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1.
J Imaging ; 10(1)2024 Jan 16.
Article in English | MEDLINE | ID: mdl-38249008

ABSTRACT

Few-shot learning aims to identify unseen classes with limited labelled data. Recent few-shot learning techniques have shown success in generalizing to unseen classes; however, the performance of these techniques has also been shown to degrade when tested on an out-of-domain setting. Previous work, additionally, has also demonstrated increasing reliance on supervised finetuning in an off-line or online capacity. This paper proposes a novel, fully self-supervised few-shot learning technique (FSS) that utilizes a vision transformer and masked autoencoder. The proposed technique can generalize to out-of-domain classes by finetuning the model in a fully self-supervised method for each episode. We evaluate the proposed technique using three datasets (all out-of-domain). As such, our results show that FSS has an accuracy gain of 1.05%, 0.12%, and 1.28% on the ISIC, EuroSat, and BCCD datasets, respectively, without the use of supervised training.

2.
Function (Oxf) ; 4(5): zqad040, 2023.
Article in English | MEDLINE | ID: mdl-37575479

ABSTRACT

Sporadic occurrence of congenital portosystemic shunt (PSS) at a rate of ∼1 out of 10 among C57BL/6 J mice, which are widely used in biomedical research, results in aberrancies in serologic, metabolic, and physiologic parameters. Therefore, mice with PSS should be identified as outliers in research. Accordingly, we sought methods to, reliably and efficiently, identify PSS mice. Serum total bile acids ≥ 40 µm is a bona fide biomarker of PSS in mice but utility of this biomarker is limited by its cost and invasiveness, particularly if large numbers of mice are to be screened. This led us to investigate if assay of urine might serve as a simple, inexpensive, noninvasive means of PSS diagnosis. Metabolome profiling uncovered that Krebs cycle intermediates, that is, citrate, α-ketoglutarate, and fumarate, were strikingly and distinctly elevated in the urine of PSS mice. We leveraged the iron-chelating and pH-lowering properties of such metabolites as the basis for 3 urine-based PSS screening tests: urinary iron-chelation assay, pH strip test, and phenol red assay. Our findings demonstrate the feasibility of using these colorimetric assays, whereby their readout can be assessed by direct observation, to diagnose PSS in an inexpensive, rapid, and noninvasive manner. Application of our urinary PSS screening protocols can aid biomedical research by enabling stratification of PSS mice, which, at present, likely confound numerous ongoing studies.


Subject(s)
Portasystemic Shunt, Transjugular Intrahepatic , Vascular Malformations , Animals , Mice , Mice, Inbred C57BL , Portal System/abnormalities , Biomarkers
3.
IEEE Trans Image Process ; 32: 4907-4920, 2023.
Article in English | MEDLINE | ID: mdl-37616141

ABSTRACT

In few-shot classification, performing well on a testing dataset is a challenging task due to the restricted amount of labelled data available and the unknown distribution. Many previously proposed techniques rely on prototypical representations of the support set in order to classify a query set. Although this approach works well with a large, in-domain support set, accuracy suffers when transitioning to an out-of-domain setting, especially when using small support sets. To address out-of-domain performance degradation with small support sets, we propose Masked Embedding Modeling for Few-Shot Learning (MEM-FS), a novel, self-supervised, generative technique that reinforces few-shot-classification accuracy for a prototypical backbone model. MEM-FS leverages the data completion capabilities of a masked autoencoder to expand a given embedded support set. To further increase out-of-domain performance, we also introduce Rapid Domain Adjustment (RDA), a novel, self-supervised process for quickly conditioning MEM-FS to a new domain. We show that masked support embeddings generated by MEM-FS+RDA can significantly improve backbone performance on both out-of-domain and in-domain datasets. Our experiments demonstrate that applying the proposed technique to an inductive classifier achieves state-of-the-art performance on mini-imagenet, the CVPR L2ID Classification Challenge, and a newly proposed dataset, IKEA-FS. We provide code for this work at https://github.com/Brikwerk/MEM-FS.

4.
Camb Prism Precis Med ; 1: e26, 2023.
Article in English | MEDLINE | ID: mdl-38550938

ABSTRACT

The single largest contributor to human mortality is cardiovascular disease, the top risk factor for which is hypertension (HTN). The last two decades have placed much emphasis on the identification of genetic factors contributing to HTN. As a result, over 1,500 genetic alleles have been associated with human HTN. Mapping studies using genetic models of HTN have yielded hundreds of blood pressure (BP) loci but their individual effects on BP are minor, which limits opportunities to target them in the clinic. The value of collecting genome-wide association data is evident in ongoing research, which is beginning to utilize these data at individual-level genetic disparities combined with artificial intelligence (AI) strategies to develop a polygenic risk score (PRS) for the prediction of HTN. However, PRS alone may or may not be sufficient to account for the incidence and progression of HTN because genetics is responsible for <30% of the risk factors influencing the etiology of HTN pathogenesis. Therefore, integrating data from other nongenetic factors influencing BP regulation will be important to enhance the power of PRS. One such factor is the composition of gut microbiota, which constitute a more recently discovered important contributor to HTN. Studies to-date have clearly demonstrated that the transition from normal BP homeostasis to a state of elevated BP is linked to compositional changes in gut microbiota and its interaction with the host. Here, we first document evidence from studies on gut dysbiosis in animal models and patients with HTN followed by a discussion on the prospects of using microbiota data to develop a metagenomic risk score (MRS) for HTN to be combined with PRS and a clinical risk score (CRS). Finally, we propose that integrating AI to learn from the combined PRS, MRS and CRS may further enhance predictive power for the susceptibility and progression of HTN.

5.
Circulation ; 144(23): 1856-1875, 2021 12 07.
Article in English | MEDLINE | ID: mdl-34694145

ABSTRACT

BACKGROUND: Vascular homeostasis is maintained by the differentiated phenotype of vascular smooth muscle cells (VSMCs). The landscape of protein coding genes comprising the transcriptome of differentiated VSMCs has been intensively investigated but many gaps remain including the emerging roles of noncoding genes. METHODS: We reanalyzed large-scale, publicly available bulk and single-cell RNA sequencing datasets from multiple tissues and cell types to identify VSMC-enriched long noncoding RNAs. The in vivo expression pattern of a novel smooth muscle cell (SMC)-expressed long noncoding RNA, Carmn (cardiac mesoderm enhancer-associated noncoding RNA), was investigated using a novel Carmn green fluorescent protein knock-in reporter mouse model. Bioinformatics and quantitative real-time polymerase chain reaction analysis were used to assess CARMN expression changes during VSMC phenotypic modulation in human and murine vascular disease models. In vitro, functional assays were performed by knocking down CARMN with antisense oligonucleotides and overexpressing Carmn by adenovirus in human coronary artery SMCs. Carotid artery injury was performed in SMC-specific Carmn knockout mice to assess neointima formation and the therapeutic potential of reversing CARMN loss was tested in a rat carotid artery balloon injury model. The molecular mechanisms underlying CARMN function were investigated using RNA pull-down, RNA immunoprecipitation, and luciferase reporter assays. RESULTS: We identified CARMN, which was initially annotated as the host gene of the MIR143/145 cluster and recently reported to play a role in cardiac differentiation, as a highly abundant and conserved, SMC-specific long noncoding RNA. Analysis of the Carmn GFP knock-in mouse model confirmed that Carmn is transiently expressed in embryonic cardiomyocytes and thereafter becomes restricted to SMCs. We also found that Carmn is transcribed independently of Mir143/145. CARMN expression is dramatically decreased by vascular disease in humans and murine models and regulates the contractile phenotype of VSMCs in vitro. In vivo, SMC-specific deletion of Carmn significantly exacerbated, whereas overexpression of Carmn markedly attenuated, injury-induced neointima formation in mouse and rat, respectively. Mechanistically, we found that Carmn physically binds to the key transcriptional cofactor myocardin, facilitating its activity and thereby maintaining the contractile phenotype of VSMCs. CONCLUSIONS: CARMN is an evolutionarily conserved SMC-specific long noncoding RNA with a previously unappreciated role in maintaining the contractile phenotype of VSMCs and is the first noncoding RNA discovered to interact with myocardin.


Subject(s)
Muscle Contraction , Muscle, Smooth, Vascular/metabolism , Muscle, Smooth/metabolism , Nuclear Proteins/metabolism , RNA, Long Noncoding/metabolism , Trans-Activators/metabolism , Animals , Humans , Mice , Nuclear Proteins/genetics , RNA, Long Noncoding/genetics , Rats , Trans-Activators/genetics
6.
J Mol Cell Cardiol ; 156: 20-32, 2021 07.
Article in English | MEDLINE | ID: mdl-33753119

ABSTRACT

We have previously demonstrated that the transcription co-factor yes-associated protein 1 (YAP1) promotes vascular smooth muscle cell (VSMC) de-differentiation. Yet, the role and underlying mechanisms of YAP1 in neointima formation in vivo remain unclear. The goal of this study was to investigate the role of VSMC-expressed YAP1 in vascular injury-induced VSMC proliferation and delineate the mechanisms underlying its action. Experiments employing gain- or loss-of-function of YAP1 demonstrated that YAP1 promotes human VSMC proliferation. Mechanistically, we identified platelet-derived growth factor receptor beta (PDGFRB) as a novel YAP1 target gene that confers the YAP1-dependent hyper-proliferative effects in VSMCs. Furthermore, we identified TEA domain transcription factor 1 (TEAD1) as a key transcription factor that mediates YAP1-dependent PDGFRß expression. ChIP assays demonstrated that TEAD1 is enriched at a PDGFRB gene enhancer. Luciferase reporter assays further demonstrated that YAP1 and TEAD1 co-operatively activate the PDGFRB enhancer. Consistent with these observations, we found that YAP1 expression is upregulated after arterial injury and correlates with PDGFRß expression and VSMC proliferation in vivo. Using a novel inducible SM-specific Yap1 knockout mouse model, we found that the specific deletion of Yap1 in adult VSMCs is sufficient to attenuate arterial injury-induced neointima formation, largely due to inhibited PDGFRß expression and VSMC proliferation. Our study unravels a novel mechanism by which YAP1/TEAD1 promote VSMC proliferation via transcriptional induction of PDGFRß, thereby enhancing PDGF-BB downstream signaling and promoting neointima formation.


Subject(s)
Gene Expression Regulation , Muscle, Smooth, Vascular/metabolism , Myocytes, Smooth Muscle/metabolism , Neointima/metabolism , Receptor, Platelet-Derived Growth Factor beta/genetics , TEA Domain Transcription Factors/genetics , YAP-Signaling Proteins/genetics , Animals , Becaplermin/metabolism , Cell Proliferation , Enhancer Elements, Genetic , Female , Mice , Models, Biological , Promoter Regions, Genetic , Protein Binding , Receptor, Platelet-Derived Growth Factor beta/metabolism , Signal Transduction , TEA Domain Transcription Factors/metabolism , Transcriptional Activation , YAP-Signaling Proteins/metabolism
7.
Proc Natl Acad Sci U S A ; 118(7)2021 02 16.
Article in English | MEDLINE | ID: mdl-33563757

ABSTRACT

Sepsis is a major cause of mortality in intensive care units, which results from a severely dysregulated inflammatory response that ultimately leads to organ failure. While antibiotics can help in the early stages, effective strategies to curtail inflammation remain limited. The high mobility group (HMG) proteins are chromosomal proteins with important roles in regulating gene transcription. While HMGB1 has been shown to play a role in sepsis, the role of other family members including HMGXB4 remains unknown. We found that expression of HMGXB4 is strongly induced in response to lipopolysaccharide (LPS)-elicited inflammation in murine peritoneal macrophages. Genetic deletion of Hmgxb4 protected against LPS-induced lung injury and lethality and cecal ligation and puncture (CLP)-induced lethality in mice, and attenuated LPS-induced proinflammatory gene expression in cultured macrophages. By integrating genome-wide transcriptome profiling and a publicly available ChIP-seq dataset, we identified HMGXB4 as a transcriptional activator that regulates the expression of the proinflammatory gene, Nos2 (inducible nitric oxide synthase 2) by binding to its promoter region, leading to NOS2 induction and excessive NO production and tissue damage. Similar to Hmgxb4 ablation in mice, administration of a pharmacological inhibitor of NOS2 robustly decreased LPS-induced pulmonary vascular permeability and lethality in mice. Additionally, we identified the cell adhesion molecule, ICAM1, as a target of HMGXB4 in endothelial cells that facilitates inflammation by promoting monocyte attachment. In summary, our study reveals a critical role of HMGXB4 in exacerbating endotoxemia via transcriptional induction of Nos2 and Icam1 gene expression and thus targeting HMGXB4 may be an effective therapeutic strategy for the treatment of sepsis.


Subject(s)
Endotoxemia/metabolism , Animals , Endothelial Cells/metabolism , Endotoxemia/etiology , Endotoxemia/genetics , Female , Intercellular Adhesion Molecule-1/genetics , Intercellular Adhesion Molecule-1/metabolism , Lipopolysaccharides/toxicity , Lung/metabolism , Lung/pathology , Male , Mice , Mice, Inbred C57BL , Nitric Oxide/metabolism , Nitric Oxide Synthase Type II/genetics , Nitric Oxide Synthase Type II/metabolism , Transcriptome
8.
Cell Death Differ ; 28(7): 2045-2059, 2021 07.
Article in English | MEDLINE | ID: mdl-33469230

ABSTRACT

The Hippo signaling effector, TEAD1 plays an essential role in cardiovascular development. However, a role for TEAD1 in postmitotic cardiomyocytes (CMs) remains incompletely understood. Herein we reported that TEAD1 is required for postmitotic CM survival. We found that adult mice with ubiquitous or CM-specific loss of Tead1 present with a rapid lethality due to an acute-onset dilated cardiomyopathy. Surprisingly, deletion of Tead1 activated the necroptotic pathway and induced massive cardiomyocyte necroptosis, but not apoptosis. In contrast to apoptosis, necroptosis is a pro-inflammatory form of cell death and consistent with this, dramatically higher levels of markers of activated macrophages and pro-inflammatory cytokines were observed in the hearts of Tead1 knockout mice. Blocking necroptosis by administration of necrostatin-1 rescued Tead1 deletion-induced heart failure. Mechanistically, genome-wide transcriptome and ChIP-seq analysis revealed that in adult hearts, Tead1 directly activates a large set of nuclear DNA-encoded mitochondrial genes required for assembly of the electron transfer complex and the production of ATP. Loss of Tead1 expression in adult CMs increased mitochondrial reactive oxygen species, disrupted the structure of mitochondria, reduced complex I-IV driven oxygen consumption and ATP levels, resulting in the activation of necroptosis. This study identifies an unexpected paradigm in which TEAD1 is essential for postmitotic CM survival by maintaining the expression of nuclear DNA-encoded mitochondrial genes required for ATP synthesis.


Subject(s)
Genes, Mitochondrial , Myocytes, Cardiac/metabolism , Necroptosis , TEA Domain Transcription Factors/metabolism , Transcription Factors/metabolism , Animals , Cell Respiration , Cells, Cultured , DNA/metabolism , Electron Transport Complex I/genetics , Electron Transport Complex I/metabolism , Female , Male , Mice , Mice, Knockout , Mitochondria, Heart/metabolism , Reactive Oxygen Species/metabolism , Signal Transduction , TEA Domain Transcription Factors/genetics , Transcription Factors/genetics
9.
Arterioscler Thromb Vasc Biol ; 40(5): 1231-1238, 2020 05.
Article in English | MEDLINE | ID: mdl-32160776

ABSTRACT

OBJECTIVE: While GFAP (glial fibrillary acidic protein) is commonly used as a classical marker for astrocytes in the central nervous system, GFAP-expressing progenitor cells give rise to other cell types during development. The goal of this study was to investigate whether GFAP-expressing progenitor cells contribute to the development of vascular cells in major arteries. Approach and Results: To label GFAP-expressing progenitor cells and their progeny, we crossed GFAP promoter-driven Cre recombinase mice (GFAP-Cre) with transgenic mice expressing the Cre-dependent mTmG dual fluorescent reporter gene. Using this genetic fate-mapping approach, here we demonstrate that GFAP-positive progenitor cells contribute to the development of vascular smooth muscle cells in both neural crest- and non-neural crest-derived vascular beds. In addition, GFAP-positive progenitor cells contribute to a subset of endothelial cells in some vasculature. Furthermore, fate-mapping analyses at multiple time points of mouse development demonstrate a time-dependent increase in the contribution of GFAP-positive progenitors to vascular smooth muscle cells, which mostly occurs in the postnatal period. CONCLUSIONS: Our study demonstrates that vascular smooth muscle cells and endothelial cells within the same vascular segment are developmentally heterogeneous, where varying proportions of vascular smooth muscle cells and endothelial cells are contributed by GFAP-positive progenitor cells.


Subject(s)
Cell Differentiation , Cell Lineage , Endothelial Progenitor Cells/metabolism , Glial Fibrillary Acidic Protein/metabolism , Muscle, Smooth, Vascular/metabolism , Myocytes, Smooth Muscle/metabolism , Neural Crest/metabolism , Animals , Female , Genes, Reporter , Glial Fibrillary Acidic Protein/genetics , Green Fluorescent Proteins/genetics , Green Fluorescent Proteins/metabolism , Luminescent Proteins/genetics , Luminescent Proteins/metabolism , Male , Mice, Inbred C57BL , Mice, Transgenic , Muscle, Smooth, Vascular/embryology , Neural Crest/embryology , Phenotype , Red Fluorescent Protein
10.
Cell Death Differ ; 26(12): 2790-2806, 2019 12.
Article in English | MEDLINE | ID: mdl-31024075

ABSTRACT

TEAD1 (TEA domain transcription factor 1), a transcription factor known for the functional output of Hippo signaling, is important for tumorigenesis. However, the role of TEAD1 in the development of vascular smooth muscle cell (VSMC) is unknown. To investigate cell-specific role of Tead1, we generated cardiomyocyte (CMC) and VSMC-specific Tead1 knockout mice. We found CMC/VSMC-specific deletion of Tead1 led to embryonic lethality by E14.5 in mice due to hypoplastic cardiac and vascular walls, as a result of impaired CMC and VSMC proliferation. Whole transcriptome analysis revealed that deletion of Tead1 in CMCs/VSMCs downregulated expression of muscle contractile genes and key transcription factors including Pitx2c and myocardin. In vitro studies demonstrated that PITX2c and myocardin rescued TEAD1-dependent defects in VSMC differentiation. We further identified Pitx2c as a novel transcriptional target of TEAD1, and PITX2c exhibited functional synergy with myocardin by directly interacting with myocardin, leading to augment the differentiation of VSMC. In summary, our study reveals a critical role of Tead1 in cardiovascular development in mice, but also identifies a novel regulatory mechanism, whereby Tead1 functions upstream of the genetic regulatory hierarchy for establishing smooth muscle contractile phenotype.


Subject(s)
DNA-Binding Proteins/metabolism , Muscle, Smooth, Vascular/metabolism , Transcription Factors/metabolism , Animals , Cell Differentiation/physiology , DNA-Binding Proteins/genetics , Female , Gene Deletion , Male , Mice , Mice, Knockout , Muscle, Smooth, Vascular/cytology , Muscle, Smooth, Vascular/growth & development , TEA Domain Transcription Factors , Transcription Factors/genetics
11.
Circ Res ; 124(9): 1309-1322, 2019 04 26.
Article in English | MEDLINE | ID: mdl-30801233

ABSTRACT

RATIONALE: TEAD (TEA domain transcription factor) 1-a major effector of the Hippo signaling pathway-acts as an oncoprotein in a variety of tumors. However, the function of TEAD1 in vascular smooth muscle cells (VSMCs) remains unclear. OBJECTIVE: To assess the role of TEAD1 in vascular injury-induced smooth muscle proliferation and delineate the mechanisms underlying its action. METHODS AND RESULTS: We found that TEAD1 expression is enhanced in mouse femoral artery after wire injury and correlates with the activation of mTORC1 (mechanistic target of rapamycin complex 1) signaling in vivo. Using an inducible smooth muscle-specific Tead1 KO (knockout) mouse model, we found that specific deletion of Tead1 in adult VSMCs is sufficient to attenuate arterial injury-induced neointima formation due to inhibition of mTORC1 activation and VSMC proliferation. Furthermore, we found that TEAD1 plays a unique role in VSMCs, where it not only downregulates VSMC differentiation markers but also activates mTORC1 signaling, leading to enhanced VSMC proliferation. Using whole-transcriptome sequencing analysis, we identified Slc1a5 (solute carrier family 1 member 5)-a key glutamine transporter-as a novel TEAD1 target gene. SLC1A5 overexpression mimicked TEAD1 in promoting mTORC1 activation and VSMC proliferation. Moreover, depletion of SLC1A5 by silencing RNA or blocking SLC1A5-mediated glutamine uptake attenuated TEAD1-dependent mTORC1 activation and VSMC proliferation. CONCLUSIONS: Our study unravels a novel mechanism by which TEAD1 promotes VSMC proliferation via transcriptional induction of SLC1A5, thereby activating mTORC1 signaling and promoting neointima formation.


Subject(s)
Amino Acid Transport System ASC/metabolism , Cell Proliferation , DNA-Binding Proteins/metabolism , Glutamine/metabolism , Minor Histocompatibility Antigens/metabolism , Myocytes, Smooth Muscle/metabolism , Transcription Factors/metabolism , Amino Acid Transport System ASC/genetics , Animals , Biological Transport/genetics , Coronary Artery Disease/genetics , Coronary Artery Disease/metabolism , DNA-Binding Proteins/genetics , Disease Models, Animal , Humans , Mechanistic Target of Rapamycin Complex 1/metabolism , Mice, Inbred C57BL , Mice, Knockout , Mice, Transgenic , Minor Histocompatibility Antigens/genetics , Neointima/genetics , Neointima/metabolism , RNA Interference , Signal Transduction , TEA Domain Transcription Factors , Transcription Factors/genetics , Transcriptional Activation , Up-Regulation
12.
Proc Natl Acad Sci U S A ; 115(37): E8660-E8667, 2018 09 11.
Article in English | MEDLINE | ID: mdl-30139920

ABSTRACT

In response to vascular injury, vascular smooth muscle cells (VSMCs) may switch from a contractile to a proliferative phenotype thereby contributing to neointima formation. Previous studies showed that the long noncoding RNA (lncRNA) NEAT1 is critical for paraspeckle formation and tumorigenesis by promoting cell proliferation and migration. However, the role of NEAT1 in VSMC phenotypic modulation is unknown. Herein we showed that NEAT1 expression was induced in VSMCs during phenotypic switching in vivo and in vitro. Silencing NEAT1 in VSMCs resulted in enhanced expression of SM-specific genes while attenuating VSMC proliferation and migration. Conversely, overexpression of NEAT1 in VSMCs had opposite effects. These in vitro findings were further supported by in vivo studies in which NEAT1 knockout mice exhibited significantly decreased neointima formation following vascular injury, due to attenuated VSMC proliferation. Mechanistic studies demonstrated that NEAT1 sequesters the key chromatin modifier WDR5 (WD Repeat Domain 5) from SM-specific gene loci, thereby initiating an epigenetic "off" state, resulting in down-regulation of SM-specific gene expression. Taken together, we demonstrated an unexpected role of the lncRNA NEAT1 in regulating phenotypic switching by repressing SM-contractile gene expression through an epigenetic regulatory mechanism. Our data suggest that NEAT1 is a therapeutic target for treating occlusive vascular diseases.


Subject(s)
Gene Expression Regulation , Myocytes, Smooth Muscle/metabolism , RNA, Long Noncoding/genetics , Animals , Cell Movement/genetics , Cell Proliferation/genetics , Cells, Cultured , Humans , Mice, Inbred C57BL , Mice, Knockout , Muscle, Smooth, Vascular/cytology , Neointima/genetics , Neointima/metabolism , Phenotype , RNA Interference , Rats , Vascular System Injuries/genetics , Vascular System Injuries/metabolism , Vascular System Injuries/pathology
13.
Pharmacology ; 100(1-2): 64-73, 2017.
Article in English | MEDLINE | ID: mdl-28482342

ABSTRACT

BACKGROUND/AIMS: Pioglitazone (PIO), an antidiabetic drug, has been shown to attenuate vascular smooth muscle cell (VSMC) proliferation, which is a major event in atherosclerosis and restenosis after angioplasty. Till date, the likely contributory role of AMP-activated protein kinase (AMPK) toward PIO inhibition of VSMC proliferation has not been examined in vivo. This study is aimed at determining whether pharmacological inhibition of AMPK would prevent the inhibitory effect of PIO on neointima formation in a mouse model of arterial injury. METHODS: Male CJ57BL/6J mice were subjected to femoral artery injury using guidewire. PIO (20 mg/kg/day) was administered orally 1 day before surgery and for 3 weeks until sacrifice in the absence or presence of compound C (an AMPK inhibitor). Injured femoral arteries were used for morphometric analysis of neointima formation. Aortic tissue lysates were used for immunoblot analysis of phosphorylated AMPK. RESULTS: PIO treatment resulted in a significant decrease in intima-to-media ratio by ∼50.3% (p < 0.05, compared with vehicle control; n = 6), which was accompanied by enhanced phosphorylation of AMPK by ∼85% in the vessel wall. Compound C treatment led to a marked reduction in PIO-mediated inhibition of neointima formation. CONCLUSION: PIO attenuates injury-induced neointima formation, in part, through the activation of AMPK.


Subject(s)
AMP-Activated Protein Kinases/metabolism , Hypoglycemic Agents/pharmacology , Neointima/prevention & control , Thiazolidinediones/pharmacology , Administration, Oral , Animals , Cell Proliferation/drug effects , Disease Models, Animal , Femoral Artery/drug effects , Femoral Artery/injuries , Male , Mice , Mice, Inbred C57BL , Muscle, Smooth, Vascular/cytology , Myocytes, Smooth Muscle/metabolism , Phosphorylation , Pioglitazone
14.
Pharmacol Res ; 119: 289-302, 2017 05.
Article in English | MEDLINE | ID: mdl-28237515

ABSTRACT

Hypoadiponectinemia is associated with an increased risk of coronary artery disease. Although adiponectin replenishment mitigates neointimal hyperplasia and atherosclerosis in mouse models, adiponectin therapy has been hampered in a clinical setting due to its large molecular size. Recent studies demonstrate that AdipoRon (a small-molecule adiponectin receptor agonist) improves glycemic control in type 2 diabetic mice and attenuates postischemic cardiac injury in adiponectin-deficient mice, in part, through activation of AMP-activated protein kinase (AMPK). To date, it remains unknown as to whether AdipoRon regulates vascular smooth muscle cell (VSMC) proliferation, which plays a major role in neointima formation. In the present study, oral administration of AdipoRon (50mg/kg) in C57BL/6J mice significantly diminished arterial injury-induced neointima formation by ∼57%. Under in vitro conditions, AdipoRon treatment led to significant inhibition of platelet-derived growth factor (PDGF)-induced VSMC proliferation, DNA synthesis, and cyclin D1 expression. While AdipoRon induced a rapid and sustained activation of AMPK, it also diminished basal and PDGF-induced phosphorylation of mTOR and its downstream targets, including p70S6K/S6 and 4E-BP1. However, siRNA-mediated AMPK downregulation showed persistent inhibition of p70S6K/S6 and 4E-BP1 phosphorylation, indicating AMPK-independent effects for AdipoRon inhibition of mTOR signaling. In addition, AdipoRon treatment resulted in a sustained and transient decrease in PDGF-induced phosphorylation of Akt and ERK, respectively. Furthermore, PDGF receptor-ß tyrosine phosphorylation, which controls the phosphorylation state of Akt and ERK, was diminished upon AdipoRon treatment. Together, the present findings suggest that orally-administered AdipoRon has the potential to limit restenosis after angioplasty by targeting mTOR signaling independent of AMPK activation.


Subject(s)
Cell Proliferation/drug effects , Muscle, Smooth, Vascular/drug effects , Neointima/drug therapy , Piperidines/therapeutic use , Platelet-Derived Growth Factor/metabolism , Receptors, Adiponectin/agonists , Signal Transduction/drug effects , AMP-Activated Protein Kinases/metabolism , Animals , Arteries/drug effects , Arteries/injuries , Arteries/metabolism , Arteries/pathology , Cell Line , Humans , Male , Mice, Inbred C57BL , Muscle, Smooth, Vascular/cytology , Muscle, Smooth, Vascular/metabolism , Muscle, Smooth, Vascular/pathology , Neointima/metabolism , Neointima/pathology , Receptors, Adiponectin/metabolism , TOR Serine-Threonine Kinases/metabolism
15.
Eur J Pharmacol ; 791: 703-710, 2016 Nov 15.
Article in English | MEDLINE | ID: mdl-27729247

ABSTRACT

Insulin resistance is associated with accelerated atherosclerosis. Although high fructose is known to induce insulin resistance, it remains unclear as to how fructose regulates insulin receptor signaling and proliferative phenotype in vascular smooth muscle cells (VSMCs), which play a major role in atherosclerosis. Using human aortic VSMCs, we investigated the effects of high fructose treatment on insulin receptor substrate-1 (IRS-1) serine phosphorylation, insulin versus platelet-derived growth factor (PDGF)-induced phosphorylation of Akt, S6 ribosomal protein, and extracellular signal-regulated kinase (ERK), and cell cycle proteins. In comparison with PDGF (a potent mitogen), neither fructose nor insulin enhanced VSMC proliferation and cyclin D1 expression. d-[14C(U)]fructose uptake studies revealed a progressive increase in fructose uptake in a time-dependent manner. Concentration-dependent studies with high fructose (5-25mM) showed marked increases in IRS-1 serine phosphorylation, a key adapter protein in insulin receptor signaling. Accordingly, high fructose treatment led to significant diminutions in insulin-induced phosphorylation of downstream signaling components including Akt and S6. In addition, high fructose significantly diminished insulin-induced ERK phosphorylation. Nevertheless, high fructose did not affect PDGF-induced key proliferative signaling events including phosphorylation of Akt, S6, and ERK and expression of cyclin D1 protein. Together, high fructose dysregulates IRS-1 phosphorylation state and proximal insulin receptor signaling in VSMCs, but does not affect PDGF-induced proliferative signaling. These findings suggest that systemic insulin resistance rather than VSMC-specific dysregulation of insulin receptor signaling by high fructose may play a major role in enhancing atherosclerosis and neointimal hyperplasia.


Subject(s)
Fructose/pharmacology , Muscle, Smooth, Vascular/cytology , Receptor, Insulin/metabolism , Signal Transduction/drug effects , Aorta/cytology , Cell Proliferation/drug effects , Cyclin D1/metabolism , Cyclin-Dependent Kinase Inhibitor p27/metabolism , Dose-Response Relationship, Drug , Extracellular Signal-Regulated MAP Kinases/metabolism , Gene Expression Regulation/drug effects , Humans , Insulin Receptor Substrate Proteins/chemistry , Insulin Receptor Substrate Proteins/metabolism , Muscle, Smooth, Vascular/drug effects , Phosphorylation/drug effects , Platelet-Derived Growth Factor/pharmacology , Proto-Oncogene Proteins c-akt/metabolism , Ribosomal Protein S6/metabolism , Serine/metabolism
16.
Biochem Pharmacol ; 101: 54-70, 2016 Feb 01.
Article in English | MEDLINE | ID: mdl-26643070

ABSTRACT

Pioglitazone (PIO), a PPARγ agonist that improves glycemic control in type 2 diabetes through its insulin-sensitizing action, has been shown to exhibit beneficial effects in the vessel wall. For instance, it inhibits vascular smooth muscle cell (VSMC) proliferation, a major event in atherosclerosis and restenosis after angioplasty. Although PPARγ-dependent and PPARγ-independent mechanisms have been attributed to its vasoprotective effects, the signaling events associated with PIO action in VSMCs are not fully understood. To date, the likely intermediary role of AMP-activated protein kinase (AMPK) toward PIO inhibition of VSMC proliferation has not been examined. Using human aortic VSMCs, the present study demonstrates that PIO activates AMPK in a sustained manner thereby contributing in part to inhibition of key proliferative signaling events. In particular, PIO at 30µM concentration activates AMPK to induce raptor phosphorylation, which diminishes PDGF-induced mTOR activity as evidenced by decreased phosphorylation of p70S6K, 4E-BP1, and S6 and increased accumulation of p27(kip1), a cell cycle inhibitor. In addition, PIO inhibits the basal phosphorylation of ERK in VSMCs. Downregulation of endogenous AMPK by target-specific siRNA reveals an AMPK-independent effect for PIO inhibition of ERK, which contributes in part to diminutions in cyclin D1 expression and Rb phosphorylation and the suppression of VSMC proliferation. Furthermore, AMPK-dependent inhibition of mTOR/p70S6K and AMPK-independent inhibition of ERK signaling occur regardless of PPARγ expression/activation in VSMCs as evidenced by gene silencing and pharmacological inhibition of PPARγ. Strategies that utilize nanoparticle-mediated PIO delivery at the lesion site may limit restenosis after angioplasty without inducing PPARγ-mediated systemic adverse effects.


Subject(s)
AMP-Activated Protein Kinases/metabolism , Hypoglycemic Agents/pharmacology , Muscle, Smooth, Vascular/drug effects , PPAR gamma/agonists , Proto-Oncogene Proteins c-sis/agonists , Signal Transduction/drug effects , TOR Serine-Threonine Kinases/antagonists & inhibitors , Thiazolidinediones/pharmacology , AMP-Activated Protein Kinases/antagonists & inhibitors , AMP-Activated Protein Kinases/chemistry , AMP-Activated Protein Kinases/genetics , Acetyl-CoA Carboxylase/metabolism , Aorta/cytology , Aorta/drug effects , Aorta/metabolism , Becaplermin , Cell Proliferation/drug effects , Cells, Cultured , Enzyme Activation/drug effects , Gene Silencing , Humans , MAP Kinase Signaling System/drug effects , Mitogen-Activated Protein Kinase 1/antagonists & inhibitors , Mitogen-Activated Protein Kinase 1/metabolism , Muscle, Smooth, Vascular/cytology , Muscle, Smooth, Vascular/metabolism , PPAR gamma/antagonists & inhibitors , PPAR gamma/genetics , PPAR gamma/metabolism , Phosphorylation/drug effects , Pioglitazone , Platelet-Derived Growth Factor/antagonists & inhibitors , Platelet-Derived Growth Factor/genetics , Platelet-Derived Growth Factor/metabolism , Protein Processing, Post-Translational/drug effects , Proto-Oncogene Proteins c-sis/antagonists & inhibitors , Proto-Oncogene Proteins c-sis/genetics , Proto-Oncogene Proteins c-sis/metabolism , RNA Interference , Recombinant Proteins/chemistry , Recombinant Proteins/metabolism , Ribosomal Protein S6 Kinases, 70-kDa/antagonists & inhibitors , Ribosomal Protein S6 Kinases, 70-kDa/metabolism , TOR Serine-Threonine Kinases/metabolism
17.
Biochem Pharmacol ; 92(2): 266-79, 2014 Nov 15.
Article in English | MEDLINE | ID: mdl-25179145

ABSTRACT

Metformin, a widely prescribed antidiabetic drug, has been shown to reduce the risk of cardiovascular disease, including hypertension. Its beneficial effect toward improved vasodilation results from its ability to activate AMPK and enhance nitric oxide formation in the endothelium. To date, metformin regulation of AMPK has not been fully studied in intact arterial smooth muscle, especially during contraction evoked by G protein-coupled receptor (GPCR) agonists. In the present study, ex vivo incubation of endothelium-denuded rat aortic rings with 3mM metformin for 2h resulted in significant accumulation of metformin (∼ 600 pmoles/mg tissue), as revealed by LC-MS/MS MRM analysis. However, metformin did not show significant increase in AMPK phosphorylation under these conditions. Exposure of aortic rings to a GPCR agonist (e.g., phenylephrine) resulted in enhanced AMPK phosphorylation by ∼ 2.5-fold. Importantly, in metformin-treated aortic rings, phenylephrine challenge showed an exaggerated increase in AMPK phosphorylation by ∼ 9.7-fold, which was associated with an increase in AMP/ATP ratio. Pretreatment with compound C (AMPK inhibitor) prevented AMPK phosphorylation induced by phenylephrine alone and also that induced by phenylephrine after metformin treatment. However, pretreatment with STO-609 (CaMKKß inhibitor) diminished AMPK phosphorylation induced by phenylephrine alone but not that induced by phenylephrine after metformin treatment. Furthermore, attenuation of phenylephrine-induced contraction (observed after metformin treatment) was prevented by AMPK inhibition but not by CaMKKß inhibition. Together, these findings suggest that, upon endothelial damage in the vessel wall, metformin uptake by the underlying vascular smooth muscle would accentuate AMPK phosphorylation by GPCR agonists independent of CaMKKß to promote vasorelaxation.


Subject(s)
AMP-Activated Protein Kinases/metabolism , Aorta, Thoracic/enzymology , Calcium-Calmodulin-Dependent Protein Kinase Kinase/metabolism , Endothelium, Vascular/enzymology , Metformin/pharmacology , Phenylephrine/pharmacology , Animals , Aorta, Thoracic/drug effects , Dose-Response Relationship, Drug , Drug Synergism , Endothelium, Vascular/drug effects , Male , Organ Culture Techniques , Phosphorylation/drug effects , Phosphorylation/physiology , Rats , Rats, Wistar , Vasoconstriction/drug effects , Vasoconstriction/physiology
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