Data Description (CVD-Data): Consider a study where twelve baseline variables (e.g., age, gender, weight, BMI, etc.) among others were collected from each of the 1429 participants. Out of the 1429 participants, 952 had a history of being treated with Drug-X on a regular basis. The objective of the study was to investigate whether Drug-X was protective for various risk factors of cerebrovascular vascular disease (CVD). The participants were then followed for 5 years and their mortality status was recorded. The short and long names of the variables are given in Table 1. Note: Baseline Variable is collected at the beginning of a study.
Table 1: Variable description for the study
Variable | Description | Statistical Code (if any) |
AGE | Age | N/A |
GENDER | Gender | 0 for female and 1 for male |
WEIGHT | Weight | N/A |
BMI | Body mass index | 0 for <25; 1 for 25 to <30; 2 for 30 to <35 and 3 for 35 and above |
SBP | Systolic blood pressure | N/A |
DBP | Diastolic blood pressure | N/A |
CHL | Cholesterol level | N/A |
SMOKE | Smoking status | 0 for never smoked and 1 for smoked |
Drug-X | Drug 'X' treated | 0 for no and 1 for yes |
PAD | Peripheral arterial disease | 0 for no and 1 for yes |
STROKE | Stroke | 0 for no and 1 for yes |
DEATH | Follow-up mortality status | 0 for no and 1 for yes |
Question 1 [5 marks]: Consider that an investigator aims to assess whether `Drug-X^{.} was protective for 'mortality' in the study sample. Evaluate the investigator's aim by presenting the related data on an appropriate graph (Hint: no additional summary statistics or significance test required for answering this question).
Question 2 [35 marks]: Using appropriate statistical method(s) investigate whether patients who had a history of being treated with Drug-X on a regular basis have significantly different systolic blood pressure (SBP), diastolic blood pressure (DBP) and cholesterol level (CHL) compared to patients without Drug-X treated.
Please fill up the following table from the above analysis results.
Variable Summary statistics | p-value 95% CI (where appropriate) | |
Yes Drug-X | No Drug-X | |
Systolic blood pressure SBP | ||
Diastolic blood pressure DBP | ||
Cholesterol level (CHL) |
Question 3 120 marks]: Using appropriate statistical methods evaluate the significance of difference of CHL and SBP between the BMI categories.
Question 4 120 marks]: Using appropriate statistical methods compare patients' SBP and DBP by STROKE status. Hint: Statistical significance test required.
Question 5 115 marks]: In a clinical trial, 35 subjects were treated with a new drug to show the efficacy of the drug in reducing diastolic blood pressure (DBP). Their blood pressure was observed before the treatment and after 10 weeks of the treatment (see the DBP-data on the Moodle site). Using appropriate statistical method(s) evaluate whether the drug is significantly effective.
Question 6 [5 marks]: State the learning outcomes of Modules 4-7 and describe how this assignment questions are aligned with these learning outcomes (maximum of 150 words, this will be excluded from the total word count of this assessment).
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