From 03ac508715f598c41543b6ac3aad2cff6396cd3e Mon Sep 17 00:00:00 2001 From: Princy Parsana Date: Tue, 15 Jan 2019 11:56:58 -0500 Subject: [PATCH] scale-free simulation --- .../simulation_scale_free/confounded_data.Rds | Bin 0 -> 7693473 bytes .../simulation_scale_free/scale_free_sim.Rmd | 90 +++++ .../simulation_scale_free/scale_free_sim.html | 302 +++++++++++++++ .../scale_free_sim.nb.html | 366 ++++++++++++++++++ 4 files changed, 758 insertions(+) create mode 100755 publication_rmd/simulation_scale_free/confounded_data.Rds create mode 100755 publication_rmd/simulation_scale_free/scale_free_sim.Rmd create mode 100755 publication_rmd/simulation_scale_free/scale_free_sim.html create mode 100755 publication_rmd/simulation_scale_free/scale_free_sim.nb.html diff --git a/publication_rmd/simulation_scale_free/confounded_data.Rds b/publication_rmd/simulation_scale_free/confounded_data.Rds new file mode 100755 index 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z!a$rBELOqE7lD)C&#Gc?;*5}3h>5HS6ENGZ(PKIjJ;WIq8&I$x5{L+We_rn2c2wp z5pZdL`k7}%(=b}6r?b1l6$>+Fca%ga}c;Ik;&qNy1N_kYp7P4_TF|M`iOfnD&CWq7-xu7c2ROp2^4^+#22#XIs4b#s~ z-BIPTfN49L(7`neOb!|P>~t>=nnJ9@QY%t$p{%7bo#c!4EDJaFB~oBa@<0mL;4HSx zXz~UtL}86*M1yzERXRE*20A)AdO9XLw#_Z0h0Wc~&9=?k=EM8BH@6o5-!5A=ce!VF a*Ye@!{q6sEKf3k*cl$pAw!*As5_$mIfG`vQ literal 0 HcmV?d00001 diff --git a/publication_rmd/simulation_scale_free/scale_free_sim.Rmd b/publication_rmd/simulation_scale_free/scale_free_sim.Rmd new file mode 100755 index 0000000..cf07d00 --- /dev/null +++ b/publication_rmd/simulation_scale_free/scale_free_sim.Rmd @@ -0,0 +1,90 @@ +--- +title: "R Notebook" +output: + html_document: + df_print: paged + html_notebook: default + pdf_document: default +--- + +This is an [R Markdown](http://rmarkdown.rstudio.com) Notebook. When you execute code within the notebook, the results appear beneath the code. + +Try executing this chunk by clicking the *Run* button within the chunk or by placing your cursor inside it and pressing *Ctrl+Shift+Enter*. + +```{r, message=FALSE} +library(huge, quietly = T) +library(sva, quietly = T) +``` + +```{r} +lambda=seq(0,1,length.out=200) + +set.seed(101) +## generate simulated scale free network +dat <- huge.generator(n = 10000, d = 100, graph = "scale-free", v = NULL, u = NULL, + g = NULL, prob = NULL, vis = F, verbose = TRUE) + + +sim.dat <- dat$data +n <- nrow(sim.dat) +p <- ncol(sim.dat) + +## infer networks using simulated data +sim.net <- huge(sim.dat, lambda = lambda, method = "glasso", verbose = F) + +## Count edges from inferred networks, and common edges +true_ecount <- sum(dat$theta == 1 & col(dat$theta) < row(dat$theta)) +print(paste("The number of edges in the true network:", true_ecount)) +sim_ecount <- sum(sim.net$path[[39]] == 1 & col(dat$theta) < row(dat$theta)) +print(paste("The number of edges in the inferred network", sim_ecount)) +sim_true_ecount <- sum(dat$theta + sim.net$path[[39]] == 2 & col(dat$theta) < row(dat$theta)) +print(paste("The number common edges in the inferred and true network", sim_true_ecount)) + +``` + +```{r} +## confounded data + +sim.confounded=sim.dat +set.seed(101) +grp=rnorm(n) +for(i in 10:30){ + sim.confounded[,i] = sim.confounded[,i] + 5*grp +} + + +saveRDS(sim.confounded, file = "~/research/networks_correction/simulation_scale_free/confounded_data.Rds") + +## infer networks +sim.confounded.net <- huge(sim.confounded, lambda = lambda, method = "glasso", verbose = F) + +## Count edges from inferred networks, and common edges +true_ecount <- sum(dat$theta == 1 & col(dat$theta) < row(dat$theta)) +print(paste("The number of edges in the true network:", true_ecount)) +confounded_ecount <- sum(sim.confounded.net$path[[39]] == 1 & col(dat$theta) < row(dat$theta)) +print(paste("The number of edges in the inferred network (confounded data): ", confounded_ecount)) +sim_confounded_ecount <- sum(dat$theta + sim.confounded.net$path[[39]] == 2 & col(dat$theta) < row(dat$theta)) +print(paste("The number common edges in the inferred (confounded) and true network:", sim_confounded_ecount)) +``` + +```{r} +## PC correction +mod=matrix(1,nrow=dim(sim.confounded)[1],ncol=1) +colnames(mod)="Intercept" +nsv=num.sv(t(sim.confounded),mod, method = "be") +print(paste("the number of PCs estimated to be removed:", nsv)) +ss=svd(scale(sim.confounded)) +grp.est=ss$u[,1:nsv] +sim.corrected=lm(sim.confounded~grp.est)$residuals + +#infer network +sim.corrected.net <- huge(sim.corrected, lambda = lambda, method = "glasso", verbose = F) + +## Count edges from inferred networks, and common edges +true_ecount <- sum(dat$theta == 1 & col(dat$theta) < row(dat$theta)) +print(paste("The number of edges in the true network:", true_ecount)) +corrected_ecount <- sum(sim.corrected.net$path[[39]] == 1 & col(dat$theta) < row(dat$theta)) +print(paste("The number of edges in the inferred network (PC corrected data): ", corrected_ecount)) +sim_corrected_ecount <- sum(dat$theta + sim.corrected.net$path[[39]] == 2 & col(dat$theta) < row(dat$theta)) +print(paste("The number common edges in the inferred (PC corrected) and true network:", sim_corrected_ecount)) +``` diff --git a/publication_rmd/simulation_scale_free/scale_free_sim.html b/publication_rmd/simulation_scale_free/scale_free_sim.html new file mode 100755 index 0000000..be698b2 --- /dev/null +++ b/publication_rmd/simulation_scale_free/scale_free_sim.html @@ -0,0 +1,302 @@ + + + + + + + + + + + + + +R Notebook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

    + + + + + + + + + + + + + + + + +

    This is an R Markdown Notebook. When you execute code within the notebook, the results appear beneath the code.

    +

    Try executing this chunk by clicking the Run button within the chunk or by placing your cursor inside it and pressing Ctrl+Shift+Enter.

    +
    library(huge, quietly = T)
    +
    ## Warning: package 'huge' was built under R version 3.5.2
    +
    ## Warning: package 'igraph' was built under R version 3.5.2
    +
    library(sva, quietly = T)
    +
    ## Warning: package 'mgcv' was built under R version 3.5.2
    +
    lambda=seq(0,1,length.out=200)
    +
    +set.seed(101)
    +## generate simulated scale free network
    +dat <- huge.generator(n = 10000, d = 100, graph = "scale-free", v = NULL, u = NULL,
    +               g = NULL, prob = NULL, vis = F, verbose = TRUE)
    +
    ## Generating data from the multivariate normal distribution with the scale-free graph structure....done.
    +
    sim.dat <- dat$data
    +n <- nrow(sim.dat)
    +p <- ncol(sim.dat)
    +
    +## infer networks using simulated data
    +sim.net <- huge(sim.dat, lambda = lambda, method = "glasso", verbose = F)
    +
    +## Count edges from inferred networks, and common edges
    +true_ecount <- sum(dat$theta == 1 & col(dat$theta) < row(dat$theta))
    +print(paste("The number of edges in the true network:", true_ecount))
    +
    ## [1] "The number of edges in the true network: 99"
    +
    sim_ecount <- sum(sim.net$path[[39]] == 1 & col(dat$theta) < row(dat$theta))
    +print(paste("The number of edges in the inferred network", sim_ecount))
    +
    ## [1] "The number of edges in the inferred network 99"
    +
    sim_true_ecount <- sum(dat$theta + sim.net$path[[39]] == 2 & col(dat$theta) < row(dat$theta))
    +print(paste("The number common edges in the inferred and true network", sim_true_ecount))
    +
    ## [1] "The number common edges in the inferred and true network 99"
    +
    ## confounded data
    +
    +sim.confounded=sim.dat
    +set.seed(101)
    +grp=rnorm(n)
    +for(i in 10:30){
    +  sim.confounded[,i] = sim.confounded[,i] + 5*grp
    +}
    +
    +
    +saveRDS(sim.confounded, file = "~/research/networks_correction/simulation_scale_free/confounded_data.Rds")
    +
    +## infer networks
    +sim.confounded.net <- huge(sim.confounded, lambda = lambda, method = "glasso", verbose = F)
    +
    +## Count edges from inferred networks, and common edges
    +true_ecount <- sum(dat$theta == 1 & col(dat$theta) < row(dat$theta))
    +print(paste("The number of edges in the true network:", true_ecount))
    +
    ## [1] "The number of edges in the true network: 99"
    +
    confounded_ecount <- sum(sim.confounded.net$path[[39]] == 1 & col(dat$theta) < row(dat$theta))
    +print(paste("The number of edges in the inferred network (confounded data): ", confounded_ecount))
    +
    ## [1] "The number of edges in the inferred network (confounded data):  272"
    +
    sim_confounded_ecount <- sum(dat$theta + sim.confounded.net$path[[39]] == 2 & col(dat$theta) < row(dat$theta))
    +print(paste("The number common edges in the inferred (confounded) and true network:", sim_confounded_ecount))
    +
    ## [1] "The number common edges in the inferred (confounded) and true network: 70"
    +
    ## PC correction
    +mod=matrix(1,nrow=dim(sim.confounded)[1],ncol=1)
    +colnames(mod)="Intercept"
    +nsv=num.sv(t(sim.confounded),mod, method = "be")
    +print(paste("the number of PCs estimated to be removed:", nsv))
    +
    ## [1] "the number of PCs estimated to be removed: 1"
    +
    ss=svd(scale(sim.confounded))
    +grp.est=ss$u[,1:nsv]
    +sim.corrected=lm(sim.confounded~grp.est)$residuals
    +
    +#infer network
    +sim.corrected.net <- huge(sim.corrected, lambda = lambda, method = "glasso", verbose = F)
    +
    +## Count edges from inferred networks, and common edges
    +true_ecount <- sum(dat$theta == 1 & col(dat$theta) < row(dat$theta))
    +print(paste("The number of edges in the true network:", true_ecount))
    +
    ## [1] "The number of edges in the true network: 99"
    +
    corrected_ecount <- sum(sim.corrected.net$path[[39]] == 1 & col(dat$theta) < row(dat$theta))
    +print(paste("The number of edges in the inferred network (PC corrected data): ", corrected_ecount))
    +
    ## [1] "The number of edges in the inferred network (PC corrected data):  99"
    +
    sim_corrected_ecount <- sum(dat$theta + sim.corrected.net$path[[39]] == 2 & col(dat$theta) < row(dat$theta))
    +print(paste("The number common edges in the inferred (PC corrected) and true network:", sim_corrected_ecount))
    +
    ## [1] "The number common edges in the inferred (PC corrected) and true network: 99"
    + + + + +
    + + + + + + + + diff --git a/publication_rmd/simulation_scale_free/scale_free_sim.nb.html b/publication_rmd/simulation_scale_free/scale_free_sim.nb.html new file mode 100755 index 0000000..709b01a --- /dev/null +++ b/publication_rmd/simulation_scale_free/scale_free_sim.nb.html @@ -0,0 +1,366 @@ + + + + + + + + + + + + + +R Notebook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + + + + + + + + + + + + + + + + + +

    This is an R Markdown Notebook. When you execute code within the notebook, the results appear beneath the code.

    +

    Try executing this chunk by clicking the Run button within the chunk or by placing your cursor inside it and pressing Ctrl+Shift+Enter.

    + + + +
    library(huge, quietly = T)
    +
    + + +
    package <U+393C><U+3E31>huge<U+393C><U+3E32> was built under R version 3.5.2
    +Attaching package: <U+393C><U+3E31>Matrix<U+393C><U+3E32>
    +
    +The following object is masked from <U+393C><U+3E31>package:S4Vectors<U+393C><U+3E32>:
    +
    +    expand
    +
    +package <U+393C><U+3E31>igraph<U+393C><U+3E32> was built under R version 3.5.2
    +Attaching package: <U+393C><U+3E31>igraph<U+393C><U+3E32>
    +
    +The following object is masked from <U+393C><U+3E31>package:S4Vectors<U+393C><U+3E32>:
    +
    +    union
    +
    +The following objects are masked from <U+393C><U+3E31>package:BiocGenerics<U+393C><U+3E32>:
    +
    +    normalize, path, union
    +
    +The following objects are masked from <U+393C><U+3E31>package:stats<U+393C><U+3E32>:
    +
    +    decompose, spectrum
    +
    +The following object is masked from <U+393C><U+3E31>package:base<U+393C><U+3E32>:
    +
    +    union
    + + +
    library(huge, quietly = T)
    +library(sva, quietly = T)
    + + +
    package <U+393C><U+3E31>mgcv<U+393C><U+3E32> was built under R version 3.5.2This is mgcv 1.8-26. For overview type 'help("mgcv-package")'.
    +
    +Attaching package: <U+393C><U+3E31>genefilter<U+393C><U+3E32>
    +
    +The following object is masked from <U+393C><U+3E31>package:MASS<U+393C><U+3E32>:
    +
    +    area
    + + + + + + +
    print(paste("The number of edges in the inferred network", sim_true_ecount))
    +
    + + +
    [1] "The number of edges in the inferred network 99"
    + + + + + + +
    print(paste("The number common edges in the inferred (confounded) and true network:", sim_confounded_ecount))
    +
    + + +
    [1] "The number common edges in the inferred (confounded) and true network: 70"
    + + + + + + +
    print(paste("The number common edges in the inferred (PC corrected) and true network:", sim_corrected_ecount))
    +
    + + +
    [1] "The number common edges in the inferred (PC corrected) and true network: 99"
    + + + +
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