Biostatistics Flashcards

1
Q

RRR

Relative Risk Reduction

A

1-RR

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2
Q

RR

Relative Risk

A

Risk of Tx/Risk of Control

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3
Q

A coffee creamer company recently learned that several lots ofproductwere contaminated with a human carcinogen. It is unknown what effect consuming this carcinogen in small quantities may have on humans. An immediate recall is announced. A massive media campaign is underway to identify people who used the lots of coffee creamer so they can receive medical attention immediately. The company plans to conduct a study to determine the effects of this exposure. They willfollowpeoplewho used the contaminated creamer over time and compare the rates of cancertopeople who used their coffee creamer, but who were not exposed to the contaminated lot. What study design does this trial represent?

A. Cross-sectional study

B. Case series

C. Case-control study

D. Cohort study

E. Case report

A

Cohort study

This is a prospective cohort study design.

Cohort studies start with an exposure/intervention and look for an outcome of interest (disease).

In this case the study starts with the exposure (contaminated coffee creamer) and patients will be followed prospectively to look for an outcome (disease such as cancer).

This design is useful when randomization to the exposure would be unethical.

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4
Q

Case-Control Study

A

Compares pts w/ a disease (cases) to those w/out the disease (control)

Retrospective

Start w/ disease looks for exposure

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5
Q

Cohort Study

A

Compares outcomes of a group of pts exposed & not exposed to a Tx

Prospective

Retrospective - less common

Start w/ exposure looks for disease

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6
Q

Cross-sectional Survey

A

Estimates the relationship between variables & outcomes (prevalence) at one particular time (cross-section) in a defined population

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7
Q

Case Report & Case Series

A

Describes an adverse rxn or a unique condition that appears in a single pt (case report) or a few pts (case series)

Outcome of the case is known

Case series is more reliable than a case report

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8
Q

Randomized Controlled Trial (RCT)

A

Compares experimental Tx to a control (placebo or existing Tx)

Pts are randomized (have equal chance of being assigned to the Tx or control)

Sometimes blinded (unaware if they are receiving Tx or control)

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9
Q

Randomized Controlled Trial (RCT)

Double-blind

A

Pt & investigator are unaware

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10
Q

Randomized Controlled Trial (RCT)

Single-blind

A

Pt is unaware

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11
Q

Randomized Controlled Trial (RCT)

Open label

or Unblinded

A

All parties know which Tx is being given to the pt

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12
Q

Randomized Controlled Trial (RCT)

Parallel

A

Subjects are randomized to the Tx or control arm for the entire study

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13
Q

Randomized Controlled Trial (RCT)

Crossover

A

Pts are randomized to 1 of 2 sequential Txs:
Group 1 - receive Tx A 1st, then crossover (change) to Tx B
Group 2 - receive Tx B 1st, then crossover (change) to Tx A

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14
Q

Factorial Design

A

Randomizes to more than the usual 2 groups to test a number of experimental conditions

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15
Q

Meta-analysis

A

Combines results from multiple studies in order to develop a conclusion that has greater statistical power than is possible from the individual smaller studies

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16
Q

Systematic Review Article

A

Summary of the clinical literature that focuses on a specific topic or questions

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17
Q

Types of Medical Studies

Least to Most Reliable

A

Expert Opinion

Case series & Case Report

Cast-Controlled Studies

Cohort Studies

Randomized Controlled Trials

Systematic Reviews & Meta-Analyses

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18
Q

OR Formula

A

AD/BC

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19
Q

Odds/Hazard Ratio

> 1

A

↑ in the likelihood

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20
Q

Odds/Hazard Ratio

< 1

A

↓ in the likelihood

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21
Q

Odds/Hazard Ratio

= 1

A

no correlation

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22
Q

Odds Ratio

How to express OR > 1 in %?

A

OR x 100 - 100

23
Q

A pharmacist is considering which beta-blocker should be the preferred formulary agent at his institution. He has narrowed hisselection down to two agents. Each drug provides similar health benefits, has similar tolerability and is dosed once daily. The pharmacist will base his decision on the drug that can be purchased at the lower cost. This type of evaluation can be described as:

A. A cost-minimization analysis

B. A cost-effectiveness analysis

C. A cost-control analysis

D. A cost-benefit analysis

E. A cost-utility analysis

A

A cost-minimization analysis

If the benefit of two drugs or interventions is considered equivalent (e.g., there is no clinical benefit or harm of one compared to the other), a cost-minimization analysis can be used to determine which treatment is less expensive.

24
Q

The rate of the primary outcome was 1.28% per year in the apixaban groupand 1.60% per year in the warfarin group (95% CI, 0.66 to 0.95; p < 0.001 for noninferiority; p = 0.01 for superiority).

In this trial, the primary outcome is reported as a hazard rate (rate per year). Calculate the hazard ratio of the primary outcome in patients receiving apixaban compared to warfarin.(Express the answer as a decimal; no units or commas; round the final answer to the nearest TENTH.)

A

0.8

Hazard ratio (HR) = 1.28%/1.6% = 0.8. It is calculated in a similar way as risk ratio.

When HR < 1, this is favorable for the study drug as it means there were fewerunfavorable events in the treatment group.

25
Q

HR formula

A

Hazard rate Tx/Hazard rate Control

26
Q

Continuous Data

A

Data is provided by some type of measurement

Ratio & Interval

27
Q

Ratio Data

A

0 = None

28
Q

Interval Data

A

0 does not equal none

29
Q

Discrete Data

A

Categorical

Nominal & Ordinal

30
Q

Nominal Data

A

arbitrary order

31
Q

Ordinal Data

A

ranked in a logical order

32
Q

Student’s T-test

A

Continuous Data

2 independent groups

33
Q

Paired T-test

A

Continuous Data

2 paired groups

34
Q

ANOVA

A

Continuous Data

≥ 3 independent/paired groups

35
Q

Chi-Square

A

Nominal Data

≥ 2 independent groups

36
Q

McNemar

A

Nominal Data

2 paired groups

37
Q

Cochran’s Q

A

Nominal Data

≥ 3 paired groups

38
Q

Wilcoxon Rank Sum

A

Ordinal Data

2 independent groups

39
Q

Wilcoxon Signed Rank

A

Ordinal Data

2 paired groups

40
Q

Kruskal-Wallis

A

Ordinal Data

≥ 3 independent groups

41
Q

Friedman

A

Ordinal Data

≥ 3 paired groups

42
Q

Incremental Cost Rations Formula

A

(C2 - C1)/(E2 - E1)

43
Q

Cost-Minimization Analysis (CMA)

A

Compares cost of interventions w/ demonstrated equivalence

44
Q

Cost-Benefit Analysis (CBA)

A

Compares benefits & costs in monetary units

45
Q

Cost-Effectiveness Analysis (CEA)

A

Most common

Costs are monetary but outcomes are in clinical units (easty to quantify)

46
Q

Cost-Utility Analysis (CUA)

A

Outcomes based on quality-of-life assessments

47
Q

Intent to Treat

A

Data from ALL pts even the ones who did not complete the study

48
Q

Per Protocol

A

Data from ONLY the pts who completed the study

49
Q

The definition of sensitivity is best represented as:

A. The percentage of patients without a disease who have a negative test result.

B. The probability that an event will or will not occur.

C. The effect of an independent variable on a dependent variable.

D. The percentage of patients with a disease who have a positive test result.

E. The percentage of patients that will benefit from an intervention when a test result is positive.

A

The percentage of patients with a disease who have a positive test result.

Sensitivity is the percentage of “true-positive” results (a test is positive and the patient has the disease).

50
Q

Sensitivity

A

“True Positive”

Test is positive in patients w/ the condition

51
Q

Specificity

A

“True Negative”

Test is negative in patients w/out the condition

52
Q

A clinical trial is conducted on a new drug, LoSod. LoSod is found to reduce mean serum sodium to 131 mEq/L (95% confidence interval:128.7 mEq/L - 133.3 mEq/L). What is the correct interpretation of this study result?

A. There is a 95% chance that the confidence interval range contains the true population value for reduction in serum sodium with LoSod.

B. When using this drug in a larger population, 95% of patients will have a serum sodium between 128.7and 133.3 mEq/L.

C. When using this drug in a larger population, there is 95% confidence that the serum sodium will be reduced to 131 mEq/L.

D. There is a 5% chance that the true population mean is within the stated range.

E. There is more than a 5% chance that the results of the study are rejected in error.

A

There is a 95% chance that the confidence interval range contains the true population value for reduction in serum sodium with LoSod.

A confidence intervalis a range of values which is likely to includethe “true” population value.

It is more helpful than the p-value in estimating the effect of the outcome on the general population.

53
Q

Asmall, randomized, double-blind trial was conducted to evaluate a new treatment in patients with acute myocardial infarction. The primary endpoint, reduction in all-cause mortality, was not statistically significant.Which of the following is an accurate conclusion?

A. The inclusion and exclusion criteria were notdefined appropriately to reach statistical significance.

B. Further studies of the treatment should be discontinued immediately.

C. If there was any reduction in mortality, the treatment should be recommended for use.

D. A type I error may have occurred, preventing the ability to detect statistical significance.

E. The clinical trial may not have adequate statistical power.

A

The clinical trial may not have adequate statistical power.

Performing a larger trial will increase statistical power, which increases the probability that a type II error (not finding a difference when there is a difference) will be avoided.