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st: AW: time varying covariate Cox regression
From
Reinhardt Jan Dietrich <[email protected]>
To
"[email protected]" <[email protected]>
Subject
st: AW: time varying covariate Cox regression
Date
Wed, 8 Feb 2012 17:34:21 +0000
The easiest is to recode your time varying covariate into two dummies: level1 and level2 (level 3 is the reference then)
E.g.
Gen TCATOG2_1 = TCATOG2
RECODE TCATOG2_1 (1=1) (2=0) (3=0)
Gen TCATOG2_2 = TCATOG2
RECODE TCATOG2_1 (1=0) (2=1) (3=0)
Then use both dummies instead of i.TCATOG2 ...
Jan
________________________________________
Von: [email protected] [[email protected]]" im Auftrag von "Tim Evans [[email protected]]
Gesendet: Mittwoch, 8. Februar 2012 18:24
An: '[email protected]'
Betreff: st: time varying covariate Cox regression
I have a time varying covariate that I am using in a Cox regression which relates to stage at diagnosis for a particular cancer type. The accepted view is that later stage tumours will have higher hazard ratios. However I have a variable with three levels that purports to suggest that later stage tumours will actually reduce the hazard ratio. I think this is being confounded by a larger number of earlier stage tumours.
What I would like to know is how do I treat a categorical variable that varies with time since I don't appear to be able to use the i. prefix when using tvc.
My code is thus:
foreach var of varlist DELAY_* TDELAY_1 {
stcox `var' age i.ttype i.grade SEX2, tvc(TCATOG2 sizegrp)
}
Output:
------------------------------------------------------------------------------
_t | Haz. Ratio Std. Err. z P>|z| [95% Conf. Interval]
-------------+----------------------------------------------------------------
main |
DELAY_1_NEW | 1.157908 .0788916 2.15 0.031 1.013162 1.323332
age | 1.053658 .0038644 14.25 0.000 1.046111 1.06126
|
ttype |
2 | 2.079459 .2228057 6.83 0.000 1.685573 2.565389
3 | 1.635624 .1590821 5.06 0.000 1.351745 1.979119
|
grade |
2 | 1.23092 .104672 2.44 0.015 1.041952 1.454161
3 | 2.162566 .2359455 7.07 0.000 1.746222 2.678176
|
SEX2 | 1.171438 .0926916 2.00 0.046 1.003152 1.367955
-------------+----------------------------------------------------------------
tvc |
TCATOG2 | .956024 .0074053 -5.81 0.000 .9416196 .9706488
sizegrp | 1.001568 .0038096 0.41 0.680 .9941292 1.009063
------------------------------------------------------------------------------