In: Anatomy and Physiology
Tasmanian researchers conducted a case –control study to investigate the effect of dietary fat intake on skin cancer. They hypothesised that people whose dietary fat intake is low will be more susceptible to skin cancer. The study compared 500 cases of melanoma with 500 controls who were randomly selected from the state’s electoral roll. The researchers categorised the dietary fat intake into three categories High, Moderate and Low. They found that among skin cancer patients 150 were classified at the low and 80 at the high dietary fat intake whereas among control 130 were at the low and 100 were at the high.
e) What do you think about the conclusions of the PAR regarding exposure to low fat diet to reduce melanoma? (no more than 3-4 sentences) [4 points}
Hypothesis - Low fat (exposure) intake leads to skin cancer (outcome).
The date is given can be tabulated as follows
Case | Control | Total | |
High | 80 | 100 | 180 |
Medium | 270 | 270 | 540 |
Low | 150 | 130 | 280 |
Total | 500 | 500 | 1000 |
Answer a) part 1: The relative risk of developing melanoma in a patient with low fat intake vs high fat can be calculated as follows:
2 x 2 table
Case (Melanoma) | Control | Total | |
low ( exposed) | (a)150 | (b)130 | (a+b)280 |
High (non-exposed) | (c)80 | (d)100 | (c +d)180 |
Total | (a+c) 230 | (b+d) 230 | (a+b+c+d)460 |
the formula for relative risk = it is the ratio of the probability of an outcome in the exposed group to the probability of an outcome in the non-exposed group.
therefore relative risk = [a/(a+b)] / [c/(c+d)]
= [150 / ( 150 + 130)] / [ 80 / ( 80 + 100)]
= [ 150 / 280] / [80 / 180 ]
=0.53 / 0.44
=1.2
Interpretation:
As in this case, the relative risk is > 1
Interpretation: The risk of developing melanoma is increased by exposure to low fat intake.
Answer a) part 2: The relative risk of developing melanoma in a patient with medium fat intake vs high fat intake can be calculated as follows:
2 x 2 table
Case | Control | Total | |
Medium (exposed) | (a)270 | (b)270 | (a+b)540 |
High(non-exposed) | (c)80 | (d)100 | (c+d)180 |
Total | (a+c)350 | (b+d)370 | (a+b+c+d) |
the formula for relative risk = it is the ratio of the probability of an outcome in the exposed group to the probability of an outcome in the non-exposed group.
therefore relative risk = [a/(a+b)] / [c/(c+d)]
= [270 / (270+270)] / [80 / (80 + 100)]
=[270 / 540 ] / [80 / 180]
= 0.5 / 0.4
= 1.2
Interpretation:
As in this case, the relative risk is > 1
Interpretation: The risk of developing melanoma is increased on exposure to medium fat intake
a) The attributable risk percentage due to exposure to low fat on Melanoma can be calculated as follows
Attributable risk percentage allows determining how much of the outcome in the exposed group is due to the exposure.
2 x 2 table
Case (Melanoma) | Control | Total | |
low ( exposed) | (a)150 | (b)130 | (a+b)280 |
High (non-exposed) | (c)80 | (d)100 | (c +d)180 |
Total | (a+c) 230 | (b+d) 230 | (a+b+c+d)460 |
The formula for attributable risk percentage: it is the difference in the disease in the exposed and the non-exposed
attributable risk percentage : Incidence of the outcome in the exposed group - Incidence of the outcome in the non exposed group / Incidence of the outcome in the outcome group
[a/(a+b)] - [c/(c+d)] / [a/(a+b)]
= [150 / (150 + 130)] - [ 80 / (80 + 100)] / [150/ (150 + 30)]
=[150/280] - [80 / 180] / [150/280]
={0.53 - 0.44} */ 0.53
=0.09 / 0.53
= 0.16
attributable risk percentage = 16 %
Interpretation - 16 % of the melanoma in the exposed group is due to the exposure to low dietary fats. By reducing or eliminating low dietary fats from the diet 16% of melanoma can be prevented
Population attributable risk of low fat intake on melanoma can be calculated as follows
2 x 2 table
Case (Melanoma) | Control | Total | |
low ( exposed) | (a)150 | (b)130 | (a+b)280 |
High (non-exposed) | (c)80 | (d)100 | (c +d)180 |
Total | (a+c) 230 | (b+d) 230 | (a+b+c+d)460 |
First step - We will need to calculate the odd ratio
The formula for odds ratio is = it is the ratio of odds of exposure in the cases to the odds of exposure in the control
odds ratio = (a/c) / (b/d)
odds ratio = a * d / b *c
= 150 * 100 / 80 *130
= 15000 / 10400
=1.44
Odds ratio (OR) = 1.44
The formula for population attributable risk for case-control study =
= [(b/b+d) * (OR - 1)] / [(b/b+d]) * (OR - 1) + 1] * 100
= [130 / ( 130 + 100) * (1.44 - 1)] / [130 / ( 130 + 100) * (1.44 - 1) + 1] * 100
= [0.56 * 0.44] / [(0.56* 0.44) + 1] * 100
=0.24 / 1.24 * 100
=0.19 * 100
=19 %