Skip to content

tsufz/REcoTox

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

License: AGPL v3 DOI

Background

The search and extraction of experimental ecotoxicological information is often a tedious work. A good and comprehensive data source is the US EPA ECOTOX Knowledgebase. It contains about 1 million data points for more than 12,000 chemicals and 13,000 single species. However, for a high-throughput hazard assessment, it is not possible to extract all relevant data of the online database The purpose of REcoTox is to extract the relevant information and to aggregate the data based on the user criteria out of the entire database ASCII files.

Introduction

REcoTox is a semi-automated, interactive workflow to process US EPA ECOTOX Knowledgebase entire database ASCII files to extract and process ecotoxicological data relevant (but not restricted) to the ecotoxicity groups algae, crustaceans, and fish in the aquatic domain. The latest version of the ASCII files is available on US EPA ECOTOX Knowledgebase. The focus is aquatic ecotoxicity and the unit of the retrieved data is mg/L.

Requirements

REcoTox expects an R version >4.3.0. Please install additionally the R packages Tidyverse, data_table, EnvStats, and webchem.

Installation

For use of REcoTox, install it from GitHub, please.

To install the latest stable version (0.4.0):

remotes::install_github("tsufz/recotox@0.4.0", build = TRUE, build_manual = TRUE)

To install the latest beta version (main):

remotes::install_github("tsufz/recotox@main", build = TRUE, build_manual = TRUE)

To install the latest development version (dev):

remotes::install_github("tsufz/recotox@dev", build = TRUE, build_manual = TRUE)

Workflow

The file Query_Ecotox_DB.R contains the workflow and loads all relevant packages and functions. The workflows allows to filter for endpoints, measurements, and species. The ecotoxicity data is interactivitely enriched with chemical information (e.g. the average mass). In best case with data linked to US EPA CompTox Chemicals Dashboard for example by using the output of the batch search according to Figure 1 and Figure 2.

Figure1: US EPA CompTox Chemicals Dashboard Batch Search - Enter Identifiers to Search

Figure 2: US EPA CompTox Chemicals Dashboard Batch Search - Recommended selection of identifiers and properties

At least, the molecular weight or average mass is required for the recalculation of the water concentrations from molar to milligrams. The main purpose of this workflow is to generate data for the hazard assessment of chemical pressures to aquatic organisms. Thus, only relevant data is aggregated and all data is calculated to mg/L.

The data output contains long pivot tables containing all filtered datasets as the basis of further data processing and aggregation for the users' purposes. But it includes also a further pivoting step to wider pivot tables containing aggregated information, e.g. the geomean and the 5-percentile of the extracted data for each chemical, endpoint, and species.

Note

This workflow will be further developed. Contributions and suggestions are welcome. Please create an issue to initialize the discussion.