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1.
Int J Genomics ; 2017: 6489383, 2017.
Article in English | MEDLINE | ID: mdl-28791299

ABSTRACT

Increasing evidence that microRNAs (miRNAs) play important roles in the immune response against infectious agents suggests that miRNA might be exploitable as signatures of exposure to specific infectious agents. In order to identify potential early miRNA biomarkers of bacterial infections, human peripheral blood mononuclear cells (hPBMCs) were exposed to two select agents, Burkholderia pseudomallei K96243 and Francisella tularensis SHU S4, as well as to the nonpathogenic control Escherichia coli DH5α. RNA samples were harvested at three early time points, 30, 60, and 120 minutes postexposure, then sequenced. RNAseq analyses identified 87 miRNAs to be differentially expressed (DE) in a linear fashion. Of these, 31 miRNAs were tested using the miScript miRNA qPCR assay. Through RNAseq identification and qPCR validation, we identified differentially expressed miRNA species that may be involved in the early response to bacterial infections. Based upon its upregulation at early time points postexposure in two different individuals, hsa-mir-30c-5p is a miRNA species that could be studied further as a potential biomarker for exposure to these gram-negative intracellular pathogens. Gene ontology functional analyses demonstrated that programmed cell death is the first ranking biological process associated with miRNAs that are upregulated in F. tularensis-exposed hPBMCs.

2.
Gigascience ; 3: 20, 2014.
Article in English | MEDLINE | ID: mdl-25379175

ABSTRACT

BACKGROUND: Understanding the biological roles of microRNAs (miRNAs) is a an active area of research that has produced a surge of publications in PubMed, particularly in cancer research. Along with this increasing interest, many open-source bioinformatics tools to identify existing and/or discover novel miRNAs in next-generation sequencing (NGS) reads become available. While miRNA identification and discovery tools are significantly improved, the development of miRNA differential expression analysis tools, especially in temporal studies, remains substantially challenging. Further, the installation of currently available software is non-trivial and steps of testing with example datasets, trying with one's own dataset, and interpreting the results require notable expertise and time. Subsequently, there is a strong need for a tool that allows scientists to normalize raw data, perform statistical analyses, and provide intuitive results without having to invest significant efforts. FINDINGS: We have developed miRNA Temporal Analyzer (mirnaTA), a bioinformatics package to identify differentially expressed miRNAs in temporal studies. mirnaTA is written in Perl and R (Version 2.13.0 or later) and can be run across multiple platforms, such as Linux, Mac and Windows. In the current version, mirnaTA requires users to provide a simple, tab-delimited, matrix file containing miRNA name and count data from a minimum of two to a maximum of 20 time points and three replicates. To recalibrate data and remove technical variability, raw data is normalized using Normal Quantile Transformation (NQT), and linear regression model is used to locate any miRNAs which are differentially expressed in a linear pattern. Subsequently, remaining miRNAs which do not fit a linear model are further analyzed in two different non-linear methods 1) cumulative distribution function (CDF) or 2) analysis of variances (ANOVA). After both linear and non-linear analyses are completed, statistically significant miRNAs (P < 0.05) are plotted as heat maps using hierarchical cluster analysis and Euclidean distance matrix computation methods. CONCLUSIONS: mirnaTA is an open-source, bioinformatics tool to aid scientists in identifying differentially expressed miRNAs which could be further mined for biological significance. It is expected to provide researchers with a means of interpreting raw data to statistical summaries in a fast and intuitive manner.

3.
Blood ; 118(12): 3367-75, 2011 Sep 22.
Article in English | MEDLINE | ID: mdl-21791418

ABSTRACT

Genetic variation is thought to contribute to variability in platelet function; however, the specific variants and mechanisms that contribute to altered platelet function are poorly defined. With the use of a combination of fine mapping and sequencing of the platelet endothelial aggregation receptor 1 (PEAR1) gene we identified a common variant (rs12041331) in intron 1 that accounts for ≤ 15% of total phenotypic variation in platelet function. Association findings were robust in 1241 persons of European ancestry (P = 2.22 × 10⁻8) and were replicated down to the variant and nucleotide level in 835 persons of African ancestry (P = 2.31 × 10⁻²7) and in an independent sample of 2755 persons of European descent (P = 1.64 × 10⁻5). Sequencing confirmed that variation at rs12041331 accounted most strongly (P = 2.07 × 10⁻6) for the relation between the PEAR1 gene and platelet function phenotype. A dose-response relation between the number of G alleles at rs12041331 and expression of PEAR1 protein in human platelets was confirmed by Western blotting and ELISA. Similarly, the G allele was associated with greater protein expression in a luciferase reporter assay. These experiments identify the precise genetic variant in PEAR1 associated with altered platelet function and provide a plausible biologic mechanism to explain the association between variation in the PEAR1 gene and platelet function phenotype.


Subject(s)
Black People/genetics , Blood Platelets/metabolism , Coronary Artery Disease/genetics , Genetic Association Studies , Platelet Aggregation/genetics , Polymorphism, Single Nucleotide , Receptors, Cell Surface/genetics , White People/genetics , Alleles , Aspirin/administration & dosage , Blood Platelets/cytology , Cell Line , Coronary Artery Disease/drug therapy , Coronary Artery Disease/metabolism , Coronary Artery Disease/pathology , Gene Expression , Genes, Reporter , Genetic Variation , Genotype , Humans , Introns , Luciferases/analysis , Phenotype , Receptors, Cell Surface/chemistry , Receptors, Cell Surface/metabolism , Sequence Analysis, DNA , Transfection
5.
Thromb Res ; 124(3): 311-7, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19185906

ABSTRACT

BACKGROUND: Markers of systemic inflammation, including blood leukocyte count, are associated with increased cardiovascular risk, but the mechanisms underlying this association are unclear. Leukocytes may promote platelet reactivity and thrombus formation, providing a basis for increased risk, but a relation between leukocyte count and platelet function has not been studied. METHODS: We evaluated the relation of blood leukocyte count, C-reactive protein (CRP), and interleukin-6 (IL-6) to platelet aggregation to collagen, ADP and arachidonic acid, and to urinary excretion of 11-dehydro thromboxane B2. Studies were conducted in 1600 individuals (45.0+/-12.9 years, 42.7% male) at risk for coronary artery disease (CAD) before and after low dose aspirin. RESULTS: At baseline, platelet reactivity increased with increasing quartile of leukocyte count (median counts for each quartile were normal) for all measures of platelet function (P<0.0001). These relations were unchanged by aspirin. The relation between leukocyte count and each measure of platelet reactivity remained significant (P<0.05) after multivariable adjustment for CRP, IL-6, cardiac risk factors, hematologic variables, and platelet thromboxane production. CRP and IL-6 were independently associated with few measures of platelet reactivity. CONCLUSIONS: Increasing quartile of leukocyte count, even within the normal range, is associated with increasing platelet reactivity in individuals at risk for CAD. This relationship is not altered by aspirin and is independent of inflammatory markers and platelet thromboxane production. Additional studies are needed to determine the mechanism(s) for this association and therapies to reduce cardiovascular risk in patients with elevated leukocyte counts.


Subject(s)
Aspirin/administration & dosage , Coronary Artery Disease/blood , Coronary Artery Disease/prevention & control , Cytokines/blood , Leukocyte Count , Platelet Activation/drug effects , Adult , Anti-Inflammatory Agents, Non-Steroidal/administration & dosage , Coronary Artery Disease/genetics , Drug Tolerance , Female , Humans , Male
6.
Arterioscler Thromb Vasc Biol ; 28(8): 1484-90, 2008 Aug.
Article in English | MEDLINE | ID: mdl-18511696

ABSTRACT

OBJECTIVE: Platelet endothelial aggregation receptor-1 (PEAR1) is a recently identified platelet transmembrane protein that becomes activated by platelet contact. We looked for novel genetic variants in PEAR1 and studied their association with agonist-induced native platelet aggregation and with the inhibitory effect of aspirin on platelets. METHODS AND RESULTS: We genotyped PEAR1 for 10 single nucleotide polymorphisms (SNPs), selected for optimal gene coverage at a density of 4 kb, in 1486 apparently healthy individuals from two generations of families with premature CAD. Subjects had a mean age of 45 years; 62% were white and 38% black. Platelet aggregation to collagen, epinephrine, and ADP was measured in platelet rich plasma, at baseline and after 2 weeks of aspirin (ASA, 81 mg/d), and genotype-phenotype associations were examined separately by ethnicity using multivariable generalized linear models adjusted for covariates. The C allele of SNP rs2768759 [A/C], located in the promoter region of the gene, was common in whites and uncommon in blacks (allele frequency 70.2% versus 17.7%). The C allele was generally associated in both ethnic groups with increased aggregation of native platelets to each agonist. After ASA, the associations were stronger and more consistent and remained significant when post-ASA aggregation was adjusted for baseline aggregation, consistent with a relationship between the C allele and reduced platelet responsiveness to ASA. The PEAR1 SNP explained up to 6.9% of the locus specific genetic variance in blacks and up to 2.5% of the genetic variance in whites after ASA. CONCLUSIONS: PEAR1 appears to play an important role in agonist-induced platelet aggregation and in the response to ASA in both whites and blacks.


Subject(s)
Genetic Predisposition to Disease/genetics , Platelet Aggregation/genetics , Polymorphism, Single Nucleotide/genetics , Receptors, Cell Surface/genetics , Adult , Black or African American , Aged , Aspirin/pharmacology , Coronary Artery Disease/genetics , Female , Genotype , Humans , Male , Middle Aged , Platelet Aggregation/drug effects , Platelet Aggregation Inhibitors/pharmacology , White People
7.
Circulation ; 115(19): 2490-6, 2007 May 15.
Article in English | MEDLINE | ID: mdl-17470694

ABSTRACT

BACKGROUND: The inability of aspirin (acetylsalicylic acid [ASA]) to adequately suppress platelet function is associated with future risk of myocardial infarction, stroke, and cardiovascular death. Genetic variation is a proposed but unproved mechanism for insufficient ASA responsiveness. METHODS AND RESULTS: We examined platelet ASA responsiveness in 1880 asymptomatic subjects (mean age, 44+/-13 years; 58% women) recruited from 309 white and 208 black families with premature coronary heart disease. Ex vivo platelet function was determined before and after ingestion of ASA (81 mg/d for 2 weeks) with the use of a panel of measures that assessed platelet activation in pathways directly and indirectly related to cyclooxygenase-1, the enzyme inhibited by ASA. The proportion of phenotypic variance related to CHD risk factor covariates was determined by multivariable regression. Heritability of phenotypes was determined with the use of variance components models unadjusted and adjusted for covariates. ASA inhibited arachidonic acid-induced aggregation and thromboxane B2 production by > or = 99% (P<0.0001). Inhibition of urinary thromboxane excretion and platelet activation in pathways indirectly related to cyclooxygenase-1 was less pronounced and more variable (inhibition of 0% to 100%). Measured covariates contributed modestly to variability in ASA response phenotypes (r2=0.001 to 0.133). Phenotypes indirectly related to cyclooxygenase-1 were strongly and consistently heritable across races (h2=0.266 to 0.762; P<0.01), but direct cyclooxygenase-1 phenotypes were not. CONCLUSIONS: Heritable factors contribute prominently to variability in residual platelet function after ASA exposure. These data suggest a genetic basis for the adequacy of platelet suppression by ASA and potentially for differences in the clinical efficacy of ASA.


Subject(s)
Aspirin/pharmacology , Black or African American/genetics , Blood Platelets/physiology , Coronary Disease/blood , Cyclooxygenase Inhibitors/pharmacology , Genetic Variation , Platelet Activation/genetics , Platelet Aggregation Inhibitors/pharmacology , Thrombophilia/genetics , White People/genetics , Adult , Arachidonic Acid/antagonists & inhibitors , Arachidonic Acid/pharmacology , Aspirin/therapeutic use , Blood Platelets/drug effects , Blood Platelets/enzymology , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/prevention & control , Cyclooxygenase 1/blood , Cyclooxygenase 1/physiology , Cyclooxygenase Inhibitors/therapeutic use , Drug Resistance/genetics , Dyslipidemias/epidemiology , Female , Genetic Heterogeneity , Genetic Predisposition to Disease , Humans , Hyperglycemia/epidemiology , Hypertension/epidemiology , Male , Membrane Proteins/blood , Membrane Proteins/physiology , Middle Aged , Phenotype , Platelet Activation/drug effects , Platelet Aggregation/drug effects , Platelet Aggregation/genetics , Platelet Aggregation Inhibitors/therapeutic use , Prospective Studies , Risk Factors , Sex Characteristics , Smoking/epidemiology , Thrombophilia/drug therapy , Thrombosis/prevention & control , Thromboxane B2/analogs & derivatives , Thromboxane B2/metabolism , Thromboxane B2/urine , beta-Thromboglobulin/metabolism
8.
JAMA ; 295(12): 1420-7, 2006 Mar 22.
Article in English | MEDLINE | ID: mdl-16551714

ABSTRACT

CONTEXT: Recent randomized trials suggest that women may not accrue the same cardioprotective benefits as men do from low-dose aspirin therapy used in primary prevention. Failure of aspirin to suppress platelet aggregation in women is one hypothesized mechanism. OBJECTIVE: To examine differential platelet reactivity to low-dose aspirin therapy by sex. DESIGN, SETTING, AND PARTICIPANTS: A clinical trial of aspirin at 81 mg/d for 14 days was conducted in 571 men and 711 women. Baseline and post-aspirin therapy measures included platelet aggregation to arachidonic acid, adenosine diphosphate, epinephrine, and platelet function analyzer closure time. MAIN OUTCOME MEASURE: Sex differences in cyclooxygenase 1 (COX-1) direct and indirect platelet activation pathways before and after administration of aspirin. RESULTS: In 10 of the 12 platelet agonist exposures, women's platelets were significantly more reactive at baseline. However, after aspirin therapy, the percent aggregation to arachidonic acid (the direct COX-1 pathway) decreased more in women than in men (P<.001) and demonstrated near total suppression of residual platelet reactivity in both men and women. In COX-1 indirect pathways, women experienced the same or more platelet inhibition than men in 8 of the 9 assays yet retained modestly greater platelet reactivity after aspirin therapy. In multivariable analysis, female sex significantly predicted aggregation to 2 muM and 10 muM of adenosine diphosphate (P = .02 and <.001, respectively) and collagen at 5 mug/mL (P<.001) independent of risk factors, age, race, menopausal status, and hormone therapy. CONCLUSIONS: Women experienced the same or greater decreases in platelet reactivity after aspirin therapy, retaining modestly more platelet reactivity compared with men. However, most women achieved total suppression of aggregation in the direct COX-1 pathway, the putative mechanism for aspirin's cardioprotection.


Subject(s)
Aspirin/therapeutic use , Cyclooxygenase Inhibitors/therapeutic use , Platelet Activation/drug effects , Platelet Aggregation Inhibitors/therapeutic use , Adenosine Diphosphate/pharmacology , Arachidonic Acid/pharmacology , Aspirin/pharmacology , Cardiovascular Diseases/prevention & control , Collagen/pharmacology , Cyclooxygenase 1/pharmacology , Cyclooxygenase Inhibitors/pharmacology , Epinephrine/pharmacology , Female , Humans , Male , Middle Aged , Platelet Aggregation Inhibitors/pharmacology , Platelet Function Tests , Regression Analysis , Sex Factors
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