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Published in: BMC Medical Genetics 1/2015

Open Access 01-12-2015 | Research article

Physical activity, smoking, and genetic predisposition to obesity in people from Pakistan: the PROMIS study

Authors: Shafqat Ahmad, Wei Zhao, Frida Renström, Asif Rasheed, Maria Samuel, Mozzam Zaidi, Nabi Shah, Nadeem Hayyat Mallick, Khan Shah Zaman, Mohammad Ishaq, Syed Zahed Rasheed, Fazal-ur-Rheman Memon, Bashir Hanif, Muhammad Shakir Lakhani, Faisal Ahmed, Shahana Urooj Kazmi, Philippe Frossard, Paul W. Franks, Danish Saleheen

Published in: BMC Medical Genetics | Issue 1/2015

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Abstract

Background

Multiple genetic variants have been reliably associated with obesity-related traits in Europeans, but little is known about their associations and interactions with lifestyle factors in South Asians.

Methods

In 16,157 Pakistani adults (8232 controls; 7925 diagnosed with myocardial infarction [MI]) enrolled in the PROMIS Study, we tested whether: a) BMI-associated loci, individually or in aggregate (as a genetic risk score - GRS), are associated with BMI; b) physical activity and smoking modify the association of these loci with BMI. Analyses were adjusted for age, age2, sex, MI (yes/no), and population substructure.

Results

Of 95 SNPs studied here, 73 showed directionally consistent effects on BMI as reported in Europeans. Each additional BMI-raising allele of the GRS was associated with 0.04 (SE = 0.01) kg/m2 higher BMI (P = 4.5 × 10−14). We observed nominal evidence of interactions of CLIP1 rs11583200 (P interaction = 0.014), CADM2 rs13078960 (P interaction = 0.037) and GALNT10 rs7715256 (P interaction = 0.048) with physical activity, and PTBP2 rs11165643 (P interaction = 0.045), HIP1 rs1167827 (P interaction = 0.015), C6orf106 rs205262 (P interaction = 0.032) and GRID1 rs7899106 (P interaction = 0.043) with smoking on BMI.

Conclusions

Most BMI-associated loci have directionally consistent effects on BMI in Pakistanis and Europeans. There were suggestive interactions of established BMI-related SNPs with smoking or physical activity.
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Literature
1.
go back to reference Hubert HB, Feinleib M, McNamara PM, Castelli WP. Obesity as an independent risk factor for cardiovascular disease: a 26-year follow-up of participants in the Framingham Heart Study. Circulation. 1983;67(5):968–77.PubMedCrossRef Hubert HB, Feinleib M, McNamara PM, Castelli WP. Obesity as an independent risk factor for cardiovascular disease: a 26-year follow-up of participants in the Framingham Heart Study. Circulation. 1983;67(5):968–77.PubMedCrossRef
3.
go back to reference Sullivan PW, Morrato EH, Ghushchyan V, Wyatt HR, Hill JO. Obesity, inactivity, and the prevalence of diabetes and diabetes-related cardiovascular comorbidities in the U.S., 2000–2002. Diabetes Care. 2005;28(7):1599–603.PubMedCrossRef Sullivan PW, Morrato EH, Ghushchyan V, Wyatt HR, Hill JO. Obesity, inactivity, and the prevalence of diabetes and diabetes-related cardiovascular comorbidities in the U.S., 2000–2002. Diabetes Care. 2005;28(7):1599–603.PubMedCrossRef
4.
go back to reference Zhou ZY, Liu YK, Chen HL, Liu F. Body mass index and knee osteoarthritis risk: a dose–response meta-analysis. Obesity (Silver Spring). 2014;22(10):2180–5. doi:10.1002/oby.20835.CrossRef Zhou ZY, Liu YK, Chen HL, Liu F. Body mass index and knee osteoarthritis risk: a dose–response meta-analysis. Obesity (Silver Spring). 2014;22(10):2180–5. doi:10.​1002/​oby.​20835.CrossRef
5.
go back to reference Ng M, Fleming T, Robinson M, Thomson B, Graetz N, Margono C, et al. Global, regional, and national prevalence of overweight and obesity in children and adults during 1980–2013: a systematic analysis for the Global Burden of Disease Study 2013. Lancet. 2014;384(9945):766–81. doi:10.1016/S0140-6736(14)60460-8.PubMedCentralPubMedCrossRef Ng M, Fleming T, Robinson M, Thomson B, Graetz N, Margono C, et al. Global, regional, and national prevalence of overweight and obesity in children and adults during 1980–2013: a systematic analysis for the Global Burden of Disease Study 2013. Lancet. 2014;384(9945):766–81. doi:10.​1016/​S0140-6736(14)60460-8.PubMedCentralPubMedCrossRef
6.
go back to reference World Health Organization. Obesity: preventing and managing the global epidemic. Report of a WHO consultation. World Health Organization technical report series. 2000;894(i-xii):1–253. World Health Organization. Obesity: preventing and managing the global epidemic. Report of a WHO consultation. World Health Organization technical report series. 2000;894(i-xii):1–253.
10.
go back to reference Ahmad T, Lee IM, Pare G, Chasman DI, Rose L, Ridker PM, et al. Lifestyle interaction with fat mass and obesity-associated (FTO) genotype and risk of obesity in apparently healthy U.S. women. Diabetes Care. 2011;34(3):675–80. doi:10.2337/dc10-0948.PubMedCentralPubMedCrossRef Ahmad T, Lee IM, Pare G, Chasman DI, Rose L, Ridker PM, et al. Lifestyle interaction with fat mass and obesity-associated (FTO) genotype and risk of obesity in apparently healthy U.S. women. Diabetes Care. 2011;34(3):675–80. doi:10.​2337/​dc10-0948.PubMedCentralPubMedCrossRef
11.
go back to reference Andreasen CH, Stender-Petersen KL, Mogensen MS, Torekov SS, Wegner L, Andersen G, et al. Low physical activity accentuates the effect of the FTO rs9939609 polymorphism on body fat accumulation. Diabetes. 2008;57(1):95–101. doi:10.2337/db07-0910.PubMedCrossRef Andreasen CH, Stender-Petersen KL, Mogensen MS, Torekov SS, Wegner L, Andersen G, et al. Low physical activity accentuates the effect of the FTO rs9939609 polymorphism on body fat accumulation. Diabetes. 2008;57(1):95–101. doi:10.​2337/​db07-0910.PubMedCrossRef
14.
go back to reference Li S, Zhao JH, Luan J, Ekelund U, Luben RN, Khaw KT, et al. Physical activity attenuates the genetic predisposition to obesity in 20,000 men and women from EPIC-Norfolk prospective population study. PLoS Med. 2010;7:8. doi:10.1371/journal.pmed.1000332.CrossRef Li S, Zhao JH, Luan J, Ekelund U, Luben RN, Khaw KT, et al. Physical activity attenuates the genetic predisposition to obesity in 20,000 men and women from EPIC-Norfolk prospective population study. PLoS Med. 2010;7:8. doi:10.​1371/​journal.​pmed.​1000332.CrossRef
16.
go back to reference Saleheen D, Zaidi M, Rasheed A, Ahmad U, Hakeem A, Murtaza M, et al. The Pakistan Risk of Myocardial Infarction Study: a resource for the study of genetic, lifestyle and other determinants of myocardial infarction in South Asia. Eur J Epidemiol. 2009;24(6):329–38. doi:10.1007/s10654-009-9334-y.PubMedCentralPubMedCrossRef Saleheen D, Zaidi M, Rasheed A, Ahmad U, Hakeem A, Murtaza M, et al. The Pakistan Risk of Myocardial Infarction Study: a resource for the study of genetic, lifestyle and other determinants of myocardial infarction in South Asia. Eur J Epidemiol. 2009;24(6):329–38. doi:10.​1007/​s10654-009-9334-y.PubMedCentralPubMedCrossRef
17.
go back to reference Saleheen D, Alexander M, Rasheed A, Wormser D, Soranzo N, Hammond N, et al. Association of the 9p21.3 locus with risk of first-ever myocardial infarction in Pakistanis: case–control study in South Asia and updated meta-analysis of Europeans. Arterioscler Thromb Vasc Biol. 2010;30(7):1467–73. doi:10.1161/ATVBAHA.109.197210.PubMedCrossRef Saleheen D, Alexander M, Rasheed A, Wormser D, Soranzo N, Hammond N, et al. Association of the 9p21.3 locus with risk of first-ever myocardial infarction in Pakistanis: case–control study in South Asia and updated meta-analysis of Europeans. Arterioscler Thromb Vasc Biol. 2010;30(7):1467–73. doi:10.​1161/​ATVBAHA.​109.​197210.PubMedCrossRef
18.
go back to reference Kooner JS, Saleheen D, Sim X, Sehmi J, Zhang W, Frossard P, et al. Genome-wide association study in individuals of South Asian ancestry identifies six new type 2 diabetes susceptibility loci. Nat Genet. 2011;43(10):984–9. doi:10.1038/ng.921.PubMedCentralPubMedCrossRef Kooner JS, Saleheen D, Sim X, Sehmi J, Zhang W, Frossard P, et al. Genome-wide association study in individuals of South Asian ancestry identifies six new type 2 diabetes susceptibility loci. Nat Genet. 2011;43(10):984–9. doi:10.​1038/​ng.​921.PubMedCentralPubMedCrossRef
19.
go back to reference WHO Expert Consultation. Appropriate body-mass index for Asian populations and its implications for policy and intervention strategies. Lancet. 2004;363(9403):157–63. doi:10.1016/S0140-6736(03)15268-3. WHO Expert Consultation. Appropriate body-mass index for Asian populations and its implications for policy and intervention strategies. Lancet. 2004;363(9403):157–63. doi:10.​1016/​S0140-6736(03)15268-3.
20.
go back to reference Delabie J, Shipman R, Bruggen J, De Strooper B, van Leuven F, Tarcsay L, et al. Expression of the novel intermediate filament-associated protein restin in Hodgkin’s disease and anaplastic large-cell lymphoma. Blood. 1992;80(11):2891–6.PubMed Delabie J, Shipman R, Bruggen J, De Strooper B, van Leuven F, Tarcsay L, et al. Expression of the novel intermediate filament-associated protein restin in Hodgkin’s disease and anaplastic large-cell lymphoma. Blood. 1992;80(11):2891–6.PubMed
22.
go back to reference Nakano A, Kato H, Watanabe T, Min KD, Yamazaki S, Asano Y, et al. AMPK controls the speed of microtubule polymerization and directional cell migration through CLIP-170 phosphorylation. Nat Cell Biol. 2010;12(6):583–90. doi:10.1038/ncb2060.PubMedCrossRef Nakano A, Kato H, Watanabe T, Min KD, Yamazaki S, Asano Y, et al. AMPK controls the speed of microtubule polymerization and directional cell migration through CLIP-170 phosphorylation. Nat Cell Biol. 2010;12(6):583–90. doi:10.​1038/​ncb2060.PubMedCrossRef
25.
go back to reference Perrine CL, Ganguli A, Wu P, Bertozzi CR, Fritz TA, Raman J, et al. Glycopeptide-preferring polypeptide GalNAc transferase 10 (ppGalNAc T10), involved in mucin-type O-glycosylation, has a unique GalNAc-O-Ser/Thr-binding site in its catalytic domain not found in ppGalNAc T1 or T2. J Biol Chem. 2009;284(30):20387–97. doi:10.1074/jbc.M109.017236.PubMedCentralPubMedCrossRef Perrine CL, Ganguli A, Wu P, Bertozzi CR, Fritz TA, Raman J, et al. Glycopeptide-preferring polypeptide GalNAc transferase 10 (ppGalNAc T10), involved in mucin-type O-glycosylation, has a unique GalNAc-O-Ser/Thr-binding site in its catalytic domain not found in ppGalNAc T1 or T2. J Biol Chem. 2009;284(30):20387–97. doi:10.​1074/​jbc.​M109.​017236.PubMedCentralPubMedCrossRef
27.
go back to reference Legendre-Guillemin V, Metzler M, Lemaire JF, Philie J, Gan L, Hayden MR, et al. Huntingtin interacting protein 1 (HIP1) regulates clathrin assembly through direct binding to the regulatory region of the clathrin light chain. J Biol Chem. 2005;280(7):6101–8. doi:10.1074/jbc.M408430200.PubMedCrossRef Legendre-Guillemin V, Metzler M, Lemaire JF, Philie J, Gan L, Hayden MR, et al. Huntingtin interacting protein 1 (HIP1) regulates clathrin assembly through direct binding to the regulatory region of the clathrin light chain. J Biol Chem. 2005;280(7):6101–8. doi:10.​1074/​jbc.​M408430200.PubMedCrossRef
28.
go back to reference Maes HH, Neale MC, Eaves LJ. Genetic and environmental factors in relative body weight and human adiposity. Behav Genet. 1997;27(4):325–51.PubMedCrossRef Maes HH, Neale MC, Eaves LJ. Genetic and environmental factors in relative body weight and human adiposity. Behav Genet. 1997;27(4):325–51.PubMedCrossRef
29.
go back to reference Li S, Zhao JH, Luan J, Luben RN, Rodwell SA, Khaw KT, et al. Cumulative effects and predictive value of common obesity-susceptibility variants identified by genome-wide association studies. Am J Clin Nutr. 2010;91(1):184–90. doi:10.3945/ajcn.2009.28403.PubMedCrossRef Li S, Zhao JH, Luan J, Luben RN, Rodwell SA, Khaw KT, et al. Cumulative effects and predictive value of common obesity-susceptibility variants identified by genome-wide association studies. Am J Clin Nutr. 2010;91(1):184–90. doi:10.​3945/​ajcn.​2009.​28403.PubMedCrossRef
Metadata
Title
Physical activity, smoking, and genetic predisposition to obesity in people from Pakistan: the PROMIS study
Authors
Shafqat Ahmad
Wei Zhao
Frida Renström
Asif Rasheed
Maria Samuel
Mozzam Zaidi
Nabi Shah
Nadeem Hayyat Mallick
Khan Shah Zaman
Mohammad Ishaq
Syed Zahed Rasheed
Fazal-ur-Rheman Memon
Bashir Hanif
Muhammad Shakir Lakhani
Faisal Ahmed
Shahana Urooj Kazmi
Philippe Frossard
Paul W. Franks
Danish Saleheen
Publication date
01-12-2015
Publisher
BioMed Central
Published in
BMC Medical Genetics / Issue 1/2015
Electronic ISSN: 1471-2350
DOI
https://doi.org/10.1186/s12881-015-0259-x

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