Converting to functions and adding matrix heatmap support

This commit is contained in:
Noah L. Schrick 2022-11-17 01:43:20 -06:00
parent 6e7a55ea6d
commit 5124a68d98
2 changed files with 77 additions and 1 deletions

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@ -83,7 +83,83 @@ while( (n+m)!=2 ){
m <- m-1
}
} # end while
seq_align
#### Part D: Convert to functions
make.alignment.matrices <- function(x_str, y_str, match_score, mismatch_score,
gap_penalty){
## Substitution Matrix
dna.letters<-c("A","C","G","T")
num.letters <- length(dna.letters)
S<-data.frame(matrix(0,nrow=num.letters,ncol=num.letters)) # data frame
rownames(S)<-dna.letters; colnames(S)<-dna.letters
for (i in 1:4){
for (j in 1:4){
if(dna.letters[i]==dna.letters[j]){
S[i,j]<- match_score
}
else{
S[i,j]<- mismatch_score
}
}
}
## F Matrix and T Matrix
x <- unlist(strsplit(x_str, ""))
y <- unlist(strsplit(y_str, ""))
x.len <- length(x)
y.len <- length(y)
Fmat<-matrix(0,nrow=x.len+1,ncol=y.len+1)
Tmat<-Fmat # 0's to start
rownames(Fmat)<-c("-",x); colnames(Fmat)<-c("-",y)
rownames(Tmat)<-c("-",x); colnames(Tmat)<-c("-",y)
# create first row and column
Fmat[,1]<- seq(from=0,len=x.len+1,by=-abs(gap_penalty))
Fmat[1,]<- seq(from=0,len=y.len+1,by=-abs(gap_penalty))
Tmat[,1]<- rep(2,x.len+1) # 2 means align with a gap in the upper seq
Tmat[1,]<- rep(3,y.len+1) # 3 means align with a gap in the side seq
## Building Fmat and Tmat
for (i in 2:nrow(Fmat)){
for (j in 2:ncol(Fmat)){ # use F recursive rules
test_three_cases <- c(Fmat[i-1, j-1] + S[rownames(Fmat)[i], colnames(Fmat)[j]], # 1 mis/match
Fmat[i-1, j] + gap_penalty, # 2 up-gap
Fmat[i, j-1] + gap_penalty) # 3 left-gap
Fmat[i,j]=max(test_three_cases)
Tmat[i,j]=which.max(test_three_cases)
}
}
final_score <- Fmat[nrow(Fmat),ncol(Fmat)]
return(list(Fmat=Fmat, Tmat=Tmat, score_out=final_score))
}
# load new input
x_str2 <- "GATTA" # side sequence
y_str2 <- "GAATTC" # top sequence
match_score <- 2
mismatch_score <- -1
gap_penalty <- -2
align.list2 <- make.alignment.matrices(x_str2, y_str2, match_score,
mismatch_score, gap_penalty)
align.list2$Fmat
align.list2$Tmat
align.list2$score_out
if (!require("gplots")) install.packages("gplots")
library(gplots)
Fmat2 <- align.list2$Fmat
col = c("black","blue","red","yellow","green")
breaks = seq(min(Fmat2),max(Fmat2),len=length(col)+1)
heatmap.2(Fmat2[-1,-1], dendrogram='none', density.info="none",
Rowv=FALSE, Colv=FALSE, trace='none',
breaks = breaks, col = col,
sepwidth=c(0.01,0.01),
sepcolor="black",
colsep=1:ncol(Fmat2),
rowsep=1:nrow(Fmat2))

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