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1.
Comput Biol Med ; 171: 108192, 2024 Mar.
Article En | MEDLINE | ID: mdl-38417384

Doppler echocardiography is a widely utilised non-invasive imaging modality for assessing the functionality of heart valves, including the mitral valve. Manual assessments of Doppler traces by clinicians introduce variability, prompting the need for automated solutions. This study introduces an innovative deep learning model for automated detection of peak velocity measurements from mitral inflow Doppler images, independent from Electrocardiogram information. A dataset of Doppler images annotated by multiple expert cardiologists was established, serving as a robust benchmark. The model leverages heatmap regression networks, achieving 96% detection accuracy. The model discrepancy with the expert consensus falls comfortably within the range of inter- and intra-observer variability in measuring Doppler peak velocities. The dataset and models are open-source, fostering further research and clinical application.


Deep Learning , Blood Flow Velocity , Echocardiography, Doppler/methods , Mitral Valve/diagnostic imaging , Ultrasonography, Doppler
2.
N Engl J Med ; 389(25): 2319-2330, 2023 Dec 21.
Article En | MEDLINE | ID: mdl-38015442

BACKGROUND: Percutaneous coronary intervention (PCI) is frequently performed to reduce the symptoms of stable angina. Whether PCI relieves angina more than a placebo procedure in patients who are not receiving antianginal medication remains unknown. METHODS: We conducted a double-blind, randomized, placebo-controlled trial of PCI in patients with stable angina. Patients stopped all antianginal medications and underwent a 2-week symptom assessment phase before randomization. Patients were then randomly assigned in a 1:1 ratio to undergo PCI or a placebo procedure and were followed for 12 weeks. The primary end point was the angina symptom score, which was calculated daily on the basis of the number of angina episodes that occurred on a given day, the number of antianginal medications prescribed on that day, and clinical events, including the occurrence of unblinding owing to unacceptable angina or acute coronary syndrome or death. Scores range from 0 to 79, with higher scores indicating worse health status with respect to angina. RESULTS: A total of 301 patients underwent randomization: 151 to the PCI group and 150 to the placebo group. The mean (±SD) age was 64±9 years, and 79% were men. Ischemia was present in one cardiac territory in 242 patients (80%), in two territories in 52 patients (17%), and in three territories in 7 patients (2%). In the target vessels, the median fractional flow reserve was 0.63 (interquartile range, 0.49 to 0.75), and the median instantaneous wave-free ratio was 0.78 (interquartile range, 0.55 to 0.87). At the 12-week follow-up, the mean angina symptom score was 2.9 in the PCI group and 5.6 in the placebo group (odds ratio, 2.21; 95% confidence interval, 1.41 to 3.47; P<0.001). One patient in the placebo group had unacceptable angina leading to unblinding. Acute coronary syndromes occurred in 4 patients in the PCI group and in 6 patients in the placebo group. CONCLUSIONS: Among patients with stable angina who were receiving little or no antianginal medication and had objective evidence of ischemia, PCI resulted in a lower angina symptom score than a placebo procedure, indicating a better health status with respect to angina. (Funded by the National Institute for Health and Care Research Imperial Biomedical Research Centre and others; ORBITA-2 ClinicalTrials.gov number, NCT03742050.).


Angina, Stable , Percutaneous Coronary Intervention , Aged , Female , Humans , Male , Middle Aged , Acute Coronary Syndrome , Angina, Stable/drug therapy , Angina, Stable/surgery , Cardiovascular Agents/therapeutic use , Fractional Flow Reserve, Myocardial , Health Status , Percutaneous Coronary Intervention/methods , Treatment Outcome , Double-Blind Method , Myocardial Ischemia
3.
JACC Cardiovasc Imaging ; 16(8): 1056-1065, 2023 08.
Article En | MEDLINE | ID: mdl-37052559

BACKGROUND: Fractional flow reserve-computed tomography (FFR-CT) is endorsed by UK and U.S. chest pain guidelines, but its clinical effectiveness and cost benefit in real-world practice are unknown. OBJECTIVES: The purpose of this study was to audit the use of FFR-CT in clinical practice against England's National Institute for Health and Care Excellence guidance and assess its diagnostic accuracy and cost. METHODS: A multicenter audit was undertaken covering the 3 years when FFR-CT was centrally funded in England. For coronary computed tomographic angiograms (CCTAs) submitted for FFR-CT analysis, centers provided data on symptoms, CCTA and FFR-CT findings, and subsequent management. Audit standards included using FFR-CT only in patients with stable chest pain and equivocal stenosis (50%-69%). Diagnostic accuracy was evaluated against invasive FFR, when performed. Follow-up for nonfatal myocardial infarction and all-cause mortality was undertaken. The cost of an FFR-CT strategy was compared to alternative stress imaging pathways using cost analysis modeling. RESULTS: A total of 2,298 CCTAs from 12 centers underwent FFR-CT analysis. Stable chest pain was the main symptom in 77%, and 40% had equivocal stenosis. Positive and negative predictive values of FFR-CT were 49% and 76%, respectively. A total of 46 events (2%) occurred over a mean follow-up period of 17 months; FFR-CT (cutoff: 0.80) was not predictive. The FFR-CT strategy costs £2,102 per patient compared with an average of £1,411 for stress imaging. CONCLUSIONS: In clinical practice, the National Institute for Health and Care Excellence criteria for using FFR-CT were met in three-fourths of patients for symptoms and 40% for stenosis. FFR-CT had a low positive predictive value, making its use potentially more expensive than conventional stress imaging strategies.


Coronary Artery Disease , Coronary Stenosis , Fractional Flow Reserve, Myocardial , Humans , Coronary Stenosis/diagnostic imaging , Coronary Stenosis/therapy , Constriction, Pathologic , Predictive Value of Tests , Tomography, X-Ray Computed , Coronary Angiography/methods , Chest Pain , Costs and Cost Analysis , Computed Tomography Angiography/methods , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/therapy
4.
J Cardiovasc Comput Tomogr ; 16(4): 350-354, 2022.
Article En | MEDLINE | ID: mdl-35148997

BACKGROUND: We evaluated the utility of a novel 15-point multivessel aggregate stenosis (MVAS) score for predicting major adverse cardiac events (MACE) in low-risk patients with suspected ischaemic symptoms undergoing CTCA. Prognostic performance was compared with the Coronary Artery Disease Reporting and Data System (CAD-RADS) classification and the 16-point Segment Involvement Score (SIS). METHODS: 772 consecutive patients underwent CTCA and coronary artery calcification scoring (CACS) from 2010 to 2015. Coronary artery disease severity was calculated according to CAD-RADS class (0-5 â€‹± â€‹vulnerability modifier), the SIS (0-16), and an MVAS score (0-15) based on the aggregate stenosis severity in all 4 coronary vessels (maximum 12 points) plus the presence of any high-risk plaque features (additional 3 points). 52 patients were referred directly for coronary angiography based on CTCA findings and were excluded; the remainder were followed-up for 64.6 â€‹± â€‹19.1 months. RESULTS: 54 â€‹MACE were observed in 720 patients (7.5%); MACE patients had higher CAD-RADS class (3.92 â€‹± â€‹0.7 vs 0.91 â€‹± â€‹1.2, p â€‹< â€‹0.0001), SIS (4.59 â€‹± â€‹2.7 vs 0.79 â€‹± â€‹1.2, p â€‹< â€‹0.0001), and MVAS scores (10.1 â€‹± â€‹1.7 vs 1.7 â€‹± â€‹2.1, p â€‹< â€‹0.0001). Adjusted Cox proportional hazards analysis identified CAD-RADS class (HR 2.96 (2.2-4), p â€‹< â€‹0.0001), SIS (HR 1.29 (1.2-1.4, p â€‹< â€‹0.0001), and MVAS score (HR 1.82 (1.6-2.1), p â€‹< â€‹0.0001) as predictors of MACE. Adjusted receiver operating characteristic (ROC) analysis found MVAS a more powerful predictor of MACE than CAD-RADS and SIS (AUC: 0.92 vs 0.84 vs 0.83, p â€‹= â€‹0.018). CONCLUSIONS: CAD-RADS and SIS are reliable predictors of MACE, and the MVAS score provided incremental prognostic data. MVAS may potentiate risk stratification, particularly in institutions without advanced plaque analysis software.


Coronary Artery Disease , Plaque, Atherosclerotic , Computed Tomography Angiography , Constriction, Pathologic , Coronary Angiography , Coronary Artery Disease/diagnostic imaging , Coronary Artery Disease/therapy , Humans , Point-of-Care Systems , Predictive Value of Tests , Prognosis , Risk Assessment , Risk Factors , Severity of Illness Index , Tomography, X-Ray Computed
6.
Heart ; 107(12): 977-982, 2021 May 26.
Article En | MEDLINE | ID: mdl-33109707

OBJECTIVES: In outpatients with suspected ischaemic symptoms, we investigated the impact of risk factor profile on the prognostic value of coronary artery calcium scoring (CACS) and CT coronary angiography (CTCA). METHODS: 772 consecutive patients underwent CACS and CTCA; 52 patients (6.7%) with significant coronary artery lesions underwent revascularisation within 60 days and were excluded. 720 remaining patients were followed up for 38.1±17.4 months. RESULTS: Late presentation (after 60 days) major adverse cardiovascular events (MACEs) were recorded in 27 patients (3.8%). Hypertension was strongly associated with adverse outcomes (unadjusted HR 6.5 (2.9 to 14), p<0.001), and hypertensive patients had double the prevalence of non-calcified plaque versus normotensive individuals (30.2% vs 14.3%, p<0.001). Adjusting for confounders, severe stenosis at CTCA was predictive of MACE for normotensive and hypertensive patients (HR 9.6 (2.8 to 43.1), p<0.001, and HR 6.2 (2.4 to 16.1), p<0.001, respectively). CACS alone was not predictive of MACE throughout the cohort (HR 1.001 (0.9997 to 1.001), p=0.36) and when adjusting for confounders, a cut-off of CACS>400 predicted MACE in normotensive individuals (HR 10.6 (2.41 to 49.3), p<0.001) but not in hypertensive individuals (HR 1.3 (0.5 to 3.6), p=0.56). Zero calcium score did not mitigate the risk of MACE (HR 0.84 (0.39 to 1.8), p=0.65) and 13/27 patients (48.1%) who suffered MACE had a 0 calcium score; all had hypertension. CONCLUSIONS: In low-risk patients with stable cardiovascular symptoms, CTCA provides important additive prognostic information over CACS, and CACS (including CACS>400) underestimated cardiovascular risk in patients with hypertension. This may relate to the increased prevalence of non-calcified plaque in these individuals.

8.
Circulation ; 140(24): 1971-1980, 2019 12 10.
Article En | MEDLINE | ID: mdl-31707827

BACKGROUND: Dobutamine stress echocardiography is widely used to test for ischemia in patients with stable coronary artery disease. In this analysis, we studied the ability of the prerandomization stress echocardiography score to predict the placebo-controlled efficacy of percutaneous coronary intervention (PCI) within the ORBITA trial (Objective Randomised Blinded Investigation With Optimal Medical Therapy of Angioplasty in Stable Angina). METHODS: One hundred eighty-three patients underwent dobutamine stress echocardiography before randomization. The stress echocardiography score is broadly the number of segments abnormal at peak stress, with akinetic segments counting double and dyskinetic segments counting triple. The ability of prerandomization stress echocardiography to predict the placebo-controlled effect of PCI on response variables was tested by using regression modeling. RESULTS: At prerandomization, the stress echocardiography score was 1.56±1.77 in the PCI arm (n=98) and 1.61±1.73 in the placebo arm (n=85). There was a detectable interaction between prerandomization stress echocardiography score and the effect of PCI on angina frequency score with a larger placebo-controlled effect in patients with the highest stress echocardiography score (Pinteraction=0.031). With our sample size, we were unable to detect an interaction between stress echocardiography score and any other patient-reported response variables: freedom from angina (Pinteraction=0.116), physical limitation (Pinteraction=0.461), quality of life (Pinteraction=0.689), EuroQOL 5 quality-of-life score (Pinteraction=0.789), or between stress echocardiography score and physician-assessed Canadian Cardiovascular Society angina class (Pinteraction=0.693), and treadmill exercise time (Pinteraction=0.426). CONCLUSIONS: The degree of ischemia assessed by dobutamine stress echocardiography predicts the placebo-controlled efficacy of PCI on patient-reported angina frequency. The greater the downstream stress echocardiography abnormality caused by a stenosis, the greater the reduction in symptoms from PCI. CLINICAL TRIAL REGISTRATION: URL: https://www.clinicaltrials.gov. Unique identifier: NCT02062593.


Coronary Artery Disease/drug therapy , Dobutamine/pharmacology , Echocardiography, Stress/drug effects , Ischemia/drug therapy , Aged , Angina, Stable/diagnosis , Angina, Stable/drug therapy , Coronary Artery Disease/diagnosis , Dobutamine/administration & dosage , Exercise Tolerance/drug effects , Female , Humans , Ischemia/etiology , Ischemia/physiopathology , Male , Middle Aged , Percutaneous Coronary Intervention/adverse effects , Quality of Life
9.
JAMA Netw Open ; 2(6): e196520, 2019 06 05.
Article En | MEDLINE | ID: mdl-31251381

Importance: There is a need for better arrhythmic risk stratification in nonischemic dilated cardiomyopathy (DCM). Titin-truncating variants (TTNtvs) in the TTN gene are the most common genetic cause of DCM and may be associated with higher risk of arrhythmias in patients with DCM. Objective: To determine if TTNtv status is associated with the development of life-threatening ventricular arrhythmia and new persistent atrial fibrillation in patients with DCM and implanted cardioverter defibrillator (ICD) or cardiac resynchronization therapy defibrillator (CRT-D) devices. Design, Setting, and Participants: This retrospective, multicenter cohort study recruited 148 patients with or without TTNtvs who had nonischemic DCM and ICD or CRT-D devices from secondary and tertiary cardiology clinics in the United Kingdom from February 1, 2011, to June 30, 2016, with a median (interquartile range) follow-up of 4.2 (2.1-6.5) years. Exclusion criteria were ischemic cardiomyopathy, primary valve disease, congenital heart disease, or a known or likely pathogenic variant in the lamin A/C gene. Analyses were performed February 1, 2017, to May 31, 2017. Main Outcome and Measures: The primary outcome was time to first device-treated ventricular tachycardia of more than 200 beats/min or first device-treated ventricular fibrillation. Secondary outcome measures included time to first development of persistent atrial fibrillation. Results: Of 148 patients recruited, 117 adult patients with nonischemic DCM and an ICD or CRT-D device (mean [SD] age, 56.9 [12.5] years; 76 [65.0%] men; 106 patients [90.6%] with primary prevention indications) were included. Having a TTNtv was associated with a higher risk of receiving appropriate ICD therapy (shock or antitachycardia pacing) for ventricular tachycardia or fibrillation (hazard ratio [HR], 4.9; 95% CI, 2.2-10.7; P < .001). This association was independent of all covariates, including midwall fibrosis measured by late gadolinium enhancement on cardiac magnetic resonance images (adjusted HR, 8.3; 95% CI, 1.8-37.6; P = .006). Having a TTNtv was also associated with the risk of receiving a shock (HR, 3.6; 95% CI, 1.1-11.6; P = .03). Individuals with a TTNtv and fibrosis had a greater rate of receiving appropriate device therapy than those with neither (HR, 16.6; 95% CI, 3.5-79.3; P < .001). Having a TTNtv was also a risk factor for developing new persistent atrial fibrillation (HR, 3.9; 95% CI, 1.3-12.0; P = .01). Conclusions and Relevance: Having a TTNtv was an important risk factor for clinically significant arrhythmia in patients with DCM and ICD or CRT-D devices. Having a TTNtv, especially in combination with midwall fibrosis confirmed with cardiovascular magnetic resonance imaging, may provide a risk stratification approach for evaluating the need for ICD therapy in patients with DCM. This hypothesis should be tested in larger studies.


Arrhythmias, Cardiac/genetics , Cardiomyopathy, Dilated/genetics , Connectin/genetics , Adult , Aged , Arrhythmias, Cardiac/physiopathology , Cardiomyopathy, Dilated/physiopathology , Defibrillators, Implantable , Female , Genetic Variation , Humans , Male , Middle Aged , Phenotype , Retrospective Studies
10.
Circulation ; 138(17): 1780-1792, 2018 10 23.
Article En | MEDLINE | ID: mdl-29789302

BACKGROUND: There are no data on how fractional flow reserve (FFR) and instantaneous wave-free ratio (iFR) are associated with the placebo-controlled efficacy of percutaneous coronary intervention (PCI) in stable single-vessel coronary artery disease. METHODS: We report the association between prerandomization invasive physiology within ORBITA (Objective Randomised Blinded Investigation With Optimal Medical Therapy of Angioplasty in Stable Angina), a placebo-controlled trial of patients who have stable angina with angiographically severe single-vessel coronary disease clinically eligible for PCI. Patients underwent prerandomization research FFR and iFR assessment. The operator was blinded to these values. Assessment of response variables, treadmill exercise time, stress echocardiography score, symptom frequency, and angina severity were performed at prerandomization and blinded follow-up. Effects were calculated by analysis of covariance. The ability of FFR and iFR to predict placebo-controlled changes in response variables was tested by using regression modeling. RESULTS: Invasive physiology data were available in 196 patients (103 PCI and 93 placebo). At prerandomization, the majority had Canadian Cardiovascular Society class II or III symptoms (150/196, 76.5%). Mean FFR and iFR were 0.69±0.16 and 0.76±0.22, respectively; 97% had ≥1 positive ischemia tests. The estimated effect of PCI on between-arm prerandomization-adjusted total exercise time was 20.7 s (95% confidence interval [CI], -4.0 to 45.5; P=0.100) with no interaction of FFR ( Pinteraction=0.318) or iFR ( Pinteraction=0.523). PCI improved stress echocardiography score more than placebo (1.07 segment units; 95% CI, 0.70-1.44; P<0.00001). The placebo-controlled effect of PCI on stress echocardiography score increased progressively with decreasing FFR ( Pinteraction<0.00001) and decreasing iFR ( Pinteraction<0.00001). PCI did not improve angina frequency score significantly more than placebo (odds ratio, 1.64; 95% CI, 0.96-2.80; P=0.072) with no detectable evidence of interaction with FFR ( Pinteraction=0.849) or iFR ( Pinteraction=0.783). However, PCI resulted in more patient-reported freedom from angina than placebo (49.5% versus 31.5%; odds ratio, 2.47; 95% CI, 1.30-4.72; P=0.006) but neither FFR ( Pinteraction=0.693) nor iFR ( Pinteraction=0.761) modified this effect. CONCLUSIONS: In patients with stable angina and severe single-vessel disease, the blinded effect of PCI was more clearly seen by stress echocardiography score and freedom from angina than change in treadmill exercise time. Moreover, the lower the FFR or iFR, the greater the magnitude of stress echocardiographic improvement caused by PCI. CLINICAL TRIAL REGISTRATION: URL: https://www.clinicaltrials.gov . Unique identifier: NCT02062593.


Angina, Stable/therapy , Cardiac Catheterization , Coronary Artery Disease/therapy , Coronary Stenosis/therapy , Fractional Flow Reserve, Myocardial , Percutaneous Coronary Intervention , Adrenergic beta-1 Receptor Agonists/administration & dosage , Aged , Angina, Stable/diagnosis , Angina, Stable/physiopathology , Coronary Angiography , Coronary Artery Disease/diagnosis , Coronary Artery Disease/physiopathology , Coronary Stenosis/diagnosis , Coronary Stenosis/physiopathology , Dobutamine/administration & dosage , Echocardiography, Stress/methods , Exercise Test , Exercise Tolerance , Female , Health Status , Humans , Male , Middle Aged , Percutaneous Coronary Intervention/adverse effects , Predictive Value of Tests , Progression-Free Survival , Quality of Life , Recovery of Function , Severity of Illness Index , Time Factors , United Kingdom
12.
Curr Hypertens Rev ; 11(2): 116-22, 2015.
Article En | MEDLINE | ID: mdl-26238113

BACKGROUND: To investigate the effects of Angiotensin II receptor blockade (ARB) and angiotensin converting enzyme (ACE) inhibition on platelet reactivity in patients with mild to moderate hypertension. PFA-100 evaluates platelet function (expressed in seconds as closure time, CT) in anti-coagulated whole blood in vitro at high shear rates. The test cartridge is impregnated with either collagen and epinephrine (Col/Epi) or collagen and ADP (Col/ADP). METHODS: 33 patients were randomized to perindopril 4mg (n = 9), valsartan 80mg/d (n = 9) and for lifestyle modification (n = 15) for 4 weeks. Platelet reactivity was measured at baseline and after 4 weeks by PFA-100. Normotensive controls (n = 11) were also tested at baseline to standardize PFA-100 CT. Haematocrit, platelet count and plasma vWF antigen levels were measured. RESULTS: There was no difference in baseline haematocrit, platelet count or vWF antigen level between the groups. The vWF antigen levels measured after 4 weeks showed no significant difference either. Significant blood pressure reduction was seen in the treated group (SBP P = 0.002 and DBP P = 0.005) when compared to the life style modification group (SBP P = 0.06 and DBP P = 0.04) after 4 weeks. There was no significant statistical difference in Col/ADP CT in treated and non-treated groups but increase in CT (P = 0.05) in treated group with Col/Epi seen after 4 weeks. CONCLUSION: In patients with mild to moderate hypertension, valsartan and perindopril compared to life style modification demonstrate a significant decrease in platelet reactivity.


Angiotensin II Type 1 Receptor Blockers/therapeutic use , Angiotensin-Converting Enzyme Inhibitors/therapeutic use , Hypertension/drug therapy , Perindopril/therapeutic use , Valsartan/therapeutic use , Adult , Biomarkers/blood , Female , Humans , Life Style , Male , Middle Aged , Platelet Function Tests , Treatment Outcome
13.
PLoS One ; 9(8): e102645, 2014.
Article En | MEDLINE | ID: mdl-25115870

The genetic sequence variation of people from the Indian subcontinent who comprise one-quarter of the world's population, is not well described. We carried out whole genome sequencing of 168 South Asians, along with whole-exome sequencing of 147 South Asians to provide deeper characterisation of coding regions. We identify 12,962,155 autosomal sequence variants, including 2,946,861 new SNPs and 312,738 novel indels. This catalogue of SNPs and indels amongst South Asians provides the first comprehensive map of genetic variation in this major human population, and reveals evidence for selective pressures on genes involved in skin biology, metabolism, infection and immunity. Our results will accelerate the search for the genetic variants underlying susceptibility to disorders such as type-2 diabetes and cardiovascular disease which are highly prevalent amongst South Asians.


Asian People/genetics , Genetic Variation , Genome, Human , White People/genetics , Alleles , Asia , Genetics, Population , Genome-Wide Association Study , Genotype , Humans , Polymorphism, Single Nucleotide , Sequence Analysis, DNA
14.
Glob Cardiol Sci Pract ; 2014(1): 13-23, 2014.
Article En | MEDLINE | ID: mdl-25054115

The Indian Asian population accounts for a fifth of all global deaths from coronary heart disease (CHD). CHD deaths on the Indian subcontinent have doubled since 1990, and are predicted to rise a further 50% by 2030. Reasons underlying the increased CHD mortality among Indian Asians remain unknown. Although conventional cardiovascular risk factors contribute to CHD in Indian Asians as in other populations, these do not account for their increased risk. Type-2 diabetes, insulin resistance and related metabolic disturbances are more prevalent amongst Indian Asians than Europeans, and have been proposed as major determinants of higher CHD risk among Indian Asians. However, this view is not supported by prospective data. Genome-wide association studies have not identified differences in allele frequencies or effect sizes in known loci to explain the increased CHD risk in Indian Asians. Limited knowledge of mechanisms underlying higher CHD risk amongst Indian Asians presents a major obstacle to reducing the burden of CHD in this population. Systems biology approaches such as genomics, epigenomics, metabolomics and transcriptomics, provide a non-biased approach for discovery of novel biomarkers and disease pathways underlying CHD. Incorporation of these 'omic' approaches in prospective Indian Asian cohorts such as the London Life Sciences Population Study (LOLIPOP) provide an exciting opportunity for the identification of new risk factors underlying CHD in this high risk population.

15.
Nature ; 492(7429): 369-75, 2012 Dec 20.
Article En | MEDLINE | ID: mdl-23222517

Anaemia is a chief determinant of global ill health, contributing to cognitive impairment, growth retardation and impaired physical capacity. To understand further the genetic factors influencing red blood cells, we carried out a genome-wide association study of haemoglobin concentration and related parameters in up to 135,367 individuals. Here we identify 75 independent genetic loci associated with one or more red blood cell phenotypes at P < 10(-8), which together explain 4-9% of the phenotypic variance per trait. Using expression quantitative trait loci and bioinformatic strategies, we identify 121 candidate genes enriched in functions relevant to red blood cell biology. The candidate genes are expressed preferentially in red blood cell precursors, and 43 have haematopoietic phenotypes in Mus musculus or Drosophila melanogaster. Through open-chromatin and coding-variant analyses we identify potential causal genetic variants at 41 loci. Our findings provide extensive new insights into genetic mechanisms and biological pathways controlling red blood cell formation and function.


Erythrocytes/metabolism , Genetic Loci , Genome-Wide Association Study , Phenotype , Animals , Cell Cycle/genetics , Cytokines/metabolism , Drosophila melanogaster/genetics , Erythrocytes/cytology , Female , Gene Expression Regulation/genetics , Hematopoiesis/genetics , Hemoglobins/genetics , Humans , Male , Mice , Organ Specificity , Polymorphism, Single Nucleotide/genetics , RNA Interference , Signal Transduction/genetics
16.
Nat Genet ; 43(11): 1131-8, 2011 Oct 16.
Article En | MEDLINE | ID: mdl-22001757

Concentrations of liver enzymes in plasma are widely used as indicators of liver disease. We carried out a genome-wide association study in 61,089 individuals, identifying 42 loci associated with concentrations of liver enzymes in plasma, of which 32 are new associations (P = 10(-8) to P = 10(-190)). We used functional genomic approaches including metabonomic profiling and gene expression analyses to identify probable candidate genes at these regions. We identified 69 candidate genes, including genes involved in biliary transport (ATP8B1 and ABCB11), glucose, carbohydrate and lipid metabolism (FADS1, FADS2, GCKR, JMJD1C, HNF1A, MLXIPL, PNPLA3, PPP1R3B, SLC2A2 and TRIB1), glycoprotein biosynthesis and cell surface glycobiology (ABO, ASGR1, FUT2, GPLD1 and ST3GAL4), inflammation and immunity (CD276, CDH6, GCKR, HNF1A, HPR, ITGA1, RORA and STAT4) and glutathione metabolism (GSTT1, GSTT2 and GGT), as well as several genes of uncertain or unknown function (including ABHD12, EFHD1, EFNA1, EPHA2, MICAL3 and ZNF827). Our results provide new insight into genetic mechanisms and pathways influencing markers of liver function.


Enzymes/blood , Genome-Wide Association Study , Liver/enzymology , Delta-5 Fatty Acid Desaturase , Enzymes/genetics , Humans , Polymorphism, Single Nucleotide
17.
Nat Genet ; 43(10): 984-9, 2011 Aug 28.
Article En | MEDLINE | ID: mdl-21874001

We carried out a genome-wide association study of type-2 diabetes (T2D) in individuals of South Asian ancestry. Our discovery set included 5,561 individuals with T2D (cases) and 14,458 controls drawn from studies in London, Pakistan and Singapore. We identified 20 independent SNPs associated with T2D at P < 10(-4) for testing in a replication sample of 13,170 cases and 25,398 controls, also all of South Asian ancestry. In the combined analysis, we identified common genetic variants at six loci (GRB14, ST6GAL1, VPS26A, HMG20A, AP3S2 and HNF4A) newly associated with T2D (P = 4.1 × 10(-8) to P = 1.9 × 10(-11)). SNPs at GRB14 were also associated with insulin sensitivity (P = 5.0 × 10(-4)), and SNPs at ST6GAL1 and HNF4A were also associated with pancreatic beta-cell function (P = 0.02 and P = 0.001, respectively). Our findings provide additional insight into mechanisms underlying T2D and show the potential for new discovery from genetic association studies in South Asians, a population with increased susceptibility to T2D.


Diabetes Mellitus, Type 2/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Quantitative Trait Loci , Asian People/genetics , Case-Control Studies , Female , Gene Expression Regulation , Genetics, Population , Genome, Human , Humans , Linkage Disequilibrium , London , Male , Pakistan , Polymorphism, Single Nucleotide , Singapore
18.
PLoS Genet ; 6(7): e1001035, 2010 Jul 22.
Article En | MEDLINE | ID: mdl-20661308

Calcium has a pivotal role in biological functions, and serum calcium levels have been associated with numerous disorders of bone and mineral metabolism, as well as with cardiovascular mortality. Here we report results from a genome-wide association study of serum calcium, integrating data from four independent cohorts including a total of 12,865 individuals of European and Indian Asian descent. Our meta-analysis shows that serum calcium is associated with SNPs in or near the calcium-sensing receptor (CASR) gene on 3q13. The top hit with a p-value of 6.3 x 10(-37) is rs1801725, a missense variant, explaining 1.26% of the variance in serum calcium. This SNP had the strongest association in individuals of European descent, while for individuals of Indian Asian descent the top hit was rs17251221 (p = 1.1 x 10(-21)), a SNP in strong linkage disequilibrium with rs1801725. The strongest locus in CASR was shown to replicate in an independent Icelandic cohort of 4,126 individuals (p = 1.02 x 10(-4)). This genome-wide meta-analysis shows that common CASR variants modulate serum calcium levels in the adult general population, which confirms previous results in some candidate gene studies of the CASR locus. This study highlights the key role of CASR in calcium regulation.


Calcium/blood , Polymorphism, Single Nucleotide , Receptors, Calcium-Sensing/genetics , Genome, Human , Genome-Wide Association Study/statistics & numerical data , Humans , White People/statistics & numerical data
19.
Nat Genet ; 42(5): 373-5, 2010 May.
Article En | MEDLINE | ID: mdl-20383145

Using genome-wide association, we identify common variants at 2p12-p13, 6q26, 17q23 and 19q13 associated with serum creatinine, a marker of kidney function (P = 10(-10) to 10(-15)). Of these, rs10206899 (near NAT8, 2p12-p13) and rs4805834 (near SLC7A9, 19q13) were also associated with chronic kidney disease (P = 5.0 x 10(-5) and P = 3.6 x 10(-4), respectively). Our findings provide insight into metabolic, solute and drug-transport pathways underlying susceptibility to chronic kidney disease.


Kidney Failure, Chronic/genetics , Kidney/physiology , Biological Transport , Creatinine/blood , Cystatin C/metabolism , Europe , Gene Expression Regulation , Genetic Markers/genetics , Genetic Predisposition to Disease , Genetic Variation , Genome-Wide Association Study , Genotype , Glomerular Filtration Rate , Humans , Kidney Failure, Chronic/pathology , Models, Genetic
20.
Nat Genet ; 42(2): 149-52, 2010 Feb.
Article En | MEDLINE | ID: mdl-20062061

To identify genetic factors influencing cardiac conduction, we carried out a genome-wide association study of electrocardiographic time intervals in 6,543 Indian Asians. We identified association of a nonsynonymous SNP, rs6795970, in SCN10A (P = 2.8 x 10(-15)) with PR interval, a marker of cardiac atrioventricular conduction. Replication testing among 6,243 Indian Asians and 5,370 Europeans confirmed that rs6795970 (G>A) is associated with prolonged cardiac conduction (longer P-wave duration, PR interval and QRS duration, P = 10(-5) to 10(-20)). SCN10A encodes Na(V)1.8, a sodium channel. We show that SCN10A is expressed in mouse and human heart tissue and that PR interval is shorter in Scn10a(-/-) mice than in wild-type mice. We also find that rs6795970 is associated with a higher risk of heart block (P < 0.05) and a lower risk of ventricular fibrillation (P = 0.01). Our findings provide new insight into the pathogenesis of cardiac conduction, heart block and ventricular fibrillation.


Genetic Variation , Heart Conduction System/physiology , Sodium Channels/genetics , Adult , Aged , Animals , Asian People/genetics , Chromosomes, Human, Pair 3/genetics , Electrocardiography , Europe , Female , Genetic Loci/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Heart Block/complications , Heart Block/genetics , Heart Block/physiopathology , Heart Rate/genetics , Humans , India , Male , Mice , Middle Aged , NAV1.8 Voltage-Gated Sodium Channel , Oligonucleotide Array Sequence Analysis , Polymorphism, Single Nucleotide/genetics , Reproducibility of Results , Sodium Channels/deficiency , Telemetry , Ventricular Fibrillation/complications , Ventricular Fibrillation/genetics , Ventricular Fibrillation/physiopathology
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