2018-12-16 22:45:12 +01:00
|
|
|
# ==================================================================== #
|
|
|
|
# TITLE #
|
|
|
|
# Antimicrobial Resistance (AMR) Analysis #
|
|
|
|
# #
|
2019-01-02 23:24:07 +01:00
|
|
|
# SOURCE #
|
|
|
|
# https://gitlab.com/msberends/AMR #
|
2018-12-16 22:45:12 +01:00
|
|
|
# #
|
|
|
|
# LICENCE #
|
2020-01-05 17:22:09 +01:00
|
|
|
# (c) 2018-2020 Berends MS, Luz CF et al. #
|
2018-12-16 22:45:12 +01:00
|
|
|
# #
|
2019-01-02 23:24:07 +01:00
|
|
|
# This R package is free software; you can freely use and distribute #
|
|
|
|
# it for both personal and commercial purposes under the terms of the #
|
|
|
|
# GNU General Public License version 2.0 (GNU GPL-2), as published by #
|
|
|
|
# the Free Software Foundation. #
|
|
|
|
# #
|
2020-01-05 17:22:09 +01:00
|
|
|
# We created this package for both routine data analysis and academic #
|
|
|
|
# research and it was publicly released in the hope that it will be #
|
|
|
|
# useful, but it comes WITHOUT ANY WARRANTY OR LIABILITY. #
|
2019-04-05 18:47:39 +02:00
|
|
|
# Visit our website for more info: https://msberends.gitlab.io/AMR. #
|
2018-12-16 22:45:12 +01:00
|
|
|
# ==================================================================== #
|
2018-04-18 12:24:54 +02:00
|
|
|
|
2018-12-16 22:45:12 +01:00
|
|
|
context("mdro.R")
|
2018-04-18 12:24:54 +02:00
|
|
|
|
2018-11-16 20:50:50 +01:00
|
|
|
test_that("mdro works", {
|
2019-10-15 14:35:23 +02:00
|
|
|
|
|
|
|
skip_on_cran()
|
|
|
|
|
2018-04-18 12:24:54 +02:00
|
|
|
library(dplyr)
|
|
|
|
|
2019-08-27 16:45:42 +02:00
|
|
|
expect_error(suppressWarnings(mdro(example_isolates, country = "invalid", col_mo = "mo", info = TRUE)))
|
|
|
|
expect_error(suppressWarnings(mdro(example_isolates, country = "fr", info = TRUE)))
|
|
|
|
expect_error(mdro(example_isolates, guideline = c("BRMO", "MRGN"), info = TRUE))
|
|
|
|
expect_error(mdro(example_isolates, col_mo = "invalid", info = TRUE))
|
2018-09-14 11:54:01 +02:00
|
|
|
|
2019-11-05 11:28:52 +01:00
|
|
|
outcome <- suppressWarnings(mdro(example_isolates))
|
2019-08-27 16:45:42 +02:00
|
|
|
outcome <- eucast_exceptional_phenotypes(example_isolates, info = TRUE)
|
2018-04-25 15:33:58 +02:00
|
|
|
# check class
|
2019-10-11 17:21:02 +02:00
|
|
|
expect_equal(outcome %>% class(), c("ordered", "factor"))
|
2018-04-25 15:33:58 +02:00
|
|
|
|
2019-08-27 16:45:42 +02:00
|
|
|
outcome <- mdro(example_isolates, "nl", info = TRUE)
|
2018-04-18 12:24:54 +02:00
|
|
|
# check class
|
2019-10-11 17:21:02 +02:00
|
|
|
expect_equal(outcome %>% class(), c("ordered", "factor"))
|
2018-04-18 12:24:54 +02:00
|
|
|
|
2019-08-27 16:45:42 +02:00
|
|
|
# example_isolates should have these finding using Dutch guidelines
|
2018-07-25 14:17:04 +02:00
|
|
|
expect_equal(outcome %>% freq() %>% pull(count),
|
2019-10-23 14:48:25 +02:00
|
|
|
c(1969, 25, 6)) # 1969 neg, 25 unconfirmed, 6 pos
|
2018-04-18 12:24:54 +02:00
|
|
|
|
2019-08-27 16:45:42 +02:00
|
|
|
expect_equal(brmo(example_isolates, info = FALSE),
|
|
|
|
mdro(example_isolates, guideline = "BRMO", info = FALSE))
|
2018-04-18 12:24:54 +02:00
|
|
|
|
2019-04-09 14:59:17 +02:00
|
|
|
# test Dutch P. aeruginosa MDRO
|
2019-06-03 17:45:22 +02:00
|
|
|
expect_equal(
|
2019-04-09 14:59:17 +02:00
|
|
|
as.character(mdro(data.frame(mo = as.mo("P. aeruginosa"),
|
|
|
|
cfta = "S",
|
|
|
|
cipr = "S",
|
|
|
|
mero = "S",
|
|
|
|
imip = "S",
|
|
|
|
gent = "S",
|
|
|
|
tobr = "S",
|
|
|
|
pita = "S"),
|
2019-07-04 15:26:07 +02:00
|
|
|
guideline = "BRMO",
|
2019-04-09 14:59:17 +02:00
|
|
|
col_mo = "mo",
|
2019-06-03 17:45:22 +02:00
|
|
|
info = FALSE)),
|
|
|
|
"Negative")
|
|
|
|
expect_equal(
|
2019-04-09 14:59:17 +02:00
|
|
|
as.character(mdro(data.frame(mo = as.mo("P. aeruginosa"),
|
|
|
|
cefta = "R",
|
|
|
|
cipr = "R",
|
|
|
|
mero = "R",
|
|
|
|
imip = "R",
|
|
|
|
gent = "R",
|
|
|
|
tobr = "R",
|
|
|
|
pita = "R"),
|
2019-07-04 15:26:07 +02:00
|
|
|
guideline = "BRMO",
|
2019-04-09 14:59:17 +02:00
|
|
|
col_mo = "mo",
|
2019-06-03 17:45:22 +02:00
|
|
|
info = FALSE)),
|
|
|
|
"Positive")
|
2019-10-07 14:32:06 +02:00
|
|
|
|
|
|
|
# German 3MRGN and 4MRGN
|
|
|
|
expect_equal(as.character(mrgn(
|
|
|
|
data.frame(mo = c("E. coli", "E. coli", "K. pneumoniae", "E. coli",
|
|
|
|
"A. baumannii", "A. baumannii", "A. baumannii",
|
|
|
|
"P. aeruginosa", "P. aeruginosa", "P. aeruginosa"),
|
|
|
|
PIP = c("S", "R", "R", "S",
|
|
|
|
"S", "R", "R",
|
|
|
|
"S", "R", "R"),
|
|
|
|
CTX = c("S", "R", "R", "S",
|
|
|
|
"R", "R", "R",
|
|
|
|
"R", "R", "R"),
|
|
|
|
IPM = c("S", "R", "S", "R",
|
|
|
|
"R", "R", "S",
|
|
|
|
"S", "R", "R"),
|
|
|
|
CIP = c("S", "R", "R", "S",
|
|
|
|
"R", "R", "R",
|
|
|
|
"R", "S", "R"),
|
|
|
|
stringsAsFactors = FALSE))),
|
|
|
|
c("Negative", "4MRGN", "3MRGN", "4MRGN", "4MRGN", "4MRGN", "3MRGN", "Negative", "3MRGN", "4MRGN"))
|
|
|
|
|
2019-05-23 16:58:59 +02:00
|
|
|
# MDR TB
|
|
|
|
expect_equal(
|
2019-06-03 17:45:22 +02:00
|
|
|
# select only rifampicine, mo will be determined automatically (as M. tuberculosis),
|
|
|
|
# number of mono-resistant strains should be equal to number of rifampicine-resistant strains
|
2019-08-27 16:45:42 +02:00
|
|
|
example_isolates %>% select(RIF) %>% mdr_tb() %>% freq() %>% pull(count) %>% .[2],
|
|
|
|
count_R(example_isolates$RIF))
|
2019-05-23 16:58:59 +02:00
|
|
|
|
|
|
|
sample_rsi <- function() {
|
|
|
|
sample(c("S", "I", "R"),
|
|
|
|
size = 5000,
|
|
|
|
prob = c(0.5, 0.1, 0.4),
|
|
|
|
replace = TRUE)
|
|
|
|
}
|
|
|
|
expect_gt(
|
2019-06-03 17:45:22 +02:00
|
|
|
#suppressWarnings(
|
2019-05-23 16:58:59 +02:00
|
|
|
data.frame(rifampicin = sample_rsi(),
|
|
|
|
inh = sample_rsi(),
|
|
|
|
gatifloxacin = sample_rsi(),
|
|
|
|
eth = sample_rsi(),
|
|
|
|
pza = sample_rsi(),
|
|
|
|
MFX = sample_rsi(),
|
|
|
|
KAN = sample_rsi()) %>%
|
|
|
|
mdr_tb() %>%
|
2019-06-03 17:45:22 +02:00
|
|
|
n_distinct()
|
|
|
|
#)
|
|
|
|
,
|
2019-05-23 16:58:59 +02:00
|
|
|
2)
|
2019-10-26 21:56:41 +02:00
|
|
|
|
|
|
|
# check the guideline by Magiorakos et al. (2012), the default guideline
|
2019-10-26 22:21:26 +02:00
|
|
|
stau <- tribble(
|
2019-10-26 21:56:41 +02:00
|
|
|
~mo, ~GEN, ~RIF, ~CPT, ~OXA, ~CIP, ~MFX, ~SXT, ~FUS, ~VAN, ~TEC, ~TLV, ~TGC, ~CLI, ~DAP, ~ERY, ~LNZ, ~CHL, ~FOS, ~QDA, ~TCY, ~DOX, ~MNO,
|
|
|
|
"S. aureus", "R", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"S. aureus", "R", "R", "R", "R", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"S. aureus", "S", "S", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R",
|
2019-11-06 16:08:58 +01:00
|
|
|
"S. aureus", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R"
|
2019-10-26 21:56:41 +02:00
|
|
|
)
|
|
|
|
expect_equal(as.integer(mdro(stau)), c(1:4))
|
2019-11-03 22:24:42 +01:00
|
|
|
expect_s3_class(mdro(stau, verbose = TRUE), "data.frame")
|
2019-10-26 21:56:41 +02:00
|
|
|
|
2019-10-26 22:21:26 +02:00
|
|
|
ente <- tribble(
|
2019-10-26 21:56:41 +02:00
|
|
|
~mo, ~GEH, ~STH, ~IPM, ~MEM, ~DOR, ~CIP, ~LVX, ~MFX, ~VAN, ~TEC, ~TGC, ~DAP, ~LNZ, ~AMP, ~QDA, ~DOX, ~MNO,
|
|
|
|
"Enterococcus", "R", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"Enterococcus", "R", "R", "R", "R", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"Enterococcus", "S", "S", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R",
|
2019-11-06 16:08:58 +01:00
|
|
|
"Enterococcus", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R"
|
2019-10-26 21:56:41 +02:00
|
|
|
)
|
|
|
|
expect_equal(as.integer(mdro(ente)), c(1:4))
|
2019-11-03 22:24:42 +01:00
|
|
|
expect_s3_class(mdro(ente, verbose = TRUE), "data.frame")
|
2019-10-26 21:56:41 +02:00
|
|
|
|
2019-10-26 22:21:26 +02:00
|
|
|
entero <- tribble(
|
2019-10-26 21:56:41 +02:00
|
|
|
~mo, ~GEN, ~TOB, ~AMK, ~NET, ~CPT, ~TCC, ~TZP, ~ETP, ~IPM, ~MEM, ~DOR, ~CZO, ~CXM, ~CTX, ~CAZ, ~FEP, ~FOX, ~CTT, ~CIP, ~SXT, ~TGC, ~ATM, ~AMP, ~AMC, ~SAM, ~CHL, ~FOS, ~COL, ~TCY, ~DOX, ~MNO,
|
|
|
|
"E. coli", "R", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"E. coli", "R", "R", "R", "R", "R", "R", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"E. coli", "S", "S", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R",
|
2019-11-06 16:08:58 +01:00
|
|
|
"E. coli", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R"
|
2019-10-26 21:56:41 +02:00
|
|
|
)
|
|
|
|
expect_equal(as.integer(mdro(entero)), c(1:4))
|
2019-11-03 22:24:42 +01:00
|
|
|
expect_s3_class(mdro(entero, verbose = TRUE), "data.frame")
|
2019-10-26 21:56:41 +02:00
|
|
|
|
2019-10-26 22:21:26 +02:00
|
|
|
pseud <- tribble(
|
2019-10-26 21:56:41 +02:00
|
|
|
~mo, ~GEN, ~TOB, ~AMK, ~NET, ~IPM, ~MEM, ~DOR, ~CAZ, ~FEP, ~CIP, ~LVX, ~TCC, ~TZP, ~ATM, ~FOS, ~COL, ~PLB,
|
|
|
|
"P. aeruginosa", "R", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"P. aeruginosa", "R", "S", "S", "S", "R", "S", "S", "S", "R", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"P. aeruginosa", "S", "S", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R",
|
2019-11-06 16:08:58 +01:00
|
|
|
"P. aeruginosa", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R"
|
2019-10-26 21:56:41 +02:00
|
|
|
)
|
|
|
|
expect_equal(as.integer(mdro(pseud)), c(1:4))
|
2019-11-03 22:24:42 +01:00
|
|
|
expect_s3_class(mdro(pseud, verbose = TRUE), "data.frame")
|
2019-10-26 21:56:41 +02:00
|
|
|
|
2019-10-26 22:21:26 +02:00
|
|
|
acin <- tribble(
|
2019-10-26 21:56:41 +02:00
|
|
|
~mo, ~GEN, ~TOB, ~AMK, ~NET, ~IPM, ~MEM, ~DOR, ~CIP, ~LVX, ~TZP, ~TCC, ~CTX, ~CRO, ~CAZ, ~FEP, ~SXT, ~SAM, ~COL, ~PLB, ~TCY, ~DOX, ~MNO,
|
|
|
|
"A. baumannii", "R", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"A. baumannii", "R", "R", "R", "R", "S", "R", "S", "S", "S", "S", "S", "S", "S", "S", "R", "S", "S", "S", "S", "S", "S", "S",
|
|
|
|
"A. baumannii", "S", "S", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R",
|
2019-11-06 16:08:58 +01:00
|
|
|
"A. baumannii", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R", "R"
|
2019-10-26 21:56:41 +02:00
|
|
|
)
|
|
|
|
expect_equal(as.integer(mdro(acin)), c(1:4))
|
2019-11-03 22:24:42 +01:00
|
|
|
expect_s3_class(mdro(acin, verbose = TRUE), "data.frame")
|
2019-10-26 21:56:41 +02:00
|
|
|
|
2018-04-18 12:24:54 +02:00
|
|
|
})
|