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Published in: BMC Medical Genetics 1/2018

Open Access 01-12-2018 | Research article

Effect of smoking on the association of HHEX (rs5015480) with diabetes among Korean women and heavy smoking men

Authors: Jae Woong Sull, Tae Yong Lee, Sun Ha Jee

Published in: BMC Medical Genetics | Issue 1/2018

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Abstract

Background

Several genome-wide association studies (GWAS) for serum fasting glucose levels have reported HHEX as possibly causal. The objective of this study was to examine the joint effect of smoking on the association of diabetes with the HHEX rs5015480 polymorphism among Korean subjects.

Methods

This replication study included a total of 4240 individuals, and multivariate linear regression and multiple logistic regression models were used. We examined the combined effect of smoking on the relationship between HHEX rs5015480 and diabetes.

Results

The rs5015480 SNP in the HHEX gene was related to the mean FBS level (effect per allele, 1.572 mg/dL, p = 0.0122). Females with the CC genotype had a 2.68 times higher (range, 1.05–6.82 times) risk of diabetes than those with the TT/TC genotype. Although the association was stronger in female subjects (OR, 4.46; 95% CI, 1.15–17.3, p = 0.0304) among healthy individuals (N = 2461), the association between HHEX and diabetes was much stronger in male heavy smokers (OR, 4.03; 95% CI, 1.19–13.6, p = 0.0247) than in nonsmokers (p = 0.9709) and ex-smokers (p = 0.2399). The interaction of smoking was also statistically significant (P for interaction =0.0182).

Conclusions

This study clearly demonstrates that a genetic variant in HHEX influences fasting glucose levels in Korean women and male heavy smokers.
Literature
1.
go back to reference Unwin N, Shaw J, Zimmet P, Alberti KG. Impaired glucose tolerance and impaired fasting glycaemia: the current status on definition and intervention. Diabet Med. 2002;19(9):708–23.CrossRefPubMed Unwin N, Shaw J, Zimmet P, Alberti KG. Impaired glucose tolerance and impaired fasting glycaemia: the current status on definition and intervention. Diabet Med. 2002;19(9):708–23.CrossRefPubMed
2.
go back to reference Zeggini E, Weedon MN, Lindgren CM, Frayling TM, Elliott KS, Lango H, Timpson NJ, Perry JR, Rayner NW, Freathy RM, Barrett JC, Shields B, Morris AP, Ellard S, Groves CJ, Harries LW, Marchini JL, Owen KR, Knight B, Cardon LR, Walker M, Hitman GA, Morris AD, Doney AS, Wellcome Trust Case Control Consortium (WTCCC), MI MC, Hattersley AT. Replication of genome-wide association signals in UK samples reveals risk loci for type 2 diabetes. Science. 2007;316(5829):1336–41.CrossRefPubMedPubMedCentral Zeggini E, Weedon MN, Lindgren CM, Frayling TM, Elliott KS, Lango H, Timpson NJ, Perry JR, Rayner NW, Freathy RM, Barrett JC, Shields B, Morris AP, Ellard S, Groves CJ, Harries LW, Marchini JL, Owen KR, Knight B, Cardon LR, Walker M, Hitman GA, Morris AD, Doney AS, Wellcome Trust Case Control Consortium (WTCCC), MI MC, Hattersley AT. Replication of genome-wide association signals in UK samples reveals risk loci for type 2 diabetes. Science. 2007;316(5829):1336–41.CrossRefPubMedPubMedCentral
3.
go back to reference Sladek R, Rocheleau G, Rung J, Dina C, Shen L, Serre D, Boutin P, Vincent D, Belisle A, Hadjadj S, Balkau B, Heude B, Charpentier G, Hudson TJ, Montpetit A, Pshezhetsky AV, Prentki M, Posner BI, Balding DJ, Meyre D, Polychronakos C, Froguel P. A genome-wide association study identifies novel risk loci for type 2 diabetes. Nature. 2007;445(7130):881–5.CrossRefPubMed Sladek R, Rocheleau G, Rung J, Dina C, Shen L, Serre D, Boutin P, Vincent D, Belisle A, Hadjadj S, Balkau B, Heude B, Charpentier G, Hudson TJ, Montpetit A, Pshezhetsky AV, Prentki M, Posner BI, Balding DJ, Meyre D, Polychronakos C, Froguel P. A genome-wide association study identifies novel risk loci for type 2 diabetes. Nature. 2007;445(7130):881–5.CrossRefPubMed
4.
go back to reference Dimas AS, Lagou V, Barker A, Knowles JW, Mägi R, Hivert MF, Benazzo A, Rybin D, Jackson AU, Stringham HM, Song C, Fischer-Rosinsky A, Boesgaard TW, Grarup N, Abbasi FA, Assimes TL, Hao K, Yang X, Lecoeur C, Barroso I, Bonnycastle LL, Böttcher Y, Bumpstead S, Chines PS, Erdos MR, Graessler J, Kovacs P, Morken MA, Narisu N, Payne F, Stancakova A, Swift AJ, Tönjes A, Bornstein SR, Cauchi S, Froguel P, Meyre D, Schwarz PE, Häring HU, Smith U, Boehnke M, Bergman RN, Collins FS, Mohlke KL, Tuomilehto J, Quertemous T, Lind L, Hansen T, Pedersen O, Walker M, Pfeiffer AF, Spranger J, Stumvoll M, Meigs JB, Wareham NJ, Kuusisto J, Laakso M, Langenberg C, Dupuis J, Watanabe RM, Florez JC, Ingelsson E, MI MC, Prokopenko I, MAGIC Investigators. Impact of type 2 diabetes susceptibility variants on quantitative glycemic traits reveals mechanistic heterogeneity. Diabetes. 2014 Jun;63(6):2158–71.CrossRefPubMedPubMedCentral Dimas AS, Lagou V, Barker A, Knowles JW, Mägi R, Hivert MF, Benazzo A, Rybin D, Jackson AU, Stringham HM, Song C, Fischer-Rosinsky A, Boesgaard TW, Grarup N, Abbasi FA, Assimes TL, Hao K, Yang X, Lecoeur C, Barroso I, Bonnycastle LL, Böttcher Y, Bumpstead S, Chines PS, Erdos MR, Graessler J, Kovacs P, Morken MA, Narisu N, Payne F, Stancakova A, Swift AJ, Tönjes A, Bornstein SR, Cauchi S, Froguel P, Meyre D, Schwarz PE, Häring HU, Smith U, Boehnke M, Bergman RN, Collins FS, Mohlke KL, Tuomilehto J, Quertemous T, Lind L, Hansen T, Pedersen O, Walker M, Pfeiffer AF, Spranger J, Stumvoll M, Meigs JB, Wareham NJ, Kuusisto J, Laakso M, Langenberg C, Dupuis J, Watanabe RM, Florez JC, Ingelsson E, MI MC, Prokopenko I, MAGIC Investigators. Impact of type 2 diabetes susceptibility variants on quantitative glycemic traits reveals mechanistic heterogeneity. Diabetes. 2014 Jun;63(6):2158–71.CrossRefPubMedPubMedCentral
5.
go back to reference Ali S, Chopra R, Manvati S, Singh YP, Kaul N, Behura A, Mahajan A, Sehajpal P, Gupta S, Dhar MK, Chainy GB, Bhanwer AS, Sharma S, Bamezai RN. Replication of type 2 diabetes candidate genes variations in three geographically unrelated Indian population groups. PLoS One. 2013;8(3):e58881.CrossRefPubMedPubMedCentral Ali S, Chopra R, Manvati S, Singh YP, Kaul N, Behura A, Mahajan A, Sehajpal P, Gupta S, Dhar MK, Chainy GB, Bhanwer AS, Sharma S, Bamezai RN. Replication of type 2 diabetes candidate genes variations in three geographically unrelated Indian population groups. PLoS One. 2013;8(3):e58881.CrossRefPubMedPubMedCentral
6.
go back to reference Votsi C, Toufexis C, Michailidou K, Antoniades A, Skordis N, Karaolis M, Pattichis CS, Christodoulou K. Type 2 diabetes susceptibility in the Greek-Cypriot population: replication of associations with TCF7L2, FTO, HHEX, SLC30A8 and IGF2BP2 polymorphisms. Genes (Basel). 2017;8(1). https://doi.org/10.3390/genes8010016. Votsi C, Toufexis C, Michailidou K, Antoniades A, Skordis N, Karaolis M, Pattichis CS, Christodoulou K. Type 2 diabetes susceptibility in the Greek-Cypriot population: replication of associations with TCF7L2, FTO, HHEX, SLC30A8 and IGF2BP2 polymorphisms. Genes (Basel). 2017;8(1). https://​doi.​org/​10.​3390/​genes8010016.
7.
go back to reference Han X, Luo Y, Ren Q, Zhang X, Wang F, Sun X, Zhou X, Ji L. Implication of genetic variants near SLC30A8, HHEX, CDKAL1, CDKN2A/B, IGF2BP2, FTO, TCF2, KCNQ1, and WFS1 in type 2 diabetes in a Chinese population. BMC Med Genet. 2010;11:81.CrossRefPubMedPubMedCentral Han X, Luo Y, Ren Q, Zhang X, Wang F, Sun X, Zhou X, Ji L. Implication of genetic variants near SLC30A8, HHEX, CDKAL1, CDKN2A/B, IGF2BP2, FTO, TCF2, KCNQ1, and WFS1 in type 2 diabetes in a Chinese population. BMC Med Genet. 2010;11:81.CrossRefPubMedPubMedCentral
8.
go back to reference Zhou DZ, Liu Y, Zhang D, Liu SM, Yu L, Yang YF, Zhao T, Chen Z, Kan MY, Zhang ZF, Feng GY, Xu H, He L. Variations in/nearby genes coding for JAZF1, TSPAN8/LGR5 and HHEX-IDE and risk of type 2 diabetes in Han Chinese. J Hum Genet. 2010;55(12):810–5.CrossRefPubMed Zhou DZ, Liu Y, Zhang D, Liu SM, Yu L, Yang YF, Zhao T, Chen Z, Kan MY, Zhang ZF, Feng GY, Xu H, He L. Variations in/nearby genes coding for JAZF1, TSPAN8/LGR5 and HHEX-IDE and risk of type 2 diabetes in Han Chinese. J Hum Genet. 2010;55(12):810–5.CrossRefPubMed
9.
go back to reference Wu Y, Li H, Loos RJ, Yu Z, Ye X, Chen L, Pan A, Hu FB, Lin X. Common variants in CDKAL1, CDKN2A/B, IGF2BP2, SLC30A8, and HHEX/IDE genes are associated with type 2 diabetes and impaired fasting glucose in a Chinese Han population. Diabetes. 2008;57(10):2834–42.CrossRefPubMedPubMedCentral Wu Y, Li H, Loos RJ, Yu Z, Ye X, Chen L, Pan A, Hu FB, Lin X. Common variants in CDKAL1, CDKN2A/B, IGF2BP2, SLC30A8, and HHEX/IDE genes are associated with type 2 diabetes and impaired fasting glucose in a Chinese Han population. Diabetes. 2008;57(10):2834–42.CrossRefPubMedPubMedCentral
10.
go back to reference Ryoo H, Woo J, Kim Y, Lee C. Heterogeneity of genetic associations of CDKAL1 and HHEX with susceptibility of type 2 diabetes mellitus by gender. Eur J Hum Genet. 2011;19(6):672–5.CrossRefPubMedPubMedCentral Ryoo H, Woo J, Kim Y, Lee C. Heterogeneity of genetic associations of CDKAL1 and HHEX with susceptibility of type 2 diabetes mellitus by gender. Eur J Hum Genet. 2011;19(6):672–5.CrossRefPubMedPubMedCentral
11.
12.
go back to reference Chen G, Xu Y, Lin Y, Lai X, Yao J, Huang B, Chen Z, Huang H, Fu X, Lin L, Lai S, Wen J. Association study of genetic variants of 17 diabetes-related genes/loci and cardiovascular risk and diabetic nephropathy in the Chinese she population. J Diabetes. 2013;5(2):136–45.CrossRefPubMed Chen G, Xu Y, Lin Y, Lai X, Yao J, Huang B, Chen Z, Huang H, Fu X, Lin L, Lai S, Wen J. Association study of genetic variants of 17 diabetes-related genes/loci and cardiovascular risk and diabetic nephropathy in the Chinese she population. J Diabetes. 2013;5(2):136–45.CrossRefPubMed
13.
go back to reference Gupta V, Khadgawat R, Ng HK, Kumar S, Aggarwal A, Rao VR, Sachdeva MP. A validation study of type 2 diabetes-related variants of the TCF7L2, HHEX, KCNJ11, and ADIPOQ genes in one endogamous ethnic group of North India. Ann Hum Genet. 2010;74(4):361–8.CrossRefPubMed Gupta V, Khadgawat R, Ng HK, Kumar S, Aggarwal A, Rao VR, Sachdeva MP. A validation study of type 2 diabetes-related variants of the TCF7L2, HHEX, KCNJ11, and ADIPOQ genes in one endogamous ethnic group of North India. Ann Hum Genet. 2010;74(4):361–8.CrossRefPubMed
14.
go back to reference Estrada-Velasco BI, Cruz M, Madrid-Marina V, Martínez-Nava GA, Gomez-Zamudio J, Burguete-García AI. IRS1, TCF7L2, ADRB1, PPARG, and HHEX polymorphisms associated with atherogenic risk in Mexican population. Biomed Res Int. 2013; https://doi.org/10.1155/2013/394523. Estrada-Velasco BI, Cruz M, Madrid-Marina V, Martínez-Nava GA, Gomez-Zamudio J, Burguete-García AI. IRS1, TCF7L2, ADRB1, PPARG, and HHEX polymorphisms associated with atherogenic risk in Mexican population. Biomed Res Int. 2013; https://​doi.​org/​10.​1155/​2013/​394523.
15.
go back to reference Cho ER, Jee YH, Kim SW, Sull JW. Effect of obesity on the association between MYL2 (rs3782889) and high-density lipoprotein cholesterol among Korean men. J Hum Genet. 2016;61(5):405–9.CrossRefPubMed Cho ER, Jee YH, Kim SW, Sull JW. Effect of obesity on the association between MYL2 (rs3782889) and high-density lipoprotein cholesterol among Korean men. J Hum Genet. 2016;61(5):405–9.CrossRefPubMed
17.
go back to reference Tarnowski M, Malinowski D, Safranow K, Dziedziejko V, Czerewaty M, Pawlik A. Hematopoietically expressed homeobox (HHEX) gene polymorphism (rs5015480) is associated with increased risk of gestational diabetes mellitus. Clin Genet. 2017;91(6):843–8.CrossRefPubMed Tarnowski M, Malinowski D, Safranow K, Dziedziejko V, Czerewaty M, Pawlik A. Hematopoietically expressed homeobox (HHEX) gene polymorphism (rs5015480) is associated with increased risk of gestational diabetes mellitus. Clin Genet. 2017;91(6):843–8.CrossRefPubMed
18.
go back to reference Jee SH, Foong AW, Hur NW, Samet JM. Smoking and risk for diabetes incidence and mortality in Korean men and women. Diabetes Care. 2010;33(12):2567–72.CrossRefPubMedPubMedCentral Jee SH, Foong AW, Hur NW, Samet JM. Smoking and risk for diabetes incidence and mortality in Korean men and women. Diabetes Care. 2010;33(12):2567–72.CrossRefPubMedPubMedCentral
20.
go back to reference Lyssenko V, Jonsson A, Almgren P, Pulizzi N, Isomaa B, Tuomi T, Berglund G, Altshuler D, Nilsson P, Groop L. Clinical risk factors, DNA variants, and the development of type 2 diabetes. N Engl J Med. 2008;359(21):2220–32.CrossRefPubMed Lyssenko V, Jonsson A, Almgren P, Pulizzi N, Isomaa B, Tuomi T, Berglund G, Altshuler D, Nilsson P, Groop L. Clinical risk factors, DNA variants, and the development of type 2 diabetes. N Engl J Med. 2008;359(21):2220–32.CrossRefPubMed
21.
go back to reference Kim HS, Ro YJ, Kim NC, Yoo YS, Young JS, Oh JA. Prevalence and risk factors for diabetes mellitus and impaired fasting glucose of adults. J Korean Acad Nurs. 2000;30(6):1479–87.CrossRef Kim HS, Ro YJ, Kim NC, Yoo YS, Young JS, Oh JA. Prevalence and risk factors for diabetes mellitus and impaired fasting glucose of adults. J Korean Acad Nurs. 2000;30(6):1479–87.CrossRef
22.
go back to reference Li L, Gao K, Zhao J, Feng T, Yin L, Wang J, Wang C, Li C, Wang Y, Wang Q, Zhai Y, You H, Ren Y, Wang B, Hu D. Glucagon gene polymorphism modifies the effects of smoking and physical activity on risk of type 2 diabetes mellitus in Han Chinese. Gene. 2014;534(2):352–5.CrossRefPubMed Li L, Gao K, Zhao J, Feng T, Yin L, Wang J, Wang C, Li C, Wang Y, Wang Q, Zhai Y, You H, Ren Y, Wang B, Hu D. Glucagon gene polymorphism modifies the effects of smoking and physical activity on risk of type 2 diabetes mellitus in Han Chinese. Gene. 2014;534(2):352–5.CrossRefPubMed
23.
go back to reference Ma X, Zhang J, Deng R, Ding S, Gu N, Guo X. Synergistic effect of smoking with genetic variants in the AMPKα1 gene on the risk of coronary artery disease in type 2 diabetes. Diabetes Metab Res Rev. 2014;30(6):483–8.CrossRefPubMed Ma X, Zhang J, Deng R, Ding S, Gu N, Guo X. Synergistic effect of smoking with genetic variants in the AMPKα1 gene on the risk of coronary artery disease in type 2 diabetes. Diabetes Metab Res Rev. 2014;30(6):483–8.CrossRefPubMed
24.
go back to reference Ahmad S, Zhao W, Renström F, Rasheed A, Samuel M, Zaidi M, Shah N, Mallick NH, Zaman KS, Ishaq M, Rasheed SZ, Memon FU, Hanif B, Lakhani MS, Ahmed F, Kazmi SU, Frossard P, Franks PW, Saleheen D. Physical activity, smoking, and genetic predisposition to obesity in people from Pakistan: the PROMIS study. BMC Med Genet. 2015; https://doi.org/10.1186/s12881-015-0259-x. Ahmad S, Zhao W, Renström F, Rasheed A, Samuel M, Zaidi M, Shah N, Mallick NH, Zaman KS, Ishaq M, Rasheed SZ, Memon FU, Hanif B, Lakhani MS, Ahmed F, Kazmi SU, Frossard P, Franks PW, Saleheen D. Physical activity, smoking, and genetic predisposition to obesity in people from Pakistan: the PROMIS study. BMC Med Genet. 2015; https://​doi.​org/​10.​1186/​s12881-015-0259-x.
25.
go back to reference Tanaka T, Inazu T, Yamada K, Myint Z, Keng VW, Inoue Y, Taniguchi N, Noguchi T. cDNA cloning and expression of rat homeobox gene, hex, and functional characterization of the protein. Biochem J. 1999;339(Pt 1):111–7.CrossRefPubMedPubMedCentral Tanaka T, Inazu T, Yamada K, Myint Z, Keng VW, Inoue Y, Taniguchi N, Noguchi T. cDNA cloning and expression of rat homeobox gene, hex, and functional characterization of the protein. Biochem J. 1999;339(Pt 1):111–7.CrossRefPubMedPubMedCentral
26.
go back to reference Kwon S, Lee JS. Study on relationship between milk intake and prevalence rates of chronic diseases in adults based on 5th and 6th Korea National Health and nutrition examination survey data. J Nutr Health. 2017;50(2):158–70.CrossRef Kwon S, Lee JS. Study on relationship between milk intake and prevalence rates of chronic diseases in adults based on 5th and 6th Korea National Health and nutrition examination survey data. J Nutr Health. 2017;50(2):158–70.CrossRef
27.
go back to reference Sung HJ, Jung MK, Eom Y, Lee J, Sull JW, Jee SH. Effects of MTNR1B variants on fasting glucose levels in a Korean population. Genes Genomics. 2012;34:103–6.CrossRef Sung HJ, Jung MK, Eom Y, Lee J, Sull JW, Jee SH. Effects of MTNR1B variants on fasting glucose levels in a Korean population. Genes Genomics. 2012;34:103–6.CrossRef
Metadata
Title
Effect of smoking on the association of HHEX (rs5015480) with diabetes among Korean women and heavy smoking men
Authors
Jae Woong Sull
Tae Yong Lee
Sun Ha Jee
Publication date
01-12-2018
Publisher
BioMed Central
Published in
BMC Medical Genetics / Issue 1/2018
Electronic ISSN: 1471-2350
DOI
https://doi.org/10.1186/s12881-018-0582-0

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