Question

You can assume that the data followed all three assumptions for ANOVA analysis, namely, independence, equal...

You can assume that the data followed all three assumptions for ANOVA analysis, namely, independence, equal variance, and normality.

Placebo

Dose2

Dose5

4.3

3.7

1.3

9.1

3.5

1

6.1

5.2

0.7

4.7

9.3

1.2

4.1

6.7

1.3

7.8

5.2

1.6

5.7

4.1

2.4

5.8

5.3

1.9

This is my answer to the first part of the question.

Based on the results of the one-way ANOVA test, an F value of 21.093being greater than a p-value <0.05, there is a significant difference in the mean between the response index between placebo, dose 2, and dose 5. We should reject the null hypothesis and accept the alternative (There is a significant difference in the mean response index between placebo, dose 2, and dose 5).


Post hoc analysis should be carried out to test which pair of treatment differ significantly with respect to mean response index.  

I need help with Q2.

Q2: For Drug X, which dose level appeared to be better in regard to anti-tumor efficacy? [You must provide the key statistical evidence to support your decision; otherwise, you will lose some points.] [6 points] [Pay attention to my assumption about this data set: independence, equal variance, and normality]

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Answer #1

The ANOVA output is:

Mean n Std. Dev
5.95 8 1.739 Placebo
5.38 8 1.896 Dose2
1.43 8 0.534 Dose5
4.25 24 2.514 Total
ANOVA table
Source SS    df MS F    p-value
Treatment 97.090 2 48.5450 21.09 9.48E-06
Error 48.330 21 2.3014
Total 145.420 23
Post hoc analysis
p-values for pairwise t-tests
Dose5 Dose2 Placebo
1.43 5.38 5.95
Dose5 1.43
Dose2 5.38 3.68E-05
Placebo 5.95 6.39E-06 .4568

Dose 5 is statistically significant with Dose 2 and Placebo. Therefore, Dose 5 level appeared to be better in regard to anti-tumor efficacy.

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