Question

In: Statistics and Probability

Khan, Sobki, and Alhomida (2015) examined 75 patients to assess the association between fasting blood sugar...

Khan, Sobki, and Alhomida (2015) examined 75 patients to assess the association between fasting blood sugar (FBS) measured iln mmol/l and glycosylated hemoglobin (HbA1c) levels measured as a percentage and reported the following regression equation, which can be used to estimate an HbA1c level from a FBS level. The researchers report that ethnicity was not measured in this study but has been reported to be significant in other similar studies. If the study were repeated and ethnicity was included, and if none of the independent variables was then significant, we would know the original study that reported FBS was significantly related to HbA1c had made what type of error?

Solutions

Expert Solution

Let us assume the regression line  HbA1c = 0.387 (FBS) + 4.855.

Blood glucose will be highly variable by increased rapidly after a carbohydrate meal and falls down to the steady fasting state. Fasting state is a dynamic state, body removes glucose from the blood balance by the glycogen breakdown and glyconeogenesis.

As glucose levels are lower when fasting,the average glucose was lower compared to the non fasting samples. As a general rule, every 1% change in A1C associated with 30mg/dl change in estimated average glucose. The glucose bound hemoglobin or HbA1C provide average blood glucose level as it mix with glucose and hemoglobin HbA1C level directly proportional to the blood glucose level. Fasting glucose test measure glucose concentration.

80% minimum sensitivity and specificity of HbA1C in the prediction of FBS > 126mg/dl precision of 3% and 95% of significant level.

Based on this data conventional cutoff point of 6%, each 1unit FBS in the prediction of high HbA1C based on the cutoff points.There is positive result associated with HbA1C and FBS. If HbA1C had greater sensitivity and negative predictor value in detection of FBS.This study highlighted a straight positive result associated between HbA1C and FBS.


Related Solutions

Khan, Sobki, and Alhomida (2015) examined 75 patients to assess the association between fasting blood sugar...
Khan, Sobki, and Alhomida (2015) examined 75 patients to assess the association between fasting blood sugar (FBS) measured iln mmol/l and glycosylated hemoglobin (HbA1c) levels measured as a percentage and reported the following regression equation, which can be used to estimate an HbA1C level from a FBS level. HbA1c = 0.387 (FBS) + 4.855 From this equation you know that in increase of 1 unit in FBS is associated with what change in HbA1c?
QUESTION 1 In a study designed to compare fasting blood sugar readings for 3 groups of...
QUESTION 1 In a study designed to compare fasting blood sugar readings for 3 groups of diabetic patients, one group used insulin to control the problem, one group used oral drugs and another group used diet and exercise. The blood sugar readings for the three samples are shown below. Conduct an ANOVA test to determine if there is a difference in the three different treatments effect to blood sugar (Ho: Blood sugar means are equivalent , Ha: At least one...
A researcher wants to assess association between high blood pressure prevalence and the amounts of processed...
A researcher wants to assess association between high blood pressure prevalence and the amounts of processed foods. If the level of education is associated with both amounts of processed food and high blood pressure, is education a confounder or effect modifier?
For the past 2 or 3 years, Donna has always had fasting blood sugar levels in...
For the past 2 or 3 years, Donna has always had fasting blood sugar levels in the 100-120 mg/dL range. When she presents in your clinic however, her fasting blood sugar is 137 mg/dL and her hemoglobin A1c is 8.3%. Donna’s 24-hr recall includes: Breakfast: English muffin with 2 t. butter, 1 slice American cheese, 1 Jimmy Dean sausage patty, 20 oz. water Snack: 1 large (4x4”) brownie Lunch: chicken salad sandwich on 2 slices wheat bread with lettuce, tomato,...
Pre-admission lab work on a patient scheduled for surgery shows a fasting blood sugar of 200...
Pre-admission lab work on a patient scheduled for surgery shows a fasting blood sugar of 200 mg/dl. Results of the routine UA are: Color: pale yellow     Appearance: Clear    Sp. Gravity:   1.030    pH: 5.0    Protein: 1+    Glucose: 100 mg/dL   Ketones: trace     Bilirubin: neg     Blood: neg     Urobilinogen:  normal     Nitrite: neg     Leukocyte: neg Which answer below explains the correlation between the patient's blood and urine glucose results. A. The patient's blood results was higher because it was drawn prior to collecting the urinalysis. B....
Fasting concentrations (mmol/L) of glucose in blood were measured in a sample of diabetic patients implanted...
Fasting concentrations (mmol/L) of glucose in blood were measured in a sample of diabetic patients implanted with a new insulin delivery platform. P#1 P#2 P#3 P#4 P#5 P#6 P#7 P#8 P#9 P#10 5.5 4.8 3.8 4.0 5.2 5.1 4.8 4.4 4.2 6.1 Computer simulations of the platform predicted a fasting glucose level of 4.5 mmol/L. Use a statistical test to fundament your opinion on whether the data is consistent with the model prediction. Identify suitable null and alternative hypotheses. Is...
For the past 2 or 3 years, Leah has always had fasting blood sugar levels in the 100-120 mg/dL range.
For the past 2 or 3 years, Leah has always had fasting blood sugar levels in the 100-120 mg/dL range. When she presents in your clinic however, her fasting blood sugar is 137 mg/dL and her hemoglobin A1c is 8.3%. Leahs’s 24-hr recall includes:Breakfast: English muffin with 2 t. butter, 1 slice American cheese, 1 Jimmy Dean sausage patty, 20 oz. waterSnack: 1 large (4x4”) brownieLunch: chicken salad sandwich on 2 slices wheat bread with lettuce, tomato, and mayonnaise, 1...
A research study was conducted to assess whether there is an association between stress disorders in...
A research study was conducted to assess whether there is an association between stress disorders in pregnancy and autism spectrum disorders (ASD) in their children born out of these pregnancies. Forty children with ASD and fifty without ASD were selected for investigation. Mothers were asked about whether they suffered from stress disorders during their pregnancy. This study is an example of a:3 a. Prospective cohort study b. Retrospective cohort study c. Case control study d. Randomized controlled trial
We want to assess whether there is a statistically significant association between two variables. Below are...
We want to assess whether there is a statistically significant association between two variables. Below are pairs of variables, along with their method of measurement. Indicate, justifying it in two lines, for each pair, which statistical test you would use. a) Total Cholesterol (mmol/l) and Sex (Male/Female). b) Red blood cells (millions/microlitre of blood) and Body Mass Index (kg/m2). c) Foot Pain (Severe/Levere) and Obesity (Yes/No). d) Marital status (Single/Married/Divorced) and Educational level (Primary/Secondary/University studies). e) Type 2 diabetes (Yes/No)...
What is the BEST statistical method to use when you want to assess the association between...
What is the BEST statistical method to use when you want to assess the association between a variable that is in ordinal scale and multiple variables that are in ratio/interval/ordinal scale.
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT