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# ==================================================================== #
# TITLE #
# Antimicrobial Resistance (AMR) Analysis #
# #
# AUTHORS #
# Berends MS (m.s.berends@umcg.nl), Luz CF (c.f.luz@umcg.nl) #
# #
# LICENCE #
# This program is free software; you can redistribute it and/or modify #
# it under the terms of the GNU General Public License version 2.0, #
# as published by the Free Software Foundation. #
# #
# This program is distributed in the hope that it will be useful, #
# but WITHOUT ANY WARRANTY; without even the implied warranty of #
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the #
# GNU General Public License for more details. #
# ==================================================================== #
#' Determine multidrug-resistant organisms (MDRO)
#'
#' Determine which isolates are multidrug-resistant organisms (MDRO) according to country-specific guidelines.
#' @param tbl table with antibiotic columns, like e.g. \code{amox} and \code{amcl}
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#' @param country country code to determine guidelines. EUCAST rules will be used when left empty, see Details. Should be or a code from the \href{https://en.wikipedia.org/wiki/ISO_3166-1_alpha-2#Officially_assigned_code_elements}{list of ISO 3166-1 alpha-2 country codes}. Case-insensitive. Currently supported are \code{de} (Germany) and \code{nl} (the Netherlands).
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#' @param info print progress
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#' @inheritParams EUCAST_rules
#' @param metr column name of an antibiotic. Use \code{NA} to skip a column, like \code{tica = NA}. Non-existing columns will anyway be skipped. See the Antibiotics section for an explanation of the abbreviations.
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#' @param ... parameters that are passed on to methods
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#' @inheritSection EUCAST_rules Antibiotics
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#' @details When \code{country} will be left blank, guidelines will be taken from EUCAST Expert Rules Version 3.1 "Intrinsic Resistance and Exceptional Phenotypes Tables" (\url{http://www.eucast.org/fileadmin/src/media/PDFs/EUCAST_files/Expert_Rules/Expert_rules_intrinsic_exceptional_V3.1.pdf}).
#' @return Ordered factor with levels \code{Unknown < Negative < Unconfirmed < Positive}.
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#' @rdname MDRO
#' @export
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#' @examples
#' library(dplyr)
#'
#' septic_patients %>%
#' mutate(EUCAST = MDRO(.),
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#' BRMO = BRMO(.))
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MDRO <- function ( tbl ,
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country = NULL ,
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col_mo = ' mo' ,
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info = TRUE ,
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amcl = ' amcl' ,
amik = ' amik' ,
amox = ' amox' ,
ampi = ' ampi' ,
azit = ' azit' ,
aztr = ' aztr' ,
cefa = ' cefa' ,
cfra = ' cfra' ,
cfep = ' cfep' ,
cfot = ' cfot' ,
cfox = ' cfox' ,
cfta = ' cfta' ,
cftr = ' cftr' ,
cfur = ' cfur' ,
chlo = ' chlo' ,
cipr = ' cipr' ,
clar = ' clar' ,
clin = ' clin' ,
clox = ' clox' ,
coli = ' coli' ,
czol = ' czol' ,
dapt = ' dapt' ,
doxy = ' doxy' ,
erta = ' erta' ,
eryt = ' eryt' ,
fosf = ' fosf' ,
fusi = ' fusi' ,
gent = ' gent' ,
imip = ' imip' ,
kana = ' kana' ,
levo = ' levo' ,
linc = ' linc' ,
line = ' line' ,
mero = ' mero' ,
metr = ' metr' ,
mino = ' mino' ,
moxi = ' moxi' ,
nali = ' nali' ,
neom = ' neom' ,
neti = ' neti' ,
nitr = ' nitr' ,
novo = ' novo' ,
norf = ' norf' ,
oflo = ' oflo' ,
peni = ' peni' ,
pita = ' pita' ,
poly = ' poly' ,
qida = ' qida' ,
rifa = ' rifa' ,
roxi = ' roxi' ,
siso = ' siso' ,
teic = ' teic' ,
tetr = ' tetr' ,
tica = ' tica' ,
tige = ' tige' ,
tobr = ' tobr' ,
trim = ' trim' ,
trsu = ' trsu' ,
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vanc = ' vanc' ,
col_bactid = ' bactid' ) {
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if ( col_bactid %in% colnames ( tbl ) ) {
col_mo <- col_bactid
warning ( " Use of `col_bactid` is deprecated. Use `col_mo` instead." )
}
if ( ! col_mo %in% colnames ( tbl ) ) {
stop ( ' Column ' , col_mo , ' not found.' , call. = FALSE )
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}
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# strip whitespaces
if ( length ( country ) > 1 ) {
stop ( ' `country` must be a length one character string.' , call. = FALSE )
}
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if ( is.null ( country ) ) {
country <- ' EUCAST'
}
country <- trimws ( country )
if ( country != ' EUCAST' & ! country %like% ' ^[a-z]{2}$' ) {
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stop ( ' This is not a valid ISO 3166-1 alpha-2 country code: "' , country , ' ". Please see ?MDRO.' , call. = FALSE )
}
# create list and make country code case-independent
guideline <- list ( country = list ( code = tolower ( country ) ) )
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if ( guideline $ country $ code == ' eucast' ) {
guideline $ country $ name <- ' (European guidelines)'
guideline $ name <- ' EUCAST Expert Rules, "Intrinsic Resistance and Exceptional Phenotypes Tables"'
guideline $ version <- ' Version 3.1'
guideline $ source <- ' http://www.eucast.org/fileadmin/src/media/PDFs/EUCAST_files/Expert_Rules/Expert_rules_intrinsic_exceptional_V3.1.pdf'
# support per country:
} else if ( guideline $ country $ code == ' de' ) {
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guideline $ country $ name <- ' Germany'
guideline $ name <- ' '
guideline $ version <- ' '
guideline $ source <- ' '
} else if ( guideline $ country $ code == ' nl' ) {
guideline $ country $ name <- ' The Netherlands'
guideline $ name <- ' WIP-Richtlijn BRMO'
guideline $ version <- ' Revision of December 2017'
guideline $ source <- ' https://www.rivm.nl/Documenten_en_publicaties/Professioneel_Praktisch/Richtlijnen/Infectieziekten/WIP_Richtlijnen/WIP_Richtlijnen/Ziekenhuizen/WIP_richtlijn_BRMO_Bijzonder_Resistente_Micro_Organismen_ZKH'
# add here more countries like this:
# } else if (country$code == 'AA') {
# country$name <- 'country name'
} else {
stop ( ' This country code is currently unsupported: ' , guideline $ country $ code , call. = FALSE )
}
# Console colours
# source: http://www.tldp.org/HOWTO/Bash-Prompt-HOWTO/x329.html
ANSI_red <- " \033[31m"
ANSI_blue <- " \033[34m"
ANSI_reset <- " \033[0m"
if ( info == TRUE ) {
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cat ( " Determining multidrug-resistant organisms (MDRO), according to:\n" ,
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" Guideline: " , ANSI_red , guideline $ name , " , " , guideline $ version , ANSI_reset , " \n" ,
" Country : " , ANSI_red , guideline $ country $ name , ANSI_reset , " \n" ,
" Source : " , ANSI_blue , guideline $ source , ANSI_reset , " \n" ,
" \n" , sep = " " )
}
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# check columns
col.list <- c ( amcl , amik , amox , ampi , azit , aztr , cefa , cfra , cfep , cfot ,
cfox , cfta , cftr , cfur , chlo , cipr , clar , clin , clox , coli ,
czol , dapt , doxy , erta , eryt , fosf , fusi , gent , imip , kana ,
levo , linc , line , mero , metr , mino , moxi , nali , neom , neti , nitr ,
novo , norf , oflo , peni , pita , poly , qida , rifa , roxi , siso ,
teic , tetr , tica , tige , tobr , trim , trsu , vanc )
col.list <- check_available_columns ( tbl = tbl , col.list = col.list , info = info )
amcl <- col.list [amcl ]
amik <- col.list [amik ]
amox <- col.list [amox ]
ampi <- col.list [ampi ]
azit <- col.list [azit ]
aztr <- col.list [aztr ]
cefa <- col.list [cefa ]
cfra <- col.list [cfra ]
cfep <- col.list [cfep ]
cfot <- col.list [cfot ]
cfox <- col.list [cfox ]
cfta <- col.list [cfta ]
cftr <- col.list [cftr ]
cfur <- col.list [cfur ]
chlo <- col.list [chlo ]
cipr <- col.list [cipr ]
clar <- col.list [clar ]
clin <- col.list [clin ]
clox <- col.list [clox ]
coli <- col.list [coli ]
czol <- col.list [czol ]
dapt <- col.list [dapt ]
doxy <- col.list [doxy ]
erta <- col.list [erta ]
eryt <- col.list [eryt ]
fosf <- col.list [fosf ]
fusi <- col.list [fusi ]
gent <- col.list [gent ]
imip <- col.list [imip ]
kana <- col.list [kana ]
levo <- col.list [levo ]
linc <- col.list [linc ]
line <- col.list [line ]
mero <- col.list [mero ]
metr <- col.list [metr ]
mino <- col.list [mino ]
moxi <- col.list [moxi ]
nali <- col.list [nali ]
neom <- col.list [neom ]
neti <- col.list [neti ]
nitr <- col.list [nitr ]
novo <- col.list [novo ]
norf <- col.list [norf ]
oflo <- col.list [oflo ]
peni <- col.list [peni ]
pita <- col.list [pita ]
poly <- col.list [poly ]
qida <- col.list [qida ]
rifa <- col.list [rifa ]
roxi <- col.list [roxi ]
siso <- col.list [siso ]
teic <- col.list [teic ]
tetr <- col.list [tetr ]
tica <- col.list [tica ]
tige <- col.list [tige ]
tobr <- col.list [tobr ]
trim <- col.list [trim ]
trsu <- col.list [trsu ]
vanc <- col.list [vanc ]
# antibiotic classes
aminoglycosides <- c ( tobr , gent , kana , neom , neti , siso )
tetracyclines <- c ( doxy , mino , tetr ) # since EUCAST v3.1 tige(cycline) is set apart
polymyxins <- c ( poly , coli )
macrolides <- c ( eryt , azit , roxi , clar ) # since EUCAST v3.1 clin(damycin) is set apart
glycopeptides <- c ( vanc , teic )
streptogramins <- qida # should officially also be pristinamycin and quinupristin/dalfopristin
cephalosporins <- c ( cfep , cfot , cfox , cfra , cfta , cftr , cfur , czol )
cephalosporins_3rd <- c ( cfot , cftr , cfta )
carbapenems <- c ( erta , imip , mero )
aminopenicillins <- c ( ampi , amox )
ureidopenicillins <- pita # should officially also be azlo and mezlo
fluoroquinolones <- c ( oflo , cipr , norf , levo , moxi )
# helper function for editing the table
trans_tbl <- function ( to , rows , cols ) {
cols <- cols [ ! is.na ( cols ) ]
if ( length ( rows ) > 0 & length ( cols ) > 0 ) {
col_filter <- which ( tbl [ , cols ] == ' R' )
rows <- rows [rows %in% col_filter ]
tbl [rows , ' MDRO' ] <<- to
}
}
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# join microorganisms
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tbl <- tbl %>% left_join_microorganisms ( col_mo )
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tbl $ MDRO <- NA_integer_
if ( guideline $ country $ code == ' eucast' ) {
# EUCAST ------------------------------------------------------------------
# Table 5
trans_tbl ( 4 ,
which ( tbl $ family == ' Enterobacteriaceae'
| tbl $ fullname %like% ' ^Pseudomonas aeruginosa'
| tbl $ genus == ' Acinetobacter' ) ,
coli )
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Salmonella Typhi' ) ,
c ( carbapenems , fluoroquinolones ) )
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Haemophilus influenzae' ) ,
c ( cephalosporins_3rd , carbapenems , fluoroquinolones ) )
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Moraxella catarrhalis' ) ,
c ( cephalosporins_3rd , fluoroquinolones ) )
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Neisseria meningitidis' ) ,
c ( cephalosporins_3rd , fluoroquinolones ) )
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Neisseria gonorrhoeae' ) ,
azit )
# Table 6
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Staphylococcus (aureus|epidermidis|coagulase negatief|hominis|haemolyticus|intermedius|pseudointermedius)' ) ,
c ( vanc , teic , dapt , line , qida , tige ) )
trans_tbl ( 4 ,
which ( tbl $ genus == ' Corynebacterium' ) ,
c ( vanc , teic , dapt , line , qida , tige ) )
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Streptococcus pneumoniae' ) ,
c ( carbapenems , vanc , teic , dapt , line , qida , tige , rifa ) )
trans_tbl ( 4 , # Sr. groups A/B/C/G
which ( tbl $ fullname %like% ' ^Streptococcus (pyogenes|agalactiae|equisimilis|equi|zooepidemicus|dysgalactiae|anginosus)' ) ,
c ( peni , cephalosporins , vanc , teic , dapt , line , qida , tige ) )
trans_tbl ( 4 ,
which ( tbl $ genus == ' Enterococcus' ) ,
c ( dapt , line , tige , teic ) )
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Enterococcus faecalis' ) ,
c ( ampi , amox ) )
# Table 7
trans_tbl ( 4 ,
which ( tbl $ genus == ' Bacteroides' ) ,
metr )
trans_tbl ( 4 ,
which ( tbl $ fullname %like% ' ^Clostridium difficile' ) ,
c ( metr , vanc ) )
}
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if ( guideline $ country $ code == ' de' ) {
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# Germany -----------------------------------------------------------------
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stop ( " We are still working on German guidelines in this beta version." , call. = FALSE )
}
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if ( guideline $ country $ code == ' nl' ) {
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# Netherlands -------------------------------------------------------------
aminoglycosides <- aminoglycosides [ ! is.na ( aminoglycosides ) ]
fluoroquinolones <- fluoroquinolones [ ! is.na ( fluoroquinolones ) ]
carbapenems <- carbapenems [ ! is.na ( carbapenems ) ]
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# Table 1
tbl [which (
tbl $ family == ' Enterobacteriaceae'
& rowSums ( tbl [ , aminoglycosides ] == ' R' , na.rm = TRUE ) >= 1
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& rowSums ( tbl [ , fluoroquinolones ] == ' R' , na.rm = TRUE ) >= 1
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) , ' MDRO' ] <- 4
tbl [which (
tbl $ family == ' Enterobacteriaceae'
& rowSums ( tbl [ , carbapenems ] == ' R' , na.rm = TRUE ) >= 1
) , ' MDRO' ] <- 3
# rest is negative
tbl [which (
tbl $ family == ' Enterobacteriaceae'
& tbl $ MDRO == 1
) , ' MDRO' ] <- 2
# Table 2
tbl [which (
tbl $ genus == ' Acinetobacter'
& rowSums ( tbl [ , carbapenems ] == ' R' , na.rm = TRUE ) >= 1
) , ' MDRO' ] <- 3
tbl [which (
tbl $ genus == ' Acinetobacter'
& rowSums ( tbl [ , aminoglycosides ] == ' R' , na.rm = TRUE ) >= 1
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& rowSums ( tbl [ , fluoroquinolones ] == ' R' , na.rm = TRUE ) >= 1
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) , ' MDRO' ] <- 4
# rest of Acinetobacter is negative
tbl [which (
tbl $ genus == ' Acinetobacter'
& tbl $ MDRO == 1
) , ' MDRO' ] <- 2
tbl [which (
tbl $ fullname %like% ' Stenotrophomonas maltophilia'
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& tbl [ , trsu ] == ' R'
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) , ' MDRO' ] <- 4
# rest of Stenotrophomonas is negative
tbl [which (
tbl $ fullname %like% ' Stenotrophomonas maltophilia'
& tbl $ MDRO == 1
) , ' MDRO' ] <- 2
tbl [which (
tbl $ fullname %like% ' Pseudomonas aeruginosa'
& sum ( rowSums ( tbl [ , carbapenems ] == ' R' , na.rm = TRUE ) >= 1 ,
rowSums ( tbl [ , aminoglycosides ] == ' R' , na.rm = TRUE ) >= 1 ,
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rowSums ( tbl [ , fluoroquinolones ] == ' R' , na.rm = TRUE ) >= 1 ,
tbl [ , cfta ] == ' R' ,
tbl [ , pita ] == ' R' ) >= 3
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) , ' MDRO' ] <- 4
# rest of Pseudomonas is negative
tbl [which (
tbl $ fullname %like% ' Pseudomonas aeruginosa'
& tbl $ MDRO == 1
) , ' MDRO' ] <- 2
# Table 3
tbl [which (
tbl $ fullname %like% ' Streptococcus pneumoniae'
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& tbl [ , peni ] == ' R'
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) , ' MDRO' ] <- 4
tbl [which (
tbl $ fullname %like% ' Streptococcus pneumoniae'
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& tbl [ , vanc ] == ' R'
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) , ' MDRO' ] <- 4
# rest of Streptococcus pneumoniae is negative
tbl [which (
tbl $ fullname %like% ' Streptococcus pneumoniae'
& tbl $ MDRO == 1
) , ' MDRO' ] <- 2
tbl [which (
tbl $ fullname %like% ' Enterococcus faecium'
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& rowSums ( tbl [ , c ( peni , vanc ) ] == ' R' , na.rm = TRUE ) >= 1
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) , ' MDRO' ] <- 4
# rest of Enterococcus faecium is negative
tbl [which (
tbl $ fullname %like% ' Enterococcus faecium'
& tbl $ MDRO == 1
) , ' MDRO' ] <- 2
}
factor ( x = tbl $ MDRO ,
levels = c ( 1 : 4 ) ,
labels = c ( ' Unknown' , ' Negative' , ' Unconfirmed' , ' Positive' ) ,
ordered = TRUE )
}
#' @rdname MDRO
#' @export
BRMO <- function ( tbl , country = " nl" , ... ) {
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MDRO ( tbl = tbl , country = " nl" , ... )
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}
#' @rdname MDRO
#' @export
MRGN <- function ( tbl , country = " de" , ... ) {
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MDRO ( tbl = tbl , country = " de" , ... )
}
#' @rdname MDRO
#' @export
EUCAST_exceptional_phenotypes <- function ( tbl , country = " EUCAST" , ... ) {
MDRO ( tbl = tbl , country = " EUCAST" , ... )
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}