Abstract
Axillary osmidrosis (AO) is a common condition characterized by an offensive odor arising from apocrine gland secretions in the axillae that socially and psychologically impairs affected individuals. The exact aetiology of AO is still not fully understood, but genetic factors have been suggested to play an important role. Recently, a single nucleotide polymorphism (SNP) rs17822931 in the ABCC11 gene located on human chromosome 16q12.1 has been shown to be associated with AO. In this study, we genotyped rs17822931 in two independent samples of Chinese Hans including 93 AO individuals vs 95 controls and 81 AO individuals vs 106 controls by using SNaPshot Multiplex Kit. We confirmed the association for ABCC11 gene, showing that rs17822931-G was significantly associated with increased risk for AO (Pcombined = 1.42E-21, OR = 83.94, 95% CI = 83.03–84.85). We also found rs17822931 was associated with subphenotypes of AO. AO individuals carrying the risk allele G are more likely to show wet earwax (P = 2.40E-05), higher frequency of family history (P = 1.04E-02) and early age of onset (P = 3.81E-02). Our study concluded that the association of rs17822931 in the ABCC11 gene with AO was replicated in Chinese Han population.
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Introduction
Axillary Osmidrosis (AO) is known as a chronic skin condition characterized by strong body odor from the armpits resulting from excessive secretions of apocrine glands in the axilla that are converted to odoriferous compounds by bacteria. The symptoms of AO generally develop around puberty and tend to be more prevalent in people of African descent as well as European populations1. It does not affect physical health, but can be annoying and distressing, and can cause considerable personal and social embarrassment to persons, especially in Asian countries where individuals with strong body odor comprise a minor population2.
It has been evident that axillary odor is due to the biotransformation of odourless secretions into volatile odorous molecules by cutaneous microorganisms. However, the exact mechanism of AO is complex and still not fully understood. Interestingly, the effect of genetic factors has also been suggested to play an important role in the development of AO3. It has been reported about 94% of AO cases have family history, and some showed autosomal dominant pattern of inheritance4. Recently, strong evidence has discovered showing that a nonsynonymous coding variant rs17822931(538G > A) in exon 4 of ABCC11 gene, which was originally identified as a genetic determinant of human earwax type5, is strongly associated with AO development6,7. ABCC11, also known as multidrug resistance associated protein 8 (MRP8), is a member of the human ABC transporter gene family. It is expressed in apocrine glands, and may have a key function in the secretion of odorants and their precursors8,9. Subsequent studies revealed that individuals carrying rs17822931-G allele have a very high risk for developing AO in multiple populations6,7,8. However, the association of rs17822931 with AO remains to be confirmed in Chinese population. Rs17822931-G was first shown to co-segregate with the AO phenotype in a single Chinese pedigree with 9 AO individuals10. In a subsequent study11, rs17822931 was genotyped in 40 AO cases and 5 normal controls, but the association of rs17822931 could not be properly evaluated due to the insufficient number of controls analyzed.
In the current study, we tested the association of rs17822931 in a large Chinese AO cohort consisting of two independent samples. Our study has not only confirmed the previously reported association with robust evidence, but also revealed the association of rs17822931 with the clinical phenotypes of AO in Chinese population.
Results
Characteristics of Study Subjects
Two independent samples, consisting of a total of 174 AO individuals (range from 17 to 64 years) and 201 controls (range from 18 to 88 years), were investigated. The distribution of cases and controls according to age, gender and the characteristics of earwax type, age of onset and family history information for the cases were summarized in Table 1. The cases (average age = 25.82 ± 7.79 years) were younger than the controls (average age = 43.33 ± 15.54 years), and a moderate difference in gender ratio was also observed between the cases (62.1% being females) and controls (53.2% being females). Positive family history was observed in 77.59% (135/174) of the AO individuals. 91.38% (159/174) of the AO individuals had wet-type earwax, which is consistent with the reported association between axillary odor and the wet-type earwax.
Association of AO with SNP rs17822931
The results of the association analysis of rs17822931 in the two independent samples were summarized in Table 2. The genotypes of rs17822931 was in Hardy–Weinberg equilibrium in the controls (Pcontrol = 0.42 in all the controls). Because the gender and age were not fully matched between the cases and controls, all the association analyses were performed by adjustment for gender and age. We found consistent significant association of this SNP with AO between the sample 1 (P = 2.49E-14, OR = 59.74, 95% CI = 20.87–171) and sample 2 (P = 4.20E-09, OR = 231.4, 95% CI = 37.65–1422) without any evidence for heterogeneity. Then we performed the meta-analysis of the combined two independent samples. Rs17822931-G showed highly significant association in the combined samples of 174 cases and 201 controls (P = 1.42E-21, OR = 83.94, 95% CI = 83.03–84.85). In addition, we also evaluated the performance of risk prediction by the SNP rs17822931, and the AUC value is 0.918.
Stratified association analysis by clinical subtypes
We also performed the association analysis of the SNP rs17822931 by stratifying AO individuals into clinical subtypes according to earwax type, age of onset and family history. The stratified association results were summarized in Table 3. Rs17822931-G showed significantly stronger risk effect in cases with wet earwax than the ones with dry earwax (OR = 143.80 vs 7.58, P = 2.40E-05), cases with positive family history than the ones without family history (OR = 195.10 vs 18.14, P = 1.04E-02), and cases with early-onset AO (≤14 years) than the ones with late-onset AO (OR = 123.40 vs 55.26, P = 3.81E-02).
Discussion
In this study, we have confirmed the previously reported association between AO and rs17822931 in ABCC11 with robust and conclusive evidence in Chinese population. In addition, our study has also shown the association of rs17822931 with earwax type, family history and age of onset. While the association with earwax type in AO individuals is well expected, the current study is the first to demonstrate the genetic effect of rs17822931 in the AO individuals on positive family history and early onset-set of AO.
Rs17822931 in the ABCC11 gene was first demonstrated to be the genetic determinant of human earwax type5, which has been viewed as a landmark discovery, representing the first example of DNA polymorphism determining a visible phenotypic trait. Given the long recognized strong association of AO with wet earwax, the association of rs17822931 with AO was suspected and later confirmed by multiple studies. And subsequent molecular studies has further demonstrated the strong impact of this SNP on the protein expression level and function of ABCC117,8,12. It has been showed that ABCC11 encodes an protein component of apical efflux pump and plays an important role in the secretion of key body odorants ((E)-3-methyl-2-hexenoic acid (E-3M2H), 3-methyl-3-sulfanylhexanol (3M3SH) and 3-hydroxy-3-methyl-hexanoic acid(HMHA)) and their precursors (the amino-acid conjugates 3M2H–Gln, HMHA—Gln, and Cys–Gly–(S) 3M3SH) from apocrine sweat glands8,13. While the GG and GA genotypes of this SNP were found to be associated with high levels of the odorants and their amino acid conjugates in axillary extracts, the AA genotype was found to be associated with a near-complete loss of these malodorants and precursors. Rodriguez et al. analyzed the association between rs17822931 and deodorant usage from a large population (~17000 individuals) and showed that AA genotypes were almost 5-fold overrepresented in individuals who never use deodorant or use it infrequently14. Recently, Prigge et al.15 examined axillary odorants among 30 male individuals of African-American, Caucasian and East Asian with respect to their ABCC11 genotype, and confirmed that they all produce measurable amounts of the same axillary odorants but East Asians with TT homozygotes (described as AA genotype in current study) produce significantly less of the characteristic axillary odorants, suggesting that key characteristic axillary odorants do not strictly vary with ABCC11 genotype. It has also been suggested that the sources that contribute to axillary odor are diverse and complex16,17, and previous studies have identified several other proteins, such as Apolipoprotein D (ApoD)18 and γ-glutamyl-transferase (GGT1)13, that are involved in transportation and metabolic processes of characteristic axillary odorants. Taking together, these findings suggested that there are other biochemical pathways (beyond ABCC11) involved in the regulation of transport and/or release of volatile odorants in the axilla.
Interestingly, the genotypes of rs17822931 showed a strong deviation from HWE in the AO cases with most of the cases to be heterozygous. The allele frequency of rs17822931 observed in our samples is consistent with the previously published frequency in Chinese population (Supplementary Table S1). Giving that our cases and control samples were genotyped together, and the genotypes of the SNP in the controls did not show any evidence of deviation from HWE (Pcontrol = 0.42), the excessive heterozygosity observed in the cases is unlikely due to poor genotyping analysis. In addition, the similar excessive heterozygosity of the SNP in the AO cases has also been observed in previous studies (Supplementary Table S2) and is therefore biological. It has been long recognized that this variant shows tremendous frequency diversity across world populations and has been suggested to be under strong selection19,20. From the HapMap and ALFRED (The allele frequency database) data, while G allele shows higher frequency in European and African (70–100%) populations, the A allele is more frequent in East Asians (70–100%), particularly in China and Korea. The excessive heterozygosity observed in AO individuals is probably due to the effect of selection, particularly nonrandom mating against AO phenotype. However, the mechanism remains to be elucidated.
In summary, our study has provided conclusive evidence for the association of rs17822931 in the ABCC11 with the susceptibility of AO in the Chinese Han population. In addition, our study has also demonstrated the association of rs17822931 with the clinical phenotypes of AO. Our findings have advanced understanding on the genetic predisposition to AO, although further studies are needed to show molecular mechanism for this functional variant to cause the development of AO.
Methods
Study Subjects
All subjects were collected from the Department of plastic Surgery and Department of Dermatology at Second Affiliated Hospital of Zhejiang University School of Medicine at Hangzhou, Zhejiang, China. All cases and controls were unrelated individuals of Han Chinese ethnicity by self-report. The diagnosis of AO was made on presenting typical symptoms of axillary odor and receiving surgery in the clinics to remove axillary apocrine glands. Clinical information including age, gender, age of onset, family history, earwax type was recorded from the cases through a full medical check-up. A total of 201 controls without AO were recruited from health examination center simultaneously. All the participants were collected with written informed consent, and the study protocol was approved by the Ethics Committee of Zhejiang University School of Medicine and was conducted according to the Declaration of Helsinki Principles.
DNA isolation and genotyping
Genomic DNA of each sample was extracted from peripheral blood leukocytes using FlexiGene DNA kits (Qiagen, Germany). SNP rs17822931 was genotyped by SnaPshot Multiplex Kit (Applied Biosystems Co., USA). All procedures were performed according to the manufacturer’s instructions. The primers used were as follows:rs17822931_Forward:ACGTTGGATGACAAGGTTGATTTTCGATGC, rs17822931_Reverse: ACGTTGGATGAGTTCCATCGCTAAACCTCT.
Statistical analyses
Association analysis was performed by using logistic regression additive model with gender and age as covariates in PLINK v1.0721. The joint analysis of the two independent samples was performed using an inverse variance meta-analysis assuming fixed-effects, with a Cochran’s Q test and I2 to assess between-study heterogeneity. Hardy-Weinberg proportion was tested in control samples to ensure genotyping quality and passed the test with P values > 0.05. The association of clinical phenotypic traits was analyzed by comparing cases with/without a certain sub-phenotype with controls using logistic additive regression model with gender and age as covariates. We also performed case-only analysis to examine the significance of the differential risk effects of the SNP on the subtypes of AO.
To evaluate the power of SNP for predicting susceptibility risk, we calculate the AUC (area under the ROC curve) value of prediction for the SNP by using additive model with age and gender as covariates. Specifically, the prediction of risk allele is computed from the multiplication of beta = ln(OR) score from the prediction logistic model with the number of risk alleles in each sample. The AUC score is computed from R package “ROCR”.
Additional Information
How to cite this article: Ren, Y. et al. A missense variant of the ABCC11 gene is associated with Axillary Osmidrosis susceptibility and clinical phenotypes in the Chinese Han Population. Sci. Rep. 7, 46335; doi: 10.1038/srep46335 (2017).
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References
Goldsmith, L. A. et al. Fitzpatrick’s Dermatology in General Medicine. 8 edn, Vol. 1 948 (McGraw-Hill, 2012).
Toyoda, Y., Gomi, T., Nakagawa, H., Nagakura, M. & Ishikawa, T. Diagnosis of Human Axillary Osmidrosis by Genotyping of the Human ABCC11 Gene: Clinical Practice and Basic Scientific Evidence. Biomed Res Int 2016, 7670483 (2016).
Penn, D. J. et al. Individual and gender fingerprints in human body odour. J R Soc Interface 4, 331–340 (2007).
Yoo, W. M. et al. Endoscopy-assisted ultrasonic surgical aspiration of axillary osmidrosis: a retrospective review of 896 consecutive patients from 1998 to 2004. J Plast Reconstr Aesthet Surg 59, 978–982 (2006).
Yoshiura, K. et al. A SNP in the ABCC11 gene is the determinant of human earwax type. Nat Genet 38, 324–330 (2006).
Inoue, Y. et al. Correlation of axillary osmidrosis to a SNP in the ABCC11 gene determined by the Smart Amplification Process (SmartAmp) method. J Plast Reconstr Aesthet Surg 63, 1369–1374 (2010).
Nakano, M., Miwa, N., Hirano, A., Yoshiura, K. & Niikawa, N. A strong association of axillary osmidrosis with the wet earwax type determined by genotyping of the ABCC11 gene. BMC Genet 10, 42 (2009).
Martin, A. et al. A functional ABCC11 allele is essential in the biochemical formation of human axillary odor. J Invest Dermatol 130, 529–540 (2010).
Preti, G. & Leyden, J. J. Genetic influences on human body odor: from genes to the axillae. J Invest Dermatol 130, 344–346 (2010).
Shang, D., Zhang, X., Sun, M., Wei, Y. & Wen, Y. Strong association of the SNP rs17822931 with wet earwax and bromhidrosis in a Chinese family. J Genet 92, 289–291 (2013).
Sun, Y., Long, J. & Wang, Y. Correlation between ABCC11 gene single nucleotide polymorphism and the incidence of axillary osmidrosis in Chinese Han population. Zhong Nan Da Xue Xue Bao Yi Xue Ban 38, 1141–1145 (2013).
Harker, M. et al. Functional characterisation of a SNP in the ABCC11 allele - effects on axillary skin metabolism, odour generation and associated behaviours. J Dermatol Sci 73, 23–30 (2014).
Baumann, T. et al. Glutathione-conjugated sulfanylalkanols are substrates for ABCC11 and gamma-glutamyl transferase 1: a potential new pathway for the formation of odorant precursors in the apocrine sweat gland. Exp Dermatol 23, 247–252 (2014).
Rodriguez, S., Steer, C. D., Farrow, A., Golding, J. & Day, I. N. Dependence of deodorant usage on ABCC11 genotype: scope for personalized genetics in personal hygiene. J Invest Dermatol 133, 1760–1767 (2013).
Prokop-Prigge, K. A., Greene, K., Varallo, L., Wysocki, C. J. & Preti, G. The Effect of Ethnicity on Human Axillary Odorant Production. J Chem Ecol 42, 33–39 (2016).
Zeng, X. N. et al. An investigation of human apocrine gland secretion for axillary odor precursors. J Chem Ecol 18, 1039–1055 (1992).
Zeng, X. N., Leyden, J. J., Spielman, A. I. & Preti, G. Analysis of characteristic human female axillary odors: Qualitative comparison to males. J Chem Ecol 22, 237–257 (1996).
Zeng, C. et al. A human axillary odorant is carried by apolipoprotein D. Proc Natl Acad Sci USA 93, 6626–6630 (1996).
International HapMap, C. A haplotype map of the human genome. Nature 437, 1299–1320 (2005).
Ohashi, J., Naka, I. & Tsuchiya, N. The impact of natural selection on an ABCC11 SNP determining earwax type. Mol Biol Evol 28, 849–857 (2011).
Purcell, S. et al. PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet 81, 559–575 (2007).
Acknowledgements
We are most grateful to all the individuals who participated in this study. We also would like to thank Houfeng Zheng and Pianpian Zhao for their assistance in data analysis and manuscript preparation. This study was funded by the National Natural Science Foundation of China (81301654, 81573040 and 81401934), Zhejiang Provincial Natural Science Foundation of China (LY15H110002) and the Foundation of Education Department of Zhejiang Province (Y201328265).
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Y.R., D.X. conceived and designed the experiments. L.L., J.C., S.C. and D.X. conducted sample recruitment and quality control. J.W., K.W. and J.Z. performed the experiments. W.L. and Y.R. undertook data processing and statistical analysis. Y.R. and J.L. worte the paper, and J.L., D.X., L.L. and M.Z. were involved in the revision of the manuscript. All authors contributed to and approved the final manuscript.
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Ren, Y., Liu, W., Chen, J. et al. A missense variant of the ABCC11 gene is associated with Axillary Osmidrosis susceptibility and clinical phenotypes in the Chinese Han Population. Sci Rep 7, 46335 (2017). https://doi.org/10.1038/srep46335
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DOI: https://doi.org/10.1038/srep46335
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