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1.
Arterioscler Thromb Vasc Biol ; 44(2): 409-416, 2024 02.
Article in English | MEDLINE | ID: mdl-37942614

ABSTRACT

BACKGROUND: Evolving evidence suggests that besides signaling pathways, platelet activation involves a complex interplay between metabolic pathways to support thrombus growth. Selective targeting of metabolic checkpoints may inhibit platelet activation and provide a novel antiplatelet strategy. We, therefore, examined global metabolic changes that occur during the transition of human platelets from resting to an activated state to identify metabolites and associated pathways that contribute to platelet activation. METHODS: We performed metabolic profiling of resting and convulxin-stimulated human platelet samples. The differential levels, pathway analysis, and PCA (principal component analysis) were performed using Metaboanalyst. Metascape was used for metabolite network construction. RESULTS: Of the 401 metabolites identified, 202 metabolites were significantly upregulated, and 2 metabolites were downregulated in activated platelets. Of all the metabolites, lipids scored highly and constituted ≈50% of the identification. During activation, aerobic glycolysis supports energy demand and provides glycolytic intermediates required by metabolic pathways. Consistent with this, an important category of metabolites was carbohydrates, particularly the glycolysis intermediates that were significantly upregulated compared with resting platelets. We found that lysophospholipids such as 1-palmitoyl-GPA (glycero-3-phosphatidic acid), 1-stearoyl-GPS (glycero-3-phosphoserine), 1-palmitoyl-GPI (glycerophosphoinositol), 1-stearoyl-GPI, and 1-oleoyl-GPI were upregulated in activated platelets. We speculated that platelet activation could be linked to 1-carbon metabolism, a set of biochemical pathways that involve the transfer and use of 1-carbon units from amino acids, for cellular processes, including nucleotide and lysophospholipid synthesis. In alignment, based on pathway enrichment and network-based prioritization, the metabolites from amino acid metabolism, including serine, glutamate, and branched-chain amino acid pathway were upregulated in activated platelets, which might be supplemented by the high levels of glycolytic intermediates. CONCLUSIONS: Metabolic analysis of resting and activated platelets revealed that glycolysis and 1-carbon metabolism are necessary to support platelet activation.


Subject(s)
Blood Platelets , Platelet Activation , Humans , Blood Platelets/metabolism , Glycolysis , Phosphorylation , Signal Transduction
2.
Cardiovasc Res ; 119(15): 2497-2507, 2023 11 25.
Article in English | MEDLINE | ID: mdl-37706546

ABSTRACT

Current antithrombotic therapies used in clinical settings target either the coagulation pathways or platelet activation receptors (P2Y12 or GPIIb/IIIa), as well as the cyclooxygenase (COX) enzyme through aspirin. However, they are associated with bleeding risk and are not suitable for long-term use. Thus, novel strategies which provide broad protection against platelet activation with minimal bleeding risks are required. Regardless of the nature of agonist stimulation, platelet activation is an energy-intensive and ATP-driven process characterized by metabolic switching toward a high rate of aerobic glycolysis, relative to oxidative phosphorylation (OXPHOS). Consequently, there has been considerable interest in recent years in investigating whether targeting metabolic pathways in platelets, especially aerobic glycolysis and OXPHOS, can modulate their activation, thereby preventing thrombosis. This review briefly discusses the choices of metabolic substrates available to platelets that drive their metabolic flexibility. We have comprehensively elucidated the relevance of aerobic glycolysis in facilitating platelet activation and the underlying molecular mechanisms that trigger this switch from OXPHOS. We have provided a detailed account of the antiplatelet effects of targeting vital metabolic checkpoints such as pyruvate dehydrogenase kinases (PDKs) and pyruvate kinase M2 (PKM2) that preferentially drive the pyruvate flux to aerobic glycolysis. Furthermore, we discuss the role of fatty acids and glutamine oxidation in mitochondria and their subsequent role in driving OXPHOS and platelet activation. While the approach of targeting metabolic regulatory mechanisms in platelets to prevent their activation is still in a nascent stage, accumulating evidence highlights its beneficial effects as a potentially novel antithrombotic strategy.


Subject(s)
Fibrinolytic Agents , Thrombosis , Humans , Fibrinolytic Agents/therapeutic use , Glycolysis , Blood Platelets/metabolism , Thrombosis/drug therapy , Thrombosis/prevention & control , Thrombosis/metabolism , Pyruvates/metabolism , Pyruvates/therapeutic use
3.
Stroke ; 54(9): 2409-2419, 2023 09.
Article in English | MEDLINE | ID: mdl-37449422

ABSTRACT

BACKGROUND: Obesity-induced hyperglycemia is a significant risk factor for stroke. Integrin α9ß1 is expressed on neutrophils and stabilizes adhesion to the endothelium via ligands, including Fn-EDA (fibronectin containing extra domain A) and tenascin C. Although myeloid deletion of α9 reduces susceptibility to ischemic stroke, it is unclear whether this is mediated by neutrophil-derived α9. We determined the role of neutrophil-specific α9 in stroke outcomes in a mice model with obesity-induced hyperglycemia. METHODS: α9Neu-KO (α9fl/flMRP8Cre+) and littermate control α9WT (α9fl/flMRP8Cre-) mice were fed on a 60% high-fat diet for 20 weeks to induce obesity-induced hyperglycemia. Functional outcomes were evaluated up to 28 days after stroke onset in mice of both sexes using a transient (30 minutes) middle cerebral artery ischemia. Infarct volume (magnetic resonance imaging) and postreperfusion thrombo-inflammation (thrombi, fibrin, neutrophil, phospho-nuclear factor kappa B [p-NFκB], TNF [tumor necrosis factor]-α, and IL [interleukin]-1ß levels, markers of neutrophil extracellular traps) were measured post 6 or 48 hours of reperfusion. In addition, functional outcomes (modified Neurological Severity Score, rota-rod, corner, and wire-hanging test) were measured for up to 4 weeks. RESULTS: Stroke upregulated neutrophil α9 expression more in obese mice (P<0.05 versus lean mice). Irrespective of sex, deletion of neutrophil α9 improved functional outcomes up to 4 weeks, concomitant with reduced infarct, improved cerebral blood flow, decreased postreperfusion thrombo-inflammation, and neutrophil extracellular traps formation (NETosis) (P<0.05 versus α9WT obese mice). Obese α9Neu-KO mice were less susceptible to thrombosis in FeCl3 injury-induced carotid thrombosis model. Mechanistically, we found that α9/cellular fibronectin axis contributes to NETosis via ERK (extracellular signal-regulated kinase) and PAD4 (peptidyl arginine deiminase 4), and neutrophil α9 worsens stroke outcomes via cellular fibronectin-EDA but not tenascin C. Obese wild-type mice infused with anti-integrin α9 exhibited improved functional outcomes up to 4 weeks (P<0.05 versus vehicle). CONCLUSIONS: Genetic ablation of neutrophil-specific α9 or pharmacological inhibition improves long-term functional outcomes after stroke in mice with obesity-induced hyperglycemia, most likely by limiting thrombo-inflammation.


Subject(s)
Stroke , Thrombosis , Male , Female , Mice , Animals , Neutrophils/pathology , Fibronectins , Mice, Obese , Mice, Knockout , Stroke/pathology , Thrombosis/pathology , Inflammation/pathology , NF-kappa B , Infarction , Obesity/complications , Obesity/metabolism , Mice, Inbred C57BL
4.
J Thromb Haemost ; 21(8): 2163-2174, 2023 08.
Article in English | MEDLINE | ID: mdl-37061131

ABSTRACT

BACKGROUND: Mitochondrial calcium uniporter b (MCUb) is a negative regulator of the mitochondrial calcium uniporter (MCU) and is known to limit mitochondrial calcium ion (Ca2+) uptake. The role of MCUb in platelet function remains unclear. OBJECTIVES: Utilizing MCUb-/- mice, we examined the role of MCUb in regulating platelet function and thrombosis. METHODS: Platelet activation was evaluated in agonist-induced standardized in vitro assays. Susceptibility to arterial thrombosis was evaluated in FeCl3 injury-induced carotid artery and laser injury-induced mesenteric artery thrombosis models. The glycolytic proton efflux rate and oxygen consumption rate were measured to evaluate aerobic glycolysis. RESULTS: Upon stimulation, MCUb-/- platelets exhibited reduced cytoplasmic Ca2+ responses concomitant with increased mitochondrial Ca2+ uptake. MCUb-/- platelets displayed reduced agonist-induced platelet aggregation and spreading on fibrinogen and decreased α and dense-granule secretion and clot retraction. MCUb-/- mice were less susceptible to arterial thrombosis in FeCl3 injury-induced carotid and laser injury-induced mesenteric thrombosis models with unaltered tail bleeding time. In adoptive transfer experiments, thrombocytopenic hIL-4Rα/GPIbα-transgenic mice transfused with MCUb-/- platelets were less susceptible to FeCl3 injury-induced carotid thrombosis compared with hIL-4Rα/GPIbα-Tg mice transfused with wild type platelets, suggesting a platelet-specific role of MCUb in thrombosis. MCUb-/- stimulated platelets exhibited reduced glucose uptake, decreased glycolytic rate, and lowered pyruvate dehydrogenase phosphorylation, suggesting that mitochondrial Ca2+ mediates bioenergetic changes in platelets. CONCLUSION: Our findings suggest that mitochondrial Ca2+ signaling and glucose oxidation are functionally linked in activated platelets and reveal a novel role of MCUb in platelet activation and arterial thrombosis.


Subject(s)
Hemostasis , Thrombosis , Mice , Animals , Platelet Aggregation , Blood Platelets , Platelet Activation , Mice, Transgenic , Mice, Knockout , Calcium
5.
Blood Adv ; 7(11): 2347-2359, 2023 06 13.
Article in English | MEDLINE | ID: mdl-36971790

ABSTRACT

Resting platelets rely on oxidative phosphorylation (OXPHOS) and aerobic glycolysis (conversion of glucose to lactate in the presence of oxygen) for their energy requirements. In contrast, platelet activation exhibits an increased rate of aerobic glycolysis relative to OXPHOS. Mitochondrial enzymes pyruvate dehydrogenase kinases (PDKs) phosphorylate the pyruvate dehydrogenase (PDH) complex to inhibit its activity, thereby diverting the pyruvate flux from OXPHOS to aerobic glycolysis upon platelet activation. Of 4 PDK isoforms, PDK2 and PDK4 (PDK2/4) are predominantly associated with metabolic diseases. Herein, we report that the combined deletion of PDK2/4 inhibits agonist-induced platelet functions, including aggregation, integrin αIIbß3 activation, degranulation, spreading, and clot retraction. In addition, collagen-mediated PLCγ2 phosphorylation and calcium mobilization were significantly reduced in PDK2/4-/- platelets, suggesting impaired GPVI signaling. The PDK2/4-/- mice were less susceptible to FeCl3-induced carotid and laser-induced mesenteric artery thrombosis without any effect on hemostasis. In adoptive transfer experiments, thrombocytopenic hIL-4Rα/GPIbα-transgenic mice transfused with PDK2/4-/- platelets exhibited less susceptibility to FeCl3 injury-induced carotid thrombosis compared with hIL-4Rα/GPIbα-Tg mice transfused with WT platelets, suggesting a platelet-specific role of PDK2/4 in thrombosis. Mechanistically, the inhibitory effects of PDK2/4 deletion on platelet function were associated with reduced PDH phosphorylation and glycoPER in activated platelets, suggesting that PDK2/4 regulates aerobic glycolysis. Finally, using PDK2 or PDK4 single KO mice, we identified that PDK4 plays a more prominent role in regulating platelet secretion and thrombosis compared with PDK2. This study identifies the fundamental role of PDK2/4 in regulating platelet functions and identifies the PDK/PDH axis as a potentially novel antithrombotic target.


Subject(s)
Protein Serine-Threonine Kinases , Thrombosis , Mice , Animals , Protein Serine-Threonine Kinases/genetics , Protein Serine-Threonine Kinases/metabolism , Mice, Knockout , Pyruvate Dehydrogenase Acetyl-Transferring Kinase/metabolism , Hemostasis , Thrombosis/etiology , Platelet Glycoprotein GPIIb-IIIa Complex/metabolism , Pyruvates , Glycolysis , Oxidoreductases
6.
Circ Res ; 130(9): 1289-1305, 2022 04 29.
Article in English | MEDLINE | ID: mdl-35400205

ABSTRACT

BACKGROUND: The glycolytic enzyme PKM2 (pyruvate kinase muscle 2) is upregulated in monocytes/macrophages of patients with atherosclerotic coronary artery disease. However, the role of cell type-specific PKM2 in the setting of atherosclerosis remains to be defined. We determined whether myeloid cell-specific PKM2 regulates efferocytosis and atherosclerosis. METHODS: We generated myeloid cell-specific PKM2-/- mice on Ldlr (low-density lipoprotein receptor)-deficient background (PKM2mye-KOLdlr-/-). Controls were littermate PKM2WTLdlr-/- mice. Susceptibility to atherosclerosis was evaluated in whole aortae and cross sections of the aortic sinus in male and female mice fed a high-fat Western diet for 14 weeks, starting at 8 weeks. RESULTS: PKM2 was upregulated in macrophages of Ldlr-/- mice fed a high-fat Western diet compared with chow diet. Myeloid cell-specific deletion of PKM2 led to a significant reduction in lesions in the whole aorta and aortic sinus despite high cholesterol and triglyceride levels. Furthermore, we found decreased macrophage content in the lesions of myeloid cell-specific PKM2-/- mice associated with decreased MCP-1 (monocyte chemoattractant protein 1) levels in plasma, reduced transmigration of macrophages in response to MCP-1, and impaired glycolytic rate. Macrophages isolated from myeloid-specific PKM2-/- mice fed the Western diet exhibited reduced expression of proinflammatory genes, including MCP-1, IL (interleukin)-1ß, and IL-12. Myeloid cell-specific PKM2-/- mice exhibited reduced apoptosis concomitant with enhanced macrophage efferocytosis and upregulation of LRP (LDLR-related protein)-1 in macrophages in vitro and atherosclerotic lesions in vivo. Silencing LRP-1 in PKM2-deficient macrophages restored inflammatory gene expression and reduced efferocytosis. As a therapeutic intervention, inhibiting PKM2 nuclear translocation using a small molecule reduced glycolytic rate, enhanced efferocytosis, and reduced atherosclerosis in Ldlr-/- mice. CONCLUSIONS: Genetic deletion of PKM2 in myeloid cells or limiting its nuclear translocation reduces atherosclerosis by suppressing inflammation and enhancing efferocytosis.


Subject(s)
Atherosclerosis , Pyruvate Kinase/metabolism , Receptors, LDL , Animals , Aorta/metabolism , Atherosclerosis/genetics , Atherosclerosis/metabolism , Atherosclerosis/prevention & control , Female , Macrophages/metabolism , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Myeloid Cells/metabolism , Phagocytosis , Receptors, LDL/metabolism
7.
Blood ; 139(8): 1234-1245, 2022 02 24.
Article in English | MEDLINE | ID: mdl-34529778

ABSTRACT

There is a critical need for cerebro-protective interventions to improve the suboptimal outcomes of patients with ischemic stroke who have been treated with reperfusion strategies. We found that nuclear pyruvate kinase muscle 2 (PKM2), a modulator of systemic inflammation, was upregulated in neutrophils after the onset of ischemic stroke in both humans and mice. Therefore, we determined the role of PKM2 in stroke pathogenesis by using murine models with preexisting comorbidities. We generated novel myeloid cell-specific PKM2-/- mice on wild-type (PKM2fl/flLysMCre+) and hyperlipidemic background (PKM2fl/flLysMCre+Apoe-/-). Controls were littermate PKM2fl/flLysMCre- or PKM2fl/flLysMCre-Apoe-/- mice. Genetic deletion of PKM2 in myeloid cells limited inflammatory response in peripheral neutrophils and reduced neutrophil extracellular traps after cerebral ischemia and reperfusion, suggesting that PKM2 promotes neutrophil hyperactivation in the setting of stroke. In the filament and autologous clot and recombinant tissue plasminogen activator stroke models, irrespective of sex, deletion of PKM2 in myeloid cells in either wild-type or hyperlipidemic mice reduced infarcts and enhanced long-term sensorimotor recovery. Laser speckle imaging revealed improved regional cerebral blood flow in myeloid cell-specific PKM2-deficient mice that was concomitant with reduced post-ischemic cerebral thrombo-inflammation (intracerebral fibrinogen, platelet [CD41+] deposition, neutrophil infiltration, and inflammatory cytokines). Mechanistically, PKM2 regulates post-ischemic inflammation in peripheral neutrophils by promoting STAT3 phosphorylation. To enhance the translational significance, we inhibited PKM2 nuclear translocation using a small molecule and found significantly reduced neutrophil hyperactivation and improved short-term and long-term functional outcomes after stroke. Collectively, these findings identify PKM2 as a novel therapeutic target to improve brain salvage and recovery after reperfusion.


Subject(s)
Intracranial Thrombosis/enzymology , Ischemic Stroke/enzymology , Neutrophil Activation , Neutrophils/enzymology , Pyruvate Kinase/metabolism , Animals , Female , Inflammation/enzymology , Inflammation/genetics , Intracranial Thrombosis/genetics , Ischemic Stroke/genetics , Male , Mice , Mice, Knockout, ApoE , Pyruvate Kinase/genetics
8.
Blood ; 137(12): 1658-1668, 2021 03 25.
Article in English | MEDLINE | ID: mdl-33027814

ABSTRACT

Very little is known about the role of metabolic regulatory mechanisms in platelet activation and thrombosis. Dimeric pyruvate kinase M2 (PKM2) is a crucial regulator of aerobic glycolysis that facilitates the production of lactate and metabolic reprogramming. Herein, we report that limiting PKM2 dimer formation, using the small molecule inhibitor ML265, negatively regulates lactate production and glucose uptake in human and murine stimulated platelets. Furthermore, limiting PKM2 dimer formation reduced agonist-induced platelet activation, aggregation, clot retraction, and thrombus formation under arterial shear stress in vitro in both human and murine platelets. Mechanistically, limiting PKM2 dimerization downregulated phosphatidylinositol 3-kinase (PI3K)-mediated protein kinase B or serine/threonine-specific protein kinase (Akt)/glycogen synthase kinase 3 (GSK3) signaling in human and murine platelets. To provide further evidence for the role of PKM2 in platelet function, we generated a megakaryocyte or platelet-specific PKM2-/- mutant strain (PKM2fl/flPF4Cre+). Platelet-specific PKM2-deficient mice exhibited impaired agonist-induced platelet activation, aggregation, clot retraction, and PI3K-mediated Akt/GSK3 signaling and were less susceptible to arterial thrombosis in FeCl3 injury-induced carotid- and laser injury-induced mesenteric artery thrombosis models, without altering hemostasis. Wild-type mice treated with ML265 were less susceptible to arterial thrombosis with unaltered tail bleeding times. These findings reveal a major role for PKM2 in coordinating multiple aspects of platelet function, from metabolism to cellular signaling to thrombosis, and implicate PKM2 as a potential target for antithrombotic therapeutic intervention.


Subject(s)
Platelet Activation , Pyruvate Kinase/metabolism , Thrombosis/metabolism , Animals , Blood Platelets/metabolism , Female , Glucose/metabolism , Glycolysis , Humans , Male , Mice, Inbred C57BL
9.
Circ Res ; 126(12): 1779-1794, 2020 06 05.
Article in English | MEDLINE | ID: mdl-32195632

ABSTRACT

RATIONALE: Currently, there is no effective intervention available that can reduce brain damage following reperfusion. Clinical studies suggest a positive correlation between the increased influx of neutrophils and severity of brain injury following reperfusion. Integrin α9ß1 is highly expressed on activated neutrophils and contributes to stable adhesion, but its role in stroke outcome has not been demonstrated to date. OBJECTIVE: We sought to determine the mechanistic role of myeloid-specific α9ß1 in the progression of ischemic stroke in murine models with preexisting comorbidities. METHODS AND RESULTS: We generated novel myeloid-specific α9-deficient (α9-/-) wild type (α9fl/flLysMCre+/-), hyperlipidemic (α9fl/flLysMCre+/-Apoe-/-), and aged (bone marrow chimeric) mice to evaluate stroke outcome. Susceptibility to ischemia/reperfusion injury was evaluated at 1, 7, and 28 days following reperfusion in 2 models of experimental stroke: filament and embolic. We found that peripheral neutrophils displayed elevated α9 expression following stroke. Irrespective of sex, genetic deletion of α9 in myeloid cells improved short- and long-term stroke outcomes in the wild type, hyperlipidemic, and aged mice. Improved stroke outcome and enhanced survival in myeloid-specific α9-/- mice was because of marked decrease in cerebral thromboinflammatory response as evidenced by reduced fibrin, platelet thrombi, neutrophil, NETosis, and decreased phospho-NF-κB (nuclear factor-κB), TNF (tumor necrosis factor)-α, and IL (interleukin)-1ß levels. α9-/- mice were less susceptible to FeCl3 injury-induced carotid artery thrombosis that was concomitant with improved regional cerebral blood flow following stroke as revealed by laser speckle imaging. Mechanistically, fibronectin containing extra domain A, a ligand for integrin α9, partially contributed to α9-mediated stroke exacerbation. Infusion of a specific anti-integrin α9 inhibitor into hyperlipidemic mice following reperfusion significantly reduced infarct volume and improved short- and long-term functional outcomes up to 28 days. CONCLUSIONS: We provide genetic and pharmacological evidence for the first time that targeting myeloid-specific integrin α9ß1 improves short- and long-term functional outcomes in stroke models with preexisting comorbidities by limiting cerebral thrombosis and inflammation.


Subject(s)
Infarction, Middle Cerebral Artery/metabolism , Integrins/metabolism , Myeloid Cells/metabolism , Thrombosis/metabolism , Aging/pathology , Animals , Extracellular Traps/metabolism , Fibrin/metabolism , Fibronectins/metabolism , Gene Deletion , Hyperlipidemias/complications , Infarction, Middle Cerebral Artery/complications , Infarction, Middle Cerebral Artery/pathology , Inflammation , Integrins/genetics , Interleukin-1beta/metabolism , Mice , NF-kappa B/metabolism , Neutrophils/metabolism , Thrombosis/complications , Thrombosis/pathology , Tumor Necrosis Factor-alpha/metabolism
10.
Mol Med Rep ; 17(3): 4253-4264, 2018 03.
Article in English | MEDLINE | ID: mdl-29328373

ABSTRACT

Coronary artery disease (CAD) is a major cause of mortality in India, more importantly the young Indians. Combinatorial and integrative approaches to evaluate pathways and genes to gain an improved understanding and potential biomarkers for risk assessment are required. Therefore, 608 genes from the CADgene database version 2.0, classified into 12 functional classes representing the atherosclerotic disease process, were analyzed. Homology analysis of the unique list of gene ontologies (GO) from each functional class gave 8 GO terms represented in 11 and 10 functional classes. Using disease ontology analysis 80 genes belonging to 8 GO terms, using FunDO suggested that 29 of them were identified to be associated with CAD. Extended network analysis of these genes using STRING version 9.1 gave 328 nodes and 4,525 interactions of which the top 5% had a node degree of ≥75 associated with pathways including the ErbB signaling pathway with epidermal growth factor receptor (EGFR) gene as the central hub. Evaluation of EFGR protein levels in age and gender­matched 342 CAD patients vs. 342 control subjects demonstrated significant differences [controls=149.76±2.47 pg/ml and CAD patients stratified into stable angina (SA)=161.65±3.40 pg/ml and myocardial infarction (MI)=171.51±4.26 pg/ml]. Logistic regression analysis suggested that increased EGFR levels exhibit 3­fold higher risk of CAD [odds ratio (OR) 3.51, 95% confidence interval [CI] 1.96­6.28, P≤0.001], upon adjustment for hypertension, diabetes and smoking. A unit increase in EGFR levels increased the risk by 2­fold for SA (OR 2.58, 95% CI 1.25­5.33, P=0.01) and 3.8­fold for MI (OR 3.82, 95% CI 1.94­7.52, P≤0.001) following adjustment. Thus, the use of ontology mapping and network analysis in an integrative manner aids in the prioritization of biomarkers of complex disease.


Subject(s)
Computational Biology/methods , Coronary Artery Disease/genetics , ErbB Receptors/genetics , Gene Regulatory Networks , Genetic Predisposition to Disease , Polymorphism, Single Nucleotide , Adult , Biomarkers/blood , Coronary Artery Disease/blood , Coronary Artery Disease/diagnosis , Coronary Artery Disease/pathology , Databases, Genetic , ErbB Receptors/blood , Female , Gene Expression Profiling , Gene Expression Regulation , Gene Ontology , Humans , Male , Middle Aged , Molecular Sequence Annotation , Odds Ratio , Risk Factors
12.
Int J Mol Med ; 40(2): 531-538, 2017 Aug.
Article in English | MEDLINE | ID: mdl-28627688

ABSTRACT

Conventional risk factors have limited ability to predict recurrent events in subjects with first-time coronary artery disease (CAD). This aim of this study was to identify novel biomarkers using comparative global proteome analysis to improve the risk assessment for recurrent coronary events. We used samples from phase-I of the Indian Atherosclerosis Research Study (IARS), consisting of 2,332 subjects, of whom 772 were CAD-affected subjects, including 152 with recurrent events identified during a 5-year follow-up period. Global proteome analysis was performed on serum samples of 85 subjects with recurrent coronary events and 85 age- and gender-matched subjects with first-time CAD using surface-enhanced laser desorption ionization time-of-flight mass spectrometry with CM10 arrays. TagIdent was used for protein identification followed by validation by western blot analysis and ELISA. Data were analyzed by logistic analysis, Cox-regression, hazards ratio, C-statistics and combined-marker risk score using SPSS version-17 and R-package version-2.13.0 software. We identified 16 significantly differentially expressed protein peaks. Of these, 2 peaks corresponding to m/z 8588 and 1864 were identified as ß-defensin-128 and histatin-3, belonging to the danger-recognizing peptide family, which exhibited a significant independent association with recurrent events (odds ratios of 7.49 and 1.4, respectively). C-statistics improved significantly from 0.677 for conventional risk factors alone to 0.800 (p-value=0.001) in combination with ß-defensin-128 and histatin-3 with a hazards ratio of 1.833. A combined risk score of ß-defensin-128 and histatin-3 could reclassify 112 out of the 170 subjects into intermediate- and high-risk groups. On the whole, our data indicate that ß-defensin-128 and histatin-3 may be potential biomarkers whch may be used to improve risk the stratification for recurrent coronary events.


Subject(s)
Coronary Artery Disease/blood , Histatins/blood , beta-Defensins/blood , Biomarkers/blood , Female , Humans , Male , Middle Aged , Proportional Hazards Models , Prospective Studies , Proteomics , Recurrence
13.
Genomics ; 107(6): 239-47, 2016 06.
Article in English | MEDLINE | ID: mdl-27133569

ABSTRACT

The objective of the study was to gain molecular insights into the progression of atherosclerosis in Apob(tm2Sgy)Ldlr(tm1Her) mice, using transcriptome profiles. Weighted gene co network analysis (WGCNA) and time course analysis using limma were used to study disease progression from 0 to 20weeks. Five co-expression modules were identified by WGCNA using the expression values of 2153 genes. Genes associated with autophagy, endoplasmic reticulum stress, inflammation and lipid metabolism were differentially expressed at early stages of atherosclerosis. Time course analysis highlighted activation of inflammatory gene signaling at 4weeks, cell proliferation and calcification at 8weeks, amyloid like structures and oxidative stress at 14weeks and enhanced production of inflammatory cytokines at 20weeks. Our results suggest that maximum gene perturbations occur during early atherosclerosis which could be the danger signals associated with subclinical disease. Understanding these genes and associated pathways can help in improvement of diagnostic and therapeutic targets for atherosclerosis.


Subject(s)
Apolipoproteins B/genetics , Atherosclerosis/genetics , Inflammation/genetics , Receptors, LDL/drug effects , Animals , Atherosclerosis/pathology , Autophagy/genetics , Disease Models, Animal , Disease Progression , Endoplasmic Reticulum Stress/genetics , Gene Expression Regulation , Gene Regulatory Networks , Humans , Inflammation/pathology , Lipid Metabolism/genetics , Mice , Mice, Knockout , Oxidative Stress/genetics
14.
Mol Med Rep ; 13(5): 3904-12, 2016 May.
Article in English | MEDLINE | ID: mdl-27035874

ABSTRACT

Translational informatics approaches are required for the integration of diverse and accumulating data to enable the administration of effective translational medicine specifically in complex diseases such as coronary artery disease (CAD). In the current study, a novel approach for elucidating the association between infection, inflammation and CAD was used. Genes for CAD were collected from the CAD­gene database and those for infection and inflammation were collected from the UniProt database. The cytomegalovirus (CMV)­induced genes were identified from the literature and the CAD­associated clinical phenotypes were obtained from the Unified Medical Language System. A total of 55 gene ontologies (GO) termed functional communicator ontologies were identified in the gene sets linking clinical phenotypes in the diseasome network. The network topology analysis suggested that important functions including viral entry, cell adhesion, apoptosis, inflammatory and immune responses networked with clinical phenotypes. Microarray data was extracted from the Gene Expression Omnibus (dataset: GSE48060) for highly networked disease myocardial infarction. Further analysis of differentially expressed genes and their GO terms suggested that CMV infection may trigger a xenobiotic response, oxidative stress, inflammation and immune modulation. Notably, the current study identified γ­glutamyl transferase (GGT)­5 as a potential biomarker with an odds ratio of 1.947, which increased to 2.561 following the addition of CMV and CMV­neutralizing antibody (CMV­NA) titers. The C­statistics increased from 0.530 for conventional risk factors (CRFs) to 0.711 for GGT in combination with the above mentioned infections and CRFs. Therefore, the translational informatics approach used in the current study identified a potential molecular mechanism for CMV infection in CAD, and a potential biomarker for risk prediction.


Subject(s)
Coronary Artery Disease , Gene Ontology , Infections , Medical Informatics Applications , Biomarkers/metabolism , Coronary Artery Disease/etiology , Coronary Artery Disease/genetics , Coronary Artery Disease/metabolism , Female , Humans , Infections/complications , Infections/genetics , Infections/metabolism , Inflammation/complications , Inflammation/genetics , Inflammation/metabolism , Male
15.
Biomed Rep ; 4(3): 307-312, 2016 Mar.
Article in English | MEDLINE | ID: mdl-26998267

ABSTRACT

Accumulating evidence from epidemiological studies suggests that higher γ-glutamyl transferase (GGT) levels in the blood are associated with the incident of cardiovascular disease (CVD), including atherosclerosis, and have prognostic importance. However, to the best of our knowledge, the association of the GGT level with premature coronary artery disease (CAD) in an Asian Indian population has not been evaluated. In the present study, 240 (120 unaffected and 120 CAD affected) young subjects (males, ≤45 years and females, ≤50 years) were selected. The markers assayed were GGT, high-sensitivity C-reactive protein, lipids, secretory phospholipase A2, neopterin, myeloperoxidase, interleukin-6, cystatin-C, tumor necrosis factor-like weak inducer of apoptosis and lipoprotein (a). The plasma GGT levels in these subjects showed a positive correlation with quantitative variables, such as waist circumference, triglycerides, neopterin levels and cross-sectional correlation with qualitative variable smoking. The findings suggest that the subjects in the highest tertile of GGT had a 2.1-fold [odds ratio (OR), 2.104; 95% confidence interval (CI), 1.063-4.165; P=0.033] higher risk of developing premature CAD in comparison with the reference tertile. Furthermore, a 1 U/l increase of GGT (on a log scale) increased the OR by 5.2-fold (OR, 5.208; 95% CI, 1.018-24.624; P=0.048) and 7.4-fold (OR, 7.492; 95% CI, 1.221-45.979; P=0.030) on addition of associated risk factors. In conclusion, the elevated plasma GGT levels potentially indicate increased oxidative stress and the risk of developing premature CAD. Therefore, these findings could be potentially used in the risk stratification of premature CAD following further evaluation.

16.
J Proteome Res ; 14(9): 3432-40, 2015 Sep 04.
Article in English | MEDLINE | ID: mdl-26143930

ABSTRACT

In line with the aims of the Chromosome-based Human Proteome Project and the Biology/Disease-based Human Proteome Project, we have been studying differentially expressed transcripts and proteins in gliomas­the most prevalent primary brain tumors. Here, we present a perspective on important insights from this analysis in terms of their co-expression, co-regulation/de-regulation, and co-localization on chromosome 12 (Chr. 12). We observe the following: (1) Over-expression of genes mapping onto amplicon regions of chromosomes may be considered as a biological validation of mass spectrometry data. (2) Their co-localization further suggests common determinants of co-expression and co-regulation of these clusters. (3) Co-localization of "missing" protein genes of Chr. 12 in close proximity to functionally related genes may help in predicting their functions. (4) Further, integrating differentially expressed gene-protein sets and their ontologies with medical terms associated with clinical phenotypes in a chromosome-centric manner reveals a network of genes, diseases, and pathways­a diseasome network. Thus, chromosomal mapping of disease data sets can help uncover important regulatory and functional links that may offer new insights for biomarker development.


Subject(s)
Chromosome Mapping , Chromosomes, Human, Pair 12 , Genetic Predisposition to Disease , Brain Neoplasms/genetics , Glioma/genetics , Humans , Neoplasm Proteins/genetics
17.
PLoS One ; 9(4): e94328, 2014.
Article in English | MEDLINE | ID: mdl-24736319

ABSTRACT

Network analysis is a novel method to understand the complex pathogenesis of inflammation-driven atherosclerosis. Using this approach, we attempted to identify key inflammatory genes and their core transcriptional regulators in coronary artery disease (CAD). Initially, we obtained 124 candidate genes associated with inflammation and CAD using Polysearch and CADgene database for which protein-protein interaction network was generated using STRING 9.0 (Search Tool for the Retrieval of Interacting Genes) and visualized using Cytoscape v 2.8.3. Based on betweenness centrality (BC) and node degree as key topological parameters, we identified interleukin-6 (IL-6), vascular endothelial growth factor A (VEGFA), interleukin-1 beta (IL-1B), tumor necrosis factor (TNF) and prostaglandin-endoperoxide synthase 2 (PTGS2) as hub nodes. The backbone network constructed with these five hub genes showed 111 nodes connected via 348 edges, with IL-6 having the largest degree and highest BC. Nuclear factor kappa B1 (NFKB1), signal transducer and activator of transcription 3 (STAT3) and JUN were identified as the three core transcription factors from the regulatory network derived using MatInspector. For the purpose of validation of the hub genes, 97 test networks were constructed, which revealed the accuracy of the backbone network to be 0.7763 while the frequency of the hub nodes remained largely unaltered. Pathway enrichment analysis with ClueGO, KEGG and REACTOME showed significant enrichment of six validated CAD pathways - smooth muscle cell proliferation, acute-phase response, calcidiol 1-monooxygenase activity, toll-like receptor signaling, NOD-like receptor signaling and adipocytokine signaling pathways. Experimental verification of the above findings in 64 cases and 64 controls showed increased expression of the five candidate genes and the three transcription factors in the cases relative to the controls (p<0.05). Thus, analysis of complex networks aid in the prioritization of genes and their transcriptional regulators in complex diseases.


Subject(s)
Computational Biology , Coronary Artery Disease/genetics , Gene Expression Regulation , Gene Regulatory Networks , Transcription, Genetic , Coronary Artery Disease/metabolism , Coronary Artery Disease/pathology , Humans , Inflammation/genetics , Protein Interaction Maps , Signal Transduction/genetics
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