Genetic Variants in the Bone Morphogenic Protein Gene Family Modify the Association between Residential Exposure to Traffic and Peripheral Arterial Disease

There is a growing literature indicating that genetic variants modify many of the associations between environmental exposures and clinical outcomes, potentially by increasing susceptibility to these exposures. However, genome-scale investigations of these interactions have been rarely performed particularly in the case of air pollution exposures. We performed race-stratified genome-wide gene-environment interaction association studies on European-American (EA, N = 1623) and African-American (AA, N = 554) cohorts to investigate the joint influence of common single nucleotide polymorphisms (SNPs) and residential exposure to traffic (“traffic exposure”)—a recognized vascular disease risk factor—on peripheral arterial disease (PAD). Traffic exposure was estimated via the distance from the primary residence to the nearest major roadway, defined as the nearest limited access highways or major arterial. The rs755249-traffic exposure interaction was associated with PAD at a genome-wide significant level (P = 2.29x10-8) in European-Americans. Rs755249 is located in the 3’ untranslated region of BMP8A, a member of the bone morphogenic protein (BMP) gene family. Further investigation revealed several variants in BMP genes associated with PAD via an interaction with traffic exposure in both the EA and AA cohorts; this included interactions with non-synonymous variants in BMP2, which is regulated by air pollution exposure. The BMP family of genes is linked to vascular growth and calcification and is a novel gene family for the study of PAD pathophysiology. Further investigation of BMP8A using the Genotype Tissue Expression Database revealed multiple variants with nominally significant (P < 0.05) interaction P-values in our EA cohort were significant BMP8A eQTLs in tissue types highlight relevant for PAD such as rs755249 (tibial nerve, eQTL P = 3.6x10-6) and rs1180341 (tibial artery, eQTL P = 5.3x10-6). Together these results reveal a novel gene, and possibly gene family, associated with PAD via an interaction with traffic air pollution exposure. These results also highlight the potential for interactions studies, particularly at the genome scale, to reveal novel biology linking environmental exposures to clinical outcomes.

[1]  D. Dix,et al.  Chemical Risk Assessment: Traditional vs Public Health Perspectives , 2017, American journal of public health.

[2]  C. Ward‐Caviness,et al.  Association between satellite-based estimates of long-term PM2.5 exposure and coronary artery disease. , 2016, Environmental research.

[3]  L. Liaw,et al.  DLL4/Notch1 and BMP9 Interdependent Signaling Induces Human Endothelial Cell Quiescence via P27KIP1 and Thrombospondin-1 , 2015, Arteriosclerosis, thrombosis, and vascular biology.

[4]  S. Rai,et al.  Residential Proximity to Major Roadways Is Associated With Increased Levels of AC133+ Circulating Angiogenic Cells , 2015, Arteriosclerosis, thrombosis, and vascular biology.

[5]  W. Kraus,et al.  Metabolomic Quantitative Trait Loci (mQTL) Mapping Implicates the Ubiquitin Proteasome System in Cardiovascular Disease Pathogenesis , 2015, PLoS genetics.

[6]  Chae-Myeong Ha,et al.  Estrogen-Related Receptor &ggr; Plays a Key Role in Vascular Calcification Through the Upregulation of BMP2 Expression , 2015, Arteriosclerosis, thrombosis, and vascular biology.

[7]  P. Marsden,et al.  Epigenetics in the Vascular Endothelium Looking From a Different Perspective in the Epigenomics Era , 2015 .

[8]  D. Hwang,et al.  BMP9 Induces Cord Blood–Derived Endothelial Progenitor Cell Differentiation and Ischemic Neovascularization via ALK1 , 2015, Arteriosclerosis, thrombosis, and vascular biology.

[9]  W. Kraus,et al.  A Guide for a Cardiovascular Genomics Biorepository: the CATHGEN Experience , 2015, Journal of Cardiovascular Translational Research.

[10]  Emily K. Tsang,et al.  Effect of predicted protein-truncating genetic variants on the human transcriptome , 2015, Science.

[11]  Jun S. Liu,et al.  The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans , 2015, Science.

[12]  Dmitri D. Pervouchine,et al.  The human transcriptome across tissues and individuals , 2015, Science.

[13]  C. Ward‐Caviness,et al.  Association of Roadway Proximity with Fasting Plasma Glucose and Metabolic Risk Factors for Cardiovascular Disease in a Cross-Sectional Study of Cardiac Catheterization Patients , 2015, Environmental health perspectives.

[14]  E. Mohler,et al.  Peripheral arterial disease, prevalence and cumulative risk factor profile analysis , 2014, European journal of preventive cardiology.

[15]  S. Kardia,et al.  Genome-Wide Association Study of Gene by Smoking Interactions in Coronary Artery Calcification , 2013, PloS one.

[16]  Stefano Piccolo,et al.  BMP signaling controls muscle mass , 2013, Nature Genetics.

[17]  Boris Lenhard,et al.  Patterns of regulatory activity across diverse human cell types predict tissue identity, transcription factor binding, and long-range interactions , 2013, Genome research.

[18]  Nathan C. Sheffield,et al.  The accessible chromatin landscape of the human genome , 2012, Nature.

[19]  Zizhen Yao,et al.  Genome-wide DNA methylation studies suggest distinct DNA methylation patterns in pediatric embryonal and alveolar rhabdomyosarcomas , 2012, Epigenetics.

[20]  E. Aikawa,et al.  Inhibition of Bone Morphogenetic Protein Signaling Reduces Vascular Calcification and Atherosclerosis , 2012, Arteriosclerosis, thrombosis, and vascular biology.

[21]  Y. Han,et al.  Palmitate Promotes the Paracrine Effects of Macrophages on Vascular Smooth Muscle Cells: The Role of Bone Morphogenetic Proteins , 2012, PloS one.

[22]  Melanie J. Jardim,et al.  microRNAs: implications for air pollution research. , 2011, Mutation research.

[23]  J. Loscalzo,et al.  Bone morphogenetic protein-2 activates NADPH oxidase to increase endoplasmic reticulum stress and human coronary artery smooth muscle cell calcification. , 2011, Biochemical and biophysical research communications.

[24]  Frances E. Lennon,et al.  Role of hyaluronan and hyaluronan-binding proteins in lung pathobiology. , 2011, American journal of physiology. Lung cellular and molecular physiology.

[25]  Joel Schwartz,et al.  Prolonged Exposure to Particulate Pollution, Genes Associated with Glutathione Pathways, and DNA Methylation in a Cohort of Older Men , 2011, Environmental health perspectives.

[26]  J. Schwartz,et al.  Gene-air pollution interaction and cardiovascular disease: a review. , 2011, Progress in cardiovascular diseases.

[27]  P. Magnusson,et al.  Genetic Influences on Peripheral Arterial Disease in a Twin Population , 2011, Arteriosclerosis, thrombosis, and vascular biology.

[28]  T. Callis,et al.  MicroRNAs 1, 133, and 206: critical factors of skeletal and cardiac muscle development, function, and disease. , 2010, The international journal of biochemistry & cell biology.

[29]  Yun Li,et al.  METAL: fast and efficient meta-analysis of genomewide association scans , 2010, Bioinform..

[30]  A. Peters,et al.  Particulate Matter Air Pollution and Cardiovascular Disease: An Update to the Scientific Statement From the American Heart Association , 2010, Circulation.

[31]  Brian J. Bennett,et al.  Inhibition of bone morphogenetic protein protects against atherosclerosis and vascular calcification , 2010, Circulation research.

[32]  Raimund Erbel,et al.  Residential traffic exposure and coronary heart disease: results from the Heinz Nixdorf Recall Study , 2009, Biomarkers : biochemical indicators of exposure, response, and susceptibility to chemicals.

[33]  L. David,et al.  Emerging role of bone morphogenetic proteins in angiogenesis. , 2009, Cytokine & growth factor reviews.

[34]  Antonella Zanobetti,et al.  Rapid DNA methylation changes after exposure to traffic particles. , 2009, American journal of respiratory and critical care medicine.

[35]  T. Nawrot,et al.  The detrimental health effects of traffic-related air pollution: a role for DNA methylation? , 2009, American journal of respiratory and critical care medicine.

[36]  Paolo Grillo,et al.  Living Near Major Traffic Roads and Risk of Deep Vein Thrombosis , 2009, Circulation.

[37]  B. Brunekreef,et al.  Effects of long-term exposure to traffic-related air pollution on respiratory and cardiovascular mortality in the Netherlands: the NLCS-AIR study. , 2009, Research report.

[38]  S. Moebus,et al.  Residential Exposure to Urban Air Pollution, Ankle–Brachial Index, and Peripheral Arterial Disease , 2009, Epidemiology.

[39]  Richard Baldauf,et al.  Ultrafine particles near a major roadway in Raleigh, North Carolina: Downwind attenuation and correlation with traffic-related pollutants , 2009 .

[40]  S. Germain,et al.  Bone Morphogenetic Proteins 2 and 4 Are Selectively Expressed by Late Outgrowth Endothelial Progenitor Cells and Promote Neoangiogenesis , 2008, Arteriosclerosis, thrombosis, and vascular biology.

[41]  H. Kan,et al.  Prospective Analysis of Traffic Exposure as a Risk Factor for Incident Coronary Heart Disease: The Atherosclerosis Risk in Communities (ARIC) Study , 2008, Environmental health perspectives.

[42]  Daniel F. Gudbjartsson,et al.  A variant associated with nicotine dependence, lung cancer and peripheral arterial disease , 2008, Nature.

[43]  Hong Wang,et al.  Hyperhomocysteinemia, DNA methylation and vascular disease , 2007, Clinical chemistry and laboratory medicine.

[44]  T. Assimes,et al.  Genetic susceptibility to peripheral arterial disease: a dark corner in vascular biology. , 2007, Arteriosclerosis, thrombosis, and vascular biology.

[45]  S. Moebus,et al.  Long-Term Residential Exposure to Traffic and Peripheral Arterial Disease in the Heinz Nixdorf Recall Study , 2007 .

[46]  Teresa Chahine,et al.  Particulate Air Pollution, Oxidative Stress Genes, and Heart Rate Variability in an Elderly Cohort , 2007, Environmental health perspectives.

[47]  E. Rajpert-De Meyts,et al.  The transforming growth factor-beta superfamily in early spermatogenesis: potential relevance to testicular dysgenesis. , 2007, International journal of andrology.

[48]  R Erbel,et al.  Residential Exposure to Traffic Is Associated With Coronary Atherosclerosis , 2007, Circulation.

[49]  S. London Gene-air pollution interactions in asthma. , 2007, Proceedings of the American Thoracic Society.

[50]  D. Reich,et al.  Principal components analysis corrects for stratification in genome-wide association studies , 2006, Nature Genetics.

[51]  Kathryn Roeder,et al.  Genomic Control to the extreme , 2004, Nature Genetics.

[52]  R. Castro,et al.  Increased homocysteine and S-adenosylhomocysteine concentrations and DNA hypomethylation in vascular disease. , 2003, Clinical chemistry.

[53]  John D. Storey,et al.  Statistical significance for genomewide studies , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[54]  Bert Brunekreef,et al.  Association between mortality and indicators of traffic-related air pollution in the Netherlands: a cohort study , 2002, The Lancet.

[55]  P. Goldschmidt-Clermont,et al.  DNA methylation and atherosclerosis. , 2002, The Journal of nutrition.

[56]  Anil K. Bera,et al.  Rao's score, Neyman's C(α) and Silvey's LM tests: an essay on historical developments and some new results , 2001 .

[57]  G. Lowe,et al.  Plasma fibrinogen, haemostatic factors and prediction of peripheral arterial disease in the Edinburgh Artery Study , 2000, Blood coagulation & fibrinolysis : an international journal in haemostasis and thrombosis.

[58]  B. Hogan,et al.  Bone morphogenetic protein 8A plays a role in the maintenance of spermatogenesis and the integrity of the epididymis. , 1998, Development.

[59]  Calyampudi R. Rao Large sample tests of statistical hypotheses concerning several parameters with applications to problems of estimation , 1948, Mathematical Proceedings of the Cambridge Philosophical Society.

[60]  C. Ward‐Caviness,et al.  Associations Between Residential Proximity to Traffic and Vascular Disease in a Cardiac Catheterization Cohort , 2018, Arteriosclerosis, thrombosis, and vascular biology.

[61]  M. Criqui,et al.  Peripheral Arterial Disease Progression of Peripheral Arterial Disease Predicts Cardiovascular Disease Morbidity and Mortality , 2016 .

[62]  L. Migliore,et al.  Mutation Research / Fundamental and Molecular Mechanisms of Mutagenesis , 2014 .

[63]  D. Novack Role of NF-κB in the skeleton , 2011, Cell Research.

[64]  J. Schwartz,et al.  Gene-Air Pollution Interaction and Cardiovascular Disease: , 2011 .

[65]  Tanya M. Teslovich,et al.  LocusZoom: regional visualization of genome-wide association scan results , 2010, Bioinform..

[66]  T. Hudson,et al.  A genome-wide approach to identifying novel-imprinted genes , 2007, Human Genetics.

[67]  H. Yamawaki,et al.  Mechanisms underlying nano-sized air-pollution-mediated progression of atherosclerosis: carbon black causes cytotoxic injury/inflammation and inhibits cell growth in vascular endothelial cells. , 2006, Circulation journal : official journal of the Japanese Circulation Society.

[68]  S. Moebus,et al.  Prevalence of Peripheral Arterial Disease – Results of the Heinz Nixdorf Recall Study , 2006, European Journal of Epidemiology.

[69]  Elizabeth M. Smigielski,et al.  dbSNP: the NCBI database of genetic variation , 2001, Nucleic Acids Res..

[70]  D. Rao,et al.  An epidemiologic approach to gene‐environment interaction , 1990, Genetic epidemiology.