Prevalent new‐user cohort designs for comparative drug effect studies by time‐conditional propensity scores
Purpose Studies of the real‐world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new‐user cohort design for head‐to‐head comparisons between two medications, using exclusively treatment‐naïve patients. However, the desired contrast...
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Published in | Pharmacoepidemiology and drug safety Vol. 26; no. 4; pp. 459 - 468 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
England
Wiley Subscription Services, Inc
01.04.2017
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Subjects | |
Online Access | Get full text |
ISSN | 1053-8569 1099-1557 |
DOI | 10.1002/pds.4107 |
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Abstract | Purpose
Studies of the real‐world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new‐user cohort design for head‐to‐head comparisons between two medications, using exclusively treatment‐naïve patients. However, the desired contrast often involves one new drug compared with an older drug, of which many users of the new drug may have switched from, seriously restricting the scope of incident new‐user studies.
Methods
We introduce prevalent new‐user cohort designs for head‐to‐head comparative drug effect studies, where incident new users are scarce. We define time‐based and prescription‐based exposure sets to compute time‐conditional propensity scores of initiating the newer drug and to identify matched subjects receiving the comparator drug. We illustrate this approach using data from the UK's Clinical Practice Research Datalink to evaluate whether the newer glucagon‐like peptide‐1 receptor agonists (GLP‐1 analogs) used to treat type 2 diabetes increase the risk of heart failure, in comparison with the older similarly indicated sulfonylureas.
Results
Of the 170 031 users of antidiabetic agents from 2000 onwards, 79 682 used sulfonylureas (first use 2000), while 6196 used GLP‐1 analogs (first use 2007), 75% of which had previously used a sulfonylurea. After matching each GLP‐1 analog user to a sulfonylurea user on the time‐conditional propensity scores from prescription‐based exposure sets, the hazard ratio of heart failure with GLP‐1 use was 0.73 (95%CI: 0.57–0.93).
Conclusion
The proposed prevalent new‐user cohort design for comparative drug effects studies allows the use of all or most patients exposed to the newer drug, thus permitting a more comprehensive assessment of a new drug's safety. Copyright © 2016 John Wiley & Sons, Ltd. |
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AbstractList | Purpose Studies of the real-world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new-user cohort design for head-to-head comparisons between two medications, using exclusively treatment-naive patients. However, the desired contrast often involves one new drug compared with an older drug, of which many users of the new drug may have switched from, seriously restricting the scope of incident new-user studies. Methods We introduce prevalent new-user cohort designs for head-to-head comparative drug effect studies, where incident new users are scarce. We define time-based and prescription-based exposure sets to compute time-conditional propensity scores of initiating the newer drug and to identify matched subjects receiving the comparator drug. We illustrate this approach using data from the UK's Clinical Practice Research Datalink to evaluate whether the newer glucagon-like peptide-1 receptor agonists (GLP-1 analogs) used to treat type 2 diabetes increase the risk of heart failure, in comparison with the older similarly indicated sulfonylureas. Results Of the 170031 users of antidiabetic agents from 2000 onwards, 79682 used sulfonylureas (first use 2000), while 6196 used GLP-1 analogs (first use 2007), 75% of which had previously used a sulfonylurea. After matching each GLP-1 analog user to a sulfonylurea user on the time-conditional propensity scores from prescription-based exposure sets, the hazard ratio of heart failure with GLP-1 use was 0.73 (95%CI: 0.57-0.93). Conclusion The proposed prevalent new-user cohort design for comparative drug effects studies allows the use of all or most patients exposed to the newer drug, thus permitting a more comprehensive assessment of a new drug's safety. Studies of the real-world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new-user cohort design for head-to-head comparisons between two medications, using exclusively treatment-naïve patients. However, the desired contrast often involves one new drug compared with an older drug, of which many users of the new drug may have switched from, seriously restricting the scope of incident new-user studies. We introduce prevalent new-user cohort designs for head-to-head comparative drug effect studies, where incident new users are scarce. We define time-based and prescription-based exposure sets to compute time-conditional propensity scores of initiating the newer drug and to identify matched subjects receiving the comparator drug. We illustrate this approach using data from the UK's Clinical Practice Research Datalink to evaluate whether the newer glucagon-like peptide-1 receptor agonists (GLP-1 analogs) used to treat type 2 diabetes increase the risk of heart failure, in comparison with the older similarly indicated sulfonylureas. Of the 170 031 users of antidiabetic agents from 2000 onwards, 79 682 used sulfonylureas (first use 2000), while 6196 used GLP-1 analogs (first use 2007), 75% of which had previously used a sulfonylurea. After matching each GLP-1 analog user to a sulfonylurea user on the time-conditional propensity scores from prescription-based exposure sets, the hazard ratio of heart failure with GLP-1 use was 0.73 (95%CI: 0.57-0.93). The proposed prevalent new-user cohort design for comparative drug effects studies allows the use of all or most patients exposed to the newer drug, thus permitting a more comprehensive assessment of a new drug's safety. Copyright © 2016 John Wiley & Sons, Ltd. Purpose Studies of the real‐world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new‐user cohort design for head‐to‐head comparisons between two medications, using exclusively treatment‐naïve patients. However, the desired contrast often involves one new drug compared with an older drug, of which many users of the new drug may have switched from, seriously restricting the scope of incident new‐user studies. Methods We introduce prevalent new‐user cohort designs for head‐to‐head comparative drug effect studies, where incident new users are scarce. We define time‐based and prescription‐based exposure sets to compute time‐conditional propensity scores of initiating the newer drug and to identify matched subjects receiving the comparator drug. We illustrate this approach using data from the UK's Clinical Practice Research Datalink to evaluate whether the newer glucagon‐like peptide‐1 receptor agonists (GLP‐1 analogs) used to treat type 2 diabetes increase the risk of heart failure, in comparison with the older similarly indicated sulfonylureas. Results Of the 170 031 users of antidiabetic agents from 2000 onwards, 79 682 used sulfonylureas (first use 2000), while 6196 used GLP‐1 analogs (first use 2007), 75% of which had previously used a sulfonylurea. After matching each GLP‐1 analog user to a sulfonylurea user on the time‐conditional propensity scores from prescription‐based exposure sets, the hazard ratio of heart failure with GLP‐1 use was 0.73 (95%CI: 0.57–0.93). Conclusion The proposed prevalent new‐user cohort design for comparative drug effects studies allows the use of all or most patients exposed to the newer drug, thus permitting a more comprehensive assessment of a new drug's safety. Copyright © 2016 John Wiley & Sons, Ltd. Purpose Studies of the real-world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new-user cohort design for head-to-head comparisons between two medications, using exclusively treatment-naïve patients. However, the desired contrast often involves one new drug compared with an older drug, of which many users of the new drug may have switched from, seriously restricting the scope of incident new-user studies. Methods We introduce prevalent new-user cohort designs for head-to-head comparative drug effect studies, where incident new users are scarce. We define time-based and prescription-based exposure sets to compute time-conditional propensity scores of initiating the newer drug and to identify matched subjects receiving the comparator drug. We illustrate this approach using data from the UK's Clinical Practice Research Datalink to evaluate whether the newer glucagon-like peptide-1 receptor agonists (GLP-1 analogs) used to treat type 2 diabetes increase the risk of heart failure, in comparison with the older similarly indicated sulfonylureas. Results Of the 170031 users of antidiabetic agents from 2000 onwards, 79682 used sulfonylureas (first use 2000), while 6196 used GLP-1 analogs (first use 2007), 75% of which had previously used a sulfonylurea. After matching each GLP-1 analog user to a sulfonylurea user on the time-conditional propensity scores from prescription-based exposure sets, the hazard ratio of heart failure with GLP-1 use was 0.73 (95%CI: 0.57-0.93). Conclusion The proposed prevalent new-user cohort design for comparative drug effects studies allows the use of all or most patients exposed to the newer drug, thus permitting a more comprehensive assessment of a new drug's safety. Copyright © 2016 John Wiley & Sons, Ltd. |
Author | Moodie, Erica E. M. Suissa, Samy Dell'Aniello, Sophie |
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Studies of the real‐world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new‐user... Studies of the real-world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new-user cohort... Purpose Studies of the real-world comparative effectiveness of drugs conducted using computerized healthcare databases typically involve an incident new-user... |
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SubjectTerms | Aged Cohort Studies comparative effectiveness Comparative Effectiveness Research - methods database research Databases, Factual - statistics & numerical data Diabetes Diabetes Mellitus, Type 2 - drug therapy drug safety epidemiologic design Female Glucagon-Like Peptide-1 Receptor - agonists Heart Failure - chemically induced Heart Failure - epidemiology Humans Hypoglycemic Agents - administration & dosage Hypoglycemic Agents - adverse effects Male Middle Aged pharmacoepidemiology Pharmacoepidemiology - methods Pharmacology Propensity Score Proportional Hazards Models Research Design Safety Side effects Sulfonylurea Compounds - administration & dosage Sulfonylurea Compounds - adverse effects Time Factors United Kingdom |
Title | Prevalent new‐user cohort designs for comparative drug effect studies by time‐conditional propensity scores |
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