Data from: Synergistic and additive effects of multiple threats erode phylogenetic and life history strategy diversity in Testudines and Crocodilia
Data files
Sep 25, 2026 version files 87.55 KB
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data_interaction.txt
16.48 KB
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final_dataset_FD.txt
35.13 KB
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LHTD_code.R
10.45 KB
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PD_code.R
7.20 KB
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README.md
14.29 KB
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threats.zip
4 KB
Abstract
Understanding how multiple threats interact is crucial for the prioritization of conservation measures. Here, we investigate how interactions between six common threats (climate change, habitat disturbance, global trade, overconsumption, pollution, and emerging diseases/invasive species) reduce the life history strategy diversity and phylogenetic diversity of 230 species of Testudines and 21 of Crocodilia. We classify threat interactions into additive, synergistic, and antagonistic according to the reduction of life history strategy and phylogenetic diversity. Most threat interactions are antagonistic, the effect of threats jointly is lower than the sum of the effects of threats separately. However, we find that the interaction between emerging diseases or invasive species with other threats has synergistic and additive effects, meaning that the combined effects are greater or equal to the effects of threats separately. Our work can help target conservation strategies and detect key places to address multiple threats when they appear together.
https://doi.org/10.5061/dryad.8kprr4xx1
Description of the data and file structure
1. Overview
This dataset contains species-level information on life-history trait space, anthropogenic threats, taxonomy, habitat, geographic distribution, and conservation status for 259 species of Testudines and Crocodilia.
The data were used to assess the loss of life-history trait diversity (LHTD) and phylogenetic diversity (PD) associated with individual anthropogenic threats and combinations of threats.
The dataset includes three data files and two R scripts. The data files contain complementary information used in the analyses, while the R scripts provide the code used to estimate loss of life-history trait diversity and loss of phylogenetic diversity.
All text files are tab-delimited files unless otherwise indicated.
2. Files included in the dataset
2.1. final_dataset_FD.txt
This tab-delimited file contains the complete species-level dataset used for the analyses of life-history trait diversity. It contains information for 259 species, including their position in the two-dimensional functional spectrum (PC1 and PC2), anthropogenic threats, taxonomy, habitat, and conservation status.
2.2. threats.zip
This compressed archive contains the dataset used for the phylogenetic diversity analyses.
The archive contains the file threats.csv, a semicolon-delimited table containing species identity, anthropogenic threats, conservation status, and taxonomic information for 259 species.
2.3. data_interaction.txt
This tab-delimited file contains the dataset used to analyse the effects of combinations of anthropogenic threats on phylogenetic diversity. It contains the species' position in the functional spectrum (PC1 and PC2), six threat categories, and a binary variable indicating whether a species is considered threatened according to the criteria used in the analyses.
2.4. LHTD_code.R
R script used to estimate the loss of life-history trait diversity associated with individual threats and combinations of threats.
The script generates output files comparing the sum of the effects of individual threats with the combined effects of their interactions, for both the complete set of species and the subset of threatened species.
2.5. PD_code.R
R script used to estimate the loss of phylogenetic diversity associated with individual threats and combinations of threats.
The script generates output files for the complete set of species and for threatened species only. The resulting files can be used to assess whether the combined effects of threats are synergistic, additive, or antagonistic.
3. Description of variables
3.1. Variables in final_dataset_FD.txt
| Variable | Description | Coding / units |
|---|---|---|
id |
Unique numerical identifier assigned to each species | Integer |
Species |
Scientific name of the species | Scientific name; spaces are replaced by underscores |
PC1 |
Position of the species along the first principal component of the functional spectrum | Continuous, dimensionless |
PC2 |
Position of the species along the second principal component of the functional spectrum | Continuous, dimensionless |
Trade |
Species affected by trade as a threat | 0 = no; 1 = yes |
Local consumption |
Species affected by local consumption as a threat | 0 = no; 1 = yes |
habitat disturbance |
Species affected by habitat disturbance as a threat | 0 = no; 1 = yes |
disease |
Species affected by disease as a threat | 0 = no; 1 = yes |
climate change |
Species affected by climate change as a threat | 0 = no; 1 = yes |
pollution |
Species affected by pollution as a threat | 0 = no; 1 = yes |
No data |
Indicates species for which the corresponding threat information was not available | 0 = no; 1 = yes |
Predation |
Species for which predation was identified as a threat | 0 = no; 1 = yes |
Status |
Conservation status | See abbreviations defined below |
Order |
Taxonomic order | Testudines or Crocodilia |
Family |
Taxonomic family | Family name |
Habitat |
Broad habitat type used by the species | Freshwater, Marine, Freshwater_Marine or Terrestrial |
Environment |
General environmental association | Aquatic, Semi-aquatic or Terrestrial |
Location |
Geographic setting of the species' distribution | Mainland, Island or Island_Mainland |
CE |
Indicator of Critically Endangered status | 0 = no; 1 = yes |
EN |
Indicator of Endangered status | 0 = no; 1 = yes |
VU |
Indicator of Vulnerable status | 0 = no; 1 = yes |
NT |
Indicator of Near Threatened status | 0 = no; 1 = yes |
LC |
Indicator of Least Concern status | 0 = no; 1 = yes |
DD |
Indicator of Data Deficient status | 0 = no; 1 = yes |
PC1 and PC2 represent the position of each species in the two-dimensional functional spectrum used in the analyses. They are principal-component scores and therefore have no physical units.
Threat variables are binary indicators. A value of 1 indicates that the corresponding threat was identified for the species, whereas 0 indicates that the threat was not identified.
3.2. Variables in threats.csv
The file threats.csv contains 259 species and the following variables:
| Variable | Description | Coding / units |
|---|---|---|
id |
Unique numerical identifier assigned to each species | Integer |
Species |
Scientific name of the species | Scientific name; spaces are replaced by underscores |
Trade |
Species affected by trade as a threat | 0 = no; 1 = yes |
Local consumption |
Species affected by local consumption as a threat | 0 = no; 1 = yes |
habitat disturbance |
Species affected by habitat disturbance as a threat | 0 = no; 1 = yes |
disease |
Species affected by disease as a threat | 0 = no; 1 = yes |
climate change |
Species affected by climate change as a threat | 0 = no; 1 = yes |
pollution |
Species affected by pollution as a threat | 0 = no; 1 = yes |
StatusRL |
Conservation status of the species | CE, EN, VU, NT, LC or DD |
Order |
Taxonomic order | Testudines or Crocodilia |
Family |
Taxonomic family | Family name |
The six threat variables are binary indicators, with 0 indicating that the threat was not identified and 1 indicating that the threat was identified.
Missing values (NA) occur in the threat variables and/or conservation status where information was not available.
3.3. Variables in data_interaction.txt
| Variable | Description | Coding / units |
|---|---|---|
id |
Unique numerical identifier assigned to each species | Integer |
Species |
Scientific name of the species | Scientific name; spaces are replaced by underscores |
PC1 |
Position of the species along the first principal component of the functional spectrum | Continuous, dimensionless |
PC2 |
Position of the species along the second principal component of the functional spectrum | Continuous, dimensionless |
Trade |
Species affected by trade as a threat | 0 = no; 1 = yes |
Local |
Species affected by local consumption as a threat | 0 = no; 1 = yes |
Habitat |
Species affected by habitat disturbance as a threat | 0 = no; 1 = yes |
Disease |
Species affected by disease as a threat | 0 = no; 1 = yes |
Climate |
Species affected by climate change as a threat | 0 = no; 1 = yes |
Pollution |
Species affected by pollution as a threat | 0 = no; 1 = yes |
Threat |
Binary indicator identifying threatened species according to the classification used in the analyses | 0 = no; 1 = yes |
The variables Trade, Local, Habitat, Disease, Climate, and Pollution correspond to the six main threat categories used in the analyses.
4. Threat categories
The main anthropogenic threat categories included in the dataset are:
- Trade: threats associated with ilegal trade.
- Local consumption: threats associated with local overconsumption of species.
- Habitat disturbance: threats associated with disturbance or alteration of habitat.
- Disease: threats associated with disease and an alien species.
- Climate change: threats associated with climate change.
- Pollution: threats associated with pollution.
Additional threat information is retained in the Otros variable in final_dataset_FD.txt when it does not correspond to one of the six main threat categories.
Threat variables are coded as binary variables:
0= threat not identified1= threat identified
5. Conservation status
Conservation status is represented using the following categories:
CE= Critically EndangeredEN= EndangeredVU= VulnerableNT= Near ThreatenedLC= Least ConcernDD= Data Deficient
The individual variables CE, EN, VU, NT, LC, and DD in final_dataset_FD.txt are binary indicators corresponding to these categories.
6. Missing values
Missing information is represented as NA in the tabular datasets.
In final_dataset_FD.txt, the variable No data additionally indicates species for which no information was available for the corresponding threat information.
7. File formats and software
final_dataset_FD.txt and data_interaction.txt are tab-delimited text files and can be opened using standard text editors, spreadsheet software, or statistical software.
threats.csv is a semicolon-delimited CSV file.
The analyses can be reproduced using R and the R scripts provided in this dataset (LHTD_code.R and PD_code.R).
The files can also be inspected and used independently of R using standard spreadsheet or statistical software.
