From bb2ed558426e3633d1f2caf81587b1b94ea27be4 Mon Sep 17 00:00:00 2001
From: "Matthijs S. Berends" 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 R Markdown. However, the methodology remains unchanged. This page was generated on 23 November 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 R Markdown. However, the methodology remains unchanged. This page was generated on 29 November 2019. So, we can draw at least two conclusions immediately. From a data scientists perspective, the data looks clean: only values The data is already quite clean, but we still need to transform some variables. The So only 28.3% is suitable for resistance analysis! We can now filter on it with the So only 28.4% is suitable for resistance analysis! We can now filter on it with the For future use, the above two syntaxes can be shortened with the We made a slight twist to the CLSI algorithm, to take into account the antimicrobial susceptibility profile. Have a look at all isolates of patient T6, sorted on date: We made a slight twist to the CLSI algorithm, to take into account the antimicrobial susceptibility profile. Have a look at all isolates of patient N6, sorted on date: Only 2 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 should be included too. This is why we weigh isolates, based on their antibiogram. The Only 1 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 should be included too. This is why we weigh isolates, based on their antibiogram. The If a column exists with a name like ‘key(…)ab’ the Instead of 2, now 10 isolates are flagged. In total, 75.5% of all isolates are marked ‘first weighted’ - 47.1% 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 1, now 9 isolates are flagged. In total, 75.2% of all isolates are marked ‘first weighted’ - 46.7% 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 So we end up with 15,096 isolates for analysis. So we end up with 15,038 isolates for analysis. We can remove unneeded columns: Time for the analysis! Frequency table Class: character Shortest: 16How to conduct AMR analysis
Matthijs S. Berends
- 23 November 2019
+ 29 November 2019
AMR.Rmd
Introduction
@@ -212,21 +212,21 @@
-
2019-11-23
+2019-11-29
abcd
Escherichia coli
S
S
-
2019-11-23
+2019-11-29
abcd
Escherichia coli
S
R
-
2019-11-23
+2019-11-29
efgh
Escherichia coli
R
@@ -321,43 +321,43 @@
-
-2016-08-29
-I4
-Hospital B
-Streptococcus pneumoniae
-S
-S
-S
-S
-M
-
-
-2016-04-25
-U3
-Hospital A
-Streptococcus pneumoniae
-R
-S
-S
-S
-F
-
-
+2013-06-29
-W2
-Hospital B
+2015-06-06
+I1
+Hospital D
Staphylococcus aureus
+R
S
S
+S
+M
+
+
+2016-06-07
+Z6
+Hospital D
+Staphylococcus aureus
+R
+S
R
S
F
+
2013-01-19
+D3
+Hospital B
+Streptococcus pneumoniae
+S
+S
+R
+S
+M
+
-
2011-12-21
-D5
-Hospital C
-Escherichia coli
+2013-10-19
+M2
+Hospital B
+Klebsiella pneumoniae
S
S
S
@@ -365,26 +365,26 @@
M
-
2016-10-19
-G6
+2011-04-28
+F10
Hospital B
-Escherichia coli
+Streptococcus pneumoniae
+R
R
-S
S
S
M
-
@@ -406,8 +406,8 @@
#
# Item Count Percent Cum. Count Cum. Percent
# --- ----- ------- -------- ----------- -------------
-# 1 M 10,451 52.26% 10,451 52.26%
-# 2 F 9,549 47.75% 20,000 100.00%
+# 1 M 10,446 52.23% 10,446 52.23%
+# 2 F 9,554 47.77% 20,000 100.00%
2017-08-29
-Y5
-Hospital B
-Escherichia coli
+2014-02-17
+I9
+Hospital D
+Klebsiella pneumoniae
+S
S
S
R
-S
-F
+M
M
and F
. From a researchers perspective: there are slightly more men. Nothing we didn’t already know.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 %>%
@@ -422,8 +422,8 @@
# Other rules by this AMR package
# Non-EUCAST: inherit amoxicillin results for unavailable ampicillin (no changes)
# Non-EUCAST: inherit ampicillin results for unavailable amoxicillin (no changes)
-# Non-EUCAST: set amoxicillin/clav acid = S where ampicillin = S (2,952 values changed)
-# Non-EUCAST: set ampicillin = R where amoxicillin/clav acid = R (155 values changed)
+# Non-EUCAST: set amoxicillin/clav acid = S where ampicillin = S (2,987 values changed)
+# Non-EUCAST: set ampicillin = R where amoxicillin/clav acid = R (122 values changed)
# Non-EUCAST: set piperacillin = R where piperacillin/tazobactam = R (no changes)
# Non-EUCAST: set piperacillin/tazobactam = S where piperacillin = S (no changes)
# Non-EUCAST: set trimethoprim = R where trimethoprim/sulfa = R (no changes)
@@ -448,31 +448,31 @@
# Pasteurella multocida (no changes)
# Staphylococcus (no changes)
# Streptococcus groups A, B, C, G (no changes)
-# Streptococcus pneumoniae (984 values changed)
+# Streptococcus pneumoniae (1,064 values changed)
# Viridans group streptococci (no changes)
#
# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 01: Intrinsic resistance in Enterobacteriaceae (1,309 values changed)
+# Table 01: Intrinsic resistance in Enterobacteriaceae (1,300 values changed)
# Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no changes)
# Table 03: Intrinsic resistance in other Gram-negative bacteria (no changes)
-# Table 04: Intrinsic resistance in Gram-positive bacteria (2,719 values changed)
+# Table 04: Intrinsic resistance in Gram-positive bacteria (2,722 values changed)
# Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no changes)
# Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (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)
#
-# --------------------------------------------------------------------------
-# EUCAST rules affected 6,464 out of 20,000 rows, making a total of 8,119 edits
+# -------------------------------------------------------------------------------
+# EUCAST rules affected 6,539 out of 20,000 rows, making a total of 8,195 edits
# => added 0 test results
#
-# => changed 8,119 test results
-# - 109 test results changed from S to I
-# - 4,710 test results changed from S to R
-# - 1,166 test results changed from I to S
-# - 348 test results changed from I to R
-# - 1,786 test results changed from R to S
-# --------------------------------------------------------------------------
+# => changed 8,195 test results
+# - 125 test results changed from S to I
+# - 4,759 test results changed from S to R
+# - 1,206 test results changed from I to S
+# - 324 test results changed from I to R
+# - 1,781 test results changed from R to S
+# -------------------------------------------------------------------------------
#
# Use eucast_rules(..., verbose = TRUE) (on your original data) to get a data.frame with all specified edits instead.
filter()
function, also from the dplyr
package:filter()
function, also from the dplyr
package:filter_first_isolate()
function:
First weighted isolates
-
-
isolate
@@ -526,19 +526,19 @@
1
-2010-02-28
-T6
+2010-02-23
+N6
B_ESCHR_COLI
-S
-S
-S
R
+S
+S
+S
TRUE
2
-2010-03-01
-T6
+2010-04-09
+N6
B_ESCHR_COLI
S
S
@@ -548,21 +548,21 @@
3
-2010-05-20
-T6
+2010-04-23
+N6
B_ESCHR_COLI
-S
-S
R
+R
+S
S
FALSE
4
-2010-06-21
-T6
+2010-05-12
+N6
B_ESCHR_COLI
-S
+R
S
R
R
@@ -570,10 +570,10 @@
5
-2010-09-24
-T6
+2010-06-27
+N6
B_ESCHR_COLI
-R
+I
S
S
S
@@ -581,52 +581,52 @@
6
-2010-11-18
-T6
+2010-08-09
+N6
B_ESCHR_COLI
R
S
S
-R
+S
FALSE
7
-2011-02-07
-T6
+2010-09-01
+N6
B_ESCHR_COLI
+I
+S
R
S
-S
-S
FALSE
-8
-2011-03-09
-T6
+2010-10-18
+N6
B_ESCHR_COLI
S
S
-R
-S
-TRUE
-
-
+9
-2011-03-23
-T6
-B_ESCHR_COLI
-R
-S
S
S
FALSE
+
9
+2011-01-18
+N6
+B_ESCHR_COLI
+R
+I
+R
+S
+FALSE
+
10
-2011-04-01
-T6
+2011-02-15
+N6
B_ESCHR_COLI
S
S
@@ -636,7 +636,7 @@
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.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.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(.)) %>%
@@ -647,7 +647,7 @@
# 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 15,096 first weighted isolates (75.5% of total)
-
isolate
@@ -664,20 +664,20 @@
1
-2010-02-28
-T6
+2010-02-23
+N6
B_ESCHR_COLI
-S
-S
-S
R
+S
+S
+S
TRUE
TRUE
2
-2010-03-01
-T6
+2010-04-09
+N6
B_ESCHR_COLI
S
S
@@ -688,22 +688,22 @@
3
-2010-05-20
-T6
+2010-04-23
+N6
B_ESCHR_COLI
-S
-S
R
+R
+S
S
FALSE
TRUE
4
-2010-06-21
-T6
+2010-05-12
+N6
B_ESCHR_COLI
-S
+R
S
R
R
@@ -712,10 +712,10 @@
5
-2010-09-24
-T6
+2010-06-27
+N6
B_ESCHR_COLI
-R
+I
S
S
S
@@ -724,56 +724,56 @@
6
-2010-11-18
-T6
+2010-08-09
+N6
B_ESCHR_COLI
R
S
S
-R
+S
+FALSE
FALSE
-TRUE
7
-2011-02-07
-T6
+2010-09-01
+N6
B_ESCHR_COLI
+I
+S
R
S
-S
-S
FALSE
TRUE
-8
-2011-03-09
-T6
+2010-10-18
+N6
B_ESCHR_COLI
S
S
-R
-S
-TRUE
-TRUE
-
-
+9
-2011-03-23
-T6
-B_ESCHR_COLI
-R
-S
S
S
FALSE
TRUE
+
9
+2011-01-18
+N6
+B_ESCHR_COLI
+R
+I
+R
+S
+FALSE
+TRUE
+
10
-2011-04-01
-T6
+2011-02-15
+N6
B_ESCHR_COLI
S
S
@@ -784,11 +784,11 @@
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
-
-1
-2016-08-29
-I4
-Hospital B
-B_STRPT_PNMN
-S
-S
-S
-R
-M
-Gram-positive
-Streptococcus
-pneumoniae
-TRUE
-
-2
-2016-04-25
-U3
-Hospital A
-B_STRPT_PNMN
-R
-R
-S
-R
-F
-Gram-positive
-Streptococcus
-pneumoniae
-TRUE
-
-
3
-2013-06-29
-W2
-Hospital B
+2016-06-07
+Z6
+Hospital D
B_STPHY_AURS
-S
+R
S
R
S
@@ -861,42 +829,10 @@
TRUE
-
-5
-2016-10-19
-G6
+3
+2013-01-19
+D3
Hospital B
-B_ESCHR_COLI
-R
-S
-S
-S
-M
-Gram-negative
-Escherichia
-coli
-TRUE
-
-
-6
-2017-08-29
-Y5
-Hospital B
-B_ESCHR_COLI
-S
-S
-R
-S
-F
-Gram-negative
-Escherichia
-coli
-TRUE
-
-
+10
-2016-02-16
-L3
-Hospital D
B_STRPT_PNMN
S
S
@@ -908,6 +844,70 @@
pneumoniae
TRUE
+
+5
+2011-04-28
+F10
+Hospital B
+B_STRPT_PNMN
+R
+R
+S
+R
+M
+Gram-positive
+Streptococcus
+pneumoniae
+TRUE
+
+
+6
+2014-02-17
+I9
+Hospital D
+B_KLBSL_PNMN
+R
+S
+S
+R
+M
+Gram-negative
+Klebsiella
+pneumoniae
+TRUE
+
+
+7
+2016-03-10
+C8
+Hospital D
+B_STRPT_PNMN
+R
+R
+S
+R
+M
+Gram-positive
+Streptococcus
+pneumoniae
+TRUE
+
+
8
+2014-02-08
+M8
+Hospital B
+B_ESCHR_COLI
+S
+S
+S
+S
+M
+Gram-negative
+Escherichia
+coli
+TRUE
+
-Length: 15,096 (of which NA: 0 = 0%)
+Length: 15,038 (of which NA: 0 = 0%)
Unique: 4
Longest: 24
The functions resistance()
and susceptibility()
can be used to calculate antimicrobial resistance or susceptibility. For more specific analyses, the functions proportion_S()
, proportion_SI()
, proportion_I()
, proportion_IR()
and proportion_R()
can be used to determine the proportion of a specific antimicrobial outcome.
As per the EUCAST guideline of 2019, we calculate resistance as the proportion of R (proportion_R()
, equal to resistance()
) and susceptibility as the proportion of S and I (proportion_SI()
, equal to susceptibility()
). These functions can be used on their own:
Or can be used in conjuction with group_by()
and summarise()
, both from the dplyr
package:
data_1st %>%
group_by(hospital) %>%
@@ -995,19 +995,19 @@ Longest: 24
Hospital A
-0.4740061
+0.4688268
Hospital B
-0.4707669
+0.4681135
Hospital C
-0.4640934
+0.4541020
Hospital D
-0.4622766
+0.4743044
@@ -1025,23 +1025,23 @@ Longest: 24
Hospital A
-0.4740061
-4578
+0.4688268
+4475
Hospital B
-0.4707669
-5268
+0.4681135
+5253
Hospital C
-0.4640934
-2228
+0.4541020
+2255
Hospital D
-0.4622766
-3022
+0.4743044
+3055
@@ -1061,27 +1061,27 @@ Longest: 24
Escherichia
-0.9193042
-0.8966780
-0.9935914
+0.9244023
+0.8946173
+0.9929211
Klebsiella
-0.9285246
-0.8878689
-0.9940984
+0.9174726
+0.8891038
+0.9929078
Staphylococcus
-0.9166205
-0.9171745
-0.9919668
+0.9193941
+0.9248039
+0.9940492
Streptococcus
-0.6241901
+0.6070343
0.0000000
-0.6241901
+0.6070343
@@ -1129,7 +1129,7 @@ Longest: 24
geom_rsi(x = "genus") +
# split plots on antibiotic
facet_rsi(facet = "antibiotic") +
- # make R red, I yellow and S green
+ # set colours to the R/SI interpretations
scale_rsi_colours() +
# show percentages on y axis
scale_y_percent(breaks = 0:4 * 25) +
diff --git a/docs/articles/AMR_files/figure-html/plot 1-1.png b/docs/articles/AMR_files/figure-html/plot 1-1.png
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