From bd73988f15c510e676b1dcf7042014736716f65b 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 01 June 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 02 June 2019. As with many uses in R, we need some additional packages for AMR analysis. Our package works closely together with the tidyverse packages As with many uses in R, we need some additional packages for AMR analysis. Our package works closely together with the tidyverse packages Our Now, let’s start the cleaning and the analysis! So, we can draw at least two conclusions immediately. From a data scientist perspective, the data looks clean: only values The data is already quite clean, but we still need to transform some variables. The So only 28.5% is suitable for resistance analysis! We can now filter on it with the So only 28.3% 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 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 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 If a column exists with a name like ‘key(…)ab’ the Instead of 1, now 9 isolates are flagged. In total, 75.9% of all isolates are marked ‘first weighted’ - 47.4% 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 2, now 9 isolates are flagged. In total, 75.1% of all isolates are marked ‘first weighted’ - 46.8% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline. As with So we end up with 15,183 isolates for analysis. So we end up with 15,014 isolates for analysis. We can remove unneeded columns: Or can be used like the Frequency table of Frequency table of Columns: 2 Shortest: 16How to conduct AMR analysis
Matthijs S. Berends
- 01 June 2019
+ 02 June 2019
AMR.Rmd
Introduction
@@ -224,21 +224,21 @@
-
2019-06-01
+2019-06-02
abcd
Escherichia coli
S
S
-
2019-06-01
+2019-06-02
abcd
Escherichia coli
S
R
-
2019-06-01
+2019-06-02
efgh
Escherichia coli
R
@@ -249,7 +249,7 @@
Needed R 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.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.AMR
package depends on these packages and even extends their use and functions.
-
2011-01-05
-W4
+2014-06-27
+V8
Hospital B
-Escherichia coli
+Klebsiella pneumoniae
S
S
S
@@ -345,19 +345,41 @@
F
-
+2013-05-10
-W2
+2013-02-12
+L4
+Hospital A
+Streptococcus pneumoniae
+I
+S
+S
+S
+M
+
+
+2013-11-26
+T2
Hospital A
Staphylococcus aureus
R
-S
+R
S
S
F
+
2013-12-27
+J10
+Hospital A
+Escherichia coli
+S
+S
+S
+S
+M
+
-
2011-07-24
-L6
+2013-09-22
+I7
Hospital C
Staphylococcus aureus
S
@@ -367,38 +389,16 @@
M
-
-2017-12-18
-P2
-Hospital B
-Escherichia coli
-S
-S
+2014-01-26
+Q6
+Hospital A
+Klebsiella pneumoniae
R
S
+S
+S
F
-
-2017-03-27
-I8
-Hospital D
-Klebsiella pneumoniae
-S
-S
-R
-S
-M
-
-
2013-05-25
-L4
-Hospital A
-Staphylococcus aureus
-R
-S
-S
-S
-M
-M
and F
. From a researcher 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 %>%
@@ -449,14 +449,14 @@
# Pasteurella multocida (no new changes)
# Staphylococcus (no new changes)
# Streptococcus groups A, B, C, G (no new changes)
-# Streptococcus pneumoniae (1519 new changes)
+# Streptococcus pneumoniae (1509 new changes)
# Viridans group streptococci (no new changes)
#
# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 01: Intrinsic resistance in Enterobacteriaceae (1280 new changes)
+# Table 01: Intrinsic resistance in Enterobacteriaceae (1276 new changes)
# Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no new changes)
# Table 03: Intrinsic resistance in other Gram-negative bacteria (no new changes)
-# Table 04: Intrinsic resistance in Gram-positive bacteria (2810 new changes)
+# Table 04: Intrinsic resistance in Gram-positive bacteria (2758 new changes)
# Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no new changes)
# Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (no new changes)
# Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no new changes)
@@ -464,24 +464,24 @@
# Table 13: Interpretive rules for quinolones (no new changes)
#
# Other rules
-# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2266 new changes)
-# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (95 new changes)
+# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2254 new changes)
+# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (138 new changes)
# Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no new changes)
# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no new changes)
# Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no new changes)
# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no new changes)
#
# --------------------------------------------------------------------------
-# EUCAST rules affected 6,560 out of 20,000 rows, making a total of 7,970 edits
+# EUCAST rules affected 6,564 out of 20,000 rows, making a total of 7,935 edits
# => added 0 test results
#
-# => changed 7,970 test results
-# - 118 test results changed from S to I
-# - 4,807 test results changed from S to R
-# - 1,119 test results changed from I to S
-# - 318 test results changed from I to R
-# - 1,590 test results changed from R to S
-# - 18 test results changed from R to I
+# => changed 7,935 test results
+# - 109 test results changed from S to I
+# - 4,768 test results changed from S to R
+# - 1,081 test results changed from I to S
+# - 345 test results changed from I to R
+# - 1,615 test results changed from R to S
+# - 17 test results changed from R to I
# --------------------------------------------------------------------------
#
# Use verbose = TRUE 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:
1
-2010-01-23
-H6
+2010-01-07
+K9
B_ESCHR_COL
S
S
@@ -547,8 +547,8 @@
2
-2010-03-03
-H6
+2010-02-14
+K9
B_ESCHR_COL
R
S
@@ -558,10 +558,10 @@
3
-2010-03-26
-H6
+2010-02-18
+K9
B_ESCHR_COL
-S
+R
S
R
S
@@ -569,19 +569,19 @@
4
-2010-04-21
-H6
+2010-06-01
+K9
B_ESCHR_COL
+S
+S
R
S
-S
-S
FALSE
5
-2010-07-15
-H6
+2010-08-14
+K9
B_ESCHR_COL
S
S
@@ -591,32 +591,32 @@
6
-2010-08-13
-H6
+2010-11-08
+K9
B_ESCHR_COL
S
S
-S
+R
S
FALSE
7
-2010-09-29
-H6
+2010-11-16
+K9
B_ESCHR_COL
S
S
-R
+S
S
FALSE
8
-2010-10-10
-H6
+2010-12-11
+K9
B_ESCHR_COL
-R
+S
S
S
S
@@ -624,29 +624,29 @@
9
-2010-12-09
-H6
+2011-02-27
+K9
B_ESCHR_COL
R
-R
S
S
-FALSE
+S
+TRUE
-10
-2010-12-11
-H6
+2011-03-06
+K9
B_ESCHR_COL
R
-S
+R
S
S
FALSE
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(.)) %>%
@@ -657,7 +657,7 @@
# 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 15,183 first weighted isolates (75.9% of total)
-
isolate
@@ -674,8 +674,8 @@
1
-2010-01-23
-H6
+2010-01-07
+K9
B_ESCHR_COL
S
S
@@ -686,8 +686,8 @@
2
-2010-03-03
-H6
+2010-02-14
+K9
B_ESCHR_COL
R
S
@@ -698,10 +698,10 @@
3
-2010-03-26
-H6
+2010-02-18
+K9
B_ESCHR_COL
-S
+R
S
R
S
@@ -710,20 +710,20 @@
4
-2010-04-21
-H6
+2010-06-01
+K9
B_ESCHR_COL
+S
+S
R
S
-S
-S
FALSE
TRUE
5
-2010-07-15
-H6
+2010-08-14
+K9
B_ESCHR_COL
S
S
@@ -734,20 +734,8 @@
-6
-2010-08-13
-H6
-B_ESCHR_COL
-S
-S
-S
-S
-FALSE
-FALSE
-
-
+7
-2010-09-29
-H6
+2010-11-08
+K9
B_ESCHR_COL
S
S
@@ -756,37 +744,49 @@
FALSE
TRUE
+
7
+2010-11-16
+K9
+B_ESCHR_COL
+S
+S
+S
+S
+FALSE
+TRUE
+
8
-2010-10-10
-H6
+2010-12-11
+K9
B_ESCHR_COL
-R
+S
S
S
S
FALSE
-TRUE
+FALSE
9
-2010-12-09
-H6
+2011-02-27
+K9
B_ESCHR_COL
R
-R
S
S
-FALSE
+S
+TRUE
TRUE
10
-2010-12-11
-H6
+2011-03-06
+K9
B_ESCHR_COL
R
-S
+R
S
S
FALSE
@@ -794,11 +794,11 @@
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
1
-2011-01-05
-W4
+2014-06-27
+V8
Hospital B
-B_ESCHR_COL
-S
+B_KLBSL_PNE
+R
S
S
S
F
Gram negative
-Escherichia
-coli
+Klebsiella
+pneumoniae
TRUE
+2
-2013-05-10
-W2
+2013-02-12
+L4
+Hospital A
+B_STRPT_PNE
+I
+I
+S
+R
+M
+Gram positive
+Streptococcus
+pneumoniae
+TRUE
+
+
-3
+2013-11-26
+T2
Hospital A
B_STPHY_AUR
R
-S
+R
S
S
F
@@ -854,29 +870,13 @@
aureus
TRUE
-
4
-2017-12-18
-P2
-Hospital B
-B_ESCHR_COL
-S
-S
-R
-S
-F
-Gram negative
-Escherichia
-coli
-TRUE
-
-
6
-2013-05-25
-L4
-Hospital A
+5
+2013-09-22
+I7
+Hospital C
B_STPHY_AUR
-R
+S
S
S
S
@@ -888,28 +888,28 @@
7
-2016-09-17
-F3
-Hospital D
-B_KLBSL_PNE
-R
+2012-03-30
+L8
+Hospital B
+B_STPHY_AUR
+S
S
S
S
M
-Gram negative
-Klebsiella
-pneumoniae
+Gram positive
+Staphylococcus
+aureus
TRUE
8
-2010-06-30
-L8
-Hospital B
+2015-08-27
+L4
+Hospital A
B_ESCHR_COL
-S
-S
+R
+R
S
S
M
@@ -935,9 +935,9 @@
dplyr
way, which is easier readable:genus
and species
from a data.frame
(15,183 x 13)genus
and species
from a data.frame
(15,014 x 13)
-Length: 15,183 (of which NA: 0 = 0.00%)
+Length: 15,014 (of which NA: 0 = 0.00%)
Unique: 4
Longest: 24
1
Escherichia coli
-7,416
-48.8%
-7,416
-48.8%
+7,496
+49.9%
+7,496
+49.9%
2
Staphylococcus aureus
-3,781
-24.9%
-11,197
-73.7%
+3,663
+24.4%
+11,159
+74.3%
3
Streptococcus pneumoniae
-2,391
-15.7%
-13,588
-89.5%
+2,303
+15.3%
+13,462
+89.7%
@@ -991,7 +991,7 @@ Longest: 244
Klebsiella pneumoniae
-1,595
-10.5%
-15,183
+1,552
+10.3%
+15,014
100.0%
The functions portion_S()
, portion_SI()
, portion_I()
, portion_IR()
and portion_R()
can be used to determine the portion of a specific antimicrobial outcome. As per the EUCAST guideline of 2019, we calculate resistance as the portion of R (portion_R()
) and susceptibility as the portion of S and I (portion_SI()
). 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) %>%
@@ -1004,19 +1004,19 @@ Longest: 24
Hospital A
-0.4789879
+0.4625681
Hospital B
-0.4752328
+0.4799232
Hospital C
-0.4525453
+0.4727660
Hospital D
-0.4688136
+0.4660767
@@ -1034,23 +1034,23 @@ Longest: 24
Hospital A
-0.4789879
-4545
+0.4625681
+4408
Hospital B
-0.4752328
-5370
+0.4799232
+5205
Hospital C
-0.4525453
-2318
+0.4727660
+2350
Hospital D
-0.4688136
-2950
+0.4660767
+3051
@@ -1070,27 +1070,27 @@ Longest: 24
Escherichia
-0.9224649
-0.8938781
-0.9920442
+0.9252935
+0.8992796
+0.9945304
Klebsiella
-0.8119122
-0.9072100
-0.9874608
+0.8150773
+0.9059278
+0.9864691
Staphylococcus
-0.9185401
-0.9098122
-0.9920656
+0.9216489
+0.9211029
+0.9923560
Streptococcus
-0.6056043
+0.6026921
0.0000000
-0.6056043
+0.6026921
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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