Scientific note: Similarities between Survival Analysis using Kaplan-Meier and ANOVA
Keywords:
ANOVA, Kaplan-Meier, Mantel-Cox, Post Hoc, survivalAbstract
Survival experiments are essential for researches in various biological fields. Survival analysis can be done using Kaplan-Meier. This test is not well known than ANOVA. It is hypothesized that ANOVA can give similar results to Kaplan-Meier. In this study, three survival experiments using different number of treatments or cases were analyzed to compare ANOVA and Kaplan-Meier. Similarities between Duncan after ANOVA and Kaplan-Meier with Mantel-Cox, Breslow, or Tarone-Ware were found. Also, percentages of survived individuals from Kaplan-Meier were similar to calculated cumulative mortality.
References
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Satten GA, Datta S. The Kaplan-Meier estimator as an inverse-probability-of-censoring weighted average. Am Stat. 2001; 55(3): 207-210.
Southern DA, Faris PD, Brant R, Galbraith PD, Norris CM, Knudtson ML, Ghali WA. Kaplan-Meier methods yielded misleading results in competing risk scenarios. J Clin Epi. 2006; 59(10): 1110-1114.
Ture M, Tokatli F, Kurt I. Using Kaplan-Meier analysis together with decision tree methods (C&RT, CHAID, QUEST, C4.5 and ID3) in determining recurrence-free survival of breast cancer patients. Expert Syst Appl. 2009; 36(2):2017-2026.
Satten GA, Datta S. The Kaplan-Meier estimator as an inverse-probability-of-censoring weighted average. Am Stat. 2001; 55(3): 207-210.
Southern DA, Faris PD, Brant R, Galbraith PD, Norris CM, Knudtson ML, Ghali WA. Kaplan-Meier methods yielded misleading results in competing risk scenarios. J Clin Epi. 2006; 59(10): 1110-1114.
Ture M, Tokatli F, Kurt I. Using Kaplan-Meier analysis together with decision tree methods (C&RT, CHAID, QUEST, C4.5 and ID3) in determining recurrence-free survival of breast cancer patients. Expert Syst Appl. 2009; 36(2):2017-2026.
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Published
2018-07-19
How to Cite
Abou-Shaara, H. F. (2018). Scientific note: Similarities between Survival Analysis using Kaplan-Meier and ANOVA. Thailand Statistician, 16(2), 221–229. Retrieved from https://ph02.tci-thaijo.org/index.php/thaistat/article/view/135567
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