Dear forum,
I have encountered a problem in that for my Cox regression my output gives enourmous Hazard Ratios for my outcome (disease recurrece), such as 1.33e+10.
A) First I would like to give you the specifics:
I have a project, where I assess the impact of reponse to chemotherapy (i.e. "pres" a variable with 3 levels: complete, partial, no response) on disease recurrence within my given follow up. Displayed graphically (Kaplan Meier plot), the outcome is quite impressive:
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However, when I run a Cox regression, adjusted for other variables (age, smoking status, etc), my ouput displays grotesque Hazard ratios:
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The problem remains, even if a run a univariable model. I believe the issue here is collinearity in that for example "No response" predicts my outcome (disease recurrence) almost perfectly and therefore has a very large HR.
B) My questions are be the following:
-Do you find my explanation plausible (s. above)?
-Is there a solution, i.e. a way to run the cox model (uni- or multivariable; as I only have 37 events I´d fear an overfit) and have more approachible HRs?
-Lastly, if I run the cox regression without a prefix/factorial (by that I mean omitting "i." for categorial) for my independent variable of choice ("pres"), I get a HR of approximately 6. I do however not know, how STATA runs that specific regression, if "pres" is not specified:
Does it treat the first level of the variable as reference against the other two levels which would be "partial" and "no response"?
Array
Thank you very much for your help and taking time to read this !
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