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Evaluating Short-Term Drug Effects Using a Physician-Specific Prescribing Preference as an Instrumental Variable
by
Schneeweiss, Sebastian
, Brookhart, M. Alan
, Wang, Philip S.
, Solomon, Daniel H.
in
Aged
/ Aged, 80 and over
/ Anti-Inflammatory Agents, Non-Steroidal - therapeutic use
/ Biological and medical sciences
/ Cohort Studies
/ Contraindications
/ Cyclooxygenase 2 Inhibitors - therapeutic use
/ Drug effects
/ Drug Prescriptions
/ Epidemiology
/ Female
/ Gastrointestinal Tract - drug effects
/ Health outcomes
/ Health participants
/ Humans
/ Instrumental variables
/ Instrumental variables estimation
/ Male
/ Medical sciences
/ Miscellaneous
/ Patient medical history
/ Pennsylvania
/ Pharmacoepidemiology - statistics & numerical data
/ Physicians
/ Practice Patterns, Physicians
/ Predisposing factors
/ Prescription drugs
/ Public health. Hygiene
/ Public health. Hygiene-occupational medicine
/ Treatment Outcome
2006
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Evaluating Short-Term Drug Effects Using a Physician-Specific Prescribing Preference as an Instrumental Variable
by
Schneeweiss, Sebastian
, Brookhart, M. Alan
, Wang, Philip S.
, Solomon, Daniel H.
in
Aged
/ Aged, 80 and over
/ Anti-Inflammatory Agents, Non-Steroidal - therapeutic use
/ Biological and medical sciences
/ Cohort Studies
/ Contraindications
/ Cyclooxygenase 2 Inhibitors - therapeutic use
/ Drug effects
/ Drug Prescriptions
/ Epidemiology
/ Female
/ Gastrointestinal Tract - drug effects
/ Health outcomes
/ Health participants
/ Humans
/ Instrumental variables
/ Instrumental variables estimation
/ Male
/ Medical sciences
/ Miscellaneous
/ Patient medical history
/ Pennsylvania
/ Pharmacoepidemiology - statistics & numerical data
/ Physicians
/ Practice Patterns, Physicians
/ Predisposing factors
/ Prescription drugs
/ Public health. Hygiene
/ Public health. Hygiene-occupational medicine
/ Treatment Outcome
2006
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Evaluating Short-Term Drug Effects Using a Physician-Specific Prescribing Preference as an Instrumental Variable
by
Schneeweiss, Sebastian
, Brookhart, M. Alan
, Wang, Philip S.
, Solomon, Daniel H.
in
Aged
/ Aged, 80 and over
/ Anti-Inflammatory Agents, Non-Steroidal - therapeutic use
/ Biological and medical sciences
/ Cohort Studies
/ Contraindications
/ Cyclooxygenase 2 Inhibitors - therapeutic use
/ Drug effects
/ Drug Prescriptions
/ Epidemiology
/ Female
/ Gastrointestinal Tract - drug effects
/ Health outcomes
/ Health participants
/ Humans
/ Instrumental variables
/ Instrumental variables estimation
/ Male
/ Medical sciences
/ Miscellaneous
/ Patient medical history
/ Pennsylvania
/ Pharmacoepidemiology - statistics & numerical data
/ Physicians
/ Practice Patterns, Physicians
/ Predisposing factors
/ Prescription drugs
/ Public health. Hygiene
/ Public health. Hygiene-occupational medicine
/ Treatment Outcome
2006
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Evaluating Short-Term Drug Effects Using a Physician-Specific Prescribing Preference as an Instrumental Variable
Journal Article
Evaluating Short-Term Drug Effects Using a Physician-Specific Prescribing Preference as an Instrumental Variable
2006
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Overview
Background: Postmarketing observational studies of the safety and effectiveness of prescription medications are critically important but fraught with methodological problems. The data sources available for such research often lack information on indications and other important confounders for the drug exposure under study. Instrumental variable methods have been proposed as a potential approach to control confounding by indication in nonexperimental studies of treatment effects; however, good instruments are hard to find. Methods: We propose an instrument for use in pharmacoepidemiology that is based on a time-varying estimate of the prescribing physician's preference for one drug relative to a competing therapy. The use of this instrument is illustrated in a study comparing the effect of exposure to COX-2 inhibitors with nonselective, nonsteroidal anti-inflammatory medications on gastrointestinal complications. Results: Using conventional multivariable regression adjusting for 17 potential confounders, we found no protective effect due to COX-2 use within 120 days from the initial exposure (risk difference = -0.06 per 100 patients; 95% confidence interval = -0.26 to 0.14). However, the proposed instrumental variable method attributed a protective effect to COX-2 exposure (-1.31 per 100 patients; -2.42 to -0.20) compatible with randomized trial results (-0.65 per 100 patients; -1.08 to -0.22). Conclusions: The instrumental variable method that we have proposed appears to have substantially reduced the bias due to unobserved confounding. However, more work needs to be done to understand the sensitivity of this approach to possible violations of the instrumental variable assumptions.
Publisher
Lippincott Williams & Wilkins,Lippincott Williams & Wilkins, Inc
Subject
/ Anti-Inflammatory Agents, Non-Steroidal - therapeutic use
/ Biological and medical sciences
/ Cyclooxygenase 2 Inhibitors - therapeutic use
/ Female
/ Gastrointestinal Tract - drug effects
/ Humans
/ Instrumental variables estimation
/ Male
/ Pharmacoepidemiology - statistics & numerical data
/ Practice Patterns, Physicians
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