Literature DB >> 16416759

Modelling the treated course of schizophrenia: development of a discrete event simulation model.

Bart Heeg1, Erik Buskens, Martin Knapp, Gerda van Aalst, Pieter J T Dries, Lieuwe de Haan, Ben A van Hout.   

Abstract

In schizophrenia, modelling techniques may be needed to estimate the long-term costs and effects of new interventions. However, it seems that a simple direct link between symptoms and costs does not exist. Decisions about whether a patient will be hospitalized or admitted to a different healthcare setting are based not only on symptoms but also on social and environmental factors. This paper describes the development of a model to assess the dependencies between a broad range of parameters in the treatment of schizophrenia. In particular, the model attempts to incorporate social and environmental factors into the decision-making process for the prescription of new drugs to patients. The model was used to analyse the potential benefits of improving compliance with medication by 20% in patients in the UK. A discrete event simulation (DES) model was developed, to describe a cohort of schizophrenia patients with multiple psychotic episodes. The model takes into account the patient's sex, disease severity, potential risk of harm to self and society, and social and environmental factors. Other variables that change over time include the number of psychiatric consultations, the presence of psychotic episodes, symptoms, treatments, compliance, side-effects, the lack of ability to take care of him/herself, care setting and risk of harm. Outcomes are costs, psychotic episodes and symptoms. Univariate and multivariate sensitivity analyses were performed. Direct medical costs were considered (year of costing 2002), applying a 6.0% discount rate for costs and a 1.5% discount rate for outcome. The timeframe of the model is 5 years. When 50% of the decisions about the patient care setting are based on symptoms, a 20% increase in compliance was estimated to save 16,147 pounds and to avoid 0.55 psychotic episodes per patient over 5 years. Sensitivity analysis showed that the costs savings associated with increased compliance are robust over a range of variations in parameters. DES offers a flexible structure for modelling a disease, taking into account how a patient's history affects the course of the disease over time. This approach is particularly pertinent to schizophrenia, in which treatment decisions are complex. The model shows that better compliance increases the time between relapses, decreases the symptom score, and reduces the requirement for treatment in an intensive patient care setting, leading to cost savings. The extent of the cost savings depends on the relative importance of symptoms and of social and environmental factors in these decisions.

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Year:  2005        PMID: 16416759     DOI: 10.2165/00019053-200523001-00003

Source DB:  PubMed          Journal:  Pharmacoeconomics        ISSN: 1170-7690            Impact factor:   4.981


  16 in total

1.  Cost of schizophrenia to UK Society. An incidence-based cost-of-illness model for the first 5 years following diagnosis.

Authors:  J F Guest; R F Cookson
Journal:  Pharmacoeconomics       Date:  1999-06       Impact factor: 4.981

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3.  Premorbid functioning versus duration of untreated psychosis in 1 year outcome in first-episode psychosis.

Authors:  T K Larsen; L C Moe; L Vibe-Hansen; J O Johannessen
Journal:  Schizophr Res       Date:  2000-09-29       Impact factor: 4.939

4.  Novel antipsychotics: comparison of weight gain liabilities.

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Journal:  J Clin Psychiatry       Date:  1999-06       Impact factor: 4.384

5.  Medication compliance and comorbid substance abuse in schizophrenia: impact on community survival 4 years after a relapse.

Authors:  Glenn E Hunt; Jenny Bergen; Marie Bashir
Journal:  Schizophr Res       Date:  2002-04-01       Impact factor: 4.939

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7.  A comparison of risperidone and haloperidol for the prevention of relapse in patients with schizophrenia.

Authors:  John G Csernansky; Ramy Mahmoud; Ronald Brenner
Journal:  N Engl J Med       Date:  2002-01-03       Impact factor: 91.245

8.  Factors influencing compliance in schizophrenia patients.

Authors:  W Wolfgang Fleischhacker; Maria A Oehl; Martina Hummer
Journal:  J Clin Psychiatry       Date:  2003       Impact factor: 4.384

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Journal:  Br J Psychiatry       Date:  1998-06       Impact factor: 9.319

10.  Risperidone compared with olanzapine in a naturalistic clinical study: a cost analysis.

Authors:  David M Taylor; Tim Wright; Susan E Libretto
Journal:  J Clin Psychiatry       Date:  2003-05       Impact factor: 4.384

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  13 in total

1.  Cost effectiveness of long-acting risperidone: what can pharmacoeconomic models teach us?

Authors:  Lieven Annemans
Journal:  Pharmacoeconomics       Date:  2005       Impact factor: 4.981

Review 2.  Pharmacoeconomics of long-acting risperidone: results and validity of cost-effectiveness models.

Authors:  Alan Haycox
Journal:  Pharmacoeconomics       Date:  2005       Impact factor: 4.981

3.  Modelling the impact of compliance on the costs and effects of long-acting risperidone in Canada.

Authors:  P S Chue; Bart Heeg; Erik Buskens; Ben A van Hout
Journal:  Pharmacoeconomics       Date:  2005       Impact factor: 4.981

4.  Modelling technique, structural assumptions, input parameter values: which has the most impact on the results of a cost-effectiveness analysis?

Authors:  Josephine Mauskopf
Journal:  Pharmacoeconomics       Date:  2014-06       Impact factor: 4.981

5.  The effect of motivational interviewing on medication adherence and hospitalization rates in nonadherent patients with multi-episode schizophrenia.

Authors:  Emile Barkhof; Carin J Meijer; Leo M J de Sonneville; Don H Linszen; Lieuwe de Haan
Journal:  Schizophr Bull       Date:  2013-09-26       Impact factor: 9.306

6.  Modelling approaches: the case of schizophrenia.

Authors:  Bart M S Heeg; Joep Damen; Erik Buskens; Sue Caleo; Frank de Charro; Ben A van Hout
Journal:  Pharmacoeconomics       Date:  2008       Impact factor: 4.981

Review 7.  Appraisal of patient-level health economic models of severe mental illness: systematic review.

Authors:  James Altunkaya; Jung-Seok Lee; Apostolos Tsiachristas; Felicity Waite; Daniel Freeman; José Leal
Journal:  Br J Psychiatry       Date:  2021-08-19       Impact factor: 9.319

8.  Estimated economic benefits from low-frequency administration of atypical antipsychotics in treatment of schizophrenia: a decision model.

Authors:  Nicolas M Furiak; James C Gahn; Robert W Klein; Stephen B Camper; Kent H Summers
Journal:  Ann Gen Psychiatry       Date:  2012-11-16       Impact factor: 3.455

Review 9.  Cognitive Behavioural Therapy for Psychosis: A Health Technology Assessment.

Authors: 
Journal:  Ont Health Technol Assess Ser       Date:  2018-10-24

10.  A pharmaco-economic analysis of patients with schizophrenia switching to generic risperidone involving a possible compliance loss.

Authors:  Maarten Treur; Bart Heeg; Hans-Jürgen Möller; Annette Schmeding; Ben van Hout
Journal:  BMC Health Serv Res       Date:  2009-02-18       Impact factor: 2.655

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