From 1b8e2366f79bea5100638fef2bbcf239e28f79e0 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 13 October 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 16 October 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 X9, 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 I4, 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 8 isolates are flagged. In total, 75.7% 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 1, now 6 isolates are flagged. In total, 75.7% of all isolates are marked ‘first weighted’ - 47.3% 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 15,141 isolates for analysis. So we end up with 15,143 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
- 13 October 2019
+ 16 October 2019
AMR.Rmd
Introduction
@@ -212,21 +212,21 @@
-
2019-10-13
+2019-10-16
abcd
Escherichia coli
S
S
-
2019-10-13
+2019-10-16
abcd
Escherichia coli
S
R
-
2019-10-13
+2019-10-16
efgh
Escherichia coli
R
@@ -321,20 +321,42 @@
-
2011-07-28
-N6
-Hospital C
+2012-05-14
+G6
+Hospital B
Escherichia coli
R
-R
-R
S
-F
+R
+R
+M
-
+2012-08-16
-Q6
-Hospital C
+2012-03-26
+F8
+Hospital B
+Staphylococcus aureus
+S
+S
+S
+S
+M
+
+
+2010-04-06
+F7
+Hospital B
+Escherichia coli
+I
+S
+R
+R
+M
+
+
2016-05-08
+O1
+Hospital B
Escherichia coli
S
S
@@ -343,48 +365,26 @@
F
-
2017-05-07
-G5
+2017-05-22
+T6
Hospital A
Staphylococcus aureus
-S
-S
-S
R
-M
+S
+S
+S
+F
-
-2015-10-29
-V10
+2012-06-06
+X7
Hospital D
-Escherichia coli
-S
-S
-S
-S
-F
-
-
-2013-08-21
-U1
-Hospital A
-Escherichia coli
-R
-S
-R
-S
-F
-
-
@@ -407,8 +407,8 @@
#
# Item Count Percent Cum. Count Cum. Percent
# --- ----- ------- -------- ----------- -------------
-# 1 M 10,399 52.00% 10,399 52.00%
-# 2 F 9,601 48.01% 20,000 100.00%
+# 1 M 10,380 51.9% 10,380 51.9%
+# 2 F 9,620 48.1% 20,000 100.0%
2017-06-24
-K6
-Hospital A
Staphylococcus aureus
R
S
S
S
-M
+F
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 %>%
@@ -438,14 +438,14 @@
# Pasteurella multocida (no changes)
# Staphylococcus (no changes)
# Streptococcus groups A, B, C, G (no changes)
-# Streptococcus pneumoniae (1,461 values changed)
+# Streptococcus pneumoniae (1,483 values changed)
# Viridans group streptococci (no changes)
#
# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 01: Intrinsic resistance in Enterobacteriaceae (1,290 values changed)
+# Table 01: Intrinsic resistance in Enterobacteriaceae (1,268 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 (2,724 values changed)
+# Table 04: Intrinsic resistance in Gram-positive bacteria (2,755 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)
@@ -453,24 +453,24 @@
# Table 13: Interpretive rules for quinolones (no changes)
#
# Other rules
-# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2,293 values changed)
-# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (126 values changed)
+# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2,282 values changed)
+# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (122 values changed)
# Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no changes)
# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
# Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no changes)
# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
#
# --------------------------------------------------------------------------
-# EUCAST rules affected 6,534 out of 20,000 rows, making a total of 7,894 edits
+# EUCAST rules affected 6,530 out of 20,000 rows, making a total of 7,910 edits
# => added 0 test results
#
-# => changed 7,894 test results
-# - 126 test results changed from S to I
-# - 4,707 test results changed from S to R
-# - 1,073 test results changed from I to S
-# - 317 test results changed from I to R
-# - 1,653 test results changed from R to S
-# - 18 test results changed from R to I
+# => changed 7,910 test results
+# - 109 test results changed from S to I
+# - 4,678 test results changed from S to R
+# - 1,098 test results changed from I to S
+# - 322 test results changed from I to R
+# - 1,676 test results changed from R to S
+# - 27 test results changed from R to I
# --------------------------------------------------------------------------
#
# 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
@@ -525,8 +525,8 @@
1
-2010-01-31
-X9
+2010-02-10
+I4
B_ESCHR_COLI
R
S
@@ -536,10 +536,10 @@
2
-2010-04-03
-X9
+2010-02-19
+I4
B_ESCHR_COLI
-I
+S
S
S
S
@@ -547,8 +547,8 @@
3
-2010-05-12
-X9
+2010-03-09
+I4
B_ESCHR_COLI
S
S
@@ -558,10 +558,10 @@
4
-2010-08-29
-X9
+2010-04-06
+I4
B_ESCHR_COLI
-R
+I
S
R
S
@@ -569,8 +569,8 @@
5
-2011-01-07
-X9
+2010-07-14
+I4
B_ESCHR_COLI
S
S
@@ -580,30 +580,30 @@
-6
-2011-04-20
-X9
+2010-08-03
+I4
B_ESCHR_COLI
-S
-S
-S
-S
-TRUE
-
-
+7
-2011-06-24
-X9
-B_ESCHR_COLI
-R
+I
S
R
R
FALSE
+
7
+2010-09-19
+I4
+B_ESCHR_COLI
+S
+S
+S
+S
+FALSE
+
8
-2011-07-10
-X9
+2010-09-19
+I4
B_ESCHR_COLI
S
S
@@ -613,21 +613,21 @@
9
-2011-11-07
-X9
+2010-10-05
+I4
B_ESCHR_COLI
S
S
S
-R
+S
FALSE
10
-2011-12-20
-X9
+2010-12-30
+I4
B_ESCHR_COLI
-R
+S
S
S
S
@@ -635,7 +635,7 @@
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(.)) %>%
@@ -646,7 +646,7 @@
# 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 15,141 first weighted isolates (75.7% of total)
-
isolate
@@ -663,8 +663,8 @@
1
-2010-01-31
-X9
+2010-02-10
+I4
B_ESCHR_COLI
R
S
@@ -675,20 +675,20 @@
2
-2010-04-03
-X9
+2010-02-19
+I4
B_ESCHR_COLI
-I
+S
S
S
S
FALSE
-FALSE
+TRUE
3
-2010-05-12
-X9
+2010-03-09
+I4
B_ESCHR_COLI
S
S
@@ -699,10 +699,10 @@
4
-2010-08-29
-X9
+2010-04-06
+I4
B_ESCHR_COLI
-R
+I
S
R
S
@@ -711,8 +711,8 @@
5
-2011-01-07
-X9
+2010-07-14
+I4
B_ESCHR_COLI
S
S
@@ -723,71 +723,71 @@
6
-2011-04-20
-X9
+2010-08-03
+I4
B_ESCHR_COLI
+I
S
-S
-S
-S
-TRUE
+R
+R
+FALSE
TRUE
7
-2011-06-24
-X9
+2010-09-19
+I4
B_ESCHR_COLI
-R
S
-R
-R
+S
+S
+S
FALSE
TRUE
8
-2011-07-10
-X9
+2010-09-19
+I4
B_ESCHR_COLI
S
S
S
S
FALSE
-TRUE
+FALSE
9
-2011-11-07
-X9
+2010-10-05
+I4
B_ESCHR_COLI
S
S
S
-R
+S
+FALSE
FALSE
-TRUE
10
-2011-12-20
-X9
+2010-12-30
+I4
B_ESCHR_COLI
-R
+S
S
S
S
FALSE
-TRUE
+FALSE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
+
date
patient_id
hospital
@@ -811,95 +812,101 @@
-
2011-07-28
-N6
-Hospital C
+1
+2012-05-14
+G6
+Hospital B
B_ESCHR_COLI
R
-R
-R
S
-F
+R
+R
+M
Gram-negative
Escherichia
coli
TRUE
-
2012-08-16
-Q6
-Hospital C
+3
+2010-04-06
+F7
+Hospital B
B_ESCHR_COLI
+I
S
-S
-S
-S
-F
+R
+R
+M
Gram-negative
Escherichia
coli
TRUE
-
2017-05-07
-G5
+5
+2017-05-22
+T6
Hospital A
B_STPHY_AURS
-S
-S
-S
R
-M
+S
+S
+S
+F
Gram-positive
Staphylococcus
aureus
TRUE
-
-2015-10-29
-V10
+6
+2012-06-06
+X7
Hospital D
-B_ESCHR_COLI
-S
-S
-S
-S
-F
-Gram-negative
-Escherichia
-coli
-TRUE
-
-
-2013-08-21
-U1
-Hospital A
-B_ESCHR_COLI
-R
-S
-R
-S
-F
-Gram-negative
-Escherichia
-coli
-TRUE
-
-
+2017-06-24
-K6
-Hospital A
B_STPHY_AURS
R
S
S
S
-M
+F
Gram-positive
Staphylococcus
aureus
TRUE
+
+7
+2010-02-15
+O1
+Hospital A
+B_STPHY_AURS
+S
+S
+R
+S
+F
+Gram-positive
+Staphylococcus
+aureus
+TRUE
+
+
9
+2016-11-25
+C6
+Hospital B
+B_ESCHR_COLI
+S
+S
+S
+S
+M
+Gram-negative
+Escherichia
+coli
+TRUE
+
-Length: 15,141 (of which NA: 0 = 0%)
+Length: 15,143 (of which NA: 0 = 0%)
Unique: 4
Longest: 24
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) %>%
@@ -986,19 +993,19 @@ Longest: 24
Hospital A
-0.4748959
+0.4672547
Hospital B
-0.4543224
+0.4670225
Hospital C
-0.4659041
+0.4648625
Hospital D
-0.4712529
+0.4669489
@@ -1016,23 +1023,23 @@ Longest: 24
Hospital A
-0.4748959
-4561
+0.4672547
+4535
Hospital B
-0.4543224
-5298
+0.4670225
+5246
Hospital C
-0.4659041
-2273
+0.4648625
+2291
Hospital D
-0.4712529
-3009
+0.4669489
+3071
@@ -1052,27 +1059,27 @@ Longest: 24
Escherichia
-0.9285141
-0.8966533
-0.9929050
+0.9247870
+0.8880458
+0.9928115
Klebsiella
-0.8225602
-0.9017744
-0.9866920
+0.8132569
+0.8986616
+0.9859783
Staphylococcus
-0.9250592
-0.9261110
-0.9968446
+0.9138518
+0.9185651
+0.9934538
Streptococcus
-0.6200873
+0.6290682
0.0000000
-0.6200873
+0.6290682
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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