Created
May 11, 2014 01:21
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相対危険度スクリプト
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calcRelativeRisk <- function(mymatrix,alpha=0.05,referencerow=2) | |
{ | |
numrow <- nrow(mymatrix) | |
myrownames <- rownames(mymatrix) | |
for (i in 1:numrow) | |
{ | |
rowname <- myrownames[i] | |
DiseaseUnexposed <- mymatrix[referencerow,1] | |
ControlUnexposed <- mymatrix[referencerow,2] | |
if (i != referencerow) | |
{ | |
DiseaseExposed <- mymatrix[i,1] | |
ControlExposed <- mymatrix[i,2] | |
totExposed <- DiseaseExposed + ControlExposed | |
totUnexposed <- DiseaseUnexposed + ControlUnexposed | |
probDiseaseGivenExposed <- DiseaseExposed/totExposed | |
probDiseaseGivenUnexposed <- DiseaseUnexposed/totUnexposed | |
# 相対危険度の計算 | |
relativeRisk <- probDiseaseGivenExposed/probDiseaseGivenUnexposed | |
print(paste("category =", rowname, ", relative risk = ",relativeRisk)) | |
# 信頼区間の計算 | |
confidenceLevel <- (1 - alpha)*100 | |
sigma <- sqrt((1/DiseaseExposed) - (1/totExposed) + (1/DiseaseUnexposed) - (1/totUnexposed)) # sigmaは相対危険度の対数の推定値の標準誤差 | |
z <- qnorm(1-(alpha/2)) | |
lowervalue <- relativeRisk * exp(-z * sigma) | |
uppervalue <- relativeRisk * exp( z * sigma) | |
print(paste("category =", rowname, ", ", confidenceLevel,"% 信頼区間 = [",lowervalue,",",uppervalue,"]")) | |
} | |
} | |
} |
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