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1.
Nucleic Acids Res ; 45(19): 11371-11385, 2017 Nov 02.
Artigo em Inglês | MEDLINE | ID: mdl-28981911

RESUMO

Deep-sequencing reveals extensive variation in the sequence of endogenously expressed microRNAs (termed 'isomiRs') in human cell lines and tissues, especially in relation to the 3' end. From the immunoprecipitation of the microRNA-binding protein Argonaute and the sequencing of associated small RNAs, we observe extensive 3'-isomiR variation, including for miR-222 where the majority of endogenously expressed miR-222 is extended by 1-5 nt compared to the canonical sequence. We demonstrate this 3' heterogeneity has dramatic implications for the phenotype of miR-222 transfected cells, with longer isoforms promoting apoptosis in a size (but not 3' sequence)-dependent manner. The transfection of longer miR-222 isomiRs did not induce an interferon response, but did downregulate the expression of many components of the pro-survival PI3K-AKT pathway including PIK3R3, a regulatory subunit whose knockdown phenocopied the expression of longer 222 isoforms in terms of apoptosis and the inhibition of other PI3K-AKT genes. As this work demonstrates the capacity for 3' isomiRs to mediate differential functions, we contend more attention needs to be given to 3' variance given the prevalence of this class of isomiR.


Assuntos
Apoptose/genética , Proliferação de Células/genética , Regulação da Expressão Gênica , MicroRNAs/genética , Isoformas de RNA/genética , Linhagem Celular , Linhagem Celular Tumoral , Humanos , Immunoblotting , Células MCF-7 , Fosfatidilinositol 3-Quinases/genética , Fosfatidilinositol 3-Quinases/metabolismo , Proteínas Proto-Oncogênicas c-akt/genética , Proteínas Proto-Oncogênicas c-akt/metabolismo , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Transdução de Sinais/genética
2.
EMBO J ; 33(18): 2040-56, 2014 Sep 17.
Artigo em Inglês | MEDLINE | ID: mdl-25069772

RESUMO

The microRNAs of the miR-200 family maintain the central characteristics of epithelia and inhibit tumor cell motility and invasiveness. Using the Ago-HITS-CLIP technology for transcriptome-wide identification of direct microRNA targets in living cells, along with extensive validation to verify the reliability of the approach, we have identified hundreds of miR-200a and miR-200b targets, providing insights into general features of miRNA target site selection. Gene ontology analysis revealed a predominant effect of miR-200 targets in widespread coordinate control of actin cytoskeleton dynamics. Functional characterization of the miR-200 targets indicates that they constitute subnetworks that underlie the ability of cancer cells to migrate and invade, including coordinate effects on Rho-ROCK signaling, invadopodia formation, MMP activity, and focal adhesions. Thus, the miR-200 family maintains the central characteristics of the epithelial phenotype by acting on numerous targets at multiple levels, encompassing both cytoskeletal effectors that control actin filament organization and dynamics, and upstream signals that locally regulate the cytoskeleton to maintain cell morphology and prevent cell migration.


Assuntos
Movimento Celular , Proliferação de Células , Células Epiteliais/fisiologia , Regulação da Expressão Gênica , Redes Reguladoras de Genes , MicroRNAs/genética , MicroRNAs/metabolismo , Linhagem Celular , Citoesqueleto/metabolismo , Humanos
3.
Am J Pathol ; 184(9): 2493-504, 2014 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-25134760

RESUMO

Stroke is the leading cause of adult disability and the fourth most common cause of death in the United States. Inflammation is thought to play an important role in stroke pathology, but the factors that promote inflammation in this setting remain to be fully defined. An understudied but important factor is the role of meningeal-located immune cells in modulating brain pathology. Although different immune cells traffic through meningeal vessels en route to the brain, mature mast cells do not circulate but are resident in the meninges. With the use of genetic and cell transfer approaches in mice, we identified evidence that meningeal mast cells can importantly contribute to the key features of stroke pathology, including infiltration of granulocytes and activated macrophages, brain swelling, and infarct size. We also obtained evidence that two mast cell-derived products, interleukin-6 and, to a lesser extent, chemokine (C-C motif) ligand 7, can contribute to stroke pathology. These findings indicate a novel role for mast cells in the meninges, the membranes that envelop the brain, as potential gatekeepers for modulating brain inflammation and pathology after stroke.


Assuntos
Mastócitos/imunologia , Meninges/imunologia , Acidente Vascular Cerebral/imunologia , Animais , Encéfalo/imunologia , Encéfalo/patologia , Modelos Animais de Doenças , Citometria de Fluxo , Técnicas de Introdução de Genes , Imageamento por Ressonância Magnética , Masculino , Mastócitos/patologia , Meninges/patologia , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Knockout , Acidente Vascular Cerebral/patologia
4.
Blood ; 122(16): 2911-9, 2013 Oct 17.
Artigo em Inglês | MEDLINE | ID: mdl-24009229

RESUMO

Cellular junctions are essential to the normal functioning of the endothelium and control angiogenesis, tissue leak, and inflammation. From a screen of micro RNAs (miRNAs) altered in in vitro angiogenesis, we selected a subset predicted to target junctional molecules. MiR-27a was rapidly downregulated upon stimulation of in vitro angiogenesis, and its level of expression is reduced in neovessels in vivo. The downregulation of miR-27a was essential for angiogenesis because ectopic expression of miR-27a blocked capillary tube formation and angiogenesis. MiR-27a targets the junctional, endothelial-specific cadherin, VE-cadherin. Consistent with this, vascular permeability to vascular endothelial growth factor in mice is reduced by administration of a general miR-27 inhibitor. To determine that VE-cadherin was the dominant target of miR-27a function, we used a novel technology with "Blockmirs," inhibitors that bind to the miR-27 binding site in VE-cadherin. The Blockmir CD5-2 demonstrated specificity for VE-cadherin and inhibited vascular leak in vitro and in vivo. Furthermore, CD5-2 reduced edema, increased capillary density, and potently enhanced recovery from ischemic limb injury in mice. The Blockmir technology offers a refinement in the use of miRNAs, especially for therapy. Further, targeting of endothelial junctional molecules by miRNAs has clinical potential, especially in diseases associated with vascular leak.


Assuntos
Antígenos CD/metabolismo , Caderinas/metabolismo , Regulação da Expressão Gênica , MicroRNAs/metabolismo , Animais , Sítios de Ligação , Permeabilidade Capilar , Edema/patologia , Células HEK293 , Células Endoteliais da Veia Umbilical Humana , Humanos , Isquemia/patologia , Cirrose Hepática/patologia , Camundongos , Camundongos Endogâmicos C57BL , MicroRNAs/antagonistas & inibidores , Neovascularização Patológica
5.
Bioinformatics ; 29(6): 765-71, 2013 Mar 15.
Artigo em Inglês | MEDLINE | ID: mdl-23365408

RESUMO

MOTIVATION: microRNAs (miRNAs) are known to play an essential role in the post-transcriptional gene regulation in plants and animals. Currently, several computational approaches have been developed with a shared aim to elucidate miRNA-mRNA regulatory relationships. Although these existing computational methods discover the statistical relationships, such as correlations and associations between miRNAs and mRNAs at data level, such statistical relationships are not necessarily the real causal regulatory relationships that would ultimately provide useful insights into the causes of gene regulations. The standard method for determining causal relationships is randomized controlled perturbation experiments. In practice, however, such experiments are expensive and time consuming. Our motivation for this study is to discover the miRNA-mRNA causal regulatory relationships from observational data. RESULTS: We present a causality discovery-based method to uncover the causal regulatory relationship between miRNAs and mRNAs, using expression profiles of miRNAs and mRNAs without taking into consideration the previous target information. We apply this method to the epithelial-to-mesenchymal transition (EMT) datasets and validate the computational discoveries by a controlled biological experiment for the miR-200 family. A significant portion of the regulatory relationships discovered in data is consistent with those identified by experiments. In addition, the top genes that are causally regulated by miRNAs are highly relevant to the biological conditions of the datasets. The results indicate that the causal discovery method effectively discovers miRNA regulatory relationships in data. Although computational predictions may not completely replace intervention experiments, the accurate and reliable discoveries in data are cost effective for the design of miRNA experiments and the understanding of miRNA-mRNA regulatory relationships.


Assuntos
Regulação da Expressão Gênica , MicroRNAs/metabolismo , RNA Mensageiro/metabolismo , Algoritmos , Animais , Linhagem Celular Tumoral , Transição Epitelial-Mesenquimal/genética , Perfilação da Expressão Gênica
6.
BMC Bioinformatics ; 14: 92, 2013 Mar 11.
Artigo em Inglês | MEDLINE | ID: mdl-23497388

RESUMO

BACKGROUND: Transcription factors (TFs) and microRNAs (miRNAs) are primary metazoan gene regulators. Regulatory mechanisms of the two main regulators are of great interest to biologists and may provide insights into the causes of diseases. However, the interplay between miRNAs and TFs in a regulatory network still remains unearthed. Currently, it is very difficult to study the regulatory mechanisms that involve both miRNAs and TFs in a biological lab. Even at data level, a network involving miRNAs, TFs and genes will be too complicated to achieve. Previous research has been mostly directed at inferring either miRNA or TF regulatory networks from data. However, networks involving a single type of regulator may not fully reveal the complex gene regulatory mechanisms, for instance, the way in which a TF indirectly regulates a gene via a miRNA. RESULTS: We propose a framework to learn from heterogeneous data the three-component regulatory networks, with the presence of miRNAs, TFs, and mRNAs. This method firstly utilises Bayesian network structure learning to construct a regulatory network from multiple sources of data: gene expression profiles of miRNAs, TFs and mRNAs, target information based on sequence data, and sample categories. Then, in order to produce more meaningful results for further biological experimentation and research, the method searches the learnt network to identify the interplay between miRNAs and TFs and applies a network motif finding algorithm to further infer the network.We apply the proposed framework to the data sets of epithelial-to-mesenchymal transition (EMT). The results elucidate the complex gene regulatory mechanism for EMT which involves both TFs and miRNAs. Several discovered interactions and molecular functions have been confirmed by literature. In addition, many other discovered interactions and bio-markers are of high statistical significance and thus can be good candidates for validation by experiments. Moreover, the results generated by our method are compact, involving a small number of interactions which have been proved highly relevant to EMT. CONCLUSIONS: We have designed a framework to infer gene regulatory networks involving both TFs and miRNAs from multiple sources of data, including gene expression data, target information, and sample categories. Results on the EMT data sets have shown that the proposed approach is able to produce compact and meaningful gene regulatory networks that are highly relevant to the biological conditions of the data sets. This framework has the potential for application to other heterogeneous datasets to reveal the complex gene regulatory relationships.


Assuntos
Redes Reguladoras de Genes , MicroRNAs/metabolismo , Fatores de Transcrição/metabolismo , Algoritmos , Teorema de Bayes , Linhagem Celular , Transição Epitelial-Mesenquimal/genética , Perfilação da Expressão Gênica , Humanos , RNA Mensageiro/metabolismo
7.
Adv Exp Med Biol ; 774: 267-90, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23377978

RESUMO

microRNAs (miRNAs) are small non-coding RNAs that cause mRNA degradation and translation inhibition. They are pivotal regulators of development and cellular homeostasis through their control of diverse processes. Recently, great efforts have been made to elucidate many targets that are affected by miRNAs, but the functions of most miRNAs and their precise regulatory mechanisms remain elusive. With more and more matched expression profiles of miRNAs and mRNAs having been made available, it is of great interest to utilize both expression profiles and sequence information to discover the functional regulatory networks of miRNAs and their target mRNAs for potential biological processes that they may participate in. In this chapter, we first briefly review the computational methods for discovering miRNA targets and miRNA-mRNA regulatory modules, and then focus on a method of identifying functional miRNA-mRNA regulatory modules by integrating multiple data sets from different sources.


Assuntos
Bases de Dados de Ácidos Nucleicos , Redes Reguladoras de Genes/genética , MicroRNAs/metabolismo , RNA Mensageiro/metabolismo , Animais , Biologia Computacional , Feminino , Regulação Neoplásica da Expressão Gênica , Humanos , Neoplasias Mamárias Animais/genética , Camundongos , MicroRNAs/genética , RNA Mensageiro/genética , Reprodutibilidade dos Testes
8.
J Biol Chem ; 286(5): 4027-42, 2011 Feb 04.
Artigo em Inglês | MEDLINE | ID: mdl-21131358

RESUMO

Retinoids are promising agents for the treatment/prevention of breast carcinoma. We examined the role of microRNAs in mediating the effects of all-trans-retinoic acid (ATRA), which suppresses the proliferation of estrogen receptor-positive (ERα(+)) breast carcinoma cells, such as MCF-7, but not estrogen receptor-negative cells, such as MDA-MB-231. We found that pro-oncogenic miR-21 is selectively induced by ATRA in ERα(+) cells. Induction of miR-21 counteracts the anti-proliferative action of ATRA but has the potentially beneficial effect of reducing cell motility. In ERα(+) cells, retinoid-dependent induction of miR-21 is due to increased transcription of the MIR21 gene via ligand-dependent activation of the nuclear retinoid receptor, RARα. RARα is part of the transcription complex present in the 5'-flanking region of the MIR21 gene. The receptor binds to two functional retinoic acid-responsive elements mapping upstream of the transcription initiation site. Silencing of miR-21 enhances ATRA-dependent growth inhibition and senescence while reverting suppression of cell motility afforded by the retinoid. Up-regulation of miR-21 results in retinoid-dependent inhibition of the established target, maspin. Knockdown and overexpression of maspin in MCF-7 cells indicates that the protein is involved in ATRA-induced growth inhibition and contributes to the ATRA-dependent anti-motility responses. Integration between whole genome analysis of genes differentially regulated by ATRA in MCF-7 and MDA-MB-231 cells, prediction of miR-21 regulated genes, and functional studies led to the identification of three novel direct miR-21 targets: the pro-inflammatory cytokine IL1B, the adhesion molecule ICAM-1 and PLAT, the tissue-type plasminogen activator. Evidence for ICAM-1 involvement in retinoid-dependent inhibition of MCF-7 cell motility is provided.


Assuntos
Neoplasias da Mama/genética , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , MicroRNAs/genética , Tretinoína/farmacologia , Neoplasias da Mama/patologia , Linhagem Celular Tumoral , Movimento Celular , Feminino , Estudo de Associação Genômica Ampla , Humanos , Molécula 1 de Adesão Intercelular/genética , Interleucina-1/genética , Receptores de Estrogênio , Ativador de Plasminogênio Tecidual/genética , Ativação Transcricional/efeitos dos fármacos
9.
J Neurochem ; 122(5): 976-94, 2012 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-22697386

RESUMO

A quantitative, peripherally accessible biomarker for neuropathic pain has great potential to improve clinical outcomes. Based on the premise that peripheral and central immunity contribute to neuropathic pain mechanisms, we hypothesized that biomarkers could be identified from the whole blood of adult male rats, by integrating graded chronic constriction injury (CCI), ipsilateral lumbar dorsal quadrant (iLDQ) and whole blood transcriptomes, and pathway analysis with pain behavior. Correlational bioinformatics identified a range of putative biomarker genes for allodynia intensity, many encoding for proteins with a recognized role in immune/nociceptive mechanisms. A selection of these genes was validated in a separate replication study. Pathway analysis of the iLDQ transcriptome identified Fcγ and Fcε signaling pathways, among others. This study is the first to employ the whole blood transcriptome to identify pain biomarker panels. The novel correlational bioinformatics, developed here, selected such putative biomarkers based on a correlation with pain behavior and formation of signaling pathways with iLDQ genes. Future studies may demonstrate the predictive ability of these biomarker genes across other models and additional variables.


Assuntos
Biomarcadores/metabolismo , Biologia Computacional/métodos , RNA Mensageiro/metabolismo , Ciática/sangue , Ciática/genética , Transcriptoma , Animais , Biologia Computacional/estatística & dados numéricos , Constrição Patológica/complicações , Modelos Animais de Doenças , Lateralidade Funcional , Hiperalgesia/fisiopatologia , Região Lombossacral/patologia , Masculino , Medição da Dor , Limiar da Dor/efeitos dos fármacos , Limiar da Dor/fisiologia , Estimulação Física/efeitos adversos , RNA Mensageiro/genética , Ratos , Ratos Sprague-Dawley , Receptores de IgE/genética , Receptores de IgE/metabolismo , Receptores de IgG/genética , Receptores de IgG/metabolismo , Reprodutibilidade dos Testes , Ciática/etiologia , Transdução de Sinais/genética , Medula Espinal , Estatística como Assunto , Fatores de Tempo
10.
Biochem Biophys Res Commun ; 427(2): 343-8, 2012 Oct 19.
Artigo em Inglês | MEDLINE | ID: mdl-23000157

RESUMO

Matrigel is a medium rich in extracellular matrix (ECM) components used for three-dimensional cell culture and is known to alter cellular phenotypes and gene expression. microRNAs (miRNAs) are small, non-coding RNAs that regulate gene expression and have roles in cancer. While miRNA profiles of numerous cell lines cultured on plastic have been reported, the influence of Matrigel-based culture on cancer cell miRNA expression is largely unknown. This study investigated the influence of Matrigel on the expression of miRNAs that might facilitate ECM-associated cancer cell growth. We performed miRNA profiling by microarray using two colon cancer cell lines (SW480 and SW620), identifying significant differential expression of miRNAs between cells cultured in Matrigel and on plastic. Many of these miRNAs have previously been implicated in cancer-related processes. A common Matrigel-induced miRNA signature comprised of up-regulated miR-1290 and miR-210 and down-regulated miR-29b and miR-32 was identified using RT-qPCR across five epithelial cancer cell lines (SW480, SW620, HT-29, A549 and MDA-MB-231). Experimental modulation of these miRNAs altered expression of their known target mRNAs involved in cell adhesion, proliferation and invasion, in colon cancer cell lines. Furthermore, ITGA5 was identified as a novel putative target of miR-32 that may facilitate cancer cell interactions with the ECM. We propose that culture of cancer cell lines in Matrigel more accurately recapitulates miRNA expression and function in cancer than culture on plastic and thus is a valuable approach to the in vitro study of miRNAs.


Assuntos
Transformação Celular Neoplásica/metabolismo , Matriz Extracelular/metabolismo , MicroRNAs/biossíntese , Adesão Celular/genética , Técnicas de Cultura de Células , Linhagem Celular Tumoral , Proliferação de Células , Transformação Celular Neoplásica/genética , Colágeno/metabolismo , Combinação de Medicamentos , Regulação Neoplásica da Expressão Gênica , Humanos , Laminina/metabolismo , Invasividade Neoplásica , Análise de Sequência com Séries de Oligonucleotídeos , Proteoglicanas/metabolismo
11.
Bioinformatics ; 26(24): 3105-11, 2010 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-20956247

RESUMO

MOTIVATION: MicroRNAs (miRNAs) are small non-coding RNAs that cause mRNA degradation and translational inhibition. They are important regulators of development and cellular homeostasis through their control of diverse processes. Recently, great efforts have been made to elucidate their regulatory mechanism, but the functions of most miRNAs and their precise regulatory mechanisms remain elusive. With more and more matched expression profiles of miRNAs and mRNAs having been made available, it is of great interest to utilize both expression profiles to discover the functional regulatory networks of miRNAs and their target mRNAs for potential biological processes that they may participate in. RESULTS: We present a probabilistic graphical model to discover functional miRNA regulatory modules at potential biological levels by integrating heterogeneous datasets, including expression profiles of miRNAs and mRNAs, with or without the prior target binding information. We applied this model to a mouse mammary dataset. It effectively captured several biological process specific modules involving miRNAs and their target mRNAs. Furthermore, without using prior target binding information, the identified miRNAs and mRNAs in each module show a large proportion of overlap with predicted miRNA target relationships, suggesting that expression profiles are crucial for both target identification and discovery of regulatory modules.


Assuntos
Perfilação da Expressão Gênica , Regulação da Expressão Gênica , MicroRNAs/metabolismo , Modelos Estatísticos , RNA Mensageiro/metabolismo , Animais , Feminino , Redes Reguladoras de Genes , Neoplasias Mamárias Experimentais/genética , Camundongos
12.
Blood ; 114(23): 4859-70, 2009 Nov 26.
Artigo em Inglês | MEDLINE | ID: mdl-19805619

RESUMO

Deregulated cell survival programs are a classic hallmark of cancer. We have previously identified a serine residue (Ser585) in the betac subunit of the granulocyte-macrophage colony-stimulating factor receptor that selectively and independently promotes cell survival. We now show that Ser585 phosphorylation is constitutive in 20 (87%) of 23 acute myeloid leukemia (AML) patient samples, indicating that this survival-only pathway is frequently deregulated in leukemia. We performed a global expression screen to identify gene targets of this survival pathway and report a 138-gene betac Ser585-regulated transcriptome. Pathway analysis defines a gene network enriched for PI3-kinase target genes and a cluster of genes involved in cancer and cell survival. We show that one such gene, osteopontin (OPN), is a functionally relevant target of the Ser585-survival pathway as shown by siRNA-mediated knockdown of OPN expression that induces cell death in both AML blasts and CD34(+)CD38(-)CD123(+) leukemic progenitors. Increased expression of OPN at diagnosis is associated with poor prognosis with multivariate analysis indicating that it is an independent predictor of overall patient survival in normal karyotype AML (n = 60; HR = 2.2; P = .01). These results delineate a novel cytokine-regulated Ser585/PI3-kinase signaling network that is deregulated in AML and identify OPN as a potential prognostic and therapeutic target.


Assuntos
Perfilação da Expressão Gênica , Células-Tronco Hematopoéticas/metabolismo , Leucemia Mieloide/genética , Proteínas de Neoplasias/fisiologia , Osteopontina/fisiologia , Adulto , Idoso , Sobrevivência Celular , Subunidade beta Comum dos Receptores de Citocinas/metabolismo , Feminino , Regulação Leucêmica da Expressão Gênica , Técnicas de Silenciamento de Genes , Redes Reguladoras de Genes , Células-Tronco Hematopoéticas/efeitos dos fármacos , Células-Tronco Hematopoéticas/patologia , Humanos , Leucemia Mieloide/metabolismo , Leucemia Mieloide/mortalidade , Leucemia Mieloide/patologia , Masculino , Pessoa de Meia-Idade , Proteínas de Neoplasias/genética , Células-Tronco Neoplásicas/efeitos dos fármacos , Células-Tronco Neoplásicas/metabolismo , Células-Tronco Neoplásicas/patologia , Osteopontina/biossíntese , Osteopontina/genética , Fosfatidilinositol 3-Quinases/fisiologia , Inibidores de Fosfoinositídeo-3 Quinase , Fosfosserina/metabolismo , Prognóstico , RNA Mensageiro/biossíntese , RNA Mensageiro/genética , RNA Neoplásico/biossíntese , RNA Neoplásico/genética , RNA Interferente Pequeno/farmacologia , Transdução de Sinais/genética , Células Tumorais Cultivadas/efeitos dos fármacos , Células Tumorais Cultivadas/metabolismo , Células Tumorais Cultivadas/patologia
13.
BMC Bioinformatics ; 10: 408, 2009 Dec 10.
Artigo em Inglês | MEDLINE | ID: mdl-20003267

RESUMO

BACKGROUND: microRNAs (miRNAs) regulate target gene expression by controlling their mRNAs post-transcriptionally. Increasing evidence demonstrates that miRNAs play important roles in various biological processes. However, the functions and precise regulatory mechanisms of most miRNAs remain elusive. Current research suggests that miRNA regulatory modules are complicated, including up-, down-, and mix-regulation for different physiological conditions. Previous computational approaches for discovering miRNA-mRNA interactions focus only on down-regulatory modules. In this work, we present a method to capture complex miRNA-mRNA interactions including all regulatory types between miRNAs and mRNAs. RESULTS: We present a method to capture complex miRNA-mRNA interactions using Bayesian network structure learning with splitting-averaging strategy. It is designed to explore all possible miRNA-mRNA interactions by integrating miRNA-targeting information, expression profiles of miRNAs and mRNAs, and sample categories. We also present an analysis of data sets for epithelial and mesenchymal transition (EMT). Our results show that the proposed method identified all possible types of miRNA-mRNA interactions from the data. Many interactions are of tremendous biological significance. Some discoveries have been validated by previous research, for example, the miR-200 family negatively regulates ZEB1 and ZEB2 for EMT. Some are consistent with the literature, such as LOX has wide interactions with the miR-200 family members for EMT. Furthermore, many novel interactions are statistically significant and worthy of validation in the near future. CONCLUSIONS: This paper presents a new method to explore the complex miRNA-mRNA interactions for different physiological conditions using Bayesian network structure learning with splitting-averaging strategy. The method makes use of heterogeneous data including miRNA-targeting information, expression profiles of miRNAs and mRNAs, and sample categories. Results on EMT data sets show that the proposed method uncovers many known miRNA targets as well as new potentially promising miRNA-mRNA interactions. These interactions could not be achieved by the normal Bayesian network structure learning.


Assuntos
Teorema de Bayes , Biologia Computacional/métodos , Redes Reguladoras de Genes/genética , MicroRNAs/metabolismo , RNA Mensageiro/metabolismo , Bases de Dados Genéticas , Células Epiteliais/citologia , Perfilação da Expressão Gênica/métodos , Células-Tronco Mesenquimais/citologia
14.
J Biomed Inform ; 42(4): 685-91, 2009 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-19535005

RESUMO

The identification of miRNAs and their target mRNAs and the construction of their regulatory networks may give new insights into biological procedures. This study proposes a computational method to discover the functional miRNA-mRNA regulatory modules (FMRMs), that is, groups of miRNAs and their target mRNAs that are believed to participate cooperatively in post-transcriptional gene regulation under specific conditions. The proposed method identifies negatively regulated patterns of miRNAs and mRNAs which associate with cancer and normal conditions, respectively, in a prostate cancer data set. GO and the literature also suggest that they may relate with prostate cancer. It can potentially identify the biologically relevant chains of 'miRNA-->target gene --> condition'.


Assuntos
Algoritmos , Biologia Computacional/métodos , Redes Reguladoras de Genes/fisiologia , Armazenamento e Recuperação da Informação/métodos , MicroRNAs/fisiologia , RNA Mensageiro/fisiologia , Teorema de Bayes , Humanos , Masculino , Modelos Genéticos , Modelos Estatísticos , Neoplasias da Próstata/genética , Reprodutibilidade dos Testes
15.
Clin Cancer Res ; 24(6): 1459-1472, 2018 03 15.
Artigo em Inglês | MEDLINE | ID: mdl-29330205

RESUMO

Purpose: The majority of gastric cancer patients are diagnosed with late-stage disease, for which distinct molecular subtypes have been identified that are potentially amenable to targeted therapies. However, there exists no molecular classification system with prognostic power for early-stage gastric cancer (EGC) because the molecular events promoting gastric cancer initiation remain ill-defined.Experimental Design: miRNA microarrays were performed on gastric tissue from the gp130F/F preclinical EGC mouse model, prior to tumor initiation. Computation prediction algorithms were performed on multiple data sets and independent gastric cancer patient cohorts. Quantitative real-time PCR expression profiling was undertaken in gp130F/F-based mouse strains and human gastric cancer cells genetically engineered for suppressed activation of the oncogenic latent transcription factor STAT3. Human gastric cancer cells with modulated expression of the miR-200 family member miR-429 were also assessed for their proliferative response.Results: Increased expression of miR-200 family members is associated with both tumor initiation in a STAT3-dependent manner in gp130F/F mice and EGC (i.e., stage IA) in patient cohorts. Overexpression of miR-429 also elicited contrasting pro- and antiproliferative responses in human gastric cancer cells depending on their cellular histologic subtype. We also identified a miR-200 family-regulated 15-gene signature that integrates multiple key current indicators of EGC, namely tumor invasion depth, differentiation, histology, and stage, and provides superior predictive power for overall survival compared with each EGC indicator alone.Conclusions: Collectively, our discovery of a STAT3-regulated, miR-200 family-associated gene signature specific for EGC, with predictive power, provides a molecular rationale to classify and stratify EGC patients for endoscopic treatment. Clin Cancer Res; 24(6); 1459-72. ©2018 AACR.


Assuntos
Perfilação da Expressão Gênica/métodos , Regulação Neoplásica da Expressão Gênica , MicroRNAs/genética , Fator de Transcrição STAT3/genética , Neoplasias Gástricas/genética , Animais , Linhagem Celular Tumoral , Estudos de Coortes , Receptor gp130 de Citocina/genética , Receptor gp130 de Citocina/metabolismo , Células HEK293 , Humanos , Estimativa de Kaplan-Meier , Camundongos Knockout , Estadiamento de Neoplasias , Prognóstico , Fator de Transcrição STAT3/metabolismo , Neoplasias Gástricas/metabolismo , Neoplasias Gástricas/patologia
16.
J Leukoc Biol ; 80(2): 433-47, 2006 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-16769770

RESUMO

Mechanisms controlling the balance between proliferation and self-renewal versus growth suppression and differentiation during normal and leukemic myelopoiesis are not understood. We have used the bi-potent FDB1 myeloid cell line model, which is responsive to myelopoietic cytokines and activated mutants of the granulocyte macrophage-colony stimulating factor (GM-CSF) receptor, having differential signaling and leukemogenic activity. This model is suited to large-scale gene-profiling, and we have used a factorial time-course design to generate a substantial and powerful data set. Linear modeling was used to identify gene-expression changes associated with continued proliferation, differentiation, or leukemic receptor signaling. We focused on the changing transcription factor profile, defined a set of novel genes with potential to regulate myeloid growth and differentiation, and demonstrated that the FDB1 cell line model is responsive to forced expression of oncogenes identified in this study. We also identified gene-expression changes associated specifically with the leukemic GM-CSF receptor mutant, V449E. Signaling from this receptor mutant down-regulates CCAAT/enhancer-binding protein alpha (C/EBPalpha) target genes and generates changes characteristic of a specific acute myeloid leukemia signature, defined previously by gene-expression profiling and associated with C/EBPalpha mutations.


Assuntos
Perfilação da Expressão Gênica , Regulação Leucêmica da Expressão Gênica , Modelos Biológicos , Mielopoese/genética , Receptores de Fatores de Crescimento/genética , Transdução de Sinais , Animais , Proteína beta Intensificadora de Ligação a CCAAT/metabolismo , Diferenciação Celular , Linhagem Celular , Proliferação de Células , Humanos , Camundongos , Família Multigênica
17.
Oncotarget ; 6(15): 13176-200, 2015 May 30.
Artigo em Inglês | MEDLINE | ID: mdl-25961594

RESUMO

SKBR3-cells, characterized by ERBB2/RARA co-amplification, represent a subgroup of HER2+ breast-cancers sensitive to all-trans retinoic acid (ATRA) and Lapatinib. In this model, the two agents alone or in combination modulate the expression of 174 microRNAs (miRs). These miRs and predicted target-transcripts are organized in four interconnected modules (Module-1 to -4). Module-1 and Module-3 consist of ATRA/Lapatinib up-regulated and potentially anti-oncogenic miRs, while Module-2 contains ATRA/Lapatinib down-regulated and potentially pro-oncogenic miRs. Consistent with this, the expression levels of Module-1/-3 and Module-2 miRs are higher and lower, respectively, in normal mammary tissues relative to ductal-carcinoma-in-situ, invasive-ductal-carcinoma and metastases. This indicates associations between tumor-progression and the expression profiles of Module-1 to -3 miRs. Similar associations are observed with tumor proliferation-scores, staging, size and overall-survival using TCGA (The Cancer Genome Atlas) data. Forced expression of Module-1 miRs, (miR-29a-3p; miR-874-3p) inhibit SKBR3-cell growth and Module-3 miRs (miR-575; miR-1225-5p) reduce growth and motility. Module-2 miRs (miR-125a; miR-193; miR-210) increase SKBR3 cell growth, survival and motility. Some of these effects are of general significance, being replicated in other breast cancer cell lines representing the heterogeneity of this disease. Finally, our study demonstrates that HIPK2-kinase and the PLCXD1-phospholipase-C are novel targets of miR-193a-5p/miR-210-3p and miR-575/miR-1225-5p, respectively.


Assuntos
Antineoplásicos/farmacologia , Neoplasias da Mama/patologia , Processos de Crescimento Celular/efeitos dos fármacos , Movimento Celular/efeitos dos fármacos , MicroRNAs/efeitos dos fármacos , Quinazolinas/farmacologia , Tretinoína/farmacologia , Western Blotting , Proteínas de Transporte/metabolismo , Linhagem Celular Tumoral , Feminino , Humanos , Lapatinib , MicroRNAs/metabolismo , Fosfoinositídeo Fosfolipase C/metabolismo , Reação em Cadeia da Polimerase , Proteínas Serina-Treonina Quinases/metabolismo , Receptor ErbB-2/efeitos dos fármacos , Receptores do Ácido Retinoico/efeitos dos fármacos , Receptor alfa de Ácido Retinoico
18.
Sci Signal ; 8(364): ra18, 2015 Feb 17.
Artigo em Inglês | MEDLINE | ID: mdl-25690013

RESUMO

Factors secreted by tumor cells shape the local microenvironment to promote invasion and metastasis, as well as condition the premetastatic niche to enable secondary-site colonization and growth. In addition to this secretome, tumor cells have increased abundance of growth-promoting receptors at the cell surface. We found that the tyrosine phosphatase PTPN14 (also called Pez, which is mutated in various cancers) suppressed metastasis by reducing intracellular protein trafficking through the secretory pathway. Knocking down PTPN14 in tumor cells or injecting the peritoneum of mice with conditioned medium from PTPN14-deficient cell cultures promoted the growth and metastasis of breast cancer xenografts. Loss of catalytically functional PTPN14 increased the secretion of growth factors and cytokines, such as IL-8 (interleukin-8), and increased the abundance of EGFR (epidermal growth factor receptor) at the cell surface of breast cancer cells and of FLT4 (vascular endothelial growth factor receptor 3) at the cell surface of primary lymphatic endothelial cells. We identified RIN1 (Ras and Rab interactor 1) and PRKCD (protein kinase C-δ) as binding partners and substrates of PTPN14. Similar to cells overexpressing PTPN14, receptor trafficking to the cell surface was inhibited in cells that lacked PRKCD or RIN1 or expressed a nonphosphorylatable RIN1 mutant, and cytokine secretion was decreased in cells treated with PRKCD inhibitors. Invasive breast cancer tissue had decreased expression of PTPN14, and patient survival was worse when tumors had increased expression of the genes encoding RIN1 or PRKCD. Thus, PTPN14 prevents metastasis by restricting the trafficking of both soluble and membrane-bound proteins.


Assuntos
Neoplasias da Mama/metabolismo , Metástase Neoplásica/fisiopatologia , Transporte Proteico/fisiologia , Proteínas Tirosina Fosfatases não Receptoras/genética , Proteínas Tirosina Fosfatases não Receptoras/metabolismo , Microambiente Tumoral/fisiologia , Animais , Western Blotting , Linhagem Celular Tumoral , Cromatografia Líquida , Citocinas/metabolismo , Ensaio de Imunoadsorção Enzimática , Feminino , Imunofluorescência , Técnicas de Silenciamento de Genes , Xenoenxertos/metabolismo , Xenoenxertos/fisiopatologia , Humanos , Imunoprecipitação , Peptídeos e Proteínas de Sinalização Intercelular/metabolismo , Peptídeos e Proteínas de Sinalização Intracelular , Marcação por Isótopo , Camundongos , Invasividade Neoplásica/genética , Metástase Neoplásica/prevenção & controle , Proteína Quinase C-delta/antagonistas & inibidores , Proteína Quinase C-delta/metabolismo , Proteínas Tirosina Fosfatases não Receptoras/farmacologia , Espectrometria de Massas em Tandem , Proteínas rab de Ligação ao GTP/metabolismo
19.
Toxicology ; 269(1): 1-12, 2010 Feb 28.
Artigo em Inglês | MEDLINE | ID: mdl-20097248

RESUMO

Gastrointestinal toxicity remains a significant and dose-limiting complication of cancer treatment. While the pathophysiology is becoming clearer, considerable gaps in the knowledge remain surrounding the timing and site-specific gene changes which occur in response to insult. As such, this study aimed to assess gene expression profiles in a number of regions along the gastrointestinal tract following treatment with the chemotherapy agent, irinotecan, and correlate them with markers of cell death and tissue damage. Data analysis of microarray results found that genes involved in apoptosis, mitogen activated kinase (MAPK) signalling and inflammation were upregulated within 6h, while genes involved in cell proliferation, wound healing and blood vessel formation were upregulated at later time points up to 72 h. Cell death was significantly increased at 6 and 24h, and the stomach showed the lowest severity of overt tissue damage. Real time PCR of MAPK signalling pathway genes found that the jejunum and colon had significantly increased expression in a number of genes at 72 h, where as the stomach was unchanged. These results indicate that overall severity of tissue damage may be determined by precisely timed target gene responses specific to each region. Therapeutic targeting of key gene responses at the appropriate time point may prove to be effective for prevention of chemotherapy-induced gastrointestinal damage.


Assuntos
Camptotecina/análogos & derivados , Trato Gastrointestinal/efeitos dos fármacos , Trato Gastrointestinal/metabolismo , Perfilação da Expressão Gênica , Animais , Camptotecina/metabolismo , Camptotecina/farmacocinética , Camptotecina/toxicidade , Feminino , Trato Gastrointestinal/patologia , Irinotecano , Análise de Sequência com Séries de Oligonucleotídeos/métodos , Ratos , Transdução de Sinais/efeitos dos fármacos
20.
J Ocul Biol Dis Infor ; 2(4): 190-201, 2009 Dec 12.
Artigo em Inglês | MEDLINE | ID: mdl-20157446

RESUMO

Different inbred strains of rat differ in their susceptibility to oxygen-induced retinopathy (OIR), an animal model of human retinopathy of prematurity. We examined gene expression in Sprague-Dawley (susceptible) and Fischer 344 (resistant) neonatal rats after 3 days exposure to cyclic hyperoxia or room air, using Affymetrix rat Genearrays. False discovery rate analysis was used to identify differentially regulated genes. Such genes were then ranked by fold change and submitted to the online database, DAVID. The Sprague-Dawley list returned the term "response to hypoxia," absent from the Fischer 344 output. Manual analysis indicated that many genes known to be upregulated by hypoxia-inducible factor-1alpha were downregulated by cyclic hyperoxia. Quantitative real-time RT-PCR analysis of Egln3, Bnip3, Slc16a3, and Hk2 confirmed the microarray results. We conclude that combined methodologies are required for adequate dissection of the pathophysiology of strain susceptibility to OIR in the rat. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s12177-009-9041-7) contains supplementary material, which is available to authorized users.

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