• Title/Summary/Keyword: Biological Response

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Biological Feature Selection and Disease Gene Identification using New Stepwise Random Forests

  • Hwang, Wook-Yeon
    • Industrial Engineering and Management Systems
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    • v.16 no.1
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    • pp.64-79
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    • 2017
  • Identifying disease genes from human genome is a critical task in biomedical research. Important biological features to distinguish the disease genes from the non-disease genes have been mainly selected based on traditional feature selection approaches. However, the traditional feature selection approaches unnecessarily consider many unimportant biological features. As a result, although some of the existing classification techniques have been applied to disease gene identification, the prediction performance was not satisfactory. A small set of the most important biological features can enhance the accuracy of disease gene identification, as well as provide potentially useful knowledge for biologists or clinicians, who can further investigate the selected biological features as well as the potential disease genes. In this paper, we propose a new stepwise random forests (SRF) approach for biological feature selection and disease gene identification. The SRF approach consists of two stages. In the first stage, only important biological features are iteratively selected in a forward selection manner based on one-dimensional random forest regression, where the updated residual vector is considered as the current response vector. We can then determine a small set of important biological features. In the second stage, random forests classification with regard to the selected biological features is applied to identify disease genes. Our extensive experiments show that the proposed SRF approach outperforms the existing feature selection and classification techniques in terms of biological feature selection and disease gene identification.

Responsiveness of Pregnant Rat Uterus to Oxytocin (임신쥐에 대한 옥시토신의 반응)

  • Bai, Y.H.;Cho, C.;Pak, S.C.
    • Korean Journal of Animal Reproduction
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    • v.22 no.1
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    • pp.61-66
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    • 1998
  • In vitro contractile response of the uterus in the pregnant rat to oxytocin increases with advancing gestation. This increase coincides with an increase in uterine oxytocin receptor number. However, in vitro the change in uterine contractile response of the pregnant uterus to oxytocin with advancing gestation is not clear. The purpose of the present study was to find out that the uterine response in vitro to oxytocin changes as delivery a, pp.oaches. Secondly, to determine if the incubation of uterine tissue in vitro altered the uterine oxytocin receptor number and affinity and thus explain the ambiguity between the in vitro and in vitro results. The studies were performed on rats at days 15, 20 and 21 or pregnancy. In vitro the uterine contractile response to oxytocin was sgreater (P<0.05) at day 21 compared to days 15 and 20 (Emax : 724.8 88.9, 130.0 81.5 and 133.4 53.4, respectively). This correlated with a significant increase (P<0.05) in uterine oxytocin receptor number at day 21 (days 21, 15 and 20 : 540 89, 53 24, 89 35 fmoles/mg protein, respectively). However, the kids at days 15, 20 and 21 did not differ (P>0.05). Finally no difference (P>0.05) in oxytocin receptor number or affinity was detected between incubated and non-incubated tissue. The results of these studies suggest that either pre-oxytocin or post-oxytocin receptor factors are important in determining the uterine myometrial responsiveness to oxytocin.

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Enhancing immune responses to inactivated foot-and-mouth virus vaccine by a polysaccharide adjuvant of aqueous extracts from Artemisia rupestris L.

  • Wang, Danyang;Yang, Yu;Li, Jinyu;Wang, Bin;Zhang, Ailian
    • Journal of Veterinary Science
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    • v.22 no.3
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    • pp.30.1-30.15
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    • 2021
  • Background: New-generation adjuvants for foot-and-mouth disease virus (FMDV) vaccines can improve the efficacy of existing vaccines. Chinese medicinal herb polysaccharide possesses better promoting effects. Objectives: In this study, the aqueous extract from Artemisia rupestris L. (AEAR), an immunoregulatory crude polysaccharide, was utilized as the adjuvant of inactivated FMDV vaccine to explore their immune regulation roles. Methods: The mice in each group were subcutaneously injected with different vaccine formulations containing inactivated FMDV antigen adjuvanted with three doses (low, medium, and high) of AEAR or AEAR with ISA-206 adjuvant for 2 times respectively in 1 and 14 days. The variations of antibody level, lymphocyte count, and cytokine secretion in 14 to 42 days after first vaccination were monitored. Then cytotoxic T lymphocyte (CTL) response and antibody duration were measured after the second vaccination. Results: AEAR significantly induced FMDV-specific antibody titers and lymphocyte activation. AEAR at a medium dose stimulated Th1/Th2-type response through interleukin-4 and interferon-γ secreted by CD4+ T cells. Effective T lymphocyte counts were significantly elevated by AEAR. Importantly, the efficient CTL response was remarkably provoked by AEAR. Furthermore, AEAR at a low dose and ISA-206 adjuvant also synergistically promoted immune responses more significantly in immunized mice than those injected with only ISA-206 adjuvant and the stable antibody duration without body weight loss was 6 months. Conclusions: These findings suggested that AEAR had potential utility as a polysaccharide adjuvant for FMDV vaccines.

Proteomic studies of putative molecular signatures for biological effects by Korean Red Ginseng

  • Lee, Yong Yook;Seo, Hwi Won;Kyung, Jong-Su;Hyun, Sun Hee;Han, Byung Cheol;Park, Songhee;So, Seung Ho;Lee, Seung Ho;Yi, Eugene C.
    • Journal of Ginseng Research
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    • v.43 no.4
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    • pp.666-675
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    • 2019
  • Background: Korean Red Ginseng (KRG) has been widely used as an herbal medicine to normalize and strengthen body functions. Although many researchers have focused on the biological effects of KRG, more studies on the action mechanism of red ginseng are still needed. Previously, we investigated the proteomic changes of the rat spleen while searching for molecular signatures and the action mechanism of KRG. The proteomic analysis revealed that differentially expressed proteins (DEPs) were involved in the increased immune response and phagocytosis. The aim of this study was to evaluate the biological activities of KRG, especially the immune-enhancing response of KRG. Methods: Rats were divided into 4 groups: 0 (control group), 500, 1000, and 2000 mg/kg administration of KRG powder for 6 weeks, respectively. Isobaric tags for relative and absolute quantitation was performed with Q-Exactive LC-MS/MS to compare associated proteins between the groups. The putative DEPs were identified by a current UniProt rat protein database search and by the Gene Ontology annotations. Results: The DEPs appear to increase the innate and acquired immunity as well as immune cell movement. These results suggest that KRG can stimulate immune responses. This analysis refined our targets of interest to include the potential functions of KRG. Furthermore, we validated the potential molecular targets of the functions, representatively LCN2, CRAMP, and HLA-DQB1, by Western blotting. Conclusion: These results may provide molecular signature candidates to elucidate the mechanisms of the immune response by KRG. Here, we demonstrate a strategy of tissue proteomics for the discovery of the molecular function of KRG.

Effects of Carrier Wave on the Brain Stem Electric Response (BER) in Scala Tympanic Electrode Array

  • Duck-Hwann Lim;Byu
    • Journal of Biomedical Engineering Research
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    • v.3 no.2
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    • pp.105-112
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    • 1982
  • Using electronic cochlear implant system, we studied in cats the difference in the response of the brain stem evoked response (BER) during the stimulation with the acoustic signals and the electric signals. These brain stem electric responses were analyzed using the integral pulse frequency modulation method of the auditory nervous system. Animal experimental results and the analysis show that the carrier wave hasimprored the frequency specificity. of the electronic auditory prosthesis.

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CONVERGENCE PROPERTIES OF PREDATOR-PREY SYSTEMS WITH FUNCTIONAL RESPONSE

  • Shim, Seong-A
    • Honam Mathematical Journal
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    • v.30 no.3
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    • pp.411-423
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    • 2008
  • In the field of population dynamics and chemical reaction the possibility or the existence of spatially and temporally nonhomogeneous solutions is a very important problem. For last 50 years or so there have been many results on the pattern formation of chemical reaction systems studying reaction systems with or without diffusions to explain instabilities and nonhomogeneous states arising in biological situations. In this paper we study time-dependent properties of a predator-prey system with functional response and give sufficient conditions that guarantee the existence of stable limit cycles.

An Impaired Inflammatory and Innate Immune Response in COVID-19

  • Park, Sung Ho
    • Molecules and Cells
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    • v.44 no.6
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    • pp.384-391
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    • 2021
  • The recent appearance of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has affected millions of people around the world and caused a global pandemic of coronavirus disease 2019 (COVID-19). It has been suggested that uncontrolled, exaggerated inflammation contributes to the adverse outcomes of COVID-19. In this review, we summarize our current understanding of the innate immune response elicited by SARS-CoV-2 infection and the hyperinflammation that contributes to disease severity and death. We also discuss the immunological determinants behind COVID-19 severity and propose a rationale for the underlying mechanisms.

Differential expression patterns of gangliosides in the tissues and cells of NIH-mini pig kidneys

  • Cho, Jin-Hyoung;Kim, Ji-Su;Lee, Young-Choon;Oh, Keon-Bong;Kwak, Dong-Hoon;Kim, Won-Sin;Hwang, Seong-Soo;Ko, Ki-Sung;Chang, Kyu-Tae;Choo, Young-Kug
    • Animal cells and systems
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    • v.14 no.2
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    • pp.83-89
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    • 2010
  • Gangliosides are a ubiquitous component of the membranes of mammalian cells that have been suggested to play important roles in various cell functions such as cell-cell interaction, adhesion, cell differentiation, growth control and signaling. However, the role that gangliosides play in the immune rejection response in xenotransplantation is not yet clearly understood. In this study, differential expression patterns of gangliosides in HEK293 (human embryonic kidney cells), PK15 (porcine kidney cells), NIH-kd (NIH-mini pig kidney cells, primary cultured) and the cortex, medulla and calyx of the NIH-mini pig kidney were investigated by high-performance thin-layer chromatography (HPTLC). The results revealed that HEK293, PK15 and NIH-kd contained GM3, GM2 and GD3 as major gangliosides. Moreover, GM3, which are the gangliosides of NIH-kd, were expressed at higher levels than HEK293 and PK15. Especially, GT1b were expressed in HEK293 and NIH-kd but not in PK15. Finally, GM1 and GD1a were expressed in NIH-kd, but not in HEK293 or PK15. These results suggest that differential expression patterns of gangliosides from HEK293, PK15 and NIH-kd are related to the immune rejection response in xenotransplantation.