How to calculate sample size in animal and human studies

One of the most important statistical analyses when designing animal and human studies is the calculation of the required sample size. In this review, we define central terms in the context of sample size determination, including mean, standard deviation, statistical hypothesis testing, type I/II er...

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Main Authors: Xinlian Zhang, Phillipp Hartmann
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-08-01
Series:Frontiers in Medicine
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmed.2023.1215927/full
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author Xinlian Zhang
Phillipp Hartmann
Phillipp Hartmann
author_facet Xinlian Zhang
Phillipp Hartmann
Phillipp Hartmann
author_sort Xinlian Zhang
collection DOAJ
description One of the most important statistical analyses when designing animal and human studies is the calculation of the required sample size. In this review, we define central terms in the context of sample size determination, including mean, standard deviation, statistical hypothesis testing, type I/II error, power, direction of effect, effect size, expected attrition, corrected sample size, and allocation ratio. We also provide practical examples of sample size calculations for animal and human studies based on pilot studies, larger studies similar to the proposed study—or if no previous studies are available—estimated magnitudes of the effect size per Cohen and Sawilowsky.
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spelling doaj.art-232c334c21194c6999d3c2998abcecf42023-08-18T05:30:35ZengFrontiers Media S.A.Frontiers in Medicine2296-858X2023-08-011010.3389/fmed.2023.12159271215927How to calculate sample size in animal and human studiesXinlian Zhang0Phillipp Hartmann1Phillipp Hartmann2Division of Biostatistics and Bioinformatics, Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, La Jolla, CA, United StatesDepartment of Pediatrics, University of California, San Diego, La Jolla, CA, United StatesDivision of Gastroenterology, Hepatology and Nutrition, Rady Children's Hospital San Diego, San Diego, CA, United StatesOne of the most important statistical analyses when designing animal and human studies is the calculation of the required sample size. In this review, we define central terms in the context of sample size determination, including mean, standard deviation, statistical hypothesis testing, type I/II error, power, direction of effect, effect size, expected attrition, corrected sample size, and allocation ratio. We also provide practical examples of sample size calculations for animal and human studies based on pilot studies, larger studies similar to the proposed study—or if no previous studies are available—estimated magnitudes of the effect size per Cohen and Sawilowsky.https://www.frontiersin.org/articles/10.3389/fmed.2023.1215927/fullsample size calculationpowereffect sizeanimal and human studytwo sample comparisontype I error
spellingShingle Xinlian Zhang
Phillipp Hartmann
Phillipp Hartmann
How to calculate sample size in animal and human studies
Frontiers in Medicine
sample size calculation
power
effect size
animal and human study
two sample comparison
type I error
title How to calculate sample size in animal and human studies
title_full How to calculate sample size in animal and human studies
title_fullStr How to calculate sample size in animal and human studies
title_full_unstemmed How to calculate sample size in animal and human studies
title_short How to calculate sample size in animal and human studies
title_sort how to calculate sample size in animal and human studies
topic sample size calculation
power
effect size
animal and human study
two sample comparison
type I error
url https://www.frontiersin.org/articles/10.3389/fmed.2023.1215927/full
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