si.fu at ntlworld.com
2009-Mar-17 10:44 UTC
[R] General help on sample size based on recurrent events
Hello, I have a general help question that some of you might be able able to help. I would like to design a study (a two group comparison) based on reduction on events(say hospital admissions). In a previous study hospital admission rate of 140 admissions per 72 patients (over a 4 month period) has been observed. That is rate is about 1.9. In order to see the admission rate reduction of 50% over a 4 month period, i.e. 0.95, in a two group comparison (alpha 0.05) with appropriate power (say 80%) what sort of group sizes are needed. How would I go about this? Many Thanks, Si.
si.fu at ntlworld.com
2009-Mar-17 11:07 UTC
[R] General help on sample size based on recurrent events
Hello, I have a general help question that some of you might be able able to help. I would like calculate sample size for a study (a two group comparison) based on the outcome of reduction on (recurrent) events (say hospital admissions). In a previous study, hospital admission rate of 140 admissions per 72 patients (over a 4 month period) has been observed. That is rate is about 1.9. In order to see the admission rate reduction of 50% over a 4 month period, i.e. 0.95, in a two group comparison (alpha 0.05) with appropriate power (say 80%) what sort of group sizes are needed. How would I go about this? Many Thanks, Si.
Terry Therneau
2009-Mar-18 11:25 UTC
[R] General help on sample size based on recurrent events
--- begin included message ----- I would like to design a study (a two group comparison) based on reduction on events(say hospital admissions). In a previous study hospital admission rate of 140 admissions per 72 patients (over a 4 month period) has been observed. That is rate is about 1.9. In order to see the admission rate reduction of 50% over a 4 month period, i.e. 0.95, in a two group comparison (alpha 0.05) with appropriate power (say 80%) what sort of group sizes are needed. How would I go about this? ------ end inclusion -------------------- If you fit a model that has all of the relevant covariates describing the baseline risk of each subject, then in theory the sample size depends only on the total number of event. That is big IF -- almost certainly untrue. For independent events, 2 sided alpha =.05, power=.8, you need 191 independent events for sample size. I have found that a recurrent event is usually worth 1/4 to 1/3 of a "new" event, in terms of power, for a range of studies. This value is hard to predict; I have one study where the gain was essentially 0. My ususal strategy is to plan the study size using only the first events, and then use all events in the analysis. The hard part, as in any survival or event study, is figuring out how many to enroll so as to expect to see 191 of the subjects have an event. Terry Therneau