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Practice-Based Evidence: Profiling the Safety of Cilostazol by Text-Mining of Clinical Notes
- Source :
- PLoS ONE, Vol 8, Iss 5, p e63499 (2013), PLoS ONE, PloS one, vol 8, iss 5
- Publication Year :
- 2013
- Publisher :
- Public Library of Science (PLoS), 2013.
-
Abstract
- BackgroundPeripheral arterial disease (PAD) is a growing problem with few available therapies. Cilostazol is the only FDA-approved medication with a class I indication for intermittent claudication, but carries a black box warning due to concerns for increased cardiovascular mortality. To assess the validity of this black box warning, we employed a novel text-analytics pipeline to quantify the adverse events associated with Cilostazol use in a clinical setting, including patients with congestive heart failure (CHF).Methods and resultsWe analyzed the electronic medical records of 1.8 million subjects from the Stanford clinical data warehouse spanning 18 years using a novel text-mining/statistical analytics pipeline. We identified 232 PAD patients taking Cilostazol and created a control group of 1,160 PAD patients not taking this drug using 1:5 propensity-score matching. Over a mean follow up of 4.2 years, we observed no association between Cilostazol use and any major adverse cardiovascular event including stroke (OR = 1.13, CI [0.82, 1.55]), myocardial infarction (OR = 1.00, CI [0.71, 1.39]), or death (OR = 0.86, CI [0.63, 1.18]). Cilostazol was not associated with an increase in any arrhythmic complication. We also identified a subset of CHF patients who were prescribed Cilostazol despite its black box warning, and found that it did not increase mortality in this high-risk group of patients.ConclusionsThis proof of principle study shows the potential of text-analytics to mine clinical data warehouses to uncover 'natural experiments' such as the use of Cilostazol in CHF patients. We envision this method will have broad applications for examining difficult to test clinical hypotheses and to aid in post-marketing drug safety surveillance. Moreover, our observations argue for a prospective study to examine the validity of a drug safety warning that may be unnecessarily limiting the use of an efficacious therapy.
- Subjects :
- Male
Aging
Critical Care and Emergency Medicine
Non-Clinical Medicine
Text Mining
Epidemiology
Vasodilator Agents
Myocardial Infarction
Tetrazoles
Arrhythmias
030204 cardiovascular system & hematology
Cardiovascular
Phosphodiesterase 3 Inhibitors
Disease Informatics
Sudden cardiac death
Cohort Studies
Engineering
0302 clinical medicine
80 and over
Data Mining
Medicine
030212 general & internal medicine
Myocardial infarction
Peripheral Vascular Diseases
Aged, 80 and over
Multidisciplinary
Mortality rate
Clinical Pharmacology
Drug Information
Congenital Heart Disease
Hematology
Middle Aged
Cilostazol
3. Good health
Stroke
Heart Disease
Treatment Outcome
Female
Patient Safety
Medical emergency
medicine.symptom
Information Technology
Research Article
medicine.drug
Platelets
Risk
Drugs and Devices
medicine.medical_specialty
General Science & Technology
Clinical Research Design
Matched-Pair Analysis
Science
Biological Data Management
Health Informatics
and over
Cardiovascular Pharmacology
Databases
Peripheral Arterial Disease
03 medical and health sciences
Text mining
Adverse Reactions
Clinical Research
Ontology and Logics
Humans
Propensity Score
Intensive care medicine
Adverse effect
Biology
Natural Language Processing
Retrospective Studies
Aged
Heart Failure
Population Biology
business.industry
Acute Cardiovascular Problems
Pharmacoepidemiology
Computational Biology
medicine.disease
Intermittent claudication
Heart failure
Computer Science
Signal Processing
business
Platelet Aggregation Inhibitors
Subjects
Details
- ISSN :
- 19326203
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- PLoS ONE
- Accession number :
- edsair.doi.dedup.....84d0eff1e3b71f1dc8c9c24ede894423