• 제목/요약/키워드: MicroRNA

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microRNA 발현 데이터의 상관관계 분석을 통한 microRNA Functional Family 탐색 (Defining microRNA functional families through correlation analysis of microRNA microarray data)

  • 남진우;장병탁
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2006년도 한국컴퓨터종합학술대회 논문집 Vol.33 No.1 (A)
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    • pp.13-15
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    • 2006
  • microRNA는 유전자의 전사 후 과정에서 negative regulation을 담당하는 small noncoding RNA의 한 증류이다. 최근까지 330여개의 인간 microRNA가 발견되었지만 그들의 기능이 밝혀진 것은 소수에 불과하다. microRNA의 기능은 3'UTR에 불완전 상보결합을 통해 negative regulation을 받게 되는 유전자의 기능으로부터 유추되는 것이 일반적이다. 특별히 유전체상에 군집화 된 microRNA들은 하나의 전사체로부터 발현되는 것으로 판단되며, 같은 또는 관련된 기능을 하거나 같은 목표 유전자를 조절하기 위한 functional family일 가능성이 높다. 또한 이러한 functional family는 하나의 전사체로부터 발현되기 때문에, 조직별로 조건별로 같은 발현 패턴을 보여야 한다. 본 연구에서는 발현데이터로부터 microRNA functional family를 탐색하기 위해, 5개의 연구 그룹에서 공개한 조직별 microRNA 발현데이터를 표준화 작업을 거친 후 통합하고 k-nearest neighbor 알고리즘을 이용해 결측치를 보정한 후 microRNA 발현사이의 correlation을 계산한다. 이때 데이터 통합에서 생기는 문제에 robust한 결과를 얻기 위해 실제 발현데이터가 아닌 rank 데이터부터 correlation을 측정한다. 계산된 spearman ranked correlation 결과와 microRNA의 genomic coordination 정보로부터 34개의 functional family를 정의할 수 있었다.

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Determinants of Functional MicroRNA Targeting

  • Hyeonseo Hwang;Hee Ryung Chang;Daehyun Baek
    • Molecules and Cells
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    • 제46권1호
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    • pp.21-32
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    • 2023
  • MicroRNAs (miRNAs) play cardinal roles in regulating biological pathways and processes, resulting in significant physiological effects. To understand the complex regulatory network of miRNAs, previous studies have utilized massivescale datasets of miRNA targeting and attempted to computationally predict the functional targets of miRNAs. Many miRNA target prediction tools have been developed and are widely used by scientists from various fields of biology and medicine. Most of these tools consider seed pairing between miRNAs and their mRNA targets and additionally consider other determinants to improve prediction accuracy. However, these tools exhibit limited prediction accuracy and high false positive rates. The utilization of additional determinants, such as RNA modifications and RNA-binding protein binding sites, may further improve miRNA target prediction. In this review, we discuss the determinants of functional miRNA targeting that are currently used in miRNA target prediction and the potentially predictive but unappreciated determinants that may improve prediction accuracy.

MicroRNA-21 Regulates the Invasion and Metastasis in Cholangiocarcinoma and May Be a Potential Biomarker for Cancer Prognosis

  • Huang, Qiang;Liu, Lei;Liu, Chen-Hai;You, Hao;Shao, Feng;Xie, Fang;Lin, Xian-Sheng;Hu, San-Yuan;Zhang, Chuan-Hai
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권2호
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    • pp.829-834
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    • 2013
  • Background: MicroRNAs are noncoding RNA molecules that posttranscriptionally regulate gene expression. The aim of this study was to determine the role of microRNA-21 in cholangiocarcinomas and its relationship to cholangiocarcinoma RBE cell capacity for invasion and metastasis. Methods: MicroRNA-21 expression was investigated in 41 cases of cholangiocarcinoma samples by in situ hybridization and real-time PCR. Influence on cholangiocarcinoma cell line invasion and metastasis was analyzed with microRNA-21 transfected cells. In addition, regulation of reversion-inducing-cysteine-rich protein with kazal motifs (RECK) by microRNA-21 was elucidated to identify mechanisms. Results: In situ hybridization and real-time quantitative PCR results for patients with lymph node metastasis or perineural invasion showed significantly high expression of microRNA-21 (P<0.05). There was a dramatic decrease in cholangiocarcinoma cell line invasion and metastasis ability after microRNA-21 knockdown (P<0.05). However, overexpression significantly increased invasion and metastasis (P<0.05). Real-time PCR and Western-blot analysis showed that microRNA-21 could potentially inhibit RECK expression in RBE cells. Survival analysis showed that patients with higher expression levels of microRNA-21 more often had a poor prognosis (P<0.05). Conclusions: MicroRNA-21 may play an important role in cholangiocarcinoma invasion and metastasis, suggesting that MicroRNA-21 should be further evaluated as a biomarker for predicting cholangiocarcinoma prognosis.

MicroRNA-146a Enhances Helicobacter pylori Induced Cell Apoptosis in Human Gastric Cancer Epithelial Cells

  • Wu, Kai;Yang, Liu;Li, Cong;Zhu, Chao-Hui;Wang, Xin;Yao, Yi;Jia, Yu-Jie
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권14호
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    • pp.5583-5586
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    • 2014
  • Helicobacter pylori (H. pylori) infection induces apoptosis in gastric epithelial cells, and this occurrence may link to gastric carcinogenesis. However, the regulatory mechanism of H. pylori-induced apoptosis is not clear. MicroRNA-146a has been implicated as a key regulator of the immune system. This report describes our discovery of molecular mechanisms of microRNA-146a regulation of apoptosis in human gastric cancer cells. We found that overexpression of microRNA-146a by transfecting microRNA-146a mimics could significantly enhance apoptosis, and this upregulation was triggered by COX-2 inhibition. Furthermore, we found that microRNA-146a density was positively correlated with apoptosis rates in H. pylori-positive gastric cancer tissues and intratumoral microRNA-146a density was negatively correlated with lymph node metastasis among H. pylori-positive gastric cancer patients. Understanding the important roles of microRNA-146a in regulating cell apoptosis in H. pylori infected human gastric cancer cells will contribute to the development of microRNA targeted therapy in the future.

Exosome-derived microRNA-29c Induces Apoptosis of BIU-87 Cells by Down Regulating BCL-2 and MCL-1

  • Xu, Xiang-Dong;Wu, Xiao-Hou;Fan, Yan-Ru;Tan, Bing;Quan, Zhen;Luo, Chun-Li
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권8호
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    • pp.3471-3476
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    • 2014
  • Background: Aberrant expression of the microRNA-29 family is associated with tumorigenesis and cancer progression. As transport carriers, tumor-derived exosomes are released into the extracellular space and regulate multiple functions of target cells. Thus, we assessed the possibility that exosomes could transport microRNA-29c as a carrier and correlations between microRNA-29c and apoptosis of bladder cancer cells. Materials and Methods: A total of 28 cancer and adjacent tissues were examined by immunohistochemistry to detect BCL-2 and MCL-1 expression. Disease was Ta-T1 in 12 patients, T2-T4 in 16, grade 1 in 8, 2 in 8 and 3 in 12. The expression of microRNA-29c in cancer tissues was detected by quantitative reverse transcriptase PCR (QRT-PCR). An adenovirus containing microRNA-29c was used to infect the BIU-87 human bladder cancer cell line. MicroRNA-29c in exosomes was measured by QRT-PCR. After BIU-87 cells were induced by exosomes-derived microRNA-29c, QRT-PCR was used to detect the level of microRNA-29c. Apoptosis was examined by flow cytometry and BCL-2 and MCL-1 mRNA expressions were assessed by reverse transcription-polymerase chain reaction. Western blotting was used to determine the protein expression of BCL-2 and MCL-1. Results: The expressions of BCL-2 and MCL-1 protein were remarkably increased in bladder carcinoma (p<0.05), but was found mainly in the basal and suprabasal layers in adjacent tissues. The expression of microRNA-29c in cancer tissues was negatively correlated with the BCL-2 and MCL-1. The expression level of microRNA-29c in exosomes and BIU-87 cells from the experiment group was higher than that in control groups (p<0.05). Exosome-derived microRNA-29c induced apoptosis (p<0.01). Although only BCL-2 was reduced at the mRNA level, both BCL-2 and MCL-1 were reduced at the protein level. Conclusions: Human bladder cancer cells infected by microRNA-29c adenovirus can transport microRNA-29c via exosomes. Moreover, exosome-derived microRNA29c induces apoptosis in bladder cancer cells by down-regulating BCL-2 and MCL-1.

How to Explain the Contradiction of microRNA 200c Expression and Survival in Solid Tumors?: a Meta-analysis

  • Wang, Hui-Yu;Shen, Jie;Jiang, Chun-Ping;Liu, Bao-Rui
    • Asian Pacific Journal of Cancer Prevention
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    • 제15권8호
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    • pp.3687-3690
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    • 2014
  • MicroRNA 200c is a microRNA 200 family member that plays an important role in regulation of the epithelial-to-mesenchymal transition (EMT). The prognostic value of microRNA 200c in solid tumors remains controversial because of inconsistent data. Here, we report a meta-analysis of the association of microRNA 200c expression and survival in patients with solid tumors. Pubmed was searched up to November 2013 for studies investigating microRNA 200c expression and overall survival (OS) in solid tumors. Hazard ratios (HRs) with 95% confidence intervals (CIs) for OS were extracted from each study. Pooled HR and CIs were calculated using the Mantel-Haenszel fixed-effects models. A total of five studies evaluating colorectal cancer, gastric cancer, ovarian cancer, pancreatic cancer and endometrial cancer were included in the analysis. Data were divided into tissue microRNA 200c expression group and serum microRNA 200c expression group. The combined HRs [95%CIs] estimated for OS were 0.62 [0.42-0.91] and 2.16 [1.32-3.52] respectively. Low expression of microRNA 200c in tumor tissue and high expression of microRNA 200c in serum are associated with worse survival in solid tumors. Further study is needed to elucidate this contradiction.

하이퍼망 모델을 이용한 MircoRNA Strand 선택 예측 (Prediction of MicroRNA Strand Selection using Hypernetwork Model)

  • 이지훈;하정우;이제근;장병탁
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2010년도 한국컴퓨터종합학술대회논문집 Vol.37 No.1(C)
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    • pp.235-239
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    • 2010
  • MicroRNA는 RNA로 전사된 유전자와의 상보결합을 통해 유전자 발현을 억제하는 조절인자이다. MicroRNA 생성과정에서 pre-microRNA의 3' 또는 5' 부근의 strand가 선택되어 mature 시퀀스가 되고 유전자 조절에 직접 작용하게 된다. 하지만 어떤 특징을 가진 strand가 선택 되는지에 대한 정확한 메커니즘은 아직 연구되어 있지 않다. 본 논문에서는 microRNA 시퀀스 정보를 바탕으로 하이퍼망을 구성하여 strand 선택 예측 모델을 구축하였다. 실험 결과 하이퍼망 학습을 통해 microRNA strand 선택에 중요한 영향을 미치는 시퀀스 특징을 찾을 수 있었고, strand 선택을 높은 정확도로 예측할 수 있음을 확인하였다.

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태반유래 줄기세포와 골수유래 줄기세포에서의 마이크로RNA 발현비교 (Comparison of MicroRNA Expression in Placenta-derived Mesenchymal Stem Cells and Bone Marrow-derived Stem Cells)

  • 김수환
    • 생명과학회지
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    • 제24권11호
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    • pp.1238-1243
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    • 2014
  • 중간엽줄기세포(mesenchymal stem cell, MSC)은 세포치료로 각광받아 널리 사용되고 있다. 이들은 줄기세포의 분화성을 이용하여 많은 만성질환에 연관되어 치료제로 사용되고 있다. 줄기세포는 다른 화학적 치료법에 비해 많은 장점을 가지고 있다. 왜냐하면 줄기세포치료는 자기자신, 혹은 동종의 세포를 이용한 치료이기 때문에 화학 치료에 비해 부작용이나 치료의 위험성이 덜하다. 그리고 마이크로RNA또한 최근 기 존재와 기능이 밝혀져서 연구되고 있는데 특히 항암, 세포생장촉진 등의 기능을 이용해 항암, 만성질환 치료에 접목되어 치료제로의 역할이 기대된다. 마이크로RNA는 대부분의 대사과정이나 항상성조절에 관여되어있다. 따라서 마이크로RNA가 저 발현 혹은 과 발현하게 되면 만성질환으로 이어지게 된다. 하지만 줄기세포와 마이크로RNA의 상호간 보조효과는 잘 연구되어 있지 않다. 따라서 이들 간의 상관관계를 확인하기 위하여 태반유래 줄기세포(PDSC)와 골수줄기세포(BM-MSC), 대조군으로 섬유아세포(Fibroblast, WI-38)을 사용하여 이들이 발현하는 마이크로RNA 발현을 확인해 보았다. 각각의 MSC 세포주에 대하여 특정 마이크로RNA의 발현량을 확인해 보았다. 결과 PDSC의 경우엔 마이크로RNA-34a의 발현이 높았고 BM-MSC의 경우에는 마이크로RNA-27a, 33a, 33b, 211의 발현이 높은 것을 확인할 수 있었다. 따라서 우리는 각각의 MSC세포주와 그들이 발현하는 기능성 마이크로RNA을 연관지어 효과적인 세포치료에 활용될 수 있을 것을 기대한다.

A Review on the Correlation between the Pathology of Alzheimer's Disease and microRNA

  • Kim, Soo-Jung;Cho, Hyun-Jeong
    • 대한의생명과학회지
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    • 제27권4호
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    • pp.208-215
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    • 2021
  • The purpose of this study was to explain the pathology of Alzheimer's disease (AD) and to investigate the correlation between AD and microRNA. AD is the most common type of dementia, accounting for about 80% of all types of dementia, causing dysfunction in various daily activities such as memory loss, cognitive impairment, and behavioral impairment. The typical pathology of AD is explained by the accumulation of beta-amyloid peptide plaques and neurofibrillary tangles containing hyperphosphorylated tau protein. On the other hand, microRNA is small non-coding RNA 22~23 nucleotides in length that binds to the 3' untranslated region of messenger RNA to inhibit gene expression. Many reports explain that microRNAs found in circulating biofluids are abundant in the central nervous system, are involved in the pathogenic mechanism of AD, and act as important factors for early diagnosis and therapeutic agents of AD. Therefore, this paper aims to clarify the correlation between AD and microRNA. In this review, the basic mechanism of miRNAs is described, and the regulation of miRNAs in the pathological processes of AD are highlighted. Furthermore, we suggest that miRNA-based system in development of therapeutic and diagnostic agents of AD can be a promising tool.

신경망을 이용한 예쁜 꼬마 선충 microRNA target 예측 (Identification of Caenorhabditis elegans microRNA target using a neural network)

  • Lee, Wha-Jin;Zhang, Byoung-Tak
    • 한국생물정보학회:학술대회논문집
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    • 한국생물정보시스템생물학회 2004년도 The 3rd Annual Conference for The Korean Society for Bioinformatics Association of Asian Societies for Bioinformatics 2004 Symposium
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    • pp.150-157
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    • 2004
  • microRNA (miRNA)는 21-25 nucleotide (nt)의 single-stranded RNA 분자로서 mRNA의 3' untranslated region (3' UTR)에 상보적으로 결합하여 유전자 발현을 제어하는 새로운 조절물질이다. 지금까지 실험을 통해 수백 개의 miRNA가 알려져 있으나, miRNA에 의해 조절되는 target 유전자는 실험상의 어려움으로 아직까지 거의 알려지지 않았다. miRNA는 서열의 길이가 짧고 target과 느슨한 상보적 결합을 하기 때문에 기존의 서열 비교 방법으로 miRNA의 target을 찾는 것은 쉬운 일이 아니다. 본 논문은 신경망을 이용하여 Caenorhabditis elegans mRNA의 3' UTR에서 miRNA가 결합하는 영역을 예측하였다. 신경망은 복잡한 비선형 데이터를 잘 분리해내고 불완전하고 잡음이 많은 입력에 강하기 때문에 miRNA target 예측에 적합하다. miRNA와 mRNA의 결합 영역을 다양하게 분석하였고 민감도 0.59, 특수도 0.99의 성능을 갖는 신경망을 구현하였다. 신경망 입력 값을 달리하여 각각의 특성이 결과에 미치는 영향을 분석하였고 기존 예측 방법에 의한 결과와 비교하여 성능을 평가하였다.

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