Evidence map›Paper›PMID 34455497›Full record

ArticleBrain structure & function2021

Neurodevelopmental scaling is a major driver of brain-behavior differences in temperament across dog breeds.

E E Hecht, I Zapata, C E Alvarez, D A Gutman, T M Preuss, M Kent, J A Serpell

Abstract read
PubMed Publisher
In one paragraph

Article in Brain structure & function, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed, 1 pooled it
5.0field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

22 citing papers in PubMed, 1 synthesis or guideline pooled it, 41 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Brain-Behavior Differences in Premodern and Modern Lineages of Domestic Dogs.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Article
  6. Review
  7. Microorganisms · 2025
    Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Neuroanatomical asymmetry in the canine brain.Brain structure & function · 2023
    Article
  15. Review
  16. Article
  17. Review
  18. Review
  19. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors at 6 institutions in 1 country.

E E HechtDepartment of Human Evolutionary Biology, Harvard University, 11 Divinity Ave., Cambridge, MA, 02138, USA. erin_hecht@fas.harvard.edu.ORCID http://orcid.org/0000-0003-1247-0432
I ZapataDepartment of Biomedical Sciences, Rocky Vista University, Parker, CO, 80134, USA.
C E AlvarezCenter for Clinical and Translational Research, The Abigail Wexner Research Institute at Nationwide Children's Hospital, Columbus, OH, 43205, USA.
D A GutmanDepartment of Neurology, School of Medicine, Emory University, Atlanta, GA, 30029, USA.
T M PreussYerkes National Primate Research Center, Emory University, Atlanta, GA, 30029, USA.
M KentCollege of Veterinary Medicine, University of Georgia at Athens, Athens, GA, 30602, USA.
J A SerpellDepartment of Clinical Sciences and Advanced Medicine, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
Emory University · USHarvard University · USNationwide Children's Hospital · USRocky Vista University · USUniversity of Georgia · USUniversity of Pennsylvania · US

Funding

division of integrative organismal systems 1457291
6 · The paper itself

Abstract

Behavioral traits like aggression, anxiety, and trainability differ significantly across dog breeds and are highly heritable. However, the neural bases of these differences are unknown. Here we analyzed structural MRI scans of 62 dogs in relation to breed-average scores for the 14 major dimensions in the Canine Behavioral Assessment and Research Questionnaire, a well-validated measure of canine temperament. Several behavior categories showed significant relationships with morphologically covarying gray matter networks and regional volume changes. Networks involved in social processing and the flight-or-fight response were associated with stranger-directed fear and aggression, putatively the main behaviors under selection pressure during wolf-to-dog domestication. Trainability was significantly associated with expansion in broad regions of cortex, while fear, aggression, and other "problem" behaviors were associated with expansion in distributed subcortical regions. These results closely overlapped with regional volume changes with total brain size, in striking correspondence with models of developmental constraint on brain evolution. This suggests that the established link between dog body size and behavior is due at least in part to disproportionate enlargement of later-developing regions in larger brained dogs. We discuss how this may explain the known correlation of increasing reactivity with decreasing body size in dogs.

Indexed as

TemperamentWolvesAnimalsBehavior, AnimalBrainBreedingDogsCanineDogEvolutionMorphometryNeuroimagingTemperament

Identifiers

PMID34455497
OpenAlexW3197128859

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.