Step 3 biostats Flashcards

1
Q

Disease

Test (or exposure

A

N/A

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2
Q

Probability of an event in a given time (ex. chance getting heart attack in 10 years)

A

Absolute risk

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3
Q

Evaluate cohort study. Compares INCIDENCE in exposed vs not exposed [chance develop dx after exposure]

A

Relative Risk… < 1 means less likely in exposure group (ex aspirin in MI)

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4
Q

compares rate of EXPOSURE in those with and w/o dx [chance group w/ dx was exposed], Used in case control (retrospective) study

A

Odds ratio (rare dx OR=RR)

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5
Q

Measures risk due to exposure (used in randomized controlled studies) [difference in risk between control and t=intervention]

A

ARR (absolute risk reduction or attributable risk)

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6
Q

Calculate RR

A

{a/(a+b)}/{c/(c+d)}

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7
Q

Calculate OR

A

ad/bc

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8
Q

Calculate PPV

A

a/a+b (TP/TP+FP)

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9
Q

Calculate NPV

A

c/c+d TN/TN+FN

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10
Q

Calculate ARR

A

(c/c+d) / (a/a+b)
the absolute risk (rate of adverse event) in placebo group minus absolute risk in treated patients
[ex. risk bleed w/o aspirin vs aspirin]

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11
Q

Calculate NNT

A

1/ARR

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12
Q

Ratio between 2 risks (used in randomized controlled studies)

A

RRR (relative risk reduction)

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13
Q

Calculate RRR

A

(event in control - event in experiment) / event in control

1-RR

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14
Q

Which is more usesful in clinical setting ARR or RRR

A

ARR (states difference in SE is 0.01-0.004= 0.006%)

whereas RRR states 60% decrease

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15
Q

“Intention to treat” does what?

A

Preserves randomization, decreases crossover and dropout bias (records effect of everything on both groups)

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16
Q

Standardized mortality ratio

A

Observed number of deaths/expected number of deaths (1.75 means 75% higher death rate)

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17
Q

Standardized incidence ratio

A

used to determine if occurrence of cancer is high or low relative to expected. (observed/expected)

18
Q

hazard ratio

A

Similar to relative risks but can be obtained at multiple time intervals

19
Q

Sensitivity analysis

A

repeating primary analysis calculations after modifying certain criteria or variable range (remove outliers)

20
Q

Linear regression

A

models the linear relationship between a dependent variable and one or more independent variables (ex. alcohol and tobacco on gastric cancer[independent])

21
Q

Propensity scoring

A

weighs different variables (eg, severity of different comorbidities) to balance control and tx groups

22
Q

Matching

A

Linking a control and treatment subject based on propensity scoring

23
Q

Effect modification

A

external variable (effect modifier) has a positive or negative impact on the observed effect of risk factor (exposure) on disease status (outcome) [ex. aspririn causes reye syndrome in kids but not adults]

24
Q

How to detect effect modification

A

Stratification. separate measures of outcome should be reported for each stratum [ex effect on DM vs not DM]

25
Q

What is a likelihood ratio (LR)

A

Probability of a given test result in a patient with the disorder compared to result in patient w/o disorder. Do not change with changing prevalence.

An expression of sensitivity and specificity that can be used to assess the value of a diagnostic test. The positive likelihood ratio (LR+) represents the value of a positive test result, and the negative likelihood ratio (LR-) represents the value of a negative test result. [>5 is likely to have disease

26
Q

Calculate Positive likelihood ratio [basically true positive]

A

LR+ = sensitivity / (1 - specificity)

27
Q

Calculate Negative likelihood ratio [basically true negative]

A

LR- = (1 - sensitivity) / specificity

28
Q

What is restriction

A

Limiting a study to people with a specific trait

29
Q

Hawthorne effect

A

Do better because they know they are being watched

30
Q

Length-time bias

A

Survival benefits of screening test overstated due to detection of disproportionate number of slowly growing benign cases (whereas fast growing may not be detected)

31
Q

Lead-time bias

A

Test diagnoses a disease earlier and therefore shows increased survival rate (not benign cases)

32
Q

Type 1 error

A

False positive (incorrect reject the null)

33
Q

Type II error

A

False negative (incorrect accept the null)

34
Q

Standard mortality ratio

A

Observed/expected deaths (>1 is higher risk <1 is lower risk)

35
Q

False positive rate

A

=1-specificity

36
Q

False negative rate

A

=1-sensitivity

37
Q

Calculation used in Cohort study

A

RR

38
Q

Calculation used in Case Control study

A

OR

39
Q

Bias that uses gold standard test ‘selectively’ to confirm a result (can over or underestimate)

A

Verification bias

40
Q

Type of selection bias where control and tx groups are different in their prognostic standpoint d/t unforseen counfounders

A

Susceptibility bias

41
Q

Bias when control group accidentally receives the tx

A

Contamination bias