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1.
Circ Genom Precis Med ; 11(3): e001970, 2018 03.
Article in English | MEDLINE | ID: mdl-29530886

ABSTRACT

BACKGROUND: Despite being the definitive treatment for lower extremity peripheral arterial disease, vein bypass grafts fail in half of all cases. Early repair mechanisms after implantation, governed largely by the immune environment, contribute significantly to long-term outcomes. The current study investigates the early response patterns of circulating monocytes as a determinant of graft outcome. METHODS: In 48 patients undergoing infrainguinal vein bypass grafting, the transcriptomes of circulating monocytes were analyzed preoperatively and at 1, 7, and 28 days post-operation. RESULTS: Dynamic clustering algorithms identified 50 independent gene response patterns. Three clusters (64 genes) were differentially expressed, with a hyperacute response pattern defining those patients with failed versus patent grafts 12 months post-operation. A second independent data set, comprised of 96 patients subjected to major trauma, confirmed the value of these 64 genes in predicting an uncomplicated versus complicated recovery. Causal network analysis identified 8 upstream elements that regulate these mediator genes, and Bayesian analysis with a priori knowledge of the biological interactions was integrated to create a functional network describing the relationships among the regulatory elements and downstream mediator genes. Linear models predicted the removal of either STAT3 (signal transducer and activator of transcription 3) or MYD88 (myeloid differentiation primary response 88) to shift mediator gene expression levels toward those seen in successful grafts. CONCLUSIONS: A novel combination of dynamic gene clustering, linear models, and Bayesian network analysis has identified a core set of regulatory genes whose manipulations could migrate vein grafts toward a more favorable remodeling phenotype.


Subject(s)
Arteries/surgery , Lower Extremity/blood supply , Monocytes/metabolism , Aged , Angioplasty , Bayes Theorem , Cluster Analysis , Female , Gene Expression Regulation , Gene Regulatory Networks/genetics , Humans , Male , Middle Aged , Monocytes/cytology , Myeloid Differentiation Factor 88/genetics , Peripheral Vascular Diseases/therapy , Phenotype , Prospective Studies , RNA/genetics , RNA/isolation & purification , RNA/metabolism , STAT3 Transcription Factor/genetics , Treatment Failure
2.
J Vasc Surg ; 62(5): 1296-302.e2, 2015 Nov.
Article in English | MEDLINE | ID: mdl-24953896

ABSTRACT

OBJECTIVE: Although clinical studies have identified that a single nucleotide polymorphism in the p27(kip1) gene is associated with success or failure after vein bypass grafting, the underlying mechanisms for this difference are not well defined. Using a high-throughput approach in a flow-dependent vein graft model, we explored the differences in p27(kip1)-related genes that drive the enhanced hyperplastic response under low-flow conditions. METHODS: Bilateral rabbit carotid artery interposition grafts with jugular vein were placed with a unilateral distal outflow branch ligation to create differential flow states. Grafts were harvested at 2 hours and at 1, 3, 7, 14, and 28 days after implantation, measured for neointimal area, and assayed for cell proliferation. Whole-vessel messenger RNA was isolated and analyzed using an Affymetrix (Santa Clara, Calif) gene array platform. Ingenuity Pathway Analysis (Ingenuity, Redwood City, Calif) was used to identify the gene networks surrounding p27(kip1). This gene set was then analyzed for temporal expression changes after graft placement and for differential expression in the alternate flow conditions. RESULTS: Outflow branch ligation resulted in an eightfold difference in mean flow rates throughout the 28-day perfusion period (P < .001). Flow reduction led to a robust hyperplastic response, resulting in a significant increase in intimal area by 7 days (0.13 ± 0.04 mm(2) vs 0.014 ± 0.006 mm(2); P < .005) and progressive growth to 28 days (1.37 ± 0.05 mm(2) vs 0.39 ± 0.06 mm(2); P < .001). At 7 days, low-flow grafts demonstrated a burst of actively dividing intimal cells (36.4 ± 9.4 cells/mm(2) vs 11.5 ± 1.9 cells/mm(2); P = .04). Sixty-five unique genes within the microarray were identified as components of the p27(kip1) network. At a false discovery rate of 0.05, 26 genes demonstrated significant temporal changes, and two dominant patterns of expression were identified. Class comparison analysis identified differential expression of 11 genes at 2 hours and seven genes and 14 days between the high-flow and low-flow grafts (P < .05). At 2 hours, oncostatin M and cadherin 1 were the most differentially expressed. Cadherin 1 and protein kinase B exhibited the greatest differential expression at 14 days. CONCLUSIONS: Alterations in flow and shear stress result in divergent patterns of vein graft remodeling. Associated with the dramatic increase in neointimal expansion observed in low-flow vs high-flow grafts is a subset of differentially expressed p27(kip1)-associated genes that correlate with critical stages in the adaptive response. These represent potential biologic targets whose activity may be altered to augment maladaptive vascular remodeling.


Subject(s)
Carotid Arteries/surgery , Cyclin-Dependent Kinase Inhibitor p27/metabolism , Jugular Veins/transplantation , Mechanotransduction, Cellular , Vascular Remodeling , Animals , Blood Flow Velocity , Cell Proliferation , Cyclin-Dependent Kinase Inhibitor p27/genetics , Gene Expression Profiling/methods , Gene Expression Regulation , Gene Regulatory Networks , High-Throughput Nucleotide Sequencing , Hyperplasia , Jugular Veins/metabolism , Jugular Veins/pathology , Jugular Veins/physiopathology , Ligation , Male , Models, Animal , Neointima , RNA, Messenger/metabolism , Rabbits , Regional Blood Flow , Stress, Mechanical , Time Factors
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