Help using Base SAS procedures

Linearity and PH assumption in cox model

Reply
Occasional Contributor
Posts: 7

Linearity and PH assumption in cox model

Hello,

I am trying to check the linearity assumption of my covariates as well as the PH assumption. Knowing that all my covariates are time varying (they can change many times during the follow up) is it possible to check for the lineraity as well as PH assumption?

I am trying tu use this code:

 

ODS GRAPHICS ON;
proc phreg data=data1;
Model(start,stop)*event(0)=x1 x2 x3 x4 x5 x6;
assess var=(x1 x2 )/resample;
run;
ODS GRAPHICS Off;

 

But this code did not work with the counting process neither the programming statement code.

Is there any other way to plot martingal and shoenfeld residuals ?

Thank you in advance.

Occasional Contributor
Posts: 7

Re: Linearity and PH assumption in cox model

In his book Survival analysis using sas : A practical guide: chapter 4: Dr Allison wrote:

"Whenever you introduce time-dependent covariates into a Cox regression model, it’s no longer accurate to call it a proportional hazards (PH) model. Why? Because the time-dependent covariates will change at different rates for different individuals, so the ratios of their hazards cannot remain constant."

So i think if the value of my variables change during the follow up the is no need to test for PH assumption?

Ask a Question
Discussion stats
  • 1 reply
  • 282 views
  • 0 likes
  • 1 in conversation