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Competing risks analysis of end-stage-renal disease and mortality among adults with diabetes - a comparison of First Nations people and other Saskatchewan residents

dc.contributor.advisorLim, Hyunen_US
dc.contributor.advisorOsgood, Nathanielen_US
dc.contributor.committeeMemberDyck, Rolanden_US
dc.contributor.committeeMemberJanzen, Bonnieen_US
dc.contributor.committeeMemberDeng, Dianliangen_US
dc.creatorJiang, Yingen_US
dc.date.accessioned2013-01-03T22:31:04Z
dc.date.available2013-01-03T22:31:04Z
dc.date.created2012-05en_US
dc.date.issued2012-06-04en_US
dc.date.submittedMay 2012en_US
dc.description.abstractBackground: End stage renal disease (ESRD) is a growing public health problem in Canada and it disproportionately affects Aboriginal people. Diabetes is the most common reported cause of ESRD. Objectives and methods: To determine whether there are significant disparities in the risk of ESRD and mortality without ESRD between diabetic First Nations (FN) and other Saskatchewan (OSK) people; to build and validate diabetic ESRD dynamic models. This is a population study of diabetes, utilizing data drawn from the Saskatchewan Ministry of Health administrative databases from 1980 to 2005. Competing risks survival analysis was used, including a Cox cause-specific model, Weibull proportional hazards (PH) model and piece-wise exponential PH hazards model. System Dynamics modeling (SDM) and agent-based modeling (ABM) methods were used to build dynamic models of diabetic patients’ progression to ESRD. Results: There were a total of 90,429 diabetic people in the study cohort, from 1980 to 2005. Among them, 8,254 (9%) of them were FN people. The average age at diabetes diagnosis for FN was 47.2 (SD=14) years old while for OSK, it was 61.6 (SD=15.3) years old (P-value<0.0001). After adjusting for sex and age at diabetes diagnosis, the risk of developing ESRD was 2.97 times higher for FN compared to OSK (95% CI: 2.51-3.54; P-value<0.0001). FN had lower risk of death than OSK before adjusting for age and sex difference. After adjusting for diabetes diagnosis age, sex, interaction between age and sex and interaction between age and ethnicity, FN had higher risk of death than OSK given the same sex and diabetes diagnosis age (younger than 81 years old). Using the same hazard rate estimations from competing risks survival analysis, the ABM model demonstrated a better match between historical data and model predicted data compared to the SD model. Conclusion: A much younger age of diabetes diagnosis among FN compared to OSK likely contributes to higher rates of ESRD because of a differential mortality effect – FN with diabetes are more likely to live long enough to develop ESRD.en_US
dc.identifier.urihttp://hdl.handle.net/10388/ETD-2012-05-446en_US
dc.language.isoengen_US
dc.subjectdiabetesen_US
dc.subjectend-stage-renal diseaseen_US
dc.subjectmortalityen_US
dc.subjectcompeting risks survival analysisen_US
dc.subjectSystem Dynamics modelingen_US
dc.subjectagent-based modelingen_US
dc.subjecthazard rate.en_US
dc.titleCompeting risks analysis of end-stage-renal disease and mortality among adults with diabetes - a comparison of First Nations people and other Saskatchewan residentsen_US
dc.type.genreThesisen_US
dc.type.materialtexten_US
thesis.degree.departmentCommunity Health and Epidemiologyen_US
thesis.degree.disciplineEpidemiologyen_US
thesis.degree.grantorUniversity of Saskatchewanen_US
thesis.degree.levelMastersen_US
thesis.degree.nameMaster of Science (M.Sc.)en_US

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