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Drug Exposure Definition and Healthy User Bias Impacts on the Evaluation of Oral Anti Hyperglycemic Therapies

  • Author / Creator
    Eskin, Maxim
  • Accurate estimation of medication use is an essential component of any pharmacoepidemiological research as exposure misclassification will threaten study validity and lead to spurious associations. Many pharmacoepidemiological studies use simple definitions, such as the categorical “any versus no use” to classify oral antihyperglycemic medications exposure, which has potentially serious drawbacks. This approach has led to numerous highly publicized observational studies of metformin effect on health outcomes reporting exaggerated relationships that were later contradicted by randomized controlled trials. Although selection bias, unmeasured confounding, and many other factors contribute to the discrepancies, one critical element, which is often overlooked, is the method used to define exposure. Another factor that may provide additional explanation for the discrepancy between randomized controlled trials and observational study results of the association between metformin use and various health outcomes is the healthy user effect. Aspects of a healthy lifestyle such as following a balanced diet, exercising regularly, avoiding tobacco use, etc., are not recorded in typical administrative databases and failure to account for these factors in observational studies may introduce bias and produce spurious associations. The influence of a healthy user bias has not been fully examined when evaluating the effect of oral antihyperglycemic therapies in observational studies. It is possible that some, if not all, of the benefit, observed with metformin in observational studies may be related to analytic design and exposure definitions. Thus, our first objective is to explore the potential impact of exposure definition on estimates of the association between metformin and all-cause mortality risk, using a large administrative health database, similar to databases used in previous studies. The variety of exposure definitions tested in our analysis produced a wide range of associations between metformin and mortality risk, therefore, we recommend that pharmacoepidemiological studies should include at least two exposure definitions and sensitivity analyses of different exposure definitions. Moreover, our second objective is to explore the healthy user effect in metformin users versus non-users on various health outcomes that should not be associated with metformin use. Results of this study suggest that metformin users are more likely to initiate preventive therapies and engage in other healthy behaviors, therefore we recommend that the influence of these behaviors should be accounted for pharmacoepidemiological studies evaluating the effect of oral antihyperglycemic therapies.

  • Subjects / Keywords
  • Graduation date
    2017-11
  • Type of Item
    Thesis
  • Degree
    Master of Science
  • DOI
    https://doi.org/10.7939/R30C4T003
  • License
    This thesis is made available by the University of Alberta Libraries with permission of the copyright owner solely for non-commercial purposes. This thesis, or any portion thereof, may not otherwise be copied or reproduced without the written consent of the copyright owner, except to the extent permitted by Canadian copyright law.
  • Language
    English
  • Institution
    University of Alberta
  • Degree level
    Master's
  • Department
    • School of Public Health
  • Specialization
    • Health Policy Research
  • Supervisor / co-supervisor and their department(s)
    • Eurich, Dean
    • Simpson, Scot
  • Examining committee members and their departments
    • Eurich, Dean (School of Public Health)
    • Veugelers, Paul (School of Public Health)
    • Voaklander, Don (School of Public Health)
    • Simpson, Scot (Faculty of Pharmacy and Pharmaceutical Sciences)