In: Statistics and Probability
6. In a recent study investigating a possible genetic link between individuals’ susceptibility to developing symptoms of AIDS, 549 men who had been diagnosed HIV positive were classified according to whether they carried two particular alleles (DRB1*0702 and DQA1*0201). The results were as follows:
Condition of individual Free of symptoms Early symptoms Suffering from AIDS
Alleles present 24 7 17
Alleles absent 98 93 310
Use these results to test whether there is an association between the presence of the alleles and the classification into the three AIDS statuses.
H0: Null Hypothesis:There is no association between presence of the alleles and the classification into the three AIDS statuses
HA: Alternative Hypothesis:There is association between presence of the alleles and the classification into the three AIDS statuses
Observed Frequencies:
Free of symptoms | Early symptoms | Suffering from AIDS | Total | |
Alleles present | 24 | 7 | 17 | 48 |
Alleles absent | 98 | 93 | 310 | 501 |
Total | 122 | 100 | 327 | 549 |
Assuming H0, Expected Frequencies are calculated as follows:
Observed Frequencies:
Free of symptoms | Early symptoms | Suffering from AIDS | Total | |
Alleles present | 122X48/549=10.67 | 8.74 | 28.59 | 48 |
Alleles absent | 111.33 | 91.26 | 298.41 | 501 |
Total | 122 | 100 | 327 | 549 |
statistic is calculated as follows:
O | E | (O - E)2/E |
24 | 10.67 | 16.67 |
7 | 8.74 | 0.35 |
17 | 28.59 | 4.70 |
98 | 111.33 | 1.60 |
93 | 91.26 | 0.03 |
310 | 298.41 | 0.45 |
Total = = | 23.79 |
So,
Test statistic = 23.79
ndf= (r - 1) X (c - 1)
= (2 - 1) X (3-1) = 2
By Technology, p - value is < 0.00001
Since p - value is less than =0.05, the difference is significant. Reject null hypothesis.
Conclusion:
The data support the claim that there is association between presence of the alleles and the classification into the three AIDS statuses