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Testing the relation between percentage change and baseline value
Testing the relation between percentage change and baseline value has been controversial, but it is not clear why this practice may yield spurious results. In this paper, we first explained why the usual testing of the relation between percentage change and baseline value is inappropriate and then d...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group
2016
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4793189/ https://www.ncbi.nlm.nih.gov/pubmed/26979481 http://dx.doi.org/10.1038/srep23247 |
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author | Tu, Yu-Kang |
author_facet | Tu, Yu-Kang |
author_sort | Tu, Yu-Kang |
collection | PubMed |
description | Testing the relation between percentage change and baseline value has been controversial, but it is not clear why this practice may yield spurious results. In this paper, we first explained why the usual testing of the relation between percentage change and baseline value is inappropriate and then demonstrated how the appropriate null hypothesis could be formulated. We also proposed a simple procedure for testing the appropriate null hypothesis based on the assumption that when there is no relation between percentage change and baseline value, the coefficients of variation for repeated measurements of a random variable should remain unchanged. Two examples were used to demonstrate how the usual testing gave rise to misleading results, whilst results from our simple test were in general consistent with those from simulations. We also undertook simulations to investigate the impact of measurement errors on the performance of the proposed test. Results suggested the type-I error rates increased with the magnitude of measurement errors, whilst the statistical power to detect a genuine relation decreased. The usual approach to testing the relation between percentage change and baseline value tended to yield misleading results and should be avoided. |
format | Online Article Text |
id | pubmed-4793189 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-47931892016-03-16 Testing the relation between percentage change and baseline value Tu, Yu-Kang Sci Rep Article Testing the relation between percentage change and baseline value has been controversial, but it is not clear why this practice may yield spurious results. In this paper, we first explained why the usual testing of the relation between percentage change and baseline value is inappropriate and then demonstrated how the appropriate null hypothesis could be formulated. We also proposed a simple procedure for testing the appropriate null hypothesis based on the assumption that when there is no relation between percentage change and baseline value, the coefficients of variation for repeated measurements of a random variable should remain unchanged. Two examples were used to demonstrate how the usual testing gave rise to misleading results, whilst results from our simple test were in general consistent with those from simulations. We also undertook simulations to investigate the impact of measurement errors on the performance of the proposed test. Results suggested the type-I error rates increased with the magnitude of measurement errors, whilst the statistical power to detect a genuine relation decreased. The usual approach to testing the relation between percentage change and baseline value tended to yield misleading results and should be avoided. Nature Publishing Group 2016-03-16 /pmc/articles/PMC4793189/ /pubmed/26979481 http://dx.doi.org/10.1038/srep23247 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Tu, Yu-Kang Testing the relation between percentage change and baseline value |
title | Testing the relation between percentage change and baseline value |
title_full | Testing the relation between percentage change and baseline value |
title_fullStr | Testing the relation between percentage change and baseline value |
title_full_unstemmed | Testing the relation between percentage change and baseline value |
title_short | Testing the relation between percentage change and baseline value |
title_sort | testing the relation between percentage change and baseline value |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4793189/ https://www.ncbi.nlm.nih.gov/pubmed/26979481 http://dx.doi.org/10.1038/srep23247 |
work_keys_str_mv | AT tuyukang testingtherelationbetweenpercentagechangeandbaselinevalue |