scholarly journals Effectiveness and Usability of Bioinformatics Tools to Analyze Pathways Associated with miRNA Expression

2015 ◽  
Vol 14 ◽  
pp. CIN.S32716 ◽  
Author(s):  
Lila E. Mullany ◽  
Roger K. Wolff ◽  
Martha L. Slattery
Keyword(s):  
Gene Ontology ◽  
Gene Regulation ◽  
Mirna Expression ◽  
Biological Pathways ◽  
Colorectal Tumors ◽  
Rna Molecules ◽  
General Lack ◽  
Bioinformatic Tools ◽  
Bioinformatics Tools ◽  
Differentially Expressed Mirnas

MiRNAs are small, nonprotein-coding RNA molecules involved in gene regulation. While bioinformatics help guide miRNA research, it is less clear how they perform when studying biological pathways. We used 13 criteria to evaluate effectiveness and usability of existing bioinformatics tools. We evaluated the performance of six bioinformatics tools with a cluster of 12 differentially expressed miRNAs in colorectal tumors and three additional sets of 12 miRNAs that are not part of a known cluster. MiRPath performed the best of all the tools in linking miRNAs, with 92% of all miRNAs linked as well as the highest based on our established criteria followed by Ingenuity (58% linked). Other tools, including Empirical Gene Ontology, miRó, miRMaid, and PhenomiR, were limited by their lack of available tutorials, lack of flexibility and interpretability, and/or difficulty using the tool. In summary, we observed a lack of standardization across bioinformatic tools and a general lack of specificity in terms of pathways identified between groups of miRNAs. Hopefully, this evaluation will help guide the development of new tools.

scholarly journals Identification of the conserved long non-coding RNAs in myogenesis

BMC Genomics ◽  
2021 ◽  
Vol 22 (1) ◽  
Author(s):  
Anupam Bhattacharya ◽  
Simang Champramary ◽  
Tanya Tripathi ◽  
Debajit Thakur ◽  
Ilya Ioshikhes ◽  
...  
Keyword(s):  
Gene Regulation ◽  
Muscle Development ◽  
Three Dimensional ◽  
C2c12 Cells ◽  
Mouse Muscle ◽  
Rna Molecules ◽  
Expression Of Genes ◽  
Novel Approach ◽  
Non Coding Rna ◽  
Topologically Associated Domains

Abstract Background Our understanding of genome regulation is ever-evolving with the continuous discovery of new modes of gene regulation, and transcriptomic studies of mammalian genomes have revealed the presence of a considerable population of non-coding RNA molecules among the transcripts expressed. One such non-coding RNA molecule is long non-coding RNA (lncRNA). However, the function of lncRNAs in gene regulation is not well understood; moreover, finding conserved lncRNA across species is a challenging task. Therefore, we propose a novel approach to identify conserved lncRNAs and functionally annotate these molecules. Results In this study, we exploited existing myogenic transcriptome data and identified conserved lncRNAs in mice and humans. We identified the lncRNAs expressing differentially between the early and later stages of muscle development. Differential expression of these lncRNAs was confirmed experimentally in cultured mouse muscle C2C12 cells. We utilized the three-dimensional architecture of the genome and identified topologically associated domains for these lncRNAs. Additionally, we correlated the expression of genes in domains for functional annotation of these trans-lncRNAs in myogenesis. Using this approach, we identified conserved lncRNAs in myogenesis and functionally annotated them. Conclusions With this novel approach, we identified the conserved lncRNAs in myogenesis in humans and mice and functionally annotated them. The method identified a large number of lncRNAs are involved in myogenesis. Further studies are required to investigate the reason for the conservation of the lncRNAs in human and mouse while their sequences are dissimilar. Our approach can be used to identify novel lncRNAs conserved in different species and functionally annotated them.

Exercise-induced changes in miRNA expression in coronary artery disease

2021 ◽  
Vol 0 (0) ◽  
Author(s):  
Barbara Mayr ◽  
Edith E. Müller ◽  
Christine Schäfer ◽  
Silke Droese ◽  
Martin Schönfelder ◽  
...  
Keyword(s):  
Coronary Artery Disease ◽  
Coronary Artery ◽  
Mirna Expression ◽  
Long Term Effects ◽  
Rna Molecules ◽  
Coronary Events ◽  
Artery Disease ◽  
And Gender ◽  
Exercise Induced ◽  
Mirnas Expression

Abstract Objectives Micro ribonucleic acids (miRNAs) are small non-coding RNA molecules that control gene expression by translational inhibition. Exercise has been shown to affect several miRNAs’ expression in healthy subjects, but this has not yet been studied in patients with coronary artery disease (CAD). Since exercise training confers beneficial long-term effects and may also trigger acute coronary events, it is of utmost interest to be able to identify those who are risk for untoward effects. Therefore, we set out to assess miRNA expression in response to maximal ergospirometry in patients with CAD. Methods Total RNA was extracted from blood drawn immediately before and 5 min after maximal cycle-ergospirometry (10 male and 10 female CAD patients). A qRT-PCR was performed for 187 target miRNAs associated with endothelial function/dysfunction, cardiovascular disease, myocardial infarction, and sudden cardiac death. Results In response to a maximal ergospirometry, 33 miRNAs significantly changed their expression levels. Of these miRNAs 16 were significantly differently expressed between gender. Using multi-variance analysis, nine miRNAs (let-7e-5p; miR-1; miR-19b-1-5p; miR-103a-3p; miR-148b-3p; miR-181b-5p; miR-188-5p; miR-423-5p; miR-874-3p) showed significantly different responses to maximal ergospirometry between genders. Conclusions We report for the first time that in patients with CAD, miRNA expression is amenable to maximal ergospirometry and that the extent of changes differs between genders. Affected by exercise and gender were miRNAs that are associated, among others, with pathways for glucose metabolism, oxidative stress, and angiogenesis. Future studies should assess whether disease-specific miRNA expression in response to maximal exercise might serve as a marker for patient outcome.

scholarly journals Current and Emerging Themes in the Structural Analysis of Viral RNA Genomes: Applications for the Development of Novel Therapeutic Drugs

2015 ◽  
Vol 1 (1) ◽  
pp. 15 ◽  
Author(s):  
Cristina Romero-López ◽  
Alfredo Berzal-Herranz
Keyword(s):  
Rna Folding ◽  
Viral Infections ◽  
Genome Structure ◽  
Rna Molecules ◽  
Molecular Virology ◽  
Viral Genomes ◽  
Viral Propagation ◽  
Bioinformatic Tools ◽  
Rna Domains ◽  
Functional Rna

RNA molecules assume different roles in many different biological processes. This functional diversity is intimately related to RNA folding. In recent years, advances in the field of structure analysis by high-throughput methodologies and the development of novel potent bioinformatic tools have enabled the first structural maps of the eukaryotic transcriptome and the further establishment of novel function-structure relationships. This important progress has been of special relevance in the field of molecular virology. Viral genomes are compact entities that require overlapping coding levels to bear all the genetic information required for viral propagation. This is achieved by the acquisition of functional RNA domains, structurally conserved encoding units that perform essential roles for the consecution of the viral cycle. Interfering with the activity of these structural elements offers a potential means of treating viral infections, such as that caused by the hepatitis C virus, HCV. This review summarizes major achievements in the development of emerging methodologies for the analysis of RNA folding and their application to the study of the HCV genome structure. It will also examine the progress toward the design of novel antiviral compounds based in nucleic acids able to interfere with the folding of functional RNA domains.

scholarly journals Distinct expression of select and transcriptome-wide isolated 3’UTRs suggests critical roles in development and transition states

2020 ◽  
Author(s):  
Shaoyi Ji ◽  
Ze Yang ◽  
Leonardi Gozali ◽  
Thomas Kenney ◽  
Arif Kocabas ◽  
...  
Keyword(s):  
Gene Ontology ◽  
Gene Regulation ◽  
Rna Binding ◽  
Rna Binding Proteins ◽  
Specific Gene ◽  
Coding Region ◽  
Proliferating Cells ◽  
Coding Regions ◽  
Micro Rnas

AbstractMature mRNA molecules are typically considered to be comprised of a 5’UTR, a 3’UTR and a coding region (CDS), all attached until degradation. Unexpectedly, however, there have been multiple recent reports of widespread differential expression of mRNA 3’UTRs and their cognate coding regions, resulting in the expression of isolated 3’UTRs (i3’UTRs); these i3’UTRs can be highly expressed, often in reciprocal patterns to their cognate CDS. Similar to the role of other lncRNAs, isolated 3’UTRs are likely to play an important role in gene regulation but little is known about the contexts in which they are deployed. To begin to parse the functions of i3’UTRs, here we carry out in vitro, in vivo and in silico analyses of differential 3’UTR/CDS mRNA ratio usage across tissues, development and cell state changes both for a select list of developmentally important genes as well as through unbiased transcriptome-wide analyses. Across two developmental paradigms we find a distinct switch from high i3’UTR expression of stem cell related genes in proliferating cells compared to newly differentiated cells. Our unbiased transcriptome analysis across multiple gene sets shows that regardless of tissue, genes with high 3’UTR to CDS ratios belong predominantly to gene ontology categories related to cell-type specific functions while in contrast, the gene ontology categories of genes with low 3’UTR to CDS ratios are similar and relate to common cellular functions. In addition to these specific findings our data provide critical information from which detailed hypotheses for individual i3’UTRs can be tested-with a common theme that i3’UTRs appear poised to regulate cell-specific gene expression and state.Significance StatementThe widespread existence and expression of mRNA 3’ untranslated sequences in the absence of their cognate coding regions (called isolated 3’UTRs or i3’UTRs) opens up considerable avenues for gene regulation not previously envisioned. Each isolated 3’UTR may still bind and interact with micro RNAs, RNA binding proteins as well as other nucleic acid sequences, all in the absence or low levels of cognate protein production. Here we document the expression, localization and regulation of i3’UTRs both within particular biological systems as well as across the transcriptome. As this is an entirely new area of experimental investigation these early studies are seminal to this burgeoning field.

scholarly journals Formalization of gene regulation knowledge using ontologies and gene ontology causal activity models

2021 ◽  
pp. 194766
Author(s):  
Belén Juanes Cortés ◽  
José Antonio Vera-Ramos ◽  
Ruth C. Lovering ◽  
Pascale Gaudet ◽  
Astrid Laegreid ◽  
...  
Keyword(s):  
Gene Ontology ◽  
Gene Regulation ◽  
Activity Models ◽  
Causal Activity

P-117 Pre-selected for an award: Bioinformatic analysis of NRF2 in the study of association of NRF2 variant and male infertility related to smoking status

2021 ◽  
Vol 36 (Supplement_1) ◽  
Author(s):  
D Aydos ◽  
O S Aydos ◽  
Y Yukselten ◽  
A Sunguroglu ◽  
K Aydos
Keyword(s):  
Dna Damage ◽  
Male Infertility ◽  
Mirna Expression ◽  
Smoking Status ◽  
Differentially Expressed ◽  
Control Group ◽  
Functional Variants ◽  
Significant Difference ◽  
Differentially Expressed Mirnas

Abstract Study question Could Nrf2 polymorphism (-617C>A; rs6721961) and oxidative stress (OS)-induced changes of signature seminal plasma (SP) miRNAs related to Nrf2 provide possible biomarkers of male infertility? Summary answer -617C>A SNP is associated with infertility through sperm OS DNA damage and miR-582-5p and miR-20a-5p, differentially represented between spermatozoa of smokers-non-smokers, might regulate Nrf2/ARE axis. What is known already As an extrinsic factor causing OS, smoking decreases male infertility by causing sperm membrane damage and DNA fragmentation. Expression of proteins related to the antioxidant defense system and phase 2 detoxifying enzymes controlled mainly by Nrf2/ARE pathway components is vital in managing OS-induced DNA damage. miRNAs, which multiple of are produced abundantly in male germ cells throughout spermatogenesis, have been detected in SP and contribute to multiple biological processes related to male reproductive events. miRNA-expression alterations may be induced in response to OS and without involving DNA sequence changes, miRNAs can provide additional mechanism of regulating the Nrf2 gene expression. Study design, size, duration Wild-type (WT) and SNP (-617) alleles in the Nrf2 gene were studied in 100 infertile cases and 100 controls and their associations with seminal parameters in relation to smoking status were assessed. In infertile cases, sperm DNA damage level was determined and compared among Nrf2 genotypes. Interactions between differentially expressed miRNAs (DEMIs) in response to smoking and Nrf2/ARE pathway components were visualized on a miRNA-mRNA regulatory network using CluePedia (v1.5.7) plugin of Cytoscape software (v3.8.2). Participants/materials, setting, methods Polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) was utilized to genotype the Nrf2 SNP (-617). DNA damages were analyzed by Comet assay. DEMIs were identified by a comprehensive bioinformatics analysis using the miRNA expression dataset GSE44134 downloaded from the GEO database. Predicted targets of DEMIs in smokers were identified by mirDIP portal. Known interactions between Nrf2 and its first neighbors were visualized after selecting STRING-actions, miRTarBase and miRecords validated miRNA source files from CluePedia panel. Main results and the role of chance There was significant difference for Nrf2 polymorphism between fertile and infertile males. The A allele was detected more frequently in the patient group; (P = 0.001). The frequencies of the C and A alleles of the Nrf2 were 62% and 38% in patients, and 78% and 44% in control group. The AA genotype was higher in the infertiles; 14% vs. 3% (P = 0.001). In smokers, sperm quality decreased significantly in AA genotype. The risk of DNA damage was highest with 224.58 AU in the AA genotype group, whereas it is the lowest with 164.56 AU in those carrying the CC genotype (P < 0.005). 21 differentially expressed miRNAs (including 7 downregulated and 14 upregulated in smokers) were identified. Among the upregulated DEMIs, miR-582-5p, miR-20a-5p, miR-573, miR-186-5p, miR-499a-5p were found to target the Nrf2 mRNA, suggesting their usage as biomarkers capable of indicating the antioxidant ability of the male reproductive system. The interrelations between Nrf2/Nrf2 direct interactors and DEMIs revealed the regulatory role of hsa-miR-20a-5p in SQSTM1/p62-Keap1-Nrf2 axis linked to selective autophagy. hsa-miR-582-5p was found to regulate the JNK/Jun/caspase-3 pathway, previously shown to be activated in response to OS, in which JUN can activate or suppress the Nrf2 expression. Limitations, reasons for caution Small number of cases while evaluating the effect of smoking weakens our ability to generalize the results. Including other coexisting factors and larger patient groups carrying other functional variants of Nrf2 as well as confirming the results at the protein level would further strengthen the results of the study. Wider implications of the findings This study is the first to report -617C>A polymorphism in the Nrf2 gene in the Turkish population and such a SNP may cause impaired fertility in men, especially in smokers, through oxidative metabolism. Considering these data may be valuable in determining risk groups. Trial registration number N/A

scholarly journals An Overview of Bioinformatics Tools for DNA Meta-Barcoding Analysis of Microbial Communities of Bioaerosols: Digest for Microbiologists

Life ◽  
2020 ◽  
Vol 10 (9) ◽  
pp. 185
Author(s):  
Hamza Mbareche ◽  
Nathan Dumont-Leblond ◽  
Guillaume J. Bilodeau ◽  
Caroline Duchaine
Keyword(s):  
Microbial Communities ◽  
Microbial Ecology ◽  
Statistical Tests ◽  
Repeated Measurements ◽  
Microbial Composition ◽  
Alpha And Beta Diversity ◽  
Bioinformatic Tools ◽  
Bioinformatics Tools ◽  
Wide Range ◽  
Guided Tour

High-throughput DNA sequencing (HTS) has changed our understanding of the microbial composition present in a wide range of environments. Applying HTS methods to air samples from different environments allows the identification and quantification (relative abundance) of the microorganisms present and gives a better understanding of human exposure to indoor and outdoor bioaerosols. To make full use of the avalanche of information made available by these sequences, repeated measurements must be taken, community composition described, error estimates made, correlations of microbiota with covariates (variables) must be examined, and increasingly sophisticated statistical tests must be conducted, all by using bioinformatics tools. Knowing which analysis to conduct and which tools to apply remains confusing for bioaerosol scientists, as a litany of tools and data resources are now available for characterizing microbial communities. The goal of this review paper is to offer a guided tour through the bioinformatics tools that are useful in studying the microbial ecology of bioaerosols. This work explains microbial ecology features like alpha and beta diversity, multivariate analyses, differential abundances, taxonomic analyses, visualization tools and statistical tests using bioinformatics tools for bioaerosol scientists new to the field. It illustrates and promotes the use of selected bioinformatic tools in the study of bioaerosols and serves as a good source for learning the “dos and don’ts” involved in conducting a precise microbial ecology study.

scholarly journals Identification of miR-328-3p as an endogenous reference gene for the normalization of miRNA expression data from patients with Diabetic Retinopathy

2019 ◽  
Vol 9 (1) ◽  
Author(s):  
Marcelle SanJuan Ganem Prado ◽  
Thaline Cunha de Goes ◽  
Mirthz Lemos de Jesus ◽  
Lucilla Silva Oliveira Mendonça ◽  
Jadson Santos Nascimento ◽  
...  
Keyword(s):  
Diabetic Retinopathy ◽  
Mirna Expression ◽  
Reference Genes ◽  
Data Interpretation ◽  
Stable Gene ◽  
Internal Reference ◽  
Expression Levels ◽  
Rna Molecules ◽  
Gene Normalization ◽  
Mirna Expression Data

AbstractDiabetic Retinopathy, the main cause of visual loss and blindness among working population, is a complication of Diabetes mellitus (DM), which has been described as a major public health challenge, so it is important to identify biomarkers to predict and to stratify patient´s possibility for developing DR. MicroRNAs (miRNAs) are small non-coding RNA molecules that have showed to be promising disease biomarkers and association of miRNAs with the possibility to develop DR has been reported. However, evaluating miRNA expression involves normalization of RT-qPCR data using internal reference genes that should be properly determined, considering their impact on expression levels calculation and, until date, there is no unanimity on reference miRNAs for the investigation of circulating miRNAs in DR. We aimed to estimate the appropriateness of a group of miRNAs as normalizers to identify which might be considered steady internal reference genes in expression studies on DR plasma samples. Expression levels of candidates were analyzed in 60 healthy controls, 48 DM without DR patients and 62 DR patients with two statistical tools: NormFinder and RefFinder. MiR-328-3p was the most stable gene and we also investigated the effect of gene normalization, demonstrating that different normalization strategies have important implications for accurate data interpretation.

scholarly journals MicroRNA expression signatures of atrial fibrillation: The critical systematic review and bioinformatics analysis

2019 ◽  
Vol 245 (1) ◽  
pp. 42-53 ◽  
Author(s):  
Nan-Nan Shen ◽  
Chi Zhang ◽  
Zheng Li ◽  
Ling-Cong Kong ◽  
Xin-Hua Wang ◽  
...  
Keyword(s):  
Atrial Fibrillation ◽  
Systematic Review ◽  
Sensitivity Analysis ◽  
Mirna Expression ◽  
Bioinformatics Analysis ◽  
Detection Method ◽  
Expression Profiles ◽  
Differentially Expressed ◽  
Cochrane Library ◽  
Differentially Expressed Mirnas

Association between microRNA (miRNA) expression signatures and atrial fibrillation has been evaluated with inconsistent findings in different studies. This study aims to identify miRNAs that actually play vital role in pathophysiological process of atrial fibrillation and explore miRNA-targeted genes and the involved pathways. Relevant studies were retrieved from the electronic databases of Embase, Medline, and Cochrane Library to determine the miRNA expression profiles between atrial fibrillation subjects and non-atrial fibrillation controls. Robustness of results was assessed using sensitivity analysis. Subgroup analyses were performed based on species, miRNA detection method, sample source, and ethnicity. Quality assessment of studies was independently conducted according to QUADAS-2. Bioinformatics analysis was applied to explore the potential genes and pathways associated with atrial fibrillation, which were targeted by differentially expressed miRNAs. Form of pooled results was shown as log10 odds ratios (logORs) with 95% confidence intervals (CI), and random-effects model was used. In total, 40 articles involving 283 differentially expressed miRNAs were reported. And 51 significantly dysregulated miRNAs were identified in consistent direction, with 22 upregulated and 29 downregulated. Among above-mentioned miRNAs, miR-223-3p (logOR 6.473; P < 0.001) was the most upregulated, while miR-1-5p (logOR 7.290; P < 0.001) was the most downregulated. Subgroup analysis confirmed 53 significantly dysregulated miRNAs (21 upregulated and 32 downregulated) in cardiac tissue, with miRNA-1-5p and miRNA-223-3p being the most upregulated and downregulated miRNAs, respectively. Additionally, miR-328 and miR-1-5p were highly blood-specific, and miR-133 was animal-specific. In the detection method sub-groups, miRNA-29b and miRNA-223-3p were differentially expressed consistently. Four miRNAs, including miRNA-223-3p, miRNA-21, miRNA-328, and miRNA-1-5p, were consistently dysregulated in both Asian and non-Asian. Results of sensitivity analysis showed that 47 out of 51 (92.16%) miRNAs were dysregulated consistently. Totally, 51 consistently dysregulated miRNAs associated with atrial fibrillation were confirmed in this study. Five important miRNAs, including miR-29b, miR-328, miR-1-5p, miR-21, and miR-223-3p may act as potential biomarkers for atrial fibrillation. Impact statement Atrial fibrillation (AF) is considered as the most common arrhythmia, and it subsequently causes serious complications including thrombosis and heart failure that increase the social burden. The definite mechanisms underlying AF pathogenesis remain complicated and unclear. Many studies attempted to discover the transcriptomic changes using microarray technologies, and the present studies for this hot topic have assessed individual miRNAs profiles for AF. However, results of different articles are controversial and not each reported miRNA is actually associated with the pathogenesis of AF. The present systematic review and meta-analysis identified that 51 consistently dysregulated miRNAs were associated with AF. Of these miRNAs, five miRNAs (miRNA-1-5p, miRNA-328, miRNA-29b, miRNA-21, and miRNA-223-3p) may act as novel biomarkers for AF. The findings could offer a better description of the biological characteristics of miRNAs, meanwhile might serve as new target for the intervention and monitoring AF in future studies.

scholarly journals MicroRNAs in Uteroplacental Vascular Dysfunction

Cells ◽  
2019 ◽  
Vol 8 (11) ◽  
pp. 1344 ◽  
Author(s):  
Hu ◽  
Zhang
Keyword(s):  
Intrauterine Growth Restriction ◽  
Target Genes ◽  
Vascular Dysfunction ◽  
Neonatal Morbidity ◽  
Trophoblast Invasion ◽  
Transcriptional Level ◽  
Regulate Gene Expression ◽  
Rna Molecules ◽  
Expression Of Genes ◽  
Differentially Expressed Mirnas

Pregnancy complications of preeclampsia and intrauterine growth restriction (IUGR) are major causes of maternal and perinatal/neonatal morbidity and mortality. Although their etiologies remain elusive, it is generally accepted that they are secondary to placental insufficiency conferred by both failure in spiral artery remodeling and uteroplacental vascular malfunction. MicroRNAs (miRNAs) are small no-coding RNA molecules that regulate gene expression at the post-transcriptional level. Increasing evidence suggests that miRNAs participate in virtually all biological processes and are involved in numerous human diseases. Differentially expressed miRNAs in the placenta are typical features of both preeclampsia and IUGR. Dysregulated miRNAs target genes of various signaling pathways in uteroplacental tissues, contributing to the development of both complications. In this review, we provide an overview of how aberrant miRNA expression in preeclampsia and IUGR impacts the expression of genes involved in trophoblast invasion and uteroplacental vascular adaptation.

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