[R] Survival analysis with interval censored data
Audrey Bologna
aubologn at ulb.ac.be
Thu Mar 10 08:32:49 CET 2016
Hi!
Does anyone know about survival analysis using interval censored data and
the intcox package?
I fed different ant colonies with different food (called treatment) and I
measured every 2 days the death of ants. I would like to see if the
treatment can explain a different death of individuals.
Since I checked the death every 2 days, I assume that my datas are interval
censored.
Here is a part of my dataset, an exemple for one colony (1A):
date date2 fate colony condition
1 2 3 1A before
1 4 3 1A before
1 4 3 1A before
1 8 3 1A before
1 14 3 1A before
1 16 3 1A before
1 20 0 1 A before
1 20 0 1A before
1 20 0 1A before
1 20 0 1A before
1 20 0 1A before
date corresponds to the beginning of my experiment: the 21st of January and
I called it 1.
date 2 corresponds to the date of the death: 2= 23rd of Janurary, 3= 25th
of January and so one.
Fate: 3 a death event for interval censored data, 0 when individuals are
still alive.
I created a survival object this way:
surv.object<-Surv(test$date1,test$date,test$fate,type="interval") and here
is a part of what I obtain as a survival object:
[1901] [1, 4] [1, 6] [1, 6] [1, 8] [1, 8] [1, 8] [1, 8] [1, 10] [1,
10] [1, 10]
[1911] [1, 10] [1, 12] [1, 16] [1, 16] [1, 16] [1, 18] [1, 20] 1+ 1+
1+
[1921] 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+
1+
[1931] 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+
1+
[1941] 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+
1+
[1951] 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+
1+
[1961] 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+
1+
[1971] 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+ 1+
1+
[1981] 1+ 1+ 1+ 1+
However when I try to apply the intcox function, it returns me warnings
messages:
ex<-intcox(surv.object~test$colony, data=test)
Erreur dans if (any(derivs.wert$g1 <= 0)) { :
valeur manquante là où TRUE / FALSE est requis
De plus : Message d'avis :
In coxph(formula, data) :
X matrix deemed to be singular; variable 1 2 3 4 5 6 7 8 9 10 11 12 13 14
15 16 17 18 19 22
Can anybody help me?
Thanks a lot
Audrey Bologna - PhD Student
Unit of Social Ecology
Université libre de Bruxelles, CP 231
Boulevard du Triomphe
B-1050 Brussels
Belgium
http://www.ulb.ac.be/sciences/use/bologna.html
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