Trifirò G, Sultana J, Bate A. From big data to smart data for pharmacovigilance: the role of healthcare databases and other emerging sources. Drug Saf. 2018;41(2):143–9. https://doi.org/10.1007/s40264-017-0592-4.
Article
PubMed
Google Scholar
Raghupathi W, Raghupathi V. Big data analytics in healthcare: promise and potential. Health Inf Sci Syst. 2014;2:3. https://doi.org/10.1186/2047-2501-2-3.
Article
PubMed
PubMed Central
Google Scholar
US Department of Health and Human Services, US Food and Drug Administration, Center for Devices and Radiological Health, Center for Biologics Evaluation and Research. Use of real-world evidence to support regulatory decision-making for medical devices. Guidance for industry and Food and Drug Administration staff. 2017. http://www.fda.gov/downloads/medicaldevices/deviceregulationandguidance/guidancedocuments/ucm513027.pdf. Accessed 8 Jul 2018.
Pacurariu AC, Straus SM, Trifirò G, Schuemie MJ, Gini R, Herings R, et al. Useful interplay between spontaneous ADR reports and electronic healthcare records in signal detection. Drug Saf. 2015;38(12):1201–10. https://doi.org/10.1007/s40264-015-0341-5.
Article
PubMed
PubMed Central
Google Scholar
Patadia VK, Schuemie MJ, Coloma PM, Herings R, van der Lei J, Sturkenboom M, et al. Can electronic health records databases complement spontaneous reporting system databases? A historical-reconstruction of the association of rofecoxib and acute myocardial infarction. Front Pharmacol. 2018;9:594. https://doi.org/10.3389/fphar.2018.00594.
Article
PubMed
PubMed Central
Google Scholar
Finan C, Gaulton A, Kruger FA, Lumbers RT, Shah T, Engmann J, et al. The druggable genome and support for target identification and validation in drug development. Sci Transl Med. 2017. https://doi.org/10.1126/scitranslmed.aag1166.
Article
PubMed
Google Scholar
Lorberbaum T, Sampson KJ, Woosley RL, Kass RS, Tatonetti NP. An integrative data science pipeline to identify novel drug interactions that prolong the QT interval. Drug Saf. 2016;39(5):433–41. https://doi.org/10.1007/s40264-016-0393-1.
CAS
Article
PubMed
PubMed Central
Google Scholar
Xiao C, Li Y, Baytas IM, Zhou J, Wang F. An MCEM framework for drug safety signal detection and combination from heterogeneous real world evidence. Sci Rep. 2018;8:1806. https://doi.org/10.1038/s41598-018-19979-7.
CAS
Article
PubMed
PubMed Central
Google Scholar
Comfort S, Perera S, Hudson Z, Dorrell D, Meireis S, Nagarajan M, et al. Sorting through the safety data haystack: using machine learning to identify individual case safety reports in social-digital media. Drug Saf. 2018;41(6):579–90. https://doi.org/10.1007/s40264-018-0641-7.
Article
PubMed
PubMed Central
Google Scholar
Busby J, Mills K, Zhang S-D, Liberante FG, Cardwell CR. Selective serotonin reuptake inhibitor use and breast cancer survival: a population-based cohort study. Breast Cancer Res. 2018;20:4. https://doi.org/10.1186/s13058-017-0928-0.
Article
PubMed
PubMed Central
Google Scholar
US Food and Drug Administration. FDA’s Sentinel initiative: background. 2017. http://www.fda.gov/Safety/FDAsSentinelInitiative/ucm149340.htm. Accessed 9 Jul 2018.
Reps JM, Schuemie MJ, Suchard MA, Ryan PB, Rijnbeek PR. Design and implementation of a standardized framework to generate and evaluate patient-level prediction models using observational healthcare data. J Am Med Inform Assoc. 2018;25:969–75. https://doi.org/10.1093/jamia/ocy032.
Article
PubMed
PubMed Central
Google Scholar
Becker BFH, Avillach P, Romio S, van Mulligen EM, Weibel D, Sturkenboom MCJM, et al. CodeMapper: semiautomatic coding of case definitions: a contribution from the ADVANCE project. Pharmacoepidemiol Drug Saf. 2017;26(8):998–1005. https://doi.org/10.1002/pds.4245.
Article
PubMed
PubMed Central
Google Scholar
McDonald SA, Nijsten D, Bollaerts K, Bauwens J, Praet N, van der Sande M, et al. Methodology for computing the burden of disease of adverse events following immunization. Pharmacoepidemiol Drug Saf. 2018;27(7):724–30. https://doi.org/10.1002/pds.4419.
Article
PubMed
PubMed Central
Google Scholar
European Medicines Agency. Identifying opportunities for “big data” in medicines development and regulatory science: report from a workshop held by EMA on 14-15 November 2016. 2017. http://www.ema.europa.eu/docs/en_GB/document_library/Report/2017/02/WC500221938.pdf. Accessed 8 Jul 2018.
Schneeweiss S, Eichler H-G, Garcia-Altes A, Chinn C, Eggimann A-V, Garner S, et al. Real world data in adaptive biomedical innovation: a framework for generating evidence fit for decision-making. Clin Pharmacol Ther. 2016;100(6):633–46. https://doi.org/10.1002/cpt.512.
CAS
Article
PubMed
Google Scholar
Lane S, Lynn E, Shakir S. Investigation assessing the publicly available evidence supporting postmarketing withdrawals, revocations and suspensions of marketing authorisations in the EU since 2012. BMJ Open. 2018;8:e019759. https://doi.org/10.1136/bmjopen-2017-019759.
Article
PubMed
PubMed Central
Google Scholar
Gagne J, Han X, Hennessy S, Leonard C, Chrischilles E, Carnahan R, et al. Successful comparison of US Food and Drug Administration Sentinel analysis tools to traditional approaches in quantifying a known drug-adverse event association. Clin Pharmacol Ther. 2016;100(5):558–64. https://doi.org/10.1002/cpt.429.
CAS
Article
PubMed
Google Scholar
Zhou X, Douglas IJ, Shen R, Bate A. Signal detection for recently approved products: adapting and evaluating self-controlled case series method using a US claims and UK electronic medical records database. Drug Saf. 2018;41(5):523–36. https://doi.org/10.1007/s40264-017-0626-y.
Article
PubMed
Google Scholar
Caster O, Sandberg L, Bergvall T, Watson S, Norén GN. vigiRank for statistical signal detection in pharmacovigilance: first results from prospective real-world use. Pharmacoepidemiol Drug Saf. 2017;26:1006–10. https://doi.org/10.1002/pds.4247.
CAS
Article
PubMed
PubMed Central
Google Scholar
Wang SV, Schneeweiss S, Berger ML, Brown J, de Vries F, Douglas I, et al. Reporting to improve reproducibility and facilitate validity assessment for healthcare database studies V1.0. Pharmacoepidemiol Drug Saf. 2017;26:1018–32. https://doi.org/10.1002/pds.4295.
Article
PubMed
PubMed Central
Google Scholar