Using the Shiny Application
The Shiny application (the app) is a quick and convenient way to explore data through a graphical user interface in the user’s default browser. As with the R-package, ToxCast is the default biological endpoint database used to evaluate data. A user can override this default by providing a custom set of endpoints (e.g. aquatic life benchmarks).
The interaction with the app is primarily “point and click”. The app includes multiple ways to visualize data through boxplots, barcharts, tables and an overview map. Numerous options can be selected to customize presentation of data by choosing to focus on chemicals, chemical classes, biologically relevant endpoing groupings, and specific suites of ToxCast assays. All resulting graphics, tables, and data can be downloaded for use outside of the app.
While the app is useful and quite flexible as is, it also serves as a good starting point for a more in-depth user- and study-specific analysis. All of the output on the Shiny app can be created directly in R as well. For flexibility beyond what the app offers, the R-code to produce each graph and table is displayed in the app. The user may copy this code into a script and customize it for specific study needs. The help file for each function provides instructions and example workflows (R code) for their use.
To run the app, load the toxEval
package, and run the explore_endpoints
function:
library(toxEval)
explore_endpoints()
The computer’s default browser will open up and display the following page:
![](data:image/png;base64,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)
The app can be divided into 3 main sections:
The left sidebar (with the black background) is used to load the data and set up the conditions for analysis. Options for this section are described in the “Sidebar” section below.
The main visualization display section includes a variety of tabs to choose from to explore the data in different ways. Each section is described in the section “Main Output”.
The bottom section, “R Code:”, displays the R code to reproduce the analysis directly in R using the toxEval
R-package functions. The code can be copied and pasted directly into the R console, or (preferred for reproduciblity!) saved in an R script. Information on this option is provided below in the “R Code” section.
Main Output
Each plot and table offered in the app is described in the Basic Workflow vignette. Please refer there for more information.
Each plot, table, and the map are generated by functions within the R-package. The table to the right indicates the function used for each tab in the app.
All resulting graphics, tables, and data can be downloaded for use outside of the app. Graphics are downloaded in “png” format and tables and data are are downloaded in “csv” format. In addition, R code to reproduce each analysis in the R environment is provided at the bottom of each tab. See the “R Code” section for details.
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R Code
Each tab is generated based on specific functions within the R-Package, and the appropriate code to reproduce results from each tab is provided at the bottom of the tab. Modification of this code in the R environment allows the user to customize plots and tables based on specific study needs.
The app provides many graphics and tables to work through a data analysis, some users may wish to have a record of what has been done, or to save specific analyses that prove to be particularly useful. By copying and pasting the R code, users by developing a “workflow” script that has all analysis saved in one place rather than needing to go through the process of choosing the many options needed to reproduce exactly what was done previously in the app. This workflow can serve as a valuable resource that results in reliably reproducible research. In the event of a need to modify a data set, it can also be used to efficiently update a data analysis without having to reproduce each step in the app manually.
Logistics
Citing toxEval
citation(package = "toxEval")
##
## To cite toxEval in publications, please use:
##
## De Cicco, L.A., Corsi, S.R., Villeneuve D.L,
## Blackwell, and B.R, Ankley, G.T., 2020, toxEval:
## Evaluation of measured concentration data using the
## ToxCast high-throughput screening database or a
## user-defined set of concentration benchmarks. R
## package version 1.2.0.,
## https://code.usgs.gov/water/toxEval,
## doi:10.5066/P906UQ5I
##
## A BibTeX entry for LaTeX users is
##
## @Manual{,
## author = {Laura A. {De Cicco} and Steven R. Corsi and Daniel L. Villeneuve and Brett R. Blackwell and Gerald T. Ankley},
## title = {toxEval: Evaluation of measured concentration data using the ToxCast high-throughput screening database or a user-defined set of concentration benchmarks.},
## publisher = {U.S. Geological Survey},
## version = {1.2.0},
## address = {Reston, VA},
## institution = {U.S. Geological Survey},
## year = {2020},
## doi = {10.5066/P906UQ5I},
## url = {https://code.usgs.gov/water/toxEval},
## }
Disclaimer
This software has been approved for release by the U.S. Geological Survey (USGS). Although the software has been subjected to rigorous review, the USGS reserves the right to update the software as needed pursuant to further analysis and review. No warranty, expressed or implied, is made by the USGS or the U.S. Government as to the functionality of the software and related material nor shall the fact of release constitute any such warranty. Furthermore, the software is released on condition that neither the USGS nor the U.S. Government shall be held liable for any damages resulting from its authorized or unauthorized use.
Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the U.S. Government.