Literature DB >> 29209453

Statistical methods and common problems in medical or biomedical science research.

Fengxia Yan1, Mayberry Robert1, Yonggang Li2.   

Abstract

Statistical thinking is crucial for studies in medical and biomedical areas. There are several pitfalls of using statistics in these areas involving in experimental design, data collection, data analysis and data interpretation. This review paper describes basic statistical design problems in biomedical or medical studies and directs the basic scientists to better use of statistical thinking. The contents of this paper were based on previous literatures and our daily basic support work. It includes the sample size determination and sample allocation in experimental design stage, numerical and graphical data summarization, and statistical test methods as well as the related common errors at design and analytic stages. Literatures and our daily support works show that misunderstanding and misusing of statistical concept and statistical test methods are significant problems. These may include ignoring the sample size and data distribution, incorrect summarization measurement, wrong statistical test methods especially for repeated measures, ignoring the assumption for t-test or ANOVA test, failing to perform the adjustment for multiple comparison. This review intends to help the researchers in basic medical or biomedical areas to enhance statistical thinking and make fewer errors in study design and analysis of their studies.

Keywords:  Statistical test methods; data summarization; sample size determination

Year:  2017        PMID: 29209453      PMCID: PMC5698693     

Source DB:  PubMed          Journal:  Int J Physiol Pathophysiol Pharmacol        ISSN: 1944-8171


  10 in total

Review 1.  Statistics in medical research.

Authors:  P Sprent
Journal:  Swiss Med Wkly       Date:  2003-10-11       Impact factor: 2.193

2.  Guidelines for the design and statistical analysis of experiments using laboratory animals.

Authors:  Michael F W Festing; Douglas G Altman
Journal:  ILAR J       Date:  2002

3.  Multiple comparison analysis testing in ANOVA.

Authors:  Mary L McHugh
Journal:  Biochem Med (Zagreb)       Date:  2011       Impact factor: 2.313

4.  How to calculate sample size in animal studies?

Authors:  Jaykaran Charan; N D Kantharia
Journal:  J Pharmacol Pharmacother       Date:  2013-10

5.  High incorrect use of the standard error of the mean (SEM) in original articles in three cardiovascular journals evaluated for 2012.

Authors:  Marcel Wullschleger; Soheila Aghlmandi; Marcel Egger; Marcel Zwahlen
Journal:  PLoS One       Date:  2014-10-29       Impact factor: 3.240

Review 6.  Some basic aspects of statistical methods and sample size determination in health science research.

Authors:  V S Binu; Shreemathi S Mayya; Murali Dhar
Journal:  Ayu       Date:  2014-04

Review 7.  Basic statistical tools in research and data analysis.

Authors:  Zulfiqar Ali; S Bala Bhaskar
Journal:  Indian J Anaesth       Date:  2016-09

8.  What to use to express the variability of data: Standard deviation or standard error of mean?

Authors:  Mohini P Barde; Prajakt J Barde
Journal:  Perspect Clin Res       Date:  2012-07

9.  Basics, common errors and essentials of statistical tools and techniques in anesthesiology research.

Authors:  Sukhminder Jit Singh Bajwa
Journal:  J Anaesthesiol Clin Pharmacol       Date:  2015 Oct-Dec

Review 10.  Common Statistical Pitfalls in Basic Science Research.

Authors:  Lisa M Sullivan; Janice Weinberg; John F Keaney
Journal:  J Am Heart Assoc       Date:  2016-09-29       Impact factor: 5.501

  10 in total
  7 in total

1.  Inhalation of Silver Silicate Nanoparticles Leads to Transient and Differential Microglial Activation in the Rodent Olfactory Bulb.

Authors:  Huong Huynh; Priya Upadhyay; Cora H Lopez; Malia K Miyashiro; Laura S Van Winkle; Sara M Thomasy; Kent E Pinkerton
Journal:  Toxicol Pathol       Date:  2022-06-29       Impact factor: 1.930

2.  Conduct Common Statistical Tests Online.

Authors:  Himel Mondal; Shaikat Mondal; Rabindranath Majumder; Rajesh De
Journal:  Indian Dermatol Online J       Date:  2022-06-24

3.  Pitfalls in Article Submissions for Publication.

Authors:  Brijesh Nair
Journal:  Indian Dermatol Online J       Date:  2020-11-08

4.  Multilayer perceptron neural network model development for mechanical ventilator parameters prediction by real time system learning.

Authors:  Sita Radhakrishnan; Suresh G Nair; Johney Isaac
Journal:  Biomed Signal Process Control       Date:  2021-09-20       Impact factor: 3.880

5.  Effects of behavioural therapy versus interferential current on bladder dysfunction in multiple sclerosis patients; a randomised clinical study.

Authors:  Abdullah M Al-Shenqiti; Walaa M Ragab; Esraa H Rostum; Hatem A Emara; Osama A Khaled
Journal:  J Taibah Univ Med Sci       Date:  2021-09-01

6.  Calanus Oil Supplementation Does Not Further Improve Short-Term Memory or Brain-Derived Neurotrophic Factor in Older Women Who Underwent Exercise Training.

Authors:  Klára Daďová; Miroslav Petr; James J Tufano; Lenka Sontáková; Eva Krauzová; Marek Štěpán; Michaela Šiklová; Michal Šteffl
Journal:  Clin Interv Aging       Date:  2022-08-13       Impact factor: 3.829

7.  Renewal MI Dental Composite Etch and Seal Properties.

Authors:  Nabih Alkhouri; Wendy Xia; Paul F Ashley; Anne M Young
Journal:  Materials (Basel)       Date:  2022-08-08       Impact factor: 3.748

  7 in total

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