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Evaluation of methacholine dose-response curves by linear and exponential mathematical models: goodness-of-fit and validity of extrapolation.
Verlato, G; Cerveri, I; Villani, A; Pasquetto, M; Ferrari, M; Fanfulla, F; Zanolin, E; Rijcken, B; de Marco, R.
Affiliation
  • Verlato G; Cattedra di Statistica Medica e Biometria, Università di Verona, Italy.
Eur Respir J ; 9(3): 506-11, 1996 Mar.
Article in En | MEDLINE | ID: mdl-8730011
Several models have been proposed to analyse dose-response curves recorded in bronchoprovocation challenge tests. The aims of the present work were: 1) to investigate which model (linear vs exponential) and which minimization method (trials and errors vs Levenberg-Marquardt) gives better results in terms of data interpolation (goodness-of-fit); and 2) to verify the validity of extrapolation by comparing forced expiratory volume in one second (FEV1) observed after 4 mg methacholine with values extrapolated after truncation of the curves at 2 mg. For these purposes, methacholine dose-response curves were obtained in 832 subjects from a random population sample, as part of the European Community Respiratory Health Survey (ECRHS) in Italy. Methacholine was inhaled up to a maximum dose of 6 mg by dosimeter technique. The coefficient of determination (r2) was significantly higher with the exponential model (0.81 +/- 0.22; mean +/- SD) than with the linear model (0.69 +/- 0.27). With both models, extrapolated values were usually lower than observed values. As a consequence, a 20% fall in FEV1 with respect to postsaline FEV1 was observed in only 24% and 21% of the tests, where a 20% fall had been predicted, respectively, according to the linear and exponential model. In conclusion, exponential models are better than linear models with respect to data interpolation of methacholine dose-response curves. However, they are worse with respect to extrapolation to higher doses. With any model, extrapolation of dose-response curves by one doubling-dose should be avoided.
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Collection: 01-internacional Database: MEDLINE Main subject: Bronchial Provocation Tests / Methacholine Chloride / Bronchial Hyperreactivity / Models, Theoretical Type of study: Diagnostic_studies / Prognostic_studies Limits: Adult / Female / Humans / Male Language: En Journal: Eur Respir J Year: 1996 Document type: Article Affiliation country: Italia Country of publication: Reino Unido
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Collection: 01-internacional Database: MEDLINE Main subject: Bronchial Provocation Tests / Methacholine Chloride / Bronchial Hyperreactivity / Models, Theoretical Type of study: Diagnostic_studies / Prognostic_studies Limits: Adult / Female / Humans / Male Language: En Journal: Eur Respir J Year: 1996 Document type: Article Affiliation country: Italia Country of publication: Reino Unido