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Published in: BMC Cancer 1/2018

Open Access 01-12-2018 | Research article

A genome wide SNP genotyping study in the Tunisian population: specific reporting on a subset of common breast cancer risk loci

Authors: Yosr Hamdi, Mariem Ben Rekaya, Shan Jingxuan, Majdi Nagara, Olfa Messaoud, Amel Benammar Elgaaied, Ridha Mrad, Lotfi Chouchane, Mohamed Samir Boubaker, Sonia Abdelhak, Hamouda Boussen, Lilia Romdhane

Published in: BMC Cancer | Issue 1/2018

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Abstract

Background

Breast cancer is the most common cancer in women worldwide. Around 50% of breast cancer familial risk has been so far explained by known susceptibility alleles with variable levels of risk and prevalence. The vast majority of these breast cancer associated variations reported to date are from populations of European ancestry. In spite of its heterogeneity and genetic wealth, North-African populations have not been studied by the HapMap and the 1000Genomes projects. Thus, very little is known about the genetic architecture of these populations.

Methods

This study aimed to investigate a subset of common breast cancer loci in the general Tunisian population and to compare their genetic composition to those of other ethnic groups. We undertook a genome-wide haplotype study by genotyping 135 Tunisian subjects using the Affymetrix 6.0-Array. We compared Tunisian allele frequencies and linkage disequilibrium patterns to those of HapMap populations and we performed a comprehensive assessment of the functional effects of several selected variants.

Results

Haplotype analyses showed that at risk haplotypes on 2p24, 4q21, 6q25, 9q31, 10q26, 11p15, 11q13 and 14q32 loci are considerably frequent in the Tunisian population (> 20%). Allele frequency comparison showed that the frequency of rs13329835 is significantly different between Tunisian and all other HapMap populations. LD-blocks and Principle Component Analysis revealed that the genetic characteristics of breast cancer variants in the Tunisian, and so probably the North-African populations, are more similar to those of Europeans than Africans.
Using eQTl analysis, we characterized rs9911630 as the most strongly expression-associated SNP that seems to affect the expression levels of BRCA1 and two long non coding RNAs (NBR2 and LINC008854). Additional in-silico analysis also suggested a potential functional significance of this variant.

Conclusions

We illustrated the utility of combining haplotype analysis in diverse ethnic groups with functional analysis to explore breast cancer genetic architecture in Tunisia. Results presented in this study provide the first report on a large number of common breast cancer genetic polymorphisms in the Tunisian population which may establish a baseline database to guide future association studies in North Africa.
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Literature
1.
go back to reference Sinha R, Coyle C, Ring A. Breast cancer in older patients: national cancer registry data. Int J Clin Pract. 2013;67(7):698–700.PubMedCrossRef Sinha R, Coyle C, Ring A. Breast cancer in older patients: national cancer registry data. Int J Clin Pract. 2013;67(7):698–700.PubMedCrossRef
2.
go back to reference Ghoussaini M, Pharoah PD, Easton DF. Inherited genetic susceptibility to breast cancer: the beginning of the end or the end of the beginning? Am J Pathol. 2013;183(4):1038–51.PubMedCrossRef Ghoussaini M, Pharoah PD, Easton DF. Inherited genetic susceptibility to breast cancer: the beginning of the end or the end of the beginning? Am J Pathol. 2013;183(4):1038–51.PubMedCrossRef
3.
go back to reference Feunteun J, Lenoir GM. BRCA1, a gene involved in inherited predisposition to breast and ovarian cancer. Biochim Biophys Acta. 1996;1242(3):177–80.PubMed Feunteun J, Lenoir GM. BRCA1, a gene involved in inherited predisposition to breast and ovarian cancer. Biochim Biophys Acta. 1996;1242(3):177–80.PubMed
4.
go back to reference Miki Y, Swensen J, Shattuck-Eidens D, Futreal PA, Harshman K, Tavtigian S, Liu Q, Cochran C, Bennett LM, Ding W, et al. A strong candidate for the breast and ovarian cancer susceptibility gene BRCA1. Science (New York, NY). 1994;266(5182):66–71.CrossRef Miki Y, Swensen J, Shattuck-Eidens D, Futreal PA, Harshman K, Tavtigian S, Liu Q, Cochran C, Bennett LM, Ding W, et al. A strong candidate for the breast and ovarian cancer susceptibility gene BRCA1. Science (New York, NY). 1994;266(5182):66–71.CrossRef
5.
go back to reference Tavtigian SV, Simard J, Rommens J, Couch F, Shattuck-Eidens D, Neuhausen S, Merajver S, Thorlacius S, Offit K, Stoppa-Lyonnet D, et al. The complete BRCA2 gene and mutations in chromosome 13q-linked kindreds. Nat Genet. 1996;12(3):333–7.PubMedCrossRef Tavtigian SV, Simard J, Rommens J, Couch F, Shattuck-Eidens D, Neuhausen S, Merajver S, Thorlacius S, Offit K, Stoppa-Lyonnet D, et al. The complete BRCA2 gene and mutations in chromosome 13q-linked kindreds. Nat Genet. 1996;12(3):333–7.PubMedCrossRef
6.
go back to reference Wooster R, Bignell G, Lancaster J, Swift S, Seal S, Mangion J, Collins N, Gregory S, Gumbs C, Micklem G. Identification of the breast cancer susceptibility gene BRCA2. Nature. 1995;378(6559):789–92.PubMedCrossRef Wooster R, Bignell G, Lancaster J, Swift S, Seal S, Mangion J, Collins N, Gregory S, Gumbs C, Micklem G. Identification of the breast cancer susceptibility gene BRCA2. Nature. 1995;378(6559):789–92.PubMedCrossRef
7.
go back to reference Borresen AL, Andersen TI, Garber J, Barbier-Piraux N, Thorlacius S, Eyfjord J, Ottestad L, Smith-Sorensen B, Hovig E, Malkin D, et al. Screening for germ line TP53 mutations in breast cancer patients. Cancer Res. 1992;52(11):3234–6.PubMed Borresen AL, Andersen TI, Garber J, Barbier-Piraux N, Thorlacius S, Eyfjord J, Ottestad L, Smith-Sorensen B, Hovig E, Malkin D, et al. Screening for germ line TP53 mutations in breast cancer patients. Cancer Res. 1992;52(11):3234–6.PubMed
8.
go back to reference Venkateshwari A, Clark DW, Nallari P, Vinod C, Kumarasamy T, Reddy G, Jyothy A, Kumar MV, Ramaiyer R, Palle K. BRIP1/FANCJ mutation analysis in a family with history of male and female breast Cancer in India. J Breast Cancer. 2017;20(1):104–7.PubMedPubMedCentralCrossRef Venkateshwari A, Clark DW, Nallari P, Vinod C, Kumarasamy T, Reddy G, Jyothy A, Kumar MV, Ramaiyer R, Palle K. BRIP1/FANCJ mutation analysis in a family with history of male and female breast Cancer in India. J Breast Cancer. 2017;20(1):104–7.PubMedPubMedCentralCrossRef
9.
go back to reference Lin PH, Kuo WH, Huang AC, Lu YS, Lin CH, Kuo SH, Wang MY, Liu CY, Cheng FT, Yeh MH, et al. Multiple gene sequencing for risk assessment in patients with early-onset or familial breast cancer. Oncotarget. 2016;7(7):8310–20.PubMedPubMedCentralCrossRef Lin PH, Kuo WH, Huang AC, Lu YS, Lin CH, Kuo SH, Wang MY, Liu CY, Cheng FT, Yeh MH, et al. Multiple gene sequencing for risk assessment in patients with early-onset or familial breast cancer. Oncotarget. 2016;7(7):8310–20.PubMedPubMedCentralCrossRef
10.
go back to reference Ren LP, Xian YS, Diao DM, Chen Y, Guo Q, Dang CX. Further evidence for the contribution of the BRCA1-interacting protein-terminal helicase 1 (BRIP1) gene in breast cancer susceptibility. Genet Mol Res. 2013;12(4):5793–801.PubMedCrossRef Ren LP, Xian YS, Diao DM, Chen Y, Guo Q, Dang CX. Further evidence for the contribution of the BRCA1-interacting protein-terminal helicase 1 (BRIP1) gene in breast cancer susceptibility. Genet Mol Res. 2013;12(4):5793–801.PubMedCrossRef
11.
go back to reference Meijers-Heijboer H, Wijnen J, Vasen H, Wasielewski M, Wagner A, Hollestelle A, Elstrodt F, van den Bos R, de Snoo A, Fat GT, et al. The CHEK2 1100delC mutation identifies families with a hereditary breast and colorectal cancer phenotype. Am J Hum Genet. 2003;72(5):1308–14.PubMedPubMedCentralCrossRef Meijers-Heijboer H, Wijnen J, Vasen H, Wasielewski M, Wagner A, Hollestelle A, Elstrodt F, van den Bos R, de Snoo A, Fat GT, et al. The CHEK2 1100delC mutation identifies families with a hereditary breast and colorectal cancer phenotype. Am J Hum Genet. 2003;72(5):1308–14.PubMedPubMedCentralCrossRef
12.
go back to reference Le Calvez-Kelm F, Lesueur F, Damiola F, Vallee M, Voegele C, Babikyan D, Durand G, Forey N, McKay-Chopin S, Robinot N, et al. Rare, evolutionarily unlikely missense substitutions in CHEK2 contribute to breast cancer susceptibility: results from a breast cancer family registry case-control mutation-screening study. Breast Cancer Res. 2011;13(1):R6.PubMedPubMedCentralCrossRef Le Calvez-Kelm F, Lesueur F, Damiola F, Vallee M, Voegele C, Babikyan D, Durand G, Forey N, McKay-Chopin S, Robinot N, et al. Rare, evolutionarily unlikely missense substitutions in CHEK2 contribute to breast cancer susceptibility: results from a breast cancer family registry case-control mutation-screening study. Breast Cancer Res. 2011;13(1):R6.PubMedPubMedCentralCrossRef
13.
go back to reference Renwick A, Thompson D, Seal S, Kelly P, Chagtai T, Ahmed M, North B, Jayatilake H, Barfoot R, Spanova K, et al. ATM mutations that cause ataxia-telangiectasia are breast cancer susceptibility alleles. Nat Genet. 2006;38(8):873–5.PubMedCrossRef Renwick A, Thompson D, Seal S, Kelly P, Chagtai T, Ahmed M, North B, Jayatilake H, Barfoot R, Spanova K, et al. ATM mutations that cause ataxia-telangiectasia are breast cancer susceptibility alleles. Nat Genet. 2006;38(8):873–5.PubMedCrossRef
14.
go back to reference Tavtigian SV, Oefner PJ, Babikyan D, Hartmann A, Healey S, Le Calvez-Kelm F, Lesueur F, Byrnes GB, Chuang SC, Forey N, et al. Rare, evolutionarily unlikely missense substitutions in ATM confer increased risk of breast cancer. Am J Hum Genet. 2009;85(4):427–46.PubMedPubMedCentralCrossRef Tavtigian SV, Oefner PJ, Babikyan D, Hartmann A, Healey S, Le Calvez-Kelm F, Lesueur F, Byrnes GB, Chuang SC, Forey N, et al. Rare, evolutionarily unlikely missense substitutions in ATM confer increased risk of breast cancer. Am J Hum Genet. 2009;85(4):427–46.PubMedPubMedCentralCrossRef
15.
go back to reference Erkko H, Xia B, Nikkila J, Schleutker J, Syrjakoski K, Mannermaa A, Kallioniemi A, Pylkas K, Karppinen SM, Rapakko K, et al. A recurrent mutation in PALB2 in Finnish cancer families. Nature. 2007;446(7133):316–9.PubMedCrossRef Erkko H, Xia B, Nikkila J, Schleutker J, Syrjakoski K, Mannermaa A, Kallioniemi A, Pylkas K, Karppinen SM, Rapakko K, et al. A recurrent mutation in PALB2 in Finnish cancer families. Nature. 2007;446(7133):316–9.PubMedCrossRef
16.
go back to reference Cox A, Dunning AM, Garcia-Closas M, Balasubramanian S, Reed MW, Pooley KA, Scollen S, Baynes C, Ponder BA, Chanock S, et al. A common coding variant in CASP8 is associated with breast cancer risk. Nat Genet. 2007;39(3):352–8.PubMedCrossRef Cox A, Dunning AM, Garcia-Closas M, Balasubramanian S, Reed MW, Pooley KA, Scollen S, Baynes C, Ponder BA, Chanock S, et al. A common coding variant in CASP8 is associated with breast cancer risk. Nat Genet. 2007;39(3):352–8.PubMedCrossRef
17.
go back to reference Easton DF, Pooley KA, Dunning AM, Pharoah PD, Thompson D, Ballinger DG, Struewing JP, Morrison J, Field H, Luben R, et al. Genome-wide association study identifies novel breast cancer susceptibility loci. Nature. 2007;447(7148):1087–93.PubMedPubMedCentralCrossRef Easton DF, Pooley KA, Dunning AM, Pharoah PD, Thompson D, Ballinger DG, Struewing JP, Morrison J, Field H, Luben R, et al. Genome-wide association study identifies novel breast cancer susceptibility loci. Nature. 2007;447(7148):1087–93.PubMedPubMedCentralCrossRef
18.
go back to reference Hunter DJ, Kraft P, Jacobs KB, Cox DG, Yeager M, Hankinson SE, Wacholder S, Wang Z, Welch R, Hutchinson A, et al. A genome-wide association study identifies alleles in FGFR2 associated with risk of sporadic postmenopausal breast cancer. Nat Genet. 2007;39(7):870–4.PubMedPubMedCentralCrossRef Hunter DJ, Kraft P, Jacobs KB, Cox DG, Yeager M, Hankinson SE, Wacholder S, Wang Z, Welch R, Hutchinson A, et al. A genome-wide association study identifies alleles in FGFR2 associated with risk of sporadic postmenopausal breast cancer. Nat Genet. 2007;39(7):870–4.PubMedPubMedCentralCrossRef
19.
go back to reference Stacey SN, Manolescu A, Sulem P, Thorlacius S, Gudjonsson SA, Jonsson GF, Jakobsdottir M, Bergthorsson JT, Gudmundsson J, Aben KK, et al. Common variants on chromosome 5p12 confer susceptibility to estrogen receptor-positive breast cancer. Nat Genet. 2008;40(6):703–6.PubMedCrossRef Stacey SN, Manolescu A, Sulem P, Thorlacius S, Gudjonsson SA, Jonsson GF, Jakobsdottir M, Bergthorsson JT, Gudmundsson J, Aben KK, et al. Common variants on chromosome 5p12 confer susceptibility to estrogen receptor-positive breast cancer. Nat Genet. 2008;40(6):703–6.PubMedCrossRef
20.
go back to reference Ahmed S, Thomas G, Ghoussaini M, Healey CS, Humphreys MK, Platte R, Morrison J, Maranian M, Pooley KA, Luben R, et al. Newly discovered breast cancer susceptibility loci on 3p24 and 17q23.2. Nat Genet. 2009;41(5):585–90.PubMedPubMedCentralCrossRef Ahmed S, Thomas G, Ghoussaini M, Healey CS, Humphreys MK, Platte R, Morrison J, Maranian M, Pooley KA, Luben R, et al. Newly discovered breast cancer susceptibility loci on 3p24 and 17q23.2. Nat Genet. 2009;41(5):585–90.PubMedPubMedCentralCrossRef
21.
go back to reference Zheng W, Long J, Gao YT, Li C, Zheng Y, Xiang YB, Wen W, Levy S, Deming SL, Haines JL, et al. Genome-wide association study identifies a new breast cancer susceptibility locus at 6q25.1. Nat Genet. 2009;41(3):324–8.PubMedPubMedCentralCrossRef Zheng W, Long J, Gao YT, Li C, Zheng Y, Xiang YB, Wen W, Levy S, Deming SL, Haines JL, et al. Genome-wide association study identifies a new breast cancer susceptibility locus at 6q25.1. Nat Genet. 2009;41(3):324–8.PubMedPubMedCentralCrossRef
22.
go back to reference Thomas G, Jacobs KB, Kraft P, Yeager M, Wacholder S, Cox DG, Hankinson SE, Hutchinson A, Wang Z, Yu K, et al. A multistage genome-wide association study in breast cancer identifies two new risk alleles at 1p11.2 and 14q24.1 (RAD51L1). Nat Genet. 2009;41(5):579–84.PubMedPubMedCentralCrossRef Thomas G, Jacobs KB, Kraft P, Yeager M, Wacholder S, Cox DG, Hankinson SE, Hutchinson A, Wang Z, Yu K, et al. A multistage genome-wide association study in breast cancer identifies two new risk alleles at 1p11.2 and 14q24.1 (RAD51L1). Nat Genet. 2009;41(5):579–84.PubMedPubMedCentralCrossRef
23.
go back to reference Stacey SN, Manolescu A, Sulem P, Rafnar T, Gudmundsson J, Gudjonsson SA, Masson G, Jakobsdottir M, Thorlacius S, Helgason A, et al. Common variants on chromosomes 2q35 and 16q12 confer susceptibility to estrogen receptor-positive breast cancer. Nat Genet. 2007;39(7):865–9.PubMedCrossRef Stacey SN, Manolescu A, Sulem P, Rafnar T, Gudmundsson J, Gudjonsson SA, Masson G, Jakobsdottir M, Thorlacius S, Helgason A, et al. Common variants on chromosomes 2q35 and 16q12 confer susceptibility to estrogen receptor-positive breast cancer. Nat Genet. 2007;39(7):865–9.PubMedCrossRef
24.
go back to reference Michailidou K, Hall P, Gonzalez-Neira A, Ghoussaini M, Dennis J, Milne RL, Schmidt MK, Chang-Claude J, Bojesen SE, Bolla MK, et al. Large-scale genotyping identifies 41 new loci associated with breast cancer risk. Nat Genet. 2013;45(4):353–61 361e351-352.PubMedPubMedCentralCrossRef Michailidou K, Hall P, Gonzalez-Neira A, Ghoussaini M, Dennis J, Milne RL, Schmidt MK, Chang-Claude J, Bojesen SE, Bolla MK, et al. Large-scale genotyping identifies 41 new loci associated with breast cancer risk. Nat Genet. 2013;45(4):353–61 361e351-352.PubMedPubMedCentralCrossRef
25.
go back to reference Garcia-Closas M, Couch FJ, Lindstrom S, Michailidou K, Schmidt MK, Brook MN, Orr N, Rhie SK, Riboli E, Feigelson HS, et al. Genome-wide association studies identify four ER negative-specific breast cancer risk loci. Nat Genet. 2013;45(4):392–8 398e391-392.PubMedPubMedCentralCrossRef Garcia-Closas M, Couch FJ, Lindstrom S, Michailidou K, Schmidt MK, Brook MN, Orr N, Rhie SK, Riboli E, Feigelson HS, et al. Genome-wide association studies identify four ER negative-specific breast cancer risk loci. Nat Genet. 2013;45(4):392–8 398e391-392.PubMedPubMedCentralCrossRef
26.
go back to reference Bojesen SE, Pooley KA, Johnatty SE, Beesley J, Michailidou K, Tyrer JP, Edwards SL, Pickett HA, Shen HC, Smart CE, et al. Multiple independent variants at the TERT locus are associated with telomere length and risks of breast and ovarian cancer. Nat Genet. 2013;45(4):371–84 384e371-372.PubMedPubMedCentralCrossRef Bojesen SE, Pooley KA, Johnatty SE, Beesley J, Michailidou K, Tyrer JP, Edwards SL, Pickett HA, Shen HC, Smart CE, et al. Multiple independent variants at the TERT locus are associated with telomere length and risks of breast and ovarian cancer. Nat Genet. 2013;45(4):371–84 384e371-372.PubMedPubMedCentralCrossRef
27.
go back to reference Corbex M, Bouzbid S, Boffetta P. Features of breast cancer in developing countries, examples from North-Africa. Eur J Cancer (Oxford, England: 1990). 2014;50(10):1808–18.CrossRef Corbex M, Bouzbid S, Boffetta P. Features of breast cancer in developing countries, examples from North-Africa. Eur J Cancer (Oxford, England: 1990). 2014;50(10):1808–18.CrossRef
28.
29.
go back to reference Ferlay J, Shin HR, Bray F, Forman D, Mathers C, Parkin DM. Estimates of worldwide burden of cancer in 2008: GLOBOCAN 2008. Int J Cancer. 2010;127(12):2893–917.PubMedCrossRef Ferlay J, Shin HR, Bray F, Forman D, Mathers C, Parkin DM. Estimates of worldwide burden of cancer in 2008: GLOBOCAN 2008. Int J Cancer. 2010;127(12):2893–917.PubMedCrossRef
30.
go back to reference Chouchane L, Boussen H, Sastry KS. Breast cancer in Arab populations: molecular characteristics and disease management implications. Lancet Oncol. 2013;14(10):e417–24.PubMedCrossRef Chouchane L, Boussen H, Sastry KS. Breast cancer in Arab populations: molecular characteristics and disease management implications. Lancet Oncol. 2013;14(10):e417–24.PubMedCrossRef
31.
go back to reference Labib, al: Report of the CARE project (CAncer Registration over all Egypt) conducted by the Ministry of health and population. In.; 2006. Labib, al: Report of the CARE project (CAncer Registration over all Egypt) conducted by the Ministry of health and population. In.; 2006.
32.
go back to reference Mourali N, Muenz LR, Tabbane F, Belhassen S, Bahi J, Levine PH. Epidemiologic features of rapidly progressing breast cancer in Tunisia. Cancer. 1980;46(12):2741–6.PubMedCrossRef Mourali N, Muenz LR, Tabbane F, Belhassen S, Bahi J, Levine PH. Epidemiologic features of rapidly progressing breast cancer in Tunisia. Cancer. 1980;46(12):2741–6.PubMedCrossRef
33.
go back to reference International HapMap Consortium. The International HapMap Project. Nature. 2003;426(6968):789–96. International HapMap Consortium. The International HapMap Project. Nature. 2003;426(6968):789–96.
34.
go back to reference Auton A, Brooks LD, Durbin RM, Garrison EP, Kang HM, Korbel JO, Marchini JL, McCarthy S, McVean GA, Abecasis GR. A global reference for human genetic variation. Nature. 2015;526(7571):68–74.PubMedCrossRef Auton A, Brooks LD, Durbin RM, Garrison EP, Kang HM, Korbel JO, Marchini JL, McCarthy S, McVean GA, Abecasis GR. A global reference for human genetic variation. Nature. 2015;526(7571):68–74.PubMedCrossRef
35.
go back to reference Stranger BE, Stahl EA, Raj T. Progress and promise of genome-wide association studies for human complex trait genetics. Genetics. 2011;187(2):367–83.PubMedPubMedCentralCrossRef Stranger BE, Stahl EA, Raj T. Progress and promise of genome-wide association studies for human complex trait genetics. Genetics. 2011;187(2):367–83.PubMedPubMedCentralCrossRef
36.
go back to reference Freedman ML, Monteiro AN, Gayther SA, Coetzee GA, Risch A, Plass C, Casey G, De Biasi M, Carlson C, Duggan D, et al. Principles for the post-GWAS functional characterization of cancer risk loci. Nat Genet. 2011;43(6):513–8.PubMedPubMedCentralCrossRef Freedman ML, Monteiro AN, Gayther SA, Coetzee GA, Risch A, Plass C, Casey G, De Biasi M, Carlson C, Duggan D, et al. Principles for the post-GWAS functional characterization of cancer risk loci. Nat Genet. 2011;43(6):513–8.PubMedPubMedCentralCrossRef
37.
38.
39.
40.
go back to reference Edwards SL, Beesley J, French JD, Dunning AM. Beyond GWASs: illuminating the dark road from association to function. Am J Hum Genet. 2013;93(5):779–97.PubMedPubMedCentralCrossRef Edwards SL, Beesley J, French JD, Dunning AM. Beyond GWASs: illuminating the dark road from association to function. Am J Hum Genet. 2013;93(5):779–97.PubMedPubMedCentralCrossRef
41.
go back to reference Udler MS, Meyer KB, Pooley KA, Karlins E, Struewing JP, Zhang J, Doody DR, MacArthur S, Tyrer J, Pharoah PD, et al. FGFR2 variants and breast cancer risk: fine-scale mapping using African American studies and analysis of chromatin conformation. Hum Mol Genet. 2009;18(9):1692–703.PubMedPubMedCentralCrossRef Udler MS, Meyer KB, Pooley KA, Karlins E, Struewing JP, Zhang J, Doody DR, MacArthur S, Tyrer J, Pharoah PD, et al. FGFR2 variants and breast cancer risk: fine-scale mapping using African American studies and analysis of chromatin conformation. Hum Mol Genet. 2009;18(9):1692–703.PubMedPubMedCentralCrossRef
42.
go back to reference Henn BM, Botigue LR, Gravel S, Wang W, Brisbin A, Byrnes JK, Fadhlaoui-Zid K, Zalloua PA, Moreno-Estrada A, Bertranpetit J, et al. Genomic ancestry of North Africans supports back-to-Africa migrations. PLoS Genet. 2012;8(1):e1002397.PubMedPubMedCentralCrossRef Henn BM, Botigue LR, Gravel S, Wang W, Brisbin A, Byrnes JK, Fadhlaoui-Zid K, Zalloua PA, Moreno-Estrada A, Bertranpetit J, et al. Genomic ancestry of North Africans supports back-to-Africa migrations. PLoS Genet. 2012;8(1):e1002397.PubMedPubMedCentralCrossRef
43.
go back to reference Ben Halim N, Ben Alaya Bouafif N, Romdhane L, Kefi Ben Atig R, Chouchane I, Bouyacoub Y, Arfa I, Cherif W, Nouira S, Talmoudi F, et al. consanguinity, endogamy, and genetic disorders in Tunisia. J Community Genet. 2013;4(2):273–84.PubMedCrossRef Ben Halim N, Ben Alaya Bouafif N, Romdhane L, Kefi Ben Atig R, Chouchane I, Bouyacoub Y, Arfa I, Cherif W, Nouira S, Talmoudi F, et al. consanguinity, endogamy, and genetic disorders in Tunisia. J Community Genet. 2013;4(2):273–84.PubMedCrossRef
44.
go back to reference Troudi W, Uhrhammer N, Sibille C, Dahan C, Mahfoudh W, Bouchlaka Souissi C, Jalabert T, Chouchane L, Bignon YJ, Ben Ayed F, et al. Contribution of the BRCA1 and BRCA2 mutations to breast cancer in Tunisia. J Hum Genet. 2007;52(11):915–20.PubMedCrossRef Troudi W, Uhrhammer N, Sibille C, Dahan C, Mahfoudh W, Bouchlaka Souissi C, Jalabert T, Chouchane L, Bignon YJ, Ben Ayed F, et al. Contribution of the BRCA1 and BRCA2 mutations to breast cancer in Tunisia. J Hum Genet. 2007;52(11):915–20.PubMedCrossRef
45.
go back to reference Fourati A, Louchez MM, Fournier J, Gamoudi A, Rahal K, El May MV, El May A, Revillion F, Peyrat JP. Screening for common mutations in BRCA1 and BRCA2 genes: interest in genetic testing of Tunisian families with breast and/or ovarian cancer. Bull Cancer. 2014;101(11):E36–40.PubMedCrossRef Fourati A, Louchez MM, Fournier J, Gamoudi A, Rahal K, El May MV, El May A, Revillion F, Peyrat JP. Screening for common mutations in BRCA1 and BRCA2 genes: interest in genetic testing of Tunisian families with breast and/or ovarian cancer. Bull Cancer. 2014;101(11):E36–40.PubMedCrossRef
46.
go back to reference Shan J, Mahfoudh W, Dsouza SP, Hassen E, Bouaouina N, Abdelhak S, Benhadjayed A, Memmi H, Mathew RA, Aigha II, et al. Genome-wide association studies (GWAS) breast cancer susceptibility loci in Arabs: susceptibility and prognostic implications in Tunisians. Breast Cancer Res Treat. 2012;135(3):715–24.PubMedPubMedCentralCrossRef Shan J, Mahfoudh W, Dsouza SP, Hassen E, Bouaouina N, Abdelhak S, Benhadjayed A, Memmi H, Mathew RA, Aigha II, et al. Genome-wide association studies (GWAS) breast cancer susceptibility loci in Arabs: susceptibility and prognostic implications in Tunisians. Breast Cancer Res Treat. 2012;135(3):715–24.PubMedPubMedCentralCrossRef
47.
48.
go back to reference Scharpf RB, Irizarry RA, Ritchie ME, Carvalho B, Ruczinski I. Using the R package crlmm for genotyping and copy number estimation. J Stat Softw. 2011;40(12):1–32.PubMedPubMedCentralCrossRef Scharpf RB, Irizarry RA, Ritchie ME, Carvalho B, Ruczinski I. Using the R package crlmm for genotyping and copy number estimation. J Stat Softw. 2011;40(12):1–32.PubMedPubMedCentralCrossRef
49.
go back to reference Gonzalez JR, Armengol L, Sole X, Guino E, Mercader JM, Estivill X, Moreno V. SNPassoc: an R package to perform whole genome association studies. Bioinformatics (Oxford, England). 2007;23(5):644–5.CrossRef Gonzalez JR, Armengol L, Sole X, Guino E, Mercader JM, Estivill X, Moreno V. SNPassoc: an R package to perform whole genome association studies. Bioinformatics (Oxford, England). 2007;23(5):644–5.CrossRef
50.
go back to reference Barrett JC, Fry B, Maller J, Daly MJ. Haploview: analysis and visualization of LD and haplotype maps. Bioinformatics (Oxford, England). 2005;21(2):263–5.CrossRef Barrett JC, Fry B, Maller J, Daly MJ. Haploview: analysis and visualization of LD and haplotype maps. Bioinformatics (Oxford, England). 2005;21(2):263–5.CrossRef
51.
go back to reference Gabriel SB, Schaffner SF, Nguyen H, Moore JM, Roy J, Blumenstiel B, Higgins J, DeFelice M, Lochner A, Faggart M, et al. The structure of haplotype blocks in the human genome. Science (New York, NY). 2002;296(5576):2225–9.CrossRef Gabriel SB, Schaffner SF, Nguyen H, Moore JM, Roy J, Blumenstiel B, Higgins J, DeFelice M, Lochner A, Faggart M, et al. The structure of haplotype blocks in the human genome. Science (New York, NY). 2002;296(5576):2225–9.CrossRef
52.
53.
go back to reference Tavtigian SV, Greenblatt MS, Lesueur F, Byrnes GB. In silico analysis of missense substitutions using sequence-alignment based methods. Hum Mutat. 2008;29(11):1327–36.PubMedPubMedCentralCrossRef Tavtigian SV, Greenblatt MS, Lesueur F, Byrnes GB. In silico analysis of missense substitutions using sequence-alignment based methods. Hum Mutat. 2008;29(11):1327–36.PubMedPubMedCentralCrossRef
55.
go back to reference Boyle AP, Hong EL, Hariharan M, Cheng Y, Schaub MA, Kasowski M, Karczewski KJ, Park J, Hitz BC, Weng S, et al. Annotation of functional variation in personal genomes using RegulomeDB. Genome Res. 2012;22(9):1790–7.PubMedPubMedCentralCrossRef Boyle AP, Hong EL, Hariharan M, Cheng Y, Schaub MA, Kasowski M, Karczewski KJ, Park J, Hitz BC, Weng S, et al. Annotation of functional variation in personal genomes using RegulomeDB. Genome Res. 2012;22(9):1790–7.PubMedPubMedCentralCrossRef
56.
go back to reference Yang TP, Beazley C, Montgomery SB, Dimas AS, Gutierrez-Arcelus M, Stranger BE, Deloukas P, Dermitzakis ET. Genevar: a database and Java application for the analysis and visualization of SNP-gene associations in eQTL studies. Bioinformatics (Oxford, England). 2010;26(19):2474–6.CrossRef Yang TP, Beazley C, Montgomery SB, Dimas AS, Gutierrez-Arcelus M, Stranger BE, Deloukas P, Dermitzakis ET. Genevar: a database and Java application for the analysis and visualization of SNP-gene associations in eQTL studies. Bioinformatics (Oxford, England). 2010;26(19):2474–6.CrossRef
57.
go back to reference Ferlay J, Soerjomataram I, Dikshit R, Eser S, Mathers C, Rebelo M, Parkin DM, Forman D, Bray F. Cancer incidence and mortality worldwide: sources, methods and major patterns in GLOBOCAN 2012. Int J Cancer. 2015;136(5):E359–86.PubMedCrossRef Ferlay J, Soerjomataram I, Dikshit R, Eser S, Mathers C, Rebelo M, Parkin DM, Forman D, Bray F. Cancer incidence and mortality worldwide: sources, methods and major patterns in GLOBOCAN 2012. Int J Cancer. 2015;136(5):E359–86.PubMedCrossRef
58.
go back to reference Chalabi N, Bernard-Gallon DJ, Bignon YJ, Kwiatkowski F, Agier M, Vidal V, Laplace-Chabaud V, Sylvain-Vidal V, Bertholet V, De Longueville F, et al. Comparative clinical and transcriptomal profiles of breast cancer between French and South Mediterranean patients show minor but significative biological differences. Cancer Genomics Proteomics. 2008;5(5):253–61.PubMed Chalabi N, Bernard-Gallon DJ, Bignon YJ, Kwiatkowski F, Agier M, Vidal V, Laplace-Chabaud V, Sylvain-Vidal V, Bertholet V, De Longueville F, et al. Comparative clinical and transcriptomal profiles of breast cancer between French and South Mediterranean patients show minor but significative biological differences. Cancer Genomics Proteomics. 2008;5(5):253–61.PubMed
59.
go back to reference Medimegh I, Troudi W, Omrane I, Ayari H, Uhrhummer N, Majoul H, Benayed F, Mezlini A, Bignon YJ, Sibille C, et al. Consanguinity protecting effect against breast Cancer among Tunisian women: analysis of BRCA1 haplotypes. Asian Pac J Cancer Prev. 2015;16(9):4051–5.PubMedCrossRef Medimegh I, Troudi W, Omrane I, Ayari H, Uhrhummer N, Majoul H, Benayed F, Mezlini A, Bignon YJ, Sibille C, et al. Consanguinity protecting effect against breast Cancer among Tunisian women: analysis of BRCA1 haplotypes. Asian Pac J Cancer Prev. 2015;16(9):4051–5.PubMedCrossRef
60.
go back to reference Mahfoudh W, Bouaouina N, Ahmed SB, Gabbouj S, Shan J, Mathew R, Uhrhammer N, Bignon YJ, Troudi W, Elgaaied AB, et al. Hereditary breast cancer in middle eastern and North African (MENA) populations: identification of novel, recurrent and founder BRCA1 mutations in the Tunisian population. Mol Biol Rep. 2012;39(2):1037–46.PubMedCrossRef Mahfoudh W, Bouaouina N, Ahmed SB, Gabbouj S, Shan J, Mathew R, Uhrhammer N, Bignon YJ, Troudi W, Elgaaied AB, et al. Hereditary breast cancer in middle eastern and North African (MENA) populations: identification of novel, recurrent and founder BRCA1 mutations in the Tunisian population. Mol Biol Rep. 2012;39(2):1037–46.PubMedCrossRef
61.
go back to reference Riahi A, Kharrat M, Ghourabi ME, Khomsi F, Gamoudi A, Lariani I, May AE, Rahal K, Chaabouni-Bouhamed H. Mutation spectrum and prevalence of BRCA1 and BRCA2 genes in patients with familial and early-onset breast/ovarian cancer from Tunisia. Clin Genet. 2015;87(2):155–60.PubMedCrossRef Riahi A, Kharrat M, Ghourabi ME, Khomsi F, Gamoudi A, Lariani I, May AE, Rahal K, Chaabouni-Bouhamed H. Mutation spectrum and prevalence of BRCA1 and BRCA2 genes in patients with familial and early-onset breast/ovarian cancer from Tunisia. Clin Genet. 2015;87(2):155–60.PubMedCrossRef
62.
go back to reference Medimegh I, Troudi W, Stambouli N, Khodjet-El-Khil H, Baroudi O, Ayari H, Omrane I, Uhrhammer N, Privat M, Mezlini A, et al. Wild-type genotypes of BRCA1 gene SNPs combined with micro-RNA over-expression in mammary tissue leading to familial breast cancer with an increased risk of distant metastases' occurrence. Med Oncol (Northwood, London, England). 2014;31(11):255.CrossRef Medimegh I, Troudi W, Stambouli N, Khodjet-El-Khil H, Baroudi O, Ayari H, Omrane I, Uhrhammer N, Privat M, Mezlini A, et al. Wild-type genotypes of BRCA1 gene SNPs combined with micro-RNA over-expression in mammary tissue leading to familial breast cancer with an increased risk of distant metastases' occurrence. Med Oncol (Northwood, London, England). 2014;31(11):255.CrossRef
63.
go back to reference Kefi R, Hsouna S, Ben Halim N, Lasram K, Romdhane L, Messai H, Abdelhak S. Phylogeny and genetic structure of Tunisians and their position within Mediterranean populations. Mitochondrial DNA. 2015;26(4):593–604.PubMedCrossRef Kefi R, Hsouna S, Ben Halim N, Lasram K, Romdhane L, Messai H, Abdelhak S. Phylogeny and genetic structure of Tunisians and their position within Mediterranean populations. Mitochondrial DNA. 2015;26(4):593–604.PubMedCrossRef
64.
go back to reference Ben Halim N, Dorboz I, Kefi R, Kharrat N, Eymard-Pierre E, Nagara M, Romdhane L, Ben Alaya-Bouafif N, Rebai A, Miladi N, et al. Determination of arylsulfatase a pseudodeficiency allele and haplotype frequency in the Tunisian population. Neurol Sci. 2016;37(3):403–9.PubMedCrossRef Ben Halim N, Dorboz I, Kefi R, Kharrat N, Eymard-Pierre E, Nagara M, Romdhane L, Ben Alaya-Bouafif N, Rebai A, Miladi N, et al. Determination of arylsulfatase a pseudodeficiency allele and haplotype frequency in the Tunisian population. Neurol Sci. 2016;37(3):403–9.PubMedCrossRef
65.
go back to reference Ennafaa H, Fregel R, Khodjet-El-Khil H, Gonzalez AM, Mahmoudi HA, Cabrera VM, Larruga JM, Benammar-Elgaaied A. Mitochondrial DNA and Y-chromosome microstructure in Tunisia. J Hum Genet. 2011;56(10):734–41.PubMedCrossRef Ennafaa H, Fregel R, Khodjet-El-Khil H, Gonzalez AM, Mahmoudi HA, Cabrera VM, Larruga JM, Benammar-Elgaaied A. Mitochondrial DNA and Y-chromosome microstructure in Tunisia. J Hum Genet. 2011;56(10):734–41.PubMedCrossRef
66.
go back to reference Fadhlaoui-Zid K, Martinez-Cruz B, Khodjet-el-khil H, Mendizabal I, Benammar-Elgaaied A, Comas D. Genetic structure of Tunisian ethnic groups revealed by paternal lineages. Am J Phys Anthropol. 2011;146(2):271–80.PubMedCrossRef Fadhlaoui-Zid K, Martinez-Cruz B, Khodjet-el-khil H, Mendizabal I, Benammar-Elgaaied A, Comas D. Genetic structure of Tunisian ethnic groups revealed by paternal lineages. Am J Phys Anthropol. 2011;146(2):271–80.PubMedCrossRef
67.
go back to reference Cherni L, Fernandes V, Pereira JB, Costa MD, Goios A, Frigi S, Yacoubi-Loueslati B, Amor MB, Slama A, Amorim A, et al. Post-last glacial maximum expansion from Iberia to North Africa revealed by fine characterization of mtDNA H haplogroup in Tunisia. Am J Phys Anthropol. 2009;139(2):253–60.PubMedCrossRef Cherni L, Fernandes V, Pereira JB, Costa MD, Goios A, Frigi S, Yacoubi-Loueslati B, Amor MB, Slama A, Amorim A, et al. Post-last glacial maximum expansion from Iberia to North Africa revealed by fine characterization of mtDNA H haplogroup in Tunisia. Am J Phys Anthropol. 2009;139(2):253–60.PubMedCrossRef
68.
go back to reference Ruiz-Narvaez EA, Rosenberg L, Yao S, Rotimi CN, Cupples AL, Bandera EV, Ambrosone CB, Adams-Campbell LL, Palmer JR. Fine-mapping of the 6q25 locus identifies a novel SNP associated with breast cancer risk in African-American women. Carcinogenesis. 2013;34(2):287–91.PubMedCrossRef Ruiz-Narvaez EA, Rosenberg L, Yao S, Rotimi CN, Cupples AL, Bandera EV, Ambrosone CB, Adams-Campbell LL, Palmer JR. Fine-mapping of the 6q25 locus identifies a novel SNP associated with breast cancer risk in African-American women. Carcinogenesis. 2013;34(2):287–91.PubMedCrossRef
69.
go back to reference Long J, Zhang B, Signorello LB, Cai Q, Deming-Halverson S, Shrubsole MJ, Sanderson M, Dennis J, Michailidou K, Easton DF, et al. Evaluating genome-wide association study-identified breast cancer risk variants in African-American women. PLoS One. 2013;8(4):e58350.PubMedPubMedCentralCrossRef Long J, Zhang B, Signorello LB, Cai Q, Deming-Halverson S, Shrubsole MJ, Sanderson M, Dennis J, Michailidou K, Easton DF, et al. Evaluating genome-wide association study-identified breast cancer risk variants in African-American women. PLoS One. 2013;8(4):e58350.PubMedPubMedCentralCrossRef
70.
go back to reference Hamdi Y, Soucy P, Adoue V, Michailidou K, Canisius S, Lemacon A, Droit A, Andrulis IL, Anton-Culver H, Arndt V, et al. Association of breast cancer risk with genetic variants showing differential allelic expression: identification of a novel breast cancer susceptibility locus at 4q21. Oncotarget. 2016;7(49):80140–63.PubMedPubMedCentralCrossRef Hamdi Y, Soucy P, Adoue V, Michailidou K, Canisius S, Lemacon A, Droit A, Andrulis IL, Anton-Culver H, Arndt V, et al. Association of breast cancer risk with genetic variants showing differential allelic expression: identification of a novel breast cancer susceptibility locus at 4q21. Oncotarget. 2016;7(49):80140–63.PubMedPubMedCentralCrossRef
71.
go back to reference Chen F, Chen GK, Millikan RC, John EM, Ambrosone CB, Bernstein L, Zheng W, Hu JJ, Ziegler RG, Deming SL, et al. Fine-mapping of breast cancer susceptibility loci characterizes genetic risk in African Americans. Hum Mol Genet. 2011;20(22):4491–503.PubMedPubMedCentralCrossRef Chen F, Chen GK, Millikan RC, John EM, Ambrosone CB, Bernstein L, Zheng W, Hu JJ, Ziegler RG, Deming SL, et al. Fine-mapping of breast cancer susceptibility loci characterizes genetic risk in African Americans. Hum Mol Genet. 2011;20(22):4491–503.PubMedPubMedCentralCrossRef
72.
73.
go back to reference Luo S, Lu JY, Liu L, Yin Y, Chen C, Han X, Wu B, Xu R, Liu W, Yan P, et al. Divergent lncRNAs regulate gene expression and lineage differentiation in pluripotent cells. Cell Stem Cell. 2016;18(5):637–52.PubMedCrossRef Luo S, Lu JY, Liu L, Yin Y, Chen C, Han X, Wu B, Xu R, Liu W, Yan P, et al. Divergent lncRNAs regulate gene expression and lineage differentiation in pluripotent cells. Cell Stem Cell. 2016;18(5):637–52.PubMedCrossRef
74.
go back to reference Hung CL, Wang LY, Yu YL, Chen HW, Srivastava S, Petrovics G, Kung HJ. A long noncoding RNA connects c-Myc to tumor metabolism. Proc Natl Acad Sci U S A. 2014;111(52):18697–702.PubMedPubMedCentralCrossRef Hung CL, Wang LY, Yu YL, Chen HW, Srivastava S, Petrovics G, Kung HJ. A long noncoding RNA connects c-Myc to tumor metabolism. Proc Natl Acad Sci U S A. 2014;111(52):18697–702.PubMedPubMedCentralCrossRef
76.
77.
go back to reference Pastrello C, Tsay M, McQuaid R, Abovsky M, Pasini E, Shirdel E, Angeli M, Tokar T, Jamnik J, Kotlyar M, et al. Circulating plant miRNAs can regulate human gene expression in vitro. Sci Rep. 2016;6:32773.PubMedPubMedCentralCrossRef Pastrello C, Tsay M, McQuaid R, Abovsky M, Pasini E, Shirdel E, Angeli M, Tokar T, Jamnik J, Kotlyar M, et al. Circulating plant miRNAs can regulate human gene expression in vitro. Sci Rep. 2016;6:32773.PubMedPubMedCentralCrossRef
78.
go back to reference Chin AR, Fong MY, Somlo G, Wu J, Swiderski P, Wu X, Wang SE. Cross-kingdom inhibition of breast cancer growth by plant miR159. Cell Res. 2016;26(2):217–28.PubMedPubMedCentralCrossRef Chin AR, Fong MY, Somlo G, Wu J, Swiderski P, Wu X, Wang SE. Cross-kingdom inhibition of breast cancer growth by plant miR159. Cell Res. 2016;26(2):217–28.PubMedPubMedCentralCrossRef
79.
go back to reference Wang K, Li H, Yuan Y, Etheridge A, Zhou Y, Huang D, Wilmes P, Galas D. The complex exogenous RNA spectra in human plasma: an interface with human gut biota? PLoS One. 2012;7(12):e51009.PubMedPubMedCentralCrossRef Wang K, Li H, Yuan Y, Etheridge A, Zhou Y, Huang D, Wilmes P, Galas D. The complex exogenous RNA spectra in human plasma: an interface with human gut biota? PLoS One. 2012;7(12):e51009.PubMedPubMedCentralCrossRef
80.
go back to reference Cox DG, Simard J, Sinnett D, Hamdi Y, Soucy P, Ouimet M, Barjhoux L, Verny-Pierre C, McGuffog L, Healey S, et al. Common variants of the BRCA1 wild-type allele modify the risk of breast cancer in BRCA1 mutation carriers. Hum Mol Genet. 2011;20(23):4732–47.PubMedPubMedCentralCrossRef Cox DG, Simard J, Sinnett D, Hamdi Y, Soucy P, Ouimet M, Barjhoux L, Verny-Pierre C, McGuffog L, Healey S, et al. Common variants of the BRCA1 wild-type allele modify the risk of breast cancer in BRCA1 mutation carriers. Hum Mol Genet. 2011;20(23):4732–47.PubMedPubMedCentralCrossRef
Metadata
Title
A genome wide SNP genotyping study in the Tunisian population: specific reporting on a subset of common breast cancer risk loci
Authors
Yosr Hamdi
Mariem Ben Rekaya
Shan Jingxuan
Majdi Nagara
Olfa Messaoud
Amel Benammar Elgaaied
Ridha Mrad
Lotfi Chouchane
Mohamed Samir Boubaker
Sonia Abdelhak
Hamouda Boussen
Lilia Romdhane
Publication date
01-12-2018
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2018
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-018-5133-8

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