Data from: Parental investment and body temperature explain encephalization in vertebrates
Data files
Oct 15, 2025 version files 1.18 MB
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ParProv_Song_etal2025_Code_submit.R
94.95 KB
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ParProv_Song_etal2025_Data_submit.xlsx
830.30 KB
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ParProv_Song_etal2025_Plot_Code_submit.R
74.24 KB
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README.md
6.42 KB
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Vertebrate_Phylogenetic_Trees.zip
169.59 KB
Abstract
The massive increase in relative brain size during vertebrate evolution remains poorly understood. Given the high energetic costs of brain development, we predicted that encephalization (major evolutionary brain size expansion) is only possible in species capable of greater parental investment per offspring. Comparative analyses across all major vertebrate classes (N=2600 species) revealed that protecting or provisioning eggs or embryos is associated with larger newborns. Subsequent analyses confirmed that newborn size and adult brain size underwent correlated evolution in birds, mammals, and cartilaginous fishes, but not in other fishes, amphibians, and reptiles, even if the latter had large offspring. Thus, greater pre-hatching investment is necessary but not sufficient for encephalization in vertebrates. A second prediction from the high costs of brain tissue is that encephalization is impeded in species with low or fluctuating body temperatures. We found a positive relationship (albeit sometimes insignificant) between mean body temperature and brain size within all classes. A combined analysis across all vertebrates revealed significant and synergistic effects of body temperature and newborn size on brain size. In conclusion, encephalization became most pronounced in vertebrate lineages that can both produce large offspring, mostly reflecting internal fertilization, and sustain high body temperature, partly linked to endothermy.
https://doi.org/10.5061/dryad.sn02v6xd5
This study presents comparative analyses across all major vertebrate classes, examining the impact of relative offspring size and egg/parental care behavior on the evolution of brain size.
Description of the data and file structure
ParProv_Song_etal2025_Data_submit.xlsx
The dataset includes brain mass (BrainMass.BrM..g.) and body mass (Bodymass.BdM..g.) combined with offspring mass (Offspring).
- Offspring_note: Indicates whether the offspring mass was calculated from hatchling/neonate mass or converted from egg volume.
- For some species, adult brain specimens were unavailable. In such cases, the provided body mass (BodyMass.BdM.g) was often too small compared to common adult sizes, leading to an overestimation of relative offspring size. To address this, the common adult body mass (AdultMass) was used instead for evaluating relative offspring mass.
- AdultMass_note: Specifies whether the adult mass was derived from 'Bodymass.BdM..g.' or common adult mass.
- Parental care behavior: Categorized into five types in EggCare5Cat, with more detailed descriptions in EggCare.
- Fertilization model: Classified as internal or external.
- Tb: Refers to the preferred ambient temperature for fish and body temperature for amphibians, reptiles, birds, and mammals.
- BMR: Represents the basal metabolic rate, measured in watts.
BEQ_scale is the BMR value scaled to a standard body size and ambient temperature, following the equation provided by Yegian et al. (2024, PNAS). - Temp refers to the ambient temperature in degree C
Vertebrate_Phylogenetic_Trees.zip
Phylogenetic trees for each vertebrate class are included.
Code
- ParProv_Song_etal2025_Code_submit.R: Contains all analyses from Tables 1-2 and Tables S3-S16.
- ParProv_Song_etal2025_Plot_Code_submit.R: Contains the code for generating all the figures.
Related links and data references
The following external sources are referenced in the dataset and correspond to information used for offspring size, adult mass conversion, egg care behavior, and fertilization type. These links were included in the data file and are listed here for accessibility and interpretation.
Offspring size references (Offspring.REF)
- Heterodontus portusjacksoni: Florida Museum
https://www.floridamuseum.ufl.edu/discover-fish/species-profiles/heterodontus-portusjacksoni/ - Anarhichas denticulatus: Havforskningsinstituttet
https://www.hi.no/resources/klimastatus-pa-bestander/20211214_Northern-wolffish_narrative.pdf - Hydromantes italicus: AmphibiaWeb
https://amphibiaweb.org/species/4076 - Rana clamitans: Texas Parks and Wildlife Department
https://tpwd.texas.gov/huntwild/wild/species/bronzefrog/ - Coregonus clupeaformis: StoreFish Database
https://storefish.org/species/coregonus-clupeaformis
Adult mass references (AdultMass.REF)
Adult body mass values for fishes, amphibians, and reptiles were converted from size measurements (e.g., total length, snout–vent length) using the following online sources.
(Only a selection shown; full list in data file.)
- Thamnophis sirtalis – https://animaldiversity.org/accounts/Thamnophis_sirtalis/
- Lachesis stenophrys – https://animalia.bio/lachesis-stenophrys
- Python molurus – https://en.wikipedia.org/wiki/Indian_python
- Porthidium nasutum – https://en.wikipedia.org/wiki/Porthidium_nasutum
- Natrix natrix – https://wildsideholidays.co.uk/grass-snake-natrix-natrix-culebra-de-collar/
- Zamenis longissimus – https://www.jungledragon.com/specie/15350/aesculapian_snake.html
- Vipera berus – https://www.woodlandtrust.org.uk/trees-woods-and-wildlife/animals/reptiles-and-amphibians/adder/
- Boa constrictor – https://en.wikipedia.org/wiki/Boa_constrictor
- Python regius – https://www.gbif.org/species/144100057
(Full list of 30+ taxa included in the dataset.)
Egg care references (EggCare.REF)
Sources used for documenting parental or egg care behavior:
- AmphibiaWeb (e.g., Plethodon jordani, Batrachoseps attenuatus, etc.)
https://amphibiaweb.org - Animal Diversity Web (multiple taxa)
https://animaldiversity.org - FishBase entries for lampreys and teleost fishes
https://fishbase.mnhn.fr - Other sources: Animalia.bio, Wikipedia species pages, China Animal Scientific Database, HELCOM Red List Species, etc.
(Full list as provided in data file.)
Fertilization references
- Anarhichas denticulatus – Species at Risk Public Registry (Canada)
https://www.canada.ca/en/environment-climate-change/services/species-risk-public-registry/cosewic-assessments-status-reports/northern-wolffish.html
Note
The online sources listed above represent supplementary materials or species-specific web resources that could not be fully cited in the formal reference list (e.g., museum databases, open taxonomic repositories, or field guides). All other references used in this study are properly cited as published literature (journal articles, books, or datasets) in the accompanying manuscript.
