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Integrative analysis of loss-of-function variants in clinical and genomic data reveals novel genes associated with cardiovascular traits
Glicksberg, Benjamin S; Amadori, Letizia; Akers, Nicholas K; Sukhavasi, Katyayani; Franzén, Oscar; Li, Li; Belbin, Gillian M; Ayers, Kristin L; Shameer, Khader; Badgeley, Marcus A; Johnson, Kipp W; Readhead, Ben; Darrow, Bruce J; Kenny, Eimear E; Betsholtz, Christer; Ermel, Raili; Skogsberg, Josefin; Ruusalepp, Arno; Schadt, Eric E; Dudley, Joel T; Ren, Hongxia; Kovacic, Jason C; Giannarelli, Chiara; Li, Shuyu D; Björkegren, Johan L M; Chen, Rong
BACKGROUND:Genetic loss-of-function variants (LoFs) associated with disease traits are increasingly recognized as critical evidence for the selection of therapeutic targets. We integrated the analysis of genetic and clinical data from 10,511 individuals in the Mount Sinai BioMe Biobank to identify genes with loss-of-function variants (LoFs) significantly associated with cardiovascular disease (CVD) traits, and used RNA-sequence data of seven metabolic and vascular tissues isolated from 600 CVD patients in the Stockholm-Tartu Atherosclerosis Reverse Network Engineering Task (STARNET) study for validation. We also carried out in vitro functional studies of several candidate genes, and in vivo studies of one gene. RESULTS:We identified LoFs in 433 genes significantly associated with at least one of 10 major CVD traits. Next, we used RNA-sequence data from the STARNET study to validate 115 of the 433 LoF harboring-genes in that their expression levels were concordantly associated with corresponding CVD traits. Together with the documented hepatic lipid-lowering gene, APOC3, the expression levels of six additional liver LoF-genes were positively associated with levels of plasma lipids in STARNET. Candidate LoF-genes were subjected to gene silencing in HepG2 cells with marked overall effects on cellular LDLR, levels of triglycerides and on secreted APOB100 and PCSK9. In addition, we identified novel LoFs in DGAT2 associated with lower plasma cholesterol and glucose levels in BioMe that were also confirmed in STARNET, and showed a selective DGAT2-inhibitor in C57BL/6 mice not only significantly lowered fasting glucose levels but also affected body weight. CONCLUSION:In sum, by integrating genetic and electronic medical record data, and leveraging one of the world's largest human RNA-sequence datasets (STARNET), we identified known and novel CVD-trait related genes that may serve as targets for CVD therapeutics and as such merit further investigation.
PMID: 31345219
ISSN: 1755-8794
CID: 4844272
Crosstalk Between Inflammatory Cells to Promote Cardioprotective Angiogenesis [Comment]
Giannarelli, Chiara; Wong, Christine K
PMID: 31196458
ISSN: 1558-3597
CID: 4844262
Contribution of Gene Regulatory Networks to Heritability of Coronary Artery Disease
Zeng, Lingyao; Talukdar, Husain A; Koplev, Simon; Giannarelli, Chiara; Ivert, Torbjörn; Gan, Li-Ming; Ruusalepp, Arno; Schadt, Eric E; Kovacic, Jason C; Lusis, Aldons J; Michoel, Tom; Schunkert, Heribert; Björkegren, Johan L M
BACKGROUND:Genetic variants currently known to affect coronary artery disease (CAD) risk explain less than one-quarter of disease heritability. The heritability contribution of gene regulatory networks (GRNs) in CAD, which are modulated by both genetic and environmental factors, is unknown. OBJECTIVES:This study sought to determine the heritability contributions of single nucleotide polymorphisms affecting gene expression (eSNPs) in GRNs causally linked to CAD. METHODS:Seven vascular and metabolic tissues collected in 2 independent genetics-of-gene-expression studies of patients with CAD were used to identify eSNPs and to infer coexpression networks. To construct GRNs with causal relations to CAD, the prior information of eSNPs in the coexpression networks was used in a Bayesian algorithm. Narrow-sense CAD heritability conferred by the GRNs was calculated from individual-level genotype data from 9 European genome-wide association studies (GWAS) (13,612 cases, 13,758 control cases). RESULTS:The authors identified and replicated 28 independent GRNs active in CAD. The genetic variation in these networks contributed to 10.0% of CAD heritability beyond the 22% attributable to risk loci identified by GWAS. GRNs in the atherosclerotic arterial wall (n = 7) and subcutaneous or visceral abdominal fat (n = 9) were most strongly implicated, jointly explaining 8.2% of CAD heritability. In all, these 28 GRNs (each contributing to >0.2% of CAD heritability) comprised 24 to 841 genes, whereof 1 to 28 genes had strong regulatory effects (key disease drivers) and harbored many relevant functions previously associated with CAD. The gene activity in these 28 GRNs also displayed strong associations with genetic and phenotypic cardiometabolic disease variations both in humans and mice, indicative of their pivotal roles as mediators of gene-environmental interactions in CAD. CONCLUSIONS:GRNs capture a major portion of genetic variance and contribute to heritability beyond that of genetic loci currently known to affect CAD risk. These networks provide a framework to identify novel risk genes/pathways and study molecular interactions within and across disease-relevant tissues leading to CAD.
PMID: 31196451
ISSN: 1558-3597
CID: 4844252
Systems Pharmacology Identifies an Arterial Wall Regulatory Gene Network Mediating Coronary Artery Disease Side Effects of Antiretroviral Therapy
Frades, Itziar; Readhead, Ben; Amadori, Letizia; Koplev, Simon; Talukdar, Husain A; Crane, Heidi M; Crane, Paul K; Kovacic, Jason C; Dudley, Joel T; Giannarelli, Chiara; Björkegren, Johan L M; Peter, Inga
BACKGROUND:Antiretroviral therapy (ART) for HIV infection increases risk for coronary artery disease (CAD), presumably by causing dyslipidemia and increased atherosclerosis. We applied systems pharmacology to identify and validate specific regulatory gene networks through which ART drugs may promote CAD. METHODS:Transcriptional responses of human cell lines to 15 ART drugs retrieved from the Library of Integrated Cellular Signatures (overall 1127 experiments) were used to establish consensus ART gene/transcriptional signatures. Next, enrichments of differentially expressed genes and gene-gene connectivity within these ART-consensus signatures were sought in 30 regulatory gene networks associated with CAD and CAD-related phenotypes in the Stockholm Atherosclerosis Gene Expression study. RESULTS:Ten of 15 ART signatures were significantly enriched both for differential expression and connectivity in a specific atherosclerotic arterial wall regulatory gene network (AR-RGN) causal for CAD involving RNA processing genes. An atherosclerosis in vitro model of cholestryl ester-loaded foam cells was then used for experimental validation. Treatments of these foam cells with ritonavir, nelfinavir, and saquinavir at least doubled cholestryl ester accumulation ( P=0.02, 0.0009, and 0.02, respectively), whereas RNA silencing of the AR-RGN top key driver, PQBP1 (polyglutamine binding protein 1), significantly curbed cholestryl ester accumulation following treatment with any of these ART drugs by >37% ( P<0.05). CONCLUSIONS:By applying a novel systems pharmacology data analysis framework, 3 commonly used ARTs (ritonavir, nelfinavir, and saquinavir) were found altering the activity of AR-RGN, a regulatory gene network promoting foam cell formation and risk of CAD. Targeting AR-RGN or its top key driver PQBP1 may help reduce CAD side effects of these ART drugs.
PMCID:6601350
PMID: 31059280
ISSN: 2574-8300
CID: 4844232
MicroRNA-126 regulates Hypoxia-Inducible Factor-1α which inhibited migration, proliferation, and angiogenesis in replicative endothelial senescence
Alique, Matilde; Bodega, Guillermo; Giannarelli, Chiara; Carracedo, Julia; RamÃrez, Rafael
Whereas a healthy endothelium maintains physiological vascular functions, endothelial damage contributes to the development of cardiovascular diseases. Endothelial senescence is the main determinant of endothelial dysfunction and thus of age-related cardiovascular disease. The objective of this study is to test the involvement of microRNA-126 and HIF-1α in a model of replicative endothelial senescence and the interrelationship between both molecules in this in vitro model. We demonstrated that senescent endothelial cells experience impaired tube formation and delayed wound healing. Senescent endothelial cells failed to express HIF-1α, and the microvesicles released by these cells failed to carry HIF-1α. Of note, HIF-1α protein levels were restored in HIF-1α stabilizer-treated senescent endothelial cells. Finally, we show that microRNA-126 was downregulated in senescent endothelial cells and microvesicles. With regard to the interplay between microRNA-126 and HIF-1α, transfection with a microRNA-126 inhibitor downregulated HIF-1α expression in early passage endothelial cells. Moreover, while HIF-1α inhibition reduced tube formation and wound healing closure, microRNA-126 levels remained unchanged. These data indicate that HIF-1α is a target of miRNA-126 in protective and reparative functions, and suggest that their therapeutic modulation could benefit age-related vascular disease.
PMCID:6517399
PMID: 31089163
ISSN: 2045-2322
CID: 4844242
Child Health Promotion in Underserved Communities: The FAMILIA Trial
Fernandez-Jimenez, Rodrigo; Jaslow, Risa; Bansilal, Sameer; Santana, Maribel; Diaz-Munoz, Raquel; Latina, Jacqueline; Soto, Ana V; Vedanthan, Rajesh; Al-Kazaz, Mohamed; Giannarelli, Chiara; Kovacic, Jason C; Bagiella, Emilia; Kasarskis, Andrew; Fayad, Zahi A; Hajjar, Roger J; Fuster, Valentin
BACKGROUND:Preschool-based interventions offer promise to instill healthy behaviors in children, which can be a strategy to reduce the burden of cardiovascular disease later. However, their efficacy in underserved communities is not well established. OBJECTIVES/OBJECTIVE:The purpose of this study was to assess the impact of a preschool-based health promotion educational intervention in an underserved community. METHODS:This cluster-randomized controlled study involved 15 Head Start preschools in Harlem, New York. Schools and their children were randomized 3:2 to receive either a 4-month (50 h) educational intervention to instill healthy behaviors in relation to diet, physical activity, body/heart awareness, and emotion management; or their standard curriculum (control). The primary outcome was the change from baseline in the overall knowledge, attitudes, and habits (KAH) score of the children at 5 months. As secondary outcomes, we evaluated the changes in KAH subcomponents and emotion comprehension. Linear mixed-effects models were used to test for intervention effects. RESULTS:The authors enrolled 562 preschool children age 3 to 5 years, 51% female, 54% Hispanic/Latino, and 37% African-American. Compared with the control group, the mean relative change from baseline in the overall KAH score was ∼2.2 fold higher in the intervention group (average absolute difference of 2.86 points; 95% confidence interval: 0.58 to 5.14; p = 0.014). The maximal effect was observed in children who received >75% of the curriculum. Physical activity and body/heart awareness components, and knowledge and attitudes domains, were the main drivers of the effect (p values <0.05). Changes in emotion comprehension trended toward favoring intervened children. CONCLUSIONS:This multidimensional school-based educational intervention may be an effective strategy for establishing healthy behaviors among preschoolers from a diverse and socioeconomically disadvantaged community. Early primordial prevention strategies may contribute to reducing the global burden of cardiovascular disease. (Family-Based Approach in a Minority Community Integrating Systems-Biology for Promotion of Health [FAMILIA]; NCT02343341).
PMID: 31023422
ISSN: 1558-3597
CID: 3821762
Single -cell Profiling of Atherosclerotic Tissue Identifies T Cell Subsets Associated with Cerebrovascular Events [Meeting Abstract]
Fernandez, Dawn; Rahman, Adeeb; Fernandez, Nicolas; Chudnovskiy, Aleksey; Amir, El-ad David; Amadori, Letizia; Kahn, Nayaab; Shamailova, Roza; Faries, Christopher; Kim-Schulze, Seunghee; Mocco, J.; Faries, Peter; Merad, Miriam; Giannarelli, Chiara
ISI:000482037300068
ISSN: 1079-5642
CID: 4844502
Single-cell Profiling of Atherosclerotic Tissue Identifies T Cell Subsets Associated with Cerebrovascular Events [Meeting Abstract]
Fernandez, Dawn; Rahman, Adeeb; Fernandez, Nicolas; Chudnovskiy, Aleksey; Amir, El-ad David; Amadori, Letizia; Kahn, Nayaab; Shamailova, Roza; Faries, Christopher; Kim-Schulze, Seunghee; Mocco, J.; Faries, Peter; Merad, Miriam; Giannarelli, Chiara
ISI:000482037300002
ISSN: 1079-5642
CID: 4844492
Macrophage Biology, Classification, and Phenotype in Cardiovascular Disease: JACC Macrophage in CVD Series (Part 1)
Williams, Jesse W; Giannarelli, Chiara; Rahman, Adeeb; Randolph, Gwendalyn J; Kovacic, Jason C
Macrophages represent one of the most numerous and diverse leukocyte types in the body. Furthermore, they are important regulators and promoters of many cardiovascular disease programs. Their functions range from sensing pathogens to digesting cell debris, modulating inflammation, and producing key cytokines and other regulatory factors throughout the body. Macrophage research has undergone a renaissance in recent years, which has propelled a newfound interest in their heterogeneity as well as a new understanding of ontological differences in their development. In addition, recent technological advances such as single-cell mass-cytometry by time-of-flight have enabled phenotype and functional analyses of individual immune myeloid cells, including macrophages, at unprecedented resolution. In this Part 1 of a 4-part review series covering the macrophage in cardiovascular disease, we focus on the basic principles of macrophage development, heterogeneity, phenotype, tissue-specific differentiation, and functionality as a basis to understand their role in cardiovascular disease.
PMCID:6209330
PMID: 30360826
ISSN: 1558-3597
CID: 4844222
Manipulating Macrophage Polarization to Fix the Broken Heart: Challenges and Hopes [Comment]
Giannarelli, Chiara; Fernandez, Dawn M
PMID: 30115229
ISSN: 1558-3597
CID: 4844212