Evidence map›Paper›PMID 40975749›Full record

ArticleMolecular psychiatry2025

A genetic common factor underlying self-reported math ability and highest math class taken.

Alexandros Giannelis, Emily A Willoughby, Tobias Edwards, Matt McGue, James J Lee

Abstract read
In one paragraph

Article in Molecular psychiatry, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Alexandros GiannelisDepartment of Applied Economics, Erasmus School of Economics, Erasmus University Rotterdam, Rotterdam, The Netherlands.ORCID http://orcid.org/0000-0003-4587-0336
Emily A WilloughbyDepartment of Psychology University of Minnesota Twin Cities, 75 East River Road, Minneapolis, MN, 55455, USA.ORCID http://orcid.org/0000-0001-7559-1544
Tobias EdwardsDepartment of Psychology University of Minnesota Twin Cities, 75 East River Road, Minneapolis, MN, 55455, USA.
Matt McGueDepartment of Psychology University of Minnesota Twin Cities, 75 East River Road, Minneapolis, MN, 55455, USA.ORCID http://orcid.org/0000-0002-5580-1433
James J LeeDepartment of Psychology University of Minnesota Twin Cities, 75 East River Road, Minneapolis, MN, 55455, USA. leex2293@umn.edu.ORCID http://orcid.org/0000-0001-6547-5128

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

While genetic influences on general intelligence have been well documented, less is known about the genetics underlying narrower abilities ("group factors"). By applying structural equation modeling to results from several genome-wide association studies (GWAS), most critically of self-reported math ability (N = 564 698) and highest math class taken (N = 430 445), we identified 53 single-nucleotide polymorphisms (SNPs) associated with a latent trait, orthogonal by design with general intelligence, approximating the group factor of quantitative ability. The genes near these SNPs implicated the biological process of neuron projection development, and the genome-wide pattern of gene-set enrichment affirmed the involvement of brain development and synaptic function. We calculated a number of genetic correlations with this quantitative factor, finding negative associations with both internalizing and externalizing disorders and positive associations with STEM occupations such as computer programming. These results provide further evidence for genetic influences on traits other than general factors in human behavioral variation, point to the mechanisms mediating these genetic influences on quantitative ability and interests, and affirm the relationships of the latter traits with a number of real-world outcomes.

Indexed as

AptitudeIntelligenceMathematicsAdolescentAdultFemaleGenome-Wide Association StudyHumansMalePolymorphism, Single NucleotideSelf Report

Identifiers

PMID40975749
PMCPMC12602337

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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.