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    Pharmacoepidemiology:Pharmacoepidemiology:Application IApplication I

    Teerapon Dhippayom

    PharmD, MClinPharm, PhD

    Basic Pharmacoepidemiology: Semester 2/2554

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    Application of pharmacoepidemiology

    Validity of research finding

    Scope

    Bias and confounding

    Issues to be considered in

    pharmacoepidemiological study

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    Application of Pharmacoepidemiology

    To promote the rational use of medicine

    To investigate the safety of medicine

    To investigate the effectiveness of

    medicine

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    Validity of research finding

    Internal validity

    The study measured what it set out to

    External validity

    The ability to generalize from the studyto the readers patient

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    Validity of research finding

    Internal validity

    Systematic error Random error

    Bias Confounding

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    Bias

    Bias in research process

    Literature review and variable selection

    Sample selection

    Intervention or treatment

    Exposure and outcome measurement

    Data analysis Results interpretation

    Paper publication

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    Bias

    Selection bias

    The relation between exposure and outcome

    is different for those who participate and

    Information bias

    A distortion in measuring exposure oroutcome data that results in different quality

    or frequency of information between

    comparison groups

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    Bias

    Bias

    Selection bias

    Sampling bias

    Attrition biasRecall bias

    Measurement bias

    Response bias

    Information bias

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    Confounding

    Confounding

    A situation in which a measure of the effect

    of the exposure with other factor(s) that

    influence the outcome under study

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    Confounding

    GI bleedingAspirin

    NSAIDs

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    Confounding control

    Confounding control

    Study design

    Restriction

    Matching

    Data analysis

    Stratification

    Multivariate

    analysis

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    Issues to be considered

    What to look for in observational studies

    Is selection bias present?

    Is information bias present?

    Is confounding present?

    If none of the above is presented, could

    they be the results of chance

    If all errors are excluded, the results might

    be real and worthy of note

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    Issues to be considered

    Cohort study

    Bias and confounding

    Measurement and outcome

    Follow-up time period

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    Issues to be considered

    Case-control study

    Selection bias

    Control selection

    Sources of control group

    Measurement and outcome

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    Issues to be considered

    Case selection

    Well defined (inclusion criteria)

    Represent population at risk

    Incident case

    Control selection

    Risk of developing outcome case

    Chance of exposing to risk factor case

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    Issues to be considered

    Sources of control group

    Reduce referral bias

    Community based

    High cost and low compliance

    Ideal, generalization

    Hospital based

    Convenience and low cost

    May not represent the population at risk

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    Issues to be considered

    Measurement and outcome

    Recall bias

    Case and control group must be assessed

    for exposure in the same way

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    Application: an example

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    Abstract

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    Background

    Several studies suggested the beneficialeffects of selected CHF drugs

    in HF trials

    Older patients may not received appropriate

    HF drugs like younger patients

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    Objectives

    Compare outpatient CHF drug utilisationand hospital re-admission patterns in

    patients 75+yrs with those age

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    Methods

    Nested case-control

    Design

    A French teaching hospital

    Setting

    12-month period (in 2000)

    Study period

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    Methods

    All adults admitted to eight departments

    Di n HF i h r

    Study population

    Standardised form? Claims for reimbursement under French

    health insurance system

    Data sources

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    Methods

    CHF drug utilisation patterns

    Medication prescribed at discharged

    Outcome measured

    Medication prescribed during follow-up

    Hospital re-admission patterns

    Re-admission rate

    Number of re-admission

    Cumulative duration of hospitalisation

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    Results

    Patientcharacteristics

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    Results

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    Exercise

    Odds ratio: calculation

    Cases Noncases

    OR =AD

    BC

    Exposed A B

    Not exposed C D

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    Disease conditions

    Sample

    Exposure torisk factor

    Yes

    Exercise

    Population

    at risk

    w

    disease(cases)

    Samplewithout

    disease

    (controls)

    No

    Yes

    No

    Time

    Research

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    What is case

    HF patients age 75+ years

    Exercise

    What is control

    HF patients age 75 years or younger

    What is exposing factors

    HF medications

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    Exercise

    Calculate OR for prescribing of ACE inhibitors

    > 75 years < 75 years

    OR = = 0.5148 x 68

    63 x 102

    ACE inhibitors 48 63

    No ACE inhibitors 102 68

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    Results

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    Results

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    Internal validity

    The study implication

    Systematic error Random error

    Bias Confounding

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    Issues considered

    Study design: Nested case control

    Begin with a record of factors interested

    -

    Identify case and control from a cohort

    Look back for the expose of risk factors in

    each group

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    Issues considered

    Selection bias

    A French teaching hospital

    L rin ll w-

    Only 50% have their EF measured

    Any different among group?

    Number and type of concomitantmedication

    Appropriate dose among group were not

    measured

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    Issues considered

    Information bias

    Appropriateness of diagnosis

    Data from 8 different departments

    Criteria for discharge diagnosis wasunknown

    The completeness of the information

    recorded It is not cleared if the re-hospitalisation

    was for HF related

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    Issues considered

    Confounding bias

    Confounding variables were adjusted

    h r n i l n n r w r n

    addressed Post-MI

    Stroke

    Cardiac surgery

    etc

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    Issues considered

    Other issues

    Hospitalisation among younger

    patients appeared not different

    The difference between two agegroup not prescribed HF drugs were

    obvious, but yet not statistically sig.

    Other factors may contribute to thelonger duration in older patient not

    prescribed the drug

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    Conclusion

    The descriptive results on utilisationpattern in this study maybe useful

    e mp ca on on ana y ca par s

    questionable

    It is crucial to evaluate the method

    used before utilising the outcomes ofa study

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    Questions