Pleiotropy of genetic variants on obesity and smoking phenotypes: Results from the Oncoarray Project of The International Lung Cancer Consortium

Obesity and cigarette smoking are correlated through complex relationships. Common genetic causes may contribute to these correlations. In this study, we selected 241 loci potentially associated with body mass index (BMI) based on the Genetic Investigation of ANthropometric Traits (GIANT) consortium data and calculated a BMI genetic risk score (BMI-GRS) for 17,037 individuals of European descent from the Oncoarray Project of the International Lung Cancer Consortium (ILCCO). Smokers had a significantly higher BMI-GRS than never-smokers (p = 0.016 and 0.010 before and after adjustment for BMI, respectively). The BMI-GRS was also positively correlated with pack-years of smoking (p<0.001) in smokers. Based on causal network inference analyses, seven and five of 241 SNPs were classified to pleiotropic models for BMI/smoking status and BMI/pack-years, respectively. Among them, three and four SNPs associated with smoking status and pack-years (p<0.05), respectively, were followed up in the ever-smoking data of the Tobacco, Alcohol and Genetics (TAG) consortium. Among these seven candidate SNPs, one SNP (rs11030104, BDNF) achieved statistical significance after Bonferroni correction for multiple testing, and three suggestive SNPs (rs13021737, TMEM18; rs11583200, ELAVL4; and rs6990042, SGCZ) achieved a nominal statistical significance. Our results suggest that there is a common genetic component between BMI and smoking, and pleiotropy analysis can be useful to identify novel genetic loci of complex phenotypes.

[1]  Ming D. Li,et al.  Genome-wide meta-analyses identify multiple loci associated with smoking behavior , 2010, Nature Genetics.

[2]  J. González,et al.  Brain-Derived Neurotrophic Factor Val66Met and Psychiatric Disorders: Meta-Analysis of Case-Control Studies Confirm Association to Substance-Related Disorders, Eating Disorders, and Schizophrenia , 2007, Biological Psychiatry.

[3]  Tanya M. Teslovich,et al.  Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index , 2010 .

[4]  Xiaohua Li,et al.  Regulation of FOXO3a by brain-derived neurotrophic factor in differentiated human SH-SY5Y neuroblastoma cells. , 2004, Brain research. Molecular brain research.

[5]  Manolis Kellis,et al.  HaploReg: a resource for exploring chromatin states, conservation, and regulatory motif alterations within sets of genetically linked variants , 2011, Nucleic Acids Res..

[6]  J. Pearl Causality: Models, Reasoning and Inference , 2000 .

[7]  P. Aveyard,et al.  Weight gain in smokers after quitting cigarettes: meta-analysis , 2012, BMJ : British Medical Journal.

[8]  Stephan Ripke,et al.  Estimating the proportion of variation in susceptibility to schizophrenia captured by common SNPs , 2012, Nature Genetics.

[9]  Tariq Ahmad,et al.  Meta-analysis and imputation refines the association of 15q25 with smoking quantity , 2010, Nature Genetics.

[10]  P. Sokoloff,et al.  BDNF controls dopamine D3 receptor expression and triggers behavioural sensitization , 2001, Nature.

[11]  F. Paccaud,et al.  Consequences of smoking for body weight, body fat distribution, and insulin resistance. , 2008, The American journal of clinical nutrition.

[12]  J M Samet,et al.  The 1990 Report of the Surgeon General: The Health Benefits of Smoking Cessation. , 1990, American Review of Respiratory Disease.

[13]  E. Gordon,et al.  BDNF Val66Met Polymorphism Is Associated with Body Mass Index in Healthy Adults , 2006, Neuropsychobiology.

[14]  Gary K. Chen,et al.  Genome-wide meta-analyses of smoking behaviors in African Americans , 2012, Translational Psychiatry.

[15]  Inês Barroso,et al.  Meta-analysis and imputation refines the association of 15q25 with smoking quantity , 2010, Nature Genetics.

[16]  Yan Rao,et al.  Nicotine Decreases Food Intake Through Activation of POMC Neurons , 2011, Science.

[17]  William S. Bush,et al.  Large-scale association analysis identifies new lung cancer susceptibility loci and heterogeneity in genetic susceptibility across histological subtypes , 2017, Nature Genetics.

[18]  A. Trichopoulou,et al.  Tobacco smoking in relation to body fat mass and distribution in a general population sample , 2004, International Journal of Obesity.

[19]  N. Volkow,et al.  Overlapping neuronal circuits in addiction and obesity: evidence of systems pathology , 2008, Philosophical Transactions of the Royal Society B: Biological Sciences.

[20]  A. McMichael,et al.  Food, nutrition, physical activity and cancer prevention. Authoritative report from World Cancer Research Fund provides global update , 2008, Public Health Nutrition.

[21]  Leena Peltonen,et al.  Genome-wide association study of smoking initiation and current smoking. , 2009, American journal of human genetics.

[22]  Wenhua Zheng,et al.  FKHRL1 and its homologs are new targets of nerve growth factor Trk receptor signaling , 2002, Journal of neurochemistry.

[23]  A. Goldberg,et al.  Effects of cigarette smoking and its cessation on body weight and plasma leptin levels. , 1999, Metabolism: clinical and experimental.

[24]  M. Zwahlen,et al.  Adiposity and cancer risk: new mechanistic insights from epidemiology , 2015, Nature Reviews Cancer.

[25]  M. Pericak-Vance,et al.  Association between the neuron-specific RNA-binding protein ELAVL4 and Parkinson disease , 2005, Human Genetics.

[26]  Ming D. Li,et al.  Converging Findings from Linkage and Association Analyses on Susceptibility Genes for Smoking and Other Addictions , 2016, Molecular Psychiatry.

[27]  J. Marchini,et al.  Fast and accurate genotype imputation in genome-wide association studies through pre-phasing , 2012, Nature Genetics.

[28]  George R. Uhl,et al.  Molecular genetic underpinnings of human substance abuse vulnerability: likely contributions to understanding addiction as a mnemonic process , 2004, Neuropharmacology.

[29]  E. Giovannucci,et al.  Estimating the Influence of Obesity on Cancer Risk: Stratification by Smoking Is Critical. , 2016, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[30]  I. Takeuchi,et al.  Distribution of Brain‐Derived Neurotrophic Factor in Rats and Its Changes with Development in the Brain , 1997, Journal of neurochemistry.

[31]  L Shapiro,et al.  Making memories stick: cell-adhesion molecules in synaptic plasticity. , 2000, Trends in cell biology.

[32]  K. Brownell,et al.  Can food be addictive? Public health and policy implications. , 2011, Addiction.

[33]  F. Paccaud,et al.  Association of Cigarettes Smoked Daily with Obesity in a General Adult Population , 2007, Obesity.

[34]  Y. Shaham,et al.  Time-Dependent Increases in Brain-Derived Neurotrophic Factor Protein Levels within the Mesolimbic Dopamine System after Withdrawal from Cocaine: Implications for Incubation of Cocaine Craving , 2003, The Journal of Neuroscience.

[35]  Tomas Drgon,et al.  Addiction molecular genetics: 639,401 SNP whole genome association identifies many “cell adhesion” genes , 2006, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[36]  humAn cArcinogens,et al.  Personal habits and indoor combustions. Volume 100 E. A review of human carcinogens. , 2012, IARC monographs on the evaluation of carcinogenic risks to humans.

[37]  J. Conner,et al.  Distribution of Brain-Derived Neurotrophic Factor (BDNF) Protein and mRNA in the Normal Adult Rat CNS: Evidence for Anterograde Axonal Transport , 1997, The Journal of Neuroscience.

[38]  P. Donnelly,et al.  A Flexible and Accurate Genotype Imputation Method for the Next Generation of Genome-Wide Association Studies , 2009, PLoS genetics.

[39]  Dennis J. Hazelett,et al.  The OncoArray Consortium: A Network for Understanding the Genetic Architecture of Common Cancers , 2016, Cancer Epidemiology, Biomarkers & Prevention.

[40]  Ming D. Li,et al.  Large-scale genome-wide association study of Asian population reveals genetic factors in FRMD4A and other loci influencing smoking initiation and nicotine dependence , 2011, Human Genetics.

[41]  Peter Boyle,et al.  Tobacco smoking and cancer: A meta‐analysis , 2008, International journal of cancer.

[42]  O. Stork,et al.  Cell adhesion molecules: key players in memory consolidation? , 2003, News in physiological sciences : an international journal of physiology produced jointly by the International Union of Physiological Sciences and the American Physiological Society.

[43]  Yan V. Sun,et al.  Copy number variations associated with obesity related traits in African Americans: a joint analysis between GENOA and HyperGEN , 2012, Obesity.

[44]  M. Daly,et al.  An Atlas of Genetic Correlations across Human Diseases and Traits , 2015, Nature Genetics.

[45]  S. File,et al.  Nicotinic–serotonergic interactions in brain and behaviour , 2002, Pharmacology Biochemistry and Behavior.

[46]  M. Neal,et al.  Evidence for a Complex Influence of Nicotinic Acetylcholine Receptors on Hippocampal Serotonin Release , 2000, Journal of neurochemistry.

[47]  E. Weeber,et al.  A fresh look at an ancient receptor family: Emerging roles for low density lipoprotein receptors in synaptic plasticity and memory formation , 2006, Neurobiology of Learning and Memory.

[48]  H. Thoenen,et al.  Molecular cloning and expression of brain-derived neurotrophic factor , 1989, Nature.

[49]  C. Wihler,et al.  Brain-derived neurotrophic factor-deficient mice develop aggressiveness and hyperphagia in conjunction with brain serotonergic abnormalities. , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[50]  Andrew D. Johnson,et al.  Edinburgh Research Explorer Genome-wide meta-analysis of 241,258 adults accounting for smoking behaviour identifies novel loci for obesity traits , 2022 .

[51]  K. Lesch,et al.  Serotonin transporter function is modulated by brain-derived neurotrophic factor (BDNF) but not nerve growth factor (NGF) , 2000, Neurochemistry International.

[52]  Ross M. Fraser,et al.  Genetic studies of body mass index yield new insights for obesity biology , 2015, Nature.

[53]  P. Fletcher,et al.  Obesity and the brain: how convincing is the addiction model? , 2012, Nature Reviews Neuroscience.

[54]  O. Delaneau,et al.  A linear complexity phasing method for thousands of genomes , 2011, Nature Methods.

[55]  Ellen Kampman,et al.  Genome-wide association yields new sequence variants at seven loci that associate with measures of obesity , 2009, Nature Genetics.

[56]  N. Benowitz,et al.  Cigarette Smoking, Nicotine, and Body Weight , 2011, Clinical pharmacology and therapeutics.

[57]  C. Gieger,et al.  Sequence variants at CHRNB3–CHRNA6 and CYP2A6 affect smoking behavior , 2010, Nature Genetics.

[58]  P. Visscher,et al.  Common SNPs explain a large proportion of heritability for human height , 2011 .

[59]  S. Janhunen,et al.  Differential nicotinic regulation of the nigrostriatal and mesolimbic dopaminergic pathways: Implications for drug development , 2007, Neuroscience & Biobehavioral Reviews.