From 50dc0a6309c4665b760c690f4c336a9453178a75 Mon Sep 17 00:00:00 2001 From: Nitesh Kumar Sharma Date: Fri, 31 Jan 2020 15:00:06 +0000 Subject: [PATCH] version 0.1.0 --- DESCRIPTION | 16 ++++ MD5 | 12 +++ NAMESPACE | 8 ++ R/IGST.bootmrmrsvm.pval.cutoff.R | 101 ++++++++++++++++++++++++++ R/IGST.bootmrmrsvm.weight.cutoff.R | 79 ++++++++++++++++++++ R/IGST.pval.bootmrmrsvm.R | 85 ++++++++++++++++++++++ R/IGST.weight.bootmrmrsvm.R | 66 +++++++++++++++++ data/rice_cold.RData | Bin 0 -> 68926 bytes man/IGST.bootmrmrsvm.pval.cutoff.Rd | 49 +++++++++++++ man/IGST.bootmrmrsvm.weight.cutoff.Rd | 44 +++++++++++ man/IGST.pval.bootmrmrsvm.Rd | 45 ++++++++++++ man/IGST.weight.bootmrmrsvm.Rd | 44 +++++++++++ man/rice_cold.Rd | 27 +++++++ 13 files changed, 576 insertions(+) create mode 100644 DESCRIPTION create mode 100644 MD5 create mode 100644 NAMESPACE create mode 100644 R/IGST.bootmrmrsvm.pval.cutoff.R create mode 100644 R/IGST.bootmrmrsvm.weight.cutoff.R create mode 100644 R/IGST.pval.bootmrmrsvm.R create mode 100644 R/IGST.weight.bootmrmrsvm.R create mode 100644 data/rice_cold.RData create mode 100644 man/IGST.bootmrmrsvm.pval.cutoff.Rd create mode 100644 man/IGST.bootmrmrsvm.weight.cutoff.Rd create mode 100644 man/IGST.pval.bootmrmrsvm.Rd create mode 100644 man/IGST.weight.bootmrmrsvm.Rd create mode 100644 man/rice_cold.Rd diff --git a/DESCRIPTION b/DESCRIPTION new file mode 100644 index 0000000..ea7d86c --- /dev/null +++ b/DESCRIPTION @@ -0,0 +1,16 @@ +Package: IGST +Type: Package +Title: Informative Gene Selection Tool +Version: 0.1.0 +Author: Nitesh Kumar Sharma, Dwijesh Chandra Mishra, Neeraj Budhlakoti and Md. Samir Farooqi +Maintainer: Nitesh Kumar Sharma +Description: Mining informative genes with certain biological meanings are important for clinical diagnosis of disease and discovery of disease mechanisms in plants and animals. This process involves identification of relevant genes and removal of redundant genes as much as possible from a whole gene set. This package selects the informative genes related to a specific trait using gene expression dataset. These trait specific genes are considered as informative genes. This package returns the informative gene set from the high dimensional gene expression data using a combination of methods SVM and MRMR (for feature selection) with bootstrapping procedure. +Depends: R (>= 3.5) +Imports: e1071, BootMRMR +License: GPL-3 +Encoding: UTF-8 +LazyData: true +NeedsCompilation: no +Packaged: 2020-01-21 10:19:01 UTC; Nitesh-PC +Repository: CRAN +Date/Publication: 2020-01-31 16:00:06 UTC diff --git a/MD5 b/MD5 new file mode 100644 index 0000000..a852f23 --- /dev/null +++ b/MD5 @@ -0,0 +1,12 @@ +d26c3f949d3f5ccac0b0fd254c6d364c *DESCRIPTION +015891f2d765b557316761f08fa3a009 *NAMESPACE +aa99b1857cd75fb3ef05c5bc4210fed9 *R/IGST.bootmrmrsvm.pval.cutoff.R +cb009fa34bb2b7f9e0e2b7049e4bd567 *R/IGST.bootmrmrsvm.weight.cutoff.R +0fc6cc84658cee09c4a6f47777b737c7 *R/IGST.pval.bootmrmrsvm.R +4b6a2b8c81b83a5ba3a2f97aa1e0b4c4 *R/IGST.weight.bootmrmrsvm.R +0e85bb93ea49f3120097f34d2140f192 *data/rice_cold.RData +ca71f92cb5014e547d6301a96ad23db1 *man/IGST.bootmrmrsvm.pval.cutoff.Rd +70dc9368346ed32f9b6a3a508372d4ab *man/IGST.bootmrmrsvm.weight.cutoff.Rd +f2e3022332700f01bd428559940fc646 *man/IGST.pval.bootmrmrsvm.Rd +890e3a3568777ce85dd7697529da377f *man/IGST.weight.bootmrmrsvm.Rd +39ed6bf4ce380848969cf6e1e6fcbd75 *man/rice_cold.Rd diff --git a/NAMESPACE b/NAMESPACE new file mode 100644 index 0000000..d081bc4 --- /dev/null +++ b/NAMESPACE @@ -0,0 +1,8 @@ +exportPattern("^[[:alpha:]]+") +importFrom("stats", "cor", "pnorm", "var") +import(e1071) +import(BootMRMR) + + + + diff --git a/R/IGST.bootmrmrsvm.pval.cutoff.R b/R/IGST.bootmrmrsvm.pval.cutoff.R new file mode 100644 index 0000000..5ae39cb --- /dev/null +++ b/R/IGST.bootmrmrsvm.pval.cutoff.R @@ -0,0 +1,101 @@ +########################################### +requireNamespace("e1071") +requireNamespace("BootMRMR") + +IGST.bootmrmrsvm.pval.cutoff<-function (x, y, s, Q, v,re) +{ + + + this.call = match.call() + if ((!class(x) == "data.frame")) { + warning("x must be a data frame and rows as gene names") + } + if ((!class(y) == "numeric")) { + warning("y must be a vector of 1/-1's for two class problems") + } + if (!length(y) == ncol(x)) { + warning("Number of samples in x must have same number of sample labels in y") + } + if (re < 0 & re <= 50) { + warning("s must be numeric and sufficiently large") + } + if (Q < 0 & Q > 1) { + warning("Q is the quartile value of rank scores and must be within 0 and 1") + } + if (missing(Q)) { + Q <- 0.5 + } + if (v < 0 & v > 1) { + warning("v is the tradeoff value between svm and mrmr and must be within 0 and 1 ") + } + if (s > nrow(x)) { + stop("Number of informative genes to be selected must be less than total number of genes") + } + + + + stopifnot(!is.null(x) == TRUE, !is.null(y) == TRUE) + cls <- as.numeric(y) + genes <- rownames(x) + g1<- as.matrix(x) + g <- as.matrix(x) + n1 <- nrow(g) + M <- ncol(x) + + GeneRankedList <- vector(length = n1) + M1 <- matrix(0, n1, re) + for (j in 1:re) { + samp <- sample(M, M, replace = TRUE) + x1 <- g[, samp] + y1 <- cls[samp] + qsi <- as.vector((apply(abs(cor(t(x1), method = "pearson", + use = "p") - diag(n1)), 1, sum))/(n1 - 1)) + idx <- which(y1 == 1) + idy <- which(y1 == -1) + B = vector(mode = "numeric", n1) + for (i in 1:nrow(x1)) { + f.mes <- (((mean(x1[i, idx]) - mean(x1[i, ]))^2) + + ((mean(x1[i, idy]) - mean(x1[i, ]))^2))/(var(x1[i, + idx]) + var(x1[i, idy])) + B[i] <- f.mes + } + svmModeli = svm(t(x1), as.matrix(y1), cost = 10, + cachesize = 500, scale = FALSE, type = "C-classification", + kernel = "linear") + w = abs(as.vector(t(svmModeli$coefs) %*% svmModeli$SV)) + rsi <- abs(B) + rankingCriteria <- v * w + (1-v) * (rsi/qsi) + GeneRankedList <- sort(rankingCriteria, index.return = TRUE)$ix + rankvalue <- sort(GeneRankedList, index.return = TRUE)$ix + rankscore <- (n1 + 1 - rankvalue)/(n1) + M1[, j] <- as.vector(rankscore) + } + rankscore <- as.matrix(M1) + mu <- Q + R <- rankscore - mu + sam <- nrow(R) + pval.vec <- vector(mode = "numeric", length = nrow(rankscore)) + for (i in 1:sam) { + z <- R[i, ] + z <- z[z != 0] + n11 <- length(z) + r <- rank(abs(z)) + tplus <- sum(r[z > 0]) + etplus <- n11 * (n11 + 1)/4 + vtplus <- n11 * (n11 + 1) * (2 * n11 + 1)/24 + p.value = pnorm(tplus, etplus, sqrt(vtplus), lower.tail = FALSE) + pval.vec[i] = p.value + } + + + pvalue <- pval.vec + #genes <- names(pvalue) + w11 <- as.vector(pvalue) + gene.id <- sort(w11, index.return = TRUE)$ix + temp <- gene.id[1:s] + select.gene <- genes[temp] + class(select.gene) <- "Informative geneset" + return(select.gene) + + +} diff --git a/R/IGST.bootmrmrsvm.weight.cutoff.R b/R/IGST.bootmrmrsvm.weight.cutoff.R new file mode 100644 index 0000000..407d994 --- /dev/null +++ b/R/IGST.bootmrmrsvm.weight.cutoff.R @@ -0,0 +1,79 @@ +################################################ +requireNamespace("e1071") +requireNamespace("BootMRMR") + +IGST.bootmrmrsvm.weight.cutoff<-function (x, y, s, v, re) +{ + + + this.call = match.call() + if ((!class(x) == "data.frame")) { + warning("x must be a data frame and rows as gene names") + } + if ((!class(y) == "numeric")) { + warning("y must be a vector of 1/-1's for two class problems") + } + if (!length(y) == ncol(x)) { + warning("Number of samples in x must have same number of sample labels in y") + } + if (re < 0 & re <= 50) { + warning("s must be numeric and sufficiently large") + } + + if (v < 0 & v > 1) { + warning("v is the tradeoff value between svm and mrmr and must be within 0 and 1 ") + } + if (s > nrow(x)) { + stop("Number of informative genes to be selected must be less than total number of genes") + } + + + + cls <- as.numeric(y) + genes <- rownames(x) + g <- as.matrix(x) + n1 <- nrow(g) + M <- ncol(x) + GeneRankedList <- vector(length = n1) + M1 <- matrix(0, n1, re) + for (j in 1:re) { + samp <- sample(M, M, replace = TRUE) + x1 <- g[, samp] + y1 <- cls[samp] + qsi <- as.vector((apply(abs(cor(t(x1), method = "pearson", + use = "p") - diag(n1)), 1, sum))/(n1 - 1)) + idx <- which(y1 == 1) + idy <- which(y1 == -1) + B = vector(mode = "numeric", n1) + for (i in 1:nrow(x1)) { + f.mes <- (((mean(x1[i, idx]) - mean(x1[i, ]))^2) + + ((mean(x1[i, idy]) - mean(x1[i, ]))^2))/(var(x1[i, + idx]) + var(x1[i, idy])) + B[i] <- f.mes + } + svmModeli = svm(t(x1), as.matrix(y1), cost = 10, + cachesize = 500, scale = FALSE, type = "C-classification", + kernel = "linear") + w = abs(as.vector(t(svmModeli$coefs) %*% svmModeli$SV)) + rsi <- abs(B) + Weight <- v * w + (1-v) * (rsi/qsi) + #rankingCriteria <- v * w + (1-v) * (rsi/qsi) + GeneRankedList <- sort(-Weight, index.return = TRUE)$ix + #GeneRankedList <- sort(-rankingCriteria, index.return = TRUE)$ix + rankvalue <- sort(GeneRankedList, index.return = TRUE)$ix + rankscore <- (n1 + 1 - rankvalue)/(n1) + M1[, j] <- as.vector(rankscore) + } + + Weight <- as.vector(rowSums((M1), na.rm = FALSE, + dims = 1)) + + + #genes <- names(weights) + w1 <- as.vector(Weight) + gene.id <- sort(-w1, index.return = TRUE)$ix + temp <- gene.id[1:s] + select.gene <- genes[temp] + class(select.gene) <- "Informative geneset" + return(select.gene) +} diff --git a/R/IGST.pval.bootmrmrsvm.R b/R/IGST.pval.bootmrmrsvm.R new file mode 100644 index 0000000..c790671 --- /dev/null +++ b/R/IGST.pval.bootmrmrsvm.R @@ -0,0 +1,85 @@ +########################################################### +requireNamespace("e1071") +requireNamespace("BootMRMR") + +IGST.pval.bootmrmrsvm<-function (x, y, re, Q, v) +{ + + this.call = match.call() + if ((!class(x) == "data.frame")) { + warning("x must be a data frame and rows as gene names") + } + if ((!class(y) == "numeric")) { + warning("y must be a vector of 1/-1's for two class problems") + } + if (!length(y) == ncol(x)) { + warning("Number of samples in x must have same number of sample labels in y") + } + if (re < 0 & re <= 50) { + warning("s must be numeric and sufficiently large") + } + if (Q < 0 & Q > 1) { + warning("Q is the quartile value of rank scores and must be within 0 and 1") + } + if (missing(Q)) { + Q <- 0.5 + } + if (v < 0 & v > 1) { + warning("v is the tradeoff value between svm and mrmr and must be within 0 and 1 ") + } + + + + cls <- as.numeric(y) + genes <- rownames(x) + g <- as.matrix(x) + n1 <- nrow(g) + M <- ncol(x) + GeneRankedList <- vector(length = n1) + M1 <- matrix(0, n1, re) + for (j in 1:re) { + samp <- sample(M, M, replace = TRUE) + x1 <- g[, samp] + y1 <- cls[samp] + qsi <- as.vector((apply(abs(cor(t(x1), method = "pearson", + use = "p") - diag(n1)), 1, sum))/(n1 - 1)) + idx <- which(y1 == 1) + idy <- which(y1 == -1) + B = vector(mode = "numeric", n1) + for (i in 1:nrow(x1)) { + f.mes <- (((mean(x1[i, idx]) - mean(x1[i, ]))^2) + + ((mean(x1[i, idy]) - mean(x1[i, ]))^2))/(var(x1[i, + idx]) + var(x1[i, idy])) + B[i] <- f.mes + } + svmModeli = svm(t(x1), as.matrix(y1), cost = 10, + cachesize = 500, scale = FALSE, type = "C-classification", + kernel = "linear") + w = abs(as.vector(t(svmModeli$coefs) %*% svmModeli$SV)) + rsi <- abs(B) + rankingCriteria <- v * w + (1-v) * (rsi/qsi) + GeneRankedList <- sort(-rankingCriteria, index.return = TRUE)$ix + rankvalue <- sort(GeneRankedList, index.return = TRUE)$ix + rankscore <- (n1 + 1 - rankvalue)/(n1) + M1[, j] <- as.vector(rankscore) + } + rankscore <- as.matrix(M1) + mu <- Q + R <- rankscore - mu + sam <- nrow(R) + pval.vec <- vector(mode = "numeric", length = nrow(rankscore)) + for (i in 1:sam) { + z <- R[i, ] + z <- z[z != 0] + n11 <- length(z) + r <- rank(abs(z)) + tplus <- sum(r[z > 0]) + etplus <- n11 * (n11 + 1)/4 + vtplus <- n11 * (n11 + 1) * (2 * n11 + 1)/24 + p.value = pnorm(tplus, etplus, sqrt(vtplus), lower.tail = FALSE) + pval.vec[i] = p.value + } + + class(pval.vec) <- "p values" + return(pval.vec) +} diff --git a/R/IGST.weight.bootmrmrsvm.R b/R/IGST.weight.bootmrmrsvm.R new file mode 100644 index 0000000..4914e6e --- /dev/null +++ b/R/IGST.weight.bootmrmrsvm.R @@ -0,0 +1,66 @@ +################################################################# +requireNamespace("e1071") +requireNamespace("BootMRMR") + +IGST.weight.bootmrmrsvm<-function (x, y, re, v) +{ + + this.call = match.call() + if ((!class(x) == "data.frame")) { + warning("x must be a data frame and rows as gene names") + } + if ((!class(y) == "numeric")) { + warning("y must be a vector of 1/-1's for two class problems") + } + if (!length(y) == ncol(x)) { + warning("Number of samples in x must have same number of sample labels in y") + } + if (re < 0 & re <= 50) { + warning("s must be numeric and sufficiently large") + } + + if (v < 0 & v > 1) { + warning("v is the tradeoff value between svm and mrmr and must be within 0 and 1 ") + } + + + + cls <- as.numeric(y) + genes <- rownames(x) + g <- as.matrix(x) + n1 <- nrow(g) + M <- ncol(x) + GeneRankedList <- vector(length = n1) + M1 <- matrix(0, n1, re) + for (j in 1:re) { + samp <- sample(M, M, replace = TRUE) + x1 <- g[, samp] + y1 <- cls[samp] + qsi <- as.vector((apply(abs(cor(t(x1), method = "pearson", + use = "p") - diag(n1)), 1, sum))/(n1 - 1)) + idx <- which(y1 == 1) + idy <- which(y1 == -1) + B = vector(mode = "numeric", n1) + for (i in 1:nrow(x1)) { + f.mes <- (((mean(x1[i, idx]) - mean(x1[i, ]))^2) + + ((mean(x1[i, idy]) - mean(x1[i, ]))^2))/(var(x1[i, + idx]) + var(x1[i, idy])) + B[i] <- f.mes + } + svmModeli = svm(t(x1), as.matrix(y1), cost = 10, + cachesize = 500, scale = FALSE, type = "C-classification", + kernel = "linear") + w = abs(as.vector(t(svmModeli$coefs) %*% svmModeli$SV)) + rsi <- abs(B) + Weight <- v * w + (1-v) * (rsi/qsi) + + GeneRankedList <- sort(-Weight, index.return = TRUE)$ix + + rankvalue <- sort(GeneRankedList, index.return = TRUE)$ix + rankscore <- (n1 + 1 - rankvalue)/(n1) + M1[, j] <- as.vector(rankscore) + } + #rankingCriteria=Weight + class(Weight) <- "Weight values" + return(Weight) +} diff --git a/data/rice_cold.RData b/data/rice_cold.RData new file mode 100644 index 0000000000000000000000000000000000000000..b2f2214628770d0490c0055c4afc44b2adc8ce81 GIT binary patch literal 68926 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