In: Math
I dont know what to do: Is there a significant difference between drug type and mean relative-change* of Cholesterol from screening to follow up?
* Relative Change = (Follow up - Initial) / Initial
Patient ID | Drug | Stomach Pain | Sex | Age | Height | Systolic BP | Diastolic BP | Exercise | Coffee Consumption | Alcohol Consumption | Weight | Weight3 | Cholesterol | Cholesterol3 | Triglycerides | Triglycerides3 | HDL | HDL3 | LDL | LDL3 |
1 | B | Yes | F | 22 | 67.13 | 124 | 78 | 180 | 1 | > 2 | 138 | 145 | 197 | 182 | 152 | 135 | 43 | 34 | 151.6 | 145.8 |
2 | B | Yes | M | 22 | 63 | 122 | 70 | 0 | 2 | < 2 | 115 | 122 | 181 | 151 | 59 | 57 | 60 | 48 | 120.1 | 102.1 |
3 | B | No | F | 22 | 72 | 124 | 80 | 90 | 0 | < 2 | 190 | 190 | 190 | 169 | 117 | 86 | 41 | 37 | 147.1 | 130.6 |
4 | A | Yes | M | 22 | 69 | 120 | 70 | 120 | 5 | > 2 | 115 | 105 | 131 | 133 | 54 | 72 | 58 | 67 | 72.1 | 64.8 |
5 | B | Yes | M | 25 | 73 | 138 | 92 | 40 | 2 | > 2 | 160 | 165 | 172 | 166 | 93 | 139 | 49 | 40 | 121.5 | 123.8 |
6 | B | Yes | M | 22 | 67.5 | 100 | 72 | 0 | 0 | < 2 | 150 | 165 | 233 | 229 | 176 | 144 | 42 | 38 | 188.2 | 188.7 |
7 | A | Yes | M | 23 | 73 | 128 | 78 | 0 | 2 | < 2 | 154 | 150 | 194 | 148 | 79 | 80 | 49 | 26 | 143.7 | 120.7 |
8 | A | No | M | 24 | 71.5 | 128 | 74 | 90 | 0 | < 2 | 185 | 187 | 155 | 148 | 89 | 73 | 45 | 50 | 108.6 | 96.8 |
9 | A | Yes | F | 23 | 73.5 | 124 | 82 | 60 | 1 | > 2 | 178 | 166 | 234 | 175 | 307 | 88 | 28 | 28 | 201.1 | 145.6 |
10 | A | Yes | M | 22 | 72.25 | 130 | 88 | 40 | 0 | 0 | 158 | 163 | 201 | 203 | 88 | 112 | 50 | 40 | 149.6 | 161.2 |
11 | A | No | M | 26 | 73 | 130 | 86 | 0 | 1 | < 2 | 188 | 195 | 258 | 276 | 299 | 199 | 30 | 21 | 223.2 | 251.8 |
12 | A | No | M | 22 | 64.25 | 120 | 74 | 0 | 0 | > 2 | 150 | 150 | 212 | 228 | 52 | 61 | 69 | 60 | 142.2 | 167 |
13 | B | Yes | M | 22 | 64.25 | 120 | 74 | 0 | 4 | 0 | 123 | 131 | 137 | 165 | 158 | 147 | 29 | 39 | 105.5 | 123.6 |
14 | B | No | F | 27 | 65 | 100 | 68 | 180 | 2 | > 2 | 138 | 133 | 285 | 229 | 98 | 89 | 69 | 61 | 214.4 | 166.6 |
15 | A | No | M | 22 | 59 | 124 | 84 | 180 | 0 | > 2 | 143 | 140 | 218 | 172 | 101 | 96 | 46 | 21 | 170.4 | 149.5 |
16 | B | Yes | F | 24 | 67.5 | 122 | 68 | 210 | 1 | < 2 | 139 | 151 | 167 | 152 | 71 | 91 | 51 | 37 | 114.9 | 113.5 |
17 | A | Yes | F | 22 | 71.5 | 118 | 70 | 60 | 0 | < 2 | 156 | 155 | 170 | 158 | 81 | 91 | 42 | 40 | 126.7 | 116.5 |
18 | A | Yes | M | 22 | 69 | 125 | 76 | 180 | 0 | < 2 | 150 | 154 | 157 | 140 | 86 | 88 | 37 | 34 | 118.6 | 104.6 |
19 | A | Yes | M | 24 | 68 | 122 | 74 | 100 | 5 | > 2 | 135 | 128 | 215 | 176 | 71 | 53 | 62 | 46 | 151.9 | 129.2 |
20 | A | No | M | 25 | 74 | 134 | 88 | 180 | 0 | < 2 | 219 | 220 | 194 | 207 | 71 | 130 | 40 | 33 | 152.9 | 171.9 |
21 | A | No | F | 28 | 71 | 110 | 80 | 60 | 2 | > 2 | 173 | 173 | 207 | 231 | 107 | 145 | 53 | 47 | 152.3 | 181.7 |
22 | A | Yes | M | 22 | 68.5 | 116 | 84 | 280 | 0 | 0 | 151 | 165 | 198 | 199 | 80 | 126 | 44 | 46 | 152.7 | 151 |
23 | A | Yes | M | 23 | 75.5 | 124 | 73 | 60 | 1 | 0 | 182 | 183 | 189 | 262 | 47 | 230 | 50 | 31 | 138.2 | 227.3 |
24 | A | Yes | M | 24 | 70 | 124 | 72 | 360 | 0 | < 2 | 161 | 163 | 216 | 203 | 95 | 121 | 35 | 28 | 179.5 | 173.1 |
25 | B | Yes | F | 22 | 72 | 126 | 88 | 120 | 0 | 0 | 176 | 173 | 212 | 173 | 140 | 88 | 43 | 35 | 166.8 | 136.6 |
26 | B | Yes | F | 26 | 72.5 | 138 | 82 | 0 | 0 | < 2 | 177 | 175 | 175 | 169 | 77 | 78 | 46 | 52 | 127.8 | 115.8 |
27 | B | Yes | F | 23 | 72 | 120 | 68 | 60 | 1 | < 2 | 174 | 197 | 158 | 172 | 57 | 126 | 34 | 30 | 123.1 | 140 |
28 | B | No | F | 20 | 74 | 118 | 76 | 0 | 2 | 0 | 234 | 217 | 115 | 146 | 95 | 110 | 26 | 33 | 87.5 | 111.2 |
29 | B | No | F | 28 | 66 | 138 | 82 | 120 | 0 | 0 | 150 | 160 | 228 | 224 | 480 | 373 | 29 | 28 | 191.3 | 190 |
30 | A | Yes | F | 23 | 74 | 124 | 76 | 60 | 0 | < 2 | 149 | 150 | 164 | 164 | 94 | 92 | 43 | 44 | 119.5 | 118.5 |
31 | B | Yes | M | 22 | 70 | 118 | 72 | 0 | 0 | < 2 | 156 | 160 | 149 | 149 | 155 | 65 | 37 | 29 | 109.5 | 119 |
32 | A | Yes | F | 23 | 71.5 | 124 | 70 | 180 | 3 | < 2 | 168 | 170 | 211 | 183 | 63 | 60 | 52 | 44 | 158 | 138 |
33 | B | Yes | F | 22 | 73 | 122 | 76 | 0 | 0 | < 2 | 182 | 170 | 191 | 185 | 99 | 101 | 39 | 39 | 150.4 | 144.4 |
34 | B | No | F | 40 | 75 | 128 | 80 | 0 | 5 | > 2 | 217 | 230 | 277 | 243 | 240 | 218 | 71 | 28 | 202.2 | 211.5 |
35 | B | No | M | 22 | 65 | 128 | 82 | 120 | 1 | < 2 | 190 | 201 | 178 | 191 | 52 | 77 | 41 | 56 | 136.2 | 133.8 |
36 | A | Yes | F | 25 | 69 | 124 | 78 | 150 | 5 | < 2 | 159 | 154 | 157 | 112 | 93 | 71 | 41 | 38 | 114.5 | 72.9 |
37 | A | No | M | 22 | 73 | 126 | 73 | 180 | 0 | 0 | 191 | 199 | 151 | 155 | 44 | 94 | 42 | 44 | 108.3 | 109.5 |
38 | A | No | M | 24 | 59.5 | 122 | 72 | 100 | 0 | 0 | 140 | 140 | 209 | 165 | 71 | 71 | 41 | 42 | 166.9 | 121.9 |
39 | B | No | F | 23 | 71 | 116 | 72 | 120 | 0 | 0 | 183 | 186 | 209 | 147 | 95 | 124 | 37 | 29 | 170.5 | 116 |
40 | B | Yes | F | 26 | 71 | 132 | 78 | 90 | 0 | 0 | 162 | 167 | 197 | 216 | 47 | 64 | 43 | 43 | 153.2 | 172 |
41 | B | No | M | 29 | 69.5 | 130 | 82 | 0 | 3 | < 2 | 181 | 169 | 226 | 208 | 126 | 86 | 38 | 36 | 186 | 170.6 |
42 | B | No | F | 30 | 70 | 112 | 72 | 0 | 5 | < 2 | 196 | 199 | 127 | 139 | 116 | 69 | 32 | 31 | 93.1 | 106.9 |
43 | A | No | M | 25 | 65.5 | 120 | 72 | 180 | 2 | > 2 | 141 | 143 | 180 | 162 | 85 | 93 | 41 | 46 | 137.6 | 114.5 |
44 | B | No | F | 25 | 74 | 117 | 77 | 0 | 2 | 0 | 230 | 217 | 117 | 146 | 95 | 110 | 25 | 33 | 87.5 | 111.2 |
45 | A | Yes | M | 24 | 70 | 122 | 76 | 100 | 5 | > 2 | 135 | 128 | 215 | 177 | 71 | 53 | 62 | 46 | 151.9 | 129.2 |
I dont know what to do: Is there a significant difference between drug type and mean relative-change* of Cholesterol from screening to follow up?
* Relative Change = (Follow up - Initial) / Initial
Relative Change is calculated as follows.
Relative Change = (Cholesterol3 - Cholesterol) / Cholesterol
MINITAB is used to compare Relative Change between drug A and B.
MINITAB output
Two-Sample T-Test and CI: relative change, Drug
Method
μ₁: mean of relative change when Drug = A |
µ₂: mean of relative change when Drug = B |
Difference: μ₁ - µ₂ |
Equal variances are assumed for this analysis.
Descriptive Statistics: relative change
Drug |
N |
Mean |
StDev |
SE Mean |
A |
23 |
-0.057 |
0.152 |
0.032 |
B |
22 |
-0.017 |
0.145 |
0.031 |
Estimation for Difference
Difference |
Pooled |
95% CI for |
-0.0392 |
0.1486 |
(-0.1286, 0.0502) |
Test
Null hypothesis |
H₀: μ₁ - µ₂ = 0 |
Alternative hypothesis |
H₁: μ₁ - µ₂ ≠ 0 |
T-Value |
DF |
P-Value |
-0.88 |
43 |
0.382 |
Calculated t= -0.88, P=0.382 which is greater than 0.05, the level of significance.
Ho is not rejected. There is not sufficient evidence to conclude that there a significant difference between drug type and mean relative-change of Cholesterol from screening to follow up.
DATA:
Patient ID |
Drug |
Cholesterol |
Cholesterol3 |
relative change |
1 |
B |
197 |
182 |
-0.07614 |
2 |
B |
181 |
151 |
-0.16575 |
3 |
B |
190 |
169 |
-0.11053 |
4 |
A |
131 |
133 |
0.01527 |
5 |
B |
172 |
166 |
-0.03488 |
6 |
B |
233 |
229 |
-0.01717 |
7 |
A |
194 |
148 |
-0.23711 |
8 |
A |
155 |
148 |
-0.04516 |
9 |
A |
234 |
175 |
-0.25214 |
10 |
A |
201 |
203 |
0.00995 |
11 |
A |
258 |
276 |
0.06977 |
12 |
A |
212 |
228 |
0.07547 |
13 |
B |
137 |
165 |
0.20438 |
14 |
B |
285 |
229 |
-0.19649 |
15 |
A |
218 |
172 |
-0.21101 |
16 |
B |
167 |
152 |
-0.08982 |
17 |
A |
170 |
158 |
-0.07059 |
18 |
A |
157 |
140 |
-0.10828 |
19 |
A |
215 |
176 |
-0.18140 |
20 |
A |
194 |
207 |
0.06701 |
21 |
A |
207 |
231 |
0.11594 |
22 |
A |
198 |
199 |
0.00505 |
23 |
A |
189 |
262 |
0.38624 |
24 |
A |
216 |
203 |
-0.06019 |
25 |
B |
212 |
173 |
-0.18396 |
26 |
B |
175 |
169 |
-0.03429 |
27 |
B |
158 |
172 |
0.08861 |
28 |
B |
115 |
146 |
0.26957 |
29 |
B |
228 |
224 |
-0.01754 |
30 |
A |
164 |
164 |
0.00000 |
31 |
B |
149 |
149 |
0.00000 |
32 |
A |
211 |
183 |
-0.13270 |
33 |
B |
191 |
185 |
-0.03141 |
34 |
B |
277 |
243 |
-0.12274 |
35 |
B |
178 |
191 |
0.07303 |
36 |
A |
157 |
112 |
-0.28662 |
37 |
A |
151 |
155 |
0.02649 |
38 |
A |
209 |
165 |
-0.21053 |
39 |
B |
209 |
147 |
-0.29665 |
40 |
B |
197 |
216 |
0.09645 |
41 |
B |
226 |
208 |
-0.07965 |
42 |
B |
127 |
139 |
0.09449 |
43 |
A |
180 |
162 |
-0.10000 |
44 |
B |
117 |
146 |
0.24786 |
45 |
A |
215 |
177 |
-0.17674 |