Peto1980 {bayesmeta} | R Documentation |
Aspirin after myocardial infarction example data
Description
Numbers of cases (patients) and events (deaths) in treatment and control groups of six studies.
Usage
data("Peto1980")
Format
The data frame contains the following columns:
publication | character | publication reference |
study | character | study acronym or abbreviation |
start, end | integer | duration of study (calendar years) |
age | numeric | mean patient age (years) |
dose | numeric | total daily dose (mg) |
followup | numeric | follow-up duration (months) |
treat.cases | integer | number of cases in treatment group |
treat.events | integer | number of events in treatment group |
control.cases | integer | number of cases in control group |
control.events | integer | number of events in control group |
Details
Peto (1980) investigated mortality data from six randomized, placebo-controlled clinical trials of aspirin, involving a total of 10,703 post-myocardial infarction patients. Canner (1987) later investigated potential heterogeneity between study characteristics as well as their reported estimates. The included studies' abbreviations are:
UK-1 | first United Kingdom trial |
CDPA | Coronary Drug Project Aspirin trial |
GAMS | German-Austrian Multicentre Study |
UK-2 | second United Kingdom trial |
PARIS | Persantine-Aspirin Reinfarction Study |
AMIS | Aspirin Myocardial Infarction Study |
Source
P.L. Canner. An overview of six clinical trials of aspirin in coronary heart disease. Statistics in Medicine, 6(3):255-263, 1987. doi:10.1002/sim.4780060310
References
R. Peto. Aspirin after myocardial infarction. The Lancet, 315(8179):1172-1173, 1980. doi:10.1016/S0140-6736(80)91626-8.
P.C. Elwood, A.L. Cochrane, M.L.Burr, P.M. Sweetnam, G. Williams, E. Welsby, S.J. Hughes, R. Renton. A randomized controlled trial of acetyl salicylic acid in the secondary prevention of mortality from myocardial infarction. British Medical Journal, 1(5905):436-440, 1974. doi:10.1136/bmj.1.5905.436.
The Coronary Drug Project Research Group. Aspirin in coronary heart disease. Journal of Chronic Diseases, 29(10):625-642, 1976. doi:10.1016/0021-9681(76)90020-5.
K. Breddin, D. Loew, K. Lechner, K. Ueberla, E. Walter. Secondary prevention of myocardial infarction: a comparison of acetylsalicylic acid, placebo and phenprocoumon. Haemostasis, 9(6):325-344, 1980. doi:10.1159/000214375.
P.C. Elwood, P.M. Sweetnam. Aspirin and secondary mortality after myocardial infarction. The Lancet, 314(8156):1313-1315, 1979. doi:10.1016/S0140-6736(79)92808-3.
Aspirin Myocardial Infarction Study Research Group. A randomized, controlled trial of aspirin in persons recovered from myocardial infarction. Journal of the American Medical Association, 243(7):661-669, 1980. doi:10.1001/jama.1980.03300330019023.
The Persantine-Aspirin Reinfarction Study Research Group. Persantine and aspirin in coronary heart disease. Circulation, 62(3):449-461, 1980. doi:10.1161/01.CIR.62.3.449.
Examples
data("Peto1980")
## Not run:
# compute effect sizes (log odds ratios) from count data
# (using "metafor" package's "escalc()" function):
require("metafor")
peto.es <- escalc(measure="OR",
ai=treat.events, n1i=treat.cases,
ci=control.events, n2i=control.cases,
slab=publication, data=Peto1980)
print(peto.es)
# check sensitivity to different prior choices:
peto.ma01 <- bayesmeta(peto.es)
peto.ma02 <- bayesmeta(peto.es, tau.prior=function(t){dhalfnormal(t, scale=1)})
par(mfrow=c(2,1))
plot(peto.ma01, which=4, prior=TRUE, taulim=c(0,1), main="uniform prior")
plot(peto.ma02, which=4, prior=TRUE, taulim=c(0,1), main="half-normal prior")
par(mfrow=c(1,1))
# compare heterogeneity (tau) estimates:
print(rbind("uniform" =peto.ma01$summary[,"tau"],
"half-normal"=peto.ma02$summary[,"tau"]))
# compare effect (mu) estimates:
print(rbind("uniform" =peto.ma01$summary[,"mu"],
"half-normal"=peto.ma02$summary[,"mu"]))
summary(peto.ma02)
forestplot(peto.ma02)
plot(peto.ma02)
## End(Not run)