old male C57BL/6 mice were intraperitoneally administered with 30 mg/kg of MPTP at 24-h intervals for 5 days and acupuncture stimulation at LU8, KI7, SP3 and KI3 was performed once a day for 12 days from the first MPTP injection. The pole test and the rotarod test were performed to evaluate motor function, and dopaminergic neuronal survival in the substantia nigra (SN) and striatum was evaluated using tyrosine-hydroxylase immunohistochemistry. Results : MPTP administration caused behavioral impairment and dopaminergic neuronal death in the nigrostriatal pathway. Whereas the Saam acupuncture treatment alleviated the MPTP-induced motor dysfunction and dopaminergic neuronal death in the SN and striatum. Conclusions : Saam acupuncture of kidney tonification can alleviate the MPTP-induced motor dysfunction and dopaminergic neuronal death in the nigrostriatal pathway, suggesting a possible role for acupuncture in the treatment of Parkinson's disease.

Ginseng saponin metabolite 20(S)-protopanaxadiol relieves pulmonary fibrosis by multiple-targets signaling pathways

  • Guoqing Ren;Weichao Lv;Yue Ding;Lei Wang;ZhengGuo Cui;Renshi Li;Jiangwei Tian;Chaofeng Zhang
    • Journal of Ginseng Research
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    • v.47 no.4
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    • pp.543-551
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    • 2023
  • Background: Panax ginseng Meyer is a representative Chinese herbal medicine with antioxidant and anti-inflammatory activity. 20(S)-Protopanaxadiol (PPD) has been isolated from ginseng and shown to have promising pharmacological activities. However, effects of PDD on pulmonary fibrosis (PF) have not been reported. We hypothesize that PDD may reverse inflammation-induced PF and be a novel therapeutic strategy. Methods: Adult male C57BL/6 mice were used to establish a model of PF induced by bleomycin (BLM). The pulmonary index was measured, and histological and immunohistochemical examinations were made. Cell cultures of mouse alveolar epithelial cells were analyzed with Western blotting, coimmunoprecipitation, immunofluorescence, immunohistochemistry, siRNA transfection, cellular thermal shift assay and qRT-PCR. Results: The survival rate of PPD-treated mice was higher than that of untreated BLM-challenged mice. Expression of fibrotic hallmarks, including α-SMA, TGF-β1 and collagen I, was reduced by PPD treatment, indicating attenuation of PF. Mice exposed to BLM had higher STING levels in lung tissue, and this was reduced by phosphorylated AMPK after activation by PPD. The role of phosphorylated AMPK in suppressing STING was confirmed in TGF-b1-incubated cells. Both in vivo and in vitro analyses indicated that PPD treatment attenuated BLM-induced PF by modulating the AMPK/STING signaling pathway. Conclusion: PPD ameliorated BLM-induced PF by multi-target regulation. The current study may help develop new therapeutic strategies for preventing PF.

The Effects of Psychological Ownership of Franchise Corporate on Performance and Customer Orientation (프랜차이즈 기업의 조직과 직무에 대한 심리적 소유감이 성과 및 고객지향성에 미치는 영향)

  • Lee, Jung-Un
    • The Korean Journal of Franchise Management
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    • v.8 no.3
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    • pp.7-16
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    • 2017
  • Purpose - Recently, as the franchise market has grown rapidly and competition has intensified, the creation of competitive advantage by companies has become important as a corporate survival strategy. Based on previous studies, this study proposed a theoretical framework for the structural relationship between psychological ownership (organization and job), job performance, and customer orientation. Research design, data, and methodology - This research examines the structural relationship between psychological ownership, job performance, and customer orientation in terms of employees. More specifically, in this model, psychological ownership consists of two sub-dimensions of organization and function. Research models and hypotheses have been developed for this purpose. A total of 409 respondents responded via surveys. 2 out of 409 respondents have been removed and a total of 407 were used for this study. The data were analyzed using frequency analysis, confirmatory factor analysis, correlation analysis, and structural equation modeling with SPSS 21.0 and Amos 21.0 statistical program. Result - The results of the study are as follows. First, psychological ownership (organization and job) has a statistically significant positive effect on job performance. Second, psychological ownership of the job has a statistically significant positive effect on customer orientation. On the other hand, psychological ownership did not have a significant effect on customer orientation. Conclusions - The implications of this study are following as: From the theoretical point of view, this study distinguishes the psychological ownership of employees of a franchise corporate into two dimensions, organization and job, rather than a single dimension. Based on this, we examined the effect of psychological proprieties on job performance and customer orientation. This study also provides several implications. In a fiercely competitive franchise market, it is very important to analyze your employees to gain a competitive advantage over other competitors. It is meaningful to study the employees who work in the franchise. In addition, psychological ownership is an important variable that enhances job performance and leads to customer orientation, so the company needs to pay attention. Therefore, it needs to develop an internal marketing strategy that promotes psychological ownership.

A Preliminary Study on Evaluation of TimeDependent Radionuclide Removal Performance Using Artificial Intelligence for Biological Adsorbents

  • Janghee Lee;Seungsoo Jang;Min-Jae Lee;Woo-Sung Cho;Joo Yeon Kim;Sangsoo Han;Sung Gyun Shin;Sun Young Lee;Dae Hyuk Jang;Miyong Yun;Song Hyun Kim
    • Journal of Radiation Protection and Research
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    • v.48 no.4
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    • pp.175-183
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    • 2023
  • Background: Recently, biological adsorbents have been developed for removing radionuclides from radioactive liquid waste due to their high selectivity, eco-friendliness, and renewability. However, since they can be damaged by radiation in radioactive waste, a method for estimating the bio-adsorbent performance as a time should consider the radiation damages in terms of their renewability. This paper aims to develop a simulation method that applies a deep learning technique to rapidly and accurately estimate the adsorption performance of bio-adsorbents when inserted into liquid radioactive waste. Materials and Methods: A model that describes various interactions between a bio-adsorbent and liquid has been constructed using numerical methods to estimate the adsorption capacity of the bio-adsorbent. To generate datasets for machine learning, Monte Carlo N-Particle (MCNP) simulations were conducted while considering radioactive concentrations in the adsorbent column. Results and Discussion: Compared with the result of the conventional method, the proposed method indicates that the accuracy is in good agreement, within 0.99% and 0.06% for the R2 score and mean absolute percentage error, respectively. Furthermore, the estimation speed is improved by over 30 times. Conclusion: Note that an artificial neural network can rapidly and accurately estimate the survival rate of a bio-adsorbent from radiation ionization compared with the MCNP simulation and can determine if the bio-adsorbents are reusable.

Comparative Study of AI Models for Reliability Function Estimation in NPP Digital I&C System Failure Prediction (원전 디지털 I&C 계통 고장예측을 위한 신뢰도 함수 추정 인공지능 모델 비교연구)

  • DaeYoung Lee;JeongHun Lee;SeungHyeok Yang
    • Journal of Korea Society of Industrial Information Systems
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    • v.28 no.6
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    • pp.1-10
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    • 2023
  • The nuclear power plant(NPP)'s Instrumentation and Control(I&C) system periodically conducts integrity checks for the maintenance of self-diagnostic function during normal operation. Additionally, it performs functionality and performance checks during planned preventive maintenance periods. However, there is a need for technological development to diagnose failures and prevent accidents in advance. In this paper, we studied methods for estimating the reliability function by utilizing environmental data and self-diagnostic data of the I&C equipment. To obtain failure data, we assumed probability distributions for component features of the I&C equipment and generated virtual failure data. Using this failure data, we estimated the reliability function using representative artificial intelligence(AI) models used in survival analysis(DeepSurve, DeepHit). And we also estimated the reliability function through the Cox regression model of the traditional semi-parametric method. We confirmed the feasibility through the residual lifetime calculations based on environmental and diagnostic data.

Efficacy of recombinant enolase as a candidate vaccine against Haemaphysalis longicornis tick infestation in mice

  • Md. Samiul Haque;Mohammad Saiful Islam;Myung-Jo You
    • Parasites, Hosts and Diseases
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    • v.61 no.4
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    • pp.439-448
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    • 2023
  • Tick infestation causes a significant threat to human and animal health, requiring effective immunological control methods. This study aimed to investigate the potential of recombinant Haemaphysalis longicornis enolase protein for tick vaccine development. The exact mechanism of the recently identified enolase protein from the H. longicornis Jeju strain remains poorly understood. Enolase plays a crucial role in glycolysis, the metabolic process that converts glucose into energy, and is essential for the motility, adhesion, invasion, growth, and differentiation of ticks. In this study, mice were immunized with recombinant enolase, and polyclonal antibodies were generated. Western blot analysis confirmed the specific recognition of enolase by the antiserum. The effects of immunization on tick feeding and attachment were assessed. Adult ticks attached to the recombinant enolase-immunized mice demonstrated longer attachment time, increased bloodsucking abilities, and lower engorgement weight than the controls. The nymphs and larvae had a reduced attachment rate and low engorgement rate compared to the controls. Mice immunized with recombinant enolase expressed in Escherichia coli displayed 90% efficacy in preventing tick infestation. The glycolytic nature of enolase and its involvement in crucial physiological processes makes it an attractive target for disrupting tick survival and disease transmission. Polyclonal antibodies recognize enolase and significantly reduce attachment rates, tick feeding, and engorgement. Our findings indicate that recombinant enolase may be a valuable vaccine candidate for H. longicornis infection in experimental murine model.

Pulmonary passage of canine adipose tissue-derived mesenchymal stem cells through intravenous transplantation in mouse model

  • Jaeyeon Kwon;Mu-Young Kim;Soojung Lee;Jeongik Lee;Hun-Young Yoon
    • Journal of Veterinary Science
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    • v.25 no.3
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    • pp.36.1-36.15
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    • 2024
  • Importance: The intravenous administration of adipose tissue-derived mesenchymal stem cells (AdMSCs) in veterinary medicine is an attractive treatment option. On the other hand, it can result in severe complications, including pulmonary thromboembolism (PTE). Objective: The present study assessed the occurrence of PTE after the intravenous infusion of canine AdMSCs (cAdMSCs) into experimental animals. Methods: Five-week-old male BALB/c hairless mice were categorized into groups labeled A to G. In the control group (A), fluorescently stained 2×106 cAdMSCs were diluted in 200 µL of suspension and injected into the tail vein as a single bolus. The remaining groups included the following: group B with 5×106 cells, group C with 3×106 cells, group D with 1×106 cells, group E with 1×106 cells injected twice with a one-day interval, group F with 2×106 cells in 100 µL of suspension, and group G with 2×106 cells in 300 µL of suspension. Results: Group D achieved a 100% survival rate, while none of the subjects in groups B and C survived (p = 0.002). Blood tests revealed a tendency for the D-dimer levels to increase as the cell dose increased (p = 0.006). The platelet count was higher in the low cell concentration groups and lower in the high cell concentration groups (p = 0.028). A histological examination revealed PTE in most deceased subjects (96.30%). Conclusions and Relevance: PTE was verified, and various variables were identified as potential contributing factors, including the cell dose, injection frequency, and suspension volume.