Danielle Newby
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The role of metabolic and cardiovascular disease and treatments in cognitive decline
Open Date: 2018-06-01
Close Date: 2019-06-01
Articles (10)
Purpose Real‐world data (RWD) offers a valuable resource for generating population‐level disease epidemiology metrics. We aimed to develop a well‐tested and user‐friendly R package to compute incidence rates and prevalence in data mapped to the observational medical outcomes partnership (OMOP) common data model (CDM). Materials and Methods We created IncidencePrevalence, an R package to support the analysis of population‐level incidence rates and point‐ and period‐prevalence in OMOP‐formatted data. On top of unit testing, we assessed the face validity of the package. To do so, we calculated incidence rates of COVID‐19 using RWD from Spain (SIDIAP) and the United Kingdom (CPRD Aurum), and replicated two previously published studies using data from the Netherlands (IPCI) and the United Kingdom (CPRD Gold). We compared the obtained results to those previously published, and measured execution times by running a benchmark analysis across databases. Results IncidencePrevalence achieved high agreement to previously published data in CPRD Gold and IPCI, and showed good performance across databases. For COVID‐19, incidence calculated by the package was similar to public data after the first‐wave of the pandemic. Conclusion For data mapped to the OMOP CDM, the IncidencePrevalence R package can support descriptive epidemiological research. It enables reliable estimation of incidence and prevalence from large real‐world data sets. It represents a simple, but extendable, analytical framework to generate estimates in a reproducible and timely manner.
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2023
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2023
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2022
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2022
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2022
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2022
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2021
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2021
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2020
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2020
Collaborators (16)
Marco Fernandes
University of St. Andrews
Laura Winchester
University of Oxford
Katia Verhamme
Erasmus University Rotterdam
Jennifer Lane
University of Oxford
Vasiliki Orgeta
University College London
Mees Mosseveld
Erasmus University Rotterdam
William Sproviero
University of Oxford
Donald M. Lyall
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Alejo Nevado-Holgado
University of Oxford
Christophe Gerard Lambert
Professor
University of New Mexico Health Sciences Center
Edward Burn
-
Victoria Garfield
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Noel Buckley
Professor of Neurobiology
University of Oxford
Martí Català
University of Oxford
Charles Marshall
Clinical Senior Lecturer
Queen Mary University of London
Liu Shi
University of Oxford
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