Abstract
Purpose
Saskatchewan has a high prevalence of diabetes. It is the largest, rurally populated, predominantly agricultural province in Canada. This research aims to determine the risk factors associated with the incidence and longitudinal changes in the prevalence of diabetes among Saskatchewan’s adult rural farm and non-farm residents.
Methods
The Saskatchewan Rural Health Study (SRHS) is a prospective cohort study conducted in two phases: a baseline survey (2010, 8261 participants) and a follow-up survey (2014, 4867 participants). Generalized estimation equations and survival analysis techniques were used to determine diabetes prevalence and incidence risk factors, respectively.
Results
Incidence of diabetes among rural residents was 2.75%. Positive family history, high BMI, sleep apnea and an abnormal Epworth Sleepiness Score (ESS) were significant predictors for diabetes incidence. A substantial increase (1.98%) of diabetes prevalence was observed after four years of follow-up. Risk factors of diabetes prevalence were increasing age, male, low income, positive family history, high BMI, hypertension and heart attack.
Conclusion
A mix of individual and contextual factors interacting in complex pathways were responsible for the high incidence and prevalence of diabetes among rural residents. The most original finding of that study was a positive association of sleep apnea, and ESS with incident diabetes warrants further research to identify a causal linkage. Increased diabetes risk among rural male insecticide users indicates an adverse consequence of unprotected chemical exposures in the agricultural field. Urgent population-based preventive measures should initiate to slow the increasing trend of diabetes prevalence among rural residents.
Similar content being viewed by others
Data availability
Available and will provide upon request.
References
Standl E, Khunti K, Hansen TB, Schnell O. The global epidemics of diabetes in the 21st century: Current situation and perspectives. European Journal of Preventive Cardiology [Internet]. 2019 Dec;26(2_suppl):7–14. Available from: . https://doi.org/10.1177/2047487319881021.http://journals.sagepub.com/doi/10.1177/2047487319881021
Bommer C, Heesemann E, Sagalova V, Manne-Goehler J, Atun R, Bärnighausen T, et al. The global economic burden of diabetes in adults aged 20–79 years: a cost-of-illness study. The Lancet Diabetes & Endocrinology [Internet]. 2017 Jun;5(6):423–30. Available from: https://linkinghub.elsevier.com/retrieve/pii/S2213858717300979. https://doi.org/10.1016/S2213-8587(17)30097-9.
Houlden RL. Introduction : 2018 clinical practice guidelines. Canadian Journal of Diabetes [Internet]. 2018 Apr;42:S1–5. Available from: https://linkinghub.elsevier.com/retrieve/pii/S1499267117308110. https://doi.org/10.1016/j.jcjd.2017.10.001.
Powderley K (2019) One in three Canadians is living with diabetes or prediabetes, yet knowledge of risk and complications of disease remains low [Internet]. Diabetes Canada. [cited 2019 Nov 7]. Available from: https://www.diabetes.ca/media-room/press-releases/one-in-three-canadians-is-living-with-diabetes-or-prediabetes,-yet-knowledge-of-risk-and-complicatio
Bilandzic A, Rosella L (2017) The cost of diabetes in Canada over 10 years: applying attributable health care costs to a diabetes incidence prediction model. Health Promotion and Chronic Disease Prevention in Canada [Internet]. 2017 Feb;37(2):49–53. Available from: https://www.canada.ca/en/public-health/services/reports-publications/health-promotion-chronic-disease-prevention-canada-research-policy-practice/vol-37-no-2-2017/cost-diabetes-canada-over-10-years-applying-attributable-health-care-costs-diabetes-incidence . https://doi.org/10.24095/hpcdp.37.2.03
Diabetes in Canada: Backgrounder. Ottawa: Diabetes Canada; 2020.
Public Health Agency of Canada, Diabetes in Canada: Facts and figures from a public health perspective. Ottawa, 2011.
Harris SB, Bhattacharyya O, Dyck R, Hayward MN, Toth EL. Type 2 diabetes in aboriginal peoples. Canadian Journal of Diabetes [Internet]. 2013 Apr;37:S191–6. Available from: https://linkinghub.elsevier.com/retrieve/pii/S1499267113000476. https://doi.org/10.1016/j.jcjd.2013.01.046.
Canada’s rural population since 1851 [Internet]. Statistics Canada. 2011 [cited 2019 Nov 3]. p. 1–6. Available from: https://www12.statcan.gc.ca/census-recensement/2011/as-sa/98-310-x/98-310-x2011003_1-eng.cfm
Diabetes in Saskatchewan: Backgrounder.Ottawa: Diabetes Canada; 2020.
Health Fact Sheets Diabetes, 2017 [Internet]. Statistics Canada. 2018 [cited 2019 Jul 23]. Available from: https://www150.statcan.gc.ca/n1/pub/82-625-x/2018001/article/54982-eng.htm.
Dyck R, Karunanayake C, Pahwa P, Hagel L, Lawson J, Rennie D, et al. Prevalence, risk factors and co-morbidities of diabetes among adults in rural Saskatchewan: the influence of farm residence and agriculture-related exposures. BMC Public Health [Internet]. 2013 Dec 5;13(1):7. Available from: https://bmcpublichealth.biomedcentral.com/articles/10.1186/1471-2458-13-7https://doi.org/10.1186/1471-2458-13-7
Oster RT, Toth EL. Differences in the prevalence of diabetes risk-factors among first nation, Métis and non-aboriginal adults attending screening clinics in rural Alberta, Canada. Rural and remote health [internet]. 2009;9(2):1170. Available from. http://www.ncbi.nlm.nih.gov/pubmed/19496641.
Dinca-Panaitescu S, Dinca-Panaitescu M, Bryant T, Daiski I, Pilkington B, Raphael D. Diabetes prevalence and income: results of the Canadian community health survey. Health Policy [Internet]. 2011 Feb;99(2):116–23. Available from: https://linkinghub.elsevier.com/retrieve/pii/S0168851010002241. https://doi.org/10.1016/j.healthpol.2010.07.018.
Fuller D, Neudorf J, Lockhart S, Plante C, Roberts H, Bandara T, et al. Individual- and area-level socioeconomic inequalities in diabetes mellitus in Saskatchewan between 2007 and 2012: a cross-sectional analysis. CMAJ Open [Internet]. 2019 Jan 21;7(1):E33–9. Available from: http://cmajopen.ca/lookup/doi/10.9778/cmajo.20180042. https://doi.org/10.9778/cmajo.20180042.
Pahwa P, Karunanayake CP, Hagel L, Janzen B, Pickett W, Rennie D, et al. The Saskatchewan rural health study: an application of a population health framework to understand respiratory health outcomes, BMC Research Notes [Internet]. 2012 Dec 1;5(1):400. Available from: https://bmcresnotes.biomedcentral.com/articles/10.1186/1756-0500-5-400:. https://doi.org/10.1186/1756-0500-5-400.
Pahwa P, Rana M, Pickett W, Karunanayake CP, Amin K, Rennie D, et al. Cohort profile: the Saskatchewan Rural Health Study—adult component. BMC Research Notes [Internet]. 2017 Dec 11;10(1):732. Available from: https://bmcresnotes.biomedcentral.com/articles/10.1186/s13104-017-3047-1https://doi.org/10.1186/s13104-017-3047-1
Faubion CW, Andrew JD, Book Review: Dillman DA (2000) Mail and internet surveys: The tailored design method (2nd ed.). New York: Wiley 464 pp. Rehabil Couns Bull [Internet]. 2001 Apr 13 [cited 2019 May 18];44(3):178–80. Available from: http://journal.
StataCorp. Stata statistical software: release 15. College Station: StataCorp LLC; 2017.
Hanley JA. Statistical analysis of correlated data using generalized estimating equations: an orientation. American Journal of Epidemiology [Internet]. 2003 Feb 15;157(4):364–75. Available from: https://academic.oup.com/aje/article-lookup/doi/10.1093/aje/kwf215. https://doi.org/10.1093/aje/kwf215.
Cui J. QIC program and model selection in GEE analyses. The Stata Journal: Promoting communications on statistics and Stata [Internet]. 2007 Jun 19;7(2):209–20. Available from: http://journals.sagepub.com/doi/10.1177/1536867X0700700205. https://doi.org/10.1177/1536867X0700700205.
Kleinbaum DG, Edition T. Extended Cox Model. 3rd ed. Springer-Verlag New York; 2012. 463–555 p.
Survival analysis with STATA [Internet]. UCLA: Institute for digital research and education. [cited 2019 Aug 23]. Available from: https://stats.idre.ucla.edu/stata/seminars/stata-survival/
IDF Diabetes Atlas, 9th edn. Brussels, Belgium [Internet]. International Diabetes Federation. 2019. Available from: https://www.diabetesatlas.org.
Women most affected by vascular complications of diabetes [Internet]. European Society of Cardiology (ESC). 2019 [cited 2020 Jan 23]. Available from: https://www.escardio.org/The-ESC/Press-Office/Press-releases/Women-most-affected-by-vascular-complications-of-diabetes
Sigal RJ, Armstrong MJ, Bacon SL, Boulé NG, Dasgupta K, Kenny GP, et al. Physical activity and diabetes. Canadian Journal of Diabetes [Internet]. 2018 Apr;42:S54–63. Available from: https://linkinghub.elsevier.com/retrieve/pii/S1499267117308183. https://doi.org/10.1016/j.jcjd.2017.10.008.
Kemps H, Kränkel N, Dörr M, Moholdt T, Wilhelm M, Paneni F, et al. Exercise training for patients with type 2 diabetes and cardiovascular disease: What to pursue and how to do it. A Position Paper of the European Association of Preventive Cardiology (EAPC). European Journal of Preventive Cardiology [Internet]. 2019 May 14;26(7):709–27. Available from: http://journals.sagepub.com/doi/10.1177/2047487318820420. https://doi.org/10.1177/2047487318820420
Gucciardi E, Vahabi M, Norris N, Del Monte JP, Farnum C. The intersection between food insecurity and diabetes: a review. Current Nutrition Reports [Internet] 2014 Dec 2;3(4):324–332. Available from: http://link.springer.com/10.1007/s13668-014-0104-4 . https://doi.org/10.1007/s13668-014-0104-4
Tarasuk, V, Mitchell, A, Dachner, N. (2016). Household food insecurity in Canada, 2014.Toronto: Research to identify policy options to reduce food insecurity (PROOF).Retrieved from https://proof.utoronto.ca/.
Lim H-S, Lee M-N. Comparison of health status and nutrient intake by household type in the elderly population. Journal of Bone Metabolism [Internet]. 2019;26(1):25. Available from: https://synapse.koreamed.org/DOIx.php?id=10.11005/jbm.2019.26.1.25 . https://doi.org/10.11005/jbm.2019.26.1.25
Shriner RL. Smoking Cessation and the Risk for Type 2 Diabetes Mellitus. Annals of Internal Medicine [Internet]. 2010 Jun 1;152(11):755. Available from: http://annals.org/article.aspx?doi=10.7326/0003-4819-152-11-201006010-00020 . https://doi.org/10.7326/0003-4819-152-11-201006010-00020
Hu Y, Zong G, Liu G, Wang M, Rosner B, Pan A, et al. Smoking cessation, weight change, type 2 diabetes, and mortality. New England Journal of Medicine [Internet]. 2018 Aug 16;379(7):623–32. Available from: http://www.nejm.org/doi/10.1056/NEJMoa1803626. https://doi.org/10.1056/NEJMoa1803626.
Kerr WC, Ye Y, Williams E, Lui CK, Greenfield TK, Lown EA. Lifetime alcohol use patterns and risk of diabetes onset in the national alcohol survey. Alcoholism: Clinical and Experimental Research [Internet]. 2018 Dec 10;acer.13924. Available from: https://onlinelibrary.wiley.com/doi/abs/10.1111/acer.13924 . https://doi.org/10.1111/acer.13924
Wiss DA. The relationship between alcohol and Glycohemoglobin: a biopsychosocial perspective. BioResearch Open Access [Internet]. 2019 Oct 1;8(1):146–54. Available from: https://www.liebertpub.com/doi/10.1089/biores.2019.0009. https://doi.org/10.1089/biores.2019.0009.
Lind PM, Lind L. Endocrine-disrupting chemicals and risk of diabetes: an evidence-based review. Diabetologia [Internet]. 2018 Jul 9;61(7):1495–502. Available from: http://link.springer.com/10.1007/s00125-018-4621-3. https://doi.org/10.1007/s00125-018-4621-3.
Juntarawijit C, Juntarawijit Y. Association between diabetes and pesticides: a case-control study among Thai farmers. Environmental Health and Preventive Medicine [Internet]. 2018 Dec 27;23(1):3. Available from: https://environhealthprevmed.biomedcentral.com/articles/10.1186/s12199-018-0692-5 . https://doi.org/10.1186/s12199-018-0692-5
Lord JR. Psychology the Science of Mind. Vol. 76, Journal of Mental Science. Nelson Education; 1930. 543–545 p.
LeBlanc AG, Gao YJ, McRae L, Pelletier C. At-a-glance - Twenty years of diabetes surveillance using the Canadian Chronic Disease Surveillance System. Health Promotion and Chronic Disease Prevention in Canada [Internet]. 2019 Nov;39(11):306–9. Available from: https://www.canada.ca/en/public-health/services/reports-publications/health-promotion-chronic-disease-prevention-canada-research-policy-practice/vol-39-no-11-2019/twenty-years-diabetes-surveillance.html. https://doi.org/10.24095/hpcdp.39.11.03
Rojo-Martínez G, Valdés S, Soriguer F, Vendrell J, Urrutia I, Pérez V, et al. Incidence of diabetes mellitus in Spain as results of the nation-wide cohort diabetes study. Scientific Reports [Internet]. 2020 Dec 17;10(1):2765. Available from: http://www.nature.com/articles/s41598-020-59643-7 . https://doi.org/10.1038/s41598-020-59643-7
Naseribafrouei A, Eliassen BM, Melhus M, Svartberg J, Broderstad AR. Estimated 8-year cumulative incidence of diabetes mellitus among Sami and non-Sami inhabitants of Northern Norway - The SAMINOR Study. BMC Endocrine Disorders [Internet]. 2019 Dec 24;19(1):66. Available from: https://bmcendocrdisord.biomedcentral.com/articles/10.1186/s12902-019-0399-7 . https://doi.org/10.1186/s12902-019-0399-7
Hu Z, Zhu X, Kaminga AC, Xu H. Associated risk factors and their interactions with type 2 diabetes among the elderly with prediabetes in rural areas of Yiyang City. Medicine [Internet]. 2019 Nov;98(44):e17736. Available from http://journals.lww.com/10.1097/MD.0000000000017736: . https://doi.org/10.1097/MD.0000000000017736
Doumit J, Prasad B. Sleep apnea in type 2 diabetes. Diabetes spectrum [Internet]. 2016 Feb 16;29(1):14–9. Available from: http://spectrum.diabetesjournals.org/lookup/doi/10.2337/diaspect.29.1.14:. https://doi.org/10.2337/diaspect.29.1.14.
O. Meirik. Cohort and case control studies [Internet]. Geneva foundation for medical education and research. 2019 [cited 2020 Feb 16]. Available from: https://www.gfmer.ch/Books/Reproductive_health/Cohort_and_case_control_studies.html.
Acknowledgments
The Saskatchewan Rural Health Study Team consists of: James Dosman, MD (Designated Principal Investigator, University of Saskatchewan (UofS), Saskatoon, SK Canada); Punam Pahwa, PhD (Co-Principal Investigator, UofS, Saskatoon SK Canada); John Gordon, PhD (Co-Principal Investigator, UofS, Saskatoon SK Canada); Yue Chen, PhD (University of Ottawa, Ottawa Canada); Roland Dyck, MD (UofS, Saskatoon SK Canada); Louise Hagel (Project Manager, UofS, Saskatoon SK Canada); Bonnie Janzen, PhD (UofS, Saskatoon SK Canada); Chandima Karunanayake, PhD (UofS, Saskatoon SK Canada); Shelley Kirychuk, PhD (UofS, Saskatoon SK Canada); Niels Koehncke, MD (UofS, Saskatoon SK Canada); Joshua Lawson, PhD, (UofS, Saskatoon SK Canada); William Pickett, PhD (Queen’s University, Kingston ON Canada); Roger Pitblado, PhD (Professor Emeritus, Laurentian University, Sudbury ON Canada); Donna Rennie, RN, PhD, (UofS, Saskatoon SK Canada); Ambikaipakan Senthilselvan, PhD (University of Alberta, Edmonton, AB, Canada). We are grateful for the contributions of all the participants who donated their time to complete and return the survey.
All sources of support requiring acknowledgement
Canadian Institutes of Health Research.
Funding
was received from Canadian Institutes of Health Research “Saskatchewan Rural Health Study”, Canadian Institutes of Health Research MOP-187209-POP-CCAA-11829.
Author information
Authors and Affiliations
Contributions
SA conducted all the analysis, interpretation, discussion and writing of this manuscript under the supervision of PP. RD, BJ, CK, and JD reviewed the manuscript and assisting in preparing the manuscript by providing feedback.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Code availability
Available and will provide upon request.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Appendix
Appendix
Rights and permissions
About this article
Cite this article
Alam, M.S., Dyck, R., Janzen, B. et al. Risk factors, incidence, and prevalence of diabetes among rural farm and non-farm residents of Saskatchewan, Canada; a population-based longitudinal cohort study. J Diabetes Metab Disord 19, 1563–1582 (2020). https://doi.org/10.1007/s40200-020-00693-z
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s40200-020-00693-z