This article has Open Peer Review reports available.
Ten modifiers of BRCA1 penetrance validated in a Norwegian series
© Heramb et al. 2015
Received: 23 January 2015
Accepted: 19 May 2015
Published: 30 May 2015
Common genetic variants have been shown to modify BRCA1 penetrance. The aim of this study was to validate these reports in a special cohort of Norwegian BRCA1 mutation carriers that were selected for their extreme age of onset of disease.
The ten variants rs13387042, rs3803662, rs8170, rs9397435, rs700518, rs10046, rs3834129, rs1045485, rs2363956 and rs16942 were selected to be tested on samples from our biobank. We selected female BRCA1 mutation carriers having had a diagnosis of breast or ovarian cancer below 40 years of age (young cancer group, N = 40), and mutation carriers having had neither breast nor ovarian cancer above 60 years of age (i.e., old no cancer group, N = 38). Relative risks and odd ratios of belonging to the young cancer versus old no cancer groups were calculated as a function of having or not having the SNPs in question.
Five of the ten variants were found to be significantly associated with early onset cancer. Some of the variation between our results and those previously reported may be ascribed to stochastic effects in our limited number of patient studies, and/or genetic drift in linkage disequilibrium in the genetically isolated Norwegian population. This is in accordance with the understanding that the SNPs are markers in linkage disequilibrium with their respective disease-causing genetic variants, and that this may vary between different populations.
The results confirmed associations previously reported, with the notion that the degree of association may differ between other populations, which must be considered when discussing the clinical use of the associations described.
KeywordsBRCA1 Modifiers Genetic drift
Mutations in the BRCA1 gene constitute a high life-time risk of breast and ovarian cancer. Risk reducing salpingo-oophorectomy over the age of 35 years is advocated to reduce the risk of cancer and early death . Breast cancer may be prevented by prophylactic mastectomy and patient prognosis improved when breast cancer is detected early with mammography and MRI . Because BRCA1-associated breast cancer has an early onset, prophylactic mastectomy must be undertaken at younger age to provide a maximum protective effect .
BRCA1-associated cancer is age-dependent, and whether or not this is stochastic or influenced by other factors (modifiers of penetrance) is a question that has not been fully explored: Both stochastic elements and modifying factors may be instrumental in diseases causation. Modifying factors may be genetic, environmental, or both. This study was designed to validate previous reports of normal genetic variants that contribute to modifying BRCA1 penetrance.
A number of normal single nucleotide polymorphisms (SNPs) associated with breast cancer in the general population have been demonstrated to modify the penetrance of BRCA1–. We decided not to participate in the initial studies of these modifiers of breast cancer penetrance, and we now have one of the few sufficiently large series of well-described BRCA1 mutation carriers to validate the findings reported by others.
The aim of this study was to determine whether SNPs reported to be associated with cancer risk in BRCA1 mutation carriers in other populations had the same association in the Norwegian population.
Materials and methods
Selection of patients
All study subjects were demonstrated BRCA1 mutation carriers at the outpatient Cancer Genetics Clinic, Oslo University Hospital and the respective mutations were as previously reported . Two groups were selected for analysis: Mutation carriers having had breast and/or ovarian cancer under the age of 40 years, hereafter described as the young cancer group, and mutation carriers who were completely disease free until their 60th birthday, or older (the old no cancer group). If there were to be significant associations between age at onset of cancer and the SNPs considered in our material, they should be identified by comparing the extremes by this approach. The study was approved by both the Ethical review board (ref S02030) and the Norwegian Data Inspectorate (ref 2001/2988-2). All genetic counseling and testing was performed according to Norwegian law, and all patients gave written informed consent. The present report is one in a series to meet a request from the Norwegian Parliament to report the results of our studies into inherited breast and or ovarian cancer risk. We did not discriminate between breast or ovarian cancer, as we have previously shown that there is no sib pair concordance for breast and ovarian cancer in BRCA1 mutation carriers in our population . Patients having had prophylactic mastectomies under the age of 60 years were excluded from the study, patients having had prophylactic salpingo-oophorectomy, but not mastectomy, were included in the old group. Power calculations indicated that, if reasonable prevalence of the variant alleles for each of the modifiers tested, we would reach significance if the OR > 2 or <0.5, and with 50 participants in both the young cancer and old no cancer groups. Preliminary analyses on the number of women having consented to participate, indicated that we would reach significance by selecting affected women aged less than 40 years and women unaffected at over 60 years as mentioned previously.
Test panel/selection of SNPs
Distribution of genotypes in the ten SNPs determined in BRCA1 mutation carriers with breast or ovarian cancer before 40 years of age (young cancer) and in carriers not having had breast or ovarian cancer before 60 years of age (old no cancer), and with calculated RR and OR, and HR/OR from previous reports [according to references given in left column]
Young cancer (number of cases)
Old no cancer (number of cases)
ObservedRR (95 % CI)
ObservedOR (95 % CI)
Fishers’ exact p – one sided
rs13387042 2q35 
AA or GA
rs3803662 16q12 TOX3, LOC643714 
TT or CT
rs8170 19p13 
AA or GA
rs9397435 6q25 ESR1 
GG or AG
rs700518 CYP19 
GG or AG
rs10046 CYP19 
TT or TC
rs3834129 CASP 8 
del/del or nor/del
rs1045485 CASP 8 
CC or GC
rs2363956 9p13 ABHD8, ANKLE1, C19orf62 
CC or AC
rs16942 BRCA1 
CC or TC
Initially, we demonstrated the SNPs in the test panel to be polymorphic in our population of healthy Norwegian blood donors (N = 3000), and the rare SNP alleles had a frequency > 5 % (data not shown). The disease-associated alleles were defined as the minor or risk allele (from which positive or negative associations with disease were calculated), regardless of whether or not this was the least common allele in our population.
Blood samples were obtained after informed consent and stored at −20 °C (or −70 °C). DNA was extracted from 200 μl of whole blood by using a Qiagen BioRobot M48 Robotic Workstation, following the protocol of the MagAttract DNA Blood Mini M48 kit (Qiagen, Hilden, Germany).
Default Primer3 (http://bioinfo.ut.ee/primer3/, last accession date 03062014) parameters were applied when designing primers used to amplify fragments around each DNA variant, identified by the NCBI SNP reference numbers (rs) . A 42-bp artificial high melting domain, labeled with 6-FAM, was incorporated at one end of the amplified target using a set of three primers in the PCR setup .
The PCR reaction mixtures were as described by the manufacturer (Life technologies Carlsbad CA) without modification. Annealing temperatures are given in Additional file 1.
We confirmed that the prevalence of the SNPs in the young cancer and old no cancer groups assessed together were all in Hardy–Weinberg equilibrium.
Since this was a one-sided study, we used Fishers’ exact to identify any significant association.
The selection criteria applied to our data set revealed 40 patients in the young cancer group and 38 participants in the old no cancer group, which was considered sufficient to reveal any difference in the frequency of SNPs between the two groups. Forty-seven (60 %) patients had eight different founder mutations previously reported , of whom 25 belonged to the young onset cancer group. Thirty-one (40 %) had altogether 19 different mutations, of which 15 had young onset cancer. The observed results and the calculated RRs, ORs and significance levels are shown in Table 1, together with the previously reported HRs and ORs –. All ten SNPs tested showed point estimates of being positively or negatively associated with having early onset breast cancer similar to previous reports. Because the references had used different ways of ascertaining patients, including different methods by which to calculate HRs and ORs, we had no exact notion of what RRs and ORs would be calculated for our study, and could not compute theoretical significance levels against those expected.
We found that rs3803662 was significantly associated with early onset breast cancer (p = 0.026 for heterozygous cases and p = 0.040 for homo–or heterozygous cases). The SNP rs10046 was positively associated with early onset disease in the homozygous state (p = 0.040), and rs104585 was negatively associated with early onset breast cancer (p = 0.039 for homozygous). The SNP rs2363956 was negatively associated with early cancer (p = 0.012, p = 0.049 and p = 0.015 for homo-, hetero- or homo- or heterozygous, respectively). Finally, rs16942 was significantly associated with early onset breast cancer (p = 0.05 for heterozygous). The distributions for homozygous versus heterozygous for rs16942 were conflicting and remain to be precisely defined. The rs16942 SNP is within linkage distance from the BRCA1 gene, and haplotyping of the patients/families in question may be necessary to consider this further.
In principle, we have confirmed the reported association between the presence of variant SNPs and early onset of breast cancer in BRCA1 mutation carriers. Five of the SNPs tested revealed significant associations with early ages of onset cancer, whereas five did not. The lack of association may be due to different associations in the Norwegian population compared to other populations, which may be a result of genetic drift . Also, stochastic variation in our restricted number of patients may have obscured the associations examined.
Sixty-three percent of the mutation carriers included had one of the frequent Norwegian founder mutations, in which we have determined the penetrance to be similar in retrospective series of extended pedigrees, which we later confirmed through prospective studies of new cases in the same families , . There were no associations with the presence of founder mutations or less frequent mutations with early onset cancer. For this reason, we do not have the confounder of putative different penetrance of the causative mutations as discussed in other reports –. This may be a third possible cause for a stronger association in the Norwegian population. Yet another possible cause for the stronger associations in our population is that we scored both breast and ovarian cancer as affected phenotypes, while most reports considered only breast cancer.
Also, most previous reports calculated HR from continuous distribution by other methods. The described differences between the young cancer cases and the old no cancer group might have been expected to show stronger associations than those previously reported –, due to the methods applied, and not because of differences in the populations studied.
We find that the limited number of cases in our study, and some discrepancies between the previously reported distribution between homozygous and heterozygous carriers in comparison to our findings, is likely to result in insufficient power to evaluate the underlying mechanisms of the associations observed. Our results may, however, be considered to contribute towards a future combined effort to precisely define the contribution of risk provided by these polymorphisms. We would like to add, however, that some of the discrepancies found may not be methodological artifacts, but rather related to differences in linkage disequilibrium between the SNPs studied and disease in different populations. If this is verified, the search for an actual risk value for the association between breast cancer and the presence or absence of a given SNP that is population specific may be a useful approach in risk stratification. Some of the slight variations in associations reported in the different populations may have been caused by such mechanisms, commonly referred to as genetic drift.
In conclusion, our validation gave similar, but not identical results compared to those published by others.
Also, it is not currently established whether or not the association to these SNPs are of clinical interest. We have previously shown that BRCA1 carriers in our population have on average 25 % risk of developing breast cancer at 40 years of age . The associations reported here may give a ten percent higher or lower cancer risk estimate at the time. Calculating the combined modifying effects will apply to a very few cases, and the majority will be close to 25 %. The clinical utility of the findings is a question we leave open for discussion. Through this report, we make the findings available for BRCA1 mutation carriers in our population and for international meta-analyses.
Below is the link to the electronic supplementary material.
We are grateful to Heidi Medvik for excellent data managing work. We thank all the patients and all the collaborators through 25 years for making this study possible. The study was supported by a grant from The Norwegian Cancer Society (EH), The Norwegian Women’s Public Health Association / The Norwegian Foundation for Health and Rehabilitation to CH, and from The Research Foundation at The Norwegian Radium Hospital (grant SE1210) to PM.
- Finch AP, Lubinski J, Møller P, Singer CF, Karlan B, Senter L, et al.: Impact of Oophorectomy on cancer incidence and mortality in women with a BRCA1 or BRCA2 mutation. J Clin Oncol 2014,20;32(15):1547–53.View ArticleGoogle Scholar
- Møller P, Stormorken A, Jonsrud C, Holmen MM, Hagen AI, Clark N, et al.: Survival of patients with BRCA1-associated breast cancer diagnosed in an MRI-based surveillance program. Breast Cancer Res Treat 2013,139(1):155–61.View ArticlePubMedGoogle Scholar
- Norum J, Hagen AI, Maehle L, Apold J, Burn J, Møller P: Prophylactic bilateral salpingo-oophorectomy (PBSO) with or without prophylactic bilateral mastectomy (PBM) or no intervention in BRCA1 mutation carriers: a cost-effectiveness analysis. Eur J Cancer 2008,44(7):963–71.View ArticlePubMedGoogle Scholar
- Antoniou AC, Beesley J, McGuffog L, Sinilnikova OM, Healey S, Neuhausen SL, et al.: Common breast cancer susceptibility alleles and the risk of breast cancer for BRCA1 and BRCA2 mutation carriers: implications for risk prediction. Cancer Res 2010,1;70((23):9742–54.View ArticleGoogle Scholar
- Antoniou AC, Spurdle AB, Sinilnikova OM, Healey S, Pooley KA, Schmutzler RK, et al.: Common breast cancer-predisposition alleles are associated with breast cancer risk in BRCA1 and BRCA2 mutation carriers. Am J Hum Genet 2008,82(4):937–48.View ArticlePubMedPubMed CentralGoogle Scholar
- Couch FJ, Gaudet MM, Antoniou AC, Ramus SJ, Kuchenbaecker KB, Soucy P, et al.: Common variants at the 19p13.1 and ZNF365 loci are associated with ER subtypes of breast cancer and ovarian cancer risk in BRCA1 and BRCA2 mutation carriers. Cancer Epidemiol Biomarkers Prev 2012,21(4)):645–57.View ArticlePubMedPubMed CentralGoogle Scholar
- Antoniou AC, Kartsonaki C, Sinilnikova OM, Soucy P, McGuffog L, Healey S, et al.: Common alleles at 6q25.1 and 1p11.2 are associated with breast cancer risk for BRCA1 and BRCA2 mutation carriers. Hum Mol Genet 2011,20(16):3304–21.View ArticlePubMedPubMed CentralGoogle Scholar
- Raskin L, Lejbkowicz F, Barnett-Griness O, Dishon S, Almog R, Rennert G: BRCA1 breast cancer risk is modified by CYP19 polymorphisms in Ashkenazi Jews. Cancer Epidemiol Biomarkers Prev 2009,18(5):1617–23.View ArticlePubMedGoogle Scholar
- Pineda B, García-Pérez MÁ, Cano A, Lluch A, Eroles P: Associations between aromatase CYP19 rs10046 polymorphism and breast cancer risk: from a case-control to a meta-analysis of 20,098 subjects. PLoS One 2013,8(1):e53902.View ArticlePubMedPubMed CentralGoogle Scholar
- Catucci I, Verderio P, Pizzamiglio S, Manoukian S, Peissel B, Zaffaroni D, et al.: The CASP8 rs3834129 polymorphism and breast cancer risk in BRCA1 mutation carriers. Breast Cancer Res Treat 2011,125(3):855–60.View ArticlePubMedGoogle Scholar
- Engel C, Versmold B, Wappenschmidt B, Simard J, Easton DF, Peock S, et al.: Association of the variants CASP8 D302H and CASP10 V410I with breast and ovarian cancer risk in BRCA1 and BRCA2 mutation carriers. Cancer Epidemiol Biomarkers Prev 2010,19(11):2859–68.View ArticlePubMedPubMed CentralGoogle Scholar
- Antoniou AC, Wang X, Fredericksen ZS, McGuffog L, Tarrell R, Sinilnikova OM, et al.: A locus on 19p13 modifies risk of breast cancer in BRCA1 mutation carriers and is associated with hormone receptor-negative breast cancer in the general population. Nat Genet 2010,42(10):885–92.View ArticlePubMedPubMed CentralGoogle Scholar
- Cox DG, Simard J, Sinnett D, Hamdi Y, Soucy P, Ouimet M, et al.: Common variants of the BRCA1 wild-type allele modify the risk of breast cancer in BRCA1 mutation carriers. Hum Mol Gene 2011,20(23):4732–47.View ArticleGoogle Scholar
- Møller P, Stormorken A, Holmen MM, Hagen AI, Vabø A, Mæhle L: The clinical utility of genetic testing in breast cancer kindreds: a prospective study in families without a demonstrable BRCA mutation. Breast Cancer Res Treat 2014,144(3):607–14.View ArticlePubMedPubMed CentralGoogle Scholar
- Møller P, Maehle L, Clark N, Apold J: No sib pair concordance for breast or ovarian cancer in BRCA1 mutation carriers. Hered Cancer Clin Pract 2007,5(2):67–71.View ArticlePubMedPubMed CentralGoogle Scholar
- Ekstrøm PO, Khrapko K, Li-Sucholeiki XC, Hunter IW, Thilly WG: Analysis of mutational spectra by denaturing capillary electrophoresis. Nat Protoc 2008,3(7):1153–66.View ArticlePubMedPubMed CentralGoogle Scholar
- Ekstrøm PO, Warren DJ, Thilly WG: Separation principles of cycling temperature capillary electrophoresis. Electrophoresis 2012,33(7):1162–8.View ArticlePubMedGoogle Scholar
- Møller P, Hagen AI, Apold J, Maehle L, Clark N, Fiane B, et al.: Genetic epidemiology of BRCA mutations–family history detects less than 50 % of the mutation carriers. Eur J Cancer 2007,43(11):1713–7.View ArticlePubMedGoogle Scholar
- Møller P, Maehle L, Vabø A, Clark N, Sun P, Narod SA: Age-specific incidence rates for breast cancer in carriers of BRCA1 mutations from Norway. Clin Genet 2013,83(1):88–91.View ArticlePubMedGoogle Scholar
This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/)) applies to the data made available in this article, unless otherwise stated.