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A novel measure of drug benefit–risk assessment based on Scale Loss Score
Quantitative methods have been proposed to assess and compare the benefit-risk balance of treatments. Among them, multicriteria decision analysis (MCDA) is a popular decision tool as it permits to summarise the benefits and the risks of a drug in a single utility score, accounting for the preference...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6728751/ https://www.ncbi.nlm.nih.gov/pubmed/30025499 http://dx.doi.org/10.1177/0962280218786526 |
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author | Saint-Hilary, Gaelle Robert, Veronique Gasparini, Mauro Jaki, Thomas Mozgunov, Pavel |
author_facet | Saint-Hilary, Gaelle Robert, Veronique Gasparini, Mauro Jaki, Thomas Mozgunov, Pavel |
author_sort | Saint-Hilary, Gaelle |
collection | PubMed |
description | Quantitative methods have been proposed to assess and compare the benefit-risk balance of treatments. Among them, multicriteria decision analysis (MCDA) is a popular decision tool as it permits to summarise the benefits and the risks of a drug in a single utility score, accounting for the preferences of the decision-makers. However, the utility score is often derived using a linear model which might lead to counter-intuitive conclusions; for example, drugs with no benefit or extreme risk could be recommended. Moreover, it assumes that the relative importance of benefits against risks is constant for all levels of benefit or risk, which might not hold for all drugs. We propose Scale Loss Score (SLoS) as a new tool for the benefit–risk assessment, which offers the same advantages as the linear multicriteria decision analysis utility score but has, in addition, desirable properties permitting to avoid recommendations of non-effective or extremely unsafe treatments, and to tolerate larger increases in risk for a given increase in benefit when the amount of benefit is small than when it is high. We present an application to a real case study on telithromycin in Community Acquired Pneumonia and Acute Bacterial Sinusitis, and we investigated the patterns of behaviour of Scale Loss Score, as compared to the linear multicriteria decision analysis, in a comprehensive simulation study. |
format | Online Article Text |
id | pubmed-6728751 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-67287512019-10-03 A novel measure of drug benefit–risk assessment based on Scale Loss Score Saint-Hilary, Gaelle Robert, Veronique Gasparini, Mauro Jaki, Thomas Mozgunov, Pavel Stat Methods Med Res Regular Articles Quantitative methods have been proposed to assess and compare the benefit-risk balance of treatments. Among them, multicriteria decision analysis (MCDA) is a popular decision tool as it permits to summarise the benefits and the risks of a drug in a single utility score, accounting for the preferences of the decision-makers. However, the utility score is often derived using a linear model which might lead to counter-intuitive conclusions; for example, drugs with no benefit or extreme risk could be recommended. Moreover, it assumes that the relative importance of benefits against risks is constant for all levels of benefit or risk, which might not hold for all drugs. We propose Scale Loss Score (SLoS) as a new tool for the benefit–risk assessment, which offers the same advantages as the linear multicriteria decision analysis utility score but has, in addition, desirable properties permitting to avoid recommendations of non-effective or extremely unsafe treatments, and to tolerate larger increases in risk for a given increase in benefit when the amount of benefit is small than when it is high. We present an application to a real case study on telithromycin in Community Acquired Pneumonia and Acute Bacterial Sinusitis, and we investigated the patterns of behaviour of Scale Loss Score, as compared to the linear multicriteria decision analysis, in a comprehensive simulation study. SAGE Publications 2018-07-20 2019-09 /pmc/articles/PMC6728751/ /pubmed/30025499 http://dx.doi.org/10.1177/0962280218786526 Text en © The Author(s) 2018 http://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (http://www.creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Regular Articles Saint-Hilary, Gaelle Robert, Veronique Gasparini, Mauro Jaki, Thomas Mozgunov, Pavel A novel measure of drug benefit–risk assessment based on Scale Loss Score |
title | A novel measure of drug benefit–risk assessment based on Scale Loss
Score |
title_full | A novel measure of drug benefit–risk assessment based on Scale Loss
Score |
title_fullStr | A novel measure of drug benefit–risk assessment based on Scale Loss
Score |
title_full_unstemmed | A novel measure of drug benefit–risk assessment based on Scale Loss
Score |
title_short | A novel measure of drug benefit–risk assessment based on Scale Loss
Score |
title_sort | novel measure of drug benefit–risk assessment based on scale loss
score |
topic | Regular Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6728751/ https://www.ncbi.nlm.nih.gov/pubmed/30025499 http://dx.doi.org/10.1177/0962280218786526 |
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