Covariance miss-specification and the local influence approach in sensitivity analyses of longitudinal data with drop-outs

2007 ◽  
Vol 51 (12) ◽  
pp. 5537-5546 ◽  
Author(s):  
R.J. O’Hara Hines ◽  
W.G.S. Hines
Biometrics ◽  
2016 ◽  
Vol 73 (1) ◽  
pp. 72-82 ◽  
Author(s):  
Sehee Kim ◽  
Donglin Zeng ◽  
Jeremy M. G. Taylor

2002 ◽  
Vol 3 (2) ◽  
pp. 103-117
Author(s):  
Mario Eandi ◽  
Elisa Berno ◽  
Lorenzo Pradelli

Doxofylline is a methyl-xanthine with bronchodilator activity which clinical efficacy in the treatment of asthma and COPD is equivalent to theophylline. Clinical trials prooved that while doxofylline is as effective as theophylline in the treatment of asthma, it is associated with lesser side effects. For our pharmacoeconomical evaluation, we employed the data of an international multi-centric study that compared the efficacy and tolerability of 12 weeks of treatment with either theophylline 250 mg tid, or doxofylline 400 mg tid, or placebo. The efficacy was evaluated with pulmonary function tests and by recording the number of asthma attacks and beta-2 agonist puffs: doxofylline 1200 mg/day and theophylline 750 mg/day resulted equally effective, but the former resulted better tolerated, as the adverse effects were lesser in number and severity. We performed a cost/effectiveness analysis in order to compare the two treatments, considering the perspective of the Italian health system (SSN) and of the Italian society. For the purposes of this analysis, the efficacy indices we considered were two: one simple, consisting in the number of avoided asthma attacks (AAA), and a more complex one, i.e. UATD (Utility Adjusted Therapy Days). For the construction of this index, we extracted the survival curve of the patients remaining in therapy; this curve showed that the cumulative number of therapy days is significantly greater in the doxofylline group, although the percentage of dropouts is similar at the end of the three months: this is due to the fact that the drop-outs in the theophylline group occur earlier after treatment start. The number of therapy days was then weighed for an utility index inversely proportional to the main daily number of avoided asthma attacks, thus obtaining the UATDs. The results of the cost/effectiveness analyses showed that doxofylline dominates theophylline treatment in asthma, as it is less expensive and more effective (in terms of AAAs and UATDs) for both considered decision-makers, i.e. Italian SSN and society. The consistency of these results was further confirmed by oneway sensitivity analyses.


1998 ◽  
Vol 172 (1) ◽  
pp. 7-10 ◽  
Author(s):  
B. S. Everitt

BackgroundLongitudinal data arise frequently in psychiatric investigations, and are most often analysed by multivariate analysis of variance (MANOVA) procedures. However, as routinely applied, the method is not satisfactory, particularly when the data are affected by subjects dropping-out of the study. More suitable methods are now available.MethodProblems with the MANOVA approach are discussed and the advantages of alternative procedures stressed.ResultsUsing MANOVA on complete cases to analyse unbalanced longitudinal data can be seriously misleading. More recently developed methods are far more suitable, but only if the missing values are non-informative.ConclusionsRoutine use of MANOVA for the analysis of longitudinal data, particularly when there is a substantial proportion of drop-outs, is ill advised. Statisticians have considerably enriched the available methodologies during the past decade, and psychiatric researchers dealing with such data should be aware of the advantages of the newer methods.


2011 ◽  
Vol 40 (4) ◽  
pp. 267-282 ◽  
Author(s):  
Andrés Steffanowski ◽  
Dietmar Kramer ◽  
Andrea Fembacher ◽  
Esther M. Glahn ◽  
Ellen Bruckmayer ◽  
...  

Zusammenfassung. In der Pilotstudie QS-PSY-BAY wurde durch 217 Therapeuten eine Methode zur einrichtungs- und fachrichtungsübergreifenden Qualitätssicherung in der ambulanten psychotherapeutischen Versorgung an 1.696 Patienten erfolgreich erprobt. Es kam eine einheitliche elektronische Dokumentation zur Erfassung und Rückmeldung von Behandlungsparametern und des Behandlungserfolges zum Einsatz. Der individuelle Therapieverlauf wurde im Kontext anonymisierter Vergleichsgruppen mit gleicher Hauptdiagnose grafisch dargestellt. Der Studiendatensatz lässt sich zur Beantwortung von Fragen der Versorgungsforschung nutzen. Die Patienten weisen zu Therapiebeginn im Durchschnitt eine deutliche Beeinträchtigung ihres gesundheitlichen Befindens auf. Jeder zweite Patient wird aufgrund einer depressiven Störung behandelt. Die Prä-Post-Effektgröße der abgeschlossenen Therapien erreicht einen Wert von 1,57 und ist in der Ein-Jahres-Katamnese stabil. Bei Berücksichtigung des Drop-Outs nach Intent-To-Treat-Methodik beträgt die konservativ korrigierte Effektgröße 0,97. Damit haben die im Projekt evaluierten Behandlungen eine ausgezeichnete Ergebnisqualität, was die Bedeutung der ambulanten Psychotherapie für die Gesundheitsversorgung in Zeiten einer allgemeinen Zunahme psychischer Erkrankungen unterstreicht.


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