From c5efb272fdf7694fb309cb986b4e22845a1d2071 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 28 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 01 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 28.3% is suitable for resistance analysis! We can now filter on it with the So only 28.2% 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 6 isolates are flagged. In total, 79.1% of all isolates are marked ‘first weighted’ - 50.8% more than when using the CLSI guideline. In real life, this novel algorithm will yield 5-10% more isolates than the classic CLSI guideline. Instead of 2, now 9 isolates are flagged. In total, 78.7% of all isolates are marked ‘first weighted’ - 50.5% 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 15,814 isolates for analysis. So we end up with 15,738 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
- 28 February 2019
+ 01 March 2019
AMR.Rmd
Introduction
@@ -217,21 +217,21 @@
-
2019-02-28
+2019-03-01
abcd
Escherichia coli
S
S
-
2019-02-28
+2019-03-01
abcd
Escherichia coli
S
R
-
2019-02-28
+2019-03-01
efgh
Escherichia coli
R
@@ -327,71 +327,71 @@
-
2015-09-11
-C6
+2017-06-13
+Z3
Hospital D
-Staphylococcus aureus
+Escherichia coli
R
S
S
S
-M
+F
-
2015-05-10
-N2
-Hospital A
+2013-09-13
+A1
+Hospital D
Escherichia coli
-I
-I
+R
+S
S
S
M
-
-2012-03-06
-C2
-Hospital C
-Escherichia coli
-R
-S
-S
-S
-M
-
-
-2011-11-09
-X3
+2015-06-10
+L8
Hospital B
-Staphylococcus aureus
-S
-S
-S
-S
-F
-
-
2017-02-01
-O6
-Hospital A
-Staphylococcus aureus
-R
-S
+Escherichia coli
S
R
-F
+S
+S
+M
-
+2017-02-26
-X1
+2010-08-05
+A7
Hospital D
Klebsiella pneumoniae
+R
+S
+S
+S
+M
+
+
+2011-08-25
+X4
+Hospital C
+Staphylococcus aureus
S
S
S
S
F
+
2011-03-09
+B7
+Hospital D
+Escherichia coli
+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 %>%
@@ -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 (1275 changes)
+#> Table 1: Intrinsic resistance in Enterobacteriaceae (1364 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 (2727 changes)
+#> Table 4: Intrinsic resistance in Gram-positive bacteria (2659 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 7,427 out of 20,000 rows
+#> => EUCAST rules affected 7,366 out of 20,000 rows
#> -> added 0 test results
-#> -> changed 4,002 test results (0 to S; 0 to I; 4,002 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 5,650 first isolates (28.3% of total)
filter()
function, also from the dplyr
package:filter()
function, also from the dplyr
package:filter_first_isolate()
function:
1
-2010-04-26
-H9
+2010-01-14
+K8
B_ESCHR_COL
R
S
@@ -527,10 +527,10 @@
2
-2010-05-27
-H9
+2010-02-17
+K8
B_ESCHR_COL
-S
+R
S
R
S
@@ -538,19 +538,19 @@
3
-2010-07-20
-H9
+2010-03-01
+K8
B_ESCHR_COL
-R
-I
S
S
+R
+S
FALSE
4
-2010-11-25
-H9
+2010-03-11
+K8
B_ESCHR_COL
S
S
@@ -560,54 +560,54 @@
5
-2011-01-19
-H9
+2010-04-13
+K8
B_ESCHR_COL
+R
S
-S
-S
-S
+R
+R
FALSE
6
-2011-01-24
-H9
+2010-08-30
+K8
B_ESCHR_COL
S
S
-S
+R
S
FALSE
7
-2011-03-09
-H9
+2010-11-05
+K8
B_ESCHR_COL
-R
S
-R
+S
+S
S
FALSE
8
-2011-06-07
-H9
+2010-12-21
+K8
B_ESCHR_COL
S
S
S
S
-TRUE
+FALSE
9
-2011-07-30
-H9
+2010-12-21
+K8
B_ESCHR_COL
-S
+R
S
S
S
@@ -615,14 +615,14 @@
@@ -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 15,814 first weighted isolates (79.1% of total)
+#> => Found 15,738 first weighted isolates (78.7% of total)
10
-2011-08-01
-H9
+2011-03-20
+K8
B_ESCHR_COL
S
S
+R
S
-S
-FALSE
+TRUE
-
isolate
@@ -654,8 +654,8 @@
1
-2010-04-26
-H9
+2010-01-14
+K8
B_ESCHR_COL
R
S
@@ -666,10 +666,10 @@
2
-2010-05-27
-H9
+2010-02-17
+K8
B_ESCHR_COL
-S
+R
S
R
S
@@ -678,20 +678,20 @@
3
-2010-07-20
-H9
+2010-03-01
+K8
B_ESCHR_COL
-R
-I
S
S
+R
+S
FALSE
TRUE
4
-2010-11-25
-H9
+2010-03-11
+K8
B_ESCHR_COL
S
S
@@ -702,83 +702,83 @@
5
-2011-01-19
-H9
+2010-04-13
+K8
B_ESCHR_COL
+R
S
-S
-S
-S
-FALSE
+R
+R
FALSE
+TRUE
6
-2011-01-24
-H9
+2010-08-30
+K8
B_ESCHR_COL
S
S
-S
+R
S
FALSE
-FALSE
+TRUE
7
-2011-03-09
-H9
+2010-11-05
+K8
B_ESCHR_COL
-R
S
-R
+S
+S
S
FALSE
TRUE
8
-2011-06-07
-H9
+2010-12-21
+K8
B_ESCHR_COL
S
S
S
S
-TRUE
-TRUE
+FALSE
+FALSE
9
-2011-07-30
-H9
+2010-12-21
+K8
B_ESCHR_COL
-S
+R
S
S
S
FALSE
-FALSE
+TRUE
10
-2011-08-01
-H9
+2011-03-20
+K8
B_ESCHR_COL
S
S
+R
S
-S
-FALSE
-FALSE
+TRUE
+TRUE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
+1
-2015-09-11
-C6
+2017-06-13
+Z3
Hospital D
-B_STPHY_AUR
+B_ESCHR_COL
+R
+S
+S
+S
+F
+Gram negative
+Escherichia
+coli
+TRUE
+
+
+3
+2015-06-10
+L8
+Hospital B
+B_ESCHR_COL
+S
+R
+S
+S
+M
+Gram negative
+Escherichia
+coli
+TRUE
+
+
+6
+2011-03-09
+B7
+Hospital D
+B_ESCHR_COL
R
S
S
S
M
+Gram negative
+Escherichia
+coli
+TRUE
+
+
-8
+2015-03-15
+O1
+Hospital A
+B_STPHY_AUR
+R
+I
+S
+S
+F
Gram positive
Staphylococcus
aureus
TRUE
- 3
-2012-03-06
-C2
+
+
-9
+2012-09-07
+K5
Hospital C
B_ESCHR_COL
R
@@ -834,65 +882,17 @@
coli
TRUE
-
4
-2011-11-09
-X3
-Hospital B
-B_STPHY_AUR
-S
-S
-S
-S
-F
-Gram positive
-Staphylococcus
-aureus
-TRUE
-
-
-6
-2017-02-26
-X1
-Hospital D
-B_KLBSL_PNE
-R
-S
-S
-S
-F
-Gram negative
-Klebsiella
-pneumoniae
-TRUE
-
-
-7
-2010-02-15
-P3
-Hospital C
-B_STRPT_PNE
-S
-S
-S
-R
-F
-Gram positive
-Streptococcus
-pneumoniae
-TRUE
-
- 8
-2012-10-20
-H4
+10
+2015-08-09
+R5
Hospital D
B_STRPT_PNE
S
S
S
R
-M
+F
Gram positive
Streptococcus
pneumoniae
@@ -915,9 +915,9 @@
dplyr
way, which is easier readable:genus
and species
from a data.frame
(15,814 x 13)genus
and species
from a data.frame
(15,738 x 13)
-Length: 15,814 (of which NA: 0 = 0.00%)
+Length: 15,738 (of which NA: 0 = 0.00%)
Unique: 4
Longest: 24
1
Escherichia coli
-7,918
-50.1%
-7,918
-50.1%
+7,875
+50.0%
+7,875
+50.0%
2
Staphylococcus aureus
-3,865
-24.4%
-11,783
-74.5%
+3,897
+24.8%
+11,772
+74.8%
3
Streptococcus pneumoniae
-2,458
-15.5%
-14,241
-90.1%
+2,400
+15.2%
+14,172
+90.0%
@@ -971,7 +971,7 @@ Longest: 244
Klebsiella pneumoniae
-1,573
-9.9%
-15,814
+1,566
+10.0%
+15,738
100.0%
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) %>%
@@ -984,19 +984,19 @@ Longest: 24
Hospital A
-0.4752371
+0.4800594
Hospital B
-0.4825898
+0.4737983
Hospital C
-0.4705631
+0.4763514
Hospital D
-0.4711928
+0.4724536
@@ -1014,23 +1014,23 @@ Longest: 24
Hospital A
-0.4752371
-4745
+0.4800594
+4714
Hospital B
-0.4825898
-5514
+0.4737983
+5534
Hospital C
-0.4705631
-2344
+0.4763514
+2368
Hospital D
-0.4711928
-3211
+0.4724536
+3122
@@ -1050,27 +1050,27 @@ Longest: 24
Escherichia
-0.7346552
-0.8993433
-0.9744885
+0.7283810
+0.9015873
+0.9751111
Klebsiella
-0.7406230
-0.9020979
-0.9726637
+0.7311622
+0.9157088
+0.9750958
Staphylococcus
-0.7322122
-0.9210867
-0.9785252
+0.7251732
+0.9230177
+0.9799846
Streptococcus
-0.7135883
+0.7345833
0.0000000
-0.7135883
+0.7345833
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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