2020-09-21 04:28:24 +00:00
|
|
|
# tocID <- "./.utilities.R"
|
2017-08-18 20:04:01 +00:00
|
|
|
#
|
|
|
|
# Miscellaneous R code to suppport the project
|
|
|
|
#
|
2020-09-21 04:28:24 +00:00
|
|
|
# Version: 1.4
|
|
|
|
# Date: 2017-09 - 2020-09
|
2017-08-18 20:04:01 +00:00
|
|
|
# Author: Boris Steipe
|
|
|
|
#
|
2020-09-21 11:34:45 +00:00
|
|
|
# V 1.4 Maintenance, and new validation utilities
|
2019-11-15 03:38:53 +00:00
|
|
|
# V 1.3.1 prefix Biostrings:: to subseq()
|
2017-10-29 03:09:21 +00:00
|
|
|
# V 1.3 load msa support functions
|
2017-09-25 05:29:43 +00:00
|
|
|
# V 1.2 update database utilities to support 2017 version of JSON sources
|
2017-09-21 21:49:15 +00:00
|
|
|
# V 1.1 2017 updates for ABC-units
|
2017-08-18 20:04:01 +00:00
|
|
|
# V 1.0 First code
|
|
|
|
#
|
|
|
|
# ToDo:
|
|
|
|
# Notes:
|
|
|
|
#
|
|
|
|
# ==============================================================================
|
|
|
|
|
2020-09-21 04:28:24 +00:00
|
|
|
|
|
|
|
#TOC> ==========================================================================
|
2020-09-22 03:02:10 +00:00
|
|
|
#TOC>
|
2020-09-21 04:28:24 +00:00
|
|
|
#TOC> Section Title Line
|
|
|
|
#TOC> -----------------------------------------------------------
|
2020-09-21 11:34:45 +00:00
|
|
|
#TOC> 1 SCRIPTS TO SOURCE 45
|
|
|
|
#TOC> 2 PACKAGES 51
|
|
|
|
#TOC> 3 SUPPORT FUNCTIONS 62
|
|
|
|
#TOC> 3.1 objectInfo() 65
|
|
|
|
#TOC> 3.2 biCode() 93
|
|
|
|
#TOC> 3.3 sameSpecies() 127
|
|
|
|
#TOC> 3.4 pBar() 146
|
|
|
|
#TOC> 3.5 waitTimer() 168
|
|
|
|
#TOC> 3.6 fetchMSAmotif() 196
|
|
|
|
#TOC> 3.7 H() (Shannon entropy) 240
|
|
|
|
#TOC> 4 DATA 254
|
|
|
|
#TOC> 4.1 REFspecies 256
|
|
|
|
#TOC> 5 FUNCTIONS TO CUSTOMIZE ASSIGNMENTS 271
|
|
|
|
#TOC> 5.1 getMYSPE() 274
|
|
|
|
#TOC> 5.2 selectPDBrep() 283
|
2020-09-22 03:02:10 +00:00
|
|
|
#TOC>
|
2020-09-21 04:28:24 +00:00
|
|
|
#TOC> ==========================================================================
|
|
|
|
|
|
|
|
|
|
|
|
# = 1 SCRIPTS TO SOURCE ===================================================
|
2017-09-25 05:29:43 +00:00
|
|
|
|
|
|
|
source("./scripts/ABC-dbUtilities.R")
|
2017-10-29 03:09:21 +00:00
|
|
|
source("./scripts/ABC-writeALN.R")
|
|
|
|
source("./scripts/ABC-writeMFA.R")
|
2017-09-25 05:29:43 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# = 2 PACKAGES ============================================================
|
2017-09-25 05:29:43 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
if (! requireNamespace("digest", quietly = TRUE)) {
|
|
|
|
install.packages("digest")
|
|
|
|
}
|
|
|
|
|
|
|
|
if (! requireNamespace("jsonlite", quietly = TRUE)) {
|
|
|
|
install.packages("jsonlite")
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
# = 3 SUPPORT FUNCTIONS ===================================================
|
2020-09-21 04:28:24 +00:00
|
|
|
|
2017-09-25 05:29:43 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 3.1 objectInfo() ======================================================
|
2017-08-18 20:04:01 +00:00
|
|
|
objectInfo <- function(x) {
|
|
|
|
# Function to combine various information items about R objects
|
|
|
|
#
|
|
|
|
# Input: an R object
|
|
|
|
# Value: none - prints information as side-effect
|
|
|
|
|
|
|
|
cat("object contents:")
|
|
|
|
print(x, digits = 22) # print value at maximal precision
|
|
|
|
|
|
|
|
cat("\nstructure of object:\n")
|
|
|
|
str(x)
|
|
|
|
|
|
|
|
if (! is.list(x)) { # Don't use cat() if x is a list. cat() can't handle lists.
|
|
|
|
cat("\nmode: ", mode(x), "\n")
|
|
|
|
cat("typeof: ", typeof(x), "\n")
|
|
|
|
cat("class: ", class(x), "\n")
|
|
|
|
}
|
|
|
|
|
|
|
|
# if the object has attributes, print them too
|
|
|
|
if (! is.null(attributes(x))) {
|
|
|
|
cat("\nattributes:\n")
|
|
|
|
attributes(x)
|
|
|
|
}
|
|
|
|
# Done
|
|
|
|
}
|
|
|
|
|
2017-09-12 20:09:20 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 3.2 biCode() ==========================================================
|
2017-09-12 20:09:20 +00:00
|
|
|
biCode <- function(s) {
|
2017-10-15 22:44:06 +00:00
|
|
|
# Make a 5 character "biCode" from a binomial name by concatening
|
2017-10-06 12:49:10 +00:00
|
|
|
# the uppercased first three letter of the first word and the first
|
2017-10-15 22:44:06 +00:00
|
|
|
# two letters of the second word. If there is only one word, we take the
|
|
|
|
# first five characters from that. Outputs are padded with "." if necessary.
|
|
|
|
# NAs in input are preserved.
|
|
|
|
# Parameters:
|
|
|
|
# s chr vector of binomial species names
|
|
|
|
# Value: chr vector of biCodes, same length as s, NAs are preserved
|
2017-10-06 12:49:10 +00:00
|
|
|
|
|
|
|
b <- character(length(s))
|
2017-10-15 22:44:06 +00:00
|
|
|
s <- gsub("[^a-zA-Z ]", "", as.character(s)) # remove all non-alphabetic
|
|
|
|
# characters except space
|
2017-10-06 12:49:10 +00:00
|
|
|
s <- toupper(s)
|
|
|
|
|
|
|
|
for (i in seq_along(s)) {
|
2017-10-15 22:44:06 +00:00
|
|
|
x <- unlist(strsplit(s[i], "\\s+"))
|
|
|
|
if (length(x) == 0) { # empty string
|
|
|
|
x <- c("", "")
|
|
|
|
} else if (length(x) == 1) { # only one string
|
|
|
|
x <- c(substr(x, 1, 3), substr(x, 4, 5)) # 3 + 2 with whatever is there
|
|
|
|
}
|
|
|
|
x <- paste0(x[1:2], "...") # pad strings
|
|
|
|
|
|
|
|
b[i] <- paste0(substr(x[1], 1, 3), substr(x[2], 1, 2))
|
2017-09-12 20:09:20 +00:00
|
|
|
}
|
2017-10-15 22:44:06 +00:00
|
|
|
|
|
|
|
b[is.na(s)] <- NA # recover NAs from input
|
|
|
|
|
2017-09-12 20:09:20 +00:00
|
|
|
return(b)
|
|
|
|
}
|
|
|
|
|
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 3.3 sameSpecies() =====================================================
|
|
|
|
sameSpecies <- function(a, b) {
|
|
|
|
# Parameters: a, b two vectors that contain
|
|
|
|
# binomial species names and maybe additional strain information.
|
|
|
|
# Value: a boolean vector, true where the species in a is the same as
|
|
|
|
# the species in b.
|
|
|
|
# Note: the usual vector recycling applies. Length is not checked.
|
|
|
|
a <- gsub("^(\\S+\\s\\S+).*", "\\1", a)
|
|
|
|
b <- gsub("^(\\S+\\s\\S+).*", "\\1", b)
|
|
|
|
if (any(! grepl("^\\S+\\s\\S+$", a))) {
|
|
|
|
stop("\"a\" contains elements that are not binomial names.")
|
|
|
|
}
|
|
|
|
if (any(! grepl("^\\S+\\s\\S+$", b))) {
|
|
|
|
stop("\"b\" contains elements that are not binomial names.")
|
|
|
|
}
|
|
|
|
return(a == b)
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
# == 3.4 pBar() ============================================================
|
|
|
|
pBar <- function(i, l, nCh = 50) {
|
|
|
|
# Draw a progress bar in the console
|
2017-09-12 20:09:20 +00:00
|
|
|
# i: the current iteration
|
|
|
|
# l: the total number of iterations
|
|
|
|
# nCh: width of the progress bar
|
|
|
|
ticks <- round(seq(1, l-1, length.out = nCh))
|
|
|
|
if (i < l) {
|
|
|
|
if (any(i == ticks)) {
|
2018-10-31 01:27:42 +00:00
|
|
|
p <- which(i == ticks)[1] # use only first, in case there are ties
|
2017-09-12 20:09:20 +00:00
|
|
|
p1 <- paste(rep("#", p), collapse = "")
|
|
|
|
p2 <- paste(rep("-", nCh - p), collapse = "")
|
|
|
|
cat(sprintf("\r|%s%s|", p1, p2))
|
|
|
|
flush.console()
|
|
|
|
}
|
|
|
|
}
|
|
|
|
else { # done
|
|
|
|
cat("\n")
|
|
|
|
}
|
|
|
|
}
|
|
|
|
|
2017-09-21 21:49:15 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 3.5 waitTimer() =======================================================
|
2017-09-21 21:49:15 +00:00
|
|
|
waitTimer <- function(t, nIntervals = 50) {
|
|
|
|
# pause and wait for t seconds and display a progress bar as
|
|
|
|
# you are waiting
|
|
|
|
t <- as.numeric(t)
|
|
|
|
|
|
|
|
if (t < 0.1) {return(invisible())}
|
|
|
|
|
|
|
|
increment <- t / nIntervals
|
|
|
|
|
|
|
|
bar <- "----:----|" # One module for the progress bar:
|
|
|
|
bar <- rep(bar, ceiling(nIntervals / 10)) # repeat,
|
|
|
|
bar <- unlist(strsplit(bar, "")) # split into single characters,
|
|
|
|
bar <- bar[1:nIntervals] # truncate,
|
|
|
|
bar <- paste(bar, collapse="") # and collapse.
|
|
|
|
|
|
|
|
cat(sprintf("\nWaiting: |%s\n |", bar))
|
|
|
|
for (i in 1:(nIntervals - 1)) {
|
|
|
|
Sys.sleep(increment)
|
|
|
|
cat("=")
|
|
|
|
}
|
|
|
|
Sys.sleep(increment)
|
|
|
|
cat("|\n\n")
|
|
|
|
|
|
|
|
return(invisible())
|
|
|
|
}
|
|
|
|
|
2017-09-25 05:29:43 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 3.6 fetchMSAmotif() ===================================================
|
2017-11-01 13:43:32 +00:00
|
|
|
fetchMSAmotif <- function(ali, mot) {
|
2019-11-15 03:38:53 +00:00
|
|
|
# Retrieve a subset from ali that spans the sequence in mot.
|
|
|
|
# Biostrings package must be installed.
|
2017-11-01 13:43:32 +00:00
|
|
|
# Parameters:
|
|
|
|
# ali MsaAAMultipleAlignment object
|
|
|
|
# mot chr substring within ali
|
|
|
|
# Value: AAStringset
|
|
|
|
|
|
|
|
if (class(ali) != "MsaAAMultipleAlignment" &&
|
|
|
|
class(ali) != "MsaDNAMultipleAlignment" &&
|
|
|
|
class(ali) != "MsaRNAMultipleAlignment") {
|
|
|
|
stop("ali has to be an msa multiple alignment object.")
|
|
|
|
}
|
|
|
|
|
|
|
|
if (class(mot) != "character") {
|
|
|
|
stop("mot has to be a character object.")
|
|
|
|
}
|
|
|
|
|
|
|
|
x <- gsub("-", "", as.character(ali)) # pure sequence, no hyphens
|
|
|
|
|
|
|
|
idx <- grep(mot, x)[1] # first sequence containing mot. If no match,
|
|
|
|
# idx becomes NA
|
|
|
|
if (is.na(idx)) {
|
|
|
|
stop("mot is not a subsequence in ali.")
|
|
|
|
}
|
|
|
|
|
|
|
|
# Find the match range
|
|
|
|
m <- regexpr(mot, x[idx])
|
|
|
|
motifStart <- as.numeric(m)
|
|
|
|
motifEnd <- attr(m, "match.length") + motifStart - 1
|
|
|
|
|
|
|
|
# Count characters, skip hyphens ...
|
|
|
|
x <- unlist(strsplit(as.character(ali)[idx], ""))
|
|
|
|
x <- x != "-"
|
|
|
|
x <- as.numeric(x)
|
|
|
|
x <- cumsum(x)
|
|
|
|
|
2019-11-15 03:38:53 +00:00
|
|
|
return(Biostrings::subseq(ali@unmasked,
|
2017-11-01 13:43:32 +00:00
|
|
|
start = which(x == motifStart)[1], # get the first position
|
|
|
|
end = which(x == motifEnd)[1]))
|
|
|
|
}
|
|
|
|
|
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 3.7 H() (Shannon entropy) =============================================
|
2020-09-21 04:28:24 +00:00
|
|
|
H <- function(x, N) {
|
|
|
|
# calculate the Shannon entropy of the vector x given N possible states
|
|
|
|
# (in bits).
|
|
|
|
# H(x) = - sum_i(P(x_i) * log2(P(x_i)); 0 * log(0) == 0
|
|
|
|
t <- table(x)
|
|
|
|
if (missing(N)) { N <- length(t) }
|
|
|
|
if (length(t) > N ) { stop("N can't be smaller than observed states.") }
|
|
|
|
h <- sum(- (t / length(x)) * log2(t / length(x)))
|
|
|
|
return(h)
|
|
|
|
}
|
|
|
|
|
|
|
|
|
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# = 4 DATA ================================================================
|
2020-09-21 04:28:24 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 4.1 REFspecies ========================================================
|
2020-09-21 04:28:24 +00:00
|
|
|
# 10 species of fungi for reference analysis.
|
|
|
|
# http://steipe.biochemistry.utoronto.ca/abc/index.php/Reference_species_for_fungi
|
|
|
|
REFspecies <- c("Aspergillus nidulans",
|
|
|
|
"Bipolaris oryzae",
|
|
|
|
"Coprinopsis cinerea",
|
|
|
|
"Cryptococcus neoformans",
|
|
|
|
"Neurospora crassa",
|
|
|
|
"Puccinia graminis",
|
|
|
|
"Saccharomyces cerevisiae",
|
|
|
|
"Schizosaccharomyces pombe",
|
|
|
|
"Ustilago maydis",
|
|
|
|
"Wallemia mellicola")
|
|
|
|
|
2017-11-01 13:43:32 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# = 5 FUNCTIONS TO CUSTOMIZE ASSIGNMENTS ==================================
|
2017-11-01 13:43:32 +00:00
|
|
|
|
2020-09-22 03:02:10 +00:00
|
|
|
# == 5.1 seal() ========================================================
|
2020-09-23 04:13:52 +00:00
|
|
|
seal <- function(x.1L) { .Call(digest:::digest_impl,x.1L,3L,-1L,-0,-0,-0) }
|
2020-09-22 03:02:10 +00:00
|
|
|
|
2017-10-22 01:00:18 +00:00
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 5.1 getMYSPE() ========================================================
|
2020-09-21 04:28:24 +00:00
|
|
|
getMYSPE <- function(x) {
|
|
|
|
dat <- readRDS("./data/sDat.rds")
|
|
|
|
map <- readRDS("./data/MYSPEmap.rds")
|
|
|
|
key <- gsub(".+(....).$", "\\1", x)
|
|
|
|
return(dat$species[map[key, "iMYSPE"]])
|
|
|
|
}
|
|
|
|
|
|
|
|
|
2020-09-21 11:34:45 +00:00
|
|
|
# == 5.2 selectPDBrep() ====================================================
|
2020-09-22 03:02:10 +00:00
|
|
|
selectPDBrep <- function(n, forCredit = FALSE) {
|
2017-10-22 01:00:18 +00:00
|
|
|
# Select n PDB IDs from a list of high-resolution, non-homologous, single
|
|
|
|
# domain, single chain structure files that represent a CATH topology
|
|
|
|
# group.
|
2020-09-18 11:56:30 +00:00
|
|
|
# Parameters:
|
|
|
|
# n num number of IDs to return
|
|
|
|
# seed num a seed for the RNG
|
|
|
|
#
|
2017-10-22 01:00:18 +00:00
|
|
|
# Value: char PDB IDs
|
2020-09-18 11:56:30 +00:00
|
|
|
#
|
2020-09-21 04:28:24 +00:00
|
|
|
# Note: the list is loaded from an .rds file in the "./data" directory.
|
2020-09-22 03:02:10 +00:00
|
|
|
|
|
|
|
if (forCredit) {
|
|
|
|
seed <- myStudentNumber
|
|
|
|
} else {
|
|
|
|
seed <- as.integer(Sys.time())
|
|
|
|
cat("NOTE: This selection will not validate for a course submission.\n")
|
|
|
|
cat(" If you intend to use it for an assignment task, invoke\n")
|
|
|
|
cat(" this function like \"selectPDBrep(n, forCredit = TRUE)\".\n\n")
|
|
|
|
}
|
2017-10-22 01:00:18 +00:00
|
|
|
|
2020-09-21 04:28:24 +00:00
|
|
|
pdbRep <- readRDS("./data/pdbRep.rds") # loads pdbRep
|
|
|
|
|
2017-10-22 01:00:18 +00:00
|
|
|
if (n > length(pdbRep)) {
|
2020-09-18 11:56:30 +00:00
|
|
|
stop(sprintf("There are only %d PDB IDs in the table to choose from.",
|
|
|
|
length(pdbRep)))
|
2017-10-22 01:00:18 +00:00
|
|
|
}
|
2020-09-21 04:28:24 +00:00
|
|
|
oldSeed <- .Random.seed
|
2020-09-18 11:56:30 +00:00
|
|
|
set.seed(seed)
|
2020-09-21 04:28:24 +00:00
|
|
|
PDBset <- sample(pdbRep, n)
|
|
|
|
.Random.seed <- oldSeed
|
|
|
|
return(PDBset)
|
2017-10-22 01:00:18 +00:00
|
|
|
}
|
|
|
|
|
|
|
|
|
2020-09-22 03:02:10 +00:00
|
|
|
# == 5.2 selectChi2() ====================================================
|
|
|
|
selectChi2 <- function() {
|
|
|
|
# Select one random Amino acid from those that have a Chi2 angle
|
|
|
|
|
|
|
|
oldSeed <- .Random.seed
|
|
|
|
set.seed(myStudentNumber)
|
|
|
|
AA <- sample(c("Asp", "Glu", "Phe", "His", "Ile", "Lys", "Leu",
|
|
|
|
"Met", "Asn", "Gln","Arg", "Trp", "Tyr"))
|
|
|
|
.Random.seed <- oldSeed
|
|
|
|
cat(sprintf(" Chi1/Ch2: Use \"%s\". <%s>\n", AA[4], seal(AA)))
|
|
|
|
}
|
|
|
|
|
|
|
|
|
2017-08-18 20:04:01 +00:00
|
|
|
|
|
|
|
# [END]
|