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clcominsky
Calcite | Level 5

When reporting hazard ratios for Cox regression analysis, is it common to report the hazard ratio for the interaction term itself?

For example, I have a model with 3 terms:

a

b

a*b

Using hazard ratio statements in SAS 9.4, I get a hazard ratio for 1) a at the mean of b, and 2) b at the mean of a. My understanding is that these hazard ratios are hazard ratios for the main effect variable (variable a or b) while holding the interacting variable constant. Is my understanding correct?

 

Is it possible to get a hazard ratio for the interaction term?

 

Thank you



1 ACCEPTED SOLUTION

Accepted Solutions
JacobSimonsen
Barite | Level 11

Yes, you can include interaction-terms. You should use the option "/param=glm" in the class statement.

With the hazard-ratio statement you can easily get the effect of one of the terms on each level of the other term. Like this:

data simulation;
*the the hazard ratio for A=1 vs A=2 is 1, 1.5 and 2 for respectively B=1, 2, 3; array a_effect{3} _temporary_ (1,1.5,2); do B=1 to 3; do A=1 to 2; do i=1 to 100; t=rand('exponential',1/exp((a=1)*log(a_effect[B]))); output; end; end; end; run; proc phreg data=simulation; class a b/param=glm; model t=a*b; hazardratio a/at(B=all); run;

Good luck.

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2 REPLIES 2
JacobSimonsen
Barite | Level 11

Yes, you can include interaction-terms. You should use the option "/param=glm" in the class statement.

With the hazard-ratio statement you can easily get the effect of one of the terms on each level of the other term. Like this:

data simulation;
*the the hazard ratio for A=1 vs A=2 is 1, 1.5 and 2 for respectively B=1, 2, 3; array a_effect{3} _temporary_ (1,1.5,2); do B=1 to 3; do A=1 to 2; do i=1 to 100; t=rand('exponential',1/exp((a=1)*log(a_effect[B]))); output; end; end; end; run; proc phreg data=simulation; class a b/param=glm; model t=a*b; hazardratio a/at(B=all); run;

Good luck.

clcominsky
Calcite | Level 5

Thank you, Jacob. Your response was very helpful. Thank you for taking the time to provide it.

 

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