From c56b1798579847db1f2ece3858af3e82cf0f9629 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 RMarkdown. However, the methodology remains unchanged. This page was generated on 08 February 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 09 February 2019. 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 58.8% is suitable for resistance analysis! We can now filter on it with the So only 59% 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 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 should be included too. This is why we weigh isolates, based on their antibiogram. The Only 4 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 3, now 9 isolates are flagged. In total, 87.7% of all isolates are marked ‘first weighted’ - 29% 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 4, now 9 isolates are flagged. In total, 88.1% of all isolates are marked ‘first weighted’ - 29.1% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline. As with So we end up with 4,387 isolates for analysis. So we end up with 4,405 isolates for analysis. We can remove unneeded columns: Or can be used like the Frequency table of Frequency table of Shortest: 16How to conduct AMR analysis
Matthijs S. Berends
- 08 February 2019
+ 09 February 2019
AMR.Rmd
Introduction
@@ -210,21 +210,21 @@
-
2019-02-08
+2019-02-09
abcd
Escherichia coli
S
S
-
2019-02-08
+2019-02-09
abcd
Escherichia coli
S
R
-
2019-02-08
+2019-02-09
efgh
Escherichia coli
R
@@ -313,70 +313,70 @@
-
2010-10-06
-F7
+2012-10-05
+F3
Hospital D
-Klebsiella pneumoniae
-S
+Escherichia coli
+R
S
S
S
M
-
2015-07-29
-T1
+2012-11-18
+X7
Hospital A
Escherichia coli
-R
+S
S
S
S
F
-
+2017-10-20
-P2
+2012-04-27
+K2
Hospital B
-Staphylococcus aureus
-S
+Escherichia coli
+R
S
R
S
+M
+
+
+2014-09-03
+M6
+Hospital A
+Streptococcus pneumoniae
+S
+S
+S
+S
+M
+
+
2015-09-13
+R4
+Hospital A
+Escherichia coli
+S
+S
+S
+S
F
-
-2010-02-07
-Z6
-Hospital A
-Klebsiella pneumoniae
+2011-09-19
+D6
+Hospital B
+Streptococcus pneumoniae
+S
I
-R
S
S
-F
-
-
-2012-06-26
-V4
-Hospital A
-Staphylococcus aureus
-S
-S
-S
-S
-F
-
-
@@ -396,8 +396,8 @@
#
# Item Count Percent Cum. Count Cum. Percent
# --- ----- ------ -------- ----------- -------------
-# 1 M 2,551 51.0% 2,551 51.0%
-# 2 F 2,449 49.0% 5,000 100.0%
+# 1 M 2,565 51.3% 2,565 51.3%
+# 2 F 2,435 48.7% 5,000 100.0%
2016-02-08
-S2
-Hospital B
-Escherichia coli
-S
-S
-S
-S
-F
+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 %>%
@@ -428,10 +428,10 @@
# Kingella kingae (no changes)
#
# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 1: Intrinsic resistance in Enterobacteriaceae (345 changes)
+# Table 1: Intrinsic resistance in Enterobacteriaceae (306 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 4: Intrinsic resistance in Gram-positive bacteria (681 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)
@@ -447,9 +447,9 @@
# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
#
-# => EUCAST rules affected 1,814 out of 5,000 rows
+# => EUCAST rules affected 1,796 out of 5,000 rows
# -> added 0 test results
-# -> changed 1,018 test results (0 to S; 0 to I; 1,018 to R)
@@ -474,8 +474,8 @@
# 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 2,939 first isolates (58.8% of total)
filter()
function, also from the dplyr
package:filter()
function, also from the dplyr
package:filter_first_isolate()
function:
1
-2010-04-03
-C3
+2010-05-12
+B4
B_ESCHR_COL
-S
-S
+R
+I
S
S
TRUE
2
-2010-10-31
-C3
+2010-05-12
+B4
B_ESCHR_COL
R
S
-S
-S
+R
+R
FALSE
3
-2010-11-12
-C3
+2010-07-18
+B4
B_ESCHR_COL
+R
S
-S
-S
+R
S
FALSE
4
-2010-11-21
-C3
+2011-01-18
+B4
B_ESCHR_COL
R
-R
-R
+S
+S
S
FALSE
+5
-2010-12-01
-C3
+2011-11-20
+B4
B_ESCHR_COL
S
+R
+S
+S
+TRUE
+
+
+6
+2011-12-03
+B4
+B_ESCHR_COL
+S
+S
+S
+S
+FALSE
+
+
7
+2012-09-09
+B4
+B_ESCHR_COL
+R
S
S
S
FALSE
-
6
-2011-10-22
-C3
+8
+2013-01-24
+B4
B_ESCHR_COL
S
I
@@ -566,52 +588,30 @@
TRUE
-
-7
-2012-03-22
-C3
-B_ESCHR_COL
-S
-S
-S
-S
-FALSE
-
-
-8
-2012-05-14
-C3
-B_ESCHR_COL
-R
-R
-S
-S
-FALSE
-
9
-2012-10-26
-C3
+2013-04-25
+B4
B_ESCHR_COL
S
S
S
S
-TRUE
+FALSE
-10
-2013-06-13
-C3
+2014-02-01
+B4
B_ESCHR_COL
S
+S
R
S
-S
-FALSE
+TRUE
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(.)) %>%
@@ -622,7 +622,7 @@
# 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 4,387 first weighted isolates (87.7% of total)
-
isolate
@@ -639,11 +639,11 @@
1
-2010-04-03
-C3
+2010-05-12
+B4
B_ESCHR_COL
-S
-S
+R
+I
S
S
TRUE
@@ -651,46 +651,70 @@
2
-2010-10-31
-C3
+2010-05-12
+B4
B_ESCHR_COL
R
S
-S
-S
+R
+R
FALSE
TRUE
3
-2010-11-12
-C3
+2010-07-18
+B4
B_ESCHR_COL
+R
S
-S
-S
+R
S
FALSE
TRUE
4
-2010-11-21
-C3
+2011-01-18
+B4
B_ESCHR_COL
R
-R
-R
+S
+S
S
FALSE
TRUE
+5
-2010-12-01
-C3
+2011-11-20
+B4
B_ESCHR_COL
S
+R
+S
+S
+TRUE
+TRUE
+
+
+6
+2011-12-03
+B4
+B_ESCHR_COL
+S
+S
+S
+S
+FALSE
+TRUE
+
+
7
+2012-09-09
+B4
+B_ESCHR_COL
+R
S
S
S
@@ -698,9 +722,9 @@
TRUE
-
6
-2011-10-22
-C3
+8
+2013-01-24
+B4
B_ESCHR_COL
S
I
@@ -710,60 +734,36 @@
TRUE
-
-7
-2012-03-22
-C3
-B_ESCHR_COL
-S
-S
-S
-S
-FALSE
-FALSE
-
-
-8
-2012-05-14
-C3
-B_ESCHR_COL
-R
-R
-S
-S
-FALSE
-TRUE
-
9
-2012-10-26
-C3
+2013-04-25
+B4
B_ESCHR_COL
S
S
S
S
-TRUE
-TRUE
+FALSE
+FALSE
10
-2013-06-13
-C3
+2014-02-01
+B4
B_ESCHR_COL
S
+S
R
S
-S
-FALSE
+TRUE
TRUE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
-
-1
-2010-10-06
-F7
-Hospital D
-B_KLBSL_PNE
-R
-S
-S
-S
-M
-Gram negative
-Klebsiella
-pneumoniae
-TRUE
-
-2
-2015-07-29
-T1
+2012-11-18
+X7
Hospital A
B_ESCHR_COL
-R
+S
S
S
S
@@ -819,68 +803,84 @@
coli
TRUE
+
+3
-2017-10-20
-P2
+2012-04-27
+K2
Hospital B
-B_STPHY_AUR
-S
+B_ESCHR_COL
+R
S
R
S
-F
+M
+Gram negative
+Escherichia
+coli
+TRUE
+
+
4
+2014-09-03
+M6
+Hospital A
+B_STRPTC_PNE
+S
+S
+S
+R
+M
Gram positive
-Staphylococcus
-aureus
+Streptococcus
+pneumoniae
TRUE
-
4
-2010-02-07
-Z6
+5
+2015-09-13
+R4
Hospital A
-B_KLBSL_PNE
-R
-R
+B_ESCHR_COL
+S
+S
S
S
F
Gram negative
-Klebsiella
-pneumoniae
+Escherichia
+coli
TRUE
6
-2016-02-08
-S2
+2011-09-19
+D6
Hospital B
-B_ESCHR_COL
+B_STRPTC_PNE
S
+I
S
-S
-S
-F
-Gram negative
-Escherichia
-coli
+R
+M
+Gram positive
+Streptococcus
+pneumoniae
TRUE
-
@@ -900,9 +900,9 @@
9
-2016-10-31
-H3
-Hospital C
-B_STPHY_AUR
+7
+2013-01-13
+Q3
+Hospital A
+B_STRPTC_PNE
R
S
-R
S
-M
+R
+F
Gram positive
-Staphylococcus
-aureus
+Streptococcus
+pneumoniae
TRUE
dplyr
way, which is easier readable:genus
and species
from a data.frame
(4,387 x 13)
+genus
and species
from a data.frame
(4,405 x 13)
Columns: 2
-Length: 4,387 (of which NA: 0 = 0.00%)
+Length: 4,405 (of which NA: 0 = 0.00%)
Unique: 4
Longest: 24
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:
Or can be used in conjuction with group_by()
and summarise()
, both from the dplyr
package:
data_1st %>%
group_by(hospital) %>%
@@ -969,19 +969,19 @@ Longest: 24
Hospital A
-0.4544765
+0.4711316
Hospital B
-0.4920107
+0.4910714
Hospital C
-0.4686567
+0.4597701
Hospital D
-0.4570792
+0.4488698
@@ -999,23 +999,23 @@ Longest: 24
Hospital A
-0.4544765
-1318
+0.4711316
+1299
Hospital B
-0.4920107
-1502
+0.4910714
+1568
Hospital C
-0.4686567
-670
+0.4597701
+609
Hospital D
-0.4570792
-897
+0.4488698
+929
@@ -1035,27 +1035,27 @@ Longest: 24
Escherichia
-0.7491780
-0.9074683
-0.9798027
+0.7407407
+0.9000000
+0.9763889
Klebsiella
-0.7521186
-0.9067797
-0.9745763
+0.7533632
+0.9147982
+0.9843049
Staphylococcus
-0.7349727
-0.9171220
-0.9708561
+0.7303877
+0.9305681
+0.9819657
Streptococcus
-0.7398256
+0.7173913
0.0000000
-0.7398256
+0.7173913
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