From d22834c5b84b8cff5bcf36c59bfefb28f91619c9 Mon Sep 17 00:00:00 2001
From: "Matthijs S. Berends" Now, let’s start the cleaning and the analysis! 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 28.4% is suitable for resistance analysis! We can now filter on it with the So only 28.5% 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 S8, 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 P1, sorted on date: Instead of 2, now 6 isolates are flagged. In total, 76.3% of all isolates are marked ‘first weighted’ - 47.9% 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 10 isolates are flagged. In total, 76.2% of all isolates are marked ‘first weighted’ - 47.7% 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 15,253 isolates for analysis. So we end up with 15,241 isolates for analysis. We can remove unneeded columns: Frequency table Class: character Shortest: 16
-
+2016-01-11
-N1
-Hospital C
-Staphylococcus aureus
+2015-05-08
+P3
+Hospital A
+Escherichia coli
+R
+I
S
+S
+F
+
+
-2017-11-03
+Y8
+Hospital C
+Escherichia coli
R
S
S
-M
-
-
2010-12-17
-D2
-Hospital D
-Escherichia coli
S
-S
-S
-S
-M
+F
-
+2016-07-05
-L5
+2013-09-06
+U9
+Hospital B
+Escherichia coli
+R
+S
+S
+S
+F
+
+
+2015-11-16
+E7
Hospital B
Escherichia coli
I
+S
+S
+S
+M
+
+
2011-04-18
+F4
+Hospital B
+Streptococcus pneumoniae
+S
I
S
S
M
-
-2016-12-23
-C5
-Hospital A
-Klebsiella pneumoniae
-R
+2010-04-22
+L4
+Hospital D
+Escherichia coli
S
R
S
+S
M
-
-2011-06-29
-F3
-Hospital A
-Escherichia coli
-R
-R
-R
-R
-M
-
-
2011-07-01
-N10
-Hospital A
-Escherichia coli
-R
-R
-R
-S
-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 %>%
@@ -437,14 +437,14 @@
# Pasteurella multocida (no changes)
# Staphylococcus (no changes)
# Streptococcus groups A, B, C, G (no changes)
-# Streptococcus pneumoniae (1,477 values changed)
+# Streptococcus pneumoniae (1,545 values changed)
# Viridans group streptococci (no changes)
#
# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 01: Intrinsic resistance in Enterobacteriaceae (1,306 values changed)
+# Table 01: Intrinsic resistance in Enterobacteriaceae (1,309 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 (2,791 values changed)
+# Table 04: Intrinsic resistance in Gram-positive bacteria (2,733 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)
@@ -452,24 +452,24 @@
# Table 13: Interpretive rules for quinolones (no changes)
#
# Other rules
-# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2,203 values changed)
-# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (104 values changed)
+# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2,194 values changed)
+# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (121 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 6,529 out of 20,000 rows, making a total of 7,881 edits
+# EUCAST rules affected 6,489 out of 20,000 rows, making a total of 7,902 edits
# => added 0 test results
#
-# => changed 7,881 test results
-# - 102 test results changed from S to I
-# - 4,800 test results changed from S to R
-# - 1,035 test results changed from I to S
-# - 291 test results changed from I to R
-# - 1,625 test results changed from R to S
-# - 28 test results changed from R to I
+# => changed 7,902 test results
+# - 118 test results changed from S to I
+# - 4,776 test results changed from S to R
+# - 1,063 test results changed from I to S
+# - 318 test results changed from I to R
+# - 1,603 test results changed from R to S
+# - 24 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
-
@@ -645,7 +645,7 @@
# 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 15,253 first weighted isolates (76.3% of total)
isolate
@@ -524,19 +524,19 @@
1
-2010-01-27
-S8
+2010-01-26
+P1
B_ESCHR_COLI
+I
S
S
-S
-S
+R
TRUE
2
-2010-06-01
-S8
+2010-04-19
+P1
B_ESCHR_COLI
S
S
@@ -546,30 +546,30 @@
3
-2010-09-13
-S8
+2010-04-24
+P1
B_ESCHR_COLI
-I
-I
-S
+R
+R
+R
S
FALSE
4
-2010-09-27
-S8
+2010-06-11
+P1
B_ESCHR_COLI
S
S
-R
S
+R
FALSE
5
-2010-10-15
-S8
+2010-11-24
+P1
B_ESCHR_COLI
S
S
@@ -579,8 +579,8 @@
6
-2010-12-25
-S8
+2010-12-11
+P1
B_ESCHR_COLI
R
S
@@ -590,19 +590,19 @@
7
-2011-02-06
-S8
+2010-12-23
+P1
B_ESCHR_COLI
+S
+S
R
S
-S
-S
-TRUE
+FALSE
8
-2011-03-27
-S8
+2011-01-14
+P1
B_ESCHR_COLI
R
S
@@ -612,25 +612,25 @@
9
-2011-05-14
-S8
+2011-01-19
+P1
B_ESCHR_COLI
-S
-S
+R
+R
S
S
FALSE
10
-2011-09-12
-S8
+2011-01-26
+P1
B_ESCHR_COLI
+R
+I
S
S
-S
-S
-FALSE
+TRUE
-
isolate
@@ -662,56 +662,56 @@
1
-2010-01-27
-S8
+2010-01-26
+P1
B_ESCHR_COLI
+I
S
S
-S
-S
+R
TRUE
TRUE
-2
-2010-06-01
-S8
+2010-04-19
+P1
B_ESCHR_COLI
S
S
S
S
FALSE
-FALSE
-
-
-3
-2010-09-13
-S8
-B_ESCHR_COLI
-I
-I
-S
-S
-FALSE
-FALSE
-
-
+4
-2010-09-27
-S8
-B_ESCHR_COLI
-S
-S
-R
-S
-FALSE
+TRUE
+
+
+3
+2010-04-24
+P1
+B_ESCHR_COLI
+R
+R
+R
+S
+FALSE
+TRUE
+
+
4
+2010-06-11
+P1
+B_ESCHR_COLI
+S
+S
+S
+R
+FALSE
TRUE
5
-2010-10-15
-S8
+2010-11-24
+P1
B_ESCHR_COLI
S
S
@@ -722,8 +722,8 @@
6
-2010-12-25
-S8
+2010-12-11
+P1
B_ESCHR_COLI
R
S
@@ -734,35 +734,35 @@
7
-2011-02-06
-S8
+2010-12-23
+P1
B_ESCHR_COLI
+S
+S
R
S
-S
-S
-TRUE
+FALSE
TRUE
8
-2011-03-27
-S8
+2011-01-14
+P1
B_ESCHR_COLI
R
S
S
S
FALSE
-FALSE
+TRUE
9
-2011-05-14
-S8
+2011-01-19
+P1
B_ESCHR_COLI
-S
-S
+R
+R
S
S
FALSE
@@ -770,23 +770,23 @@
10
-2011-09-12
-S8
+2011-01-26
+P1
B_ESCHR_COLI
+R
+I
S
S
-S
-S
-FALSE
-FALSE
+TRUE
+TRUE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
-
2
-2010-12-17
-D2
-Hospital D
+1
+2015-05-08
+P3
+Hospital A
B_ESCHR_COLI
+R
+I
S
S
-S
-S
-M
+F
Gram-negative
Escherichia
coli
@@ -828,82 +828,82 @@
3
-2016-07-05
-L5
+2013-09-06
+U9
Hospital B
B_ESCHR_COLI
-I
-I
+R
S
S
-M
+S
+F
Gram-negative
Escherichia
coli
TRUE
-
4
-2016-12-23
-C5
-Hospital A
-B_KLBSL_PNMN
-R
+5
+2011-04-18
+F4
+Hospital B
+B_STRPT_PNMN
+S
+S
S
R
-S
M
-Gram-negative
-Klebsiella
+Gram-positive
+Streptococcus
pneumoniae
TRUE
-
5
-2011-06-29
-F3
-Hospital A
-B_ESCHR_COLI
-R
-R
-R
-R
-M
-Gram-negative
-Escherichia
-coli
+7
+2016-10-10
+S10
+Hospital D
+B_STPHY_AURS
+S
+S
+S
+S
+F
+Gram-positive
+Staphylococcus
+aureus
TRUE
-
6
-2011-07-01
-N10
-Hospital A
-B_ESCHR_COLI
-R
-R
-R
+8
+2010-01-21
+R3
+Hospital B
+B_STRPT_PNMN
S
+S
+R
+R
F
-Gram-negative
-Escherichia
-coli
+Gram-positive
+Streptococcus
+pneumoniae
TRUE
-
@@ -925,7 +925,7 @@
8
-2010-01-02
-X9
+9
+2011-11-23
+B7
Hospital B
-B_ESCHR_COLI
+B_STRPT_PNMN
+R
+R
S
-S
-S
-S
-F
-Gram-negative
-Escherichia
-coli
+R
+M
+Gram-positive
+Streptococcus
+pneumoniae
TRUE
-Length: 15,253 (of which NA: 0 = 0%)
+Length: 15,241 (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) %>%
@@ -993,19 +993,19 @@ Longest: 24
Hospital A
-0.4697103
+0.4637681
Hospital B
-0.4727821
+0.4776811
Hospital C
-0.4739112
+0.4811697
Hospital D
-0.4705116
+0.4694820
@@ -1023,23 +1023,23 @@ Longest: 24
Hospital A
-0.4697103
-4556
+0.4637681
+4554
Hospital B
-0.4727821
-5309
+0.4776811
+5399
Hospital C
-0.4739112
-2319
+0.4811697
+2257
Hospital D
-0.4705116
-3069
+0.4694820
+3031
@@ -1059,27 +1059,27 @@ Longest: 24
Escherichia
-0.9246912
-0.8918847
-0.9929606
+0.9212433
+0.8984591
+0.9927565
Klebsiella
-0.8309509
-0.9030454
-0.9869484
+0.8298677
+0.8897290
+0.9836169
Staphylococcus
-0.9301461
-0.9189907
-0.9933599
+0.9290305
+0.9258168
+0.9946438
Streptococcus
-0.6251064
+0.6067899
0.0000000
-0.6251064
+0.6067899
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