Skip to main content
Top
Published in: BMC Cancer 1/2014

Open Access 01-12-2014 | Research article

Space-time clusters of breast cancer using residential histories: A Danish case–control study

Authors: Rikke Baastrup Nordsborg, Jaymie R Meliker, Annette Kjær Ersbøll, Geoffrey M Jacquez, Aslak Harbo Poulsen, Ole Raaschou-Nielsen

Published in: BMC Cancer | Issue 1/2014

Login to get access

Abstract

Background

A large proportion of breast cancer cases are thought related to environmental factors. Identification of specific geographical areas with high risk (clusters) may give clues to potential environmental risk factors. The aim of this study was to investigate whether clusters of breast cancer existed in space and time in Denmark, using 33 years of residential histories.

Methods

We conducted a population-based case–control study of 3138 female cases from the Danish Cancer Registry, diagnosed with breast cancer in 2003 and two independent control groups of 3138 women each, randomly selected from the Civil Registration System. Residential addresses of cases and controls from 1971 to 2003 were collected from the Civil Registration System and geo-coded. Q-statistics were used to identify space-time clusters of breast cancer. All analyses were carried out with both control groups, and for 66% of the study population we also conducted analyses adjusted for individual reproductive factors and area-level socioeconomic indicators.

Results

In the crude analyses a cluster in the northern suburbs of Copenhagen was consistently found throughout the study period (1971–2003) with both control groups. When analyses were adjusted for individual reproductive factors and area-level socioeconomic indicators, the cluster area became smaller and less evident.

Conclusions

The breast cancer cluster area that persisted after adjustment might be explained by factors that were not accounted for such as alcohol consumption and use of hormone replacement therapy. However, we cannot exclude environmental pollutants as a contributing cause, but no pollutants specific to this area seem obvious.
Appendix
Available only for authorised users
Literature
1.
go back to reference Jemal A, Bray F, Center MM, Ferlay J, Ward E, Forman D: Global cancer statistics. CA Cancer J Clin. 2011, 61: 69-90. 10.3322/caac.20107.CrossRefPubMed Jemal A, Bray F, Center MM, Ferlay J, Ward E, Forman D: Global cancer statistics. CA Cancer J Clin. 2011, 61: 69-90. 10.3322/caac.20107.CrossRefPubMed
2.
go back to reference Parkin DM, Bray FI, Devesa SS: Cancer burden in the year 2000. The global picture. Eur J Cancer. 2001, 37: S4-66.CrossRefPubMed Parkin DM, Bray FI, Devesa SS: Cancer burden in the year 2000. The global picture. Eur J Cancer. 2001, 37: S4-66.CrossRefPubMed
3.
go back to reference Engholm G, Ferlay J, Christensen N, Bray F, Gjerstorff ML, Klint A, Kotlum JE, Olafsdottir E, Pukkala E, Storm HH: NORDCAN: Cancer Incidence, Mortality, Prevalence and Prediction in the Nordic Countries, Version 5.3. Association of Nordic Cancer Registries. Danish Cancer Society, http://www-dep.iarc.fr/nordcan.htm, Engholm G, Ferlay J, Christensen N, Bray F, Gjerstorff ML, Klint A, Kotlum JE, Olafsdottir E, Pukkala E, Storm HH: NORDCAN: Cancer Incidence, Mortality, Prevalence and Prediction in the Nordic Countries, Version 5.3. Association of Nordic Cancer Registries. Danish Cancer Society, http://​www-dep.​iarc.​fr/​nordcan.​htm,
4.
go back to reference Ewertz M, Mellemkjaer L, Poulsen AH, Friis S, Sorensen HT, Pedersen L, McLaughlin JK, Olsen JH: Hormone use for menopausal symptoms and risk of breast cancer. A Danish cohort study. Br J Cancer. 2005, 92: 1293-1297. 10.1038/sj.bjc.6602472.CrossRefPubMedPubMedCentral Ewertz M, Mellemkjaer L, Poulsen AH, Friis S, Sorensen HT, Pedersen L, McLaughlin JK, Olsen JH: Hormone use for menopausal symptoms and risk of breast cancer. A Danish cohort study. Br J Cancer. 2005, 92: 1293-1297. 10.1038/sj.bjc.6602472.CrossRefPubMedPubMedCentral
5.
go back to reference Hansen J, Lassen CF: Nested case–control study of night shift work and breast cancer risk among women in the Danish military. Occup Environ Med. 2012, 69: 551-556. 10.1136/oemed-2011-100240.CrossRefPubMed Hansen J, Lassen CF: Nested case–control study of night shift work and breast cancer risk among women in the Danish military. Occup Environ Med. 2012, 69: 551-556. 10.1136/oemed-2011-100240.CrossRefPubMed
6.
go back to reference Key TJ, Verkasalo PK, Banks E: Epidemiology of breast cancer. Lancet Oncol. 2001, 2: 133-140. 10.1016/S1470-2045(00)00254-0.CrossRefPubMed Key TJ, Verkasalo PK, Banks E: Epidemiology of breast cancer. Lancet Oncol. 2001, 2: 133-140. 10.1016/S1470-2045(00)00254-0.CrossRefPubMed
7.
go back to reference Lacroix M, Leclercq G: The "portrait" of hereditary breast cancer. Breast Cancer Res Treat. 2005, 89: 297-304. 10.1007/s10549-004-2172-4.CrossRefPubMed Lacroix M, Leclercq G: The "portrait" of hereditary breast cancer. Breast Cancer Res Treat. 2005, 89: 297-304. 10.1007/s10549-004-2172-4.CrossRefPubMed
8.
go back to reference Morch LS, Johansen D, Thygesen LC, Tjonneland A, Lokkegaard E, Stahlberg C, Gronbaek M: Alcohol drinking, consumption patterns and breast cancer among Danish nurses: a cohort study. Eur J Public Health. 2007, 17: 624-629. 10.1093/eurpub/ckm036.CrossRefPubMed Morch LS, Johansen D, Thygesen LC, Tjonneland A, Lokkegaard E, Stahlberg C, Gronbaek M: Alcohol drinking, consumption patterns and breast cancer among Danish nurses: a cohort study. Eur J Public Health. 2007, 17: 624-629. 10.1093/eurpub/ckm036.CrossRefPubMed
9.
go back to reference Ronckers CM, Erdmann CA, Land CE: Radiation and breast cancer: a review of current evidence. Breast Cancer Res. 2005, 7: 21-32. 10.1186/bcr970.CrossRefPubMed Ronckers CM, Erdmann CA, Land CE: Radiation and breast cancer: a review of current evidence. Breast Cancer Res. 2005, 7: 21-32. 10.1186/bcr970.CrossRefPubMed
10.
go back to reference Carlsen K, Hoybye MT, Dalton SO, Tjonneland A: Social inequality and incidence of and survival from breast cancer in a population-based study in Denmark, 1994–2003. Eur J Cancer. 2008, 44: 1996-2002. 10.1016/j.ejca.2008.06.027.CrossRefPubMed Carlsen K, Hoybye MT, Dalton SO, Tjonneland A: Social inequality and incidence of and survival from breast cancer in a population-based study in Denmark, 1994–2003. Eur J Cancer. 2008, 44: 1996-2002. 10.1016/j.ejca.2008.06.027.CrossRefPubMed
11.
go back to reference Kliewer EV, Smith KR: Breast cancer mortality among immigrants in Australia and Canada. J Natl Cancer Inst. 1995, 87: 1154-1161. 10.1093/jnci/87.15.1154.CrossRefPubMed Kliewer EV, Smith KR: Breast cancer mortality among immigrants in Australia and Canada. J Natl Cancer Inst. 1995, 87: 1154-1161. 10.1093/jnci/87.15.1154.CrossRefPubMed
12.
go back to reference Ziegler RG, Hoover RN, Pike MC, Hildesheim A, Nomura AM, West DW, Wu-Williams AH, Kolonel LN, Horn-Ross PL, Rosenthal JF, Hyer MB: Migration patterns and breast cancer risk in Asian-American women. J Natl Cancer Inst. 1993, 85: 1819-1827. 10.1093/jnci/85.22.1819.CrossRefPubMed Ziegler RG, Hoover RN, Pike MC, Hildesheim A, Nomura AM, West DW, Wu-Williams AH, Kolonel LN, Horn-Ross PL, Rosenthal JF, Hyer MB: Migration patterns and breast cancer risk in Asian-American women. J Natl Cancer Inst. 1993, 85: 1819-1827. 10.1093/jnci/85.22.1819.CrossRefPubMed
13.
go back to reference Lichtenstein P, Holm NV, Verkasalo PK, Iliadou A, Kaprio J, Koskenvuo M, Pukkala E, Skytthe A, Hemminki K: Environmental and heritable factors in the causation of cancer–analyses of cohorts of twins from Sweden, Denmark, and Finland. N Engl J Med. 2000, 343: 78-85. 10.1056/NEJM200007133430201.CrossRefPubMed Lichtenstein P, Holm NV, Verkasalo PK, Iliadou A, Kaprio J, Koskenvuo M, Pukkala E, Skytthe A, Hemminki K: Environmental and heritable factors in the causation of cancer–analyses of cohorts of twins from Sweden, Denmark, and Finland. N Engl J Med. 2000, 343: 78-85. 10.1056/NEJM200007133430201.CrossRefPubMed
14.
go back to reference Madigan MP, Ziegler RG, Benichou J, Byrne C, Hoover RN: Proportion of breast cancer cases in the United States explained by well-established risk factors. J Natl Cancer Inst. 1995, 87: 1681-1685. 10.1093/jnci/87.22.1681.CrossRefPubMed Madigan MP, Ziegler RG, Benichou J, Byrne C, Hoover RN: Proportion of breast cancer cases in the United States explained by well-established risk factors. J Natl Cancer Inst. 1995, 87: 1681-1685. 10.1093/jnci/87.22.1681.CrossRefPubMed
15.
go back to reference Coyle YM: The effect of environment on breast cancer risk. Breast Cancer Res Treat. 2004, 84: 273-288. 10.1023/B:BREA.0000019964.33963.09.CrossRefPubMed Coyle YM: The effect of environment on breast cancer risk. Breast Cancer Res Treat. 2004, 84: 273-288. 10.1023/B:BREA.0000019964.33963.09.CrossRefPubMed
16.
go back to reference Kulldorff M, Feuer EJ, Miller BA, Freedman LS: Breast cancer clusters in the northeast United States: a geographic analysis. Am J Epidemiol. 1997, 146: 161-170. 10.1093/oxfordjournals.aje.a009247.CrossRefPubMed Kulldorff M, Feuer EJ, Miller BA, Freedman LS: Breast cancer clusters in the northeast United States: a geographic analysis. Am J Epidemiol. 1997, 146: 161-170. 10.1093/oxfordjournals.aje.a009247.CrossRefPubMed
17.
go back to reference Luginaah IN, Gorey KM, Oiamo TH, Tang KX, Holowaty EJ, Hamm C, Wright FC: A geographical analysis of breast cancer clustering in southern Ontario: generating hypotheses on environmental influences. Int J Environ Health Res. 2012, 22: 232-248. 10.1080/09603123.2011.634386.CrossRefPubMed Luginaah IN, Gorey KM, Oiamo TH, Tang KX, Holowaty EJ, Hamm C, Wright FC: A geographical analysis of breast cancer clustering in southern Ontario: generating hypotheses on environmental influences. Int J Environ Health Res. 2012, 22: 232-248. 10.1080/09603123.2011.634386.CrossRefPubMed
18.
go back to reference Han D, Rogerson PA, Nie J, Bonner MR, Vena JE, Vito D, Muti P, Trevisan M, Edge SB, Freudenheim JL: Geographic clustering of residence in early life and subsequent risk of breast cancer (United States). Cancer Causes Control. 2004, 15: 921-929. 10.1007/s10552-004-1675-y.CrossRefPubMed Han D, Rogerson PA, Nie J, Bonner MR, Vena JE, Vito D, Muti P, Trevisan M, Edge SB, Freudenheim JL: Geographic clustering of residence in early life and subsequent risk of breast cancer (United States). Cancer Causes Control. 2004, 15: 921-929. 10.1007/s10552-004-1675-y.CrossRefPubMed
19.
go back to reference Han D, Rogerson PA, Bonner MR, Nie J, Vena JE, Muti P, Trevisan M, Freudenheim JL: Assessing spatio-temporal variability of risk surfaces using residential history data in a case control study of breast cancer. Int J Health Geogr. 2005, 4: 9-10.1186/1476-072X-4-9.CrossRefPubMedPubMedCentral Han D, Rogerson PA, Bonner MR, Nie J, Vena JE, Muti P, Trevisan M, Freudenheim JL: Assessing spatio-temporal variability of risk surfaces using residential history data in a case control study of breast cancer. Int J Health Geogr. 2005, 4: 9-10.1186/1476-072X-4-9.CrossRefPubMedPubMedCentral
20.
go back to reference Vieira VM, Webster TF, Weinberg JM, Aschengrau A: Spatial-temporal analysis of breast cancer in upper Cape Cod, Massachusetts. Int J Health Geogr. 2008, 7: 46-10.1186/1476-072X-7-46.CrossRefPubMedPubMedCentral Vieira VM, Webster TF, Weinberg JM, Aschengrau A: Spatial-temporal analysis of breast cancer in upper Cape Cod, Massachusetts. Int J Health Geogr. 2008, 7: 46-10.1186/1476-072X-7-46.CrossRefPubMedPubMedCentral
22.
23.
go back to reference Meliker JR, Jacquez GM: Space-time clustering of case–control data with residential histories: insights into empirical induction periods, age-specific susceptibility, and calendar year-specific effects. Stoch Environ Res Risk Assess. 2007, 21: 625-634. 10.1007/s00477-007-0140-3.CrossRefPubMedPubMedCentral Meliker JR, Jacquez GM: Space-time clustering of case–control data with residential histories: insights into empirical induction periods, age-specific susceptibility, and calendar year-specific effects. Stoch Environ Res Risk Assess. 2007, 21: 625-634. 10.1007/s00477-007-0140-3.CrossRefPubMedPubMedCentral
24.
go back to reference Knudsen LB, Olsen J: The Danish Medical Birth Registry. Dan Med Bull. 1998, 45: 320-323.PubMed Knudsen LB, Olsen J: The Danish Medical Birth Registry. Dan Med Bull. 1998, 45: 320-323.PubMed
25.
go back to reference Boyd HA, Poulsen G, Wohlfahrt J, Murray JC, Feenstra B, Melbye M: Maternal contributions to preterm delivery. Am J Epidemiol. 2009, 170: 1358-1364. 10.1093/aje/kwp324.CrossRefPubMedPubMedCentral Boyd HA, Poulsen G, Wohlfahrt J, Murray JC, Feenstra B, Melbye M: Maternal contributions to preterm delivery. Am J Epidemiol. 2009, 170: 1358-1364. 10.1093/aje/kwp324.CrossRefPubMedPubMedCentral
26.
go back to reference Jacquez GM, Meliker JR, Avruskin GA, Goovaerts P, Kaufmann A, Wilson ML, Nriagu J: Case–control geographic clustering for residential histories accounting for risk factors and covariates. Int J Health Geogr. 2006, 5: 32-10.1186/1476-072X-5-32.CrossRefPubMedPubMedCentral Jacquez GM, Meliker JR, Avruskin GA, Goovaerts P, Kaufmann A, Wilson ML, Nriagu J: Case–control geographic clustering for residential histories accounting for risk factors and covariates. Int J Health Geogr. 2006, 5: 32-10.1186/1476-072X-5-32.CrossRefPubMedPubMedCentral
27.
go back to reference Sloan CD, Jacquez GJ, Galllagher CM, Ward MH, Raaschou-Nielsen O, Nordsborg RB, Meliker JR: Performance of cancer cluster Q-statistics for case–control residential histories. Spat Spatiotemporal Epidemiol. 2012, 3: 297-310. 10.1016/j.sste.2012.09.002.CrossRefPubMedPubMedCentral Sloan CD, Jacquez GJ, Galllagher CM, Ward MH, Raaschou-Nielsen O, Nordsborg RB, Meliker JR: Performance of cancer cluster Q-statistics for case–control residential histories. Spat Spatiotemporal Epidemiol. 2012, 3: 297-310. 10.1016/j.sste.2012.09.002.CrossRefPubMedPubMedCentral
28.
go back to reference Kulldorff M: A spatial scan statistic. Communications in Statistics - Theory and Methods. 1997, 26: 1481-1496. 10.1080/03610929708831995.CrossRef Kulldorff M: A spatial scan statistic. Communications in Statistics - Theory and Methods. 1997, 26: 1481-1496. 10.1080/03610929708831995.CrossRef
29.
go back to reference Kulldorff M, Huang L, Pickle L, Duczmal L: An elliptic spatial scan statistic. Stat Med. 2006, 25: 3929-3943. 10.1002/sim.2490.CrossRefPubMed Kulldorff M, Huang L, Pickle L, Duczmal L: An elliptic spatial scan statistic. Stat Med. 2006, 25: 3929-3943. 10.1002/sim.2490.CrossRefPubMed
30.
go back to reference Dalton SO, During M, Ross L, Carlsen K, Mortensen PB, Lynch J, Johansen C: The relation between socioeconomic and demographic factors and tumour stage in women diagnosed with breast cancer in Denmark, 1983–1999. Br J Cancer. 2006, 95: 653-659. 10.1038/sj.bjc.6603294.CrossRefPubMedPubMedCentral Dalton SO, During M, Ross L, Carlsen K, Mortensen PB, Lynch J, Johansen C: The relation between socioeconomic and demographic factors and tumour stage in women diagnosed with breast cancer in Denmark, 1983–1999. Br J Cancer. 2006, 95: 653-659. 10.1038/sj.bjc.6603294.CrossRefPubMedPubMedCentral
31.
go back to reference Dalton SO, Ross L, During M, Carlsen K, Mortensen PB, Lynch J, Johansen C: Influence of socioeconomic factors on survival after breast cancer–a nationwide cohort study of women diagnosed with breast cancer in Denmark 1983–1999. Int J Cancer. 2007, 121: 2524-2531. 10.1002/ijc.22979.CrossRefPubMed Dalton SO, Ross L, During M, Carlsen K, Mortensen PB, Lynch J, Johansen C: Influence of socioeconomic factors on survival after breast cancer–a nationwide cohort study of women diagnosed with breast cancer in Denmark 1983–1999. Int J Cancer. 2007, 121: 2524-2531. 10.1002/ijc.22979.CrossRefPubMed
32.
go back to reference Larsen SB, Olsen A, Lynch J, Christensen J, Overvad K, Tjonneland A, Johansen C, Dalton SO: Socioeconomic position and lifestyle in relation to breast cancer incidence among postmenopausal women: a prospective cohort study, Denmark, 1993–2006. Cancer Epidemiol. 2011, 35: 438-441. 10.1016/j.canep.2010.12.005.CrossRefPubMed Larsen SB, Olsen A, Lynch J, Christensen J, Overvad K, Tjonneland A, Johansen C, Dalton SO: Socioeconomic position and lifestyle in relation to breast cancer incidence among postmenopausal women: a prospective cohort study, Denmark, 1993–2006. Cancer Epidemiol. 2011, 35: 438-441. 10.1016/j.canep.2010.12.005.CrossRefPubMed
33.
go back to reference Christensen AI, Ekholm O, Glümer C, Andreasen AH, Hvidberg MF, Kristensen PL, Larsen FB, Ortiz B, Juel K: The Danish National Health Survey 2010. Study design and respondent characteristics. Scand J Public Health. 2012, 40: 391-397. 10.1177/1403494812451412.CrossRefPubMed Christensen AI, Ekholm O, Glümer C, Andreasen AH, Hvidberg MF, Kristensen PL, Larsen FB, Ortiz B, Juel K: The Danish National Health Survey 2010. Study design and respondent characteristics. Scand J Public Health. 2012, 40: 391-397. 10.1177/1403494812451412.CrossRefPubMed
35.
go back to reference Robert SA, Strombom I, Trentham-Dietz A, Hampton JM, McElroy JA, Newcomb PA, Remington PL: Socioeconomic risk factors for breast cancer: distinguishing individual- and community-level effects. Epidemiology. 2004, 15: 442-450. 10.1097/01.ede.0000129512.61698.03.CrossRefPubMed Robert SA, Strombom I, Trentham-Dietz A, Hampton JM, McElroy JA, Newcomb PA, Remington PL: Socioeconomic risk factors for breast cancer: distinguishing individual- and community-level effects. Epidemiology. 2004, 15: 442-450. 10.1097/01.ede.0000129512.61698.03.CrossRefPubMed
36.
go back to reference Webster TF, Hoffman K, Weinberg J, Vieira V, Aschengrau A: Community- and individual-level socioeconomic status and breast cancer risk: multilevel modeling on Cape Cod, Massachusetts. Environ Health Perspect. 2008, 116: 1125-1129. 10.1289/ehp.10818.CrossRefPubMedPubMedCentral Webster TF, Hoffman K, Weinberg J, Vieira V, Aschengrau A: Community- and individual-level socioeconomic status and breast cancer risk: multilevel modeling on Cape Cod, Massachusetts. Environ Health Perspect. 2008, 116: 1125-1129. 10.1289/ehp.10818.CrossRefPubMedPubMedCentral
37.
go back to reference Jacquez GM, Greiling DA: Local clustering in breast, lung and colorectal cancer in Long Island, New York. Int J Health Geogr. 2003, 2: 3-10.1186/1476-072X-2-3.CrossRefPubMedPubMedCentral Jacquez GM, Greiling DA: Local clustering in breast, lung and colorectal cancer in Long Island, New York. Int J Health Geogr. 2003, 2: 3-10.1186/1476-072X-2-3.CrossRefPubMedPubMedCentral
38.
go back to reference Vieira V, Webster T, Weinberg J, Aschengrau A, Ozonoff D: Spatial analysis of lung, colorectal, and breast cancer on Cape Cod: an application of generalized additive models to case–control data. Environ Health. 2005, 4: 11-10.1186/1476-069X-4-11.CrossRefPubMedPubMedCentral Vieira V, Webster T, Weinberg J, Aschengrau A, Ozonoff D: Spatial analysis of lung, colorectal, and breast cancer on Cape Cod: an application of generalized additive models to case–control data. Environ Health. 2005, 4: 11-10.1186/1476-069X-4-11.CrossRefPubMedPubMedCentral
39.
go back to reference Storm HH, Michelsen EV, Clemmensen IH, Pihl J: The Danish Cancer Registry - history, content, quality and use. Dan Med Bull. 1997, 44: 535-539.PubMed Storm HH, Michelsen EV, Clemmensen IH, Pihl J: The Danish Cancer Registry - history, content, quality and use. Dan Med Bull. 1997, 44: 535-539.PubMed
40.
go back to reference Baastrup Nordsborg R, Meliker JR, Kjær Ersbøll A, Jacquez GM, Raaschou-Nielsen O: Space-Time Clustering of Non-Hodgkin Lymphoma Using Residential Histories in a Danish Case–control Study. PLoS ONE. 2013, 8: e60800-10.1371/journal.pone.0060800.CrossRefPubMedPubMedCentral Baastrup Nordsborg R, Meliker JR, Kjær Ersbøll A, Jacquez GM, Raaschou-Nielsen O: Space-Time Clustering of Non-Hodgkin Lymphoma Using Residential Histories in a Danish Case–control Study. PLoS ONE. 2013, 8: e60800-10.1371/journal.pone.0060800.CrossRefPubMedPubMedCentral
Metadata
Title
Space-time clusters of breast cancer using residential histories: A Danish case–control study
Authors
Rikke Baastrup Nordsborg
Jaymie R Meliker
Annette Kjær Ersbøll
Geoffrey M Jacquez
Aslak Harbo Poulsen
Ole Raaschou-Nielsen
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2014
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/1471-2407-14-255

Other articles of this Issue 1/2014

BMC Cancer 1/2014 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine