From 429814c29b479f2749164dcc7a1c08ae53ffd00c 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 26 March 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 27 March 2019. 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 28.2% 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 Instead of 2, now 8 isolates are flagged. In total, 79.5% of all isolates are marked ‘first weighted’ - 51.2% 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, 78.6% of all isolates are marked ‘first weighted’ - 50.3% 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 15,891 isolates for analysis. So we end up with 15,729 isolates for analysis. We can remove unneeded columns: Time for the analysis! Or can be used like the Frequency table of Frequency table of Columns: 2 Shortest: 16How to conduct AMR analysis
Matthijs S. Berends
- 26 March 2019
+ 27 March 2019
AMR.Rmd
Introduction
@@ -217,21 +217,21 @@
-
2019-03-26
+2019-03-27
abcd
Escherichia coli
S
S
-
2019-03-26
+2019-03-27
abcd
Escherichia coli
S
R
-
2019-03-26
+2019-03-27
efgh
Escherichia coli
R
@@ -327,71 +327,71 @@
-
+2014-08-13
-C5
+2015-10-28
+A4
+Hospital B
+Escherichia coli
+S
+R
+S
+S
+M
+
+
+2011-07-22
+Y8
+Hospital C
+Streptococcus pneumoniae
+S
+S
+S
+S
+F
+
+
+2014-09-30
+N3
+Hospital B
+Streptococcus pneumoniae
+S
+S
+S
+S
+M
+
+
+2013-02-14
+Z6
+Hospital A
+Escherichia coli
+S
+S
+R
+S
+F
+
+
2015-02-01
+D5
Hospital C
Escherichia coli
-R
S
-R
+I
+S
S
M
-
-2017-11-08
-R4
-Hospital A
-Escherichia coli
-S
-I
-S
-S
-F
-
-
-2015-01-27
-U9
-Hospital D
-Klebsiella pneumoniae
-S
-S
-S
-S
-F
-
-
-2010-09-17
-R7
-Hospital A
-Escherichia coli
-R
-I
-R
-S
-F
-
-
-2017-04-07
-Z10
+2013-12-28
+V6
Hospital B
Staphylococcus aureus
+R
S
-S
-S
+R
S
F
-
2015-08-27
-C7
-Hospital A
-Escherichia coli
-S
-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 %>%
@@ -443,10 +443,10 @@
#> Kingella kingae (no changes)
#>
#> EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-#> Table 1: Intrinsic resistance in Enterobacteriaceae (1262 changes)
+#> Table 1: Intrinsic resistance in Enterobacteriaceae (1342 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 (2756 changes)
+#> Table 4: Intrinsic resistance in Gram-positive bacteria (2726 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)
@@ -462,9 +462,9 @@
#> Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
#> Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
#>
-#> => EUCAST rules affected 7,403 out of 20,000 rows
+#> => EUCAST rules affected 7,400 out of 20,000 rows
#> -> added 0 test results
-#> -> changed 4,018 test results (0 to S; 0 to I; 4,018 to R)
@@ -489,8 +489,8 @@
#> 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 5,648 first isolates (28.2% of total)
filter()
function, also from the dplyr
package:filter()
function, also from the dplyr
package:filter_first_isolate()
function:
1
-2010-01-29
-P7
+2010-09-11
+L7
B_ESCHR_COL
-S
-S
+R
+I
S
S
TRUE
2
-2010-05-18
-P7
+2010-11-07
+L7
B_ESCHR_COL
S
+S
+S
R
-S
-S
FALSE
3
-2010-06-01
-P7
+2011-01-16
+L7
B_ESCHR_COL
-R
S
R
S
+S
FALSE
4
-2010-07-21
-P7
+2011-02-25
+L7
B_ESCHR_COL
+R
S
-I
S
S
FALSE
5
-2010-08-20
-P7
+2011-08-07
+L7
B_ESCHR_COL
S
-R
+S
S
S
FALSE
6
-2010-12-14
-P7
+2011-08-16
+L7
B_ESCHR_COL
S
-I
S
+R
S
FALSE
7
-2011-03-02
-P7
+2011-10-08
+L7
B_ESCHR_COL
S
-S
-S
R
+S
+S
TRUE
8
-2011-03-14
-P7
+2011-10-26
+L7
B_ESCHR_COL
-S
-S
R
S
+S
+S
FALSE
9
-2011-05-28
-P7
+2012-01-15
+L7
B_ESCHR_COL
S
I
-S
+R
S
FALSE
@@ -637,7 +637,7 @@
#> 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 15,891 first weighted isolates (79.5% of total)
+#> => Found 15,729 first weighted isolates (78.6% of total)
10
-2011-08-09
-P7
+2012-02-08
+L7
B_ESCHR_COL
-I
S
-R
+S
+S
S
FALSE
-
isolate
@@ -654,11 +654,11 @@
1
-2010-01-29
-P7
+2010-09-11
+L7
B_ESCHR_COL
-S
-S
+R
+I
S
S
TRUE
@@ -666,35 +666,35 @@
2
-2010-05-18
-P7
+2010-11-07
+L7
B_ESCHR_COL
S
+S
+S
R
-S
-S
FALSE
TRUE
3
-2010-06-01
-P7
+2011-01-16
+L7
B_ESCHR_COL
-R
S
R
S
+S
FALSE
TRUE
4
-2010-07-21
-P7
+2011-02-25
+L7
B_ESCHR_COL
+R
S
-I
S
S
FALSE
@@ -702,83 +702,83 @@
5
-2010-08-20
-P7
+2011-08-07
+L7
B_ESCHR_COL
S
-R
+S
S
S
FALSE
-FALSE
+TRUE
-6
-2010-12-14
-P7
+2011-08-16
+L7
B_ESCHR_COL
S
-I
-S
-S
-FALSE
-FALSE
-
-
+7
-2011-03-02
-P7
-B_ESCHR_COL
-S
-S
S
R
+S
+FALSE
+TRUE
+
+
7
+2011-10-08
+L7
+B_ESCHR_COL
+S
+R
+S
+S
TRUE
TRUE
8
-2011-03-14
-P7
+2011-10-26
+L7
B_ESCHR_COL
-S
-S
R
S
+S
+S
FALSE
TRUE
9
-2011-05-28
-P7
+2012-01-15
+L7
B_ESCHR_COL
S
I
-S
+R
S
FALSE
TRUE
10
-2011-08-09
-P7
+2012-02-08
+L7
B_ESCHR_COL
-I
S
-R
+S
+S
S
FALSE
TRUE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
-
date
patient_id
hospital
@@ -803,15 +802,14 @@
-
1
-2014-08-13
-C5
-Hospital C
+2015-10-28
+A4
+Hospital B
B_ESCHR_COL
-R
S
R
S
+S
M
Gram negative
Escherichia
@@ -819,13 +817,42 @@
TRUE
-
+4
-2010-09-17
-R7
+2011-07-22
+Y8
+Hospital C
+B_STRPT_PNE
+S
+S
+S
+R
+F
+Gram positive
+Streptococcus
+pneumoniae
+TRUE
+
+
+2014-09-30
+N3
+Hospital B
+B_STRPT_PNE
+S
+S
+S
+R
+M
+Gram positive
+Streptococcus
+pneumoniae
+TRUE
+
+
2013-02-14
+Z6
Hospital A
B_ESCHR_COL
-R
-I
+S
+S
R
S
F
@@ -835,14 +862,28 @@
TRUE
-
+5
-2017-04-07
-Z10
+2015-02-01
+D5
+Hospital C
+B_ESCHR_COL
+S
+I
+S
+S
+M
+Gram negative
+Escherichia
+coli
+TRUE
+
+
-2013-12-28
+V6
Hospital B
B_STPHY_AUR
+R
S
-S
-S
+R
S
F
Gram positive
@@ -850,54 +891,6 @@
aureus
TRUE
-
-7
-2012-04-03
-J2
-Hospital A
-B_ESCHR_COL
-R
-R
-R
-S
-M
-Gram negative
-Escherichia
-coli
-TRUE
-
-
-9
-2017-09-09
-U3
-Hospital A
-B_ESCHR_COL
-R
-S
-S
-S
-F
-Gram negative
-Escherichia
-coli
-TRUE
-
-
10
-2015-12-21
-E1
-Hospital B
-B_ESCHR_COL
-S
-S
-S
-S
-M
-Gram negative
-Escherichia
-coli
-TRUE
-dplyr
way, which is easier readable:genus
and species
from a data.frame
(15,891 x 13)genus
and species
from a data.frame
(15,729 x 13)
-Length: 15,891 (of which NA: 0 = 0.00%)
+Length: 15,729 (of which NA: 0 = 0.00%)
Unique: 4
Longest: 24
1
Escherichia coli
-7,952
-50.0%
-7,952
-50.0%
+7,807
+49.6%
+7,807
+49.6%
2
Staphylococcus aureus
-3,895
-24.5%
-11,847
+3,919
+24.9%
+11,726
74.6%
3
Streptococcus pneumoniae
-2,502
-15.7%
-14,349
-90.3%
+2,426
+15.4%
+14,152
+90.0%
@@ -971,7 +964,7 @@ Longest: 244
Klebsiella pneumoniae
-1,542
-9.7%
-15,891
+1,577
+10.0%
+15,729
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. 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) %>%
@@ -984,19 +977,19 @@ Longest: 24
Hospital A
-0.4674370
+0.4841779
Hospital B
-0.4698925
+0.4800215
Hospital C
-0.4813574
+0.4663419
Hospital D
-0.4712389
+0.4815057
@@ -1014,23 +1007,23 @@ Longest: 24
Hospital A
-0.4674370
-4760
+0.4841779
+4835
Hospital B
-0.4698925
-5580
+0.4800215
+5581
Hospital C
-0.4813574
-2387
+0.4663419
+2258
Hospital D
-0.4712389
-3164
+0.4815057
+3055
@@ -1050,27 +1043,27 @@ Longest: 24
Escherichia
-0.7272384
-0.9034205
-0.9763581
+0.7376713
+0.8986807
+0.9754067
Klebsiella
-0.7457847
-0.9014267
-0.9760052
+0.7305010
+0.8953710
+0.9727330
Staphylococcus
-0.7245186
-0.9181001
-0.9756098
+0.7305435
+0.9275325
+0.9793315
Streptococcus
-0.7234213
+0.7320692
0.0000000
-0.7234213
+0.7320692
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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