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st: survival analysis query regarding stsplit, tvc or using enter and exit options
From
Melissa Wright <[email protected]>
To
[email protected]
Subject
st: survival analysis query regarding stsplit, tvc or using enter and exit options
Date
Thu, 14 Apr 2011 12:44:32 +0100
Hi
I'm working on a breast cancer survival project and am looking at the
effect of grade of tumour, size of tumour, nodal status, screening status
etc on survival.
The proportional hazards assumption is not met for my multivariate Cox
regression. There are several significant interactions between variables.
Including interaction terms in the model or stratifying by grade of
tumour etc doesn't help.
Fitting tvc terms showed that many variables have an interaction with
time. For example:-
xi:stcox i.agegroup i.size i.grade i.screencat i.nodes i.diagperiod9609,
tvc(i.grade) texp(_t>365.25)
I fitted a linear relationship with time, but also allowed for a different
effect after 1 year and 5 years.
Based on the results I thought it would be sensible and straightforward to
stratify by time. I have presented 3 models,
1st year follow up
stset ftime, failure (dead==1) exit(time 365.25)
xi:stcox i.agegroup i.size i.grade i.screencat i.nodes i.diagperiod9609
1-5 years follow up
stset ftime, failure (dead==1) enter(time 365.25) exit(time 1826.25)
xi:stcox i.agegroup i.size i.grade i.screencat i.nodes i.diagperiod9609
5+ years follow up
stset ftime, failure (dead==1) enter(time 1826.25)
xi:stcox i.agegroup i.size i.grade i.screencat i.nodes i.diagperiod9609
Assumptions are met for all the above models. I'm not confident that this
is a legitimate technique however, or if there is a more widely used
method of dealing with this problem. Stsplit doesn't seem to be
appropriate in this instance, unless I'm misunderstanding it's use.
Any advice would be appreciated.
Kind regards
Melissa
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