Aberrant Crypt Foci in Rat Colons
Numbers of aberrant crypt foci (ACF) in the section 1 of the colons of 22 rats subjected to a single dose of the carcinogen azoxymethane (AOM), sacrificed at 3 different times.
ACF1
This data frame contains the following columns:
The number of ACF observed in section 1 of each rat colon
Time of sacrifice, in weeks following injection of AOM
Ranjana P. Bird, Faculty of Human Ecology, University of Manitoba, Winnipeg, Canada.
E.A. McLellan, A. Medline and R.P. Bird. Dose response and proliferative characteristics of aberrant crypt foci: putative preneoplastic lesions in rat colon. Carcinogenesis, 12(11): 2093-2098, 1991.
sapply(split(ACF1$count,ACF1$endtime),var) plot(count ~ endtime, data=ACF1, pch=16) pause() print("Poisson Regression - Example 8.3") ACF.glm0 <- glm(formula = count ~ endtime, family = poisson, data = ACF1) summary(ACF.glm0) # Is there a quadratic effect? pause() ACF.glm <- glm(formula = count ~ endtime + I(endtime^2), family = poisson, data = ACF1) summary(ACF.glm) # But is the data really Poisson? If not, try quasipoisson: pause() ACF.glm <- glm(formula = count ~ endtime + I(endtime^2), family = quasipoisson, data = ACF1) summary(ACF.glm)
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