From 356833ae40277db15eb9c35d0cd7e88d670d8cfd Mon Sep 17 00:00:00 2001 From: Chee Yee Lim Date: Fri, 11 Dec 2015 02:48:07 +0000 Subject: [PATCH] Final update --- R/booltrainer.R | 19 - data/example_models.rda | Bin 500 -> 536 bytes man/BoolTraineR.Rd | 11 - man/model_train_sa.Rd | 31 - vignettes/btr.Rmd | 3 + vignettes/btr.html | 622 +++++++++++++++++++++ vignettes/btr.md | 529 ++++++++++++++++++ vignettes/btr.pdf | Bin 0 -> 305210 bytes .../figure-markdown_github/unnamed-chunk-17-1.png | Bin 0 -> 6140 bytes .../figure-markdown_github/unnamed-chunk-23-1.png | Bin 0 -> 7981 bytes .../figure-markdown_github/unnamed-chunk-31-1.png | Bin 0 -> 8031 bytes 11 files changed, 1154 insertions(+), 61 deletions(-) delete mode 100644 R/booltrainer.R delete mode 100644 man/BoolTraineR.Rd delete mode 100644 man/model_train_sa.Rd create mode 100644 vignettes/btr.html create mode 100644 vignettes/btr.md create mode 100644 vignettes/btr.pdf create mode 100644 vignettes/btr_files/figure-markdown_github/unnamed-chunk-17-1.png create mode 100644 vignettes/btr_files/figure-markdown_github/unnamed-chunk-23-1.png create mode 100644 vignettes/btr_files/figure-markdown_github/unnamed-chunk-31-1.png diff --git a/R/booltrainer.R b/R/booltrainer.R deleted file mode 100644 index 8d96616..0000000 --- a/R/booltrainer.R +++ /dev/null @@ -1,19 +0,0 @@ -#' @title BoolTraineR: A package for studying asynchronous Boolean models -#' -#' @description -#' This package contains tools for Boolean model manipulation, as well as the search for the best Boolean model. -#' -#' @docType package -#' @name BoolTraineR -NULL - -## All the Roxygen codes below are for generating the correct NAMESPACE file. -#' @import methods -#' @import parallel -#' @import foreach -#' @import doParallel -NULL - -#' @useDynLib BoolTraineR -#' @importFrom Rcpp sourceCpp evalCpp -NULL \ No newline at end of file diff --git a/data/example_models.rda b/data/example_models.rda index 5ab06eecc75e26a806c8b358bc6dbef1f308e30a..cdbcc7f08db63ee20a55434d23d373b844df810e 100644 GIT binary patch literal 536 zcmV+z0_Xi7iwFP!000002HjN4PQx$|be#lf35dsmmk=PKD7jQ6`~qLViEA3{3J57` zd0cYfqv67VVDH+l6PgMH0>mM);~nqr*fTjjIg2}I9YP2t4yA-TV(L=yY7v*T#ptl> zBk^7b2yvFgI0s?)CV&@@hwGKCa~Zp5*;ve0Ad0Il&n}MC+#4jfN#!Hfr~x-9XPjml zGv+s9y;{dhvt+ExnBqK1Z-*l>d$rnj)JUziTbPcPwMMtXP_`OCTT!$h9PEeCZ=?X* zVGmcKsRDz6Xg1P_UC2;C9H9V;E1*r4)f9-;2Ga+`3+x7V0<>oVcs)NPh>)36&N`dw zQRc}t(??0oU9g;)+q=uthP0h?QM=1WB1J82do+CL>eTWs=%aX*W%)9t2cfvQrntps z#gTdOEXW$N1H@LYbJ3`T^=}eQBfY%K^=YudC{Ox2!mcttMXD|z4!%XUvv0%Db<{`| zy?I5~Q#4zOvfDs+I}Cwv0NOxtAkm5LLU{^WD=0rc(cKOvz<^|5pbn)1732^hw!oEE z-^*Ni0psYYiFq_=+4h1F_=deI??>%d;Z-{<}w-vJT; literal 500 zcmVgiwFP!000001I<>;a)K}v4FTUQI@48uz_kQR>$cNvH=QorIS~W3QgA^1 zd})wJ$V05HQ@c=44)>jV7+;^Ks6Xuk03gsI1W>2Yfb>fP2I$e>4*850B(Q*{-wBV} z8yx#&L(xrkDpDJg?VV?+b z2buj_jF%yKrN@2#QLQUt>k88%%AhKR%-6WwL-%7FmitWnIK=bv30Vc6Vy6u+@-MRA zx>(q6wz-543_dbADWS2mMm1~|*JPx{A`PUQw8Yyk+&Hd#SR0u?)N>A{tJ>px5`85q z*UY3Li$c`3VYI|y=#7KUM=Iu0q*qW1p^Y1wm4sHm3&?ThC>%Np#lY>RTZM9yU0TdA zZ!{ZGJ3XP~P6~c1U0Wet^IFn1g2nv1GB&HRT|vebMxvxm>GD;QMn@zq@&8NG3g;6l qN21D2sm>!RSG?W+Oy$yFhnzcC<&B~F5nfW}VE+YJgoD*+3IG7}GW3@K diff --git a/man/BoolTraineR.Rd b/man/BoolTraineR.Rd deleted file mode 100644 index 278193f..0000000 --- a/man/BoolTraineR.Rd +++ /dev/null @@ -1,11 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/booltrainer.R -\docType{package} -\name{BoolTraineR} -\alias{BoolTraineR} -\alias{BoolTraineR-package} -\title{BoolTraineR: A package for studying asynchronous Boolean models} -\description{ -This package contains tools for Boolean model manipulation, as well as the search for the best Boolean model. -} - diff --git a/man/model_train_sa.Rd b/man/model_train_sa.Rd deleted file mode 100644 index d83130e..0000000 --- a/man/model_train_sa.Rd +++ /dev/null @@ -1,31 +0,0 @@ -% Generated by roxygen2 (4.1.1): do not edit by hand -% Please edit documentation in R/search.R -\name{model_train_sa} -\alias{model_train_sa} -\title{Training Model (using simulated annealing)} -\usage{ -model_train_sa(edata, bmodel = NULL, istate = NULL, max_varperrule = 6, - and_bool = T, self_loop = F, restart = 0, verbose = F) -} -\arguments{ -\item{edata}{data frame of expression data. Should have state(row) x gene(column).} - -\item{bmodel}{Boolean model in data frame. If NULL, use a random Boolean model. Defaults to NULL.} - -\item{istate}{data frame. Must have only 1 row, which represents 1 initial state. Defaults to NULL.} - -\item{max_varperrule}{integer. Maximum number of terms per rule (combining both act and inh rule). Note that this number must be higher than number of genes. Defaults to 6.} - -\item{and_bool}{logical. Whether to consider AND terms. IF bmodel is not NULL, defaults to whether AND interaction is included in bmodel. If bmodel is NULL, then defaults to TRUE.} - -\item{self_loop}{logical. Whether to allow self_loop in random starting model. Only used if is.null(bmodel). Default to F.} - -\item{restart}{integer. Number of restart from the best solution. Defaults to 0.} - -\item{verbose}{logical. Whether to give detailed output to the screen. Defaults to F.} -} -\description{ -This function performs model training to find the best model, using information from data. It requires an initial state supplied to perform the search, and an initial model can also be supplied to be included in the initial population. -Note that if a model is supplied, and the genes in the model is different from the genes in the data, only the genes overlapping between model and data will be retained for further analysis. -} - diff --git a/vignettes/btr.Rmd b/vignettes/btr.Rmd index aa5f705..a6a7e07 100644 --- a/vignettes/btr.Rmd +++ b/vignettes/btr.Rmd @@ -246,6 +246,7 @@ plotBM(final_model) ``` ```{r, echo=FALSE, fig.show='hold', message=FALSE, dpi=75, fig.width=6, fig.height=6} data(example_models) +emodel1=initialise_model(em1) plotBM(emodel1) ``` @@ -357,6 +358,7 @@ plotBM(final_model) ``` ```{r, echo=FALSE, fig.show='hold', message=FALSE, dpi=75, fig.width=6, fig.height=6} data(example_models) +emodel2=initialise_model(em2) plotBM(emodel2) ``` @@ -509,5 +511,6 @@ plotBM(final_model) ``` ```{r, echo=FALSE, fig.show='hold', message=FALSE, dpi=75, fig.width=6, fig.height=6} data(example_models) +emodel3=initialise_model(em3) plotBM(emodel3) ``` diff --git a/vignettes/btr.html b/vignettes/btr.html new file mode 100644 index 0000000..2c165be --- /dev/null +++ b/vignettes/btr.html @@ -0,0 +1,622 @@ + + + + + + + + + + + + + + +Using BTR to reconstruct asynchronous Boolean models + + + + + + + + + + + + + + + + + + + + + +
+

1 Brief introduction

+

BTR is a model learning algorithm for reconstructing and training asynchronous Boolean models using single-cell expression data. Refer to the paper for more details on the concepts behind the algorithm. This vignette serves as a tutorial to demonstrate example workflows that can be adapted to individual cases experienced by users.

+

Running BTR is straightforward. However, note that depending on the (1) size of single-cell expression data and (2) complexity of Boolean model, BTR may take a long time to complete the computation. In such cases, it is advisable to use the built-in parallel processing capability of BTR. This can be easily achieved by using doParallel package, as illustrated in the example.

+

Note that the examples presented in this vignette are different from the results presented in our paper. The examples presented here have been simplified to speed up the processing time.

+
+
+

2 Installation

+

BTR can be installed from CRAN.

+
install.packages('BTR')
+

Or from Github for the latest version. To install from Gitbub, you will require the devtools package.

+
install.packages('devtools')
+devtools::install_github("cheeyeelim/BTR")
+

Also install doParallel package if you intend to use parallel processing.

+
+
+

3 Input data format

+

Depending on the analysis, only 3 types of data will ever be needed. The format of the data required is discussed below.

+
    +
  1. Expression data. A matrix with genes on the columns, and cells on the row.
  2. +
+

The expression data should be preprocessed as in any standard sequencing data processing pipelines, which includes quality control filtering and normalisation.

+

Use initialise_raw_data to convert expression data into a suitable format for model inference. It is recommended to use initialise_raw_data before subsetting the expression data for preferred cell types.

+
data(wilson_raw_data)
+round(wilson_raw_data[1:5, 1:5], 4)
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bptfcbfa2t3hcsf1rdnmt3aeif2b1
lmpp_0021.02612.39442.68471.66362.0203
lmpp_0032.64961.78001.68211.59412.7736
lmpp_00410.30800.58894.2653-0.55650.0026
lmpp_0070.54191.863110.84680.17571.0873
lmpp_0080.92092.66372.85492.19652.3663
+
edata = initialise_raw_data(wilson_raw_data, max_expr='low') #max_expr='low' because this is qPCR data.
+
    +
  1. Initial Boolean model. A data frame with two columns, targets and update functions.
  2. +
+

Note that if an update function contains both activation and inhibition genes, they must be expressed with a separate clause containing only activation genes, and a separate clause containing only inhibition genes. (See the update functions of Gata1 and Gata2 for examples)

+

Use initialise_model to convert the input Boolean model into a BoolModel object.

+
data(krum_bmodel)
+head(krum_bmodel)
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
targetsfactors
gata2gata2 & ! ((gata1 & fog1) | sfpi1)
gata1(gata1 | gata2 | fli1) & ! sfpi1
fog1gata1
eklfgata1 & ! fli1
fli1gata1 & ! eklf
sclgata1 & ! sfpi1
+
bmodel = initialise_model(krum_bmodel)
+
    +
  1. Initial state.
  2. +
+

A single row data frame with genes as the columns. The expression state of each gene must be in binarised form, i.e. 0s and 1s.

+

Note that all the genes that are present in the initial Boolean model must also be present here.

+
data(krum_istate)
+head(krum_istate)
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
cjuncebpafli1gata1gata2eklfsfpi1gfi1sclegrnabfog1
initial_state01001010000
+
+
+

4 Output format

+

BTR supports several output formats for Boolean models, as shown below.

+
    +
  • outgraph_model - Outputs a Boolean model in a tab-delimited file with each line being an edge (i.e. gene interaction). This function also outputs a node attribute file, which can be used to distinguish gene and AND nodes in a graph plotting software. This format is readable by both Cytoscape and Gephi.
  • +
  • outgenysis_model - Outputs a Boolean model in a space-delimited file with each line being an edge (i.e. gene interaction). This format is readable by genYsis (used for steady state analysis).
  • +
  • writeBM - Outputs a Boolean model in a comma-delimited file similar in format to the input file format (i.e. two columns: genes and update functions).
  • +
+

BTR can also output a state transition graph.

+
    +
  • outstate_graph - Outputs a state space of a Boolean model simulated with an initial state. This format is readable by both Cytoscape and Gephi.
  • +
+
+
+

5 Useful functions in BTR

+

Besides training Boolean models, BTR can be used for simulating a Boolean model asynchronously and calculate the score of a Boolean model with respect to a data.

+
    +
  • model_train - Core function in BTR that performs Boolean model inference.
  • +
  • simulate_model - Simulate a Boolean model asynchronously using an initial state, and return its state space.
  • +
  • calc_mscore - Calculate a distance score for a Boolean model with respect to an expression data.
  • +
  • model_dist - Calculate the number of genes in the update functions that differ between two Boolean models.
  • +
  • model_setdiff - Show the genes in the update functions that differ between two Boolean models.
  • +
+
+
+

6 Example workflows

+

Three example workflows will be discussed in this vignette: (1) Inferring model without an initial model, (2) Inferring model with an initial model, (3) Extending model with more genes. The two workflows are largely similar, which only differ in the data preparation step.

+
+

6.1 Inferring model without an initial model

+

This workflow is intended for use on inferring a Boolean model without an initial model.

+

When no initial model is used, BTR will reconstruct gene interactions from a list of user-specified genes. If the number of genes in the expression data is low (e.g. in qPCR), it is also possible to use all the genes in the expression data.

+
+

6.1.1 Full workflow

+

Full workflow is included here for easy referencing. Each step is discussed in further details below.

+
set.seed(0)  #use to ensure reproducibility. remove in actual use.
+
+# (1) Setup paths and environment.
+library(BTR)
+
+# If intending to use parallel processing, uncomment the following lines.
+# library(doParallel) num_core = 4 #specify the number of cores to be used.
+# doParallel::registerDoParallel(cores=num_core)
+
+# (2) Load data.
+data(wilson_raw_data)  #load a data frame of expression data.
+tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low")
+cdata = tmp_data[[1]]  #continuous data
+ddata = tmp_data[[2]]  #discretised data
+
+# (3) Filter cell types.
+cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", 
+    rownames(cdata))
+fcdata = cdata[cell_ind, ]  #select only relevant cells.
+fddata = ddata[cell_ind, ]
+
+# (4) Filter genes.
+gene_ind = c("fli1", "gata1", "gata2", "gfi1", "scl", "sfpi1")  #select genes to be included.
+fcdata = fcdata[, gene_ind]
+fddata = fddata[, gene_ind]
+
+# (5) Inferring Boolean model.
+final_model = model_train(cdata = fcdata, ddata = fddata, max_varperrule = 4, 
+    verbose = T)
+
+# (6) Visualise the Boolean model generated.
+plotBM(final_model)
+
+
+

6.1.2 Initial setup

+

The first step is to load the BTR package. If you are intending to use parallel processing, you will also need to load the doParallel package. Then specify how many cores you intend to use using registerDoParallel from the doParallel package.

+
set.seed(0)  #use to ensure reproducibility. remove in actual use.
+
+# (1) Setup paths and environment.
+library(BTR)
+
+# If intending to use parallel processing, uncomment the following lines.
+# library(doParallel) num_core = 4 #specify the number of cores to be used.
+# doParallel::registerDoParallel(cores=num_core)
+
+
+

6.1.3 Data preparation

+

Only the expression data is needed for inferring a Boolean model without an initial model.

+

To load the data into R, use read.table or read.csv. In this example, we are using the example data included with the package, so we are accessing it by using data.

+

initialise_raw_data is used to preprocess the data.

+
# (2) Load data.
+data(wilson_raw_data)  #load a data frame of expression data.
+tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low")
+cdata = tmp_data[[1]]  #continuous data
+ddata = tmp_data[[2]]  #discretised data
+

Once data is loaded and preprocessed, filter the cell types or genes to be included in the analysis if needed. It is advisable to reduce the number of genes to be included if the computation takes too long to complete.

+
# (3) Filter cell types.
+cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", 
+    rownames(cdata))
+fcdata = cdata[cell_ind, ]  #select only relevant cells.
+fddata = ddata[cell_ind, ]
+
+# (4) Filter genes.
+gene_ind = c("fli1", "gata1", "gata2", "gfi1", "scl", "sfpi1")  #select genes to be included.
+fcdata = fcdata[, gene_ind]
+fddata = fddata[, gene_ind]
+
+
+

6.1.4 Run model training

+

To reconstruct a Boolean model from an expression data, run model_train.

+

In this example, model_train takes a few seconds to be completed on a single core. If this steps take a very long time to complete, do consider using the parallel processing option as described above.

+

You will receive a BoolModel object at the end of the model training process. The BoolModel object can be visualise quickly using plotBM, which is based on igraph package. For easier manipulation, output the Boolean model using outgraph_model and display it with Cytoscape or Gephi.

+
# (5) Inferring Boolean model.
+final_model = model_train(cdata = fcdata, ddata = fddata, max_varperrule = 4, 
+    verbose = T)
+
+# (6) Visualise the Boolean model generated.
+plotBM(final_model)
+

+
+
+
+

6.2 Inferring model with an initial model

+

This workflow is intended for use on inferring a Boolean model with an initial model.

+

When an initial model is used, note that only genes that are both present in the initial model and expression data will be used for reconstructing gene interactions. Any genes in the initial model that do not have corresponding expression values in the data will keep their original gene interactions as specified in the initial model without any modifications.

+
+

6.2.1 Full workflow

+

Full workflow is included here for easy referencing. Each step is discussed in further details below.

+
set.seed(0)  #use to ensure reproducibility. remove in actual use.
+
+# (1) Setup paths and environment.
+library(BTR)
+
+# If intending to use parallel processing, uncomment the following lines.
+# library(doParallel) num_core = 4 #specify the number of cores to be used.
+# doParallel::registerDoParallel(cores=num_core)
+
+# (2) Load data.
+data(krum_bmodel)  #load a data frame of Boolean model.
+data(krum_istate)  #load a data frame of initial state.
+data(wilson_raw_data)  #load a data frame of expression data.
+
+bmodel = initialise_model(krum_bmodel)
+istate = krum_istate
+tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low")
+cdata = tmp_data[[1]]  #continuous data
+ddata = tmp_data[[2]]  #discretised data
+
+# (3) Filter cell types.
+cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", 
+    rownames(cdata))
+fcdata = cdata[cell_ind, ]  #select only relevant cells.
+fddata = ddata[cell_ind, ]
+
+# (4) Inferring Boolean model.
+final_model = model_train(cdata = fcdata, ddata = fddata, bmodel = bmodel, istate = istate, 
+    max_varperrule = 4, verbose = T)
+
+# (5) Visualise the Boolean model generated.
+plotBM(final_model)
+
+
+

6.2.2 Initial setup

+

The first step is to load the BTR package. If you are intending to use parallel processing, you will also need to load the doParallel package. Then specify how many cores you intend to use using registerDoParallel from the doParallel package.

+
set.seed(0)  #use to ensure reproducibility. remove in actual use.
+
+# (1) Setup paths and environment.
+library(BTR)
+
+# If intending to use parallel processing, uncomment the following lines.
+# library(doParallel) num_core = 4 #specify the number of cores to be used.
+# doParallel::registerDoParallel(cores=num_core)
+
+
+

6.2.3 Data preparation

+

3 pieces of data are needed to infer a Boolean model with an initial model: an expression data, an initial Boolean model and an initial state.

+

To load the data into R, use read.table or read.csv. In this example, we are using the example data included with the package, so we are accessing it by using data.

+

initialise_model converts the data frame containing the Boolean model into a BoolModel object. initialise_raw_data is used to preprocess the data.

+
# (2) Load data. (2) Load data.
+data(krum_bmodel)  #load a data frame of Boolean model.
+data(krum_istate)  #load a data frame of initial state.
+data(wilson_raw_data)  #load a data frame of expression data.
+
+bmodel = initialise_model(krum_bmodel)
+istate = krum_istate
+tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low")
+cdata = tmp_data[[1]]  #continuous data
+ddata = tmp_data[[2]]  #discretised data
+

Once data are loaded and preprocessed, filter the cell types or genes to be included in the analysis if needed. It is advisable to reduce the number of genes to be included if the computation takes too long to complete. In this example, genes are not filtered as all genes that are present in both expression data and Boolean model are used automatically.

+
# (3) Filter cell types.
+cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", 
+    rownames(cdata))
+fcdata = cdata[cell_ind, ]  #select only relevant cells.
+fddata = ddata[cell_ind, ]
+
+
+

6.2.4 Run model training

+

To reconstruct a Boolean model from an expression data, run model_train.

+

In this example, model_train takes one or two minutes to be completed on a single core. If this steps take a very long time to complete, do consider using the parallel processing option as described above.

+

You will receive a BoolModel object at the end of the model training process. The BoolModel object can be visualise using plotBM, which is based on igraph package. For easier manipulation, output the Boolean model using outgraph_model and display it with Cytoscape or Gephi.

+
# (4) Inferring Boolean model.
+final_model = model_train(cdata = fcdata, ddata = fddata, bmodel = bmodel, istate = istate, 
+    max_varperrule = 4, verbose = T)
+
+# (5) Visualise the Boolean model generated.
+plotBM(final_model)
+

+
+
+
+

6.3 Extending model with more genes

+

This workflow is intended for use on extending an initial Boolean model with additional genes.

+

When an initial model is used, note that only genes that are both present in the initial model and expression data will be used for reconstructing gene interactions. Any genes in the initial model that do not have corresponding expression values in the data will keep their original gene interactions as specified in the initial model without any modifications.

+
+

6.3.1 Full workflow

+

Full workflow is included here for easy referencing. Each step is discussed in further details below.

+

Note that this example takes a few minutes to run on a single core. The use of parallel processing is recommended.

+
set.seed(0)  #use to ensure reproducibility. remove in actual use.
+
+# (1) Setup paths and environment.
+library(BTR)
+
+# If intending to use parallel processing, uncomment the following lines.
+# library(doParallel) num_core = 4 #specify the number of cores to be used.
+# doParallel::registerDoParallel(cores=num_core)
+
+# (2) Load data.
+data(krum_bmodel)  #load a data frame of Boolean model.
+data(krum_istate)  #load a data frame of initial state.
+data(wilson_raw_data)  #load a data frame of expression data.
+
+bmodel = initialise_model(krum_bmodel)
+istate = krum_istate
+tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low")
+cdata = tmp_data[[1]]  #continuous data
+ddata = tmp_data[[2]]  #discretised data
+
+# (3) Filter cell types.
+cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", 
+    rownames(cdata))
+fcdata = cdata[cell_ind, ]  #select only relevant cells.
+fddata = ddata[cell_ind, ]
+
+# (4) Adding extra genes to the initial Boolean model. extra_genes =
+# setdiff(colnames(wilson_raw_data), bmodel@target) #to view available genes
+# to be added. print(extra_genes) #to view available genes to be added.
+add_gene = "ldb1"  #genes to be added: ldb1
+grown_bmodel = grow_bmodel(add_gene, bmodel)
+
+# (5) Estimating initial state for the extra genes. (estimating from CMPs)
+tmp_istate = mean(cdata[grepl("cmp", rownames(cdata)), add_gene])
+tmp_istate = matrix(round(tmp_istate), nrow = 1)
+colnames(tmp_istate) = add_gene
+grown_istate = cbind(istate, tmp_istate)
+grown_istate = initialise_data(grown_istate)
+
+# (6) Inferring Boolean model.
+final_model = model_train(cdata = fcdata, ddata = fddata, bmodel = grown_bmodel, 
+    istate = grown_istate, verbose = T)
+
+# (7) Visualise the Boolean model generated.
+plotBM(final_model)
+
+
+

6.3.2 Initial setup

+

The first step is to load the BTR package. If you are intending to use parallel processing, you will also need to load the doParallel package. Then specify how many cores you intend to use using registerDoParallel from the doParallel package.

+
set.seed(0)  #use to ensure reproducibility. remove in actual use.
+
+# (1) Setup paths and environment.
+library(BTR)
+
+# If intending to use parallel processing, uncomment the following lines.
+# library(doParallel) num_core = 4 #specify the number of cores to be used.
+# doParallel::registerDoParallel(cores=num_core)
+
+
+

6.3.3 Data preparation

+

3 pieces of data are needed to infer a Boolean model with an initial model: an expression data, an initial Boolean model and an initial state.

+

To load the data into R, use read.table or read.csv. In this example, we are using the example data included with the package, so we are accessing it by using data.

+

initialise_model converts the data frame containing the Boolean model into a BoolModel object. initialise_raw_data is used to preprocess the data.

+
# (2) Load data.
+data(krum_bmodel)  #load a data frame of Boolean model.
+data(krum_istate)  #load a data frame of initial state.
+data(wilson_raw_data)  #load a data frame of expression data.
+
+bmodel = initialise_model(krum_bmodel)
+istate = krum_istate
+tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low")
+cdata = tmp_data[[1]]  #continuous data
+ddata = tmp_data[[2]]  #discretised data
+

Once data are loaded and preprocessed, filter the cell types or genes to be included in the analysis if needed. It is advisable to reduce the number of genes to be included if the computation takes too long to complete. In this example, genes are not filtered as all genes that are present in both expression data and Boolean model are used automatically.

+
# (3) Filter cell types.
+cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", 
+    rownames(cdata))
+fcdata = cdata[cell_ind, ]  #select only relevant cells.
+fddata = ddata[cell_ind, ]
+
+
+

6.3.4 Add extra genes to the initial Boolean model

+

Extra genes can be added to the initial model using grow_bmodel. The function will add extra genes into the initial model with empty update functions.

+
# (4) Adding extra genes to the initial Boolean model. extra_genes =
+# setdiff(colnames(wilson_raw_data), bmodel@target) print(extra_genes) #to
+# view available genes to be added.
+add_gene = "ldb1"  #genes to be added: ldb1
+grown_bmodel = grow_bmodel(add_gene, bmodel)
+
+
+

6.3.5 Estimate initial state for the extra genes

+

Initial state needs to be modify to include the initial expression of the extra genes. The initial state of the extra genes can be set manually, or it can be estimated from the data if the data contain multiple cell types with known relationships. In this example, CMPs are known to be at developmental upstream of erythro-myeloid differentiation, therefore initial state can be estimated by taking the average expression of the extra genes in CMPs.

+
# (5) Estimating initial state for the extra genes. (estimating from CMPs)
+tmp_istate = mean(cdata[grepl("cmp", rownames(cdata)), add_gene])
+tmp_istate = matrix(round(tmp_istate), nrow = 1)
+colnames(tmp_istate) = add_gene
+grown_istate = cbind(istate, tmp_istate)
+grown_istate = initialise_data(grown_istate)
+
+
+

6.3.6 Run model training

+

To reconstruct a Boolean model from an expression data, run model_train.

+

In this example, model_train takes a few minutes to be completed on a single core. If this steps take a very long time to complete, do consider using the parallel processing option as described above.

+

You will receive a BoolModel object at the end of the model training process. The BoolModel object can be visualise using plotBM, which is based on igraph package. For easier manipulation, output the Boolean model using outgraph_model and display it with Cytoscape or Gephi.

+

Note that this example takes a long time to run. The use of parallel processing is recommended.

+
# (6) Inferring Boolean model.
+final_model = model_train(cdata = fcdata, ddata = fddata, bmodel = grown_bmodel, 
+    istate = grown_istate, verbose = T)
+
+# (7) Visualise the Boolean model generated.
+plotBM(final_model)
+

+
+
+
+ + + + + + + + diff --git a/vignettes/btr.md b/vignettes/btr.md new file mode 100644 index 0000000..e8daefe --- /dev/null +++ b/vignettes/btr.md @@ -0,0 +1,529 @@ +- [Brief introduction](#brief-introduction) +- [Installation](#installation) +- [Input data format](#input-data-format) +- [Output format](#output-format) +- [Useful functions in BTR](#useful-functions-in-btr) +- [Example workflows](#example-workflows) + - [Inferring model without an initial model](#inferring-model-without-an-initial-model) + - [Full workflow](#full-workflow) + - [Initial setup](#initial-setup) + - [Data preparation](#data-preparation) + - [Run model training](#run-model-training) + - [Inferring model with an initial model](#inferring-model-with-an-initial-model) + - [Full workflow](#full-workflow-1) + - [Initial setup](#initial-setup-1) + - [Data preparation](#data-preparation-1) + - [Run model training](#run-model-training-1) + - [Extending model with more genes](#extending-model-with-more-genes) + - [Full workflow](#full-workflow-2) + - [Initial setup](#initial-setup-2) + - [Data preparation](#data-preparation-2) + - [Add extra genes to the initial Boolean model](#add-extra-genes-to-the-initial-boolean-model) + - [Estimate initial state for the extra genes](#estimate-initial-state-for-the-extra-genes) + - [Run model training](#run-model-training-2) + + +Brief introduction +================== + +`BTR` is a model learning algorithm for reconstructing and training asynchronous Boolean models using single-cell expression data. Refer to the paper for more details on the concepts behind the algorithm. This vignette serves as a tutorial to demonstrate example workflows that can be adapted to individual cases experienced by users. + +Running `BTR` is straightforward. However, note that depending on the (1) size of single-cell expression data and (2) complexity of Boolean model, `BTR` may take a long time to complete the computation. In such cases, it is advisable to use the built-in parallel processing capability of `BTR`. This can be easily achieved by using `doParallel` package, as illustrated in the example. + +Note that the examples presented in this vignette are different from the results presented in our paper. The examples presented here have been simplified to speed up the processing time. + +Installation +============ + +`BTR` can be installed from CRAN. + +``` r +install.packages('BTR') +``` + +Or from Github for the latest version. To install from Gitbub, you will require the `devtools` package. + +``` r +install.packages('devtools') +devtools::install_github("cheeyeelim/BTR") +``` + +Also install `doParallel` package if you intend to use parallel processing. + +Input data format +================= + +Depending on the analysis, only 3 types of data will ever be needed. The format of the data required is discussed below. + +1. Expression data. A matrix with genes on the columns, and cells on the row. + +The expression data should be preprocessed as in any standard sequencing data processing pipelines, which includes quality control filtering and normalisation. + +Use `initialise_raw_data` to convert expression data into a suitable format for model inference. It is recommended to use `initialise_raw_data` before subsetting the expression data for preferred cell types. + +``` r +data(wilson_raw_data) +round(wilson_raw_data[1:5, 1:5], 4) +``` + +| | bptf| cbfa2t3h| csf1r| dnmt3a| eif2b1| +|-----------|--------:|---------:|--------:|--------:|-------:| +| lmpp\_002 | 1.0261| 2.3944| 2.6847| 1.6636| 2.0203| +| lmpp\_003 | 2.6496| 1.7800| 1.6821| 1.5941| 2.7736| +| lmpp\_004 | 10.3080| 0.5889| 4.2653| -0.5565| 0.0026| +| lmpp\_007 | 0.5419| 1.8631| 10.8468| 0.1757| 1.0873| +| lmpp\_008 | 0.9209| 2.6637| 2.8549| 2.1965| 2.3663| + +``` r +edata = initialise_raw_data(wilson_raw_data, max_expr='low') #max_expr='low' because this is qPCR data. +``` + +1. Initial Boolean model. A data frame with two columns, targets and update functions. + +Note that if an update function contains both activation and inhibition genes, they must be expressed with a separate clause containing only activation genes, and a separate clause containing only inhibition genes. (See the update functions of Gata1 and Gata2 for examples) + +Use `initialise_model` to convert the input Boolean model into a BoolModel object. + +``` r +data(krum_bmodel) +head(krum_bmodel) +``` + +| targets | factors | +|:--------|:-----------------------------------| +| gata2 | gata2 & ! ((gata1 & fog1) | sfpi1) | +| gata1 | (gata1 | gata2 | fli1) & ! sfpi1 | +| fog1 | gata1 | +| eklf | gata1 & ! fli1 | +| fli1 | gata1 & ! eklf | +| scl | gata1 & ! sfpi1 | + +``` r +bmodel = initialise_model(krum_bmodel) +``` + +1. Initial state. + +A single row data frame with genes as the columns. The expression state of each gene must be in binarised form, i.e. 0s and 1s. + +Note that all the genes that are present in the initial Boolean model must also be present here. + +``` r +data(krum_istate) +head(krum_istate) +``` + +| | cjun| cebpa| fli1| gata1| gata2| eklf| sfpi1| gfi1| scl| egrnab| fog1| +|----------------|-----:|------:|-----:|------:|------:|-----:|------:|-----:|----:|-------:|-----:| +| initial\_state | 0| 1| 0| 0| 1| 0| 1| 0| 0| 0| 0| + +Output format +============= + +BTR supports several output formats for Boolean models, as shown below. + +- `outgraph_model` - Outputs a Boolean model in a tab-delimited file with each line being an edge (i.e. gene interaction). This function also outputs a node attribute file, which can be used to distinguish gene and AND nodes in a graph plotting software. This format is readable by both Cytoscape and Gephi. +- `outgenysis_model` - Outputs a Boolean model in a space-delimited file with each line being an edge (i.e. gene interaction). This format is readable by genYsis (used for steady state analysis). +- `writeBM` - Outputs a Boolean model in a comma-delimited file similar in format to the input file format (i.e. two columns: genes and update functions). + +BTR can also output a state transition graph. + +- `outstate_graph` - Outputs a state space of a Boolean model simulated with an initial state. This format is readable by both Cytoscape and Gephi. + +Useful functions in BTR +======================= + +Besides training Boolean models, BTR can be used for simulating a Boolean model asynchronously and calculate the score of a Boolean model with respect to a data. + +- `model_train` - Core function in `BTR` that performs Boolean model inference. +- `simulate_model` - Simulate a Boolean model asynchronously using an initial state, and return its state space. +- `calc_mscore` - Calculate a distance score for a Boolean model with respect to an expression data. +- `model_dist` - Calculate the number of genes in the update functions that differ between two Boolean models. +- `model_setdiff` - Show the genes in the update functions that differ between two Boolean models. + +Example workflows +================= + +Three example workflows will be discussed in this vignette: (1) Inferring model without an initial model, (2) Inferring model with an initial model, (3) Extending model with more genes. The two workflows are largely similar, which only differ in the data preparation step. + +Inferring model without an initial model +---------------------------------------- + +This workflow is intended for use on inferring a Boolean model without an initial model. + +When no initial model is used, BTR will reconstruct gene interactions from a list of user-specified genes. If the number of genes in the expression data is low (e.g. in qPCR), it is also possible to use all the genes in the expression data. + +### Full workflow + +Full workflow is included here for easy referencing. Each step is discussed in further details below. + +``` r +set.seed(0) #use to ensure reproducibility. remove in actual use. + +# (1) Setup paths and environment. +library(BTR) + +# If intending to use parallel processing, uncomment the following lines. +# library(doParallel) num_core = 4 #specify the number of cores to be used. +# doParallel::registerDoParallel(cores=num_core) + +# (2) Load data. +data(wilson_raw_data) #load a data frame of expression data. +tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low") +cdata = tmp_data[[1]] #continuous data +ddata = tmp_data[[2]] #discretised data + +# (3) Filter cell types. +cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", + rownames(cdata)) +fcdata = cdata[cell_ind, ] #select only relevant cells. +fddata = ddata[cell_ind, ] + +# (4) Filter genes. +gene_ind = c("fli1", "gata1", "gata2", "gfi1", "scl", "sfpi1") #select genes to be included. +fcdata = fcdata[, gene_ind] +fddata = fddata[, gene_ind] + +# (5) Inferring Boolean model. +final_model = model_train(cdata = fcdata, ddata = fddata, max_varperrule = 4, + verbose = T) + +# (6) Visualise the Boolean model generated. +plotBM(final_model) +``` + +### Initial setup + +The first step is to load the `BTR` package. If you are intending to use parallel processing, you will also need to load the `doParallel` package. Then specify how many cores you intend to use using `registerDoParallel` from the `doParallel` package. + +``` r +set.seed(0) #use to ensure reproducibility. remove in actual use. + +# (1) Setup paths and environment. +library(BTR) + +# If intending to use parallel processing, uncomment the following lines. +# library(doParallel) num_core = 4 #specify the number of cores to be used. +# doParallel::registerDoParallel(cores=num_core) +``` + +### Data preparation + +Only the expression data is needed for inferring a Boolean model without an initial model. + +To load the data into R, use `read.table` or `read.csv`. In this example, we are using the example data included with the package, so we are accessing it by using `data`. + +`initialise_raw_data` is used to preprocess the data. + +``` r +# (2) Load data. +data(wilson_raw_data) #load a data frame of expression data. +tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low") +cdata = tmp_data[[1]] #continuous data +ddata = tmp_data[[2]] #discretised data +``` + +Once data is loaded and preprocessed, filter the cell types or genes to be included in the analysis if needed. It is advisable to reduce the number of genes to be included if the computation takes too long to complete. + +``` r +# (3) Filter cell types. +cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", + rownames(cdata)) +fcdata = cdata[cell_ind, ] #select only relevant cells. +fddata = ddata[cell_ind, ] + +# (4) Filter genes. +gene_ind = c("fli1", "gata1", "gata2", "gfi1", "scl", "sfpi1") #select genes to be included. +fcdata = fcdata[, gene_ind] +fddata = fddata[, gene_ind] +``` + +### Run model training + +To reconstruct a Boolean model from an expression data, run `model_train`. + +In this example, `model_train` takes a few seconds to be completed on a single core. If this steps take a very long time to complete, do consider using the parallel processing option as described above. + +You will receive a BoolModel object at the end of the model training process. The BoolModel object can be visualise quickly using `plotBM`, which is based on `igraph` package. For easier manipulation, output the Boolean model using `outgraph_model` and display it with Cytoscape or Gephi. + +``` r +# (5) Inferring Boolean model. +final_model = model_train(cdata = fcdata, ddata = fddata, max_varperrule = 4, + verbose = T) + +# (6) Visualise the Boolean model generated. +plotBM(final_model) +``` + +![](btr_files/figure-markdown_github/unnamed-chunk-17-1.png) + +Inferring model with an initial model +------------------------------------- + +This workflow is intended for use on inferring a Boolean model with an initial model. + +When an initial model is used, note that only genes that are both present in the initial model and expression data will be used for reconstructing gene interactions. Any genes in the initial model that do not have corresponding expression values in the data will keep their original gene interactions as specified in the initial model without any modifications. + +### Full workflow + +Full workflow is included here for easy referencing. Each step is discussed in further details below. + +``` r +set.seed(0) #use to ensure reproducibility. remove in actual use. + +# (1) Setup paths and environment. +library(BTR) + +# If intending to use parallel processing, uncomment the following lines. +# library(doParallel) num_core = 4 #specify the number of cores to be used. +# doParallel::registerDoParallel(cores=num_core) + +# (2) Load data. +data(krum_bmodel) #load a data frame of Boolean model. +data(krum_istate) #load a data frame of initial state. +data(wilson_raw_data) #load a data frame of expression data. + +bmodel = initialise_model(krum_bmodel) +istate = krum_istate +tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low") +cdata = tmp_data[[1]] #continuous data +ddata = tmp_data[[2]] #discretised data + +# (3) Filter cell types. +cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", + rownames(cdata)) +fcdata = cdata[cell_ind, ] #select only relevant cells. +fddata = ddata[cell_ind, ] + +# (4) Inferring Boolean model. +final_model = model_train(cdata = fcdata, ddata = fddata, bmodel = bmodel, istate = istate, + max_varperrule = 4, verbose = T) + +# (5) Visualise the Boolean model generated. +plotBM(final_model) +``` + +### Initial setup + +The first step is to load the `BTR` package. If you are intending to use parallel processing, you will also need to load the `doParallel` package. Then specify how many cores you intend to use using `registerDoParallel` from the `doParallel` package. + +``` r +set.seed(0) #use to ensure reproducibility. remove in actual use. + +# (1) Setup paths and environment. +library(BTR) + +# If intending to use parallel processing, uncomment the following lines. +# library(doParallel) num_core = 4 #specify the number of cores to be used. +# doParallel::registerDoParallel(cores=num_core) +``` + +### Data preparation + +3 pieces of data are needed to infer a Boolean model with an initial model: an expression data, an initial Boolean model and an initial state. + +To load the data into R, use `read.table` or `read.csv`. In this example, we are using the example data included with the package, so we are accessing it by using `data`. + +`initialise_model` converts the data frame containing the Boolean model into a BoolModel object. `initialise_raw_data` is used to preprocess the data. + +``` r +# (2) Load data. (2) Load data. +data(krum_bmodel) #load a data frame of Boolean model. +data(krum_istate) #load a data frame of initial state. +data(wilson_raw_data) #load a data frame of expression data. + +bmodel = initialise_model(krum_bmodel) +istate = krum_istate +tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low") +cdata = tmp_data[[1]] #continuous data +ddata = tmp_data[[2]] #discretised data +``` + +Once data are loaded and preprocessed, filter the cell types or genes to be included in the analysis if needed. It is advisable to reduce the number of genes to be included if the computation takes too long to complete. In this example, genes are not filtered as all genes that are present in both expression data and Boolean model are used automatically. + +``` r +# (3) Filter cell types. +cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", + rownames(cdata)) +fcdata = cdata[cell_ind, ] #select only relevant cells. +fddata = ddata[cell_ind, ] +``` + +### Run model training + +To reconstruct a Boolean model from an expression data, run `model_train`. + +In this example, `model_train` takes one or two minutes to be completed on a single core. If this steps take a very long time to complete, do consider using the parallel processing option as described above. + +You will receive a BoolModel object at the end of the model training process. The BoolModel object can be visualise using `plotBM`, which is based on `igraph` package. For easier manipulation, output the Boolean model using `outgraph_model` and display it with Cytoscape or Gephi. + +``` r +# (4) Inferring Boolean model. +final_model = model_train(cdata = fcdata, ddata = fddata, bmodel = bmodel, istate = istate, + max_varperrule = 4, verbose = T) + +# (5) Visualise the Boolean model generated. +plotBM(final_model) +``` + +![](btr_files/figure-markdown_github/unnamed-chunk-23-1.png) + +Extending model with more genes +------------------------------- + +This workflow is intended for use on extending an initial Boolean model with additional genes. + +When an initial model is used, note that only genes that are both present in the initial model and expression data will be used for reconstructing gene interactions. Any genes in the initial model that do not have corresponding expression values in the data will keep their original gene interactions as specified in the initial model without any modifications. + +### Full workflow + +Full workflow is included here for easy referencing. Each step is discussed in further details below. + +*Note that this example takes a few minutes to run on a single core. The use of parallel processing is recommended.* + +``` r +set.seed(0) #use to ensure reproducibility. remove in actual use. + +# (1) Setup paths and environment. +library(BTR) + +# If intending to use parallel processing, uncomment the following lines. +# library(doParallel) num_core = 4 #specify the number of cores to be used. +# doParallel::registerDoParallel(cores=num_core) + +# (2) Load data. +data(krum_bmodel) #load a data frame of Boolean model. +data(krum_istate) #load a data frame of initial state. +data(wilson_raw_data) #load a data frame of expression data. + +bmodel = initialise_model(krum_bmodel) +istate = krum_istate +tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low") +cdata = tmp_data[[1]] #continuous data +ddata = tmp_data[[2]] #discretised data + +# (3) Filter cell types. +cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", + rownames(cdata)) +fcdata = cdata[cell_ind, ] #select only relevant cells. +fddata = ddata[cell_ind, ] + +# (4) Adding extra genes to the initial Boolean model. extra_genes = +# setdiff(colnames(wilson_raw_data), bmodel@target) #to view available genes +# to be added. print(extra_genes) #to view available genes to be added. +add_gene = "ldb1" #genes to be added: ldb1 +grown_bmodel = grow_bmodel(add_gene, bmodel) + +# (5) Estimating initial state for the extra genes. (estimating from CMPs) +tmp_istate = mean(cdata[grepl("cmp", rownames(cdata)), add_gene]) +tmp_istate = matrix(round(tmp_istate), nrow = 1) +colnames(tmp_istate) = add_gene +grown_istate = cbind(istate, tmp_istate) +grown_istate = initialise_data(grown_istate) + +# (6) Inferring Boolean model. +final_model = model_train(cdata = fcdata, ddata = fddata, bmodel = grown_bmodel, + istate = grown_istate, verbose = T) + +# (7) Visualise the Boolean model generated. +plotBM(final_model) +``` + +### Initial setup + +The first step is to load the `BTR` package. If you are intending to use parallel processing, you will also need to load the `doParallel` package. Then specify how many cores you intend to use using `registerDoParallel` from the `doParallel` package. + +``` r +set.seed(0) #use to ensure reproducibility. remove in actual use. + +# (1) Setup paths and environment. +library(BTR) + +# If intending to use parallel processing, uncomment the following lines. +# library(doParallel) num_core = 4 #specify the number of cores to be used. +# doParallel::registerDoParallel(cores=num_core) +``` + +### Data preparation + +3 pieces of data are needed to infer a Boolean model with an initial model: an expression data, an initial Boolean model and an initial state. + +To load the data into R, use `read.table` or `read.csv`. In this example, we are using the example data included with the package, so we are accessing it by using `data`. + +`initialise_model` converts the data frame containing the Boolean model into a BoolModel object. `initialise_raw_data` is used to preprocess the data. + +``` r +# (2) Load data. +data(krum_bmodel) #load a data frame of Boolean model. +data(krum_istate) #load a data frame of initial state. +data(wilson_raw_data) #load a data frame of expression data. + +bmodel = initialise_model(krum_bmodel) +istate = krum_istate +tmp_data = initialise_raw_data(wilson_raw_data, max_expr = "low") +cdata = tmp_data[[1]] #continuous data +ddata = tmp_data[[2]] #discretised data +``` + +Once data are loaded and preprocessed, filter the cell types or genes to be included in the analysis if needed. It is advisable to reduce the number of genes to be included if the computation takes too long to complete. In this example, genes are not filtered as all genes that are present in both expression data and Boolean model are used automatically. + +``` r +# (3) Filter cell types. +cell_ind = grepl("cmp", rownames(cdata)) | grepl("gmp", rownames(cdata)) | grepl("mep", + rownames(cdata)) +fcdata = cdata[cell_ind, ] #select only relevant cells. +fddata = ddata[cell_ind, ] +``` + +### Add extra genes to the initial Boolean model + +Extra genes can be added to the initial model using `grow_bmodel`. The function will add extra genes into the initial model with empty update functions. + +``` r +# (4) Adding extra genes to the initial Boolean model. extra_genes = +# setdiff(colnames(wilson_raw_data), bmodel@target) print(extra_genes) #to +# view available genes to be added. +add_gene = "ldb1" #genes to be added: ldb1 +grown_bmodel = grow_bmodel(add_gene, bmodel) +``` + +### Estimate initial state for the extra genes + +Initial state needs to be modify to include the initial expression of the extra genes. The initial state of the extra genes can be set manually, or it can be estimated from the data if the data contain multiple cell types with known relationships. In this example, CMPs are known to be at developmental upstream of erythro-myeloid differentiation, therefore initial state can be estimated by taking the average expression of the extra genes in CMPs. + +``` r +# (5) Estimating initial state for the extra genes. (estimating from CMPs) +tmp_istate = mean(cdata[grepl("cmp", rownames(cdata)), add_gene]) +tmp_istate = matrix(round(tmp_istate), nrow = 1) +colnames(tmp_istate) = add_gene +grown_istate = cbind(istate, tmp_istate) +grown_istate = initialise_data(grown_istate) +``` + +### Run model training + +To reconstruct a Boolean model from an expression data, run `model_train`. + +In this example, `model_train` takes a few minutes to be completed on a single core. If this steps take a very long time to complete, do consider using the parallel processing option as described above. + +You will receive a BoolModel object at the end of the model training process. The BoolModel object can be visualise using `plotBM`, which is based on `igraph` package. For easier manipulation, output the Boolean model using `outgraph_model` and display it with Cytoscape or Gephi. + +*Note that this example takes a long time to run. The use of parallel processing is recommended.* + +``` r +# (6) Inferring Boolean model. +final_model = model_train(cdata = fcdata, ddata = fddata, bmodel = grown_bmodel, + istate = grown_istate, verbose = T) + +# (7) Visualise the Boolean model generated. +plotBM(final_model) +``` + +![](btr_files/figure-markdown_github/unnamed-chunk-31-1.png) diff --git a/vignettes/btr.pdf b/vignettes/btr.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a55ba22cb41ca5eb69e325c6019b764f2562a3a6 GIT binary patch literal 305210 zcmcG$1zeR&*FG#E-6hSYJ2u_j-5t^(CEXz1jnW_}B}hpKNOvRMT>{dLz_;NXk9y)c z&-cFXpWlz!_ulucnQPXpnYq@wXKr#uQE_@80~;Lq@L0zb91y?+urqoF$IA;~Q~@wb z*s0n97)1e8j;6*=mUgxbKxzO#Kb)zp$$ci)-!oI`vT(42{yB7+n3#m`6Nmf6@;))W zPt5KUT_#r0|L;HB-d{Q0Cl6We?ypSl6X*NH_&#~K`%uQiU0dq!)w2ByM&_R}a{e7g zsr&LDAUOU}li~f9^&iQ@*MEe-^)C=ueue;K{?8bm-&gw3?uYum>*+xqKVUpueZTjh z&HHFc1Cp z!=@gz_Rwj+Xy)PPhyMLrOZuar??Mk&_K^SkFAr9%dY@7G4~;Va+u&gTr4fHSI>hda 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