From 895bc272a105bcc910cc0790c574c645b7ae5243 Mon Sep 17 00:00:00 2001 From: Brandon Gallas Date: Fri, 6 May 2022 18:46:48 -0400 Subject: [PATCH] Update to Version 2.0.0 *05/06/2022* MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Update the data with the Expert Panel annotations and the R Markdown for this manuscript: * Garcia et al. (2022 - Submitted). "Development of Training Materials for Pathologists to Provide Machine Learning Validation Data of Tumor-Infiltrating Lymphocytes in Breast Cancer," *Cancers*. Changes include: 1. New `modalityID = "camic-expert"` that denotes the annotations from our Expert Panel. 2. Two new batches, `batch = "FDA-HTT-Train001"` and `"FDA-HTT-Train002"`. These batches contain the ROIs scored by the Expert Panel. 3. New `readerID` of the experts appear as `“expert****”` 4. The R Markdown used to create the figures in the Cancers paper and a copy of the PDF output are available in the folder `inst/extra/20220506-GarciaCancersPaper` to simplify reproducibility of the paper in case some data formatting changes in the current `pilotHTT` data frame. --- README.md | 21 +- UPDATE.md | 24 + .../20220506-GarciaCancersPaperFigures.Rmd | 1167 +++++++++++++++++ .../20220506-GarciaCancersPaperFigures.pdf | Bin 0 -> 223647 bytes .../20220506-GarciaCancersPaper/pilotHTT.rda | Bin 0 -> 55714 bytes inst/manual/HTT_2.0.0.pdf | Bin 0 -> 128241 bytes inst/manual/makeManual.R | 4 + 7 files changed, 1209 insertions(+), 7 deletions(-) create mode 100644 UPDATE.md create mode 100644 inst/extra/20220506-GarciaCancersPaper/20220506-GarciaCancersPaperFigures.Rmd create mode 100644 inst/extra/20220506-GarciaCancersPaper/20220506-GarciaCancersPaperFigures.pdf create mode 100644 inst/extra/20220506-GarciaCancersPaper/pilotHTT.rda create mode 100644 inst/manual/HTT_2.0.0.pdf create mode 100644 inst/manual/makeManual.R diff --git a/README.md b/README.md index 0f62b17..4dadd63 100644 --- a/README.md +++ b/README.md @@ -5,6 +5,8 @@ Truthing project (HTT project). The "inst" directory will be used to archive scripts that reproduce the analyses done for different presentations and publications. +Project hub space: https://ncihub.org/groups/eedapstudies + To install this package from the R command line: install_github('DIDSR/HTT') #### Data and Code Repository @@ -13,16 +15,21 @@ To install this package from the R command line: install_github('DIDSR/HTT') #### Manual documenting the data and functions in the R package: * [https://github.com/DIDSR/HTT/tree/main/inst/manual](https://github.com/DIDSR/HTT/tree/main/inst/manual) +#### Webinar tour of the data: [Link to video](https://ncihub.org/groups/eedapstudies/wiki/Presentation2021:TourofHTTData) + +--- + #### Manuscript describing the project: -* S. N. Dudgeon et al., “A Pathologist-Annotated Dataset for Validating Artificial Intelligence: A Project Description and Pilot Study,” arXiv:2010.06995, 2020. Accepted for publication by the Journal of Pathology Informatics, 2021. [https://arxiv.org/abs/2010.06995](https://arxiv.org/abs/2010.06995) +* Dudgeon et al. (2020), "A Pathologist-Annotated Dataset for Validating Artificial Intelligence: A Project Description and Pilot Study," *Journal of Pathology Informatics*, **12**, p. 45. https://www.doi.org/10.4103/jpi.jpi_83_20 + +#### Manuscript describing expert panel: + +* Garcia et al. (2022 - Submitted). "Development of Training Materials for Pathologists to Provide Machine Learning Validation Data of Tumor-Infiltrating Lymphocytes in Breast Cancer," *Cancers*. -#### Webinar tour of the data: [Video here](https://ncihub.org/groups/eedapstudies/wiki/Presentation2021:TourofHTTData) +#### Pathology Informatics Presentation: -#### Version 1.0: Pathology Informatics Presentation: -Version 1.0 of this repository holds the data, scripts, and functions that were used for the following presentation. -* B. D. Gallas and et al., “High Throughput Truthing (HTT): pathologist agreement from a pilot study,” presented at the Pathology Informatics Summit, 2021. [https://ncihub.org/groups/eedapstudies/wiki/Presentation2021:PathologyInformaticsSummitHTTproject](https://ncihub.org/groups/eedapstudies/wiki/Presentation2021:PathologyInformaticsSummitHTTproject) -* R markdown to create the figures from this presentation -can be found in this folder: [https://github.com/DIDSR/HTT/tree/main/inst/extra/20210505-PathologyInformatics](https://github.com/DIDSR/HTT/tree/main/inst/extra/20210505-PathologyInformatics) +* B. D. Gallas and et al., “High Throughput Truthing (HTT): pathologist agreement from a pilot study,” presented at the Pathology Informatics Summit, 2021. https://ncihub.org/groups/eedapstudies/wiki/Presentation2021:PathologyInformaticsSummitHTTproject +* R markdown to create the figures from this presentation can be found in this folder: `inst/extra/20210505-PathologyInformatics` [comment]: <> "[![Github All Releases](https://img.shields.io/github/downloads/DIDSR/HTT/total)]()" diff --git a/UPDATE.md b/UPDATE.md new file mode 100644 index 0000000..c5cad17 --- /dev/null +++ b/UPDATE.md @@ -0,0 +1,24 @@ + +## Version 2.0.0 +*05/06/2022* + +Update the data with the Expert Panel annotations and the +R Markdown for this manuscript: + +* Garcia et al. (2022 - Submitted). "Development of Training Materials for Pathologists to Provide Machine Learning Validation Data of Tumor-Infiltrating Lymphocytes in Breast Cancer," *Cancers*. + + +Changes include: + +1. New `modalityID = "camic-expert"` that denotes the annotations from our +Expert Panel. +2. Two new batches, `batch = "FDA-HTT-Train001"` and `"FDA-HTT-Train002"`. These +batches contain the ROIs scored by the Expert Panel. +3. New `readerID` of the experts appear as `“expert****”` +4. The R Markdown used to create the figures in the Cancers paper and a +copy of the PDF output are available in the folder +`inst/extra/20220506-GarciaCancersPaper` to simplify reproducibility of the paper +in case some data formatting changes in the current `pilotHTT` data frame. + +## Version 1.0.0 +Creation of the HTT Project's Pilot Study annotation dataset. diff --git a/inst/extra/20220506-GarciaCancersPaper/20220506-GarciaCancersPaperFigures.Rmd b/inst/extra/20220506-GarciaCancersPaper/20220506-GarciaCancersPaperFigures.Rmd new file mode 100644 index 0000000..0fbd8b8 --- /dev/null +++ b/inst/extra/20220506-GarciaCancersPaper/20220506-GarciaCancersPaperFigures.Rmd @@ -0,0 +1,1167 @@ +--- +title: "Cancers Special Issue TILs Figures and Tables" +author: "Victor Garcia, MD" +date: "May 6, 2022" +output: pdf_document +--- + +```{r setup, include=FALSE, comment=NA} +knitr::opts_chunk$set(echo = FALSE, comment=NA) + + +``` + +This file produces the figures included in the manuscript titled “Protocol +Development for Pathologists to Provide Machine Learning Validation Data of +TILs in Breast Cancer” published in the Cancers Special Issue "Tumor +Infiltrating Lymphocytes (TIL) in Solid Tumors: Emerging Insights." + +This file uses the current `pilotHTT` data frame but can also be edited to +load a copy of the `pilotHTT` data frame in this folder: +`inst/extra/20220506-GarciaCancersPaper` to simplify reproducibility of the paper +in case some data formatting changes to the current `pilotHTT` data frame. + + +```{r function.create_statsByCaseDF} + +# Modified version of code used in "HTT::statsByCaseDF". I adapted it +# to a function for repeated use. +create_statsByCaseDF <- function(mrmcDF, keep_na=FALSE){ + + # The modification keeps cases with no calculated variance to + # be included in the output. One important use-case occurs when comparing + # the entropy of the ROI Label of the expert panel to that of the crowd + # pathologists. + + mrmcDF$batch <- factor(as.character(mrmcDF$batch)) + mrmcDF$WSI <- factor(as.character(mrmcDF$WSI)) + mrmcDF$caseID <- factor(as.character(mrmcDF$caseID)) + mrmcDF$readerID <- factor(as.character(mrmcDF$readerID)) + mrmcDF$modalityID <- factor(as.character(mrmcDF$modalityID)) + + # Split the data by caseID + mrmcByCase <- split(mrmcDF, mrmcDF$caseID) + + # Calculate the stats by case + statsByCase <- lapply(mrmcByCase, HTT::doStatsByCase) + statsByCaseDF <- do.call(rbind, statsByCase) + + if (keep_na == FALSE){ + # When keep_na = False, the function removes cases where there is no + # calculated variance. Set keep_na = False when analyzing variance. + # This is the same as the original HTT::statsByCaseDF. + + # If keep_na = TRUE, we keep those annotations with no variance. This is used + # for calculation of Entropy. + + index <- !is.na(statsByCaseDF$scoreVar) + statsByCaseDF <- statsByCaseDF[index, ] + } + + # Added as a double check for proper levels in the new data frame. + statsByCaseDF$batch <- factor(as.character(statsByCaseDF$batch)) + statsByCaseDF$WSI <- factor(as.character(statsByCaseDF$WSI)) + statsByCaseDF$caseID <- factor(as.character(statsByCaseDF$caseID)) + statsByCaseDF$modalityID <- factor(as.character(statsByCaseDF$modalityID)) + statsByCaseDF$labelMajority <- factor(as.character(statsByCaseDF$labelMajority)) + + return(statsByCaseDF) +} + +``` + + +```{r init Data and Libs} + +# If one tries to replicate the selection of cases for the expert panel sessions +# using without the use of the modalityID or batchID, they will not be able to +# return the same cases. The initial selection query was completed in +# August 2021 and 571 cases were returned as having a calculated scoreVar. +# Subsequent improved data cleaning has removed duplicate data entries so that +# each reader can only have 1 score per ROI. +# After this new data cleaning processing, one note change was +# caseID 'HTT-TILS-011-11B.NDPI_X126468.2190_Y37339.2190' went from having a +# calculated scoreVar to a score Var that is "NA". This was due to removing a +# duplicate entry by reader "unknown1892". + +# Specify the filter date. +filterDate <- "2021-05-05 00:00:00 EST" + +# Load all pilot study data and filter the data by date. +mrmcDF_temp <- HTT::pilotHTT +mrmcDF_filtered <- mrmcDF_temp[mrmcDF_temp$createDate < filterDate, ] + +# All pilot study data collected by the crowd pathologists using the "camic" +# (caMicroscope) modality. +mrmcDF_camicro <- mrmcDF_filtered[mrmcDF_filtered$modalityID == "camic", ] + + +# Data from our expert panel. ReaderID "pathologist2899" annotations removed +# because they were incomplete. +mrmcDF_Experts <- mrmcDF_temp[mrmcDF_temp$modalityID == "camic-expert", ] +mrmcDF_Experts <- mrmcDF_Experts[mrmcDF_Experts$readerID != "expert2899", ] + + +# Pilot study data scored by Crowd Pathologists limited to the ROIs +# evaluated by the expert panel. +mrmcDF_Crowd <- mrmcDF_camicro[mrmcDF_camicro$caseID %in% mrmcDF_Experts$caseID,] +mrmcDF_Crowd$readerID <- factor(as.character(mrmcDF_Crowd$readerID)) +mrmcDF_Crowd$caseID <- factor(as.character(mrmcDF_Crowd$caseID)) + + +``` + + +```{r statsByCaseDF} + +statsByCaseDF_camicro <- create_statsByCaseDF(mrmcDF_camicro) +statsByCaseDF_Experts <- create_statsByCaseDF(mrmcDF_Experts) +statsByCaseDF_Crowd <- create_statsByCaseDF(mrmcDF_Crowd) + +statsByCaseDF_camicro.E <- create_statsByCaseDF(mrmcDF_camicro, keep_na=TRUE) +statsByCaseDF_Experts.E <- create_statsByCaseDF(mrmcDF_Experts, keep_na=TRUE) +statsByCaseDF_Crowd.E <- create_statsByCaseDF(mrmcDF_Crowd, keep_na=TRUE) + +``` + + +``` {r casesByDensityBin} +# Create lists of caseIDs for each clinical bin sorted by scoreMean. + +# Clinical bins for the "Select ROIs" using the scoreMean from the Crowd annotations +casesLE10 <- statsByCaseDF_Crowd[ + statsByCaseDF_Crowd$scoreMean <= 10, "caseID"] + +casesGT10LE40 <- statsByCaseDF_Crowd[ + statsByCaseDF_Crowd$scoreMean > 10 & + statsByCaseDF_Crowd$scoreMean <= 40 , "caseID"] + +casesGT40 <- statsByCaseDF_Crowd[ + statsByCaseDF_Crowd$scoreMean > 40, "caseID"] + + +# Clinical bins for "All ROIs" scored using the caMicroscope modality +casesLE10_camicro <- statsByCaseDF_camicro[ + statsByCaseDF_camicro$scoreMean <= 10, "caseID"] + +casesGT10LE40_camicro <- statsByCaseDF_camicro[ + statsByCaseDF_camicro$scoreMean > 10 & + statsByCaseDF_camicro$scoreMean <= 40 , "caseID"] + +casesGT40_camicro <- statsByCaseDF_camicro[ + statsByCaseDF_camicro$scoreMean > 40, "caseID"] + + +``` + + +# Collected data totals + +In the manuscript, we report the dataset size at the time of its preparation + with 29 pathologists and 7,373 annotations. This count excludes the Expert + Panel annotations. + +```{r counts.PilotStudy} + +# Calculate the number of contributing pathologists to the entire +# Pilot Study. Expert panel annotations have been excluded. + + +mrmcDF_pilotStudycounts <- mrmcDF_temp[mrmcDF_temp$modalityID != "camic-expert", ] +mrmcDF_pilotStudycounts$readerID <- factor(mrmcDF_pilotStudycounts$readerID) + +cat("Number of pathologists who participated in the Pilot Study as of today's + date:", + nlevels(mrmcDF_pilotStudycounts$readerID)) + +cat('\n\n') + + +# Calculate the number of annotations collected. + +cat("Number of annotations collected from the Pilot Study as of today's + date:", + nrow(mrmcDF_pilotStudycounts)) + + +``` + + +\newpage + +``` {r Figure 1 Variance of Pilot Study Results - All and Select ROIs} + +# Figure 1. Plot of the sTIL Variance vs. Mean density for the Pilot Study data +# at the time of data acquisition. + + +mean.min <- 0 +mean.max <- 100 +Var.min <- 0 +Var.max <- 2750 # Set to have consistent figure size with subsequent plots. + +main <- paste("Variance of Pilot Study Results: All and Select ROIs") + + +plot( + statsByCaseDF_camicro$scoreMean, statsByCaseDF_camicro$scoreVar, + main = main, + xlab = "Mean sTILs density %", + ylab = "Variance sTILs density", + xlim = c(mean.min, mean.max), + ylim = c(Var.min, Var.max), + col = rgb(0,0,0, 0.5) + ) + +# Partition the plot into clinically defined regions +lines(c(10, 10), c(25, 2250), lwd = 2, lty = 2) +lines(c(40, 40), c(25, 2250), lwd = 2, lty = 2) + +# Mark the Select ROIs on the graph with a blue triangle +points(statsByCaseDF_Crowd$scoreMean, statsByCaseDF_Crowd$scoreVar, + col=rgb(0,0.5,0.75), pch=17) + +# Print the number of cases within each clinical bin +text(3.75, 2500, paste("nAll:", length(casesLE10_camicro), sep = " "), cex=0.8) +text(3.75, 2300, paste("nSelect:", length(casesLE10), sep = " "), cex=0.8) +text(25, 2500, paste("nAll:", length(casesGT10LE40_camicro), sep = " "), cex=0.8) +text(25, 2300, paste("nSelect:", length(casesGT10LE40), sep = " "), cex=0.8) +text(60, 2500, paste("nAll:", length(casesGT40_camicro), sep = " "), cex=0.8) +text(60, 2300, paste("nSelect:", length(casesGT40), sep = " "), cex=0.8) + + +legend(x=76, y=2650, c('All ROIs', 'Select ROIs', 'Count of ROIs'), + cex=0.8, col=c(rgb(0,0,0,0.5), rgb(0,0.5,0.75), rgb(0,0,0)), pch=c(21,17,110)) + +#dev.off() + +``` + +\newpage + + +```{r High-Low Variance Cases and Statistics from Figure 2} + +# Identifies the cases with the highest and lowest variance from 2 dataframes +do_highlowStats.Variance <- function(cases.DF1, cases.DF2){ + + # Select the cases with the max and min scoreVar from the first dataframe + highlowStats.DF1 <- rbind( + cases.DF1[cases.DF1$scoreVar == max(cases.DF1$scoreVar), + c('scoreMean', 'scoreVar', 'labelMajority','labelEntropy', 'caseID')], + cases.DF1[cases.DF1$scoreVar == min(cases.DF1$scoreVar), + c('scoreMean', 'scoreVar', 'labelMajority','labelEntropy', 'caseID')]) + + # If there are multiple cases with the same max or min scoreVar, only keep one + # of each scoreVar + highlowStats.DF1 <- highlowStats.DF1[ + !duplicated(highlowStats.DF1$scoreVar), ] + + # Round the values for scoreMean, scoreVar, and labelEntropy + highlowStats.DF1$scoreMean <- format( + round(highlowStats.DF1$scoreMean, digits=2), nsmall = 2) + highlowStats.DF1$scoreVar <- format( + round(highlowStats.DF1$scoreVar, digits=2), nsmall = 2) + highlowStats.DF1$labelEntropy <- format( + round(highlowStats.DF1$labelEntropy, digits=2), nsmall = 2) + + + # Select the cases with the max and min scoreVar from the second dataframe + highlowStats.DF2 <- rbind( + cases.DF2[cases.DF2$scoreVar == max(cases.DF2$scoreVar), + c('scoreMean', 'scoreVar', 'labelMajority','labelEntropy', 'caseID')], + cases.DF2[cases.DF2$scoreVar == min(cases.DF2$scoreVar), + c('scoreMean', 'scoreVar', 'labelMajority','labelEntropy', 'caseID')]) + + # If there are multiple cases with the same max or min scoreVar, only keep one + # of each scoreVar + highlowStats.DF2 <- highlowStats.DF2[ + !duplicated(highlowStats.DF2$scoreVar), ] + + # Round the values for scoreMean, scoreVar, and labelEntropy + highlowStats.DF2$scoreMean <- format( + round(highlowStats.DF2$scoreMean, digits=2), nsmall = 2) + highlowStats.DF2$scoreVar <- format( + round(highlowStats.DF2$scoreVar, digits=2), nsmall = 2) + highlowStats.DF2$labelEntropy <- format( + round(highlowStats.DF2$labelEntropy, digits=2), nsmall = 2) + + + # Concatenate the 2 dataframes together + highlowStats <- rbind( + highlowStats.DF1, + highlowStats.DF2) + + + colnames(highlowStats) <- c("Mean sTILs Density", + "Variance", + "Majority Label", + "Entropy", + "caseID") + + rownames(highlowStats) <- c("High Variance LE10", + "Low Variance LE10", + "High Variance GT40", + "Low Variance GT40") + + return(highlowStats) + + +} + +refactor_columns <- function(df_temp){ + # A function to refactor the columns of dataframe + + df_temp$batch <- factor(df_temp$batch) + df_temp$WSI <- factor(df_temp$WSI) + df_temp$caseID <- factor(df_temp$caseID) + df_temp$modalityID <- factor(df_temp$modalityID) + df_temp$labelMajority <- factor(df_temp$labelMajority) + + return(df_temp) +} + +# Create dataframes for the clinical density bins from the Crowd annotations +casesLE10.DF <- statsByCaseDF_Crowd[ + statsByCaseDF_Crowd$caseID %in% casesLE10, ] +casesLE10.DF <- refactor_columns(casesLE10.DF) + + +casesGT10LE40.DF <- statsByCaseDF_Crowd[ + statsByCaseDF_Crowd$caseID %in% casesGT10LE40, ] +casesGT10LE40.DF <- refactor_columns(casesGT10LE40.DF) + + +casesGT40.DF <- statsByCaseDF_Crowd[ + statsByCaseDF_Crowd$caseID %in% casesGT40, ] +casesGT40.DF <- refactor_columns(casesGT40.DF) + + +# Identify the cases of Highest and Lowest Variance from the clinical density +# bins of casesLE10 and casesGT40. These cases are the images in Figure 2. +varTable <- do_highlowStats.Variance(casesLE10.DF, casesGT40.DF) + +# List of the caseIDs for Figure 2. +caseID_list.var <- as.character(varTable$caseID) + + +``` + + +```{r High-Low Entropy Cases and Statistics from Figure 3} +# Identifies the cases with the highest and lowest entropy from 2 dataframes +do_highlowStats.Entropy <- function(cases.DF1, cases.DF2){ + + # Select the cases with the max and min labelEntropy from the first dataframe + highlowStats.DF1 <- rbind( + cases.DF1[cases.DF1$labelEntropy == max(cases.DF1$labelEntropy), + c('scoreMean', 'scoreVar', 'labelMajority','labelEntropy', 'caseID')], + cases.DF1[cases.DF1$labelEntropy == min(cases.DF1$labelEntropy), + c('scoreMean', 'scoreVar', 'labelMajority','labelEntropy', 'caseID')]) + + # If there are multiple cases with the same max or min labelEntropy, only keep one + # of each labelEntropy + highlowStats.DF1 <- highlowStats.DF1[ + !duplicated(highlowStats.DF1$labelEntropy), ] + + # Round the values for scoreMean, scoreVar, and labelEntropy + highlowStats.DF1$scoreMean <- format( + round(highlowStats.DF1$scoreMean, digits=2), nsmall = 2) + highlowStats.DF1$scoreVar <- format( + round(highlowStats.DF1$scoreVar, digits=2), nsmall = 2) + highlowStats.DF1$labelEntropy <- format( + round(highlowStats.DF1$labelEntropy, digits=2), nsmall = 2) + + # Select the cases with the max and min labelEntropy from the second dataframe + highlowStats.DF2 <- rbind( + cases.DF2[cases.DF2$labelEntropy == max(cases.DF2$labelEntropy), + c('scoreMean', 'scoreVar', 'labelMajority','labelEntropy', 'caseID')], + cases.DF2[cases.DF2$labelEntropy == min(cases.DF2$labelEntropy), + c('scoreMean', 'scoreVar', 'labelMajority','labelEntropy', 'caseID')]) + + # If there are multiple cases with the same max or min labelEntropy, only keep one + # of each labelEntropy + highlowStats.DF2 <- highlowStats.DF2[ + !duplicated(highlowStats.DF2$labelEntropy), ] + + # Round the values for scoreMean, scoreVar, and labelEntropy + highlowStats.DF2$scoreMean <- format( + round(highlowStats.DF2$scoreMean, digits=2), nsmall = 2) + highlowStats.DF2$scoreVar <- format( + round(highlowStats.DF2$scoreVar, digits=2), nsmall = 2) + highlowStats.DF2$labelEntropy <- format( + round(highlowStats.DF2$labelEntropy, digits=2), nsmall = 2) + + + # Combine the two dataframes together + highlowStats <- rbind( + highlowStats.DF1, + highlowStats.DF2) + + colnames(highlowStats) <- c("Mean sTILs Density", + "Variance", + "Majority Label", + "Entropy", + 'caseID') + + rownames(highlowStats) <- c("High Entropy LE10", + "Low Entropy LE10", + "High Entropy GT40", + "Low Entropy GT40") + + return(highlowStats) +} + + + +# Identify the cases of Highest and Lowest Entropy from the clinical density +# bins of casesLE10 and casesGT40. These cases are the images in Figure 3. +entropyTable <- do_highlowStats.Entropy(casesLE10.DF, casesGT40.DF) + +# List of the caseIDs for Figure 3. +caseID_list.entropy <-as.character(entropyTable$caseID) + + + +``` + +\newpage + +```{r Table 1 Summary statistics of collected annotations from crowd pathologists for the example ROIs} + + + +# Table 1. Summary statistics of collected annotations from crowd +# pathologists for the example ROIs in Figure 2 (rows 1-4) and +# Figure 3 (rows 5-8). For the High Entropy LE10 (Fig. 3A) case, +# there is a tie for the Majority Label; the multiple labels are +# separated by *AND*. + + + +comboTable <- rbind(varTable, entropyTable) + +comboTable$Figure <- c("2A", "2B", "2C", "2D", + "3A", "3B", "3C", "3D") + +comboTable <- cbind(rownames(comboTable), + data.frame(comboTable, row.names=NULL)) + +names(comboTable)[names(comboTable) == 'rownames(comboTable)'] <- 'Figure Description' +names(comboTable)[names(comboTable) == 'Mean.sTILs.Density'] <- 'Mean sTILs Density' +names(comboTable)[names(comboTable) == 'Majority.Label'] <- 'Majority Label' + + +knitr::kable(comboTable[c("Figure", + "Figure Description", + "Mean sTILs Density", + "Variance", + "Majority Label", + "Entropy")], caption="Summary Statistics of example ROIs", align="c") + + +#write.csv(comboTable, +# FILEPATH, +# row.names = TRUE) +``` + + + +```{r Frequency of ROI labels from Figure 2} + +# Create Table of Frequency of ROI labels of the cases selected for Figure 2 -- +# those sorted by variance + +# Create dataframe of the caseIDs and labelROIs for the cases in caseID_list.var +labelROIdf.var <- mrmcDF_Crowd[mrmcDF_Crowd$caseID %in% caseID_list.var, c('caseID','labelROI')] + +# Refactor the columns +labelROIdf.var$caseID <- factor(labelROIdf.var$caseID) +labelROIdf.var$labelROI <- factor(labelROIdf.var$labelROI) + +# Create summary dataframe of the labelROI counts +labelROIdf.var <- as.data.frame.matrix(table(labelROIdf.var)) + +# Label 'caseID' column +labelROIdf.var <- cbind(rownames(labelROIdf.var), data.frame(labelROIdf.var, row.names=NULL)) +names(labelROIdf.var)[names(labelROIdf.var) == 'rownames(labelROIdf.var)'] <- 'caseID' + +# Table created from varTable with the means by which each caseID was selected +varTable.sortname <- cbind(rownames(varTable), data.frame(varTable, row.names=NULL)) +varTable.sortname <- varTable.sortname[c('caseID', 'rownames(varTable)')] +varTable.sortname$caseID <- factor(varTable.sortname$caseID) +names(varTable.sortname)[names(varTable.sortname) == 'rownames(varTable)'] <- 'highlowsort' +varTable.sortname$highlowsort <- factor(varTable.sortname$highlowsort) + +# Merge labelROIdf.var with varTable.sortname +labelROI.var.merged <- merge(varTable.sortname, labelROIdf.var, by='caseID') + +# Reorder the rows +labelROI.var.merged <- labelROI.var.merged[match( + c("High Variance LE10", "Low Variance LE10", "High Variance GT40", "Low Variance GT40"), + labelROI.var.merged$highlowsort), ] + +# Rename the rows +rownames(labelROI.var.merged) <- labelROI.var.merged$highlowsort + +# Select all columns except caseID +labelROI.var.merged <- labelROI.var.merged[c("Invasive.Margin", 'Intra.Tumoral.Stroma', + 'Tumor.with.No.Intervening.Stroma', 'Other.Regions')] + +# Rename columns to remove periods +names(labelROI.var.merged)[names(labelROI.var.merged) == 'Invasive.Margin'] <- 'Invasive Margin' +names(labelROI.var.merged)[names(labelROI.var.merged) == 'Intra.Tumoral.Stroma'] <- 'Intra-Tumoral Stroma' +names(labelROI.var.merged)[names(labelROI.var.merged) == 'Tumor.with.No.Intervening.Stroma'] <- 'Tumor with No Intervening Stroma' +names(labelROI.var.merged)[names(labelROI.var.merged) == 'Other.Regions'] <- 'Other Regions' + +#write.csv(labelROI.var.merged, +# FILEPATH, +# row.names = TRUE) + +# View the table +# knitr::kable(labelROI.var.merged, caption="Frequency of ROI Labels of High and Low Variance Cases", align="c") + + +``` + + + +```{r Frequency of ROI labels from Figure 3} + +# Create Table of Frequency of ROI labels of the cases selected for Figure 3 -- +# those sorted by entropy + +# Create dataframe of the caseIDs and labelROIs for the cases in caseID_list.entropy +labelROIdf.E <- mrmcDF_Crowd[mrmcDF_Crowd$caseID %in% caseID_list.entropy, c('caseID','labelROI')] + +# Refactor the columns +labelROIdf.E$caseID <- factor(labelROIdf.E$caseID) +labelROIdf.E$labelROI <- factor(labelROIdf.E$labelROI) + +# Create summary dataframe of the labelROI counts +labelROIdf.E <- as.data.frame.matrix(table(labelROIdf.E)) + +# Label 'caseID' column +labelROIdf.E <- cbind(rownames(labelROIdf.E), data.frame(labelROIdf.E, row.names=NULL)) +names(labelROIdf.E)[names(labelROIdf.E) == 'rownames(labelROIdf.E)'] <- 'caseID' + +# Table created from entropyTable with the means by which each caseID was selected +entropyTable.sortname <- cbind(rownames(entropyTable), data.frame(entropyTable, row.names=NULL)) +entropyTable.sortname <- entropyTable.sortname[c('caseID', 'rownames(entropyTable)')] +entropyTable.sortname$caseID <- factor(entropyTable.sortname$caseID) +names(entropyTable.sortname)[names(entropyTable.sortname) == 'rownames(entropyTable)'] <- 'highlowsort' +entropyTable.sortname$highlowsort <- factor(entropyTable.sortname$highlowsort) + +# Merge labelROIdf.E with entropyTable.sortname +labelROI.E.merged <- merge(entropyTable.sortname, labelROIdf.E, by='caseID') + +# Reorder the rows +labelROI.E.merged <- labelROI.E.merged[match( + c("High Entropy LE10", "Low Entropy LE10", "High Entropy GT40", "Low Entropy GT40"), + labelROI.E.merged$highlowsort), ] + +# Rename the rows +rownames(labelROI.E.merged) <- labelROI.E.merged$highlowsort + +# Select all columns except caseID +labelROI.E.merged <- labelROI.E.merged[c("Invasive.Margin", 'Intra.Tumoral.Stroma', + 'Tumor.with.No.Intervening.Stroma')] +# Rename columns to remove periods +names(labelROI.E.merged)[names(labelROI.E.merged) == 'Invasive.Margin'] <- 'Invasive Margin' +names(labelROI.E.merged)[names(labelROI.E.merged) == 'Intra.Tumoral.Stroma'] <- 'Intra-Tumoral Stroma' +names(labelROI.E.merged)[names(labelROI.E.merged) == 'Tumor.with.No.Intervening.Stroma'] <- 'Tumor with No Intervening Stroma' +labelROI.E.merged$Other.Regions <- c(0,0,0,0) +names(labelROI.E.merged)[names(labelROI.E.merged) == 'Other.Regions'] <- 'Other Regions' + + +# write.csv(labelROI.E.merged, +# FILEPATH, +# row.names = TRUE) + +# View the table +# knitr::kable(labelROI.E.merged, caption="Frequency of ROI Labels of High and Low Entropy Cases", align="c") + + +``` + + +\newpage + +``` {r Table 2 Frequency of ROI labels of collected annotations from crowd} + + +# Table 2. Frequency of ROI labels of collected annotations from +# crowd pathologists for the example ROIs Figure 2 (rows 1-4) and +# Figure 3 (rows 5-8). + + + +combo_ROIlabel_Table <- rbind(labelROI.var.merged, labelROI.E.merged) + +combo_ROIlabel_Table$Figure <- c("2A", "2B", "2C", "2D", + "3A", "3B", "3C", "3D") + +combo_ROIlabel_Table <- cbind(rownames(combo_ROIlabel_Table), + data.frame(combo_ROIlabel_Table, row.names=NULL)) + +names(combo_ROIlabel_Table)[names(combo_ROIlabel_Table) == 'rownames(combo_ROIlabel_Table)'] <- 'Figure Description' +names(combo_ROIlabel_Table)[names(combo_ROIlabel_Table) == 'Invasive.Margin'] <- 'Invasive Margin' +names(combo_ROIlabel_Table)[names(combo_ROIlabel_Table) == 'Intra.Tumoral.Stroma'] <- 'Intra-Tumoral Stroma' +names(combo_ROIlabel_Table)[names(combo_ROIlabel_Table) == 'Tumor.with.No.Intervening.Stroma'] <- 'Tumor with No Intervening Stroma' +names(combo_ROIlabel_Table)[names(combo_ROIlabel_Table) == 'Other.Regions'] <- 'Other Regions' + +combo_ROIlabel_Table <- combo_ROIlabel_Table[c("Figure", "Figure Description", "Invasive Margin", 'Intra-Tumoral Stroma', 'Tumor with No Intervening Stroma', "Other Regions")] + + +#combo_ROIlabel_Table +knitr::kable(combo_ROIlabel_Table, caption="Frequency of ROI Labels", align="c") + +#write.csv(combo_ROIlabel_Table, +# FILEPATH, +# row.names = TRUE) + +``` + +\newpage + +``` {r Figure 4 Variance of Select ROIs - Crowd and Experts} + +# Figure 4: Plot of the Variance vs. Mean sTIL density for the ROIs selected +# for the expert panel. ROIs are matched on their unique case identifiers and +# plotted with the mean sTIL score density as determined by the crowd +# pathologists. Variances belonging to the same ROI are connected by straight +# lines. Cases where there was no calculable variance from the Experts’ +# assessment are represented by an open circle (Crowd) without a connected +# blue triangle (Experts). + + + +# This function creates a look-up table to match cases on their caseID for +# comparison of the expert panel to the crowd pathologists. +lookup_fn <- function(lookup, Entropy=FALSE){ + # lookup is the column that is being mapped to the Experts. The "Entropy" + # input is to distinguish if the function is being applied to the caseIDs + # from statsByCaseDF_Experts.E (Entropy = TRUE) or statsByCaseDF_Experts + # (Entropy = FALSE). + + if (Entropy == TRUE){ + caseID_list <- levels(statsByCaseDF_Experts.E$caseID) + } + + else{ + caseID_list <- levels(statsByCaseDF_Experts$caseID) + } + + # Create empty list + final_list <- vector(mode='list', length(caseID_list)) + + # Generate list based on caseIDs + for (i in 1:length(caseID_list)){ + final_list[[i]] <- lookup[caseID_list[i]] + } + + # Transform list to dataframe and transpose it + final_list <- as.data.frame(final_list) + final_list <- t(final_list) + + final_list <- final_list[,c(1)] + + return(final_list) +} + + +# Create look-up tables for matching points on the Variance plot +meanCrowd_lookup <- statsByCaseDF_Crowd$scoreMean +names(meanCrowd_lookup) <- statsByCaseDF_Crowd$caseID +meanCrowd <- lookup_fn(meanCrowd_lookup) + +varExperts_lookup <- statsByCaseDF_Experts$scoreVar +names(varExperts_lookup) <- statsByCaseDF_Experts$caseID +varExperts <- lookup_fn(varExperts_lookup) + +varCrowd_lookup <- statsByCaseDF_Crowd$scoreVar +names(varCrowd_lookup) <- statsByCaseDF_Crowd$caseID +varCrowd <- lookup_fn(varCrowd_lookup) + + +# Generate the plot +mean.min <- 0 +mean.max <- 100 +Var.min <- 0 +Var.max <- 2750 + +main <- paste("Variance of Select ROIs: Crowd and Experts") + +plot( + statsByCaseDF_Crowd$scoreMean, statsByCaseDF_Crowd$scoreVar, + main = main, + xlab = "Mean sTILs density %", + ylab = "Variance sTILs density", + xlim = c(mean.min, mean.max), + ylim = c(Var.min, Var.max), + col = rgb(0,0,0, 0.5) + ) + + + +# Add blue triangles to identify the Experts score +points(meanCrowd, varExperts, col=rgb(0,0.5,0.75), pch=17) + +# Draw connecting lines between the Crowd and Expert annotations for the +# same caseID +arrows(meanCrowd, varCrowd, + meanCrowd, varExperts, + code=0, + col=1) + + +legend(x=87, y=2790, c('Crowd', 'Experts'), + cex=0.8, col=c(rgb(0,0,0,0.5), rgb(0,0.5,0.75)), pch=c(21,17)) + +#dev.off() + +``` + +\newpage + +```{r Table 3 Variance Summary Statistics, results='asis'} + +# Table 3. Variance Summary Statistics of the annotations from all +# ROIs scored using the caMicro-scope modality (Crowd - All), the +# crowd annotations of select ROIs (Crowd – Select), and the expert +# panel’s annotations of the select ROIs. Data is grouped by the +# mean sTIL density bin and reported as the median variance and +# [IQR]. + + + +# Function to generate summary statistics tables for Figures 4 and 5 binned by +# the scoreMean. +do_summaryStats <- function(statsByCaseDF_temp, summaryCol, matched = FALSE){ + # statsBYCaseDF_temp is the dataframe being summarized + # summaryCol is the column to summarize + + # When matched = FALSE, casesIDs are grouped using the input dataframe + # scoreMean values. + if (matched == FALSE){ + summaryStats <- rbind( + + # Summary for the all density bins + summary(statsByCaseDF_temp[, summaryCol]), + + # Summary of those where scoreMean <= 10 + summary(statsByCaseDF_temp[ + statsByCaseDF_temp$scoreMean <= 10, summaryCol]), + + # Summary of those where scoreMean >10 & <= 40 + summary(statsByCaseDF_temp[ + statsByCaseDF_temp$scoreMean > 10 & + statsByCaseDF_temp$scoreMean <= 40 , summaryCol]), + + # Summary of those where scoreMean >40 + summary(statsByCaseDF_temp[ + statsByCaseDF_temp$scoreMean > 40, summaryCol])) + } else{ + # When matched = TRUE, caseIDs are grouped using the Crowd scoreMean values + # previously binned as casesLE10, casesGT10LE40, and casesGT40. + summaryStats <- rbind( + + # Summary for the all density bins + summary(statsByCaseDF_temp[, summaryCol]), + + # Summary of those where scoreMean <= 10 + summary(statsByCaseDF_temp[ + (statsByCaseDF_temp$caseID %in% casesLE10), summaryCol]), + + # Summary of those where scoreMean >10 & <= 40 + summary(statsByCaseDF_temp[ + (statsByCaseDF_temp$caseID %in% casesGT10LE40), summaryCol]), + + # Summary of those where scoreMean >40 + summary(statsByCaseDF_temp[ + (statsByCaseDF_temp$caseID %in% casesGT40), summaryCol])) + } + + # Rename row to print with proper symbols + rownames(summaryStats) <- c("All Densities", + # '\u2264 10%', + '$\\leq$ 10%', + # "10% < % \u2264 40%", + '10% < % $\\leq$ 40%', + "> 40%") + + # Return rounded values + return(format(round(summaryStats, digits=2), nsmall = 2)) +} + + + +# Create summary tables for Variance +summaryStats_camicro.V <- do_summaryStats(statsByCaseDF_camicro, 'scoreVar') +summaryStats_Experts.V <- do_summaryStats(statsByCaseDF_Experts, 'scoreVar', matched=TRUE) +summaryStats_Crowd.V <- do_summaryStats(statsByCaseDF_Crowd, 'scoreVar', matched=TRUE) + +#Convert summary table to a dataframe, create IQR column, and transpose +df_summaryStats_camicro.V <- as.data.frame(summaryStats_camicro.V) +df_summaryStats_camicro.V$IQR <- paste0("[",df_summaryStats_camicro.V[,c(2)],"-",df_summaryStats_camicro.V[,c(5)],"]") +df_summaryStats_camicro.V$PSEntire <- paste(df_summaryStats_camicro.V$Median, df_summaryStats_camicro.V$IQR) +names(df_summaryStats_camicro.V)[names(df_summaryStats_camicro.V) == "PSEntire"] <- "Crowd - All" +df_summaryStats_camicro.V <- t(df_summaryStats_camicro.V[c("Crowd - All")]) + + +#Convert summary table to a dataframe, create IQR column, and transpose +df_summaryStats_Crowd.V <- as.data.frame(summaryStats_Crowd.V) +df_summaryStats_Crowd.V$IQR <- paste0("[",df_summaryStats_Crowd.V[,c(2)],"-",df_summaryStats_Crowd.V[,c(5)],"]") +df_summaryStats_Crowd.V$PSSelect <- paste(df_summaryStats_Crowd.V$Median, df_summaryStats_Crowd.V$IQR) +names(df_summaryStats_Crowd.V)[names(df_summaryStats_Crowd.V) == "PSSelect"] <- "Crowd - Select" +df_summaryStats_Crowd.V <- t(df_summaryStats_Crowd.V[c("Crowd - Select")]) + + +#Convert summary table to a dataframe, create IQR column, and transpose +df_summaryStats_Experts.V <- as.data.frame(summaryStats_Experts.V) +df_summaryStats_Experts.V$IQR <- paste0("[",df_summaryStats_Experts.V[,c(2)],"-",df_summaryStats_Experts.V[,c(5)],"]") +df_summaryStats_Experts.V$EP <- paste(df_summaryStats_Experts.V$Median, df_summaryStats_Experts.V$IQR) +names(df_summaryStats_Experts.V)[names(df_summaryStats_Experts.V) == "EP"] <- "Experts" +df_summaryStats_Experts.V <- t(df_summaryStats_Experts.V[c("Experts")]) + + +# Combine the 3 summary dataframes +combined_summaryStats.V <- rbind(df_summaryStats_camicro.V, + df_summaryStats_Crowd.V, + df_summaryStats_Experts.V) + +# write.csv(combined_summaryStats.V, +# FILEPATH, +# row.names = TRUE) + + +knitr::kable(combined_summaryStats.V, caption="Variance Summary Statistics Matched ROIs: Median [IQR]", align="c") + +``` + +\newpage + +``` {r Figure 5 Entropy of Select Pilot Study ROIs matched on Crowd mean sTIL score} +# I need to have all cases represented in this plot, including those without a +# calculated Variance. I modified create_statsByCaseDF to not filter out cases +# with no Variance. + + +# Figure 5. Plot of the ROI label entropy vs. mean sTIL density for +# the ROIs selected for the expert panel. ROIs are matched on their +# case identifiers and plotted with their mean sTIL score density as +# determined by the crowd pathologists. ROI label entropies belonging +# to the same ROI are connected by straight lines. + + +mean.min <- 0 +mean.max <- 100 +labelEntropy.min <- 0 +labelEntropy.max <- max(statsByCaseDF_Crowd.E$labelEntropy, statsByCaseDF_Experts.E$labelEntropy) + +main <- paste("Entropy of Select ROIs: Crowd and Experts") + +# Create look-up tables for matching points on the Entropy plot +meanCrowd_lookup <- statsByCaseDF_Crowd.E$scoreMean +names(meanCrowd_lookup) <- statsByCaseDF_Crowd.E$caseID +meanCrowd <- lookup_fn(meanCrowd_lookup, Entropy=TRUE) + +entropyExperts_lookup <- statsByCaseDF_Experts.E$labelEntropy +names(entropyExperts_lookup) <- statsByCaseDF_Experts.E$caseID +entropyExperts <- lookup_fn(entropyExperts_lookup, Entropy=TRUE) + +entropyCrowd_lookup <- statsByCaseDF_Crowd.E$labelEntropy +names(entropyCrowd_lookup) <- statsByCaseDF_Crowd.E$caseID +entropyCrowd <- lookup_fn(entropyCrowd_lookup, Entropy=TRUE) + + +plot( + meanCrowd, entropyCrowd, + main = main, + xlab = "Mean sTILs density %", + ylab = "ROI Label Entropy", + xlim = c(mean.min, mean.max), + ylim = c(labelEntropy.min, labelEntropy.max), + col = rgb(0,0,0, 0.5) + ) + +# Add blue triangles to identify the Experts score +points(meanCrowd, entropyExperts, col=rgb(0,0.5,0.75), pch=17) + +# Draw connecting lines between the Crowd and Expert annotations for the +# same caseID +arrows(meanCrowd, entropyCrowd, + meanCrowd, entropyExperts, + code=0, + col=1) + +legend(x=86, y=1.0875, c('Crowd', 'Experts'), + cex=0.8, col=c(rgb(0,0,0,0.5), rgb(0,0.5,0.75)), pch=c(21,17)) + + +``` + + + +\newpage + + +```{r Table 4 Entropy Comparison of Select Pilot Study ROIs matched on Crowd mean sTIL score excluded is.na(scoreVar) from All caMicro, results='asis'} + + +# Table 4. Entropy Summary Statistics of the labels from all ROIs +# scored using the caMicroscope modality (Crowd - All), the crowd +# labels of select ROIs (Crowd – Select), and the expert panel’s +# ROI labels. Data is grouped by the mean sTIL density bin and +# reported as the median entropy and in-terquartile range [IQR]. + + + +# Create summary table for labelEntropy +summaryStats_Experts_Entropy <- do_summaryStats(statsByCaseDF_Experts.E, 'labelEntropy', matched=TRUE) +summaryStats_Crowd_Entropy <- do_summaryStats(statsByCaseDF_Crowd.E, 'labelEntropy', matched=TRUE) + + +# To create the summary table for all camicro cases, we must remove those cases +# where scoreVar is na to model our selection criteria. This is done here. +summaryStats_camicro_Entropy <- rbind( + # Summary for the all density bins + summary(statsByCaseDF_camicro.E$labelEntropy), + + # Summary of those where scoreMean <= 10 + summary(statsByCaseDF_camicro.E[!is.na(statsByCaseDF_camicro.E['scoreVar']) + & statsByCaseDF_camicro.E$scoreMean <= 10, + "labelEntropy"]), + + # Summary of those where scoreMean >10 & <= 40 + summary(statsByCaseDF_camicro.E[!is.na(statsByCaseDF_camicro.E['scoreVar']) + & statsByCaseDF_camicro.E$scoreMean > 10 + & statsByCaseDF_camicro.E$scoreMean <= 40, + "labelEntropy"]), + + # Summary of those where scoreMean >40 + summary(statsByCaseDF_camicro.E[!is.na(statsByCaseDF_camicro.E['scoreVar']) + & statsByCaseDF_camicro.E$scoreMean > 40, + "labelEntropy"])) + +# Rename row to print with proper symbols +rownames(summaryStats_camicro_Entropy) <- c("All Densities", + '$\\leq$ 10%', + "10% < % $\\leq$ 40%", + "> 40%") +# Return rounded values +summaryStats_camicro_Entropy <- format(round(summaryStats_camicro_Entropy, + digits=2), nsmall = 2) + + + + +df_summaryStats_camicro_Entropy <- as.data.frame(summaryStats_camicro_Entropy) +df_summaryStats_camicro_Entropy$IQR <- paste0("[",df_summaryStats_camicro_Entropy[,c(2)]," - ", + df_summaryStats_camicro_Entropy[,c(5)]," ]") +df_summaryStats_camicro_Entropy$PSEntire <- paste(df_summaryStats_camicro_Entropy$Median, df_summaryStats_camicro_Entropy$IQR) +names(df_summaryStats_camicro_Entropy)[names(df_summaryStats_camicro_Entropy) == "PSEntire"] <- "Crowd - All" +df_summaryStats_camicro_Entropy <- t(df_summaryStats_camicro_Entropy[c("Crowd - All")]) + + +df_summaryStats_Crowd_Entropy <- as.data.frame(summaryStats_Crowd_Entropy) +df_summaryStats_Crowd_Entropy$IQR <- paste0("[",df_summaryStats_Crowd_Entropy[,c(2)]," - ",df_summaryStats_Crowd_Entropy[,c(5)]," ]") +df_summaryStats_Crowd_Entropy$PSSelect <- paste(df_summaryStats_Crowd_Entropy$Median, df_summaryStats_Crowd_Entropy$IQR) +names(df_summaryStats_Crowd_Entropy)[names(df_summaryStats_Crowd_Entropy) == "PSSelect"] <- "Crowd - Select" +df_summaryStats_Crowd_Entropy <- t(df_summaryStats_Crowd_Entropy[c("Crowd - Select")]) + + + +df_summaryStats_Experts_Entropy <- as.data.frame(summaryStats_Experts_Entropy) +df_summaryStats_Experts_Entropy$IQR <- paste0("[ ",df_summaryStats_Experts_Entropy[,c(2)]," - ",df_summaryStats_Experts_Entropy[,c(5)]," ]") +df_summaryStats_Experts_Entropy$EP <- paste(df_summaryStats_Experts_Entropy$Median, df_summaryStats_Experts_Entropy$IQR) +names(df_summaryStats_Experts_Entropy)[names(df_summaryStats_Experts_Entropy) == "EP"] <- "Experts" +df_summaryStats_Experts_Entropy <- t(df_summaryStats_Experts_Entropy[c("Experts")]) + +combined_summaryStats_Entropy <- rbind(df_summaryStats_camicro_Entropy, + df_summaryStats_Crowd_Entropy, + df_summaryStats_Experts_Entropy) + +# write.csv(combined_summaryStats_Entropy, +# FILEPATH, +# row.names = TRUE) + + +#rownames(combined_summaryStats_Entropy) <- c('All caMicroscope') + +knitr::kable(combined_summaryStats_Entropy, caption="Entropy Summary Statistics Matched ROIs: Median [IQR] - excluded is.na(scoreVar) from All caMicro", align="c") + +``` + +\newpage + + +```{r Table 5 Distribution of majority ROI labels, results='asis'} +# Create a table where each row is a Majority Label and the columns are the +# counts of that Majority Label for the Pilot Study - Select and Expert Panel +# data + + +# Table 5. Frequency of Majority ROI Labels. Counts of the frequency +# of the calculated majority ROI labels. Counts are grouped as all +# ROIs scored using caMicroscope (Crowd – All), select ROIs annotated +# by the crowd pathologists (Crowd – Select), and the expert panel’s +# annotations (Experts). + + + +# Identify the number of rows for each dataframe +denominator.Experts <- nrow(statsByCaseDF_Experts.E) +denominator.camicro <- nrow(statsByCaseDF_camicro.E) +denominator.Crowd <- nrow(statsByCaseDF_Crowd.E) + + + +# Create table of the counts for each labelMajority +ROIlabel.table_Expert <- table(statsByCaseDF_Experts.E$labelMajority) + +# Make the table a dataframe +ROIlabelDF_Expert <- as.data.frame(ROIlabel.table_Expert) + +# Create a column that is the percentage for each labelMajority using the +# number of rows for each dataframe +ROIlabelDF_Expert$Percent <- ((ROIlabelDF_Expert['Freq'])/denominator.Experts * 100) +ROIlabelDF_Expert$Percent <- as.numeric(unlist(ROIlabelDF_Expert$Percent)) + +# Merge the Freq and Percent columns into one column +ROIlabelDF_Expert$Freq <- paste0( + ROIlabelDF_Expert$Freq," (",round(ROIlabelDF_Expert$Percent,2) ,"%)") + +# Drop the temporary Percent column +ROIlabelDF_Expert <- ROIlabelDF_Expert[c('Var1', 'Freq')] + +# Rename the columns +names(ROIlabelDF_Expert)[names(ROIlabelDF_Expert) == 'Var1'] <- "Majority Label" +names(ROIlabelDF_Expert)[names(ROIlabelDF_Expert) == 'Freq'] <- "Experts" + + + +# Create table of the counts for each labelMajority +ROIlabel.table_camicro <- table(statsByCaseDF_camicro.E$labelMajority) + +# Make the table a dataframe +ROIlabelDF_camicro <- as.data.frame(ROIlabel.table_camicro) + +# Create a column that is the percentage for each labelMajority using the +# number of rows for each dataframe +ROIlabelDF_camicro$Percent <- ((ROIlabelDF_camicro['Freq'])/denominator.camicro * 100) +ROIlabelDF_camicro$Percent <- as.numeric(unlist(ROIlabelDF_camicro$Percent)) + +# Merge the Freq and Percent columns into one column +ROIlabelDF_camicro$Freq <- paste0( + ROIlabelDF_camicro$Freq," (",round(ROIlabelDF_camicro$Percent,2) ,"%)") + +# Drop the temporary Percent column +ROIlabelDF_camicro <- ROIlabelDF_camicro[c('Var1', 'Freq')] + +# Rename the columns +names(ROIlabelDF_camicro)[names(ROIlabelDF_camicro) == 'Var1'] <- "Majority Label" +names(ROIlabelDF_camicro)[names(ROIlabelDF_camicro) == 'Freq'] <- "Crowd - All" + +# Reorder the columns based on frequency of all caMicroscope cases +rowidx_camicro_Frequency <- order(ROIlabelDF_camicro[,'Crowd - All'], decreasing=TRUE) +ROIlabelDF_camicro <- ROIlabelDF_camicro[rowidx_camicro_Frequency,,] + + + +# Create table of the counts for each labelMajority +ROIlabel.table_Crowd <- table(statsByCaseDF_Crowd.E$labelMajority) + +# Make the table a dataframe +ROIlabelDF_Crowd <- as.data.frame(ROIlabel.table_Crowd) + +# Create a column that is the percentage for each labelMajority using the +# number of rows for each dataframe +ROIlabelDF_Crowd$Percent <- ((ROIlabelDF_Crowd['Freq'])/denominator.Crowd * 100) +ROIlabelDF_Crowd$Percent <- as.numeric(unlist(ROIlabelDF_Crowd$Percent)) + +# Merge the Freq and Percent columns into one column +ROIlabelDF_Crowd$Freq <- paste0( + ROIlabelDF_Crowd$Freq," (",round(ROIlabelDF_Crowd$Percent,2) ,"%)") + +# Drop the temporary Percent column +ROIlabelDF_Crowd <- ROIlabelDF_Crowd[c('Var1', 'Freq')] + +# Rename the columns +names(ROIlabelDF_Crowd)[names(ROIlabelDF_Crowd) == 'Var1'] <- "Majority Label" +names(ROIlabelDF_Crowd)[names(ROIlabelDF_Crowd) == 'Freq'] <- "Crowd - Select" + + + +# Merge the dataframes using the order set by ROIlabelDF_camicro +ROIlabelDF_merged <- merge( + x = ROIlabelDF_camicro, + y = ROIlabelDF_Crowd, + by = "Majority Label", + all = TRUE + ) +ROIlabelDF_merged <- merge( + x = ROIlabelDF_merged, + y = ROIlabelDF_Expert, + by = "Majority Label", + all = TRUE + ) + +# Replace "NA" with "0 (0%)" +ROIlabelDF_merged[is.na(ROIlabelDF_merged)] <- '0 (0%)' + +# Remove rownames +rownames(ROIlabelDF_merged) <- c() + +#write.csv(ROIlabelDF_merged, +# FILEPATH, +# row.names = TRUE) + + +knitr::kable(ROIlabelDF_merged, caption="ROI Label Frequency", align="l") + +``` + +\newpage + + +```{r Table 6 Pitfall Summary Table, results='asis'} + +# Table 6. Summary of pitfalls encountered during the sTIL +# assessment grouped by pitfall type. + + + + +pitfall_summary <- c("Exclude thick-walled vessels, benign glandular elements, adipocytes, carcinoma in situ, and necrosis from the area of tumor-associated stroma", + "Calculate with respect to the entire ROI area", + "Variations in tumor cell morphology can make it difficult to distinguish stroma from tumor", + "Cells with small/pyknotic and/or perinuclear clearing can be difficult to categorize", + "Non-lymphoid cells may be confused for lymphocytes", + "Error in the percent tumor-associated stroma can affect the sTILs density", + "Sparsely distributed tumor cells may be more challenging to quantitate") + +pitfall_type <- c("Percent of Tumor-Associated Stroma", + "Percent of Tumor-Associated Stroma", + "Percent of Tumor-Associated Stroma", + "sTILs Density Score", + "sTILs Density Score", + "sTILs Density Score", + "sTILs Density Score") + +pitfall_table <- data.frame(pitfall_type, pitfall_summary) +names(pitfall_table)[1] <- "Pitfall Type" +names(pitfall_table)[2] <- "Pitfall Summary" + +library(kableExtra) + +kbl(pitfall_table, caption="Pitfall Summary Table", booktabs = T) %>% + kable_styling(full_width = TRUE) %>% + column_spec(1, width = "15em") %>% + collapse_rows(columns=1) %>% + row_spec(0, align = "c") + +``` + + + diff --git a/inst/extra/20220506-GarciaCancersPaper/20220506-GarciaCancersPaperFigures.pdf b/inst/extra/20220506-GarciaCancersPaper/20220506-GarciaCancersPaperFigures.pdf new file mode 100644 index 0000000000000000000000000000000000000000..eed369c7ba5ee8ea917bc344f5fa1b61e34e8432 GIT binary patch literal 223647 zcmb5Vby!?Yvo8uEf#3lG1c%_k-3AFR!Gi^NcO5i9aCdiif?II6!QI_$a6Lob_d9#v zyYG3YV~wach{;e`Be?MoUkYz6FnOO`Pfv?90C(DBeAuf83F)6%%DijAZGpD znwUYDSe+Ttu0YHnYU-d#%*TgdXl3x)i}io^Mqv16Xl3kRLd?X(#Y+75g8=Dm;b3S7 z8D*jCU?^;;Z*5?R02yrWU}vaniQuwOrYvQ>$^M~rS7lEbClKd6Pb_@Vpq{=;qb4~INka^c6E@INle>{wI#I98F8gj1-3S~bXt-1+G$toZD)#zPsu zh}39^eHRzB$I3I6F@etha?kRtRBO15TFoV^`ZzVRLmPIePy$OHqWj6bKKI=2{KFLA z;mF*qZq5P%_K;e9pV@SKL|c5DuRV^uBm#AkvkVT}cVT;a@pP=c#}xXq{dG>xr)*an zw_|p-$E(qKn~up)F?;0?^ojtm(uja=M8HHQ2)%cVW+=z!Bem2Y#b`Nr8#1&oW=Vyw zr0}b`KO>!V%p0fa5!1U@G3apOAEg@48mcr0NY>lpQgh z&T@EpsuhosXv2l(4@dno7TBMW8XnUtw|;YA5hUb)J=c8dB3I|gUz}bME2C0qfTVk~h@q=oqTz-A_b;MhBlVD-t|P42eg%lGf>C zShm&?JDd_xl|i$~>?0X9zb2!wXaQW+eXJMvgESE~)uqob#9qN>%ME6il_HE?)VHu? zA*8LHz2I8TGfcAnS;TLN=(2&shGZf;>K&A)?b@Sugb_Ty;`%~nFgmXz@hOHk1D?tk z{ofqZP55-_CJ98JWl^;Uiafp*$^Bh!19$CL&%ZRfBiMiIsdAIzdo04UH!_3mLd-JA zOS)$$N_mHqlf{!rwPL^uhlPp)hUS1%h}U10ExkxraDrw^Mg+xRaHLs@PdPgLPEx7wk@sjuD9UWghQvuQvU$%>M@rqgYG~u?*FS*;7XE}wc z8*rumOoY`1WNH4=`!+d_tT7GT9{P$;5+~r{!e{7LrdXWSJFOEby&=GK0=q3UpFq)D zl)o@C)t2a+*yQ6ih8appHuP3_iy_Ckf1Q3YRyJ4+tq~zchuc>w$tLQa2Aw!E_op(9 zoH&U=L#FiP6gfIyObm&tnts;Tl}y8PpX5kJa24Yr*74MP-SV#cOS>k~b83R8>x7IG0G*G=$tedl0^#YAxH|o%@!U(qRone~ZsPnwWeh`ie`g{W-7|r3^Tc=x^ zLAH_w2gjb#N&^M%dQ-C?`r$@M@g6CAY;qIyj>}AC%FvnQ(@42ALz@ zTtPSY>+ZOpN63u)!ix4onqyo%7e2n)VY|}77l$i5ANRMvU%}o2rv4&6N z9l%~_J&q?!F9@Rvg^DT4@4xll@MA1P+D6^s%F(kn{@Q*r{JFJl<~s>8FN}b1;+{U; zIAJ)Bvhnyx=dlK~EvfqhQ4ibG{DZ`(yszr+U#0c0;(Jwx|ENg>hVMWdLt+LwU1LK8 z1|e%J2SY0dd*WBksDQwrU}$gcXs2&zPt5X9gS4T6sji^43$Z#Qq=B7@nV5r%SrY*= z+zv91n2GIgxBt?xuh0LP=)csks@e}?4kls_HV%4Dc4lHLM+*zhSIzqG>e&C!gCO%U zGyabOO#h|!5&oOD|2qvcF&iTbJrgtA{~Yz-x$ys595XR17b86jGyDG-^~#9<>_`;C zF5*{HBgz6<*z49`Nj756e@SLeVy=Hl$Tpc?S@zn4or9R^FFzqPgbhr8nf+>(8074% z^%V^rh}9u4L|BxV;k%)W1Mz=n4b$uI{b%}rO%@l&KL(4K`2TLQc!!!%1Oz^au6w3$ zFqqB^(+<^bpmPs6WPkqtd8IAu!}M%w7iark5WjV_iht(!+fVq_I=s|)GGFb-FB59z zXH5O}^v0kT*XNskNbMXyBP=pfCeyP&%bH(8-PdD*{->ldz4GEe3;zEUwZB{Xf5;ls zUsfV8{Qng;rvEND|IDQ-t7m4Y?|{Id=&0xLSI|YR?JOaDf?WUhV1h9HyND`1#MT?i z=vo>QQ_(XpGcq$XvN5vLiRs$uo9YVbTIn0w*~{tL7}|-N8avt<+G`s@y4y1t{e7Z) zbq`!1-ooow8jP%rOs^MZT|3j)fv>c+(d$*t)WX`~l~8nWGyuL5kmKcO;b8wt(!E~3 zT3Ec^bgc|tZ;FN%kfpy;3bGRR5GTjRz=-yQQRQh`Hx&P6EpvHogiXO%=}koU&U0!#X(Hb z0kUg|@FOsYDKZf=|En;>6d@!2Q38;5W;PCD$Ps#74IdvwxmZ}+Dcb1j|1->9K}?XC z`JY$K2l@PO7mS64m5uTLD$1!#9z*4HL*Ysa18#h}d z@6)y^PahYDKreSh{4d+PUQbuDFVClsVE&im3a|V6m&enWWf1?%lghm`_0!VJ%MJfa zpRvPr#>>O3*ON8>{%+e#oY(XA-D=x&9Ej-gF`&)UbLV;a$#{EJ!;|l8!fKR-!*l6< zb8wi0)(i02s&;jWb=Io{ytc44zl!rDP7ntG@#jkrmLH!UX=P@?xL7?sKVIG34P7-) zu2+mDUgk(V&+k7j+k?J)rWd^PKtHKGv|dOyZ<_|%SY8~R3KXnP_uI2Z0W=m@=l=*O z!fiHQ<@9dXAF(uZu)=D3E^>1_Od1@4-P7CJYk6bN7xQ=WpZHz=jt%u>-A@95>}jI| z%pZ7~v3I}0U1;2Y-P9b70X{!BE>iA^t#E>Nfj%IQi~ISs8~5_#B%}vyos-6hf7b6k zx?3>-ZYiV(mEWnSy6K{D|J(bWO!gdxqh!aAz9#@|(NB#cElX2#Hzn+jOs0V8r6x5z%NA z(9(JDno!^BQF*t+@%)Cs;r=)b0IJX=N1gRLTioE~vmb*7BzT?^)`P9xZu!5?u3A{z z9Ez0$ueO~3IJF&L0+(~6mP@CvY&xB!(*V<*9i<4%?+EM5x%QyarT9%!GrWXx`MI`N zxxN__742GsqJPW?)vjJ6@kQvN$a@`CWDu41x!1o0Cd3Z(YTJ{gX(zR~Ej|(BzI~oK zDOLL-(yMOzEM&x^Z){m~>#VbOH@VBSJuj`wM`M)UWo7tl`M~{r+4yE$-d$AS%kxJV zFhJ*mw@ui#i1@6)Np?h#_d>Ht;YoRP0t|=>11Z9Eefm+GaCdi?;pO4BMS<>=!#;YE zKMzz^IrlcXPh`_M^tlb@Rg|Q=Pj{3Z6~ucT?Qzs=Y`iCz0rTX{`*Is~bT_(sxyPEW zT^3b|7q)9j&9^w}PtW&(0@Ewl+t?OwGy%j%T_n0D8{;{7vheeC2J>K6W0WG!oV#RV zmylYlB)Mc?@eufl?WX!;)?IMz7@yI52Fi(

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b/inst/manual/makeManual.R new file mode 100644 index 0000000..8158f91 --- /dev/null +++ b/inst/manual/makeManual.R @@ -0,0 +1,4 @@ +# To create a manual + +devtools::build_manual(path = file.path("inst", "manual")) +