Data and code from: Temperature predicts relative mass but not size in passerines
Data files
Jun 25, 2026 version files 1.44 MB
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DataS3-Bird_Phylogeny_8-17-21.tre
464.01 KB
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Interspecific_analyses_GEB_12_11_2025.R
55.26 KB
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Interspecific_Data.csv
337.47 KB
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Intraspecific_analyses_GEB_12_11_2025.R
78.69 KB
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Intraspecific_Dataset_Relative_Mass.csv
139.60 KB
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Intraspecific_Dataset_Skel.csv
360.84 KB
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README.md
3.82 KB
Abstract
Aim: Predictable relationships between temperature and animal size and shape are the basis for classic rules in macroecology. Body size is thought to covary negatively with temperature (Bergmann’s Rule), broadly attributed to thermoregulatory demand for larger size in colder climates. However, ecophysiological principles suggest that changes in insulative materials may be a more effective thermoregulatory adaptation than changes in overall structural size. We test for global gradients in mass relative to structural size (a proxy for insulation) and body size.
Location: Global.
Time period: Current.
Major taxa studied: Aves: Passeriformes.
Results: Across species, we find no evidence that temperature predicts skeletal size; rather the effects associated with phylogeny account for nearly all of the variation in size. In contrast, we find a global gradient in mass relative to skeletal body size, with species in colder climates having more mass than expected given their structural size. For 24 species, we assess these relationships within species and find that relative mass has declined through time but is not predicted by temperature.
Main conclusions: Mass relative to skeletal size is expected to exert a significant effect on insulation and energy stores, and we find it is more labile than structural size across species. Our results suggest: (1) species in colder climates tend to have greater insulation (as indicated by their higher relative mass); (2) skeletal size in passerines does not strongly adhere to Bergmann’s Rule, suggesting spatial temperature-size relationships may be unlikely to predict temporal responses of size to climate change in this group; and (3) declines in relative mass may be a widespread cryptic response to global change.
Dataset DOI: 10.5061/dryad.gf1vhhn3b
Description of the data and file structure
Trait (PC1 and relative mass) and environmental data for passerine bird species. Full untransformed skeletal trait data are from Weeks et al., 2025, and can be accessed on Dryad here: https://datadryad.org/dataset/doi:10.5061/dryad.v41ns1s4c
Files and variables
File: Interspecific_Data.csv
Description: Data file to replicate interspecific analyses.
Variables
- species.name: Species scientific name
- Migration: Migratory status, from AVONET
- avoname: Species scientific name, reconcilied to Species3 in the AVONET taxonomy
- PC1.avg: Average PC1 score (first axis of PCA of skull, keel, tarsus, and humerus)
- max_ndvi: Maximum NDVI
- AnnualMax: Annual maximum temperature (°C x 10)
- AnnualMin: Annual minimum temperature (°C x 10)
- MeanPrecip: Mean annual precipitation (mm)
- phylo: Species scientific name, reconciled to the BirdLife taxonomy provided in AVONET
- Centroid.Latitude: Centroid latitude (decimal degrees), from AVONET
- Centroid.Longitude: Centroid longitude (decimal degrees), from AVONET
- Mass: Mass (g), from AVONET
- Habitat: Habitat, from AVONET
- Range.Size: Range size (km2), from AVONET
- scale.res: Relative mass (percent deviance from expected mass given the observed skeletal size)
File: Intraspecific_Dataset_Relative_Mass.csv
Description: Data file to replicate intraspecific analyses
Variables
- museum_number: Museum specimen ID
- species.name: Species scientific name
- massing: Mass (g), from VertNet
- year: Year of collection
- month: Month of collection
- sex: Sex of specimen
- latitude: Collection latitude (decimal degrees)
- longitude: Collection longitude (decimal degrees)
- PC1: first axis of PCA of skull, keel, tarsus, and humerus
- avo_name: Scientific name, reconciled to Species3 in AVONET taxonomy
- Centroid.Latitude: Centroid latitude (decimal degrees), from AVONET
- Migration: Migratory status, from AVONET
- Range.Size: Range size (km2), from AVONET
- Habitat: Habitat, from AVONET
- absLat: absolute latitude of sampling collection (decimal degrees)
- absCentroidLat: absolute value of centroid latitude (decimal degrees), from AVONET
- phylo: Species scientific name, reconciled to the BirdLife taxonomy
- AvgPrec: Average precipitation of collection locality (mm)
- BreedingMin: Minimum breeding season temperature (°C x 10) of collection locality (see manuscript for definition of "breeding season")
- BreedingMax: Maximum breeding season temperature (°C x 10) of collection locality
- NDVI_avg: Average breeding season NDVI of collection locality
- scale.res: Relative mass (percent deviance from expected mass given the observed skeletal size)
File: Intraspecific_Dataset_Skel.csv
Description: Dataset to rerun intraspecific analyses.
Variables:
All as above.
File: DataS3-Bird_Phylogeny_8-17-21.tre
Description: Consensus tree phylogeny.
File: Interspecific_analyses_GEB_12_11_2025.R
Description: R Script to generate interspecific analyses.
File: Intraspecific_analyses_GEB_12_11_2025.R
Description: R Script to generate intraspecific analyses.
Code/software
All analysis run in R version 4.4.1
Access information
Data was derived from the following sources:
- Weeks et al., 2025: https://datadryad.org/dataset/doi:10.5061/dryad.v41ns1s4c
Combining a dataset of mass and skeletal traits for 1,958 passerine species, we use Bayesian phylogenetic comparative analyses to test the extent to which temperature predicts structural size and relative mass.
