A Comparison of Markov and Discrete-Time Microsimulation Approaches: ă Simulating the Avoidance of Alcohol-Attributable Harmful Events from ă Reduction of Alcohol Consumption Through Treatment of Alcohol Dependence
Philippe Laramee,
Aurélie Millier,
Thor-Henrik Brodtkorb,
Nora Rahhali,
Olivier Cristeau,
Samuel Aballéa,
Stephen Montgomery,
Sara Steeves,
Mondher Toumi and
Juergen Rehm
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Aurélie Millier: Creativ-Ceutical - Creativ-Ceutical SARL
Mondher Toumi: Pharmaco-Epidémiologie - Université Bordeaux Segalen - Bordeaux 2 - INSERM - Institut National de la Santé et de la Recherche Médicale
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Abstract:
When modelling the pathophysiology of a disease, it is important to ă select a modelling approach that can adequately replicate its course. ă The objective of this paper was to compare the outcomes obtained by the ă Markov and discrete-time microsimulation modelling approaches using ă nalmefene clinical trial data. ă Markov and microsimulation modelling approaches assessing alcohol ă dependence treatment with psychosocial support with or without nalmefene ă were compared in terms of the modelled evolution of patients' alcohol ă consumption and the resulting occurrence of alcohol-attributable harmful ă events over 1 year. ă Comparison of the proportion of the modelled population at different ă levels of alcohol consumption over time revealed systematic differences ă arising from the different modelling techniques: a lower number of ă patients reaching abstinence, a higher number of patients at higher ă drinking levels, and, overall, a smoother evolution of alcohol ă consumption in the microsimulation. Reasons are discussed in the paper. ă While the models produced similar occurrences of alcohol-attributable ă harmful events as a whole, distinct results for the individual events ă were observed, explained by the specific pathophysiology of occurrence ă of these events and how their implementation was adapted to fit the ă limitations of the compared modelling approaches; however, these ă differences were only statistically significant for one of the eight ă events. ă For a general public health or health economic assessment of alcohol use ă disorders, it is possible to achieve similar results with the compared ă approaches. To assess a patients' disease course, taking into ă consideration alcohol-attributable harmful events, the microsimulation ă approach may provide more precise results. However, further external ă validation of the models is needed and this additional precision may be ă outweighed by the greater computational burden of a microsimulation ă approach.
Keywords: quality (search for similar items in EconPapers)
Date: 2016-11
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Published in Clinical Drug Investigation, 2016, 36 (11), pp.945-956. ⟨10.1007/s40261-016-0442-7⟩
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Persistent link: https://EconPapers.repec.org/RePEc:hal:journl:hal-01482392
DOI: 10.1007/s40261-016-0442-7
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