oft
data
objectThe main content of the R package OpenFoodTox
is a data
object named oft
, containing 5 tables with a selection of
the OpenFoodTox data published by the European Food Safety Authority
(Carnesecchi et al. 2023).
Column names and relations of the data tables in the data object
oft
made available by the OpenFoodTox R package are shown
in the graph below.
The data object is basically a list of tibbles (a tibble is an
advanced type of a dataframe). As with any list object in R, you can
access the list members (i.e. the tables containing the data) using the
$
operator.
head(oft$reference_points)
#> # A tibble: 6 × 15
#> Substance Author Year OutputID Study TestType Species Route DurationDays
#> <chr> <chr> <int> <int> <chr> <chr> <chr> <chr> <dbl>
#> 1 (-)-3,7-Dimet… EFSA … 2016 2864 Anim… subchro… Rat oral… 84
#> 2 (-)-Hyoscyami… EFSA 2022 4117 Huma… study w… Human Not … NA
#> 3 (-)-Hyoscyami… EFSA … 2013 2396 Anim… not rep… Pig Not … NA
#> 4 (-)-Hyoscyami… EFSA … 2013 2396 Huma… study w… Human Not … NA
#> 5 (1R,2S,5R)-N-… EFSA … 2014 2524 Huma… subchro… Rat oral… 90
#> 6 (1R,2S,5R)-N-… EFSA … 2012 2147 Huma… subchro… Rat oral… 90
#> # ℹ 6 more variables: Endpoint <chr>, qualifier <chr>, value <dbl>, unit <chr>,
#> # Effect <chr>, Toxicity <chr>
Please refer to the documentation of
the dm
package for a description of the advanced
features available for this type of data object.
In the following descriptions of the tables contained in the
oft
object, the kable()
function of the
knitr
package is used to format the data tables.
The reference points themselves are numeric outcomes of toxicological or ecotoxicological studies, and were described as “The critical toxicological studies and reference points …” (Dorne et al. 2021).
Substance | Author | Year | OutputID | Study | TestType | Species | Route | DurationDays | Endpoint | qualifier | value | unit | Effect | Toxicity |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
(-)-3,7-Dimethyl-6-octen-1-ol | EFSA FEEDAP | 2016 | 2864 | Animal (target species) health | subchronic | Rat | oral: feed | 84 | NOEL | = | 50.00 | mg/kg bw/day | no adverse effect observed | NA |
(-)-Hyoscyamine and (-)-Scopolamine group | EFSA | 2022 | 4117 | Human health | study with volunteers | Human | Not reported | NA | NOAEL | = | 0.16 | µg/kg bw | clinical signs | systemic |
(-)-Hyoscyamine and (-)-Scopolamine group | EFSA CONTAM | 2013 | 2396 | Animal (target species) health | not reported | Pig | Not reported | NA | NOAEL | = | 1500.00 | µg/kg | not reported | not reported |
(-)-Hyoscyamine and (-)-Scopolamine group | EFSA CONTAM | 2013 | 2396 | Human health | study with volunteers | Human | Not reported | NA | NOAEL | = | 0.16 | µg/kg bw | clinical signs | systemic |
(1R,2S,5R)-N-(2-(Pyridine-2-yl)ethyl)-3-p-menthanecarboxamide | EFSA CEF | 2014 | 2524 | Human health | subchronic | Rat | oral: feed | 90 | NOAEL | = | 5.00 | mg/kg bw/day | histopathology non neoplastic | endocrine |
(1R,2S,5R)-N-(4-Methoxyphenyl)-5-methyl-2-(1-methylethyl)-cyclohexanecarboxamide | EFSA CEF | 2012 | 2147 | Human health | subchronic | Rat | oral: feed | 90 | NOAEL | = | 100.00 | mg/kg bw/day | organ weights | hepatotoxicity |
Apparently, this means that in a certain category of reference points, the most critical value is selected and only this is reported. Also, it seems that for pesticidal active substances, reference points for the representative formulations which are also available in EFSA outputs are not listed.
The number of reference points by study type is shown below.
sort(table(oft$reference_points$Study), decreasing = TRUE)
#>
#> Human health Ecotox (water compartment)
#> 4019 3298
#> Animal (non-target species) health Ecotox (soil compartment)
#> 3093 2638
#> Animal (target species) health
#> 578
Example code extracting and printing the reference points on the springtail species Folsomia candida:
# Collect endpoints on springtails
springtail_endpoints <- oft$reference_points |>
dplyr::filter(Species == "Folsomia candida") |>
select(Substance, DurationDays, Endpoint, qualifier, value, unit, Effect)
head(springtail_endpoints) |>
knitr::kable()
Substance | DurationDays | Endpoint | qualifier | value | unit | Effect |
---|---|---|---|---|---|---|
1,2,4-Triazole | NA | NOEC | = | 1.80e+00 | mg/kg | not reported |
1,3-Dichloropropene | NA | dose level | = | 3.29e+05 | g/ha | mortality |
1,3-Dichloropropene | NA | EC10 | = | 2.50e+00 | mg/kg | reproduction |
2,3,6-trichloro-5-cyano-4-hydroxybenzamide | 28 | NOEC | = | 1.78e+00 | mg/kg | mortality |
2,4-D | NA | NOEC | = | 1.25e+00 | mg/kg | not reported |
2,4-DCP | 28 | NOEC | = | 6.30e-01 | mg/kg | reproduction |
The reference values show the outcome of a substance specific assessment. The number of reference values available for the most frequent assessment types are shown below.
sort(table(oft$reference_values$Assessment), decreasing = TRUE)[1:10]
#>
#> MSI/FC TTC Cramer Class I
#> 3692 2505
#> ADI critical study not identified
#> 915 864
#> TTC Cramer Class II ARfD
#> 691 587
#> AOEL UL
#> 509 274
#> TTC Cramer Class III PNEC
#> 205 190
Some examples of Predicted No-Effect Concentration (PNEC) data can easily be extracted.
PNEC_values <- oft$reference_values |>
dplyr::filter(Assessment == "PNEC")
head(PNEC_values) |>
knitr::kable()
Substance | Author | Year | OutputID | Assessment | qualfier | value | unit | Population |
---|---|---|---|---|---|---|---|---|
(2E)-Methylcrotonic acid | EFSA FEEDAP | 2016 | 2841 | PNEC | = | 903 | µg/L | Aquatic compartment |
(2E)-Methylcrotonic acid | EFSA FEEDAP | 2016 | 2841 | PNEC | = | 2008 | µg/kg | Soil compartment |
1,2-Benzisothiazol-3(2H)-one 1,1-dioxide sodium salt | EFSA FEEDAP | 2018 | 3070 | PNEC | = | 100 | µg/L | Aquatic compartment |
1,2-Benzisothiazol-3(2H)-one 1,1-dioxide sodium salt | EFSA FEEDAP | 2018 | 3070 | PNEC | = | 10000 | µg/kg | Soil macroorganisms - earthworms |
1,2-Benzisothiazol-3(2H)-one 1,1-dioxide sodium salt | EFSA FEEDAP | 2018 | 3070 | PNEC | = | 100000 | µg/kg | Aquatic compartment |
1,2-Dimethoxy-4-(prop-1-enyl)-benzene | EFSA FEEDAP | 2012 | 155 | PNEC | <= | 100 | µg/L | Aquatic compartment |
This table only contains the substance names and serves as a reference table for the reference points and the reference values.
Substance |
---|
((E)-2-(2-hydroxymethylphenyl)-2-methoxyimino-N-methyl-acetamide) |
(+)-13alpha-Tigloyloxylupanine |
(+)-13alpha-hydroxy-lupanine |
(+)-Alpha-cedrene |
(+)-Lupanine |
(-)-17-Oxosparteine |
In this table, substance characterisation data are collected1.
Substance | component_type | Component | CASNumber | ECRefNo | MolecularFormula | smiles |
---|---|---|---|---|---|---|
((E)-2-(2-hydroxymethylphenyl)-2-methoxyimino-N-methyl-acetamide) | as such | ((E)-2-(2-hydroxymethylphenyl)-2-methoxyimino-N-methyl-acetamide) | NA | NA | C11H14N2O3 | OCc1ccccc1/C(=N)C(=O)NC |
((E)-2-(2-hydroxymethylphenyl)-2-methoxyimino-N-methyl-acetamide) | metabolite | Dimoxystrobin | 149961-52-4 | NA | C19H22N2O3 | CC1=CC(=C(C=C1)C)OCC2=CC=CC=C2C(=NOC)C(=O)NC |
(+)-13alpha-Tigloyloxylupanine | as such | (+)-13-alpha-Tigloyloxylupanine | 57943-34-7 | NA | C20H30N2O3 | CC=C(C)C(=O)OC1CCN2CC3CC(C2C1)CN4C3CCCC4=O |
(+)-13alpha-hydroxy-lupanine | as such | (+)-13-Alpha-hydroxy-lupanine | 15358-48-2 | NA | C15H24N2O2 | C1CC2C3CC(CN2C(=O)C1)C4CC(CCN4C3)O |
The exact meaning of the differenct values in the column
component_type
(originally named has
) does not
seem to be documented.
This table is referred to from the tables containing reference points and referenec values. It shows some bibliographic information on the documents that served as data sources for the OpenFoodTox project.
Substance | OutputID | LegalBasis | Panel | Published | Title | OutputType | DOI | URL |
---|---|---|---|---|---|---|---|---|
((E)-2-(2-hydroxymethylphenyl)-2-methoxyimino-N-methyl-acetamide) | 1060 | Council Directive (EEC) No 414/1991 (Repealed by Reg. EC No 1107/2009 (amended)) | EFSA | 2005-08-31 | Conclusion regarding the peer review of the pesticide risk assessment of the active substance dimoxystrobin | Conclusion on Pesticides Peer Review | doi:10.2903/j.efsa.2005.46r | http://dx.doi.org/10.2903/j.efsa.2005.46r |
(+)-13alpha-Tigloyloxylupanine | 3321 | Regulation (EC) No 178/2002 (amended) | EFSA CONTAM | 2019-11-05 | Scientific opinion on the risks for animal and human health related to the presence of quinolizidine alkaloids in feed and food, in particular in lupins and lupin-derived products | EFSA opinion | doi:10.2903/j.efsa.2019.5860 | http://dx.doi.org/10.2903/j.efsa.2019.5860 |
(+)-13alpha-hydroxy-lupanine | 3321 | Regulation (EC) No 178/2002 (amended) | EFSA CONTAM | 2019-11-05 | Scientific opinion on the risks for animal and human health related to the presence of quinolizidine alkaloids in feed and food, in particular in lupins and lupin-derived products | EFSA opinion | doi:10.2903/j.efsa.2019.5860 | http://dx.doi.org/10.2903/j.efsa.2019.5860 |
(+)-Alpha-cedrene | 2039 | Commission Regulation (EC) No 1565/2000 (Repealed by Com. Implementing Reg. (EU) No 872/2012) | EFSA CEF | 2010-05-19 | Flavouring Group Evaluation 25, Revision 1 (FGE.25Rev1): Aliphatic and aromatic hydrocarbons from chemical group 31 | EFSA opinion | doi:10.2903/j.efsa.2010.1334 | http://dx.doi.org/10.2903/j.efsa.2010.1334 |
(+)-Alpha-cedrene | 2102 | Commission Regulation (EC) No 1565/2000 (Repealed by Com. Implementing Reg. (EU) No 872/2012) | EFSA CEF | 2011-06-29 | Scientific Opinion on Flavouring Group Evaluation 25, Revision 2 (FGE.25Rev2): Aliphatic and aromatic hydrocarbons from chemical group 31 | EFSA opinion | doi:10.2903/j.efsa.2011.2177 | http://dx.doi.org/10.2903/j.efsa.2011.2177 |
(+)-Alpha-cedrene | 2299 | Commission Regulation (EC) No 1565/2000 (Repealed by Com. Implementing Reg. (EU) No 872/2012) | EFSA AFC | 2008-12-16 | Flavouring Group Evaluation 25, (FGE.25)1: Aliphatic and aromatic hydrocarbons from chemical group 3. Scientific Opinion of the Panel on Food Additives, Flavourings, Processing Aids and Materials in Contact with Food | EFSA opinion | doi:10.2903/j.efsa.2008.918 | http://dx.doi.org/10.2903/j.efsa.2008.918 |
Only the first four entries are shown, because the
@
character in the SMILES codes of the later entries
confuses the documentation system. It is both misinterpreted to indicate
an e-mail address, and to indicate a citation↩︎