From 62e6f41961daf60fe933fb20863ecbc81901ad27 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 So only 28.1% 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 7 isolates are flagged. In total, 75.4% of all isolates are marked ‘first weighted’ - 47.2% 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 8 isolates are flagged. In total, 75.6% of all isolates are marked ‘first weighted’ - 47.3% 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 15,074 isolates for analysis. So we end up with 15,116 isolates for analysis. We can remove unneeded columns: Or can be used like the Frequency table of Frequency table of Columns: 2 Shortest: 16
-
2016-12-11
-T9
+2010-08-30
+X2
Hospital B
-Escherichia coli
-R
+Staphylococcus aureus
+S
S
S
S
F
-
-2013-02-14
-A3
-Hospital B
-Escherichia coli
-S
-S
-R
-S
-M
-
-
-2011-05-14
-W4
-Hospital D
-Streptococcus pneumoniae
-R
-S
-S
-S
-F
-
-
-2010-02-09
-G3
-Hospital C
-Escherichia coli
-R
-S
-R
-S
-M
-
-
+2016-04-24
-B7
+2015-08-09
+E8
Hospital A
-Escherichia coli
+Staphylococcus aureus
+R
S
-I
S
S
M
+
2014-05-04
+M8
+Hospital D
+Staphylococcus aureus
+R
+S
+R
+S
+M
+
-
+2010-02-20
-L7
+2013-05-31
+J10
+Hospital B
+Staphylococcus aureus
+R
+R
+S
+S
+M
+
+
+2014-07-13
+H9
Hospital C
-Escherichia coli
+Streptococcus pneumoniae
+S
+S
R
+S
+M
+
+
@@ -418,8 +418,8 @@
#
# Item Count Percent Cum. Count Cum. Percent
# --- ----- ------- -------- ----------- -------------
-# 1 M 10,367 51.8% 10,367 51.8%
-# 2 F 9,633 48.2% 20,000 100.0%
+# 1 M 10,432 52.2% 10,432 52.2%
+# 2 F 9,568 47.8% 20,000 100.0%
2015-03-14
+I6
+Hospital D
+Staphylococcus aureus
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 %>%
@@ -449,14 +449,14 @@
# Pasteurella multocida (no new changes)
# Staphylococcus (no new changes)
# Streptococcus groups A, B, C, G (no new changes)
-# Streptococcus pneumoniae (1390 new changes)
+# Streptococcus pneumoniae (1464 new changes)
# Viridans group streptococci (no new changes)
#
# EUCAST Expert Rules, Intrinsic Resistance and Exceptional Phenotypes (v3.1, 2016)
-# Table 01: Intrinsic resistance in Enterobacteriaceae (1264 new changes)
+# Table 01: Intrinsic resistance in Enterobacteriaceae (1265 new changes)
# Table 02: Intrinsic resistance in non-fermentative Gram-negative bacteria (no new changes)
# Table 03: Intrinsic resistance in other Gram-negative bacteria (no new changes)
-# Table 04: Intrinsic resistance in Gram-positive bacteria (2725 new changes)
+# Table 04: Intrinsic resistance in Gram-positive bacteria (2753 new changes)
# Table 08: Interpretive rules for B-lactam agents and Gram-positive cocci (no new changes)
# Table 09: Interpretive rules for B-lactam agents and Gram-negative rods (no new changes)
# Table 11: Interpretive rules for macrolides, lincosamides, and streptogramins (no new changes)
@@ -464,24 +464,24 @@
# Table 13: Interpretive rules for quinolones (no new changes)
#
# Other rules
-# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2301 new changes)
-# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (114 new changes)
+# Non-EUCAST: amoxicillin/clav acid = S where ampicillin = S (2272 new changes)
+# Non-EUCAST: ampicillin = R where amoxicillin/clav acid = R (108 new changes)
# Non-EUCAST: piperacillin = R where piperacillin/tazobactam = R (no new changes)
# Non-EUCAST: piperacillin/tazobactam = S where piperacillin = S (no new changes)
# Non-EUCAST: trimethoprim = R where trimethoprim/sulfa = R (no new changes)
# Non-EUCAST: trimethoprim/sulfa = S where trimethoprim = S (no new changes)
#
# --------------------------------------------------------------------------
-# EUCAST rules affected 6,521 out of 20,000 rows, making a total of 7,794 edits
+# EUCAST rules affected 6,521 out of 20,000 rows, making a total of 7,862 edits
# => added 0 test results
#
-# => changed 7,794 test results
-# - 125 test results changed from S to I
-# - 4,678 test results changed from S to R
-# - 1,070 test results changed from I to S
-# - 286 test results changed from I to R
-# - 1,620 test results changed from R to S
-# - 15 test results changed from R to I
+# => changed 7,862 test results
+# - 112 test results changed from S to I
+# - 4,682 test results changed from S to R
+# - 1,085 test results changed from I to S
+# - 303 test results changed from I to R
+# - 1,657 test results changed from R to S
+# - 23 test results changed from R to I
# --------------------------------------------------------------------------
#
# Use verbose = TRUE 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:
1
-2010-03-09
-J4
+2010-01-13
+L3
B_ESCHR_COL
S
S
@@ -547,30 +547,30 @@
2
-2010-03-19
-J4
+2010-02-27
+L3
B_ESCHR_COL
+S
+S
+R
R
-S
-S
-S
FALSE
3
-2010-03-31
-J4
+2010-04-07
+L3
B_ESCHR_COL
S
S
-R
+S
S
FALSE
4
-2010-05-07
-J4
+2010-08-07
+L3
B_ESCHR_COL
R
S
@@ -580,10 +580,10 @@
5
-2010-06-21
-J4
+2010-08-09
+L3
B_ESCHR_COL
-I
+R
S
S
S
@@ -591,21 +591,21 @@
6
-2010-07-10
-J4
+2010-09-28
+L3
B_ESCHR_COL
S
S
-R
+S
S
FALSE
7
-2010-11-26
-J4
+2010-10-07
+L3
B_ESCHR_COL
-S
+R
S
R
S
@@ -613,19 +613,19 @@
8
-2010-12-04
-J4
+2010-12-15
+L3
B_ESCHR_COL
+S
+S
R
S
-S
-S
FALSE
9
-2011-03-19
-J4
+2011-10-03
+L3
B_ESCHR_COL
S
S
@@ -635,8 +635,8 @@
10
-2011-05-16
-J4
+2011-12-06
+L3
B_ESCHR_COL
S
S
@@ -657,7 +657,7 @@
# 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 15,074 first weighted isolates (75.4% of total)
+# => Found 15,116 first weighted isolates (75.6% of total)
-
isolate
@@ -674,8 +674,8 @@
1
-2010-03-09
-J4
+2010-01-13
+L3
B_ESCHR_COL
S
S
@@ -686,32 +686,32 @@
2
-2010-03-19
-J4
+2010-02-27
+L3
B_ESCHR_COL
+S
+S
+R
R
-S
-S
-S
FALSE
TRUE
3
-2010-03-31
-J4
+2010-04-07
+L3
B_ESCHR_COL
S
S
-R
+S
S
FALSE
TRUE
4
-2010-05-07
-J4
+2010-08-07
+L3
B_ESCHR_COL
R
S
@@ -722,10 +722,10 @@
5
-2010-06-21
-J4
+2010-08-09
+L3
B_ESCHR_COL
-I
+R
S
S
S
@@ -734,44 +734,44 @@
6
-2010-07-10
-J4
+2010-09-28
+L3
B_ESCHR_COL
S
S
-R
+S
S
FALSE
TRUE
7
-2010-11-26
-J4
+2010-10-07
+L3
B_ESCHR_COL
-S
+R
S
R
S
FALSE
-FALSE
+TRUE
8
-2010-12-04
-J4
+2010-12-15
+L3
B_ESCHR_COL
+S
+S
R
S
-S
-S
FALSE
TRUE
9
-2011-03-19
-J4
+2011-10-03
+L3
B_ESCHR_COL
S
S
@@ -782,8 +782,8 @@
10
-2011-05-16
-J4
+2011-12-06
+L3
B_ESCHR_COL
S
S
@@ -794,11 +794,11 @@
filter_first_isolate()
, there’s a shortcut for this new algorithm too:
-
2016-12-11
-T9
+2010-08-30
+X2
Hospital B
-B_ESCHR_COL
-R
+B_STPHY_AUR
+S
S
S
S
F
-Gram negative
-Escherichia
-coli
+Gram positive
+Staphylococcus
+aureus
TRUE
-
+2013-02-14
-A3
-Hospital B
-B_ESCHR_COL
+2015-08-09
+E8
+Hospital A
+B_STPHY_AUR
+R
S
S
+S
+M
+Gram positive
+Staphylococcus
+aureus
+TRUE
+
+
-2014-05-04
+M8
+Hospital D
+B_STPHY_AUR
+R
+S
R
S
M
-Gram negative
-Escherichia
-coli
+Gram positive
+Staphylococcus
+aureus
TRUE
- 2011-05-14
-W4
-Hospital D
-B_STRPT_PNE
+
+
+2013-05-31
+J10
+Hospital B
+B_STPHY_AUR
R
R
S
+S
+M
+Gram positive
+Staphylococcus
+aureus
+TRUE
+
+
2014-07-13
+H9
+Hospital C
+B_STRPT_PNE
+S
+S
R
-F
+R
+M
Gram positive
Streptococcus
pneumoniae
TRUE
-
-2010-02-09
-G3
-Hospital C
-B_ESCHR_COL
+2015-03-14
+I6
+Hospital D
+B_STPHY_AUR
R
S
-R
-S
-M
-Gram negative
-Escherichia
-coli
-TRUE
-
-
-2016-04-24
-B7
-Hospital A
-B_ESCHR_COL
-S
-S
S
S
M
-Gram negative
-Escherichia
-coli
-TRUE
-
-
@@ -928,9 +928,9 @@
2010-02-20
-L7
-Hospital C
-B_ESCHR_COL
-R
-R
-S
-S
-M
-Gram negative
-Escherichia
-coli
+Gram positive
+Staphylococcus
+aureus
TRUE
dplyr
way, which is easier readable:genus
and species
from a data.frame
(15,074 x 13)genus
and species
from a data.frame
(15,116 x 13)
-Length: 15,074 (of which NA: 0 = 0.00%)
+Length: 15,116 (of which NA: 0 = 0.00%)
Unique: 4
Longest: 24
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. As per the EUCAST guideline of 2019, we calculate resistance as the portion of R (portion_R()
) and susceptibility as the portion of S and I (portion_SI()
). 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) %>%
@@ -997,19 +997,19 @@ Longest: 24
Hospital A
-0.4603103
+0.4690460
Hospital B
-0.4641985
+0.4633959
Hospital C
-0.4670185
+0.4724376
Hospital D
-0.4706464
+0.4590056
@@ -1027,23 +1027,23 @@ Longest: 24
Hospital A
-0.4603103
-4447
+0.4690460
+4539
Hospital B
-0.4641985
-5321
+0.4633959
+5218
Hospital C
-0.4670185
-2274
+0.4724376
+2322
Hospital D
-0.4706464
-3032
+0.4590056
+3037
@@ -1063,27 +1063,27 @@ Longest: 24
Escherichia
-0.9235075
-0.8956557
-0.9941365
+0.9243844
+0.8899893
+0.9945128
Klebsiella
-0.8135048
-0.8926045
-0.9858521
+0.8101587
+0.8996825
+0.9828571
Staphylococcus
-0.9240951
-0.9289573
-0.9972988
+0.9207527
+0.9114763
+0.9912536
Streptococcus
-0.6182447
+0.6276132
0.0000000
-0.6182447
+0.6276132
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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