Abstract
We genotyped 2 SNPs (rs3790844 T/C and rs3790843 G/A) in the NR5A2 gene that were identified in a genome-wide association study (GWAS) of pancreatic cancer in populations of mainly European ancestry and we examined their associations with pancreatic cancer risk in a case-control study of 360 patients and 400 control subjects in Japan. Unconditional logistic regression models were used to estimate odds ratios (ORs) and 95% confidence intervals (CIs). The SNPs were in linkage disequilibrium (r2 = 0.80). For rs3790843, the multivariable-adjusted OR was 0.75 (95% CI: 0.41–1.36) and 0.60 (95%CI: 0.33–1.08) for subjects with the AG and AA genotype, respectively, compared to subjects with the GG genotype. The per allele OR was 0.78 (0.62–0.99) (P = 0.046). For rs3790844, the multivariable-adjusted OR was 0.65 (95% CI: 0.37–1.14) and 0.47 (95%CI: 0.27–0.83) for subjects with the CT and CC genotype, respectively, compared to subjects with the TT genotype. The per allele OR was 0.70 (0.56–0.89) (P = 0.003). Our case-control study found that rs3790843 and rs3790844 in the NR5A2 gene are associated with pancreatic cancer risk in Japanese subjects. The direction of association is consistent with the prior findings from GWASs.
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Introduction
Pancreatic cancer is the fifth leading cause of cancer death in Japan, accounting for approximately 30,000 deaths annually. The incidence and mortality have shown an increasing trend over the past decades1. Pancreatic cancer is often diagnosed at an advanced stage and rapidly fatal, with a 5 year survival rate of less than 10%2. Much is still unknown about the etiology of pancreatic cancer. Although smoking and longstanding diabetes are two well-established risk factors, they accounted for only a small proportion of pancreatic cancer3. The role of genetic influences is important, with increasing evidence supporting the notion that common genetic variants in multiple genes may act collectively to confer susceptibility to pancreatic cancer4.
Genome-wide association studies (GWASs) are a powerful, hypothesis-free approach that can identify inherited genetic variations associated with human traits and disease risk5. Since their inception, GWASs have illuminated novel pathways involved in the development and progression of various cancer types6. For pancreatic cancer, 5 GWASs conducted in populations of European, Japanese and Chinese ancestry have reported 17 loci associated with increased susceptibility7,8,9,10,11. The first GWAS for pancreatic cancer identified common risk variants that map to the first intron of the ABO gene on chromosome 9q34.27, corroborating earlier epidemiologic findings showing a lower risk among individuals with blood group O than those with blood group A or B12,13. The association of ABO loci with pancreatic cancer has been robustly replicated in subsequent studies of diverse ethnic populations12,14,15,16, including Chinese12 and Japanese populations15. In the second GWAS for pancreatic cancer, three loci, on chromosomes 13q22.1, 1q32.1 and 5p15.33, were found to be associated with pancreatic cancer susceptibility8. Of the 5 highly significant single nucleotide polymorphisms (SNPs) on 1q32.1 that map to NR5A2, rs3790844 showed the strongest association with pancreatic cancer, with a per-allele OR of 0.77 (95% CI: 0.71–0.84). rs3790843 was highly correlated with rs3790844 in the Pancreatic Cancer Consortium (PanScan) European controls (r2 = 0.59)8. NR5A2 encodes a nuclear receptor of the fushi tarazu subfamily and is involved in development and cholesterol and bile-acid homeostasis17. It is notable that two recent function studies have highlighted a crucial role of NR5A2 in the homeostasis of pancreatic acinar differentiation and in inflammation18,19. A subsequent GWAS reported additional loci that associated with risk of pancreatic cancer; however, the function of the identified variants needed to be defined in further studies9,10,11.
Efforts are underway to replicate GWASs-identified SNPs in different ethnic populations12,14,15,16,20,21,22,23. Although rs3790843 and rs3790844 in the NR5A2 gene have been replicated in a previous study involving subjects of mainly European ancestry21, it remains unclear whether these 2 SNPs are also associated with pancreatic cancer risk in Asian populations. Given the possible differences in minor allele frequency and pattern of linkage disequilibrium between Asian and Western populations, genetic susceptibility to pancreatic cancer may vary. We therefore examined the association between 2 SNPs (rs3790843 and rs3790844) in the NR5A2 gene and the risk of pancreatic cancer using data collected from a genetic case-control association study of Japanese subjects.
Results
The distribution of genotypes among the control subjects did not deviate from HWE (P = 0.64 for rs3790843 and P = 0.54 for rs3790844). Table 1 shows the selected characteristics of the cases and control subjects. The mean age was 67.8 ± 8.8 years for the cases and 64.8 ± 9.5 years for the control subjects. The proportion of subjects who had a history of diabetes was higher in the cases than in the control subjects (24.1% versus 8.7%, respectively). The current smokers represented 59.7% in the cases and 49.5% in the control subjects. The proportion of case patients with tumor stage I, II, III and IV was 4.2%, 15.0%, 21.4% and 58.3%, respectively. The majority of case patients were diagnosed at an advanced stage.
The association between rs3790843 or rs3790844 in the NR5A2 gene and risk of pancreatic cancer is shown in Table 2. For rs3790843, the subjects with an AA genotype had a decreased risk, with a multivariable-adjusted OR of 0.60 (95% CI: 0.27–1.08). The per allele OR was 0.78 (95% CI: 0.62–0.99) (P = 0.046). rs3790844 was significantly associated with pancreatic cancer risk; the OR was 0.47 (95% CI: 0.27–0.83) for the subjects with a CC genotype compared with the subjects with a TT genotype. The per allele OR was 0.70 (95% CI: 0.56–0.89) (P = 0.003). Table 3 shows the associations between two SNPs and risk of pancreatic cancer according to BMI. For 3790843, in either group, the AA genotype was associated with a decreased risk compared with the GG genotype. For rs3790844, in either group, the CC genotype was associated with a decreased risk compared with the TT genotype.
False positive report probability (FPRP) was calculated to assess whether significant findings were “noteworthy”. Results of FPRP calculations based on different prior probability and ORs were provided in Tables S1 and S2 as Supplementary information. For rs3790844, the obtained FPRP value was 0.06 if the prespecified FPRP value was set at 0.2 and the prior probability at 0.1 (Table S1). For rs3790843, the obtained FPRP value was 0.47 if the prespecified FPRP value was set at 0.2 and the prior probability at 0.1 (Table S2). These findings suggested that the positive result for rs3790844 was more “noteworthy”.
Discussion
In this genetic case-control association study, we genotyped 2 GWASs-identified SNPs (rs3790843 and rs3790844) in the NR5A2 gene and examined their association with pancreatic cancer risk. We found that they were also associated with pancreatic cancer risk in these Japanese subjects. The calculation of FPRP showed that significant findings on these two SNPs were noteworthy. Furthermore, BMI did not modify the association between two SNPs and pancreatic cancer risk.
The replication of GWAS-identified SNPs in populations of non-European ancestry is important because successful replication can increase the credibility of the original association; however, studies replicating GWASs-identified variants across populations have yielded mixed results. For example, a previous study involving individuals of European ancestry successfully replicated the major loci reported in the original GWAS involving individuals of European ancestry, whereas it failed to replicate the association of pancreatic cancer with 7 GWASs-identified SNPs in two Asian populations22. Two previous studies have addressed the association between NR5A2 genetic variants and pancreatic cancer risk21,22, but the results were not entirely consistent. One case-control study examined genetic variants and pancreatic cancer risk in populations of mainly non-Hispanic whites in the United States and replicated three SNPs (rs3790843, rs3790844 and rs12029406) that were identified in the original GWAS21. For all three SNPs, the minor homozygotes were associated with a decreased risk of developing pancreatic cancer compared with the major homozygotes. By contrast, the other case-control study involving European populations did not show a significant association between rs3790844 and pancreatic cancer risk22 but found that rs12029406 in the NR5A2 gene was associated with pancreatic cancer prognosis. Possible reasons for the inconsistent findings in replicating GWASs-identified SNPs include the differences in allele frequencies and patterns of linkage disequilibrium (LD) or hidden effects of gene-gene or gene-environment interaction across populations24. It is notable that we found a marked allele-frequency difference in rs3790844 between European and Japanese populations; the minor allele C of rs3790844 among the control subjects in the original GWAS was 0.24, whereas it was 0.73 in this study. Despite the allele-frequency differences, the association observed in this study was in the same direction with that observed in the original GWAS and the per-allele was comparable between our study and the original GWAS (0.70 versus 0.77); however, whether the allele-frequency differences are due to genetic drift or natural selection remains to be elucidated. As for patterns of linkage disequilibrium, the r2 was 0.80 between rs3790843 and rs3790844 in our samples, which was higher compared with that (r2 = 0.59) reported in the prior GWAS8.
Because there has been evidence showing that obesity-related FTO gene variants were associated with pancreatic cancer only in overweight people21, we conducted additional analyses examining a possible effect modification by BMI. Our findings suggested that BMI did not modify the association between rs3790844 and pancreatic cancer risk.
The SNP rs3790844 is located in the first intron of the NR5A2 gene, which encodes a nuclear receptor that participates in a wide range of developmental processes17. In addition, NR5A2 regulates cholesterol, fatty acids and bile acid homeostasis17. Available evidence suggested that alterations in NR5A2 function might promote pancreatic carcinogenesis18,19. A recent study showed that NR5A2 plays a critical role in maintaining acinar cell differentiation18. Loss of acinar NR5A2 was found to accelerate the development of oncogenic Kras driven acinar to ductal metaplasia and pancreatic cancer precursor lesions18. Because rs3790844 is located in a non-coding region, how the variations at this location influence NR5A2 gene function or expression level is not clear. Future studies will be required to address this issue.
Our study has several limitations. First, our sample size was relatively small, although we were able to replicate the GWAS-identified SNP in this study. Another limitation inherent in a case-control study is that the selection of control subjects is prone to bias; however, bias due to control selection is generally not a problem for genetic case-control association studies. Instead, population stratification, which relates to the ethnic origin of cases and controls, is a major issue worth addressing because it can cause spurious association25. A previous study of Japanese population structure has clearly demonstrated that most Japanese individuals fall into two clusters: the Hondo cluster and the Ryukyu cluster. The vast majority of subjects in our study belong to the Hondo cluster, so we consider that population stratification may not be a problem. In addition, the allele frequencies (C: 0.73; T: 0.27) observed in our control subjects were similar to those (C: 0.65; T: 0.33) reported for Japanese subjects in the HapMap Project (accessed athttp:// www.ncbi.nlm.nih.gov/projects/SNP/snp_ref.cgi?rs=3790844), suggesting that the selection of control subjects did not seriously bias the study results. Third, we focused on only 2 SNPs in the NR5A2 gene and therefore other SNPs in this gene and other GWASs-identified SNPs remain to be replicated.
In conclusion, our case-control study found that rs3790844 in the NR5A2 gene is associated with pancreatic cancer risk in Japanese subjects. Further exploration of genetic variation in the NR5A2 gene and its effects on gene function could improve our understanding of pancreatic cancer pathogenesis and contribute to identifying high-risk individuals.
Materials and Methods
Study subjects
In this genetic case-control association study, the cases and control subjects were recruited through five participating hospitals from April 1, 2010, through May 15, 2012. The cases were eligible if they had been diagnosed with pancreatic cancer during the study period. The diagnosis was made on the basis of imaging modalities and pathology reports (if available) were reviewed for final diagnosis. Patients were excluded if they had received chemotherapy for pancreatic cancer prior to entry into the study. The control subjects were ascertained from inpatients and outpatients at each participating hospital, as well as from individuals who underwent medical checkups at one of the participating hospitals. All of the control subjects had no history of cancer. The response rate was 85% for cases and 98% for control subjects. The control subjects were frequency matched to the case patients on sex and age (within 10-year categories). As a result, 360 case patients and 400 control subjects were included in the present analysis. Approximately 90% of tumors were histologically confirmed and all tumors were adenocarcinomas. We obtained written informed consent from all of the study subjects. The Ethics Board of Aichi Medical University and the Institutional Review Board of each participating hospital approved this study. All experiments were performed in accordance with the approved guidelines.
Data collection
We used a self-administered questionnaire to collect data on demographic characteristics, medical history and lifestyle factors, including smoking and drinking. After giving written informed consent, the subjects provided a 7 mL venous blood sample. Genomic DNA was extracted at SRL Hachioji Laboratory using the same protocol for cases and controls. DNA samples were then stored at −30 °C until analysis.
Genotyping assays
We selected rs3790843 and rs3790844 for genotyping because they are among the top hits in the prior GWAS. All genotyping was performed using Fluidigm SNPtype assays at the laboratory of the Aichi Cancer Center Research Institute, Nagoya, Japan. To avoid potential batch effect, the genotyping was conducted within a short period of time and there were no personnel changes. In addition, case and control samples were randomly distributed in different batches and the laboratory staff members were blinded to the case or control status. Four quality control samples (negative control and positive controls for major homozygote, heterozygote and minor homozygote) were included in each assay and the successful genotyping rate was 100%.
Statistical analysis
A chi-square test was used to test the Hardy-Weinberg equilibrium (HWE) in the control subjects. Because the biological function of most SNPs has not been clearly defined, a co-dominant genomic model was assumed for SNP effects. The major allele for rs3790843 and rs3790844, which was reported in the original GWAS, served as the reference group in this study. Unconditional logistic regression models were used to estimate odds ratios (ORs) and 95% confidence intervals (CIs) for the associations between genotypes and pancreatic cancer risk. Both the crude and multivariable-adjusted ORs were presented. The multivariable model included age (continuous), sex (male or female), BMI (<20, 20–22.4, 22.5–24.9, or ≧25.0) and cigarette smoking (current, former, or never). We also conducted an analysis classifying the subjects into two groups according to BMI (<25.0 or ≧25.0) to analyze whether the genotype-pancreatic cancer association was modified by obesity. All of the tests were two-tailed and a P value less than 0.05 was considered statistically significant. FPRP was calculated to assess whether our findings for these two SNPs were deserving of attention or “noteworthy,” based on the method proposed by Watcholder S et al.25. All of the statistical analyses were performed using SAS 9.12 (SAS Inc, USA).
Additional Information
How to cite this article: Ueno, M. et al. Genome-wide association study-identified SNPs (rs3790844, rs3790843) in the NR5A2 gene and risk of pancreatic cancer in Japanese. Sci. Rep. 5, 17018; doi: 10.1038/srep17018 (2015).
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Acknowledgements
This work was supported by Grants-in-Aid for Cancer Research from the Ministry of Health, Labour and Welfare, Japan. We thank Mayuko Masuda, Kikuko Kaji, Kazue Ando, Etsuko Ohara and Sumiyo Asakura for assisting us with data collection. We also thank Miki Watanabe, Tomoko Ito, Sanae Inui and Sachiko Mano for technical assistance with genotyping.
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Supervised the study: K.S., Designed the research: K.S., L.Y., U.M., O.S., W.K., N.K., T.A., T.M. and S.K., Conducted the statistical analysis and drafted the manuscript: U.M., L.Y. and N.T., Performed genotyping and SNP data analysis: H.S., M.K., Data collection: U.M., O.S., M.M., I.H., M.M., K.S., E.N., N.H., M.M. and N.M., Read and approved the final manuscript: all authors.
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Ueno, M., Ohkawa, S., Morimoto, M. et al. Genome-wide association study-identified SNPs (rs3790844, rs3790843) in the NR5A2 gene and risk of pancreatic cancer in Japanese. Sci Rep 5, 17018 (2015). https://doi.org/10.1038/srep17018
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DOI: https://doi.org/10.1038/srep17018
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