From e65d1a3036786191a5907b94266b24a2a70f2670 Mon Sep 17 00:00:00 2001
From: "Matthijs S. Berends" 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 Finally, we will apply EUCAST rules on our antimicrobial results. In Europe, most medical microbiological laboratories already apply these rules. Our package features their latest insights on intrinsic resistance and exceptional phenotypes. Moreover, the Because the amoxicillin (column 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 9 isolates are flagged. In total, 79.3% of all isolates are marked ‘first weighted’ - 51% 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 8 isolates are flagged. In total, 79.7% of all isolates are marked ‘first weighted’ - 51.5% 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 15,865 isolates for analysis. So we end up with 15,939 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: 16
-
2017-09-14
-X8
-Hospital A
-Escherichia coli
-S
+2017-04-07
+O7
+Hospital B
+Staphylococcus aureus
+R
S
S
S
F
-
-2011-10-29
-H5
-Hospital D
-Streptococcus pneumoniae
-S
-S
-S
-S
-M
-
-
-2013-02-03
-D7
-Hospital D
-Streptococcus pneumoniae
-S
-S
-S
-S
-M
-
-
2013-01-14
-U1
-Hospital C
-Escherichia coli
-S
-S
+2017-04-12
+H4
+Hospital B
+Staphylococcus aureus
+R
S
R
-F
+S
+M
-
+2010-02-23
-O7
+2013-08-17
+C3
+Hospital B
+Streptococcus pneumoniae
+R
+R
+S
+S
+M
+
+
+2015-05-18
+E9
+Hospital B
+Klebsiella pneumoniae
+R
+R
+S
+S
+M
+
+
2012-12-26
+W4
Hospital A
Staphylococcus aureus
R
@@ -382,15 +382,15 @@
F
-
@@ -411,8 +411,8 @@
#>
#> Item Count Percent Cum. Count Cum. Percent
#> --- ----- ------- -------- ----------- -------------
-#> 1 M 10,391 52.0% 10,391 52.0%
-#> 2 F 9,609 48.0% 20,000 100.0%
+#> 1 M 10,466 52.3% 10,466 52.3%
+#> 2 F 9,534 47.7% 20,000 100.0%
2010-09-26
-E6
+2016-09-28
+W1
Hospital D
-Klebsiella pneumoniae
-R
-I
+Staphylococcus aureus
R
S
-M
+S
+S
+F
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 %>%
@@ -423,50 +423,48 @@
eucast_rules()
function can also apply additional rules, like forcing amox
) and amoxicillin/clavulanic acid (column amcl
) in our data were generated randomly, some rows will undoubtedly contain amox = S and amcl = R, which is technically impossible. The eucast_rules()
fixes this:data <- eucast_rules(data, col_mo = "bacteria")
-#> [1] "is any"
-#> [1] "is any"
+#>
+#> Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)
#>
-#> Rules by the European Committee on Antimicrobial Susceptibility Testing (EUCAST)
-#>
-#> EUCAST Clinical Breakpoints (v9.0, 2019)
-#> Enterobacteriales (Order) (no changes)
-#> Staphylococcus (no changes)
-#> Enterococcus (no changes)
-#> Streptococcus groups A, B, C, G (no changes)
-#> Streptococcus pneumoniae (no changes)
-#> Viridans group streptococci (no changes)
-#> Haemophilus influenzae (no changes)
-#> Moraxella catarrhalis (no changes)
-#> Anaerobic Gram positives (no changes)
-#> Anaerobic Gram negatives (no changes)
-#> Pasteurella multocida (no changes)
-#> Campylobacter jejuni and C. coli (no changes)
-#> Aerococcus sanguinicola and A. urinae (no changes)
-#> Kingella kingae (no changes)
-#>
-#> EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-#> Table 1: Intrinsic resistance in Enterobacteriaceae (1230 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 (2700 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)
-#> Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no changes)
-#> Table 12: Interpretive rules for aminoglycosides (no changes)
-#> Table 13: Interpretive rules for quinolones (no changes)
-#>
-#> Other rules
-#> Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (no changes)
-#> Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no changes)
-#> Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no changes)
-#> Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (no changes)
-#> Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no changes)
-#> Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no changes)
-#>
-#> => EUCAST rules affected 7,267 out of 20,000 rows
-#> -> added 0 test results
-#> -> changed 3,930 test results (0 to S; 0 to I; 3,930 to R)
@@ -475,11 +473,7 @@
data <- data %>%
mutate(gramstain = mo_gramstain(bacteria),
genus = mo_genus(bacteria),
- species = mo_species(bacteria))
-#> [1] "is any"
-#> [1] "is any"
-#> [1] "is any"
-#> [1] "is any"
First isolates
@@ -495,8 +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 5,663 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
-2010-04-19
-S8
+2010-01-24
+A4
B_ESCHR_COL
-S
-S
+R
+R
S
S
TRUE
2
-2010-08-08
-S8
+2010-03-30
+A4
B_ESCHR_COL
-S
I
S
+R
S
FALSE
3
-2010-10-31
-S8
+2010-07-21
+A4
B_ESCHR_COL
-R
-I
-R
+S
+S
+S
S
FALSE
4
-2010-11-11
-S8
+2010-09-23
+A4
B_ESCHR_COL
S
-I
-R
-R
+S
+S
+S
FALSE
5
-2011-04-04
-S8
+2010-10-05
+A4
B_ESCHR_COL
-S
+R
S
S
S
@@ -577,8 +571,19 @@
+6
-2011-05-22
-S8
+2010-10-26
+A4
+B_ESCHR_COL
+R
+S
+S
+S
+FALSE
+
+
-7
+2011-02-03
+A4
B_ESCHR_COL
S
S
@@ -586,47 +591,36 @@
S
TRUE
-
7
-2011-08-15
-S8
-B_ESCHR_COL
-I
-R
-S
-S
-FALSE
-
8
-2011-08-20
-S8
+2011-02-16
+A4
B_ESCHR_COL
-S
-S
+R
S
R
+S
FALSE
9
-2011-08-25
-S8
+2011-04-19
+A4
B_ESCHR_COL
S
-S
+R
S
S
FALSE
@@ -638,14 +632,12 @@
mutate(keyab = key_antibiotics(.)) %>%
mutate(first_weighted = first_isolate(.))
#> NOTE: Using column `bacteria` as input for `col_mo`.
-#> [1] "is any"
-#> [1] "is any"
-#> 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`.
-#> 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 15,865 first weighted isolates (79.3% of total)
+#> 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`.
+#> 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 15,939 first weighted isolates (79.7% of total)
10
-2011-12-16
-S8
+2011-05-17
+A4
B_ESCHR_COL
-S
-S
R
+R
+S
S
FALSE
-
isolate
@@ -662,11 +654,11 @@
1
-2010-04-19
-S8
+2010-01-24
+A4
B_ESCHR_COL
-S
-S
+R
+R
S
S
TRUE
@@ -674,46 +666,46 @@
2
-2010-08-08
-S8
+2010-03-30
+A4
B_ESCHR_COL
-S
I
S
+R
S
FALSE
-FALSE
+TRUE
3
-2010-10-31
-S8
+2010-07-21
+A4
B_ESCHR_COL
-R
-I
-R
+S
+S
+S
S
FALSE
TRUE
4
-2010-11-11
-S8
+2010-09-23
+A4
B_ESCHR_COL
S
-I
-R
-R
+S
+S
+S
+FALSE
FALSE
-TRUE
5
-2011-04-04
-S8
+2010-10-05
+A4
B_ESCHR_COL
-S
+R
S
S
S
@@ -722,47 +714,47 @@
-6
-2011-05-22
-S8
+2010-10-26
+A4
B_ESCHR_COL
-S
-S
-S
-S
-TRUE
-TRUE
-
-
+7
-2011-08-15
-S8
-B_ESCHR_COL
-I
R
S
S
+S
FALSE
+FALSE
+
+
7
+2011-02-03
+A4
+B_ESCHR_COL
+S
+S
+S
+S
+TRUE
TRUE
8
-2011-08-20
-S8
+2011-02-16
+A4
B_ESCHR_COL
-S
-S
+R
S
R
+S
FALSE
TRUE
9
-2011-08-25
-S8
+2011-04-19
+A4
B_ESCHR_COL
S
-S
+R
S
S
FALSE
@@ -770,23 +762,23 @@
10
-2011-12-16
-S8
+2011-05-17
+A4
B_ESCHR_COL
-S
-S
R
+R
+S
S
FALSE
TRUE
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
2
-2011-10-29
-H5
-Hospital D
-B_STRPT_PNE
-S
-S
+2017-04-12
+H4
+Hospital B
+B_STPHY_AUR
+R
S
R
+S
M
Gram positive
-Streptococcus
-pneumoniae
+Staphylococcus
+aureus
TRUE
3
-2013-02-03
-D7
-Hospital D
+2013-08-17
+C3
+Hospital B
B_STRPT_PNE
-S
-S
+R
+R
S
R
M
@@ -844,24 +836,24 @@
4
-2013-01-14
-U1
-Hospital C
-B_ESCHR_COL
-S
-S
-S
+2015-05-18
+E9
+Hospital B
+B_KLBSL_PNE
R
-F
+R
+S
+S
+M
Gram negative
-Escherichia
-coli
+Klebsiella
+pneumoniae
TRUE
5
-2010-02-23
-O7
+2012-12-26
+W4
Hospital A
B_STPHY_AUR
R
@@ -876,36 +868,36 @@
-6
-2010-09-26
-E6
+2016-09-28
+W1
Hospital D
-B_KLBSL_PNE
-R
-I
-R
-S
-M
-Gram negative
-Klebsiella
-pneumoniae
-TRUE
-
-
+8
-2017-06-19
-J3
-Hospital B
B_STPHY_AUR
+R
S
S
S
-S
-M
+F
Gram positive
Staphylococcus
aureus
TRUE
+
7
+2016-05-04
+R2
+Hospital B
+B_ESCHR_COL
+S
+S
+R
+S
+F
+Gram negative
+Escherichia
+coli
+TRUE
+dplyr
way, which is easier readable:genus
and species
from a data.frame
(15,865 x 13)genus
and species
from a data.frame
(15,939 x 13)
-Length: 15,865 (of which NA: 0 = 0.00%)
+Length: 15,939 (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) %>%
@@ -992,19 +984,19 @@ Longest: 24
Hospital A
-0.4644901
+0.4616191
Hospital B
-0.4754156
+0.4714054
Hospital C
-0.4927721
+0.4865089
Hospital D
-0.4793125
+0.4703324
@@ -1022,23 +1014,23 @@ Longest: 24
Hospital A
-0.4644901
-4717
+0.4616191
+4768
Hospital B
-0.4754156
-5654
+0.4714054
+5543
Hospital C
-0.4927721
-2352
+0.4865089
+2409
Hospital D
-0.4793125
-3142
+0.4703324
+3219
@@ -1058,27 +1050,27 @@ Longest: 24
Escherichia
-0.7249656
-0.8993624
-0.9729966
+0.7251397
+0.9020484
+0.9738051
Klebsiella
-0.7336418
-0.9035030
-0.9801718
+0.7305965
+0.8941629
+0.9737011
Staphylococcus
-0.7261538
-0.9179487
-0.9789744
+0.7174472
+0.9217705
+0.9804426
Streptococcus
-0.7382797
+0.7437474
0.0000000
-0.7382797
+0.7437474
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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