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1.
Cell ; 186(19): 4085-4099.e15, 2023 09 14.
Article in English | MEDLINE | ID: mdl-37714134

ABSTRACT

Many sequence variants have additive effects on blood lipid levels and, through that, on the risk of coronary artery disease (CAD). We show that variants also have non-additive effects and interact to affect lipid levels as well as affecting variance and correlations. Variance and correlation effects are often signatures of epistasis or gene-environmental interactions. These complex effects can translate into CAD risk. For example, Trp154Ter in FUT2 protects against CAD among subjects with the A1 blood group, whereas it associates with greater risk of CAD in others. His48Arg in ADH1B interacts with alcohol consumption to affect lipid levels and CAD. The effect of variants in TM6SF2 on blood lipids is greatest among those who never eat oily fish but absent from those who often do. This work demonstrates that variants that affect variance of quantitative traits can allow for the discovery of epistasis and interactions of variants with the environment.


Subject(s)
Coronary Artery Disease , Animals , Humans , Coronary Artery Disease/blood , Coronary Artery Disease/genetics , Epistasis, Genetic , Phenotype , Lipids/blood , ABO Blood-Group System
2.
Cell ; 184(10): 2633-2648.e19, 2021 05 13.
Article in English | MEDLINE | ID: mdl-33864768

ABSTRACT

Long non-coding RNA (lncRNA) genes have well-established and important impacts on molecular and cellular functions. However, among the thousands of lncRNA genes, it is still a major challenge to identify the subset with disease or trait relevance. To systematically characterize these lncRNA genes, we used Genotype Tissue Expression (GTEx) project v8 genetic and multi-tissue transcriptomic data to profile the expression, genetic regulation, cellular contexts, and trait associations of 14,100 lncRNA genes across 49 tissues for 101 distinct complex genetic traits. Using these approaches, we identified 1,432 lncRNA gene-trait associations, 800 of which were not explained by stronger effects of neighboring protein-coding genes. This included associations between lncRNA quantitative trait loci and inflammatory bowel disease, type 1 and type 2 diabetes, and coronary artery disease, as well as rare variant associations to body mass index.


Subject(s)
Disease/genetics , Multifactorial Inheritance/genetics , Population/genetics , RNA, Long Noncoding/genetics , Transcriptome , Coronary Artery Disease/genetics , Diabetes Mellitus, Type 1/genetics , Diabetes Mellitus, Type 2/genetics , Gene Expression Profiling , Genetic Variation , Humans , Inflammatory Bowel Diseases/genetics , Organ Specificity/genetics , Quantitative Trait Loci
3.
Cell ; 177(1): 132-145, 2019 03 21.
Article in English | MEDLINE | ID: mdl-30901535

ABSTRACT

Coronary artery disease represents the leading cause of death worldwide, sparing no nation, ethnicity, or economic stratum. Coronary artery disease is partly heritable. While enormous effort has been devoted to understanding the genetic basis of coronary artery disease and other common, complex cardiovascular diseases, key challenges have emerged in gene discovery, in understanding how DNA variants connect to function, and in translation of genetics to the clinic. We discuss these challenges as well as promising opportunities to bring the work closer to fruition.


Subject(s)
Coronary Artery Disease/etiology , Coronary Artery Disease/genetics , Alleles , Cardiovascular Diseases/genetics , Gene Frequency/genetics , Genetic Predisposition to Disease , Genetic Variation/genetics , Genome-Wide Association Study , Genomics/methods , Humans
4.
Cell ; 177(3): 597-607.e9, 2019 04 18.
Article in English | MEDLINE | ID: mdl-31002796

ABSTRACT

The melanocortin 4 receptor (MC4R) is a G protein-coupled receptor whose disruption causes obesity. We functionally characterized 61 MC4R variants identified in 0.5 million people from UK Biobank and examined their associations with body mass index (BMI) and obesity-related cardiometabolic diseases. We found that the maximal efficacy of ß-arrestin recruitment to MC4R, rather than canonical Gαs-mediated cyclic adenosine-monophosphate production, explained 88% of the variance in the association of MC4R variants with BMI. While most MC4R variants caused loss of function, a subset caused gain of function; these variants were associated with significantly lower BMI and lower odds of obesity, type 2 diabetes, and coronary artery disease. Protective associations were driven by MC4R variants exhibiting signaling bias toward ß-arrestin recruitment and increased mitogen-activated protein kinase pathway activation. Harnessing ß-arrestin-biased MC4R signaling may represent an effective strategy for weight loss and the treatment of obesity-related cardiometabolic diseases.


Subject(s)
Gain of Function Mutation/genetics , Obesity/pathology , Receptor, Melanocortin, Type 4/genetics , Signal Transduction , Adult , Aged , Body Mass Index , Coronary Artery Disease/complications , Coronary Artery Disease/metabolism , Coronary Artery Disease/pathology , Cyclic AMP/metabolism , Databases, Factual , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/metabolism , Diabetes Mellitus, Type 2/pathology , Female , GTP-Binding Protein alpha Subunits, Gs/metabolism , Genetic Predisposition to Disease , Genotype , Humans , Male , Middle Aged , Obesity/complications , Obesity/metabolism , Polymorphism, Single Nucleotide , Receptor, Melanocortin, Type 4/chemistry , Receptor, Melanocortin, Type 4/metabolism , beta-Arrestins/metabolism
5.
Cell ; 175(7): 1796-1810.e20, 2018 12 13.
Article in English | MEDLINE | ID: mdl-30528432

ABSTRACT

The 9p21.3 cardiovascular disease locus is the most influential common genetic risk factor for coronary artery disease (CAD), accounting for ∼10%-15% of disease in non-African populations. The ∼60 kb risk haplotype is human-specific and lacks coding genes, hindering efforts to decipher its function. Here, we produce induced pluripotent stem cells (iPSCs) from risk and non-risk individuals, delete each haplotype using genome editing, and generate vascular smooth muscle cells (VSMCs). Risk VSMCs exhibit globally altered transcriptional networks that intersect with previously identified CAD risk genes and pathways, concomitant with aberrant adhesion, contraction, and proliferation. Unexpectedly, deleting the risk haplotype rescues VSMC stability, while expressing the 9p21.3-associated long non-coding RNA ANRIL induces risk phenotypes in non-risk VSMCs. This study shows that the risk haplotype selectively predisposes VSMCs to adopt a cell state associated with CAD phenotypes, defines new VSMC-based networks of CAD risk genes, and establishes haplotype-edited iPSCs as powerful tools for functionally annotating the human genome.


Subject(s)
Chromosomes, Human, Pair 9 , Coronary Artery Disease , Gene Editing , Haplotypes , Induced Pluripotent Stem Cells , Polymorphism, Single Nucleotide , Aged , Aged, 80 and over , Chromosomes, Human, Pair 9/genetics , Chromosomes, Human, Pair 9/metabolism , Coronary Artery Disease/genetics , Coronary Artery Disease/metabolism , Coronary Artery Disease/pathology , Female , HEK293 Cells , Humans , Induced Pluripotent Stem Cells/metabolism , Induced Pluripotent Stem Cells/pathology , Leukocytes, Mononuclear/metabolism , Leukocytes, Mononuclear/pathology , Male , Middle Aged , Muscle, Smooth, Vascular/metabolism , Muscle, Smooth, Vascular/pathology , Myocytes, Smooth Muscle/metabolism , Myocytes, Smooth Muscle/pathology , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , Transcription, Genetic
6.
Cell ; 170(3): 522-533.e15, 2017 Jul 27.
Article in English | MEDLINE | ID: mdl-28753427

ABSTRACT

Genome-wide association studies (GWASs) implicate the PHACTR1 locus (6p24) in risk for five vascular diseases, including coronary artery disease, migraine headache, cervical artery dissection, fibromuscular dysplasia, and hypertension. Through genetic fine mapping, we prioritized rs9349379, a common SNP in the third intron of the PHACTR1 gene, as the putative causal variant. Epigenomic data from human tissue revealed an enhancer signature at rs9349379 exclusively in aorta, suggesting a regulatory function for this SNP in the vasculature. CRISPR-edited stem cell-derived endothelial cells demonstrate rs9349379 regulates expression of endothelin 1 (EDN1), a gene located 600 kb upstream of PHACTR1. The known physiologic effects of EDN1 on the vasculature may explain the pattern of risk for the five associated diseases. Overall, these data illustrate the integration of genetic, phenotypic, and epigenetic analysis to identify the biologic mechanism by which a common, non-coding variant can distally regulate a gene and contribute to the pathogenesis of multiple vascular diseases.


Subject(s)
Coronary Artery Disease/genetics , Endothelin-1/genetics , Genetic Predisposition to Disease , Polymorphism, Single Nucleotide , Vascular Diseases/genetics , Acetylation , Cells, Cultured , Chromatin/metabolism , Chromosome Mapping , Chromosomes, Human, Pair 6 , Endothelial Cells/cytology , Endothelin-1/blood , Epigenomics , Gene Editing , Gene Expression , Genome-Wide Association Study , Histones/metabolism , Humans , Muscle, Smooth, Vascular/cytology
7.
Cell ; 165(4): 1002-11, 2016 May 05.
Article in English | MEDLINE | ID: mdl-27114037

ABSTRACT

Studies of long-lived individuals have revealed few genetic mechanisms for protection against age-associated disease. Therefore, we pursued genome sequencing of a related phenotype-healthy aging-to understand the genetics of disease-free aging without medical intervention. In contrast with studies of exceptional longevity, usually focused on centenarians, healthy aging is not associated with known longevity variants, but is associated with reduced genetic susceptibility to Alzheimer and coronary artery disease. Additionally, healthy aging is not associated with a decreased rate of rare pathogenic variants, potentially indicating the presence of disease-resistance factors. In keeping with this possibility, we identify suggestive common and rare variant genetic associations implying that protection against cognitive decline is a genetic component of healthy aging. These findings, based on a relatively small cohort, require independent replication. Overall, our results suggest healthy aging is an overlapping but distinct phenotype from exceptional longevity that may be enriched with disease-protective genetic factors. VIDEO ABSTRACT.


Subject(s)
Aging/genetics , Genome-Wide Association Study , Longevity , Aged , Aged, 80 and over , Alzheimer Disease/genetics , Cognitive Aging , Cohort Studies , Coronary Artery Disease/genetics , Female , Genetic Predisposition to Disease , Humans , Male
8.
Nature ; 626(8000): 799-807, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38326615

ABSTRACT

Linking variants from genome-wide association studies (GWAS) to underlying mechanisms of disease remains a challenge1-3. For some diseases, a successful strategy has been to look for cases in which multiple GWAS loci contain genes that act in the same biological pathway1-6. However, our knowledge of which genes act in which pathways is incomplete, particularly for cell-type-specific pathways or understudied genes. Here we introduce a method to connect GWAS variants to functions. This method links variants to genes using epigenomics data, links genes to pathways de novo using Perturb-seq and integrates these data to identify convergence of GWAS loci onto pathways. We apply this approach to study the role of endothelial cells in genetic risk for coronary artery disease (CAD), and discover 43 CAD GWAS signals that converge on the cerebral cavernous malformation (CCM) signalling pathway. Two regulators of this pathway, CCM2 and TLNRD1, are each linked to a CAD risk variant, regulate other CAD risk genes and affect atheroprotective processes in endothelial cells. These results suggest a model whereby CAD risk is driven in part by the convergence of causal genes onto a particular transcriptional pathway in endothelial cells. They highlight shared genes between common and rare vascular diseases (CAD and CCM), and identify TLNRD1 as a new, previously uncharacterized member of the CCM signalling pathway. This approach will be widely useful for linking variants to functions for other common polygenic diseases.


Subject(s)
Coronary Artery Disease , Endothelial Cells , Genome-Wide Association Study , Hemangioma, Cavernous, Central Nervous System , Humans , Coronary Artery Disease/genetics , Coronary Artery Disease/pathology , Endothelial Cells/metabolism , Endothelial Cells/pathology , Genetic Predisposition to Disease/genetics , Hemangioma, Cavernous, Central Nervous System/genetics , Hemangioma, Cavernous, Central Nervous System/pathology , Polymorphism, Single Nucleotide , Epigenomics , Signal Transduction/genetics , Multifactorial Inheritance
9.
Nature ; 627(8003): 347-357, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38374256

ABSTRACT

Type 2 diabetes (T2D) is a heterogeneous disease that develops through diverse pathophysiological processes1,2 and molecular mechanisms that are often specific to cell type3,4. Here, to characterize the genetic contribution to these processes across ancestry groups, we aggregate genome-wide association study data from 2,535,601 individuals (39.7% not of European ancestry), including 428,452 cases of T2D. We identify 1,289 independent association signals at genome-wide significance (P < 5 × 10-8) that map to 611 loci, of which 145 loci are, to our knowledge, previously unreported. We define eight non-overlapping clusters of T2D signals that are characterized by distinct profiles of cardiometabolic trait associations. These clusters are differentially enriched for cell-type-specific regions of open chromatin, including pancreatic islets, adipocytes, endothelial cells and enteroendocrine cells. We build cluster-specific partitioned polygenic scores5 in a further 279,552 individuals of diverse ancestry, including 30,288 cases of T2D, and test their association with T2D-related vascular outcomes. Cluster-specific partitioned polygenic scores are associated with coronary artery disease, peripheral artery disease and end-stage diabetic nephropathy across ancestry groups, highlighting the importance of obesity-related processes in the development of vascular outcomes. Our findings show the value of integrating multi-ancestry genome-wide association study data with single-cell epigenomics to disentangle the aetiological heterogeneity that drives the development and progression of T2D. This might offer a route to optimize global access to genetically informed diabetes care.


Subject(s)
Diabetes Mellitus, Type 2 , Disease Progression , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Adipocytes/metabolism , Chromatin/genetics , Chromatin/metabolism , Coronary Artery Disease/complications , Coronary Artery Disease/genetics , Diabetes Mellitus, Type 2/classification , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/genetics , Diabetes Mellitus, Type 2/pathology , Diabetes Mellitus, Type 2/physiopathology , Diabetic Nephropathies/complications , Diabetic Nephropathies/genetics , Endothelial Cells/metabolism , Enteroendocrine Cells , Epigenomics , Genetic Predisposition to Disease/genetics , Islets of Langerhans/metabolism , Multifactorial Inheritance/genetics , Peripheral Arterial Disease/complications , Peripheral Arterial Disease/genetics , Single-Cell Analysis
10.
Nature ; 616(7955): 123-131, 2023 04.
Article in English | MEDLINE | ID: mdl-36991119

ABSTRACT

The use of omic modalities to dissect the molecular underpinnings of common diseases and traits is becoming increasingly common. But multi-omic traits can be genetically predicted, which enables highly cost-effective and powerful analyses for studies that do not have multi-omics1. Here we examine a large cohort (the INTERVAL study2; n = 50,000 participants) with extensive multi-omic data for plasma proteomics (SomaScan, n = 3,175; Olink, n = 4,822), plasma metabolomics (Metabolon HD4, n = 8,153), serum metabolomics (Nightingale, n = 37,359) and whole-blood Illumina RNA sequencing (n = 4,136), and use machine learning to train genetic scores for 17,227 molecular traits, including 10,521 that reach Bonferroni-adjusted significance. We evaluate the performance of genetic scores through external validation across cohorts of individuals of European, Asian and African American ancestries. In addition, we show the utility of these multi-omic genetic scores by quantifying the genetic control of biological pathways and by generating a synthetic multi-omic dataset of the UK Biobank3 to identify disease associations using a phenome-wide scan. We highlight a series of biological insights with regard to genetic mechanisms in metabolism and canonical pathway associations with disease; for example, JAK-STAT signalling and coronary atherosclerosis. Finally, we develop a portal ( https://www.omicspred.org/ ) to facilitate public access to all genetic scores and validation results, as well as to serve as a platform for future extensions and enhancements of multi-omic genetic scores.


Subject(s)
Coronary Artery Disease , Multiomics , Humans , Coronary Artery Disease/genetics , Coronary Artery Disease/metabolism , Metabolomics/methods , Phenotype , Proteomics/methods , Machine Learning , Black or African American/genetics , Asian/genetics , European People/genetics , United Kingdom , Datasets as Topic , Internet , Reproducibility of Results , Cohort Studies , Proteome/analysis , Proteome/metabolism , Metabolome , Plasma/metabolism , Databases, Factual
11.
N Engl J Med ; 390(16): 1481-1492, 2024 Apr 25.
Article in English | MEDLINE | ID: mdl-38587995

ABSTRACT

BACKGROUND: The benefit of fractional flow reserve (FFR)-guided complete revascularization in patients with ST-segment elevation myocardial infarction (STEMI) and multivessel coronary artery disease remains unclear. METHODS: In this multinational, registry-based, randomized trial, we assigned patients with STEMI or very-high-risk non-STEMI (NSTEMI) and multivessel disease who were undergoing primary percutaneous coronary intervention (PCI) of the culprit lesion to receive either FFR-guided complete revascularization of nonculprit lesions or no further revascularization. The primary outcome was a composite of death from any cause, myocardial infarction, or unplanned revascularization. The two key secondary outcomes were a composite of death from any cause or myocardial infarction and unplanned revascularization. RESULTS: A total of 1542 patients underwent randomization, with 764 assigned to receive FFR-guided complete revascularization and 778 assigned to receive culprit-lesion-only PCI. At a median follow-up of 4.8 years (interquartile range, 4.3 to 5.2), a primary-outcome event had occurred in 145 patients (19.0%) in the complete-revascularization group and in 159 patients (20.4%) in the culprit-lesion-only group (hazard ratio, 0.93; 95% confidence interval [CI], 0.74 to 1.17; P = 0.53). With respect to the secondary outcomes, no apparent between-group differences were observed in the composite of death from any cause or myocardial infarction (hazard ratio, 1.12; 95% CI, 0.87 to 1.44) or unplanned revascularization (hazard ratio, 0.76; 95% CI, 0.56 to 1.04). There were no apparent between-group differences in safety outcomes. CONCLUSIONS: Among patients with STEMI or very-high-risk NSTEMI and multivessel coronary artery disease, FFR-guided complete revascularization was not shown to result in a lower risk of a composite of death from any cause, myocardial infarction, or unplanned revascularization than culprit-lesion-only PCI at 4.8 years. (Funded by the Swedish Research Council and others; FULL REVASC ClinicalTrials.gov number, NCT02862119.).


Subject(s)
Coronary Artery Disease , Fractional Flow Reserve, Myocardial , Myocardial Revascularization , Percutaneous Coronary Intervention , ST Elevation Myocardial Infarction , Aged , Female , Humans , Male , Middle Aged , Coronary Artery Disease/complications , Coronary Artery Disease/mortality , Coronary Artery Disease/therapy , Follow-Up Studies , Kaplan-Meier Estimate , Myocardial Infarction/mortality , Myocardial Infarction/therapy , Percutaneous Coronary Intervention/methods , Registries , ST Elevation Myocardial Infarction/etiology , ST Elevation Myocardial Infarction/mortality , ST Elevation Myocardial Infarction/physiopathology , ST Elevation Myocardial Infarction/therapy , Myocardial Revascularization/methods , Coronary Vessels/diagnostic imaging , Coronary Vessels/surgery , Reoperation , Europe , Australasia
12.
N Engl J Med ; 390(17): 1560-1571, 2024 May 02.
Article in English | MEDLINE | ID: mdl-38587254

ABSTRACT

BACKGROUND: Cardiovascular events frequently recur after acute myocardial infarction, and low cholesterol efflux - a process mediated by apolipoprotein A1, which is the main protein in high-density lipoprotein - has been associated with an increased risk of cardiovascular events. CSL112 is human apolipoprotein A1 derived from plasma that increases cholesterol efflux capacity. Whether infusions of CSL112 can reduce the risk of recurrent cardiovascular events after acute myocardial infarction is unclear. METHODS: We conducted an international, double-blind, placebo-controlled trial involving patients with acute myocardial infarction, multivessel coronary artery disease, and additional cardiovascular risk factors. Patients were randomly assigned to receive either four weekly infusions of 6 g of CSL112 or matching placebo, with the first infusion administered within 5 days after the first medical contact for the acute myocardial infarction. The primary end point was a composite of myocardial infarction, stroke, or death from cardiovascular causes from randomization through 90 days of follow-up. RESULTS: A total of 18,219 patients were included in the trial (9112 in the CSL112 group and 9107 in the placebo group). There was no significant difference between the groups in the risk of a primary end-point event at 90 days of follow-up (439 patients [4.8%] in the CSL112 group vs. 472 patients [5.2%] in the placebo group; hazard ratio, 0.93; 95% confidence interval [CI], 0.81 to 1.05; P = 0.24), at 180 days of follow-up (622 patients [6.9%] vs. 683 patients [7.6%]; hazard ratio, 0.91; 95% CI, 0.81 to 1.01), or at 365 days of follow-up (885 patients [9.8%] vs. 944 patients [10.5%]; hazard ratio, 0.93; 95% CI, 0.85 to 1.02). The percentage of patients with adverse events was similar in the two groups; a higher number of hypersensitivity events was reported in the CSL112 group. CONCLUSIONS: Among patients with acute myocardial infarction, multivessel coronary artery disease, and additional cardiovascular risk factors, four weekly infusions of CSL112 did not result in a lower risk of myocardial infarction, stroke, or death from cardiovascular causes than placebo through 90 days. (Funded by CSL Behring; AEGIS-II ClinicalTrials.gov number, NCT03473223.).


Subject(s)
Apolipoprotein A-I , Lipoproteins, HDL , Myocardial Infarction , Aged , Female , Humans , Male , Middle Aged , Apolipoprotein A-I/administration & dosage , Apolipoprotein A-I/blood , Cardiovascular Diseases/etiology , Cardiovascular Diseases/metabolism , Cardiovascular Diseases/mortality , Cardiovascular Diseases/prevention & control , Coronary Artery Disease/drug therapy , Coronary Artery Disease/complications , Double-Blind Method , Infusions, Intravenous , Kaplan-Meier Estimate , Lipoproteins, HDL/blood , Lipoproteins, HDL/metabolism , Myocardial Infarction/complications , Myocardial Infarction/drug therapy , Myocardial Infarction/metabolism , Myocardial Infarction/mortality , Recurrence , Secondary Prevention , Stroke/prevention & control , Risk Factors
13.
Am J Hum Genet ; 110(5): 722-740, 2023 05 04.
Article in English | MEDLINE | ID: mdl-37060905

ABSTRACT

Coronary artery disease (CAD) is a pandemic disease where up to half of the risk is explained by genetic factors. Advanced insights into the genetic basis of CAD require deeper understanding of the contributions of different cell types, molecular pathways, and genes to disease heritability. Here, we investigate the biological diversity of atherosclerosis-associated cell states and interrogate their contribution to the genetic risk of CAD by using single-cell and bulk RNA sequencing (RNA-seq) of mouse and human lesions. We identified 12 disease-associated cell states that we characterized further by gene set functional profiling, ligand-receptor prediction, and transcription factor inference. Importantly, Vcam1+ smooth muscle cell state genes contributed most to SNP-based heritability of CAD. In line with this, genetic variants near smooth muscle cell state genes and regulatory elements explained the largest fraction of CAD-risk variance between individuals. Using this information for variant prioritization, we derived a hybrid polygenic risk score (PRS) that demonstrated improved performance over a classical PRS. Our results provide insights into the biological mechanisms associated with CAD risk, which could make a promising contribution to precision medicine and tailored therapeutic interventions in the future.


Subject(s)
Atherosclerosis , Coronary Artery Disease , Humans , Atherosclerosis/genetics , Coronary Artery Disease/genetics , Coronary Artery Disease/pathology , Risk Factors , Gene Expression Regulation , Genetic Predisposition to Disease , Genome-Wide Association Study/methods , Polymorphism, Single Nucleotide/genetics
14.
Am J Hum Genet ; 110(4): 592-605, 2023 04 06.
Article in English | MEDLINE | ID: mdl-36948188

ABSTRACT

Mendelian randomization (MR) is a powerful tool for causal inference with observational genome-wide association study (GWAS) summary data. Compared to the more commonly used univariable MR (UVMR), multivariable MR (MVMR) not only is more robust to the notorious problem of genetic (horizontal) pleiotropy but also estimates the direct effect of each exposure on the outcome after accounting for possible mediating effects of other exposures. Despite promising applications, there is a lack of studies on MVMR's theoretical properties and robustness in applications. In this work, we propose an efficient and robust MVMR method based on constrained maximum likelihood (cML), called MVMR-cML, with strong theoretical support. Extensive simulations demonstrate that MVMR-cML performs better than other existing MVMR methods while possessing the above two advantages over its univariable counterpart. An application to several large-scale GWAS summary datasets to infer causal relationships between eight cardiometabolic risk factors and coronary artery disease (CAD) highlights the usefulness and some advantages of the proposed method. For example, after accounting for possible pleiotropic and mediating effects, triglyceride (TG), low-density lipoprotein cholesterol (LDL), and systolic blood pressure (SBP) had direct effects on CAD; in contrast, the effects of high-density lipoprotein cholesterol (HDL), diastolic blood pressure (DBP), and body height diminished after accounting for other risk factors.


Subject(s)
Coronary Artery Disease , Mendelian Randomization Analysis , Humans , Mendelian Randomization Analysis/methods , Genome-Wide Association Study , Risk Factors , Causality , Coronary Artery Disease/genetics , Cholesterol, HDL/genetics
15.
N Engl J Med ; 389(16): 1466-1476, 2023 Oct 19.
Article in English | MEDLINE | ID: mdl-37634188

ABSTRACT

BACKGROUND: Data regarding clinical outcomes after optical coherence tomography (OCT)-guided percutaneous coronary intervention (PCI) as compared with angiography-guided PCI are limited. METHODS: In this prospective, randomized, single-blind trial, we randomly assigned patients with medication-treated diabetes or complex coronary-artery lesions to undergo OCT-guided PCI or angiography-guided PCI. A final blinded OCT procedure was performed in patients in the angiography group. The two primary efficacy end points were the minimum stent area after PCI as assessed with OCT and target-vessel failure at 2 years, defined as a composite of death from cardiac causes, target-vessel myocardial infarction, or ischemia-driven target-vessel revascularization. Safety was also assessed. RESULTS: The trial was conducted at 80 sites in 18 countries. A total of 2487 patients underwent randomization: 1233 patients were assigned to undergo OCT-guided PCI, and 1254 to undergo angiography-guided PCI. The minimum stent area after PCI was 5.72±2.04 mm2 in the OCT group and 5.36±1.87 mm2 in the angiography group (mean difference, 0.36 mm2; 95% confidence interval [CI], 0.21 to 0.51; P<0.001). Target-vessel failure within 2 years occurred in 88 patients in the OCT group and in 99 patients in the angiography group (Kaplan-Meier estimates, 7.4% and 8.2%, respectively; hazard ratio, 0.90; 95% CI, 0.67 to 1.19; P = 0.45). OCT-related adverse events occurred in 1 patient in the OCT group and in 2 patients in the angiography group. Stent thrombosis within 2 years occurred in 6 patients (0.5%) in the OCT group and in 17 patients (1.4%) in the angiography group. CONCLUSIONS: Among patients undergoing PCI, OCT guidance resulted in a larger minimum stent area than angiography guidance, but there was no apparent between-group difference in the percentage of patients with target-vessel failure at 2 years. (Funded by Abbott; ILUMIEN IV: OPTIMAL PCI ClinicalTrials.gov number, NCT03507777.).


Subject(s)
Coronary Angiography , Coronary Artery Disease , Percutaneous Coronary Intervention , Tomography, Optical Coherence , Humans , Coronary Angiography/adverse effects , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/therapy , Coronary Artery Disease/etiology , Percutaneous Coronary Intervention/adverse effects , Percutaneous Coronary Intervention/methods , Prospective Studies , Single-Blind Method , Tomography, Optical Coherence/methods , Treatment Outcome , Diabetes Mellitus , Blood Vessel Prosthesis Implantation/methods , Stents
16.
N Engl J Med ; 388(18): 1668-1679, 2023 May 04.
Article in English | MEDLINE | ID: mdl-36876735

ABSTRACT

BACKGROUND: Data regarding clinical outcomes after intravascular imaging-guided percutaneous coronary intervention (PCI) for complex coronary-artery lesions, as compared with outcomes after angiography-guided PCI, are limited. METHODS: In this prospective, multicenter, open-label trial in South Korea, we randomly assigned patients with complex coronary-artery lesions in a 2:1 ratio to undergo either intravascular imaging-guided PCI or angiography-guided PCI. In the intravascular imaging group, the choice between intravascular ultrasonography and optical coherence tomography was at the operators' discretion. The primary end point was a composite of death from cardiac causes, target-vessel-related myocardial infarction, or clinically driven target-vessel revascularization. Safety was also assessed. RESULTS: A total of 1639 patients underwent randomization, with 1092 assigned to undergo intravascular imaging-guided PCI and 547 assigned to undergo angiography-guided PCI. At a median follow-up of 2.1 years (interquartile range, 1.4 to 3.0), a primary end-point event had occurred in 76 patients (cumulative incidence, 7.7%) in the intravascular imaging group and in 60 patients (cumulative incidence, 12.3%) in the angiography group (hazard ratio, 0.64; 95% confidence interval, 0.45 to 0.89; P = 0.008). Death from cardiac causes occurred in 16 patients (cumulative incidence, 1.7%) in the intravascular imaging group and in 17 patients (cumulative incidence, 3.8%) in the angiography group; target-vessel-related myocardial infarction occurred in 38 (cumulative incidence, 3.7%) and 30 (cumulative incidence, 5.6%), respectively; and clinically driven target-vessel revascularization in 32 (cumulative incidence, 3.4%) and 25 (cumulative incidence, 5.5%), respectively. There were no apparent between-group differences in the incidence of procedure-related safety events. CONCLUSIONS: Among patients with complex coronary-artery lesions, intravascular imaging-guided PCI led to a lower risk of a composite of death from cardiac causes, target-vessel-related myocardial infarction, or clinically driven target-vessel revascularization than angiography-guided PCI. (Supported by Abbott Vascular and Boston Scientific; RENOVATE-COMPLEX-PCI ClinicalTrials.gov number, NCT03381872).


Subject(s)
Coronary Artery Disease , Drug-Eluting Stents , Myocardial Infarction , Percutaneous Coronary Intervention , Humans , Coronary Angiography/adverse effects , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/therapy , Coronary Artery Disease/etiology , Myocardial Infarction/epidemiology , Myocardial Infarction/etiology , Percutaneous Coronary Intervention/adverse effects , Percutaneous Coronary Intervention/methods , Prospective Studies , Treatment Outcome , Ultrasonography, Interventional/methods
17.
N Engl J Med ; 389(16): 1477-1487, 2023 Oct 19.
Article in English | MEDLINE | ID: mdl-37634149

ABSTRACT

BACKGROUND: Imaging-guided percutaneous coronary intervention (PCI) is associated with better clinical outcomes than angiography-guided PCI. Whether routine optical coherence tomography (OCT) guidance in PCI of lesions involving coronary-artery branch points (bifurcations) improves clinical outcomes as compared with angiographic guidance is uncertain. METHODS: We conducted a multicenter, randomized, open-label trial at 38 centers in Europe. Patients with a clinical indication for PCI and a complex bifurcation lesion identified by means of coronary angiography were randomly assigned in a 1:1 ratio to OCT-guided PCI or angiography-guided PCI. The primary end point was a composite of major adverse cardiac events (MACE), defined as death from a cardiac cause, target-lesion myocardial infarction, or ischemia-driven target-lesion revascularization at a median follow-up of 2 years. RESULTS: We assigned 1201 patients to OCT-guided PCI (600 patients) or angiography-guided PCI (601 patients). A total of 111 patients (18.5%) in the OCT-guided PCI group and 116 (19.3%) in the angiography-guided PCI group had a bifurcation lesion involving the left main coronary artery. At 2 years, a primary end-point event had occurred in 59 patients (10.1%) in the OCT-guided PCI group and in 83 patients (14.1%) in the angiography-guided PCI group (hazard ratio, 0.70; 95% confidence interval, 0.50 to 0.98; P = 0.035). Procedure-related complications occurred in 41 patients (6.8%) in the OCT-guided PCI group and 34 patients (5.7%) in the angiography-guided PCI group. CONCLUSIONS: Among patients with complex coronary-artery bifurcation lesions, OCT-guided PCI was associated with a lower incidence of MACE at 2 years than angiography-guided PCI. (Funded by Abbott Vascular and others; OCTOBER ClinicalTrials.gov number, NCT03171311.).


Subject(s)
Coronary Angiography , Coronary Artery Disease , Percutaneous Coronary Intervention , Tomography, Optical Coherence , Humans , Coronary Angiography/adverse effects , Coronary Angiography/methods , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/therapy , Percutaneous Coronary Intervention/adverse effects , Percutaneous Coronary Intervention/methods , Tomography, Optical Coherence/adverse effects , Tomography, Optical Coherence/methods , Treatment Outcome , Europe
18.
N Engl J Med ; 389(15): 1368-1379, 2023 Oct 12.
Article in English | MEDLINE | ID: mdl-37634190

ABSTRACT

BACKGROUND: In patients with ST-segment elevation myocardial infarction (STEMI) with multivessel coronary artery disease, the time at which complete revascularization of nonculprit lesions should be performed remains unknown. METHODS: We performed an international, open-label, randomized, noninferiority trial at 37 sites in Europe. Patients in a hemodynamically stable condition who had STEMI and multivessel coronary artery disease were randomly assigned to undergo immediate multivessel percutaneous coronary intervention (PCI; immediate group) or PCI of the culprit lesion followed by staged multivessel PCI of nonculprit lesions within 19 to 45 days after the index procedure (staged group). The primary end point was a composite of death from any cause, nonfatal myocardial infarction, stroke, unplanned ischemia-driven revascularization, or hospitalization for heart failure at 1 year after randomization. The percentages of patients with a primary or secondary end-point event are provided as Kaplan-Meier estimates at 6 months and at 1 year. RESULTS: We assigned 418 patients to undergo immediate multivessel PCI and 422 to undergo staged multivessel PCI. A primary end-point event occurred in 35 patients (8.5%) in the immediate group as compared with 68 patients (16.3%) in the staged group (risk ratio, 0.52; 95% confidence interval, 0.38 to 0.72; P<0.001 for noninferiority and P<0.001 for superiority). Nonfatal myocardial infarction and unplanned ischemia-driven revascularization occurred in 8 patients (2.0%) and 17 patients (4.1%), respectively, in the immediate group and in 22 patients (5.3%) and 39 patients (9.3%), respectively, in the staged group. The risk of death from any cause, the risk of stroke, and the risk of hospitalization for heart failure appeared to be similar in the two groups. A total of 104 patients in the immediate group and 145 patients in the staged group had a serious adverse event. CONCLUSIONS: Among patients in hemodynamically stable condition with STEMI and multivessel coronary artery disease, immediate multivessel PCI was noninferior to staged multivessel PCI with respect to the risk of death from any cause, nonfatal myocardial infarction, stroke, unplanned ischemia-driven revascularization, or hospitalization for heart failure at 1 year. (Supported by Boston Scientific; MULTISTARS AMI ClinicalTrials.gov number, NCT03135275.).


Subject(s)
Coronary Artery Disease , Percutaneous Coronary Intervention , ST Elevation Myocardial Infarction , Humans , Coronary Artery Disease/complications , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/surgery , Coronary Vessels/surgery , Europe , Heart Failure/etiology , Myocardial Infarction/etiology , Myocardial Infarction/surgery , Myocardial Revascularization/adverse effects , Myocardial Revascularization/methods , Percutaneous Coronary Intervention/adverse effects , Percutaneous Coronary Intervention/methods , Percutaneous Coronary Intervention/mortality , ST Elevation Myocardial Infarction/etiology , ST Elevation Myocardial Infarction/mortality , ST Elevation Myocardial Infarction/surgery , Stroke/etiology , Time Factors , Treatment Outcome , Time-to-Treatment
19.
Circ Res ; 134(1): 81-96, 2024 01 05.
Article in English | MEDLINE | ID: mdl-38037825

ABSTRACT

BACKGROUND: Elevated plasma ceramides and microvascular dysfunction both independently predict adverse cardiac events. Despite the known detrimental effects of ceramide on the microvasculature, evidence suggests that activation of the shear-sensitive, ceramide-forming enzyme NSmase (neutral sphingomyelinase) elicits formation of vasoprotective nitric oxide (NO). Here, we explore a novel hypothesis that acute ceramide formation through NSmase is necessary for maintaining NO signaling within the human microvascular endothelium. We further define the mechanism through which ceramide exerts beneficial effects and discern key mechanistic differences between arterioles from otherwise healthy adults (non-coronary artery disease [CAD]) and patients diagnosed with CAD. METHODS: Human arterioles were dissected from discarded surgical adipose tissue (n=166), and vascular reactivity to flow and C2-ceramide was assessed. Shear-induced NO and mitochondrial hydrogen peroxide (H2O2) production were measured in arterioles using fluorescence microscopy. H2O2 fluorescence was assessed in isolated human umbilical vein endothelial cells. RESULTS: Inhibition of NSmase in arterioles from otherwise healthy adults induced a switch from NO to NOX-2 (NADPH-oxidase 2)-dependent H2O2-mediated flow-induced dilation. Endothelial dysfunction was prevented by treatment with sphingosine-1-phosphate (S1P) and partially prevented by C2-ceramide and an agonist of S1P-receptor 1 (S1PR1); the inhibition of the S1P/S1PR1 signaling axis induced endothelial dysfunction via NOX-2. Ceramide increased NO production in arterioles from non-CAD adults, an effect that was diminished with inhibition of S1P/S1PR1/S1P-receptor 3 signaling. In arterioles from patients with CAD, inhibition of NSmase impaired the overall ability to induce mitochondrial H2O2 production and subsequently dilate to flow, an effect not restored with exogenous S1P. Acute ceramide administration to arterioles from patients with CAD promoted H2O2 as opposed to NO production, an effect dependent on S1P-receptor 3 signaling. CONCLUSION: These data suggest that despite differential downstream signaling between health and disease, NSmase-mediated ceramide formation is necessary for proper functioning of the human microvascular endothelium. Therapeutic strategies that aim to significantly lower ceramide formation may prove detrimental to the microvasculature.


Subject(s)
Coronary Artery Disease , Vascular Diseases , Adult , Humans , Ceramides , Hydrogen Peroxide , Human Umbilical Vein Endothelial Cells , Endothelium
20.
Circ Res ; 135(1): 6-25, 2024 Jun 21.
Article in English | MEDLINE | ID: mdl-38747151

ABSTRACT

BACKGROUND: Coronary artery disease (CAD), the leading cause of death worldwide, is influenced by both environmental and genetic factors. Although over 250 genetic risk loci have been identified through genome-wide association studies, the specific causal variants and their regulatory mechanisms are still largely unknown, particularly in disease-relevant cell types such as macrophages. METHODS: We utilized single-cell RNA-seq and single-cell multiomics approaches in primary human monocyte-derived macrophages to explore the transcriptional regulatory network involved in a critical pathogenic event of coronary atherosclerosis-the formation of lipid-laden foam cells. The relative genetic contribution to CAD was assessed by partitioning disease heritability across different macrophage subpopulations. Meta-analysis of single-cell RNA-seq data sets from 38 human atherosclerotic samples was conducted to provide high-resolution cross-referencing to macrophage subpopulations in vivo. RESULTS: We identified 18 782 cis-regulatory elements by jointly profiling the gene expression and chromatin accessibility of >5000 macrophages. Integration with CAD genome-wide association study data prioritized 121 CAD-related genetic variants and 56 candidate causal genes. We showed that CAD heritability was not uniformly distributed and was particularly enriched in the gene programs of a novel CD52-hi lipid-handling macrophage subpopulation. These CD52-hi macrophages displayed significantly less lipoprotein accumulation and were also found in human atherosclerotic plaques. We investigated the cis-regulatory effect of a risk variant rs10488763 on FDX1, implicating the recruitment of AP-1 and C/EBP-ß in the causal mechanisms at this locus. CONCLUSIONS: Our results provide genetic evidence of the divergent roles of macrophage subsets in atherogenesis and highlight lipid-handling macrophages as a key subpopulation through which genetic variants operate to influence disease. These findings provide an unbiased framework for functional fine-mapping of genome-wide association study results using single-cell multiomics and offer new insights into the genotype-environment interactions underlying atherosclerotic disease.


Subject(s)
Coronary Artery Disease , Genetic Predisposition to Disease , Genome-Wide Association Study , Macrophages , Humans , Coronary Artery Disease/genetics , Coronary Artery Disease/metabolism , Coronary Artery Disease/pathology , Macrophages/metabolism , Risk Factors , Single-Cell Analysis , Gene Regulatory Networks , Male , Polymorphism, Single Nucleotide , Female
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