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Published in: BMC Cancer 1/2015

Open Access 01-12-2015 | Research article

Effect of genetic ancestry on leukocyte global DNA methylation in cancer patients

Authors: Mónica Cappetta, María Berdasco, Jimena Hochmann, Carolina Bonilla, Mónica Sans, Pedro C Hidalgo, Nora Artagaveytia, Rick Kittles, Miguel Martínez, Manel Esteller, Bernardo Bertoni

Published in: BMC Cancer | Issue 1/2015

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Abstract

Background

The study of genetic variants alone is not enough to explain a complex disease like cancer. Alterations in DNA methylation patterns have been associated with different types of tumor. In order to detect markers of susceptibility for the development of cutaneous melanoma and breast cancer in the Uruguayan population, we integrated genetic and epigenetic information of patients and controls.

Methods

We performed two case–control studies that included 49 individuals with sporadic cutaneous melanoma and 73 unaffected controls, and 179 women with sporadic breast cancer and 209 women controls. We determined the level of global leukocyte DNA methylation using relative quantification of 5mdC by HPLC, and we compared methylation levels between cases and controls with nonparametric statistical tests. Since the Uruguayan population is admixed and both melanoma and breast cancer have very high incidences in Uruguay compared to other populations, we examined whether individual ancestry influences global leucocyte DNA methylation status. We carried out a correlation analysis between the percentage of African, European and Native American individual ancestries, determined using 59 ancestry informative markers, and global DNA methylation in all participants.

Results

We detected global DNA hypomethylation in leukocytes of melanoma and breast cancer patients compared with healthy controls (p < 0.001). Additionally, we found a negative correlation between African ancestry and global DNA methylation in cancer patients (p <0.005).

Conclusions

These results support the potential use of global DNA methylation as a biomarker for cancer risk. In addition, our findings suggest that the ancestral genome structure generated by the admixture process influences DNA methylation patterns, and underscore the importance of considering genetic ancestry as a modifying factor in epigenetic association studies in admixed populations such as Latino ones.
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Literature
1.
go back to reference Portela A, Esteller M. Epigenetic modifications and human disease. Nat Biotechnol. 2011;28:1057–68.CrossRef Portela A, Esteller M. Epigenetic modifications and human disease. Nat Biotechnol. 2011;28:1057–68.CrossRef
2.
go back to reference Berdasco M, Esteller M. Aberrant epigenetic landscape in cancer: how cellular identity goes awry. Dev Cell. 2010;19:698–711.CrossRefPubMed Berdasco M, Esteller M. Aberrant epigenetic landscape in cancer: how cellular identity goes awry. Dev Cell. 2010;19:698–711.CrossRefPubMed
4.
go back to reference Zhu ZZ, Sparrow D, Hou L, Tarantini L, Bollati V, Litonjua AA, et al. Repetitive element hypomethylation in blood leukocyte DNA and cancer incidence, prevalence, and mortality in elderly individuals: the Normative Aging Study. Cancer Causes Control. 2011;22:437–47.CrossRefPubMed Zhu ZZ, Sparrow D, Hou L, Tarantini L, Bollati V, Litonjua AA, et al. Repetitive element hypomethylation in blood leukocyte DNA and cancer incidence, prevalence, and mortality in elderly individuals: the Normative Aging Study. Cancer Causes Control. 2011;22:437–47.CrossRefPubMed
5.
6.
go back to reference Terry MB, Ferris JS, Pilsner R, Flom JD, Tehranifar P, Santella RM, et al. Genomic DNA methylation among women in a multiethnic New York City birth cohort. Cancer Epidemiol Biomarkers Prev. 2008;17:2306–10.CrossRefPubMed Terry MB, Ferris JS, Pilsner R, Flom JD, Tehranifar P, Santella RM, et al. Genomic DNA methylation among women in a multiethnic New York City birth cohort. Cancer Epidemiol Biomarkers Prev. 2008;17:2306–10.CrossRefPubMed
7.
go back to reference Heyn H, Moran S, Hernando-Herraez I, Sayols S, Gomez A, Sandoval J, et al. DNA methylation contributes to natural human variation. Genome Res. 2013;23:1363–72.CrossRefPubMedPubMedCentral Heyn H, Moran S, Hernando-Herraez I, Sayols S, Gomez A, Sandoval J, et al. DNA methylation contributes to natural human variation. Genome Res. 2013;23:1363–72.CrossRefPubMedPubMedCentral
8.
go back to reference Zhang FF, Cardarelli R, Carroll J, Fulda KG, Kaur M, Gonzalez K, et al. Significant differences in global genomic DNA methylation by gender and race/ethnicity in peripheral blood. Epigenetics. 2011;6:623–29.CrossRefPubMedPubMedCentral Zhang FF, Cardarelli R, Carroll J, Fulda KG, Kaur M, Gonzalez K, et al. Significant differences in global genomic DNA methylation by gender and race/ethnicity in peripheral blood. Epigenetics. 2011;6:623–29.CrossRefPubMedPubMedCentral
9.
go back to reference Das PM, Ramachandran K, Vanwert J, Ferdinand L, Gopisetty G, Reis IM, et al. Methylation mediated silencing of TMS1/ASC gene in prostate cancer. Mol Cancer. 2006;5:28.CrossRefPubMedPubMedCentral Das PM, Ramachandran K, Vanwert J, Ferdinand L, Gopisetty G, Reis IM, et al. Methylation mediated silencing of TMS1/ASC gene in prostate cancer. Mol Cancer. 2006;5:28.CrossRefPubMedPubMedCentral
10.
go back to reference Wang S, Dorsey TH, Terunuma A, Kittles RA, Ambs S, Kwabi-Addo B. Relationship between tumor DNA methylation status and patient characteristics in African-American and European-American women with breast cancer. PLoS One. 2012;7:e37928.CrossRefPubMedPubMedCentral Wang S, Dorsey TH, Terunuma A, Kittles RA, Ambs S, Kwabi-Addo B. Relationship between tumor DNA methylation status and patient characteristics in African-American and European-American women with breast cancer. PLoS One. 2012;7:e37928.CrossRefPubMedPubMedCentral
11.
go back to reference Adkins RM, Krushkal J, Tylavsky FA, Thomas F. Racial differences in gene-specific DNA methylation levels are present at birth. Birth Defects Res A Clin Mol Teratol. 2011;91:728–36.CrossRefPubMedPubMedCentral Adkins RM, Krushkal J, Tylavsky FA, Thomas F. Racial differences in gene-specific DNA methylation levels are present at birth. Birth Defects Res A Clin Mol Teratol. 2011;91:728–36.CrossRefPubMedPubMedCentral
12.
go back to reference Fejerman L, Romieu I, John EM, Lazcano-Ponce E, Huntsman S, Beckman KB, et al. European ancestry is positively associated with breast cancer risk in Mexican women. Cancer Epidemiol Biomarkers Prev. 2010;19:1074–82.CrossRefPubMedPubMedCentral Fejerman L, Romieu I, John EM, Lazcano-Ponce E, Huntsman S, Beckman KB, et al. European ancestry is positively associated with breast cancer risk in Mexican women. Cancer Epidemiol Biomarkers Prev. 2010;19:1074–82.CrossRefPubMedPubMedCentral
13.
go back to reference Fejerman L, Chen GK, Eng C, Huntsman S, Hu D, Williams A, et al. Admixture mapping identifies a locus on 6q25 associated with breast cancer risk in US Latinas. Hum Mol Genet. 2012;21:1907–17.CrossRefPubMedPubMedCentral Fejerman L, Chen GK, Eng C, Huntsman S, Hu D, Williams A, et al. Admixture mapping identifies a locus on 6q25 associated with breast cancer risk in US Latinas. Hum Mol Genet. 2012;21:1907–17.CrossRefPubMedPubMedCentral
15.
go back to reference Luiz OC, Gianini RJ, Goncalves FT, Francisco G, Festa-Neto C, Sanches JA, et al. Ethnicity and cutaneous melanoma in the city of Sao Paulo, Brazil: a case–control study. PLoS One. 2012;7:e36348.CrossRefPubMedPubMedCentral Luiz OC, Gianini RJ, Goncalves FT, Francisco G, Festa-Neto C, Sanches JA, et al. Ethnicity and cutaneous melanoma in the city of Sao Paulo, Brazil: a case–control study. PLoS One. 2012;7:e36348.CrossRefPubMedPubMedCentral
16.
go back to reference Sans M, Salzano FM, Chakraborty R. Historical genetics in Uruguay: estimates of biological origins and their problems. Hum Biol. 1997;69:161–70.PubMed Sans M, Salzano FM, Chakraborty R. Historical genetics in Uruguay: estimates of biological origins and their problems. Hum Biol. 1997;69:161–70.PubMed
17.
go back to reference Hidalgo PC, Bengochea M, Abillera A, Cabrera A, Alvarez I. Genetic admixture estimate in the Uruguayan population based on the Loci LDLR, GYPA, HBGG, GC and D7S8. Int J Hum Genet. 2005;5:217–22. Hidalgo PC, Bengochea M, Abillera A, Cabrera A, Alvarez I. Genetic admixture estimate in the Uruguayan population based on the Loci LDLR, GYPA, HBGG, GC and D7S8. Int J Hum Genet. 2005;5:217–22.
19.
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;127:2893–917.CrossRefPubMed 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;127:2893–917.CrossRefPubMed
20.
go back to reference Barrios E, Vasallo J, De Stéfani E. Patterns of cutaneous malignant melanoma incidence and mortality in Uruguay. Melanoma Res. 2001;11 Suppl 1:S138. Barrios E, Vasallo J, De Stéfani E. Patterns of cutaneous malignant melanoma incidence and mortality in Uruguay. Melanoma Res. 2001;11 Suppl 1:S138.
21.
go back to reference Mohammed SI, Springfield S, Das R. Role of epigenetics in cancer health disparities. Methods Mol Biol. 2012;863:395–410.CrossRefPubMed Mohammed SI, Springfield S, Das R. Role of epigenetics in cancer health disparities. Methods Mol Biol. 2012;863:395–410.CrossRefPubMed
22.
go back to reference Bonilla C, Bertoni B, Hidalgo PC, Artagaveytia A, Ackermann E, Barreto I, et al. Breast cancer risk and genetic ancestry: a case–control study in Uruguay. BMC Womens Health. 2015;15:11.CrossRefPubMedPubMedCentral Bonilla C, Bertoni B, Hidalgo PC, Artagaveytia A, Ackermann E, Barreto I, et al. Breast cancer risk and genetic ancestry: a case–control study in Uruguay. BMC Womens Health. 2015;15:11.CrossRefPubMedPubMedCentral
23.
go back to reference Berdasco M, Fraga MF, Esteller M. Quantification of global DNA methylation by capillary electrophoresis and mass spectrometry. Methods Mol Biol. 2009;507:23–34.CrossRefPubMed Berdasco M, Fraga MF, Esteller M. Quantification of global DNA methylation by capillary electrophoresis and mass spectrometry. Methods Mol Biol. 2009;507:23–34.CrossRefPubMed
24.
go back to reference Falush D, Stephens M, Pritchard JK. Inference of population structure using multilocus genotype data: dominant markers and null alleles. Mol Ecol Notes. 2007;7:574–78.CrossRefPubMedPubMedCentral Falush D, Stephens M, Pritchard JK. Inference of population structure using multilocus genotype data: dominant markers and null alleles. Mol Ecol Notes. 2007;7:574–78.CrossRefPubMedPubMedCentral
25.
go back to reference Breiman L, Friedman JH, Olshen RA, Stone CJ. Classification and Regression Trees. Belmont, California: The Wadsworth Statistics/Probability Series, Wadsworth International Group; 1984. Breiman L, Friedman JH, Olshen RA, Stone CJ. Classification and Regression Trees. Belmont, California: The Wadsworth Statistics/Probability Series, Wadsworth International Group; 1984.
28.
go back to reference Li L, Choi JY, Lee KM, Sung H, Park SK, Oze I, et al. DNA methylation in peripheral blood: a potential biomarker for cancer molecular epidemiology. J Epidemiol. 2012;22:384–94.CrossRefPubMedPubMedCentral Li L, Choi JY, Lee KM, Sung H, Park SK, Oze I, et al. DNA methylation in peripheral blood: a potential biomarker for cancer molecular epidemiology. J Epidemiol. 2012;22:384–94.CrossRefPubMedPubMedCentral
29.
go back to reference Hyland PL, Burke LS, Pfeiffer RM, Mirabello L, Tuker MA, Goldstein AM, et al. LINE-1 methylation in peripheral blood and the risk of melanoma in melanoma-prone families with and without CDKN2A mutations. Melanoma Res. 2013;23:55–60.CrossRefPubMed Hyland PL, Burke LS, Pfeiffer RM, Mirabello L, Tuker MA, Goldstein AM, et al. LINE-1 methylation in peripheral blood and the risk of melanoma in melanoma-prone families with and without CDKN2A mutations. Melanoma Res. 2013;23:55–60.CrossRefPubMed
30.
go back to reference Choi JY, James SR, Link PA, McCann SE, Hong CC, Davis W, et al. Association between global DNA hypomethylation in leukocytes and risk of breast cancer. Carcinogenesis. 2009;30:1889–97.CrossRefPubMedPubMedCentral Choi JY, James SR, Link PA, McCann SE, Hong CC, Davis W, et al. Association between global DNA hypomethylation in leukocytes and risk of breast cancer. Carcinogenesis. 2009;30:1889–97.CrossRefPubMedPubMedCentral
31.
go back to reference Fraga MF, Ballestar E, Paz MF, Ropero S, Setien F, Ballestar ML, et al. Epigenetic differences arise during the lifetime of monozygotic twins. Proc Natl Acad Sci U S A. 2005;102:10604–9.CrossRefPubMedPubMedCentral Fraga MF, Ballestar E, Paz MF, Ropero S, Setien F, Ballestar ML, et al. Epigenetic differences arise during the lifetime of monozygotic twins. Proc Natl Acad Sci U S A. 2005;102:10604–9.CrossRefPubMedPubMedCentral
32.
go back to reference Fuke C, Shimabukuro M, Petronis A, Sugimoto J, Oda T, Miura K, et al. Age related changes in 5-methylcytosine content in human peripheral leukocytes and placentas: an HPLC-based study. Ann Hum Genet. 2004;68:196–204.CrossRefPubMed Fuke C, Shimabukuro M, Petronis A, Sugimoto J, Oda T, Miura K, et al. Age related changes in 5-methylcytosine content in human peripheral leukocytes and placentas: an HPLC-based study. Ann Hum Genet. 2004;68:196–204.CrossRefPubMed
33.
go back to reference Kok RM, Smith DE, Barto R, Spijkerman AM, Teerlink T, Gellekink HJ, et al. Global DNA methylation measured by liquid chromatography-tandem mass spectrometry: analytical technique, reference values and determinants in healthy subjects. Clin Chem Lab Med. 2007;45:903–11.CrossRefPubMed Kok RM, Smith DE, Barto R, Spijkerman AM, Teerlink T, Gellekink HJ, et al. Global DNA methylation measured by liquid chromatography-tandem mass spectrometry: analytical technique, reference values and determinants in healthy subjects. Clin Chem Lab Med. 2007;45:903–11.CrossRefPubMed
34.
go back to reference Ma H, Zhang W, Hu J, Yu Z, Chen Y, Luo Q, et al. Analysis of global DNA methylation levels in human blood using high-performance liquid chromatography/tandem electrospray ionization mass spectrometry. Eur J Mass Spectrom. 2009;15:555–61.CrossRef Ma H, Zhang W, Hu J, Yu Z, Chen Y, Luo Q, et al. Analysis of global DNA methylation levels in human blood using high-performance liquid chromatography/tandem electrospray ionization mass spectrometry. Eur J Mass Spectrom. 2009;15:555–61.CrossRef
35.
go back to reference Moore LE, Pfeiffer RM, Poscablo C, Real FX, Kogevinas M, Silverman D, et al. Genomic DNA hypomethylation as a biomarker for bladder cancer susceptibility in the Spanish Bladder Cancer Study: a case–control study. Lancet Oncol. 2008;9:359–66.CrossRefPubMedPubMedCentral Moore LE, Pfeiffer RM, Poscablo C, Real FX, Kogevinas M, Silverman D, et al. Genomic DNA hypomethylation as a biomarker for bladder cancer susceptibility in the Spanish Bladder Cancer Study: a case–control study. Lancet Oncol. 2008;9:359–66.CrossRefPubMedPubMedCentral
36.
go back to reference Lim U, Flood A, Choi SW, Albanes D, Cross AJ, Schatzkin A, et al. Genomic methylation of leukocyte DNA in relation to colorectal adenoma among asymptomatic women. Gastroenterology. 2008;134:47–55.CrossRefPubMed Lim U, Flood A, Choi SW, Albanes D, Cross AJ, Schatzkin A, et al. Genomic methylation of leukocyte DNA in relation to colorectal adenoma among asymptomatic women. Gastroenterology. 2008;134:47–55.CrossRefPubMed
37.
go back to reference Terry MB, Delgado-Cruzata L, Vin-Raviv N, Wu HC, Santella RM. DNA methylation in white blood cells: association with risk factors in epidemiologic studies. Epigenetics. 2011;6:828–37.CrossRefPubMedPubMedCentral Terry MB, Delgado-Cruzata L, Vin-Raviv N, Wu HC, Santella RM. DNA methylation in white blood cells: association with risk factors in epidemiologic studies. Epigenetics. 2011;6:828–37.CrossRefPubMedPubMedCentral
38.
go back to reference Zhu ZZ, Hou L, Bollati V, Tarantini L, Marinelli B, Cantone L, et al. Predictors of global methylation levels in blood DNA of healthy subjects: a combined analysis. Int J Epidemiol. 2010;41:126–39.CrossRefPubMedPubMedCentral Zhu ZZ, Hou L, Bollati V, Tarantini L, Marinelli B, Cantone L, et al. Predictors of global methylation levels in blood DNA of healthy subjects: a combined analysis. Int J Epidemiol. 2010;41:126–39.CrossRefPubMedPubMedCentral
39.
go back to reference Gibbs JR, van der Brug MP, Hernandez DG, Traynor BJ, Nalls MA, Lai SL, et al. Abundant quantitative trait loci exist for DNA methylation and gene expression in human brain. PLoS Genet. 2010;6:e1000952.CrossRefPubMedPubMedCentral Gibbs JR, van der Brug MP, Hernandez DG, Traynor BJ, Nalls MA, Lai SL, et al. Abundant quantitative trait loci exist for DNA methylation and gene expression in human brain. PLoS Genet. 2010;6:e1000952.CrossRefPubMedPubMedCentral
40.
go back to reference Zhang D, Cheng L, Badner JA, Chen C, Chen Q, Luo W, et al. Genetic control of individual differences in gene-specific methylation in human brain. Am J Hum Genet. 2010;86:411–9.CrossRefPubMedPubMedCentral Zhang D, Cheng L, Badner JA, Chen C, Chen Q, Luo W, et al. Genetic control of individual differences in gene-specific methylation in human brain. Am J Hum Genet. 2010;86:411–9.CrossRefPubMedPubMedCentral
41.
go back to reference Altshuler DM, Gibbs RA, Peltonen L, Dermitzakis E, Schaffner SF, Yu F, et al. Integrating common and rare genetic variation in diverse human populations. Nature. 2010;467:52–8.CrossRefPubMed Altshuler DM, Gibbs RA, Peltonen L, Dermitzakis E, Schaffner SF, Yu F, et al. Integrating common and rare genetic variation in diverse human populations. Nature. 2010;467:52–8.CrossRefPubMed
43.
go back to reference Winkler CA, Nelson GW, Smith MW. Admixture mapping comes of age. Annu Rev Genomics Hum Genet. 2010;11:65–89.CrossRefPubMed Winkler CA, Nelson GW, Smith MW. Admixture mapping comes of age. Annu Rev Genomics Hum Genet. 2010;11:65–89.CrossRefPubMed
44.
go back to reference Li JZ, Absher DM, Tang H, Southwick AM, Casto AM, Ramachandran S, et al. Worldwide human relationships inferred from genome-wide patterns of variation. Science. 2008;319:1100–4.CrossRefPubMed Li JZ, Absher DM, Tang H, Southwick AM, Casto AM, Ramachandran S, et al. Worldwide human relationships inferred from genome-wide patterns of variation. Science. 2008;319:1100–4.CrossRefPubMed
Metadata
Title
Effect of genetic ancestry on leukocyte global DNA methylation in cancer patients
Authors
Mónica Cappetta
María Berdasco
Jimena Hochmann
Carolina Bonilla
Mónica Sans
Pedro C Hidalgo
Nora Artagaveytia
Rick Kittles
Miguel Martínez
Manel Esteller
Bernardo Bertoni
Publication date
01-12-2015
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2015
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-015-1461-0

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