From 18b75356a9eafa95bf433422e794c4d0ec958fda Mon Sep 17 00:00:00 2001 From: "Matthijs S. Berends" Date: Sun, 27 Jan 2019 13:33:43 +0100 Subject: [PATCH] re-add atc_ddd and atc_groups --- NAMESPACE | 2 + NEWS.md | 6 +- R/atc.R | 5 - R/deprecated.R | 22 + docs/articles/AMR.html | 817 +++++++++--------- .../AMR_files/figure-html/plot 1-1.png | Bin 31817 -> 31796 bytes .../AMR_files/figure-html/plot 3-1.png | Bin 24241 -> 24228 bytes .../AMR_files/figure-html/plot 4-1.png | Bin 66589 -> 66605 bytes .../AMR_files/figure-html/plot 5-1.png | Bin 48883 -> 48876 bytes docs/news/index.html | 8 +- docs/reference/AMR-deprecated.html | 16 +- docs/reference/index.html | 2 +- man/AMR-deprecated.Rd | 16 +- 13 files changed, 457 insertions(+), 437 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index aaf878ca..233df179 100755 --- a/NAMESPACE +++ b/NAMESPACE @@ -55,6 +55,8 @@ export(as.mic) export(as.mo) export(as.rsi) export(atc_certe) +export(atc_ddd) +export(atc_groups) export(atc_name) export(atc_official) export(atc_online_ddd) diff --git a/NEWS.md b/NEWS.md index 0ddafb84..4590581d 100755 --- a/NEWS.md +++ b/NEWS.md @@ -48,13 +48,13 @@ #### Changed * Added 65 antibiotics to the `antibiotics` data set, from the [Pharmaceuticals Community Register](http://ec.europa.eu/health/documents/community-register/html/atc.htm) of the European Commission * Removed columns `atc_group1_nl` and `atc_group2_nl` from the `antibiotics` data set -* Function `atc_ddd` has been renamed `atc_online_ddd()` -* Function `atc_groups` has been renamed `atc_online_groups()` +* Functions `atc_ddd()` and `atc_groups()` have been renamed `atc_online_ddd()` and `atc_online_groups()`. The old function are deprecated and will be removed in a future version. +* Function `guess_mo()` is now deprecated in favour of `as.mo()` and will be removed in future versions +* Function `guess_atc()` is now deprecated in favour of `as.atc()` and will be removed in future versions * Function `eucast_rules()`: * Updated EUCAST Clinical breakpoints to [version 9.0 of 1 January 2019](http://www.eucast.org/clinical_breakpoints/) * Fixed a critical bug where some rules that depend on previous applied rules would not be applied adequately * Emphasised in manual that penicillin is meant as benzylpenicillin (ATC [J01CE01](https://www.whocc.no/atc_ddd_index/?code=J01CE01)) -* Function `guess_mo()` is now deprecated in favour of `as.mo()` and will be removed in future versions * Improvements for `as.mo()`: * Fix for vector containing only empty values * Finds better results when input is in other languages diff --git a/R/atc.R b/R/atc.R index 4a6055ed..bcc791c0 100755 --- a/R/atc.R +++ b/R/atc.R @@ -146,17 +146,12 @@ as.atc <- function(x) { x.new } -#' @rdname AMR-deprecated -#' @export -guess_atc <- as.atc - #' @rdname as.atc #' @export is.atc <- function(x) { identical(class(x), "atc") } - #' @exportMethod print.atc #' @export #' @noRd diff --git a/R/deprecated.R b/R/deprecated.R index 8c13028f..ca95703b 100755 --- a/R/deprecated.R +++ b/R/deprecated.R @@ -54,6 +54,13 @@ guess_mo <- function(...) { as.mo(...) } +#' @rdname AMR-deprecated +#' @export +guess_atc <- function(...) { + .Deprecated(new = "as.atc", package = "AMR") + as.atc(...) +} + #' @rdname AMR-deprecated #' @export ab_property <- function(...) { @@ -109,3 +116,18 @@ ab_tradenames <- function(...) { .Deprecated(new = "atc_tradenames", package = "AMR") atc_tradenames(...) } + +#' @rdname AMR-deprecated +#' @export +atc_ddd <- function(...) { + .Deprecated(new = "atc_online_ddd", package = "AMR") + atc_online_ddd(...) +} + +#' @rdname AMR-deprecated +#' @export +atc_groups <- function(...) { + .Deprecated(new = "atc_online_groups", package = "AMR") + atc_online_groups(...) +} + diff --git a/docs/articles/AMR.html b/docs/articles/AMR.html index 34234277..80381a47 100644 --- a/docs/articles/AMR.html +++ b/docs/articles/AMR.html @@ -178,7 +178,7 @@

How to conduct AMR analysis

Matthijs S. Berends

-

26 January 2019

+

27 January 2019

@@ -187,7 +187,7 @@ -

Note: values on this page will change with every website update since they are based on randomly created values and the page was written in RMarkdown. However, the methodology remains unchanged. This page was generated on 26 January 2019.

+

Note: values on this page will change with every website update since they are based on randomly created values and the page was written in RMarkdown. However, the methodology remains unchanged. This page was generated on 27 January 2019.

Introduction

@@ -203,21 +203,21 @@ -2019-01-26 +2019-01-27 abcd Escherichia coli S S -2019-01-26 +2019-01-27 abcd Escherichia coli S R -2019-01-26 +2019-01-27 efgh Escherichia coli R @@ -231,12 +231,12 @@ Needed R packages

As with many uses in R, we need some additional packages for AMR analysis. Our package works closely together with the tidyverse packages dplyr and ggplot2 by Dr Hadley Wickham. The tidyverse tremendously improves the way we conduct data science - it allows for a very natural way of writing syntaxes and creating beautiful plots in R.

Our AMR package depends on these packages and even extends their use and functions.

- +
library(dplyr)
+library(ggplot2)
+library(AMR)
+
+# (if not yet installed, install with:)
+# install.packages(c("tidyverse", "AMR"))

@@ -247,51 +247,51 @@

Patients

To start with patients, we need a unique list of patients.

-
patients <- unlist(lapply(LETTERS, paste0, 1:10))
+
patients <- unlist(lapply(LETTERS, paste0, 1:10))

The LETTERS object is available in R - it’s a vector with 26 characters: A to Z. The patients object we just created is now a vector of length 260, with values (patient IDs) varying from A1 to Z10. Now we we also set the gender of our patients, by putting the ID and the gender in a table:

-
patients_table <- data.frame(patient_id = patients,
-                             gender = c(rep("M", 135),
-                                        rep("F", 125)))
+
patients_table <- data.frame(patient_id = patients,
+                             gender = c(rep("M", 135),
+                                        rep("F", 125)))

The first 135 patient IDs are now male, the other 125 are female.

Dates

Let’s pretend that our data consists of blood cultures isolates from 1 January 2010 until 1 January 2018.

-
dates <- seq(as.Date("2010-01-01"), as.Date("2018-01-01"), by = "day")
+
dates <- seq(as.Date("2010-01-01"), as.Date("2018-01-01"), by = "day")

This dates object now contains all days in our date range.

Microorganisms

For this tutorial, we will uses four different microorganisms: Escherichia coli, Staphylococcus aureus, Streptococcus pneumoniae, and Klebsiella pneumoniae:

-
bacteria <- c("Escherichia coli", "Staphylococcus aureus",
-              "Streptococcus pneumoniae", "Klebsiella pneumoniae")
+
bacteria <- c("Escherichia coli", "Staphylococcus aureus",
+              "Streptococcus pneumoniae", "Klebsiella pneumoniae")

Other variables

For completeness, we can also add the hospital where the patients was admitted and we need to define valid antibmicrobial results for our randomisation:

-
hospitals <- c("Hospital A", "Hospital B", "Hospital C", "Hospital D")
-ab_interpretations <- c("S", "I", "R")
+
hospitals <- c("Hospital A", "Hospital B", "Hospital C", "Hospital D")
+ab_interpretations <- c("S", "I", "R")

Put everything together

Using the sample() function, we can randomly select items from all objects we defined earlier. To let our fake data reflect reality a bit, we will also approximately define the probabilities of bacteria and the antibiotic results with the prob parameter.

-
data <- data.frame(date = sample(dates, 5000, replace = TRUE),
-                   patient_id = sample(patients, 5000, replace = TRUE),
-                   hospital = sample(hospitals, 5000, replace = TRUE, prob = c(0.30, 0.35, 0.15, 0.20)),
-                   bacteria = sample(bacteria, 5000, replace = TRUE, prob = c(0.50, 0.25, 0.15, 0.10)),
-                   amox = sample(ab_interpretations, 5000, replace = TRUE, prob = c(0.60, 0.05, 0.35)),
-                   amcl = sample(ab_interpretations, 5000, replace = TRUE, prob = c(0.75, 0.10, 0.15)),
-                   cipr = sample(ab_interpretations, 5000, replace = TRUE, prob = c(0.80, 0.00, 0.20)),
-                   gent = sample(ab_interpretations, 5000, replace = TRUE, prob = c(0.92, 0.00, 0.08))
-                   )
+
data <- data.frame(date = sample(dates, 5000, replace = TRUE),
+                   patient_id = sample(patients, 5000, replace = TRUE),
+                   hospital = sample(hospitals, 5000, replace = TRUE, prob = c(0.30, 0.35, 0.15, 0.20)),
+                   bacteria = sample(bacteria, 5000, replace = TRUE, prob = c(0.50, 0.25, 0.15, 0.10)),
+                   amox = sample(ab_interpretations, 5000, replace = TRUE, prob = c(0.60, 0.05, 0.35)),
+                   amcl = sample(ab_interpretations, 5000, replace = TRUE, prob = c(0.75, 0.10, 0.15)),
+                   cipr = sample(ab_interpretations, 5000, replace = TRUE, prob = c(0.80, 0.00, 0.20)),
+                   gent = sample(ab_interpretations, 5000, replace = TRUE, prob = c(0.92, 0.00, 0.08))
+                   )

Using the left_join() function from the dplyr package, we can ‘map’ the gender to the patient ID using the patients_table object we created earlier:

- +
data <- data %>% left_join(patients_table)

The resulting data set contains 5,000 blood culture isolates. With the head() function we can preview the first 6 values of this data set:

-
head(data)
+
head(data)
@@ -306,69 +306,69 @@ - - + + - - - + + + - - + + - - + + - - + + - - - - - - - - - - - - - - - + + + + - + - - - - + + + + - - + + + + + + + + + + + + + @@ -380,7 +380,7 @@

Cleaning the data

Use the frequency table function freq() to look specifically for unique values in any variable. For example, for the gender variable:

-
data %>% freq(gender) # this would be the same: freq(data$gender)
+
data %>% freq(gender) # this would be the same: freq(data$gender)
# Frequency table of `gender` 
 # Class:   factor (numeric)  
 # Levels:  F, M  
@@ -389,67 +389,67 @@
 # 
 #      Item    Count   Percent   Cum. Count   Cum. Percent
 # ---  -----  ------  --------  -----------  -------------
-# 1    M       2,593     51.9%        2,593          51.9%
-# 2    F       2,407     48.1%        5,000         100.0%
+# 1 M 2,653 53.1% 2,653 53.1% +# 2 F 2,347 46.9% 5,000 100.0%

So, we can draw at least two conclusions immediately. From a data scientist perspective, the data looks clean: only values M and F. From a researcher perspective: there are slightly more men. Nothing we didn’t already know.

The data is already quite clean, but we still need to transform some variables. The bacteria column now consists of text, and we want to add more variables based on microbial IDs later on. So, we will transform this column to valid IDs. The mutate() function of the dplyr package makes this really easy:

-
data <- data %>%
-  mutate(bacteria = as.mo(bacteria))
+
data <- data %>%
+  mutate(bacteria = as.mo(bacteria))

We also want to transform the antibiotics, because in real life data we don’t know if they are really clean. The as.rsi() function ensures reliability and reproducibility in these kind of variables. The mutate_at() will run the as.rsi() function on defined variables:

-
data <- data %>%
-  mutate_at(vars(amox:gent), as.rsi)
+
data <- data %>%
+  mutate_at(vars(amox:gent), as.rsi)

Finally, we will apply EUCAST rules on our antimicrobial results. In Europe, most medical microbiological laboratories already apply these rules. Our package features their latest insights on intrinsic resistance and exceptional phenotypes. Moreover, the eucast_rules() function can also apply additional rules, like forcing ampicillin = R when amoxicillin/clavulanic acid = R.

Because the amoxicillin (column amox) and amoxicillin/clavulanic acid (column amcl) in our data were generated randomly, some rows will undoubtedly contain amox = S and amcl = R, which is technically impossible. The eucast_rules() fixes this:

-
data <- eucast_rules(data, col_mo = "bacteria")
-# 
-# Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)
-# 
-# EUCAST Clinical Breakpoints (v9.0, 2019)
-# Enterobacteriales (Order) (no changes)
-# Staphylococcus (no changes)
-# Enterococcus (no changes)
-# Streptococcus groups A, B, C, G (no changes)
-# Streptococcus pneumoniae (no changes)
-# Viridans group streptococci (no changes)
-# Haemophilus influenzae (no changes)
-# Moraxella catarrhalis (no changes)
-# Anaerobic Gram positives (no changes)
-# Anaerobic Gram negatives (no changes)
-# Pasteurella multocida (no changes)
-# Campylobacter jejuni and C. coli (no changes)
-# Aerococcus sanguinicola and A. urinae (no changes)
-# Kingella kingae (no changes)
-# 
-# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 1:  Intrinsic resistance in Enterobacteriaceae (345 changes)
-# Table 2:  Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes)
-# Table 3:  Intrinsic resistance in other Gram-negative bacteria (no changes)
-# Table 4:  Intrinsic resistance in Gram-positive bacteria (673 changes)
-# Table 8:  Interpretive rules for B-lactam agents and Gram-positive cocci (no changes)
-# Table 9:  Interpretive rules for B-lactam agents and Gram-negative rods (no changes)
-# Table 10: Interpretive rules for B-lactam agents and other Gram-negative bacteria (no changes)
-# Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no changes)
-# Table 12: Interpretive rules for aminoglycosides (no changes)
-# Table 13: Interpretive rules for quinolones (no changes)
-# 
-# Other rules
-# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (no changes)
-# Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no changes)
-# Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no changes)
-# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (no changes)
-# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
-# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
-# 
-# => EUCAST rules affected 1,860 out of 5,000 rows -> changed 1,018 test results.
+
data <- eucast_rules(data, col_mo = "bacteria")
+# 
+# Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)
+# 
+# EUCAST Clinical Breakpoints (v9.0, 2019)
+# Enterobacteriales (Order) (no changes)
+# Staphylococcus (no changes)
+# Enterococcus (no changes)
+# Streptococcus groups A, B, C, G (no changes)
+# Streptococcus pneumoniae (no changes)
+# Viridans group streptococci (no changes)
+# Haemophilus influenzae (no changes)
+# Moraxella catarrhalis (no changes)
+# Anaerobic Gram positives (no changes)
+# Anaerobic Gram negatives (no changes)
+# Pasteurella multocida (no changes)
+# Campylobacter jejuni and C. coli (no changes)
+# Aerococcus sanguinicola and A. urinae (no changes)
+# Kingella kingae (no changes)
+# 
+# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
+# Table 1:  Intrinsic resistance in Enterobacteriaceae (316 changes)
+# Table 2:  Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes)
+# Table 3:  Intrinsic resistance in other Gram-negative bacteria (no changes)
+# Table 4:  Intrinsic resistance in Gram-positive bacteria (690 changes)
+# Table 8:  Interpretive rules for B-lactam agents and Gram-positive cocci (no changes)
+# Table 9:  Interpretive rules for B-lactam agents and Gram-negative rods (no changes)
+# Table 10: Interpretive rules for B-lactam agents and other Gram-negative bacteria (no changes)
+# Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no changes)
+# Table 12: Interpretive rules for aminoglycosides (no changes)
+# Table 13: Interpretive rules for quinolones (no changes)
+# 
+# Other rules
+# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (no changes)
+# Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no changes)
+# Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no changes)
+# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (no changes)
+# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
+# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
+# 
+# => EUCAST rules affected 1,865 out of 5,000 rows -> changed 1,006 test results.

Adding new variables

Now that we have the microbial ID, we can add some taxonomic properties:

-
data <- data %>% 
-  mutate(gramstain = mo_gramstain(bacteria),
-         genus = mo_genus(bacteria),
-         species = mo_species(bacteria))
+
data <- data %>% 
+  mutate(gramstain = mo_gramstain(bacteria),
+         genus = mo_genus(bacteria),
+         species = mo_species(bacteria))

First isolates

@@ -460,18 +460,18 @@

(…) When preparing a cumulative antibiogram to guide clinical decisions about empirical antimicrobial therapy of initial infections, only the first isolate of a given species per patient, per analysis period (eg, one year) should be included, irrespective of body site, antimicrobial susceptibility profile, or other phenotypical characteristics (eg, biotype). The first isolate is easily identified, and cumulative antimicrobial susceptibility test data prepared using the first isolate are generally comparable to cumulative antimicrobial susceptibility test data calculated by other methods, providing duplicate isolates are excluded.
M39-A4 Analysis and Presentation of Cumulative Antimicrobial Susceptibility Test Data, 4th Edition. CLSI, 2014. Chapter 6.4

This AMR package includes this methodology with the first_isolate() function. It adopts the episode of a year (can be changed by user) and it starts counting days after every selected isolate. This new variable can easily be added to our data:

- -

So only 58.5% is suitable for resistance analysis! We can now filter on is with the filter() function, also from the dplyr package:

- +
data <- data %>% 
+  mutate(first = first_isolate(.))
+# NOTE: Using column `bacteria` as input for `col_mo`.
+# NOTE: Using column `date` as input for `col_date`.
+# NOTE: Using column `patient_id` as input for `col_patient_id`.
+# => Found 2,938 first isolates (58.8% of total)
+

So only 58.8% is suitable for resistance analysis! We can now filter on is with the filter() function, also from the dplyr package:

+
data_1st <- data %>% 
+  filter(first == TRUE)

For future use, the above two syntaxes can be shortened with the filter_first_isolate() function:

- +
data_1st <- data %>% 
+  filter_first_isolate()

@@ -492,21 +492,21 @@

- - + + - - + + - - + + - + @@ -514,87 +514,87 @@ - - + + + - - + - - + + + + + + + + + + + + + - - - - - - - - - - - - - + + - + - - + + - + - - - - - - - - - - - - - + + - + - - - - + + + + + + + + + + + + + + + @@ -604,16 +604,16 @@
date
2012-01-02K92015-08-07D6 Hospital AEscherichia coliISStaphylococcus aureusRR S S M
2011-05-22Y32016-06-04T3 Hospital BStreptococcus pneumoniaeSStaphylococcus aureusR S S S F
2015-11-10F12012-09-25R6 Hospital C Staphylococcus aureusSSSSM
2011-10-10X7Hospital DStaphylococcus aureus R S S S F
2017-11-10B3Hospital D
2015-10-07A4Hospital B Staphylococcus aureusR S RR S M
2014-11-09O5Hospital B
2016-04-12S6Hospital D Klebsiella pneumoniaeSS R SSSF
2010-11-24Z3Hospital CEscherichia coliRSSS F
12010-08-27Q102010-02-28H3 B_ESCHR_COLR SRSS S TRUE
22010-10-24Q102010-05-15H3 B_ESCHR_COLSR S S S
32010-10-26Q102010-07-09H3 B_ESCHR_COLR S SSSR FALSE
42011-12-25Q102011-01-05H3 B_ESCHR_COLSS R SFALSE
52011-08-01H3B_ESCHR_COLSI S S TRUE
52012-05-04Q10B_ESCHR_COLIISRFALSE
62012-05-18Q102011-08-28H3 B_ESCHR_COL SIS S S FALSE
72012-05-23Q102011-10-28H3 B_ESCHR_COL SIS S S FALSE
82012-06-18Q10B_ESCHR_COLRRSRFALSE
92013-10-02Q102012-11-10H3 B_ESCHR_COL S SRS S TRUE
102013-10-22Q10
92013-01-14H3 B_ESCHR_COL SRRSFALSE
102013-03-14H3B_ESCHR_COLR S S S

Only 3 isolates are marked as ‘first’ according to CLSI guideline. But when reviewing the antibiogram, it is obvious that some isolates are absolutely different strains and show be included too. This is why we weigh isolates, based on their antibiogram. The key_antibiotics() function adds a vector with 18 key antibiotics: 6 broad spectrum ones, 6 small spectrum for Gram negatives and 6 small spectrum for Gram positives. These can be defined by the user.

If a column exists with a name like ‘key(…)ab’ the first_isolate() function will automatically use it and determine the first weighted isolates. Mind the NOTEs in below output:

- +
data <- data %>% 
+  mutate(keyab = key_antibiotics(.)) %>% 
+  mutate(first_weighted = first_isolate(.))
+# NOTE: Using column `bacteria` as input for `col_mo`.
+# NOTE: Using column `bacteria` as input for `col_mo`.
+# NOTE: Using column `date` as input for `col_date`.
+# NOTE: Using column `patient_id` as input for `col_patient_id`.
+# NOTE: Using column `keyab` as input for `col_keyantibiotics`. Use col_keyantibiotics = FALSE to prevent this.
+# [Criterion] Inclusion based on key antibiotics, ignoring I.
+# => Found 4,388 first weighted isolates (87.8% of total)
@@ -630,22 +630,22 @@ - - + + - - + + - - + + - + @@ -654,59 +654,59 @@ - - - - - - - - - - - - - - + + - + + + + + + + + + + + + + - - + + - + - - + + - - + + - + - + - - + + - + @@ -714,34 +714,34 @@ - - + + - - - - + + + + - - + + - + - + - - + + - + @@ -750,19 +750,18 @@
isolate
12010-08-27Q102010-02-28H3 B_ESCHR_COLR SRSS S TRUE TRUE
22010-10-24Q102010-05-15H3 B_ESCHR_COLSR S S S
32010-10-26Q10B_ESCHR_COLSSSSFALSEFALSE
42011-12-25Q102010-07-09H3 B_ESCHR_COL R S SSRFALSE TRUE
42011-01-05H3B_ESCHR_COLSSRSFALSE TRUE
52012-05-04Q102011-08-01H3 B_ESCHR_COLIS I SRFALSESTRUE TRUE
62012-05-18Q102011-08-28H3 B_ESCHR_COL SIS S S FALSETRUEFALSE
72012-05-23Q102011-10-28H3 B_ESCHR_COL SIS S S FALSE
82012-06-18Q102012-11-10H3 B_ESCHR_COLRR SRFALSESSSTRUE TRUE
92013-10-02Q102013-01-14H3 B_ESCHR_COL SSR R STRUEFALSE TRUE
102013-10-22Q102013-03-14H3 B_ESCHR_COLSR S S S
-

Instead of 3, now 8 isolates are flagged. In total, 88.3% of all isolates are marked ‘first weighted’ - 146.8% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

+

Instead of 3, now 8 isolates are flagged. In total, 87.8% of all isolates are marked ‘first weighted’ - 146.5% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline.

As with filter_first_isolate(), there’s a shortcut for this new algorithm too:

- -

So we end up with 4,414 isolates for analysis.

+
data_1st <- data %>% 
+  filter_first_weighted_isolate()
+

So we end up with 4,388 isolates for analysis.

We can remove unneeded columns:

- +
data_1st <- data_1st %>% 
+  select(-c(first, keyab))

Now our data looks like:

-
head(data_1st)
+
head(data_1st)
- @@ -779,43 +778,40 @@ - - - - - - - - + + + + - + + + + - - + + - - - + + + + + + + + + + + + + + + + + - - - - - - - - - - - - - - - - @@ -827,14 +823,13 @@ - - - - + + + - + @@ -843,14 +838,13 @@ - - - - + + + - + @@ -859,16 +853,15 @@ - - - - + + + + - - + @@ -884,12 +877,12 @@ Analysing the data

You might want to start by getting an idea of how the data is distributed. It’s an important start, because it also decides how you will continue your analysis. ## Dispersion of species To just get an idea how the species are distributed, create a frequency table with our freq() function. We created the genus and species column earlier based on the microbial ID. With paste(), we can concatenate them together.

The freq() function can be used like the base R language was intended:

-
freq(paste(data_1st$genus, data_1st$species))
+
freq(paste(data_1st$genus, data_1st$species))

Or can be used like the dplyr way, which is easier readable:

-
data_1st %>% freq(genus, species)
+
data_1st %>% freq(genus, species)

Frequency table of genus and species
Columns: 2
-Length: 4,414 (of which NA: 0 = 0.00%)
+Length: 4,388 (of which NA: 0 = 0.00%)
Unique: 4

Shortest: 16
Longest: 24

@@ -906,33 +899,33 @@ Longest: 24

- - - - + + + + - - - - + + + + - - - - + + + + - - - + + + @@ -941,12 +934,12 @@ Longest: 24

Resistance percentages

The functions portion_R, portion_RI, portion_I, portion_IS and portion_S can be used to determine the portion of a specific antimicrobial outcome. They can be used on their own:

- +
data_1st %>% portion_IR(amox)
+# [1] 0.4617138

Or can be used in conjuction with group_by() and summarise(), both from the dplyr package:

-
data_1st %>% 
-  group_by(hospital) %>% 
-  summarise(amoxicillin = portion_IR(amox))
+
data_1st %>% 
+  group_by(hospital) %>% 
+  summarise(amoxicillin = portion_IR(amox))
date patient_id hospital
22011-05-22Y3Hospital BB_STRPTC_PNESSS2015-08-07D6Hospital AB_STPHY_AUR RFRSSM Gram positiveStreptococcuspneumoniaeStaphylococcusaureus TRUE
32015-11-10F12016-06-04T3Hospital BB_STPHY_AURRSSSFGram positiveStaphylococcusaureusTRUE
2012-09-25R6 Hospital C B_STPHY_AURSSSSMGram positiveStaphylococcusaureusTRUE
42011-10-10X7Hospital DB_STPHY_AUR R S STRUE
52017-11-10B3Hospital D2015-10-07A4Hospital B B_STPHY_AURR S RR S M Gram positiveTRUE
62014-11-09O5Hospital B2016-04-12S6Hospital D B_KLBSL_PNE R SRS S F Gram negativeTRUE
72013-01-26F4Hospital B2010-11-24Z3Hospital C B_ESCHR_COLR S S SSMF Gram negative Escherichia coli
1 Escherichia coli2,15348.8%2,15348.8%2,15749.2%2,15749.2%
2 Staphylococcus aureus1,10725.1%3,26073.9%1,08924.8%3,24674.0%
3 Streptococcus pneumoniae67715.3%3,93789.2%69415.8%3,94089.8%
4 Klebsiella pneumoniae47710.8%4,41444810.2%4,388 100.0%
@@ -955,27 +948,27 @@ Longest: 24

- + - + - + - +
hospital
Hospital A0.46153850.4517110
Hospital B0.49610890.4460916
Hospital C0.49757670.4834337
Hospital D0.49422880.4854054

Of course it would be very convenient to know the number of isolates responsible for the percentages. For that purpose the n_rsi() can be used, which works exactly like n_distinct() from the dplyr package. It counts all isolates available for every group (i.e. values S, I or R):

-
data_1st %>% 
-  group_by(hospital) %>% 
-  summarise(amoxicillin = portion_IR(amox),
-            available = n_rsi(amox))
+
data_1st %>% 
+  group_by(hospital) %>% 
+  summarise(amoxicillin = portion_IR(amox),
+            available = n_rsi(amox))
@@ -985,32 +978,32 @@ Longest: 24

- - + + - - + + - - + + - - + +
hospital
Hospital A0.461538513000.45171101315
Hospital B0.496108915420.44609161484
Hospital C0.49757676190.4834337664
Hospital D0.49422889530.4854054925

These functions can also be used to get the portion of multiple antibiotics, to calculate co-resistance very easily:

-
data_1st %>% 
-  group_by(genus) %>% 
-  summarise(amoxicillin = portion_S(amcl),
-            gentamicin = portion_S(gent),
-            "amox + gent" = portion_S(amcl, gent))
+
data_1st %>% 
+  group_by(genus) %>% 
+  summarise(amoxicillin = portion_S(amcl),
+            gentamicin = portion_S(gent),
+            "amox + gent" = portion_S(amcl, gent))
@@ -1021,94 +1014,94 @@ Longest: 24

- - - + + + - - - + + + - - - + + + - + - +
genus
Escherichia0.74454250.91732470.98049230.73018080.91515990.9772833
Klebsiella0.71698110.91194970.97693920.71428570.90401790.9888393
Staphylococcus0.77055100.91689250.98283650.75573920.91551880.9770432
Streptococcus0.74741510.7305476 0.00000000.74741510.7305476

To make a transition to the next part, let’s see how this difference could be plotted:

-
data_1st %>% 
-  group_by(genus) %>% 
-  summarise("1. Amoxicillin" = portion_S(amcl),
-            "2. Gentamicin" = portion_S(gent),
-            "3. Amox + gent" = portion_S(amcl, gent)) %>% 
-  tidyr::gather("Antibiotic", "S", -genus) %>%
-  ggplot(aes(x = genus,
-             y = S,
-             fill = Antibiotic)) +
-  geom_col(position = "dodge2")
+
data_1st %>% 
+  group_by(genus) %>% 
+  summarise("1. Amoxicillin" = portion_S(amcl),
+            "2. Gentamicin" = portion_S(gent),
+            "3. Amox + gent" = portion_S(amcl, gent)) %>% 
+  tidyr::gather("Antibiotic", "S", -genus) %>%
+  ggplot(aes(x = genus,
+             y = S,
+             fill = Antibiotic)) +
+  geom_col(position = "dodge2")

Plots

To show results in plots, most R users would nowadays use the ggplot2 package. This package lets you create plots in layers. You can read more about it on their website. A quick example would look like these syntaxes:

-
ggplot(data = a_data_set,
-       mapping = aes(x = year,
-                     y = value)) +
-  geom_col() +
-  labs(title = "A title",
-       subtitle = "A subtitle",
-       x = "My X axis",
-       y = "My Y axis")
-
-ggplot(a_data_set,
-       aes(year, value) +
-  geom_bar()
+
ggplot(data = a_data_set,
+       mapping = aes(x = year,
+                     y = value)) +
+  geom_col() +
+  labs(title = "A title",
+       subtitle = "A subtitle",
+       x = "My X axis",
+       y = "My Y axis")
+
+ggplot(a_data_set,
+       aes(year, value) +
+  geom_bar()

The AMR package contains functions to extend this ggplot2 package, for example geom_rsi(). It automatically transforms data with count_df() or portion_df() and show results in stacked bars. Its simplest and shortest example:

-
ggplot(data_1st) +
-  geom_rsi(translate_ab = FALSE)
+
ggplot(data_1st) +
+  geom_rsi(translate_ab = FALSE)

Omit the translate_ab = FALSE to have the antibiotic codes (amox, amcl, cipr, gent) translated to official WHO names (amoxicillin, amoxicillin and betalactamase inhibitor, ciprofloxacin, gentamicin).

If we group on e.g. the genus column and add some additional functions from our package, we can create this:

- +
# group the data on `genus`
+ggplot(data_1st %>% group_by(genus)) + 
+  # create bars with genus on x axis
+  # it looks for variables with class `rsi`,
+  # of which we have 4 (earlier created with `as.rsi`)
+  geom_rsi(x = "genus") + 
+  # split plots on antibiotic
+  facet_rsi(facet = "Antibiotic") +
+  # make R red, I yellow and S green
+  scale_rsi_colours() +
+  # show percentages on y axis
+  scale_y_percent(breaks = 0:4 * 25) +
+  # turn 90 degrees, make it bars instead of columns
+  coord_flip() +
+  # add labels
+  labs(title = "Resistance per genus and antibiotic", 
+       subtitle = "(this is fake data)") +
+  # and print genus in italic to follow our convention
+  # (is now y axis because we turned the plot)
+  theme(axis.text.y = element_text(face = "italic"))

To simplify this, we also created the ggplot_rsi() function, which combines almost all above functions:

- +
data_1st %>% 
+  group_by(genus) %>%
+  ggplot_rsi(x = "genus",
+             facet = "Antibiotic",
+             breaks = 0:4 * 25,
+             datalabels = FALSE) +
+  coord_flip()

@@ -1136,26 +1129,26 @@ Longest: 24

We can transform the data and apply the test in only a couple of lines:

-
septic_patients %>%
-  filter(hospital_id %in% c("A", "D")) %>% # filter on only hospitals A and D
-  select(hospital_id, fosf) %>%            # select the hospitals and fosfomycin
-  group_by(hospital_id) %>%                # group on the hospitals
-  count_df(combine_IR = TRUE) %>%          # count all isolates per group (hospital_id)
-  tidyr::spread(hospital_id, Value) %>%    # transform output so A and D are columns
-  select(A, D) %>%                         # and select these only
-  as.matrix() %>%                          # transform to good old matrix for fisher.test()
-  fisher.test()                            # do Fisher's Exact Test
-# 
-#   Fisher's Exact Test for Count Data
-# 
-# data:  .
-# p-value = 0.03104
-# alternative hypothesis: true odds ratio is not equal to 1
-# 95 percent confidence interval:
-#  1.054283 4.735995
-# sample estimates:
-# odds ratio 
-#   2.228006
+
septic_patients %>%
+  filter(hospital_id %in% c("A", "D")) %>% # filter on only hospitals A and D
+  select(hospital_id, fosf) %>%            # select the hospitals and fosfomycin
+  group_by(hospital_id) %>%                # group on the hospitals
+  count_df(combine_IR = TRUE) %>%          # count all isolates per group (hospital_id)
+  tidyr::spread(hospital_id, Value) %>%    # transform output so A and D are columns
+  select(A, D) %>%                         # and select these only
+  as.matrix() %>%                          # transform to good old matrix for fisher.test()
+  fisher.test()                            # do Fisher's Exact Test
+# 
+#   Fisher's Exact Test for Count Data
+# 
+# data:  .
+# p-value = 0.03104
+# alternative hypothesis: true odds ratio is not equal to 1
+# 95 percent confidence interval:
+#  1.054283 4.735995
+# sample estimates:
+# odds ratio 
+#   2.228006

As can be seen, the p value is 0.03, which means that the fosfomycin resistances found in hospital A and D are really different.

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z@5PHap_OA4ZGsAi@)(J;NFF|t(y1d{%D#<&Mi9WP8DDwUj@YFL)H!$Odz6On*wH%C z0-Y>?E5o?%aMMyZ52AZq?&EDmr#0^G_vUi4b8`|c-cyt^D3p_zhbOvy5%V(VV=b@) zD0*klow97#G z7!JI8%+7r~@p2q6z={26-nrVq5lvmd^jITrr}bI~#L-B}2Z!iMlYYOXXLX{A1N_ZE zTjhTJ2m$078L!3@v5#tct>?VGRUh2Kc;39)c(1x;urJ|e)goIXy9__MjRk8zxTjGg zNysC+hO)gVorpIm(i#=;16(A?srmlk;sQb?qo-yRP43LN+&^f}EASSMdUQnrUbl$1 z!XOf-A7|n&U@sI#2JkRfOhDGC3v~Cy`J%qISQA?50NobA6WnjgR(kM}m1hIP#G9Yq w;L4e1{^#5|!}0&CD#ZUZUizQC(WUyP7mj_8HEX#4FXa1>bGrkpKVy diff --git a/docs/news/index.html b/docs/news/index.html index 1b838183..c010dd5d 100644 --- a/docs/news/index.html +++ b/docs/news/index.html @@ -253,16 +253,14 @@

  • Added 65 antibiotics to the antibiotics data set, from the Pharmaceuticals Community Register of the European Commission
  • Removed columns atc_group1_nl and atc_group2_nl from the antibiotics data set
  • -
  • Function atc_ddd has been renamed atc_online_ddd() -
  • -
  • Function atc_groups has been renamed atc_online_groups() -
  • +
  • Functions atc_ddd() and atc_groups() have been renamed atc_online_ddd() and atc_online_groups(). The old function are deprecated and will be removed in a future version.
  • +
  • Function guess_mo() is now deprecated in favour of as.mo() and will be removed in future versions
  • +
  • Function guess_atc() is now deprecated in favour of as.atc() and will be removed in future versions
  • Function eucast_rules():
  • Updated EUCAST Clinical breakpoints to version 9.0 of 1 January 2019
  • Fixed a critical bug where some rules that depend on previous applied rules would not be applied adequately
  • Emphasised in manual that penicillin is meant as benzylpenicillin (ATC J01CE01)
  • -
  • Function guess_mo() is now deprecated in favour of as.mo() and will be removed in future versions
  • Improvements for as.mo():
  • Fix for vector containing only empty values
  • Finds better results when input is in other languages
  • diff --git a/docs/reference/AMR-deprecated.html b/docs/reference/AMR-deprecated.html index 52b83fd4..ed19a525 100644 --- a/docs/reference/AMR-deprecated.html +++ b/docs/reference/AMR-deprecated.html @@ -6,7 +6,7 @@ -Deprecated functions — guess_atc • AMR (for R) +Deprecated functions — AMR-deprecated • AMR (for R) @@ -45,7 +45,7 @@ - + @@ -227,12 +227,12 @@ -
    guess_atc(x)
    -
    -ratio(x, ratio)
    +    
    ratio(x, ratio)
     
     guess_mo(...)
     
    +guess_atc(...)
    +
     ab_property(...)
     
     ab_atc(...)
    @@ -247,7 +247,11 @@
     
     ab_umcg(...)
     
    -ab_tradenames(...)
    +ab_tradenames(...) + +atc_ddd(...) + +atc_groups(...)

    Read more on our website!

    diff --git a/docs/reference/index.html b/docs/reference/index.html index 8c6d9bbb..92d234d8 100644 --- a/docs/reference/index.html +++ b/docs/reference/index.html @@ -521,7 +521,7 @@ -

    guess_atc() ratio() guess_mo() ab_property() ab_atc() ab_official() ab_name() ab_trivial_nl() ab_certe() ab_umcg() ab_tradenames()

    +

    ratio() guess_mo() guess_atc() ab_property() ab_atc() ab_official() ab_name() ab_trivial_nl() ab_certe() ab_umcg() ab_tradenames() atc_ddd() atc_groups()

    Deprecated functions

    diff --git a/man/AMR-deprecated.Rd b/man/AMR-deprecated.Rd index 40ea5bd1..032b7f6e 100644 --- a/man/AMR-deprecated.Rd +++ b/man/AMR-deprecated.Rd @@ -1,10 +1,10 @@ % Generated by roxygen2: do not edit by hand -% Please edit documentation in R/atc.R, R/deprecated.R -\name{guess_atc} -\alias{guess_atc} +% Please edit documentation in R/deprecated.R +\name{AMR-deprecated} \alias{AMR-deprecated} \alias{ratio} \alias{guess_mo} +\alias{guess_atc} \alias{ab_property} \alias{ab_atc} \alias{ab_official} @@ -13,14 +13,16 @@ \alias{ab_certe} \alias{ab_umcg} \alias{ab_tradenames} +\alias{atc_ddd} +\alias{atc_groups} \title{Deprecated functions} \usage{ -guess_atc(x) - ratio(x, ratio) guess_mo(...) +guess_atc(...) + ab_property(...) ab_atc(...) @@ -36,6 +38,10 @@ ab_certe(...) ab_umcg(...) ab_tradenames(...) + +atc_ddd(...) + +atc_groups(...) } \description{ These functions are so-called '\link{Deprecated}'. They will be removed in a future release. Using the functions will give a warning with the name of the function it has been replaced by (if there is one).