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Additive scales in degenerative disease - calculation of effect sizes and clinical judgment
BACKGROUND: The therapeutic efficacy of an intervention is often assessed in clinical trials by scales measuring multiple diverse activities that are added to produce a cumulative global score. Medical communities and health care systems subsequently use these data to calculate pooled effect sizes t...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3268737/ https://www.ncbi.nlm.nih.gov/pubmed/22176535 http://dx.doi.org/10.1186/1471-2288-11-169 |
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author | Riepe, Matthias W Wilkinson, David Förstl, Hans Brieden, Andreas |
author_facet | Riepe, Matthias W Wilkinson, David Förstl, Hans Brieden, Andreas |
author_sort | Riepe, Matthias W |
collection | PubMed |
description | BACKGROUND: The therapeutic efficacy of an intervention is often assessed in clinical trials by scales measuring multiple diverse activities that are added to produce a cumulative global score. Medical communities and health care systems subsequently use these data to calculate pooled effect sizes to compare treatments. This is done because major doubt has been cast over the clinical relevance of statistically significant findings relying on p values with the potential to report chance findings. Hence in an aim to overcome this pooling the results of clinical studies into a meta-analyses with a statistical calculus has been assumed to be a more definitive way of deciding of efficacy. METHODS: We simulate the therapeutic effects as measured with additive scales in patient cohorts with different disease severity and assess the limitations of an effect size calculation of additive scales which are proven mathematically. RESULTS: We demonstrate that the major problem, which cannot be overcome by current numerical methods, is the complex nature and neurobiological foundation of clinical psychiatric endpoints in particular and additive scales in general. This is particularly relevant for endpoints used in dementia research. 'Cognition' is composed of functions such as memory, attention, orientation and many more. These individual functions decline in varied and non-linear ways. Here we demonstrate that with progressive diseases cumulative values from multidimensional scales are subject to distortion by the limitations of the additive scale. The non-linearity of the decline of function impedes the calculation of effect sizes based on cumulative values from these multidimensional scales. CONCLUSIONS: Statistical analysis needs to be guided by boundaries of the biological condition. Alternatively, we suggest a different approach avoiding the error imposed by over-analysis of cumulative global scores from additive scales. |
format | Online Article Text |
id | pubmed-3268737 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-32687372012-02-13 Additive scales in degenerative disease - calculation of effect sizes and clinical judgment Riepe, Matthias W Wilkinson, David Förstl, Hans Brieden, Andreas BMC Med Res Methodol Research Article BACKGROUND: The therapeutic efficacy of an intervention is often assessed in clinical trials by scales measuring multiple diverse activities that are added to produce a cumulative global score. Medical communities and health care systems subsequently use these data to calculate pooled effect sizes to compare treatments. This is done because major doubt has been cast over the clinical relevance of statistically significant findings relying on p values with the potential to report chance findings. Hence in an aim to overcome this pooling the results of clinical studies into a meta-analyses with a statistical calculus has been assumed to be a more definitive way of deciding of efficacy. METHODS: We simulate the therapeutic effects as measured with additive scales in patient cohorts with different disease severity and assess the limitations of an effect size calculation of additive scales which are proven mathematically. RESULTS: We demonstrate that the major problem, which cannot be overcome by current numerical methods, is the complex nature and neurobiological foundation of clinical psychiatric endpoints in particular and additive scales in general. This is particularly relevant for endpoints used in dementia research. 'Cognition' is composed of functions such as memory, attention, orientation and many more. These individual functions decline in varied and non-linear ways. Here we demonstrate that with progressive diseases cumulative values from multidimensional scales are subject to distortion by the limitations of the additive scale. The non-linearity of the decline of function impedes the calculation of effect sizes based on cumulative values from these multidimensional scales. CONCLUSIONS: Statistical analysis needs to be guided by boundaries of the biological condition. Alternatively, we suggest a different approach avoiding the error imposed by over-analysis of cumulative global scores from additive scales. BioMed Central 2011-12-16 /pmc/articles/PMC3268737/ /pubmed/22176535 http://dx.doi.org/10.1186/1471-2288-11-169 Text en Copyright ©2011 Riepe et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Riepe, Matthias W Wilkinson, David Förstl, Hans Brieden, Andreas Additive scales in degenerative disease - calculation of effect sizes and clinical judgment |
title | Additive scales in degenerative disease - calculation of effect sizes and clinical judgment |
title_full | Additive scales in degenerative disease - calculation of effect sizes and clinical judgment |
title_fullStr | Additive scales in degenerative disease - calculation of effect sizes and clinical judgment |
title_full_unstemmed | Additive scales in degenerative disease - calculation of effect sizes and clinical judgment |
title_short | Additive scales in degenerative disease - calculation of effect sizes and clinical judgment |
title_sort | additive scales in degenerative disease - calculation of effect sizes and clinical judgment |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3268737/ https://www.ncbi.nlm.nih.gov/pubmed/22176535 http://dx.doi.org/10.1186/1471-2288-11-169 |
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