In: Math
Left ventricular mass (LVM) is an important risk factor for subsequent cardiovascular disease. A study is proposed to assess the relationship between childhood blood pressure levels and LVM in children as determined from echocardiograms. The goal is to stratify children into a normal bp group (< 80th percentile for their age, gender, and height) and an elevated bp group (≥ 90th percentile for their age, gender, and height) and compare change in LVM between the 2 groups. Before this can be done, one needs to demonstrate that LVM actually changes in children over a 4-year period.
To help plan the main study, a pilot study is conducted where echocardiograms are obtained from 10 random children from the Bogalusa Heart Study at baseline and after 4 years of follow-up.
ID |
Baseline LVM (g) |
4-year LVM (g) |
Change (g)* |
1 | 139 | 163 | 24 |
2 |
134 |
126 | -8 |
3 | 86 | 142 | 56 |
4 | 98 | 96 | -2 |
5 | 78 | 111 | 33 |
6 | 90 | 108 | 18 |
7 | 102 | 167 | 65 |
8 | 73 | 82 | 9 |
9 | 93 | 77 | -16 |
10 | 162 | 172 | 10 |
Mean |
105.5 | 124.4 | 18.9 |
sd |
29.4 | 35.2 | 26.4 |
Implement an appropriate 2-sided test to test the hypothesis that there is a change in mean LVM over 4 years?
You must clearly write out all 4 steps of the appropriate hypothesis test clearly defining the parameter(s) involved, calculate the value of the test statistic and the p-value, and state your conclusion in the context of the problem.
We will be performing Paired sample t-test for hypothesis testing. Following are steps involved:
Thus, it can be concluded that there is not enough evidence to support the claim that there is a change in mean LVM over 4 years, at 5% significance level.