Measures of Association Flashcards

1
Q

Definition of association & Ho hypothesis

A

A statistical quantity that gives an indication of the magnitude (strength) of association between exposure & outcome

Ho :
- there is no association between exposure & outcome

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2
Q

Types of measures of association (2)

A
  1. Relative Risk (RR)
    - Risk ratio
    - Rate ratio
    (( usually cohort study ))
  2. Odds Ratio (OR)
    (( usually case-control study ))
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3
Q

Range of values for RR & OR

A

0 to infinity

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4
Q

If RR or OR = 1

A

There is no association between exposure & outcome

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5
Q

If RR or OR > 1

& phrasing in word

A
  • positive association
  • exposure associated with increased risk of outcome

Those who are exposed have __ times the risk of developing the outcome compared to those who are unexposed

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6
Q

If RR or OR < 1

& phrasing in word

A
  • negative association
  • exposure associated with decreased risk of outcome or potentially protective effect

Those who are exposed have __ % the risk of developing the outcome compared to those who are unexposed

OR

Those who are exposed have __ % less risk of developing the outcome compared to those who are unexposed

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7
Q

Risk Ratio

  • use
  • formula
A
  • used in cohort study
  • same length of follow up

Risk Ratio = (cumulative incidence in exposed / cumulative incidence in unexposed)
= (a/b+c) / (c/c+d)

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8
Q

Cumulative incidence

A
  • proportion who develop the outcome within a specified period (new cases)
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9
Q

Rate Ratio

  • use
  • formula
A
  • used in cohort study
  • different lengths of follow up
  • consider person-years / person-time

eg total number of years contributed by all participants

Rate Ratio = (incidence rate in exposed / incidence rate in unexposed)
= (a/PTe) / (c/PT0)

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10
Q

Incidence rate

A
  • rate at which new cases of outcome occur in a population at risk for the outcome
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11
Q

Odds Ratio (OR)

  • use
  • formula
A
  • typically used in case-control study (cos RR cannot be calculated directly)
  • can also be cross-sectional study or cohort study (less common)
  • can estimate RR when outcome is rare (eg <10%)

OR = (odds that a case was exposed / odds that a case was not exposed)
= (ad/bc)

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12
Q

Why use OR > RR in case-control study

A
  • RR cannot be calculated directly
  • subjects are classified on basis of cases
  • compared on basis of exposure
  • cannot calculate incidence in the exposed or unexposed groups
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13
Q

Why OR can predict RR when outcome is rare?

A
  • a «&laquo_space;b
  • c «&laquo_space;d

Hence, RR = (a/a+b) / (c/c+d)
= (a/b) / (c/d)
= (ad/bc)
= OR

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14
Q

Multiple Exposure Groups

A

Need to define a reference group

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15
Q

Why is there a need to select a reference group in studies with multiple exposure groups?
How to select reference group?

A
  • for comparison with other exposure groups

- select the least exposed group as reference group

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16
Q

Confidence Interval

A
  • usually 95% CI

- more informative than p-values

17
Q

Why is CI more informative than p-values? (2)

A

Provide information about :

  1. Statistical significance
    - contains 1?
  2. Precision of the point estimate
    - range (narrow or wide)
18
Q

If 95% CI contains 1

- RR/OR

A

Statistically insignificant

19
Q

If 95% CI does not contain 1

- RR/OR

A

Statistically significant

20
Q

3 factors influencing the width of CI

A
  1. Sample size
    - large sample size = narrower width
    - small sample size = larger width
  2. Standard deviation
    - large SD = larger width
    - small SD = narrower width
  3. Confidence level
    - usually 95%
    - larger confidence level = larger width
    - smaller confidence level = narrower width
21
Q

Wide CI suggest __

2

A
  • an imprecise result

- indicates that the results should be interpreted with caution regardless of the statistical significance

22
Q

Risk ratio vs Rate ratio

A

Risk ratio
- same duration of time

Rate ratio
- each participants have different length of follow up

23
Q

Person-Time definition

A
  • time duration which each participant is observed