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

Open Access 01-12-2014 | Research article

Bowel disorders and its spatial trend in Manitoba, Canada

Author: Mahmoud Torabi

Published in: BMC Public Health | Issue 1/2014

Login to get access

Abstract

Background

Bowel disorders have destructive impacts on the patients social and mental aspects of life and can cause emotional distress. The risk of developing bowel incontinence also increases with age. The rate of incidence of inflammatory bowel disease in Manitoba, Canada, has been unusually raised. Therefore, it is important to identify trends in the incidence of bowel disorders that may suggest further epidemiological studies to identify risk factors and identify any changes in important factors.

Methods

An important part of spatial epidemiology is cluster detection as it has the potential to identify possible risk factors associated with disease, which in turn may lead to further investigations into the nature of diseases. To test for potential disease clusters many methods have been proposed. The focused detection methods including the circular spatial scan statistic (CSS), flexible spatial scan statistic (FSS), and Bayesian disease mapping (BYM) are among the most popular disease detection procedures. A frequentist approach based on maximum likelihood estimation (MLE) has been recently used to identify potential focused clusters as well. The aforementioned approaches are studied by analyzing a dataset of bowel disorders in the province of Manitoba, Canada, from 2001 to 2010.

Results

The CSS method identified less regions than the FSS method in the south part of the province as potential clusters. The same regions were identified by the BYM and MLE methods as being potential clusters of bowel disorders with a slightly different order of significance. Most of these regions were also detected by the CSS or FSS methods.

Conclusions

Overall, we recommend using the methods BYM and MLE for cluster detection with the similar population and structure of regions as in Manitoba. The potential clusters of bowel disorders are generally located in the southern part of the province including the eastern part of the city of Winnipeg. These results may represent real increases in bowel disorders or they may be an indication of other covariates that were not adjusted for in the model used here. Further investigation is needed to examine these findings, and also to explore the cause of these increases.
Appendix
Available only for authorised users
Literature
1.
go back to reference Casellas F, Ginard D, Vera I, Torrejón A: Satisfaction of the health care professionals managing patients with inflammatory bowel disease. J Crohns Colitis. 2013, 7: e249-e255. 10.1016/j.crohns.2012.10.003.CrossRefPubMed Casellas F, Ginard D, Vera I, Torrejón A: Satisfaction of the health care professionals managing patients with inflammatory bowel disease. J Crohns Colitis. 2013, 7: e249-e255. 10.1016/j.crohns.2012.10.003.CrossRefPubMed
2.
go back to reference Feagan BG: Review article: economic issues in Crohn’s disease - assessing the effects of new treatments on health-related quality of life. Ailment Phrarmocol Ther. 1999, 13 (Suppl. 4): 29-37.CrossRef Feagan BG: Review article: economic issues in Crohn’s disease - assessing the effects of new treatments on health-related quality of life. Ailment Phrarmocol Ther. 1999, 13 (Suppl. 4): 29-37.CrossRef
3.
go back to reference Longobardi T, Jacobs P, Wu L, Bernstein CN: Work losses related to inflammatory bowel disease in Canada: results from a national population health survey. Am J Gastroenterol. 2003, 98 (4): 844-849. 10.1111/j.1572-0241.2003.07378.x.CrossRefPubMed Longobardi T, Jacobs P, Wu L, Bernstein CN: Work losses related to inflammatory bowel disease in Canada: results from a national population health survey. Am J Gastroenterol. 2003, 98 (4): 844-849. 10.1111/j.1572-0241.2003.07378.x.CrossRefPubMed
4.
go back to reference Bernstein CN, Rawsthorne P, Cheang M, Blanchard JF: A population-based case control study of potential risk factors for IBD. Am J Gastroenterol. 2006, 101: 993-1002. 10.1111/j.1572-0241.2006.00381.x.CrossRefPubMed Bernstein CN, Rawsthorne P, Cheang M, Blanchard JF: A population-based case control study of potential risk factors for IBD. Am J Gastroenterol. 2006, 101: 993-1002. 10.1111/j.1572-0241.2006.00381.x.CrossRefPubMed
5.
go back to reference Molodecky NA, Kaplan GG: Environmental risk factors for inflammatory bowel disease. Gastroenterol Hepatol. 2010, 6 (5): 339-346. Molodecky NA, Kaplan GG: Environmental risk factors for inflammatory bowel disease. Gastroenterol Hepatol. 2010, 6 (5): 339-346.
6.
go back to reference Hyams JS: Functional gastrointestinal disorders. Curr Opin Pediatr. 1999, 11: 375-378. 10.1097/00008480-199910000-00001.CrossRefPubMed Hyams JS: Functional gastrointestinal disorders. Curr Opin Pediatr. 1999, 11: 375-378. 10.1097/00008480-199910000-00001.CrossRefPubMed
7.
go back to reference Schwetz I, Chang L: Irritable bowel syndrome. Encyclopedia of Gastroenterology. Edited by: Johnson L. 2004, New York: Elsevier, 467-475.CrossRef Schwetz I, Chang L: Irritable bowel syndrome. Encyclopedia of Gastroenterology. Edited by: Johnson L. 2004, New York: Elsevier, 467-475.CrossRef
8.
go back to reference Norton C, Dibley LB, Bassett P: Faecal incontinence in inflammatory bowel disease: associations and effect on quality of life. J Crohns Colitis. 2013, 7: e302-e311. 10.1016/j.crohns.2012.11.004.CrossRefPubMed Norton C, Dibley LB, Bassett P: Faecal incontinence in inflammatory bowel disease: associations and effect on quality of life. J Crohns Colitis. 2013, 7: e302-e311. 10.1016/j.crohns.2012.11.004.CrossRefPubMed
9.
go back to reference Crowell MD, Schettler VA, Brian E. Lacy BE, Lunsford TN, Harris LA, DiBaise JK, Jones MP: Impact of anal incontinence on psychosocial function and health-related quality of life. Dig Dis Sci. 2007, 52: 1627-1631. 10.1007/s10620-006-9249-3.CrossRefPubMed Crowell MD, Schettler VA, Brian E. Lacy BE, Lunsford TN, Harris LA, DiBaise JK, Jones MP: Impact of anal incontinence on psychosocial function and health-related quality of life. Dig Dis Sci. 2007, 52: 1627-1631. 10.1007/s10620-006-9249-3.CrossRefPubMed
10.
go back to reference Bernstein CN, Blanchard JF, Rawsthorne P, Wajda A: Epidemiology of Crohn’s disease and ulcerative colitis in a central Canadian province: a population-based study. Am J Epidemiol. 1999, 149 (10): 916-924. 10.1093/oxfordjournals.aje.a009735.CrossRefPubMed Bernstein CN, Blanchard JF, Rawsthorne P, Wajda A: Epidemiology of Crohn’s disease and ulcerative colitis in a central Canadian province: a population-based study. Am J Epidemiol. 1999, 149 (10): 916-924. 10.1093/oxfordjournals.aje.a009735.CrossRefPubMed
11.
go back to reference Lawson AB: Statistical Methods in Spatial Epidemiology, 2nd edition. 2006, London: John Wiley & Sons, LtdCrossRef Lawson AB: Statistical Methods in Spatial Epidemiology, 2nd edition. 2006, London: John Wiley & Sons, LtdCrossRef
12.
go back to reference Jennings JM, Curriero FC, Celentano D, Ellen JM: Geographic identification of high gonorrhea transmission areas in Baltimore, Maryland. Am J Epid. 2005, 161: 73-80. 10.1093/aje/kwi012.CrossRef Jennings JM, Curriero FC, Celentano D, Ellen JM: Geographic identification of high gonorrhea transmission areas in Baltimore, Maryland. Am J Epid. 2005, 161: 73-80. 10.1093/aje/kwi012.CrossRef
13.
go back to reference Elliott P, Briggs D, Morris S, de Hoogh C, Hurt C, Jensen TK, Maitland I, Richardson S, Wakefield J, Jarup L: Risk of adverse birth outcomes in populations living near landfill sites. Br Med J. 2001, 323: 363-368. 10.1136/bmj.323.7309.363.CrossRef Elliott P, Briggs D, Morris S, de Hoogh C, Hurt C, Jensen TK, Maitland I, Richardson S, Wakefield J, Jarup L: Risk of adverse birth outcomes in populations living near landfill sites. Br Med J. 2001, 323: 363-368. 10.1136/bmj.323.7309.363.CrossRef
14.
go back to reference Lawson AB, Biggeri A, Williams FLR: A review of modeling approaches in health risk assessment around putative sources. Disease Mapping and Risk Assessment for Public Health. Edited by: Bertollini R, Viel J, Lesaffre E, Lawson AB, Biggeri A BöhningD. 1999, New York: Wiley, 231-245. Lawson AB, Biggeri A, Williams FLR: A review of modeling approaches in health risk assessment around putative sources. Disease Mapping and Risk Assessment for Public Health. Edited by: Bertollini R, Viel J, Lesaffre E, Lawson AB, Biggeri A BöhningD. 1999, New York: Wiley, 231-245.
15.
go back to reference Besag JE, York JC, Mollìe A: Bayesian image restoration with two applications in spatial statistics (with discussion). Ann Inst Statist Math. 1991, 43: 1-59. 10.1007/BF00116466.CrossRef Besag JE, York JC, Mollìe A: Bayesian image restoration with two applications in spatial statistics (with discussion). Ann Inst Statist Math. 1991, 43: 1-59. 10.1007/BF00116466.CrossRef
16.
go back to reference Clayton D, Bernardinelli L: Bayesian methods for mapping disease risk. Geographical and environmental epidemiology: methods for small-area studies. Edited by: Stern R, English D, Cuzick J, Elliott P. 1996, Oxford University Press, 205-220.CrossRef Clayton D, Bernardinelli L: Bayesian methods for mapping disease risk. Geographical and environmental epidemiology: methods for small-area studies. Edited by: Stern R, English D, Cuzick J, Elliott P. 1996, Oxford University Press, 205-220.CrossRef
17.
go back to reference Clayton D, Kaldor J: Empirical Bayes estimates of age-standardized relative risks for use in disease mapping. Biometrics. 1987, 43: 671-681. 10.2307/2532003.CrossRefPubMed Clayton D, Kaldor J: Empirical Bayes estimates of age-standardized relative risks for use in disease mapping. Biometrics. 1987, 43: 671-681. 10.2307/2532003.CrossRefPubMed
18.
go back to reference Kulldorff M: A spatial scan statistics. Comm Statist: Theor Meth. 1997, 26: 1481-1496. 10.1080/03610929708831995.CrossRef Kulldorff M: A spatial scan statistics. Comm Statist: Theor Meth. 1997, 26: 1481-1496. 10.1080/03610929708831995.CrossRef
19.
go back to reference Tango T, Takahashi K: A flexibly shaped spatial scan statistic for detecting clusters. Int J Health Geogr. 2005, 4 (11): 1-15. Tango T, Takahashi K: A flexibly shaped spatial scan statistic for detecting clusters. Int J Health Geogr. 2005, 4 (11): 1-15.
20.
go back to reference Besag JE, Newell J: The detection of clusters in rare diseases. J Roy Statist Soc Ser A. 1991, 154: 143-155. 10.2307/2982708.CrossRef Besag JE, Newell J: The detection of clusters in rare diseases. J Roy Statist Soc Ser A. 1991, 154: 143-155. 10.2307/2982708.CrossRef
21.
go back to reference Torabi M, Rosychuk RJ: Spatial event cluster detection using an approximate normal distribution. Int J Health Geogr. 2008, 7 (61): 1-22. Torabi M, Rosychuk RJ: Spatial event cluster detection using an approximate normal distribution. Int J Health Geogr. 2008, 7 (61): 1-22.
22.
go back to reference Tango T: A test for spatial disease clustering adjusted for multiple testing. Statist Med. 2000, 19: 191-204. 10.1002/(SICI)1097-0258(20000130)19:2<191::AID-SIM281>3.0.CO;2-Q.CrossRef Tango T: A test for spatial disease clustering adjusted for multiple testing. Statist Med. 2000, 19: 191-204. 10.1002/(SICI)1097-0258(20000130)19:2<191::AID-SIM281>3.0.CO;2-Q.CrossRef
23.
go back to reference Torabi M, Rosychuk RJ: An examination of five spatial disease clustering methodologies for the identification of childhood cancer clusters in Alberta, Canada. Spat Spatio-tempor Epidemiol. 2011, 2: 321-330. 10.1016/j.sste.2011.10.003.CrossRef Torabi M, Rosychuk RJ: An examination of five spatial disease clustering methodologies for the identification of childhood cancer clusters in Alberta, Canada. Spat Spatio-tempor Epidemiol. 2011, 2: 321-330. 10.1016/j.sste.2011.10.003.CrossRef
24.
go back to reference Lele SR, Dennis B, Lutscher F: Data cloning: easy maximum likelihood estimation for complex ecological models using Bayesian Markov chain Monte Carlo methods. Ecol Lett. 2007, 10: 551-563. 10.1111/j.1461-0248.2007.01047.x.CrossRefPubMed Lele SR, Dennis B, Lutscher F: Data cloning: easy maximum likelihood estimation for complex ecological models using Bayesian Markov chain Monte Carlo methods. Ecol Lett. 2007, 10: 551-563. 10.1111/j.1461-0248.2007.01047.x.CrossRefPubMed
25.
go back to reference Lele SR, Nadeem K, Schmuland B: Estimability and likelihood inference for generalized linear mixed models using data cloning. J Am Statist Assoc. 2010, 105: 1617-1625. 10.1198/jasa.2010.tm09757.CrossRef Lele SR, Nadeem K, Schmuland B: Estimability and likelihood inference for generalized linear mixed models using data cloning. J Am Statist Assoc. 2010, 105: 1617-1625. 10.1198/jasa.2010.tm09757.CrossRef
26.
go back to reference Torabi M: Spatial disease cluster detection: an application to childohhod asthma in Manitoba, Canada. J Biomet Biostat. 2012, S7: 1010-doi:10.4172/2155-6180.S7-010 Torabi M: Spatial disease cluster detection: an application to childohhod asthma in Manitoba, Canada. J Biomet Biostat. 2012, S7: 1010-doi:10.4172/2155-6180.S7-010
27.
go back to reference Statistics Canada: Canadian Community Health Survey User Guide. Ottawa ON: Statistics Canada, 2001–2010 Statistics Canada: Canadian Community Health Survey User Guide. Ottawa ON: Statistics Canada, 2001–2010
28.
go back to reference McCullagh P, Nelder JA: Generalized Linear Models, 2nd ed. 1989, London: Chapman and HallCrossRef McCullagh P, Nelder JA: Generalized Linear Models, 2nd ed. 1989, London: Chapman and HallCrossRef
29.
go back to reference Richardson S, Thomson A, Best N, Elliott P: Interpreting posterior risk estimates in disease-mapping studies. Environ Health Persp. 2004, 112 (9): 1016-1025. 10.1289/ehp.6740.CrossRef Richardson S, Thomson A, Best N, Elliott P: Interpreting posterior risk estimates in disease-mapping studies. Environ Health Persp. 2004, 112 (9): 1016-1025. 10.1289/ehp.6740.CrossRef
30.
go back to reference Banerjee S, Gelfand AE, Carlin BP: Hierarchical Modeling and Analysis for Spatial Data. 2004, London: Chapman and Hall Banerjee S, Gelfand AE, Carlin BP: Hierarchical Modeling and Analysis for Spatial Data. 2004, London: Chapman and Hall
31.
go back to reference Fukuda Y, Umezaki M, Nakamura K, Takano T: ariations in social characteristics of spatial disease clusters: examples of colon, lung and breast cancer in Japan. Int J Health Geogr. 2005, 4 (16): 1-13. Fukuda Y, Umezaki M, Nakamura K, Takano T: ariations in social characteristics of spatial disease clusters: examples of colon, lung and breast cancer in Japan. Int J Health Geogr. 2005, 4 (16): 1-13.
32.
go back to reference Kulldorff M, Rand K, Gherman G, Williams G, DeFrancesco D, SaTScan V2. 1: Software for the Spatial and Space-time Scan Statistics. 1998, Bethesda: National Centre Institute Kulldorff M, Rand K, Gherman G, Williams G, DeFrancesco D, SaTScan V2. 1: Software for the Spatial and Space-time Scan Statistics. 1998, Bethesda: National Centre Institute
33.
go back to reference Takahashi K, Yokoyama T, Tango T: FleXScan: Software for the Flexible Scan Statistic. 2006, Japan: National Institute of Public Health Takahashi K, Yokoyama T, Tango T: FleXScan: Software for the Flexible Scan Statistic. 2006, Japan: National Institute of Public Health
34.
go back to reference Bernardinelli L, Montomoli C: Empirical Bayes versus fully Bayesian analysis of geographical variation in disease risk. Statist Med. 1992, 11: 983-1007. 10.1002/sim.4780110802.CrossRef Bernardinelli L, Montomoli C: Empirical Bayes versus fully Bayesian analysis of geographical variation in disease risk. Statist Med. 1992, 11: 983-1007. 10.1002/sim.4780110802.CrossRef
35.
go back to reference Gilks WR, Richardson S, Spielhalter DJ (Eds): Markov chain Monte Carlo in Practice. 1996, New York: Springer-Verlag Gilks WR, Richardson S, Spielhalter DJ (Eds): Markov chain Monte Carlo in Practice. 1996, New York: Springer-Verlag
36.
go back to reference Spiegelhalter D, Thomas A, Best N, Lunn D: WinBUGS version 1.4 User Manual. 2004, London: MRC Biostatistics unit, Institute of Public Health Spiegelhalter D, Thomas A, Best N, Lunn D: WinBUGS version 1.4 User Manual. 2004, London: MRC Biostatistics unit, Institute of Public Health
37.
go back to reference Aamodt G, Samuelsen SO, Skrondal A: A simulated study of three methods for detecting disease clusters. Int J Health Geogr. 2006, 5 (15): 1-11. Aamodt G, Samuelsen SO, Skrondal A: A simulated study of three methods for detecting disease clusters. Int J Health Geogr. 2006, 5 (15): 1-11.
38.
go back to reference Hamilton JD: A standard error for the estimated state vector of a state-space model. J Economet. 1986, 33: 387-397. 10.1016/0304-4076(86)90004-7.CrossRef Hamilton JD: A standard error for the estimated state vector of a state-space model. J Economet. 1986, 33: 387-397. 10.1016/0304-4076(86)90004-7.CrossRef
39.
go back to reference Sólymos P: dclone: Data cloning in R. The R J. 2010, 2: 29-37. Sólymos P: dclone: Data cloning in R. The R J. 2010, 2: 29-37.
Metadata
Title
Bowel disorders and its spatial trend in Manitoba, Canada
Author
Mahmoud Torabi
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2014
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-14-285

Other articles of this Issue 1/2014

BMC Public Health 1/2014 Go to the issue