The multiple propensity score for analysis of dose-response relationships in drug safety studies

Jixian Wang, Peter T. Donnan, Douglas Steinke, Thomas M. MacDonald

    Research output: Contribution to journalArticlepeer-review

    25 Citations (Scopus)

    Abstract

    In order to detect adverse drug reactions, large observational drug safety studies are necessary as randomized clinical trials rarely have enough power. However, in order to obtain reliable results the issue of confounding, especially confounding by indication, should be addressed. We proposed a multiple propensity score, which is an extension of the propensity score, to reduce the bias in a dose-response analysis in a drug safety study. The multiple propensity score has similar properties to the propensity score in Rosenbaum and Rubin. Using the propensity score for bias reduction of the risk ratio was considered. We used the multiple propensity score in a study of the dose-response relationship between diclofenac prescriptions and hospitalization for gastrointestinal bleeding and perforation using a record linkage database. We found that the unadjusted risk ratios were biased downwards due to confounders and that this bias was reduced by using stratification based on the multiple propensity score.

    Original languageEnglish
    Pages (from-to)105-111
    Number of pages7
    JournalPharmacoepidemiology and Drug Safety
    Volume10
    Issue number2
    DOIs
    Publication statusPublished - May 2001

    Keywords

    • Bias adjustment
    • Dose-response
    • Drug safety
    • Propensity score

    Fingerprint

    Dive into the research topics of 'The multiple propensity score for analysis of dose-response relationships in drug safety studies'. Together they form a unique fingerprint.

    Cite this