From 0a258f0eba28d10f2b9b6bbdd7fc6e9ecd03d5ed Mon Sep 17 00:00:00 2001 From: Ronald W Buie Date: Tue, 5 Feb 2019 18:09:34 -0800 Subject: [PATCH 1/2] Scripted KM and produced charts o peformance, selected 4 groups --- .gitignore | 3 +- BuieRProj/BuieRProj.Rproj | 13 + BuieRProj/KM_WHATEVER.Rmd | 87 ++++ BuieRProj/KM_WHATEVER.nb.html | 474 ++++++++++++++++++ .../TARGET_AML_ClinicalData_20160714.xlsx | Bin 0 -> 348803 bytes BuieRProj/plots/kmeans/10.jpg | Bin 0 -> 135157 bytes BuieRProj/plots/kmeans/11.jpg | Bin 0 -> 141180 bytes BuieRProj/plots/kmeans/12.jpg | Bin 0 -> 142373 bytes BuieRProj/plots/kmeans/13.jpg | Bin 0 -> 143939 bytes BuieRProj/plots/kmeans/14.jpg | Bin 0 -> 141071 bytes BuieRProj/plots/kmeans/15.jpg | Bin 0 -> 141835 bytes BuieRProj/plots/kmeans/16.jpg | Bin 0 -> 147658 bytes BuieRProj/plots/kmeans/17.jpg | Bin 0 -> 142668 bytes BuieRProj/plots/kmeans/18.jpg | Bin 0 -> 147138 bytes BuieRProj/plots/kmeans/19.jpg | Bin 0 -> 146325 bytes BuieRProj/plots/kmeans/20.jpg | Bin 0 -> 143356 bytes BuieRProj/plots/kmeans/4.jpg | Bin 0 -> 133747 bytes BuieRProj/plots/kmeans/5.jpg | Bin 0 -> 129187 bytes BuieRProj/plots/kmeans/6.jpg | Bin 0 -> 132090 bytes BuieRProj/plots/kmeans/7.jpg | Bin 0 -> 132758 bytes BuieRProj/plots/kmeans/8.jpg | Bin 0 -> 136535 bytes BuieRProj/plots/kmeans/9.jpg | Bin 0 -> 132393 bytes 22 files changed, 576 insertions(+), 1 deletion(-) create mode 100644 BuieRProj/BuieRProj.Rproj create mode 100644 BuieRProj/KM_WHATEVER.Rmd create mode 100644 BuieRProj/KM_WHATEVER.nb.html create mode 100644 BuieRProj/data/TARGET_AML_ClinicalData_20160714.xlsx create mode 100644 BuieRProj/plots/kmeans/10.jpg create mode 100644 BuieRProj/plots/kmeans/11.jpg create mode 100644 BuieRProj/plots/kmeans/12.jpg create mode 100644 BuieRProj/plots/kmeans/13.jpg create mode 100644 BuieRProj/plots/kmeans/14.jpg create mode 100644 BuieRProj/plots/kmeans/15.jpg create mode 100644 BuieRProj/plots/kmeans/16.jpg create mode 100644 BuieRProj/plots/kmeans/17.jpg create mode 100644 BuieRProj/plots/kmeans/18.jpg create mode 100644 BuieRProj/plots/kmeans/19.jpg create mode 100644 BuieRProj/plots/kmeans/20.jpg create mode 100644 BuieRProj/plots/kmeans/4.jpg create mode 100644 BuieRProj/plots/kmeans/5.jpg create mode 100644 BuieRProj/plots/kmeans/6.jpg create mode 100644 BuieRProj/plots/kmeans/7.jpg create mode 100644 BuieRProj/plots/kmeans/8.jpg create mode 100644 BuieRProj/plots/kmeans/9.jpg diff --git a/.gitignore b/.gitignore index 28507c3..8119e10 100644 --- a/.gitignore +++ b/.gitignore @@ -9,4 +9,5 @@ AML_assay_clinical.csv scripts/AML_assay_clinical.csv scripts/NBL_assay_clinical.csv -scripts/WT_assay_clinical.csv \ No newline at end of file +scripts/WT_assay_clinical.csv +.Rproj.user diff --git a/BuieRProj/BuieRProj.Rproj b/BuieRProj/BuieRProj.Rproj new file mode 100644 index 0000000..8e3c2eb --- /dev/null +++ b/BuieRProj/BuieRProj.Rproj @@ -0,0 +1,13 @@ +Version: 1.0 + +RestoreWorkspace: Default +SaveWorkspace: Default +AlwaysSaveHistory: Default + +EnableCodeIndexing: Yes +UseSpacesForTab: Yes +NumSpacesForTab: 2 +Encoding: UTF-8 + +RnwWeave: Sweave +LaTeX: pdfLaTeX diff --git a/BuieRProj/KM_WHATEVER.Rmd b/BuieRProj/KM_WHATEVER.Rmd new file mode 100644 index 0000000..1daa4c1 --- /dev/null +++ b/BuieRProj/KM_WHATEVER.Rmd @@ -0,0 +1,87 @@ +--- +title: "R Notebook" +output: html_notebook +--- + +```{r setup} +library(xlsx) +library(MASS) +library(stats) +library(useful) +library(ggplot2) +``` + + +```{r read_data} +#reading a full data set of patients (these are later subsetted to patients with assays +PatientList <- read.xlsx("./data/TARGET_AML_ClinicalData_20160714.xlsx", sheetIndex = 1, stringsAsFactors = FALSE) +PatientAndPhenotypeOnly <- PatientList +PatientAndPhenotypeOnly[,c("Gender","Race", + "Ethnicity", + "Age.at.Diagnosis.in.Days", + "First.Event", + + + "Event.Free.Survival.Time.in.Days", + "Vital.Status", + "Overall.Survival.Time.in.Days", + "Year.of.Diagnosis", + "Year.of.Last.Follow.Up", + "Protocol", + "WBC.at.Diagnosis", + "Bone.marrow.leukemic.blast.percentage....", + "Peripheral.blasts....", + "CNS.disease", + "Chloroma", + "FAB.Category", + "Cytogenetic.Code.Other", + "Cytogenetic.Complexity", + "Primary.Cytogenetic.Code", + "ISCN", + "MRD.at.end.of.course.1", + "MRD...at.end.of.course.1", + "MRD.at.end.of.course.2", + "MRD...at.end.of.course.2", + "CR.status.at.end.of.course.1" , + "CR.status.at.end.of.course.2" , + "Risk.group", + "SCT.in.1st.CR", + "Bone.Marrow.Site.of.Relapse.Induction.Failure", + "CNS.Site.of.Relapse.Induction.Failure" , + "Chloroma.Site.of.Relapse.Induction.Failure", + "Cytogenetic.Site.of.Relapse.Induction.Failure", + "Other.Site.of.Relapse.Induction.Failure", + "Comment", + "Refractory.Timepoint.sent.for.Induction.Failure.Project")] <- NULL + +PatientAndPhenotypeOnly[PatientAndPhenotypeOnly == "Unknown" | PatientAndPhenotypeOnly == "N/A" | PatientAndPhenotypeOnly == "Not done"] <- 0 + +PatientAndPhenotypeOnly[PatientAndPhenotypeOnly == "No" |PatientAndPhenotypeOnly == "NO" ] <- 0 +PatientAndPhenotypeOnly[PatientAndPhenotypeOnly == "Yes"| PatientAndPhenotypeOnly == "YES"] <- 1 + +PatientAndPhenotypeOnly[-1] <- lapply(PatientAndPhenotypeOnly[-1], as.numeric) + +``` + + +```{r kmeans_clustering_analysis} +KMeansReview <- PatientAndPhenotypeOnly +unlink("plots/kmeans/*.jpg") +for(i in 20:4) { + km.PatientPheno <- kmeans(PatientAndPhenotypeOnly[-1],i, nstart = 25) + KMeansReview[,paste(i,"_k", sep = "")] <- km.PatientPheno$cluster + plot(km.PatientPheno)+ggsave(paste("plots/kmeans/",i,".jpg", sep = "")) + +} + +``` +Observing charts of nearness of clustering we see a tendancy for groups to be clustered into 4, even at high (k=20) values. We will identify patients as 1 of 4 clusters for phenotyping genetic traits. + +```{r attaching_clusters_cleaned_data } +GroupMatching <- KMeansReview[,c("TARGET.USI","4_k")] + + +``` + + + diff --git a/BuieRProj/KM_WHATEVER.nb.html b/BuieRProj/KM_WHATEVER.nb.html new file mode 100644 index 0000000..61cead6 --- /dev/null +++ b/BuieRProj/KM_WHATEVER.nb.html @@ -0,0 +1,474 @@ + + + + + + + + + + + + + +R Notebook + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + + + + + + + + + + + + + + + + + + + + + +
library(xlsx)
+library(MASS)
+library(stats)
+library(useful)
+ + +
Loading required package: ggplot2
+ + + + + + +
PatientAndPhenotypeOnly[PatientAndPhenotypeOnly == "No"] <- 0
+
+ + +
invalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generatedinvalid factor level, NA generated
+ + + + + + +
for(i in 20:4) {
+  km.PatientPheno <- kmeans(PatientAndPhenotypeOnly[-1],i, nstart = 25)
+  KMeansReview[,paste(i,"_k", sep = "")] <- km.PatientPheno$cluster
+  plot(km.PatientPheno)+ggsave(paste("plots/kmeans/",i,".jpg", sep = ""))
+}
+
+ + +
Saving 7 x 7 in image
+ + + +

Observing charts of nearness of clustering we see a tendancy for groups to be clustered into 4, even at high (k=20) values. We will identify patients as 1 of 4 clusters for phenotyping genetic traits.

+ + + +
KMeansReview$TARGET.USI
+ + +
  [1] "TARGET-20-PABGKN" "TARGET-20-PABHET" "TARGET-20-PABHKY" "TARGET-20-PABLDZ"
+  [5] "TARGET-20-PACDZR" "TARGET-20-PACEFU" "TARGET-20-PACEGD" "TARGET-20-PADDXZ"
+  [9] "TARGET-20-PADYIR" "TARGET-20-PADYMH" "TARGET-20-PADYTY" "TARGET-20-PADZCG"
+ [13] "TARGET-20-PADZKD" "TARGET-20-PADZYC" "TARGET-20-PAEABM" "TARGET-20-PAEAFC"
+ [17] "TARGET-20-PAEAKL" "TARGET-20-PAECBZ" "TARGET-20-PAECCE" "TARGET-20-PAECRF"
+ [21] "TARGET-20-PAEDKB" "TARGET-20-PAEENN" "TARGET-20-PAEERJ" "TARGET-20-PAEEYP"
+ [25] "TARGET-20-PAEFEJ" "TARGET-20-PAEFGR" "TARGET-20-PAEFGT" "TARGET-20-PAEFHC"
+ [29] "TARGET-20-PAEGNK" "TARGET-20-PAEGRE" "TARGET-20-PAEGRI" "TARGET-20-PAEIKD"
+ [33] "TARGET-20-PAEJBT" "TARGET-20-PAEPYP" "TARGET-20-PAERAH" "TARGET-20-PAERXF"
+ [37] "TARGET-20-PAESVN" "TARGET-20-PAKERZ" "TARGET-20-PAKGXN" "TARGET-20-PAKHBF"
+ [41] "TARGET-20-PAKHLK" "TARGET-20-PAKHZW" "TARGET-20-PAKIWK" "TARGET-20-PAKIYW"
+ [45] "TARGET-20-PAKKBK" "TARGET-20-PAKKIM" "TARGET-20-PAKKZR" "TARGET-20-PAKLPD"
+ [49] "TARGET-20-PAKLTN" "TARGET-20-PAKRUP" "TARGET-20-PAKRZG" "TARGET-20-PAKSMZ"
+ [53] "TARGET-20-PAKTCX" "TARGET-20-PAKTGM" "TARGET-20-PAKTLL" "TARGET-20-PAKVGI"
+ [57] "TARGET-20-PAKVYM" "TARGET-20-PAKXJR" "TARGET-20-PAKXVC" "TARGET-20-PALATT"
+ [61] "TARGET-20-PALBCI" "TARGET-20-PALBYP" "TARGET-20-PALFVW" "TARGET-20-PALFZW"
+ [65] "TARGET-20-PALGKX" "TARGET-20-PALHVV" "TARGET-20-PALKYG" "TARGET-20-PALNAT"
+ [69] "TARGET-20-PALVKV" "TARGET-20-PAMVKZ" "TARGET-20-PAMVVP" "TARGET-20-PAMYAS"
+ [73] "TARGET-20-PAMYGX" "TARGET-20-PAMYJX" "TARGET-20-PAMYVU" "TARGET-20-PAMYWW"
+ [77] "TARGET-20-PANAEV" "TARGET-20-PANASY" "TARGET-20-PANATK" "TARGET-20-PANBWF"
+ [81] "TARGET-20-PANBYS" "TARGET-20-PANBZH" "TARGET-20-PANCSC" "TARGET-20-PANDDC"
+ [85] "TARGET-20-PANDER" "TARGET-20-PANDIX" "TARGET-20-PANFMG" "TARGET-20-PANGCM"
+ [89] "TARGET-20-PANGDN" "TARGET-20-PANGFV" "TARGET-20-PANGJY" "TARGET-20-PANGTF"
+ [93] "TARGET-20-PANHWD" "TARGET-20-PANHYK" "TARGET-20-PANIGD" "TARGET-20-PANILV"
+ [97] "TARGET-20-PANINI" "TARGET-20-PANJFJ" "TARGET-20-PANJGR" "TARGET-20-PANJTK"
+[101] "TARGET-20-PANJVI" "TARGET-20-PANKBX" "TARGET-20-PANKCE" "TARGET-20-PANKEF"
+[105] "TARGET-20-PANKFG" "TARGET-20-PANKFZ" "TARGET-20-PANKKE" "TARGET-20-PANKNB"
+[109] "TARGET-20-PANLIR" "TARGET-20-PANLIZ" "TARGET-20-PANLJK" "TARGET-20-PANLJN"
+[113] "TARGET-20-PANLKB" "TARGET-20-PANLLX" "TARGET-20-PANLRE" "TARGET-20-PANLXK"
+[117] "TARGET-20-PANLXM" "TARGET-20-PANMEM" "TARGET-20-PANNBM" "TARGET-20-PANNHB"
+[121] "TARGET-20-PANNJI" "TARGET-20-PANPKN" "TARGET-20-PANPLS" "TARGET-20-PANPMY"
+[125] "TARGET-20-PANPSF" "TARGET-20-PANPSV" "TARGET-20-PANPTM" "TARGET-20-PANRIK"
+[129] "TARGET-20-PANRWM" "TARGET-20-PANSBH" "TARGET-20-PANSJB" "TARGET-20-PANTCT"
+[133] "TARGET-20-PANTIV" "TARGET-20-PANTNA" "TARGET-20-PANTPW" "TARGET-20-PANTRL"
+[137] "TARGET-20-PANTWV" "TARGET-20-PANTXR" "TARGET-20-PANUDS" "TARGET-20-PANUTB"
+[141] "TARGET-20-PANUTX" "TARGET-20-PANUUA" "TARGET-20-PANVBP" "TARGET-20-PANVGE"
+[145] "TARGET-20-PANVGP" "TARGET-20-PANVUF" "TARGET-20-PANWHP" "TARGET-20-PANWNI"
+[149] "TARGET-20-PANXAF" "TARGET-20-PANXPU" "TARGET-20-PANXWX" "TARGET-20-PANYCG"
+[153] "TARGET-20-PANYGP" "TARGET-20-PANYNR" "TARGET-20-PANYSN" "TARGET-20-PANZCU"
+[157] "TARGET-20-PANZKA" "TARGET-20-PANZWB" "TARGET-20-PANZXI" "TARGET-20-PAPAEG"
+[161] "TARGET-20-PAPAJE" "TARGET-20-PAPAPD" "TARGET-20-PAPAWN" "TARGET-20-PAPBEJ"
+[165] "TARGET-20-PAPRND" "TARGET-20-PAPSCM" "TARGET-20-PAPUEM" "TARGET-20-PAPUNR"
+[169] "TARGET-20-PAPUPC" "TARGET-20-PAPUSR" "TARGET-20-PAPVCN" "TARGET-20-PAPVDV"
+[173] "TARGET-20-PAPVET" "TARGET-20-PAPVGE" "TARGET-20-PAPVKG" "TARGET-20-PAPVWB"
+[177] "TARGET-20-PAPVZK" "TARGET-20-PAPWDW" "TARGET-20-PAPWFN" "TARGET-20-PAPWHS"
+[181] "TARGET-20-PAPWIU" "TARGET-20-PAPWYK" "TARGET-20-PAPWZR" "TARGET-20-PAPXAZ"
+[185] "TARGET-20-PAPXJG" "TARGET-20-PAPXJT" "TARGET-20-PAPXRJ" "TARGET-20-PAPXUF"
+[189] "TARGET-20-PAPXVK" "TARGET-20-PAPXWI" "TARGET-20-PAPYFJ" "TARGET-20-PAPYSY"
+[193] "TARGET-20-PAPYUI" "TARGET-20-PAPZCL" "TARGET-20-PAPZCZ" "TARGET-20-PAPZFV"
+[197] "TARGET-20-PAPZIZ" "TARGET-20-PAPZJT" "TARGET-20-PAPZLT" "TARGET-20-PAPZTC"
+[201] "TARGET-20-PAPZTU" "TARGET-20-PAPZXN" "TARGET-20-PAPZYJ" "TARGET-20-PAPZYS"
+[205] "TARGET-20-PAPZZE" "TARGET-20-PARAEF" "TARGET-20-PARAEG" "TARGET-20-PARAFA"
+[209] "TARGET-20-PARAHF" "TARGET-20-PARAIC" "TARGET-20-PARAJX" "TARGET-20-PARANT"
+[213] "TARGET-20-PARAPD" "TARGET-20-PARASV" "TARGET-20-PARAUM" "TARGET-20-PARBCV"
+[217] "TARGET-20-PARBEL" "TARGET-20-PARBFJ" "TARGET-20-PARBFZ" "TARGET-20-PARBGF"
+[221] "TARGET-20-PARBIU" "TARGET-20-PARBLP" "TARGET-20-PARBLV" "TARGET-20-PARBRA"
+[225] "TARGET-20-PARBTC" "TARGET-20-PARBVE" "TARGET-20-PARBXE" "TARGET-20-PARBZJ"
+[229] "TARGET-20-PARCAU" "TARGET-20-PARCCH" "TARGET-20-PARCEA" "TARGET-20-PARCEC"
+[233] "TARGET-20-PARCEV" "TARGET-20-PARCHW" "TARGET-20-PARCIN" "TARGET-20-PARCRW"
+[237] "TARGET-20-PARCTW" "TARGET-20-PARCUD" "TARGET-20-PARCUK" "TARGET-20-PARCVP"
+[241] "TARGET-20-PARCVS" "TARGET-20-PARCZL" "TARGET-20-PARCZP" "TARGET-20-PARDDA"
+[245] "TARGET-20-PARDDU" "TARGET-20-PARDDY" "TARGET-20-PARDEV" "TARGET-20-PARDFM"
+[249] "TARGET-20-PARDFR" "TARGET-20-PARDKT" "TARGET-20-PARDLT" "TARGET-20-PARDLW"
+[253] "TARGET-20-PARDMG" "TARGET-20-PARDPM" "TARGET-20-PARDRM" "TARGET-20-PARDYG"
+[257] "TARGET-20-PARDYL" "TARGET-20-PARDZW" "TARGET-20-PAREEC" "TARGET-20-PAREFM"
+[261] "TARGET-20-PAREHK" "TARGET-20-PAREHP" "TARGET-20-PARENB" "TARGET-20-PARERV"
+[265] "TARGET-20-PARFAL" "TARGET-20-PARFGK" "TARGET-20-PARFIW" "TARGET-20-PARFJN"
+[269] "TARGET-20-PARFKS" "TARGET-20-PARFLB" "TARGET-20-PARFMY" "TARGET-20-PARFPI"
+[273] "TARGET-20-PARFRN" "TARGET-20-PARFUZ" "TARGET-20-PARFVC" "TARGET-20-PARFWM"
+[277] "TARGET-20-PARFXF" "TARGET-20-PARFZP" "TARGET-20-PARGDB" "TARGET-20-PARGKA"
+[281] "TARGET-20-PARGMH" "TARGET-20-PARGSY" "TARGET-20-PARGTF" "TARGET-20-PARGTL"
+[285] "TARGET-20-PARGTR" "TARGET-20-PARGVC" "TARGET-20-PARGXP" "TARGET-20-PARGYS"
+[289] "TARGET-20-PARHBA" "TARGET-20-PARHJA" "TARGET-20-PARHJL" "TARGET-20-PARHJV"
+[293] "TARGET-20-PARHKJ" "TARGET-20-PARHKX" "TARGET-20-PARHKY" "TARGET-20-PARHKZ"
+[297] "TARGET-20-PARHPP" "TARGET-20-PARHSA" "TARGET-20-PARHUP" "TARGET-20-PARHVI"
+[301] "TARGET-20-PARHVK" "TARGET-20-PARHXT" "TARGET-20-PARHYP" "TARGET-20-PARIAP"
+[305] "TARGET-20-PARIEG" "TARGET-20-PARIFD" "TARGET-20-PARIHK" "TARGET-20-PARILH"
+[309] "TARGET-20-PARIMT" "TARGET-20-PARINM" "TARGET-20-PARIYB" "TARGET-20-PARIYP"
+[313] "TARGET-20-PARIZR" "TARGET-20-PARJCR" "TARGET-20-PARJET" "TARGET-20-PARJGD"
+[317] "TARGET-20-PARJHP" "TARGET-20-PARJKM" "TARGET-20-PARJLW" "TARGET-20-PARJRG"
+[321] "TARGET-20-PARJUJ" "TARGET-20-PARJVI" "TARGET-20-PARJVU" "TARGET-20-PARJWH"
+[325] "TARGET-20-PARJYP" "TARGET-20-PARKCX" "TARGET-20-PARKFB" "TARGET-20-PARKGB"
+[329] "TARGET-20-PARKHV" "TARGET-20-PARKJW" "TARGET-20-PARKJZ" "TARGET-20-PARKLC"
+[333] "TARGET-20-PARKSH" "TARGET-20-PARKSY" "TARGET-20-PARKUY" "TARGET-20-PARLFE"
+[337] "TARGET-20-PARLGT" "TARGET-20-PARLHW" "TARGET-20-PARLMY" "TARGET-20-PARLSW"
+[341] "TARGET-20-PARLUS" "TARGET-20-PARLVL" "TARGET-20-PARLXL" "TARGET-20-PARLYD"
+[345] "TARGET-20-PARLYJ" "TARGET-20-PARMGH" "TARGET-20-PARMGX" "TARGET-20-PARMHD"
+[349] "TARGET-20-PARMIX" "TARGET-20-PARMIZ" "TARGET-20-PARMLW" "TARGET-20-PARMME"
+[353] "TARGET-20-PARMMN" "TARGET-20-PARMMZ" "TARGET-20-PARMPM" "TARGET-20-PARMST"
+[357] "TARGET-20-PARMTD" "TARGET-20-PARMZC" "TARGET-20-PARMZF" "TARGET-20-PARNFR"
+[361] "TARGET-20-PARNFZ" "TARGET-20-PARNIA" "TARGET-20-PARNIH" "TARGET-20-PARNIL"
+[365] "TARGET-20-PARNIN" "TARGET-20-PARNJC" "TARGET-20-PARNNT" "TARGET-20-PARNNX"
+[369] "TARGET-20-PARNPC" "TARGET-20-PARNPF" "TARGET-20-PARNRS" "TARGET-20-PARNTM"
+[373] "TARGET-20-PARNXW" "TARGET-20-PARNZW" "TARGET-20-PARPBA" "TARGET-20-PARPBF"
+[377] "TARGET-20-PARPCT" "TARGET-20-PARPDS" "TARGET-20-PARPEK" "TARGET-20-PARPHH"
+[381] "TARGET-20-PARPLC" "TARGET-20-PARPPY" "TARGET-20-PARPVZ" "TARGET-20-PARPWL"
+[385] "TARGET-20-PARPZP" "TARGET-20-PARRAD" "TARGET-20-PARRBK" "TARGET-20-PARRDD"
+[389] "TARGET-20-PARRFC" "TARGET-20-PARRHB" "TARGET-20-PARRMF" "TARGET-20-PARRPM"
+[393] "TARGET-20-PARRTH" "TARGET-20-PARRYL" "TARGET-20-PARSAA" "TARGET-20-PARSAN"
+[397] "TARGET-20-PARSFK" "TARGET-20-PARSGE" "TARGET-20-PARSGS" "TARGET-20-PARSHM"
+[401] "TARGET-20-PARSIN" "TARGET-20-PARSKR" "TARGET-20-PARSRR" "TARGET-20-PARSTU"
+[405] "TARGET-20-PARSXZ" "TARGET-20-PARTAL" "TARGET-20-PARTBN" "TARGET-20-PARTST"
+[409] "TARGET-20-PARTVG" "TARGET-20-PARTVP" "TARGET-20-PARTWN" "TARGET-20-PARTWY"
+[413] "TARGET-20-PARTXH" "TARGET-20-PARTYK" "TARGET-20-PARTYV" "TARGET-20-PARUAD"
+[417] "TARGET-20-PARUBE" "TARGET-20-PARUBT" "TARGET-20-PARUCB" "TARGET-20-PARUDL"
+[421] "TARGET-20-PARUEX" "TARGET-20-PARUMT" "TARGET-20-PARUNX" "TARGET-20-PARURW"
+[425] "TARGET-20-PARURX" "TARGET-20-PARUSN" "TARGET-20-PARUTH" "TARGET-20-PARUUB"
+[429] "TARGET-20-PARUVB" "TARGET-20-PARUWX" "TARGET-20-PARUXJ" "TARGET-20-PARUZS"
+[433] "TARGET-20-PARVAF" "TARGET-20-PARVAI" "TARGET-20-PARVAM" "TARGET-20-PARVLH"
+[437] "TARGET-20-PARVLP" "TARGET-20-PARVRG" "TARGET-20-PARVSF" "TARGET-20-PARVSX"
+[441] "TARGET-20-PARVTI" "TARGET-20-PARVUA" "TARGET-20-PARVUC" "TARGET-20-PARVXT"
+[445] "TARGET-20-PARVZU" "TARGET-20-PARWAS" "TARGET-20-PARWCG" "TARGET-20-PARWDZ"
+[449] "TARGET-20-PARWNS" "TARGET-20-PARWPW" "TARGET-20-PARWWW" "TARGET-20-PARWXS"
+[453] "TARGET-20-PARWXU" "TARGET-20-PARXBF" "TARGET-20-PARXBT" "TARGET-20-PARXCG"
+[457] "TARGET-20-PARXDI" "TARGET-20-PARXEC" "TARGET-20-PARXJW" "TARGET-20-PARXMP"
+[461] "TARGET-20-PARXNG" "TARGET-20-PARXNP" "TARGET-20-PARXVI" "TARGET-20-PARXYC"
+[465] "TARGET-20-PARXZP" "TARGET-20-PARYCG" "TARGET-20-PARYEB" "TARGET-20-PARYFA"
+[469] "TARGET-20-PARYFN" "TARGET-20-PARYFP" "TARGET-20-PARYGA" "TARGET-20-PARYHR"
+[473] "TARGET-20-PARYIB" "TARGET-20-PARYLX" "TARGET-20-PARYTI" "TARGET-20-PARYVW"
+[477] "TARGET-20-PARYXV" "TARGET-20-PARZGM" "TARGET-20-PARZHI" "TARGET-20-PARZHT"
+[481] "TARGET-20-PARZMZ" "TARGET-20-PARZPD" "TARGET-20-PARZUU" "TARGET-20-PARZVA"
+[485] "TARGET-20-PARZVE" "TARGET-20-PARZWH" "TARGET-20-PARZYF" "TARGET-20-PARZYL"
+[489] "TARGET-20-PARZYN" "TARGET-20-PASADG" "TARGET-20-PASAFH" "TARGET-20-PASAFM"
+[493] "TARGET-20-PASAMY" "TARGET-20-PASANH" "TARGET-20-PASANW" "TARGET-20-PASARF"
+[497] "TARGET-20-PASARK" "TARGET-20-PASARM" "TARGET-20-PASASN" "TARGET-20-PASAUN"
+[501] "TARGET-20-PASAUT" "TARGET-20-PASAWH" "TARGET-20-PASAXB" "TARGET-20-PASAYA"
+[505] "TARGET-20-PASAZL" "TARGET-20-PASBAX" "TARGET-20-PASBBE" "TARGET-20-PASBBF"
+[509] "TARGET-20-PASBCT" "TARGET-20-PASBDC" "TARGET-20-PASBGE" "TARGET-20-PASBGZ"
+[513] "TARGET-20-PASBHI" "TARGET-20-PASBII" "TARGET-20-PASBNA" "TARGET-20-PASBPK"
+[517] "TARGET-20-PASBPW" "TARGET-20-PASBRA" "TARGET-20-PASBSB" "TARGET-20-PASBST"
+[521] "TARGET-20-PASBYL" "TARGET-20-PASCAF" "TARGET-20-PASCBW" "TARGET-20-PASCCS"
+[525] "TARGET-20-PASCDM" "TARGET-20-PASCFS" "TARGET-20-PASCFW" "TARGET-20-PASCGC"
+[529] "TARGET-20-PASCGR" "TARGET-20-PASCIG" "TARGET-20-PASCKD" "TARGET-20-PASCRP"
+[533] "TARGET-20-PASCRZ" "TARGET-20-PASCWG" "TARGET-20-PASDET" "TARGET-20-PASDFK"
+[537] "TARGET-20-PASDGX" "TARGET-20-PASDIR" "TARGET-20-PASDJY" "TARGET-20-PASDMF"
+[541] "TARGET-20-PASDNU" "TARGET-20-PASDSN" "TARGET-20-PASDTY" "TARGET-20-PASDUD"
+[545] "TARGET-20-PASDVA" "TARGET-20-PASDXF" "TARGET-20-PASDZT" "TARGET-20-PASECW"
+[549] "TARGET-20-PASEFD" "TARGET-20-PASEGC" "TARGET-20-PASEHH" "TARGET-20-PASELF"
+[553] "TARGET-20-PASELK" "TARGET-20-PASENE" "TARGET-20-PASEYM" "TARGET-20-PASFEW"
+[557] "TARGET-20-PASFFS" "TARGET-20-PASFFX" "TARGET-20-PASFIE" "TARGET-20-PASFIT"
+ + + + + +
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