Data from: Enlargement of sternum traits facilitated the evolution of powered flight in birds
Data files
Jul 02, 2025 version files 880.11 KB
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Cooney_extensive_sampling.tree
466.29 KB
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ExtantSternum_metadata.csv
32.95 KB
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Fossils25.csv
2.95 KB
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FosSkelProp.csv
4.31 KB
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FosSternCode2025.R
116.22 KB
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FullTree.tre
6.14 KB
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GPAFitextant.RData
198.05 KB
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README.md
5.39 KB
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SimpFullTree.tre
1.29 KB
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SkelPropData.csv
46.54 KB
Abstract
An enlarged sternum with a prominent keel is a central feature of the flight apparatus of modern birds. However, sterna of near-bird dinosaurs (Pennaraptora) and early avialans are either significantly different from those of living birds or absent altogether, raising questions on how specialized sternal structures evolved in birds and how they are related to function. This remains poorly understood due to the fragmentary nature of the fossil record, and the challenges in inferring form and function from crushed fossils. We employ ancestral character estimations to trace sternal trait acquisition through the bird stem group, and multivariate phylogenetic regressions to analyze relationships between sternum morphology, body mass, and flight capabilities. We find that sternum evolution was episodic: basal members of Pennaraptora had proportionally small sterna, which became larger and more craniocaudally elongated in Avialae. This enlargement precedes the appearance of a midline ridge, a possible precursor of the sternal keel, in Pygostylia. Sternum size increased again in crownward Ornithuromorpha, alongside a fully formed sternal keel and enlarged caudal projections, both critical areas of flight muscle attachment. Sternal experimentation in relation to flight characteristics occurs multiple times throughout Pennaraptora, including within Paraves and Enantiornithes, indicating that powered flight may have evolved multiple times before proliferating in crown-group birds.
Associated publication: Lowi-Merri, T.M., Benson, R., Hu, H., et al. Enlargement of sternum traits facilitated the evolution of powered flight in birds. Nat. Ecol. Evol.
Dryad dataset
Dataset DOI: 10.5061/dryad.jsxksn0ng
Description of the data and file structure
Comparative analysis of fossil stem avian sternum size and dimensions to determine the evolutionary trajectory of the sternum across the dinosaur-bird transition and during the evolution of flight.
Files and variables
Most variables are self-explanatory and are defined when deemed necessary. All units of measurement are in millimetres (mm) unless specified otherwise.
File: Fossils25.csv
Description: Morphological data on fossil specimens for which sternum size and metrics were collected.
Variables
- Taxon
- Specimen number
- Higher Classification: larger clade that the taxon belongs in
- Sternum Footprint Area (mm^2): area of the basal plate of the sternum
- Femur circumference
- Sternum Width
- Sternum Min. Length: length of sternum from base of craniolateral process to dorsalmost point of lateral process
- Sternum Total Length: length of sternum including full length of craniolateral and all lateral and/or intermediate processes
- Keel state: 0 = sternum absent; 1 = sternum without keel; 2 = medial ridge; 3 = developed keel
- Fused or unfused: 0 = sternum absent; 1 = sternum unfused; 2 = sternum fused
- First appearance data (FAD): earliest occurrence date of taxon in MYA (million years ago)
- Last appearance data (LAD): last occurrence date of taxon in MYA (million years ago)
File: SimpFullTree.tre
Description: Phylogenetic tree of all fossils for which sterna were analyzed, in which extant birds are collapsed into one tree branch called Neornithes
File: FullTree.tre
Description: Phylogenetic tree of all fossils and extant birds for which sterna were analyzed
File: FosSkelProp.csv
Description: Data on skeletal proportions of fossil taxa, in mm
Variables
- Taxon
- Specimen
- Higher Classification
- Humerus Length
- Humerus proximal width
- Ulna length
- Ulna width
- Radius length
- Carpometacarpus length
- Carpometacarpus proximal width
- Femur length
- Femur midshaft diameter
- Tibiotarsus length
- Tarsometatarsus length
- Synsacrum Length fused vertebrae
- Pubis length
- Ilium length
- Ischium length
File: ExtantSternum_metadata.csv
Description: Metadata sheet containing body mass and flight data used in sternum analysis from Lowi-Merri et al. (2023), as well as links to all Morphosource pages and objects.
Variables
- Tree_name: name of taxon in phylogenetic tree
- Genus
- Species
- Specimen
- Specimen page URL
- Sternum model URL
- CT data URL
- Filename
- Body mass (g)
- Keel area: area of keel in mm
- Total FP (mm): footprint area (sternum basal plate area)
- Flight_style: primary locomotory style. CF = continuous flapping; BF = burst flight; FSD = foot-propelled swimming or diving; FL = flightless; SO = soaring; TER = terrestrial
- Forelimb-driven lift-based propulsion: This and the remaining variables are coded as present/absent in each taxon.
- Aerial flight
- Foot-propelled swimming/diving
- Wing-propelled diving
- Burst flight
- Sustained flight
- Soaring
- Flap-gliding
- Continuous flapping
- Scansorial climbing
- Cursorial
- Terrestrial locomotion
- Intermittent bounding
- Maneuverability
File: FosSternCode2025.R
Description: R script for running sternum analysis
File: SkelPropData.csv
Description: Data on skeletal proportions of extant taxa, in mm
Variables
- Name
- BODY MASS (g)
- Simple.groups: primary locomotory style; same as 'Flight_style' above in 'ExtantSternum_metadata.csv'
- Aerial flight
- Forelimb-driven lift-based propulsion
- Underwater locomotion
- Foot-propelled swimming/diving
- Wing-propelled diving
- Burst flight
- Sustained flight
- Soaring
- Flap-gliding
- Continuous flapping
- Scansorial climbing
- Cursorial
- Terrestrial locomotion
- Intermittent bounding
- Maneuverability
- Humerus.Length
- Humerus.proximal.width
- Humerus.distal.width
- Ulna.length
- Ulna.proximal.width
- Radius.length
- Carpometacarpus.length
- Carpometacarpus.proximal.width
- Coracoid.length
- Coracoid.mediolateral.sternal.facet.length
- Coracoid.humeral.articulation.facet
- Scapula.length
- Sternum.length
- Keel.height
- Femur.length
- Tibiotarsus.length
- Tarsometatarsus.length
- Synsacrum.Length.fused.vertebrae
- Pubis.length
- Ilium.length
- Ischium.length
File: Cooney_extensive_sampling.tree
Description: phylogenetic tree used to control for evolutionary history in comparative analyses. Sourced from Cooney et al. (2017) Mega-evolutionary dynamics of the adaptive radiation of birds (doi:10.1038/nature21074).
File: GPAFitextant.RData
Description: R workspace & aligned Procrustes coordinates (shape data) for running sternum morphometric analysis
Code/software
Data is viewed in Excel and a text editor. Code is run in R and/or RStudio.
Access information
Data was derived from the following sources:
*Prior publication by Lowi-Merri et al (2023): https://doi.org/10.5061/dryad.zw3r228c5.
