• Title/Summary/Keyword: neural genes

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Neural Network Pair with Negatively Correlated Genes for Cancer Classification (암의 분류를 위한 음의 상관관계 유전자의 신경망 쌍)

  • 원홍희;조성배
    • Proceedings of the Korean Information Science Society Conference
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    • 2003.04c
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    • pp.359-361
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    • 2003
  • 정확한 암의 분류는 암의 진단 및 치료에 있어 매우 중요하지만, 암을 진단하기 위한 기존의 여러 방법들은 종종 불완전한 결과를 도출한다. 최근의 마이크로어레이 기술에 기반한 분자 수준의 진단은 정확하고 객관적이며 체계적인 암의 분류를 위한 방법론을 제시해준다. 유전자 발현 데이터는 일반적으로 수천개 이상의 유전자를 포함하는데, 유전자 발현 데이터의 모든 유전자가 암과 관련이 있는 것이 아니므로 정확한 암을 분류하기 위하여 중요한 유전자만을 추출하는 것이 바람직하다. 본 논문에서 음의 상관관계를 갖는 두 개의 이상적인 유전자 벡터를 정의한 후 이와 유사한 정도를 기준으로 중요한 유전자 집단을 추출하고, 각각을 신경망으로 학습하여 결합하는 신경망 쌍을 제안한다. 실험 결과는 음의 상관관계를 갖는 두 개의 유전자 집단이 암의 클래스를 잘 구분할 수 있음을 보여주었다. 이 유전자 집단을 특징으로 하여 각각 학습한 신경망을 베이시안 방법으로 결합한 결과, 벤치마크 데이터에 대하여 신경망 쌍이 개별 분류기에 비해 우수한 성능을 보임을 확인하였다.

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Neuroblastoma (신경모세포종)

  • Kang, Hyoung-Jin;Ryu, Kyung-Ha;Shin, Hee-Young;Ahn, Hyo-Seop
    • Advances in pediatric surgery
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    • v.14 no.1
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    • pp.75-82
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    • 2008
  • Neuroblastoma arises from the primitive neural crest cells, and is a common malignancy in childhood. The clinical features are characterized by biological heterogeneity. Neuronal degeneration and differentiation occur in some patients. However treatment in the high risk group accounting for approximately half, has not been satisfactory despite a multimodal approach. Therefore, effective treatment is determined by the risk group of prognostic factors, such as age at diagnosis, stage of disease, pathological finding and N-myc amplification. Neuroblastoma can be diagnosed prenatally, which suggests its origin during the normal embryogenesis. Recent knowledge of molecular biology, such as Trk genes, and the concept of cancer stem cells have given us some improved understanding on this disease. Currently, targeted therapies based on the molecular biology of neuroblastoma are under investigation and increasing survival rate and decreasing late complications could be appreciated.

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Normal and Disordered Formation of the Cerebral Cortex : Normal Embryology, Related Molecules, Types of Migration, Migration Disorders

  • Lee, Ji Yeoun
    • Journal of Korean Neurosurgical Society
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    • v.62 no.3
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    • pp.265-271
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    • 2019
  • The expansion and folding of the cerebral cortex occur during brain development and are critical factors that influence cognitive ability and sensorimotor skills. The disruption of cortical growth and folding may cause neurological disorders, resulting in severe intellectual disability and intractable epilepsy in humans. Therefore, understanding the mechanism that regulates cortical growth and folding will be crucial in deciphering the key steps of brain development and finding new therapeutic targets for the congenital anomalies of the cerebral cortex. This review will start with a brief introduction describing the anatomy of the brain cortex, followed by a description of our understanding of the proliferation, differentiation, and migration of neural progenitors and important genes and molecules that are involved in these processes. Finally, various types of disorders that develop due to malformation of the cerebral cortex will be discussed.

Engineered adult stem cells: a promising tool for anti-cancer therapy

  • Youngdong Choi;Hong Kyu Lee;Kyung-Chul Choi
    • BMB Reports
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    • v.56 no.2
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    • pp.71-77
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    • 2023
  • Cancers are one of the most dreaded diseases in human history and have been targeted by numerous trials including surgery, chemotherapy, radiation therapy, and anti-cancer drugs. Adult stem cells (ASCs), which can regenerate tissues and repair damage, have emerged as leading therapeutic candidates due to their homing ability toward tumor foci. Stem cells can precisely target malicious tumors, thereby minimizing the toxicity of normal cells and unfavorable side effects. ASCs, such as mesenchymal stem cells (MSCs), neural stem cells (NSCs), and hematopoietic stem cells (HSCs), are powerful tools for delivering therapeutic agents to various primary and metastatic cancers. Engineered ASCs act as a bridge between the tumor sites and tumoricidal reagents, producing therapeutic substances such as exosomes, viruses, and anti-cancer proteins encoded by several suicide genes. This review focuses on various anti-cancer therapies implemented via ASCs and summarizes the recent treatment progress and shortcomings.

Reduced Cytotoxicity by Repetitive mRNA Transfection in Differentiated Neurons

  • Seung Hwan Ko;Jin Sun Kang;Sang-Mi Kim;Eun-Hye Lee;Chang-Hwan Park
    • International Journal of Stem Cells
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    • v.16 no.1
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    • pp.117-122
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    • 2023
  • Background and Objectives: mRNA-based protein expression technology has been used to express functional proteins. We have previously generated dopamine neurons from rat-embryo derived neural precursor cells (NPCs) through repeated transfection of synthetic transcription factor mRNA encoding dopamine-inducible genes. However, NPCs began to die approximately 10 d post-transfection. In this study, we examined a long-term transfection protocol that did not affect cell viability. Methods and Results: Experiments were performed in eight groups sorted according to the start date of mRNA transfection. mRNA was transfected into NPCs daily for 21 d and live cell images of each group were recorded. NPCs which were differentiated for more than five days showed sustained gene expression and appreciable viability despite daily mRNA transfection for 21 d. Conclusions: Repeated mRNA transfection requires cells with a sufficient differentiation period.

Classification of Gene Data Using Membership Function and Neural Network (소속 함수와 유전자 정보의 신경망을 이용한 유전자 타입의 분류)

  • Yeom, Hae-Young;Kim, Jae-Hyup;Moon, Young-Shik
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.42 no.4 s.304
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    • pp.33-42
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    • 2005
  • This paper proposes a classification method for gene expression data, using membership function and neural network. The gene expression is a process to produce mRNA and protains which generate a living body, and the gene expression data is important to find out the functions and correlations of genes. Such gene expression data can be obtained from DNA 칩 massively and quickly. However, thousands of gene expression data may not be useful until it is well organized. Therefore a classification method is necessary to find the characteristics of gene data acquired from the gene expression. In the proposed method, a set of gene data is extracted according to the fisher's criterion, because we assume that selected gene data is the well-classified data sample. However, the selected gene data does not guarantee well-classified data sample and we calculate feature values using membership function to reduce the influence of outliers in gene data. Feature vectors estimated from the selected feature values are used to train back propagation neural network. The experimental results show that the clustering performance of the proposed method has been improved compared to other existing methods in various gene expression data.

Up-regulation of Idh3α causes reduction of neuronal differentiation in PC12 cells

  • Cho, Sun-A;Seo, Min-Ji;Ko, Je-Yeong;Shim, Jung-Hee;Yoo, Jin;Kim, Jung-Hee;Kim, Se-Yoon;Ryu, Na-Kyung;Park, Eun-Young;Lee, Han-Woong;Lee, Yeon-Su;Bahk, Young-Yil;Park, Jong-Hoon
    • BMB Reports
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    • v.43 no.5
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    • pp.369-374
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    • 2010
  • The PC12 is the widely used cell line to study neuronal differentiation. We had extensively investigated the details of protein expression in differentiated PC12 cells by proteomic analysis. The cells were incubated at the presence of nerve growth factor. We had analyzed the expression changes in the differentiating PC12 cells by 2-dimensional electrophoresis and the identification of the proteins using MALDI-TOF MS. By comparing expression pattern in the time course, we identified the candidate genes which are associated with neuronal differentiation. Among these genes, we performed real-time PCR analysis to validate $Idh3{\alpha}$ expression by the time course. To identify the function of $Idh3{\alpha}$ in neuronal differentiation stage, the transfection of $Idh3{\alpha}$ to PC12 cells was performed. As a result, we proved that up-regulation of $Idh3{\alpha}$ causes reduction in neural differentiation of PC12 cells. Based on these data, we suggest that $Idh3{\alpha}$ plays a role to the neuronal differentiation.

Effects of Rice Bran Extracts Fermented with Lactobacillus plantarum on Neuroprotection and Cognitive Improvement in a Rat Model of Ischemic Brain Injury

  • Hong, Jeong Hwa;Kim, Ji Yeong;Baek, Seung Eun;Ingkasupart, Pajaree;Park, Hwa Jin;Kang, Sung Goo
    • Biomedical Science Letters
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    • v.21 no.2
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    • pp.92-102
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    • 2015
  • This work aimed to study whether rice bran extract fermented with Lactobacillus plantarum (LW) promotes functional recovery and reduces cognitive impairment after ischemic brain injury. Ischemic brain injury was induced by middle cerebral artery occlusion (MCAO) in rats. Four groups were studied, namely the (1) sham, (2) vehicle, (3) donepezil, and (4) LW groups. Animals were injected with LW once a day for 7 days after middle cerebral artery occlusion. LW group showed significantly improved neurological function as compared to the vehicle group, as well as enhanced learning and memory in the Morris water maze. The LW group showed the greatest functional recovery. Moreover, the LW group showed an enhanced more survival cells anti-apoptotic effect in the cortex and neural cell densities in the hippocampal DG and CA1. In addition, this group showed enhanced expression of neurotrophic factors, antioxidant genes, and the acetylcholine receptor gene, as well as synaptophysin (SYP), Fox-3 (NeuN), doublecortin (DCX), and choline acetyltransferase (ChAT) proteins. Our findings indicate that LW treatment showed the largest effects in functional recovery and cognitive improvement after ischemic brain injury through stimulation of the acetylcholine receptor, antioxidant genes, neurotrophic factors, and expression of NeuN, SYP, DCX, and ChAT.

Direct Action of Genistein on the Hypothalamic Neuronal Circuits in Female Rats

  • Lee, Woo-Cheol;Lee, Sung-Ho
    • Development and Reproduction
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    • v.14 no.1
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    • pp.35-41
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    • 2010
  • Mammalian reproduction is regulated by a feedback circuit of the key reproductive hormones such as GnRH, gonadotropin and sex steroids on the hypothalamic-pituitary-gonadal axis. In particular, the onset of female puberty is triggered by gain of a pulsatile pattern and increment of GnRH secretion from hypothalamus. Previous studies including our own clearly demonstrated that genistein (GS), a phytoestrogenic isoflavone, altered the timing of puberty onset in female rats. However, the brain-specific actions of GS in female rats has not been explored yet. The present study was performed to examine the changes in the activities of GnRH neurons and their neural circuits by GS in female rats. Concerning the drug delivery route, intracerebroventricular (ICV) injection technique was employed to eliminate the unwanted actions on the extrabrain tissues which can be occurred if the testing drug is systemically administered. Adult female rats (PND 100, 210-230 g BW) were anaesthetized, treated with single dose of GS ($3.4{\mu}g$/animal), and sacrificed at 3 hrs post-injection. To determine the transcriptional changes of reproductive hormone-related genes in hypothalamus, total RNAs were extracted and applied to the semi-quantitative reverse transcription polymerase chain reaction (RT-PCR). ICV infusion of GS significantly raised the transcriptional activities of enhanced at puberty1 (EAP-1, p<0.05), glutamic acid decarboxylase (GAD67, p<0.01) which are known to modulate GnRH secretion in the hypothalamus. However, GS infusion could not change the mRNA level of nitric oxide synthase 2 (NOS-2). GS administration significantly increased the mRNA levels of KiSS-1 (p<0.001), GPR54 (p<0.001), and GnRH (p<0.01) in the hypothalami, but decreased the mRNA levels of LH-$\beta$ (p<0.01) and FSH-$\beta$ (p<0.05) in the pituitaries. Taken together, the present study indicated that the acute exposure to GS could directly activate the hypothalamic GnRH modulating system, suggesting the GS's disrupting effects such as the early onset of puberty in immature female rats might be derived from premature activation of key reproduction related genes in hypothalamus-pituitary neuroendocrine circuit.

Zebrafish as a Tool for Function Genomics (제브라피쉬를 이용한 새로운 유전자의 발굴 및 기능분석)

  • Kim Hyun Taek;Kim Cheol Hee
    • Development and Reproduction
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    • v.7 no.2
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    • pp.69-80
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    • 2003
  • The zebrafish(Danio rerio) is a pre-eminent vertebrate model system for clarification of the roles of specific genes and signaling pathways in development. We show examples of positional cloning in two developmental mutants in zebrafish. headless: The severe head defects in headless(hdl) mutants are due to a mutation in T-cell factor-3(Tcf3). Loss of Tcf3 function in the hdl mutant reveals that Hdl represses Wnt target genes. The results provide genetic evidence that a component of the Wnt signaling pathway is essential in vertebrate head formation and patterning. mind bomb: Reduced lateral inhibition in mind bomb(mib) mutants permits too many neural precursors to differentiate as neurons. Positional cloning of mib revealed that it is a gene in the Notch pathway that encodes a ubiquitin E3 ligase. Mib interacts with the intracellular domain of Delta to promote its internalization. The results suggest a model for Notch activation where the Delta-Notch interaction is followed by endocytosis of Delta and transendocytosis of the Notch extracellular domain by the signaling cell.

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