Conditional Probability And the odds ratio and risk ratio as conditional probability.
Lesson #11 Relative Risk and the Odds Ratio
description
Transcript of Lesson #11 Relative Risk and the Odds Ratio
Lesson #11
Relative Risk andthe Odds Ratio
The risk of disease, given exposure, is:
The risk of disease, given no exposure, is:
The relative risk isP(D | E)
RR =P(D | E' )
P(D | E)
P(D | E’)
LC no LCSmoke
No Smoke
12
3
88
147
100
150
P(LC | Smoke)12
=100 = .12
=3
150P(LC | No Smoke) = .02
RR =P(LC | Smoke)
P(LC | No Smoke).12
= .02
= 6
D D’
E
E’
Cohort Study
En
E 'n
n
p1- pIf p = P(event), then odds =
The odds of disease, given exposure:
P(D | E)1 - P(D | E)
P(D | E)=
P(D' | E)
The odds of disease, given no exposure:
P(D | E' )1 - P(D | E' )
P(D | E' )=
P(D' | E' )
Disease Odds Ratio
P(D | E) P(D' | E)/OR =
P(D | E' ) P(D' | E' )/
P(D | E) P(D' | E' )=
P(D | E' ) P(D' | E)
Can calculate as shown only from a cohort study
Case-Control Study
Dn
D 'n n
D D’
E
E’
From a case-control study, we can calculate things like:
P(E | D) , P(E’ | D) , P(E | D’ ) , & P(E’ | D’ )
The odds of exposure, given disease:
P(E | D)1- P(E | D)
P(E | D)=
P(E' | D)
Exposure Odds Ratio
OR
P(E | D) P(E' | D' )=
P(E | D' ) P(E' | D)
Can calculate as shown from a case-control study
P(E | D) P(E' | D)=
P(E | D' ) P(E' | D' )//
P(E' | D' )P(E | D' P(E | D)
= P(E' )) | D
OR
D D’
E
E’
a b
c d
a+c b+d
OR =
aa + c
ca + c
db + d
bb + d
= adbc
= adbc
The disease odds ratio is also OR
OR is used to estimate RR!
OR can be calculated in any study design!
CHD no CHD
High Fat
not High Fat
200 300
180
120
50
150
OR =
CHD no CHD
High Fat
not High Fat
200 300
180
120
50
150
OR = (150)
CHD no CHD
High Fat
not High Fat
200 300
180
120
50
150
OR = (150)(180)
CHD no CHD
High Fat
not High Fat
200 300
180
120
50
150
OR = (150)(180)
(120)
CHD no CHD
High Fat
not High Fat
200 300
180
120
50
150
OR = (150)
(50)
(180)
(120)
CHD no CHD
High Fat
not High Fat
200 300
180
120
50
150
OR = (150)
(50)
(180)
(120)= 4.5
CHD no CHD
HF
not HF
200 300
180
120
50
150
CHD no CHD
HF
not HF
200 600
360
240
50
150
OR = (150)
(50)(180)
(120)= 4.5
OR = (150)
(50)(360)
(240)= 4.5
“RR” = = 2.56150/270
50/230
“RR” = = 3.15150/39050/410
Yes No
Heavy
Light
None
46
33
10
89
39
82
32
153
Liver Cancer
Alc
ohol
Con
sum
ptio
n
Yes No
Heavy
Light
None
46
33
10
89
39
82
32
153
HN
(46)(32)OR = = 3.77
(39)(10)
Liver Cancer
Alc
ohol
Con
sum
ptio
n
Yes No
Heavy
Light
None
46
33
10
89
39
82
32
153
HN
(46)(32)OR = = 3.77
(39)(10)
LN
(33)(32)OR = = 1.29
(82)(10)
Liver Cancer
Alc
ohol
Con
sum
ptio
n