[R] rcorrp.cens and U statistics
Frank E Harrell Jr
f.harrell at vanderbilt.edu
Tue Sep 8 22:03:17 CEST 2009
pietro bulian wrote:
> I have two alternative Cox models with C-statistics 0.72 and 0.78. My question is if 0.78 is significantly greater than 0.72. I'm using rcorrp.cens. I cannot find the U statistics in the output of the function. This is the output of the help example:
>
>> x1 <- rnorm(400)
>> x2 <- x1 + rnorm(400)
>> d.time <- rexp(400) + (x1 - min(x1))
>> cens <- runif(400,.5,2)
>> death <- d.time <= cens
>> d.time <- pmin(d.time, cens)
>> rcorrp.cens(x1, x2, Surv(d.time, death))
> Dxy S.D. x1 more concordant x2 more concordant n missing uncensored Relevant Pairs
> -8.902077e-03 2.649712e-01 4.955490e-01 5.044510e-01 4.000000e+02 0.000000e+00 4.000000e+00 1.348000e+03
> Uncertain C X1 C X2 Dxy X1 Dxy X2
> 1.582520e+05 9.955490e-01 9.762611e-01 9.910979e-01 9.525223e-01
>
> Should I manually calculate the U statistics interpreting the fraction "x1 more concordant" and "x2 more concordant" of the "Relevant Pairs" as Uxy and Uyx?
>
> many thanks for any help or suggestion
Everything you want is right there in the output. The test statistic is
Dxy; z statistic is -8.9e-3 / .265.
Note that even though this test is more powerful than comparing two ROC
areas, it is not as powerful as a likelihood ratio chi-square test.
Frank
>
> Pietro Bulian
>
>
>
>
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>
--
Frank E Harrell Jr Professor and Chair School of Medicine
Department of Biostatistics Vanderbilt University
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