Methods for safety signal detection in healthcare databases: a literature review

Good Signal Detection Practices: Evidence from IMI PROTECT

(2016) Antoni F. Z. Wisniewski et al.   DRUG SAFETY

Sequence Symmetry Analysis as a Signal Detection Tool for Potential Heart Failure Adverse Events in an Administrative Claims Database

(2016) Izyan A. Wahab et al.   DRUG SAFETY

Design and analysis choices for safety surveillance evaluations need to be tuned to the specifics of the hypothesized drug-outcome association

(2016) Susan Gruber et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Class-imbalanced subsampling lasso algorithm for discovering adverse drug reactions

(2016) Ismaïl Ahmed et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

A Method for the Minimization of Competition Bias in Signal Detection from Spontaneous Reporting Databases

(2015) Mickael Arnaud et al.   DRUG SAFETY

A supervised adverse drug reaction signalling framework imitating Bradford Hill’s causality considerations

(2015) Jenna Marie Reps et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Prescription sequence symmetry analysis: assessing risk, temporality, and consistency for adverse drug reactions across datasets in five countries

(2015) Nicole Pratt et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Risk of Community-Acquired Pneumonia with Outpatient Proton-Pump Inhibitor Therapy: A Systematic Review and Meta-Analysis

(2015) Allison A. Lambert et al.   PLoS One

The performance of sequence symmetry analysis as a tool for post-market surveillance of newly marketed medicines: a simulation study

(2014) Nicole L Pratt et al.   BMC Medical Research Methodology

Signalling Paediatric Side Effects using an Ensemble of Simple Study Designs

(2014) Jenna M. Reps et al.   DRUG SAFETY

Comment on: “Desideratum for Evidence-Based Epidemiology”

(2014) Sean Hennessy et al.   DRUG SAFETY

Advancing the Science for Active Surveillance: Rationale and Design for the Observational Medical Outcomes Partnership

(2013) Paul E. Stang et al.   ANNALS OF INTERNAL MEDICINE

Empirical Performance of the Self-Controlled Case Series Design: Lessons for Developing a Risk Identification and Analysis System

(2013) Marc A. Suchard et al.   DRUG SAFETY

Empirical Performance of a Self-Controlled Cohort Method: Lessons for Developing a Risk Identification and Analysis System

(2013) Patrick B. Ryan et al.   DRUG SAFETY

How Well Do Various Health Outcome Definitions Identify Appropriate Cases in Observational Studies?

(2013) Richard A. Hansen et al.   DRUG SAFETY

Empirical Performance of the Case–Control Method: Lessons for Developing a Risk Identification and Analysis System

(2013) David Madigan et al.   DRUG SAFETY

Evaluating Performance of Risk Identification Methods Through a Large-Scale Simulation of Observational Data

(2013) Patrick B. Ryan et al.   DRUG SAFETY

Defining a Reference Set to Support Methodological Research in Drug Safety

(2013) Patrick B. Ryan et al.   DRUG SAFETY

Empirical Performance of a New User Cohort Method: Lessons for Developing a Risk Identification and Analysis System

(2013) Patrick B. Ryan et al.   DRUG SAFETY

Replication of the OMOP Experiment in Europe: Evaluating Methods for Risk Identification in Electronic Health Record Databases

(2013) Martijn J. Schuemie et al.   DRUG SAFETY

The past, present and perhaps future of pharmacovigilance: homage to Folke Sjoqvist

(2013) Nicholas Moore   EUROPEAN JOURNAL OF CLINICAL PHARMACOLOGY

A conceptual approach to the masking effect of measures of disproportionality

(2013) Francois Maignen et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

The Asian Pharmacoepidemiology Network (AsPEN): promoting multi-national collaboration for pharmacoepidemiologic research in Asia

(2013) et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Drug safety data mining with a tree-based scan statistic

(2013) Martin Kulldorff et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

The validity of sequence symmetry analysis (SSA) for adverse drug reaction signal detection

(2013) Izyan A. Wahab et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Comparison of algorithms that detect drug side effects using electronic healthcare databases

(2013) Jenna Marie Reps et al.   SOFT COMPUTING

Comment on ‘Empirical assessment of methods for risk identification in healthcare data: results from the experiments of the Observational Medical Outcomes Partnership’

(2013) Joshua J. Gagne et al.   STATISTICS IN MEDICINE

A Reference Standard for Evaluation of Methods for Drug Safety Signal Detection Using Electronic Healthcare Record Databases

(2012) Preciosa M. Coloma et al.   DRUG SAFETY

A Method for Mining Infrequent Causal Associations and Its Application in Finding Adverse Drug Reaction Signal Pairs

(2012) Yanqing Ji et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Design and validation of an automated method to detect known adverse drug reactions in MEDLINE: a contribution from the EU–ADR project

(2012) Paul Avillach et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Using Electronic Health Care Records for Drug Safety Signal Detection

(2012) Martijn J. Schuemie et al.   MEDICAL CARE

Is spontaneous reporting always the most important information supporting drug withdrawals for pharmacovigilance reasons in France?

(2012) Marie-Noelle Paludetto et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Statistical approaches to group sequential monitoring of postmarket safety surveillance data: current state of the art for use in the Mini-Sentinel pilot

(2012) Andrea J. Cook et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

A Potential Causal Association Mining Algorithm for Screening Adverse Drug Reactions in Postmarketing Surveillance

(2011) Yanqing Ji et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Safety surveillance of longitudinal databases: methodological considerations

(2011) G. Niklas Norén et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Comparison and validation of data-mining indices for signal detection: using the Korean national health insurance claims database

(2011) Nam-Kyong Choi et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Signal detection of methylphenidate by comparing a spontaneous reporting database with a claims database

(2011) JaYoung Kim et al.   REGULATORY TOXICOLOGY AND PHARMACOLOGY

Disproportionality methods for pharmacovigilance in longitudinal observational databases

(2011) Ivan Zorych et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

A Maximized Sequential Probability Ratio Test for Drug and Vaccine Safety Surveillance

(2011) Martin Kulldorff et al.   Sequential Analysis-Design Methods and Applications

Meta-analysis: proton pump inhibitor use and the risk of community-acquired pneumonia

(2010) J. JOHNSTONE et al.   ALIMENTARY PHARMACOLOGY & THERAPEUTICS

Class prediction for high-dimensional class-imbalanced data

(2010) Rok Blagus et al.   BMC BIOINFORMATICS

A Decade of Data Mining and Still Counting

(2010) Manfred Hauben et al.   DRUG SAFETY

Signaling Potential Adverse Drug Reactions from Administrative Health Databases

(2010) Huidong Jin et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Signal detection of rosuvastatin compared to other statins: data-mining study using national health insurance claims database

(2010) Nam-Kyong Choi et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Methods for drug safety signal detection in longitudinal observational databases: LGPS and LEOPARD

(2010) Martijn J. Schuemie   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

Temporal pattern discovery in longitudinal electronic patient records

(2009) G. Niklas Norén et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Adverse events with use of antiepileptic drugs: a prescription and event symmetry analysis

(2009) Ioannis Tsiropoulos et al.   PHARMACOEPIDEMIOLOGY AND DRUG SAFETY

A conditional sequential sampling procedure for drug safety surveillance

(2009) Lingling Li   STATISTICS IN MEDICINE

Adaptation of Bayesian Data Mining Algorithms to Longitudinal Claims Data

(2008) Jeffrey R. Curtis et al.   MEDICAL CARE