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Erschienen in: European Journal of Epidemiology 12/2009

01.12.2009 | Pediatric Epidemiology

Investigating spatio-temporal similarities in the epidemiology of childhood leukaemia and diabetes

verfasst von: Samuel O. M. Manda, Richard G. Feltbower, Mark S. Gilthorpe

Erschienen in: European Journal of Epidemiology | Ausgabe 12/2009

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Abstract

Childhood acute lymphoblastic leukaemia (ALL) and Type 1 diabetes (T1D) share some common epidemiological features, including rising incidence rates and links with an infectious aetiology. Previous work has shown a significant positive correlation in incidence between the two conditions both at the international and small-area level. The aim was to extend the methodology by including shared spatial and temporal trends using a more extensive dataset among individuals diagnosed with ALL and T1D in Yorkshire (UK) aged 0–14 years from 1978–2003. Cases with ALL and T1D were ascertained from 2 high quality population-based disease registers covering the Yorkshire region of the UK and linked to an electoral ward from the 1991 UK census. A Bayesian model was fitted where similarities and differences in risk profiles of the two diseases were captured by the shared and disease-specific components using a shared-component model, with space-time interactions. The extended model revealed a positive correlation of at least 0.70 between diseases across all time periods, and an increasing risk across time for both diseases, which was more evident for T1D. Furthermore, both diseases exhibited lower rates in the more urban county of West Yorkshire and higher rates in the more rural northern and eastern part of the region. A differential effect of T1D over ALL was found in the south-eastern part of the region, which had a more pronounced association with population mixing than with population density or deprivation. Our approach has demonstrated the utility in modelling temporally and spatially varying disease incidence patterns across small geographical areas. The findings suggest searching for environmental factors that exhibit similar geographical-temporal variation in prevalence may help in the development and testing of plausible aetiological hypotheses. Furthermore, identifying environmental exposures specific to the south-eastern part of the region, especially locally varying risk factors which may differentially affect the development of T1D and ALL, may also be fruitful.
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Literatur
1.
Zurück zum Zitat Draper GJ, Kroll ME, Stiller CA. Childhood cancer. In: Doll R, Fraumeni JF, Muir CS, editors. Cancer surveys vol 19/20: trends in cancer incidence and mortality. New York: Cold Spring Harbor Laboratory; 1994. p. 493–517. Draper GJ, Kroll ME, Stiller CA. Childhood cancer. In: Doll R, Fraumeni JF, Muir CS, editors. Cancer surveys vol 19/20: trends in cancer incidence and mortality. New York: Cold Spring Harbor Laboratory; 1994. p. 493–517.
2.
Zurück zum Zitat Linet MS, Ries LA, Smith MA, Tarone RE, Devesa SS. Cancer surveillance series: recent trends in childhood cancer incidence and mortality in the United States. J Natl Cancer Inst. 1999;91:1051–8.CrossRefPubMed Linet MS, Ries LA, Smith MA, Tarone RE, Devesa SS. Cancer surveillance series: recent trends in childhood cancer incidence and mortality in the United States. J Natl Cancer Inst. 1999;91:1051–8.CrossRefPubMed
3.
Zurück zum Zitat Onkamo P, Väänänen S, Karvonen M, Tuomilehto J. Worldwide increase in incidence of type I diabetes—the analysis of the data on published incidence trends. Diabetologia. 1999;42:1395–403.CrossRefPubMed Onkamo P, Väänänen S, Karvonen M, Tuomilehto J. Worldwide increase in incidence of type I diabetes—the analysis of the data on published incidence trends. Diabetologia. 1999;42:1395–403.CrossRefPubMed
4.
Zurück zum Zitat Green A, Patterson CC. Trends in the incidence of childhood-onset diabetes in Europe 1989–1998. Diabetologia. 2001;44(Suppl 3):B3–8.CrossRefPubMed Green A, Patterson CC. Trends in the incidence of childhood-onset diabetes in Europe 1989–1998. Diabetologia. 2001;44(Suppl 3):B3–8.CrossRefPubMed
6.
Zurück zum Zitat EURODIAB Substudy 2 Study Group. Infections and vaccinations as risk factors for childhood type 1 (insulin dependent) diabetes mellitus: a multi-centre case-control investigation. Diabetologia. 2000;43:47–53.CrossRef EURODIAB Substudy 2 Study Group. Infections and vaccinations as risk factors for childhood type 1 (insulin dependent) diabetes mellitus: a multi-centre case-control investigation. Diabetologia. 2000;43:47–53.CrossRef
7.
Zurück zum Zitat Feltbower RG, McKinney PA, Greaves MF, Parslow RC, Bodansky HJ. International parallels in leukaemia and diabetes epidemiology. Arch Dis Child. 2004;89:54–6.CrossRefPubMed Feltbower RG, McKinney PA, Greaves MF, Parslow RC, Bodansky HJ. International parallels in leukaemia and diabetes epidemiology. Arch Dis Child. 2004;89:54–6.CrossRefPubMed
8.
Zurück zum Zitat Feltbower RG, Manda SOM, Gilthorpe MS, Greaves MF, Parslow RC, Kinsey SE, et al. Detecting small-area similarities in the epidemiology of childhood acute lymphoblastic leukemia and diabetes mellitus, Type 1: a Bayesian approach. Am J Epidemiol. 2005;161:1168–80.CrossRefPubMed Feltbower RG, Manda SOM, Gilthorpe MS, Greaves MF, Parslow RC, Kinsey SE, et al. Detecting small-area similarities in the epidemiology of childhood acute lymphoblastic leukemia and diabetes mellitus, Type 1: a Bayesian approach. Am J Epidemiol. 2005;161:1168–80.CrossRefPubMed
9.
Zurück zum Zitat Richardson S, Abellan JJ, Best N. Bayesian spatio-temporal analysis of joint patterns of male and female lung cancer risks in Yorkshire (UK). Stat Methods Med Res. 2006;15:385–407.CrossRefPubMed Richardson S, Abellan JJ, Best N. Bayesian spatio-temporal analysis of joint patterns of male and female lung cancer risks in Yorkshire (UK). Stat Methods Med Res. 2006;15:385–407.CrossRefPubMed
10.
Zurück zum Zitat Nobre AA, Schmidt AM, Lopes HF. Spatio-temporal models for mapping the incidence of malaria in Para. Environmetrics. 2005;16:291–304.CrossRef Nobre AA, Schmidt AM, Lopes HF. Spatio-temporal models for mapping the incidence of malaria in Para. Environmetrics. 2005;16:291–304.CrossRef
11.
Zurück zum Zitat McKinney PA, Parslow RC, Lane SA, et al. Epidemiology of childhood brain tumors in Yorkshire, UK 1974–1995: changing patterns of occurrence. Br J Cancer. 1998;78:974–9.PubMed McKinney PA, Parslow RC, Lane SA, et al. Epidemiology of childhood brain tumors in Yorkshire, UK 1974–1995: changing patterns of occurrence. Br J Cancer. 1998;78:974–9.PubMed
12.
Zurück zum Zitat Feltbower RG, McKinney PA, Parslow RC, Stephenson CR, Bodansky HJ. Type 1 diabetes in Yorkshire, UK: time trends in 0–14 and 15–29 year olds, age at onset and age-period-cohort modeling. Diabetic Med. 2003;20:437–41.CrossRefPubMed Feltbower RG, McKinney PA, Parslow RC, Stephenson CR, Bodansky HJ. Type 1 diabetes in Yorkshire, UK: time trends in 0–14 and 15–29 year olds, age at onset and age-period-cohort modeling. Diabetic Med. 2003;20:437–41.CrossRefPubMed
13.
Zurück zum Zitat Feltbower RG, McNally RJ, Kinsey SE, Lewis IJ, Picton SV, Proctor SJ, et al. Epidemiology of leukaemia and lymphoma in children and young adults from the north of England, 1990–2002. Eur J Cancer. 2009;45:420–7.CrossRefPubMed Feltbower RG, McNally RJ, Kinsey SE, Lewis IJ, Picton SV, Proctor SJ, et al. Epidemiology of leukaemia and lymphoma in children and young adults from the north of England, 1990–2002. Eur J Cancer. 2009;45:420–7.CrossRefPubMed
14.
Zurück zum Zitat Besag J, York J, Mollie A. Bayesian image restoration, with two applications in spatial statistics. Ann Inst Statist Math. 1991;43:1–59.CrossRef Besag J, York J, Mollie A. Bayesian image restoration, with two applications in spatial statistics. Ann Inst Statist Math. 1991;43:1–59.CrossRef
15.
Zurück zum Zitat Leyland AH, Langford IH, Rabash J, Goldstein H. Multivariate spatial models for event data. Stat Med. 2000;19:2469–78.CrossRefPubMed Leyland AH, Langford IH, Rabash J, Goldstein H. Multivariate spatial models for event data. Stat Med. 2000;19:2469–78.CrossRefPubMed
16.
Zurück zum Zitat Langford IH, Leyland AH, Rasbash J, Goldstein H. Multilevel modeling of the geographical distributions of diseases. J R Stat Soc C. 1999;48:253–68.CrossRef Langford IH, Leyland AH, Rasbash J, Goldstein H. Multilevel modeling of the geographical distributions of diseases. J R Stat Soc C. 1999;48:253–68.CrossRef
17.
Zurück zum Zitat Knorr-Held L, Best NG. A shared component model for detecting joint and selective clustering of two diseases. J R Stat Soc A. 2001;164:73–85.CrossRef Knorr-Held L, Best NG. A shared component model for detecting joint and selective clustering of two diseases. J R Stat Soc A. 2001;164:73–85.CrossRef
18.
Zurück zum Zitat Held L, Natario I, Fenton SE, Rue H, Becker N. Towards joint disease mapping. Stat Methods Med Res. 2006;14:61–82.CrossRef Held L, Natario I, Fenton SE, Rue H, Becker N. Towards joint disease mapping. Stat Methods Med Res. 2006;14:61–82.CrossRef
19.
Zurück zum Zitat Spiegelhalter D, Thomas A, Best N, Lunn D. BUGS: Bayesian inference using Gibbs sampling, version 1.4. Cambridge: MRC Biostatistics Unit; 2003. Spiegelhalter D, Thomas A, Best N, Lunn D. BUGS: Bayesian inference using Gibbs sampling, version 1.4. Cambridge: MRC Biostatistics Unit; 2003.
20.
Zurück zum Zitat Spiegelhalter DJ, Best NG, Carlin BP, van der Linde A. Bayesian measures of model complexity and fit (with discussion). J R Stat Soc B. 2002;64:583–640.CrossRef Spiegelhalter DJ, Best NG, Carlin BP, van der Linde A. Bayesian measures of model complexity and fit (with discussion). J R Stat Soc B. 2002;64:583–640.CrossRef
21.
Zurück zum Zitat Ranta J, Penttinen A. Probabilistic small area risk assessment using GIS-based data: a case study of Finnish childhood diabetes. Stat Med. 2000;19:2345–59.CrossRefPubMed Ranta J, Penttinen A. Probabilistic small area risk assessment using GIS-based data: a case study of Finnish childhood diabetes. Stat Med. 2000;19:2345–59.CrossRefPubMed
23.
Zurück zum Zitat Kinlen L. Evidence for an infective cause of childhood leukemia: comparison of a Scottish new town with nuclear reprocessing sites in Britain. Lancet. 1988;2:1323–7.CrossRefPubMed Kinlen L. Evidence for an infective cause of childhood leukemia: comparison of a Scottish new town with nuclear reprocessing sites in Britain. Lancet. 1988;2:1323–7.CrossRefPubMed
24.
Zurück zum Zitat Wills-Karp M, Santeliz J, Karp CL. The germless theory of allergic disease: revisiting the hygiene hypothesis. Nat Rev Immunol. 2001;1:69–75.CrossRefPubMed Wills-Karp M, Santeliz J, Karp CL. The germless theory of allergic disease: revisiting the hygiene hypothesis. Nat Rev Immunol. 2001;1:69–75.CrossRefPubMed
25.
Zurück zum Zitat Kline RB. Principles of structural equation modelling. LEA; 2005. Kline RB. Principles of structural equation modelling. LEA; 2005.
26.
Zurück zum Zitat Mollie A. Bayesian mapping of disease. In: Gilks WR, Richardson S, Spiegelhater DJ, editors. Markov chain Monte Carlo in practice. London: Chapman & Hall; 1996. p. 359–79. Mollie A. Bayesian mapping of disease. In: Gilks WR, Richardson S, Spiegelhater DJ, editors. Markov chain Monte Carlo in practice. London: Chapman & Hall; 1996. p. 359–79.
27.
Zurück zum Zitat Waller LA, Carlin BP, Xia H, Gelfand AE. Hierachical spatio-temporal mapping of disease rates. J Am Stat Assoc. 1997;92:607–17.CrossRef Waller LA, Carlin BP, Xia H, Gelfand AE. Hierachical spatio-temporal mapping of disease rates. J Am Stat Assoc. 1997;92:607–17.CrossRef
Metadaten
Titel
Investigating spatio-temporal similarities in the epidemiology of childhood leukaemia and diabetes
verfasst von
Samuel O. M. Manda
Richard G. Feltbower
Mark S. Gilthorpe
Publikationsdatum
01.12.2009
Verlag
Springer Netherlands
Erschienen in
European Journal of Epidemiology / Ausgabe 12/2009
Print ISSN: 0393-2990
Elektronische ISSN: 1573-7284
DOI
https://doi.org/10.1007/s10654-009-9391-2

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