Approach to estimate the survival function

Assignment Help Basic Statistics
Reference no: EM13857465

1. A study is conducted to estimate survival in patients following kidney transplant. Key factors that adversely affect success of the transplant include advanced age and diabetes. This study involves 25 participants who are 65 years of age and older and all have diabetes. Following transplant, each participant is followed for up to 10 years. The following are times to death, in years, or the time to last contact (at which time the participant was known to be alive).

Deaths:      1.2, 2.5, 4.3, 5.6, 6.7, 7.3 and 8.1 years

Alive:        3.4, 4.1, 4.2, 5.7, 5.9, 6.3, 6.4, 6.5, 7.3, 8.2, 8.6, 8.9, 9.4, 9.5, 10, 10, 10, and 10 years

Use the life table approach to estimate the survival function. Use years intervals of

0-2; 2-4;

Complete the table below.

Interval

in

Years

Number At Risk During Interval,

Nt

Average Number At Risk During Interval,

Nt* =Nt-Ct /2

Number of Deaths During Interval,

Dt

Lost to Follow-Up,

Ct

Proportion Dying

qt= Dt/Nt*

Proportion Surviving

pt= 1-qt

 

Survival Probability

St= pt*St-1

0-2

 

 

 

 

 

 

 

2-4

 

 

 

 

 

 

 

4-6

 

 

 

 

 

 

 

6-8

 

 

 

 

 

 

 

8-10

 

 

 

 

 

 

 

Use the Kaplan-Meier approach to estimate the survival function.

Complete the table below

Time, Years

Number at Risk

Nt

Number of Deaths

Dt

Number Censored

Ct

Survival Probability

St+1 = St*((Nt-Dt)/Nt)

0

25

 

 

 

1.2

 

 

 

 

2.5

 

 

 

 

3.4

 

 

 

 

4.1

 

 

 

 

4.2

 

 

 

 

4.3

 

 

 

 

5.6

 

 

 

 

5.7

 

 

 

 

5.9

 

 

 

 

6.3

 

 

 

 

6.4

 

 

 

 

6.5

 

 

 

 

6.7

 

 

 

 

7.3

 

 

 

 

8.1

 

 

 

 

8.2

 

 

 

 

8.6

 

 

 

 

8.9

 

 

 

 

9.4

 

 

 

 

9.5

 

 

 

 

10.0

 

 

 

 

Referring to the graph above:

What is the probability of surviving 6.5 years?

A. None

B. 0.85

C. 0.60

D. 0.90

Patients have an 85% chance of surviving how many years?

A. 6.0

B. 4.25

C. 3.2

D. 5.5

2. A clinical trial is conducted to evaluate the efficacy of a new drug for prevention of hypertension in patients with pre-hypertension (defined as systolic blood pressure between 120-139 mmHg or diastolic blood pressure between 80-89 mmHg). A total of 20 patients are randomized to receive the new drug or a currently available drug for treatment of high blood pressure. Participants are followed for up to 12 months, and time to progression to hypertension is measured. The experiences of participants in each arm of the trial are shown below.

New Drug

 

Currently Available Drug

Hypertension

Free of Hypertension

 

Hypertension

Free of Hypertension

7

8

 

6

8

8

8

 

7

9

10

8

 

9

11

 

9

 

10

11

 

11

 

11

12

 

12

 

 

 

 

12

 

 

 

Estimate the survival (time to progression to hypertension) functions for each treatment group using the Kaplan-Meier approach.

New Drug

Complete the table below.

Time, Months

Number at Risk

Nt

Number of Events (Hypertension)

Dt

Number Censored

Ct

Survival Probability

St+1 = St*((Nt-Dt)/Nt)

0

10

 

 

 

7

 

 

 

 

8

 

 

 

 

9

 

 

 

 

10

 

 

 

 

11

 

 

 

 

12

 

 

 

 

Currently Available Drug

Complete the table below.

Time, Weeks

Number at Risk

Nt

Number of Events (Hypertension)

Dt

Number Censored

Ct

Survival Probability

St+1 = St*((Nt-Dt)/Nt)

0

10

 

 

 

6

 

 

 

 

7

 

 

 

 

8

 

 

 

 

9

 

 

 

 

10

 

 

 

 

11

 

 

 

 

12

 

 

 

 

139_Kaplan-Meier approach.jpg

To answer the question as to whether or not there is a difference in time to progression, a Chi square statistic is computed.The critical value for rejection of the null hypothesis is 3.84. The computed Chi square is 0.335.

Based on comparing the computed Chi square and the critical Chi square, which of the following is (are) true?

A. There is not statistically significant evidence to show that the time to progression is different between groups.

B. There is statistically significant evidence to show that the time to progression is different between groups.

C. The time to progression is essentially the same for each group.

D. a and c.

The hazard ratio risk of progression to hypertension is 0.658.Based on this computation, which of the following is (are) true?

A. The risk of progression to hypertension is reduced by 34.2% in patients assigned to the new drug as compared to the currently available drug.

B. The risk of progression to hypertension is 1.52 times higher in patient's current drug as compared to the new drug.

C. The risk of progression to hypertension is 5.12 times higher in patient's current drug as compared to the new drug

D. a and b

Reference no: EM13857465

Questions Cloud

Purpose and importance of the research question : Description of the study including the purpose and importance of the research question being asked. What is your null hypothesis? What is your research or alternative hypothesis? Your introduction should include at least two resources. These resou..
Using the metric system in international commerce : What are the advantages of using the metric system in international commerce? What are the trade-offs between utilizing a standardized policy and remaining flexible for an exporter? You can choose either term of payment or Inco terms rules to illustr..
Different main international logistics security programs : What are the different main international logistics security programs, implemented either by international agencies or national governments? What are the main differences between the alternative approaches taken by the United States and the European ..
Could you justify leaving balance of an organization costs : Could you justify leaving the balance of an Organization Costs account intact throughout the life of a corporation?
Approach to estimate the survival function : A study is conducted to estimate survival in patients following kidney transplant. Key factors that adversely affect success of the transplant include advanced age and diabetes.
Influence employee motivation-motivation theories : Evaluate three (3) factors that influence employee motivation and provide one (1) original example of each. Compare and contrast three (3) motivation theories, choose one to support and defend, and provide one (1) original example that illustrates ea..
Compute the operating torque angle : Compute the operating torque angle δss. Assume δss = 25 degrees and computer areas A1 and A2
Competitive advantage for firms operating internationally : A global supply chain management can be a source of competitive advantage for firms operating internationally. Why? Cite at least two real examples from either the public or private sector to support your answer.
What are taxes owed or saved if you withdraw from a ira : You are in the 25% income tax bracket. What are the taxes owed or saved if you withdraw $2000 from a traditional IRA?

Reviews

Write a Review

Basic Statistics Questions & Answers

  How many mistakes can be made success rate

Some of these items are not up to quality specifications and have to be thrown out. At this rate, how many mistakes can be made while maintaining an acceptable success rate?

  Find the standard deviation and sampling distribution

How large should n be so that the standard deviation of is no more than 0.01 and sampling distribution

  Probability of stock increasing in value

An investor owns three common stocks. Each stock, independent of the others, has equally likely chances of (1) increasing in value, (2) decreasing in value, or (3) remaining the same value.

  Explain why this number is so much larger than the average

the national high school sports database reports that players of lacrosse average 55 goals per season. the standard

  A request-for-proposal rfp has been recently sent to three

deliverable length 2 - 3 pages in ms worda request-for-proposal rfp has been recently sent to three consulting firms.

  Compute mean and standard deviation of probability

Industry standards suggest that 13 percent of new vehicles require warranty service within the first year. Compute the mean and standard deviation of this probability distribution.

  Quantitative analysis and demand

Adele Weiss manages the campus flower shop. Flowers must be ordered three days in advance from her supplier in Mexico. Advance sales are so small that Weiss has no way to estimate the demand for the red roses.

  Question in each of the following statements identify what

question in each of the following statements identify what is wrong.a. the probability that a randomly selected person

  Suppose that the reaction time sec to a certain stimulus is

suppose that the reaction time sec to a certain stimulus is a continuous random variable with a density function given

  Make a pareto chart representing the information

Natural Science, 415; Social Science, 511; Business Administration, 619; Philosophy, 196. Create a Pareto chart representing this information.

  Hypothesis test for one sample proportion

At 95% confidence using the critical value approach, test to see if the percentage of defective systems produced by x-Game has exceeded the industry standard.

  Probability of the mean of test scores

A final exam in Math 157 is normally distributed and has a mean of 75 with a standard deviation of 12. If 36 students are randomly selected, find the probability that the mean of their test scores is greater than 70.

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd