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North Luna University Medical Center

QUESTION

 

Dr. Megan Zobb, a key researcher within the North Luna University Medical Center, has been
studying a new variant of a skin disease virus that seems to be surfacing among the North Luna
University population. This variant (which has been tentatively named Painful Rash or PR), leads to
the formation of surface lesions on an individual’s body. These lesions are very similar to small boils
or isolated shingles sores. These PR lesions are not necessarily clustered as shingles lesions are,
but are isolated across the body.
Insights From Initial Interviews
Megan is initiating some efforts at a preliminary analysis. She has seen 20 initial patients and made
several observations about the skin disease. She wants to analyze this initial data before structuring
and recommending a more encompassing study.
The signs and symptoms of this disorder usually affect multiple sections of the patient’s body. These
signs and symptoms may include:
o Pain, burning, numbness or tingling, but pain is always present.
o Sensitivity to touch.
o A red rash that begins a few days after the pain.
o Fluid-filled blisters that break open and crust over.
o Itching.
Some people also experience:
o Fever.
o Headache.
o Sensitivity to light.
o Fatigue.
Pain is always the first symptom of PR. For some, it can be intense. Depending on the location of the
pain, it can sometimes be mistaken for a symptom of problems affecting the heart, lungs, or kidneys.
Some people experience PR pain without ever developing the rash. The degree of pain that the
individual experiences is seemingly proportional to the number of lesions.
Dr. Zobb is extremely concerned that this new variant is especially challenging to the younger
population, who are active and like to be outdoors. She has asked you as an analyst and statistician
for some assistance in analyzing her initial data. She is not a biostatistician, so she requests that you
explain the process you use and your interpretation of the results for each task.
Initial Data Analysis
Dr. Zobb has accumulated some data on an initial set of 20 patients across multiple age groups. She
believes that the data suggests younger individuals are affected more than others. She wants you to
complete the tasks shown here based on the data below.
For each of the following, provide a detailed explanation of the process you used along with your
interpretation of the results. Submit the response in a Word document and attach your Excel
spreadsheet to show your cal

1. Develop an equation to model the data using a regression analysis approach and explain your
calculation process in Excel.
2. Calculate the r-square statistic using Excel. Interpret the meaning of the r-square statistic in this
case.
3. Determine three conclusions that address the initial observations and are supported by the
regression analysis.
Regression Analysis Initial Data
Patient Number Age of Patient Number of Lesions
1 24 16
2 63 7
3 45 12
4 17 24
5 21 20
6 72 4
7 32 13
8 36 16
9 26 21
10 47 10
11 31 15
12 23 18
13 51 8
14 24 22
15 26 18
16 25 19
17 31 12
18 19 29
19 18 25
20 21 17

Effects of Sunlight Analysis
In her initial observations, Dr. Zobb notices that the number of lesions that appear on a patient
seems to be dependent on the amount of direct sunlight exposure that the patient receives. She is
uncertain at this point why this would be the case, but she is a good experimentalist and is trying to establish some observations that have statistical validity. She has taken a limited amount of data on
8 patients and wants you to complete the appropriate analysis based on the data below (be sure to
show your work):
1. Develop an equation to model the data using a regression analysis approach and explain your
calculation process, using Excel.
2. Megan has a small group of three additional patients that are the same age that she wants to
examine for lesions. She knows the number of minutes of continuous exposure to direct
sunlight that each has experienced. Predict the number of lesions that each of these patients

 

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